From 3f4c1345b31ea5b302a17044386965ef926edee6 Mon Sep 17 00:00:00 2001
From: natoverse <github@talkswithnumbers.com>
Date: Wed, 13 Nov 2024 23:15:46 +0000
Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20microsof?=
 =?UTF-8?q?t/graphrag@c8c354e3570aec872552180d0ccecd7716d58e75=20?=
 =?UTF-8?q?=F0=9F=9A=80?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 404.html                                      |   29 +-
 blog_posts/index.html                         |   29 +-
 cli/index.html                                |   29 +-
 config/custom/index.html                      |   29 +-
 config/env_vars/index.html                    |   33 +-
 config/init/index.html                        |   29 +-
 config/json_yaml/index.html                   |   29 +-
 config/overview/index.html                    |   35 +-
 config/template/index.html                    |   29 +-
 data/operation_dulce/ABOUT/index.html         |   29 +-
 .../Operation Dulce v2 1 1/index.html         |   29 +-
 developing/index.html                         |   29 +-
 examples_notebooks/drift_search/index.html    | 3881 +++++++++--------
 examples_notebooks/global_search/index.html   |   47 +-
 .../index.html                                |  101 +-
 .../inputs/operation dulce/ABOUT/index.html   |   29 +-
 .../Operation Dulce v2 1 1/index.html         |   29 +-
 examples_notebooks/local_search/index.html    |   72 +-
 get_started/index.html                        |   29 +-
 index.html                                    |   29 +-
 index/architecture/index.html                 |   29 +-
 index/default_dataflow/index.html             |   38 +-
 index/outputs/index.html                      | 1718 ++++++++
 index/overview/index.html                     |   29 +-
 prompt_tuning/auto_prompt_tuning/index.html   |   29 +-
 prompt_tuning/manual_prompt_tuning/index.html |   29 +-
 prompt_tuning/overview/index.html             |   29 +-
 query/drift_search/index.html                 |   29 +-
 query/global_search/index.html                |   29 +-
 query/local_search/index.html                 |   29 +-
 query/notebooks/overview/index.html           |   29 +-
 query/overview/index.html                     |   29 +-
 query/question_generation/index.html          |   29 +-
 search/search_index.json                      |    2 +-
 sitemap.xml.gz                                |  Bin 127 -> 127 bytes
 visualization_guide/index.html                |   29 +-
 36 files changed, 4558 insertions(+), 2123 deletions(-)
 create mode 100644 index/outputs/index.html

diff --git a/404.html b/404.html
index fdfe4ca42..6538a71c7 100644
--- a/404.html
+++ b/404.html
@@ -570,6 +570,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="/index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
     
     
     
@@ -581,10 +602,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
@@ -595,8 +616,8 @@
             <span class="md-nav__icon md-icon"></span>
           </label>
         
-        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_4_label" aria-expanded="false">
-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
diff --git a/blog_posts/index.html b/blog_posts/index.html
index 0efa56ee5..340934010 100644
--- a/blog_posts/index.html
+++ b/blog_posts/index.html
@@ -576,6 +576,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
     
     
     
@@ -587,10 +608,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
@@ -601,8 +622,8 @@
             <span class="md-nav__icon md-icon"></span>
           </label>
         
-        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_4_label" aria-expanded="false">
-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
diff --git a/cli/index.html b/cli/index.html
index 6c7d563a5..1b267885d 100644
--- a/cli/index.html
+++ b/cli/index.html
@@ -581,6 +581,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
     
     
     
@@ -592,10 +613,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
@@ -606,8 +627,8 @@
             <span class="md-nav__icon md-icon"></span>
           </label>
         
-        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_4_label" aria-expanded="false">
-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
diff --git a/config/custom/index.html b/config/custom/index.html
index 12d989e97..f72110e6d 100644
--- a/config/custom/index.html
+++ b/config/custom/index.html
@@ -584,6 +584,27 @@
                 
   
   
+  
+  
+    <li class="md-nav__item">
+      <a href="../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
     
   
   
@@ -599,10 +620,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" checked>
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" checked>
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
@@ -613,8 +634,8 @@
             <span class="md-nav__icon md-icon"></span>
           </label>
         
-        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_4_label" aria-expanded="true">
-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="true">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
diff --git a/config/env_vars/index.html b/config/env_vars/index.html
index 3dbc392b0..f27f62220 100644
--- a/config/env_vars/index.html
+++ b/config/env_vars/index.html
@@ -584,6 +584,27 @@
                 
   
   
+  
+  
+    <li class="md-nav__item">
+      <a href="../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
     
   
   
@@ -599,10 +620,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" checked>
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" checked>
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
@@ -613,8 +634,8 @@
             <span class="md-nav__icon md-icon"></span>
           </label>
         
-        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_4_label" aria-expanded="true">
-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="true">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
@@ -1765,8 +1786,8 @@ <h2 id="text-embeddings-customization">Text-Embeddings Customization</h2>
 <h3 id="embedded-fields">Embedded Fields</h3>
 <ul>
 <li><code>text_unit.text</code></li>
-<li><code>document.raw_content</code></li>
-<li><code>entity.name</code></li>
+<li><code>document.text</code></li>
+<li><code>entity.title</code></li>
 <li><code>entity.description</code></li>
 <li><code>relationship.description</code></li>
 <li><code>community.title</code></li>
diff --git a/config/init/index.html b/config/init/index.html
index dcc44d87d..02e53064a 100644
--- a/config/init/index.html
+++ b/config/init/index.html
@@ -584,6 +584,27 @@
                 
   
   
+  
+  
+    <li class="md-nav__item">
+      <a href="../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
     
   
   
@@ -599,10 +620,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" checked>
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" checked>
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
@@ -613,8 +634,8 @@
             <span class="md-nav__icon md-icon"></span>
           </label>
         
-        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_4_label" aria-expanded="true">
-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="true">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
diff --git a/config/json_yaml/index.html b/config/json_yaml/index.html
index c9e7cc51e..7e2b9d960 100644
--- a/config/json_yaml/index.html
+++ b/config/json_yaml/index.html
@@ -584,6 +584,27 @@
                 
   
   
+  
+  
+    <li class="md-nav__item">
+      <a href="../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
     
   
   
@@ -599,10 +620,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" checked>
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" checked>
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
@@ -613,8 +634,8 @@
             <span class="md-nav__icon md-icon"></span>
           </label>
         
-        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_4_label" aria-expanded="true">
-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="true">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
diff --git a/config/overview/index.html b/config/overview/index.html
index c52236355..18ec429a0 100644
--- a/config/overview/index.html
+++ b/config/overview/index.html
@@ -9,7 +9,7 @@
       
       
       
-        <link rel="prev" href="../../index/default_dataflow/">
+        <link rel="prev" href="../../index/outputs/">
       
       
         <link rel="next" href="../init/">
@@ -584,6 +584,27 @@
                 
   
   
+  
+  
+    <li class="md-nav__item">
+      <a href="../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
     
   
   
@@ -599,10 +620,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" checked>
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" checked>
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
@@ -613,8 +634,8 @@
             <span class="md-nav__icon md-icon"></span>
           </label>
         
-        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_4_label" aria-expanded="true">
-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="true">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
@@ -1504,7 +1525,7 @@ <h2 id="custom-configuration-mode">Custom Configuration Mode</h2>
       <nav class="md-footer__inner md-grid" aria-label="Footer" >
         
           
-          <a href="../../index/default_dataflow/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Dataflow">
+          <a href="../../index/outputs/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Outputs">
             <div class="md-footer__button md-icon">
               
               <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
@@ -1514,7 +1535,7 @@ <h2 id="custom-configuration-mode">Custom Configuration Mode</h2>
                 Previous
               </span>
               <div class="md-ellipsis">
-                Dataflow
+                Outputs
               </div>
             </div>
           </a>
diff --git a/config/template/index.html b/config/template/index.html
index 441b2dc91..1949bcf65 100644
--- a/config/template/index.html
+++ b/config/template/index.html
@@ -584,6 +584,27 @@
                 
   
   
+  
+  
+    <li class="md-nav__item">
+      <a href="../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
     
   
   
@@ -599,10 +620,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" checked>
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" checked>
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
@@ -613,8 +634,8 @@
             <span class="md-nav__icon md-icon"></span>
           </label>
         
-        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_4_label" aria-expanded="true">
-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="true">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
diff --git a/data/operation_dulce/ABOUT/index.html b/data/operation_dulce/ABOUT/index.html
index a246b273b..7feb3561f 100644
--- a/data/operation_dulce/ABOUT/index.html
+++ b/data/operation_dulce/ABOUT/index.html
@@ -581,6 +581,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
     
     
     
@@ -592,10 +613,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
@@ -606,8 +627,8 @@
             <span class="md-nav__icon md-icon"></span>
           </label>
         
-        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_4_label" aria-expanded="false">
-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
diff --git a/data/operation_dulce/Operation Dulce v2 1 1/index.html b/data/operation_dulce/Operation Dulce v2 1 1/index.html
index 9280930d3..cd6797ee3 100644
--- a/data/operation_dulce/Operation Dulce v2 1 1/index.html	
+++ b/data/operation_dulce/Operation Dulce v2 1 1/index.html	
@@ -579,6 +579,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
     
     
     
@@ -590,10 +611,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
@@ -604,8 +625,8 @@
             <span class="md-nav__icon md-icon"></span>
           </label>
         
-        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_4_label" aria-expanded="false">
-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
diff --git a/developing/index.html b/developing/index.html
index b87e281c1..b70dac8cd 100644
--- a/developing/index.html
+++ b/developing/index.html
@@ -596,6 +596,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
     
     
     
@@ -607,10 +628,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
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@@ -621,8 +642,8 @@
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           </label>
         
-        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_4_label" aria-expanded="false">
-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
diff --git a/examples_notebooks/drift_search/index.html b/examples_notebooks/drift_search/index.html
index e8c0b9d6a..c5f6c428b 100644
--- a/examples_notebooks/drift_search/index.html
+++ b/examples_notebooks/drift_search/index.html
@@ -576,6 +576,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
     
     
     
@@ -587,10 +608,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
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-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
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@@ -1911,7 +1932,7 @@ <h1>DRIFT Search</h1>
 <span class="c1"># load description embeddings to an in-memory lancedb vectorstore</span>
 <span class="c1"># to connect to a remote db, specify url and port values.</span>
 <span class="n">description_embedding_store</span> <span class="o">=</span> <span class="n">LanceDBVectorStore</span><span class="p">(</span>
-    <span class="n">collection_name</span><span class="o">=</span><span class="s2">"entity_description_embeddings"</span><span class="p">,</span>
+    <span class="n">collection_name</span><span class="o">=</span><span class="s2">"default-entity-description"</span><span class="p">,</span>
 <span class="p">)</span>
 <span class="n">description_embedding_store</span><span class="o">.</span><span class="n">connect</span><span class="p">(</span><span class="n">db_uri</span><span class="o">=</span><span class="n">LANCEDB_URI</span><span class="p">)</span>
 <span class="n">entity_description_embeddings</span> <span class="o">=</span> <span class="n">store_entity_semantic_embeddings</span><span class="p">(</span>
@@ -1978,7 +1999,7 @@ <h1>DRIFT Search</h1>
 # load description embeddings to an in-memory lancedb vectorstore
 # to connect to a remote db, specify url and port values.
 description_embedding_store = LanceDBVectorStore(
-    collection_name="entity_description_embeddings",
+    collection_name="default-entity-description",
 )
 description_embedding_store.connect(db_uri=LANCEDB_URI)
 entity_description_embeddings = store_entity_semantic_embeddings(
@@ -2019,7 +2040,7 @@ <h1>DRIFT Search</h1>
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+<pre>[2024-11-13T23:12:43Z WARN  lance::dataset] No existing dataset at /home/runner/work/graphrag/graphrag/docs/examples_notebooks/inputs/operation dulce/lancedb/default-entity-description.lance, it will be created
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 <pre>{'nodes': [{'query': 'Who is agent Mercer?',
-   'answer': "# Mercer's Role in the Paranormal Military Squad at Dulce Base\n\nMercer is a prominent figure within the Paranormal Military Squad stationed at Dulce Base, an underground facility dedicated to interstellar communication and engagements with extraterrestrial entities. In this high-stakes environment, Mercer acts as both a mentor and leader, providing crucial guidance and strategic insights that are vital for the success of the squad's mission. His leadership style is marked by a strong emphasis on maintaining morale and ensuring operational efficiency among team members, which include Jordan, Alex, Taylor Cruz, and Sam Rivera.\n\nMercer's involvement in the squad centers on his ability to mentor younger team members, fostering an environment of trust and open communication that is essential for deciphering complex alien messages. This task is not only a technical challenge but also one that holds significant cultural and strategic implications for humanity's future interactions with extraterrestrial beings.\n\nAt Dulce Base, Mercer collaborates closely with other key squad members like Taylor Cruz, who focuses on maintaining operational security, and Sam Rivera, who provides technological expertise. Together, they work harmoniously to decode and strategize responses to alien communications, navigating both the technological barriers and the ethical considerations that arise from such interactions.\n\nMercer's strategic influence is particularly noteworthy; he is deeply involved in high-level decision-making processes and plays a pivotal role in shaping the squad's engagement strategies. His cautious yet progressive approach ensures a careful balance between discovery and protocol adherence, aligning the squad's actions with broader cosmic and diplomatic goals.\n\nThe environment at Dulce Base enhances the complexity of the mission, adding layers of psychological and operational challenges. Here, Mercer's mentorship and ability to lead under pressure become indispensable, helping the team maintain focus and effectiveness in their pursuit of establishing a Cosmic Relationship, a foundational objective for the squad.\n\nOverall, Mercer's multifaceted role underscores his importance, from managing interpersonal dynamics and mentoring to making strategic decisions that carry far-reaching implications.\n\n\n# Agent Mercer and Their Role at Dulce Military Base\n\nAgent Mercer, identified as Alex Mercer, is a key figure involved in the critical operations at the Dulce Military Base, which is renowned for its efforts in extraterrestrial communication. The Dulce Base serves as a significant hub for decoding cosmic and alien signals, with Alex Mercer playing a pivotal role in these initiatives. Mercer, alongside other notable personnel like Taylor Cruz, Jordan Hayes, and Sam Rivera, contributes to the base's mission of establishing communication with extraterrestrial intelligence. Alex Mercer's expertise in signal analysis is crucial for deciphering the complex communications potentially emanating from intelligent alien sources, which are pivotal for the base’s objectives.\n\nTheir role is integral to the broader efforts undertaken at the Dulce Base, which encompasses analyzing and responding to potential communications from alien intelligence. This responsibility places them at the forefront of one of the most strategic scientific missions, which aims to understand and decode cosmic signals that could impact human interactions with extraterrestrial entities. Given the gravity of these operations, Mercer's contributions are seen as enhancing the team’s collective ability to interpret and respond to alien communications.\n\nFurthermore, the collaboration among the key personnel at Dulce, including Mercer, supports a cohesive operational dynamic essential for the success of their missions. The team’s composition allows them to efficiently tackle the decoding efforts, manage communications, and ensure strategic responses to any potential existential threats or opportunities that may arise from these interactions.\n\nIn summary, Alex Mercer is a prominent figure deeply entrenched in the communication efforts with alien entities at the Dulce Military Base. This position underscores their substantial role in employing advanced signal analysis to advance understanding and establish possible dialogues with extraterrestrial intelligence, highlighting their indispensable contributions to this field of study.\n\n# Agent Alex Mercer and His Role in Operation: Dulce\n\nAgent Alex Mercer is a prominent figure within the context of Operation: Dulce, a significant military mission focused on exploring paranormal anomalies and interstellar dialogue at the Dulce military base. As a key member of the Paranormal Military Squad, Mercer's involvement underscores his crucial role in advancing the strategic objectives of the operation. He is regarded as an influential leader, whose actions and decisions significantly shape the direction and outcomes of the mission. Mercer's strategic insight and commitment to the mission are evident in his various activities, which include guiding strategic decisions and interacting with other key team members such as Dr. Jordan Hayes.\n\nWithin the broader framework of the mission, Mercer is recognized for his determination and complex relationship with authority. Despite outward compliance, he exhibits a subtle yet notable resolve that hints at his independent thinking and critical influence on the mission's trajectory. His interactions with the mission's strategic hubs, such as the briefing room at the Dulce base and the Underground Command Center, further exemplify his leading hand in navigating the challenging and high-stakes environment of Operation: Dulce.\n\nAdditionally, Mercer's involvement goes beyond mere operational duties, extending to significant contributions to interspecies communication efforts. His leadership at the Dulce Team and Underground Command Center highlights his role in managing both strategic operations and critical communication tasks. This multifaceted involvement positions Mercer not only as a key figure within the direct mission but also as a central actor in facilitating groundbreaking advancements in interspecies communication.\n\nOverall, Agent Alex Mercer emerges as a pivotal force within the complex networks of Operation: Dulce and its related activities. His leadership and strategic contributions are instrumental in addressing the ambitions of the mission and the broader interspecies communication project, marking him as a vital figure within the operational community at the Dulce military base.\n\n\n# Agent Mercer's Role in Dulce Facility\n\nAgent Alex Mercer appears to be a key figure within the Dulce Facility community, deeply embedded in the operations concerning extraterrestrial communication. The knowledge graph surrounding the Dulce Facility and its role as an extraterrestrial communication hub indicates that Mercer is among other prominent personnel such as Taylor Cruz, Jordan Hayes, and Sam Rivera, all of whom play significant roles in the activities at this strategic location. Within the Dulce Facility, Mercer's role involves high-level responsibilities, likely related to setting and managing communication frequencies, which are crucial for the interstellar communication efforts facilitated by the Dulce Mainframe and Control Room.\n\nThe community highlights that the Dulce Facility is central to Earth's strategic initiatives in extraterrestrial engagement and communication, primarily due to its advanced technical infrastructure and personnel expertise. As part of the Paranormal Military Squad's efforts, Alex Mercer contributes to interpreting and decrypting signals, suggesting an intimate involvement in parsing alien communications and potentially establishing dialogues with extraterrestrial intelligences. This work is critical for Dulce's mission to secure Earth's standing within the broader galactic community by enhancing interstellar communication capabilities.\n\nThe interconnectedness of the Dulce Facility's entities, like the Control Room and Mainframe, promotes a streamlined operation where Mercer and his colleagues' coordinated efforts advance their overarching goal—effectively positioning Earth as a notable participant in cosmic diplomacy. The sensitive nature of these operations demands a high level of security and confidentiality, further underlining the importance and trust vested in figures like Agent Mercer.\n\nAgent Mercer's contributions are instrumental in supporting the Dulce Facility's objectives of maintaining seamless communication, laying the groundwork for Earth's eventual integration into the galactic community and ensuring significant advancements in Earth's technological and diplomatic prowess in the interstellar realm.\n\n# Overview of Alex Mercer's Role in Cosmic Interactions\n\nAlex Mercer is a prominent figure in the community centered around cosmic phenomena, specifically interacting with the concept of Cosmic Vocalization. This interaction is part of a broader narrative involving several key entities, including Taylor Cruz and the Paranormal Military Squad, focusing on how these cosmic events may affect the Universe and humanity's response to them.\n\nMercer's approach to Cosmic Vocalization is notably distinct; he perceives it as a part of an 'interstellar duet,' suggesting that it is not merely a random cosmic event but a form of communication that requires response and understanding. This perspective implies a potential ongoing dialogue or connection between cosmic sources and human consciousness, which might be critical for understanding cosmic events' broader implications.\n\nThis belief in a cosmic dialogue positions Mercer as an advocate for deeper investigation and potentially for preparation against unidentified cosmic influences or entities. His viewpoint contrasts with that of Taylor Cruz, who raises alarms about the possible risks associated with Cosmic Vocalization, considering it might be a dangerous homing signal that threatens planetary security.\n\nThe Paranormal Military Squad's involvement adds another layer to the interaction with Cosmic Vocalization, treating it as a significant element in their strategic operations and security measures. Their perceiving the Universe as a concert hall metaphorically underscores the importance of how cosmic events like these are interpreted – both scientifically and strategically.\n\nMercer's perception of Cosmic Vocalization as part of a non-threatening cosmic symphony reflects a more benign or neutral stance compared to others in the community who see potential threats requiring urgent strategic responses. This diversity in interpretation highlights the complex interplay between scientific curiosity and security concerns that characterize the community's overall approach to cosmic phenomena.\n\nThe community's dynamics involve a balance between open-ended exploration and the preparedness for potential threats, where Mercer's role in shaping these interpretations presents a narrative of cosmic events as opportunities for deeper understanding rather than immediate threats.",
-   'score': 89.0,
+   'answer': "# Understanding the Role of Agent Mercer in the Context of Paranormal Military Squad\n\nAgent Mercer is a significant figure within the framework of the Paranormal Military Squad at Dulce Base, which is fundamentally engaged in interstellar communication and operations concerning extraterrestrial entities. The overview of this community reveals that Mercer operates as a leader and mentor, providing essential guidance and leadership to the team. His role is pivotal in nurturing the morale and operational efficiency of the squad, which is particularly crucial given the complexities and high-stakes nature of their mission. This mission involves decrypting and analyzing alien communications, an endeavor requiring a blend of military precision and scientific acumen.\n\nAt Dulce Base, Mercer's influence extends beyond mere leadership; he serves as a strategic linchpin in the operation. His interactions with other key squad members, such as Taylor Cruz and Sam Rivera, emphasize his integral role in both the strategic planning and psychological readiness of the team. Mercer's capacity to foster professional relationships and nurture the collaborative dynamics among the squad members is critical. The team's success in decoding alien messages heavily relies on these dynamics, as well as on Mercer's ability to guide through rigorous analytical challenges and maintain composure in interpreting extraterrestrial signals.\n\nThe structure of the Paranormal Military Squad focuses on combining military discipline with innovative thinking to navigate uncharted territories in alien communication. Mercer's mentorship seems to act as a cornerstone, shaping the team's strategic responses to alien interactions and fostering an atmosphere conducive to both discipline and creative problem-solving in the face of the unknown. Therefore, Agent Mercer's role is not only about leading the Paranormal Military Squad but also about playing an influential part in the broader interstellar communication initiatives fostered at Dulce Base.\n\n\n# Exploration of Alex Mercer's Role in Dulce Base Operations\n\nAlex Mercer is a pivotal figure within the Paranormal Military Squad operating at the Dulce Base, a high-tech facility focused on bridging human and alien communication. As a key strategic leader, Mercer's involvement is crucial to the effective management and oversight of critical operations dealing with extraterrestrial intelligence. His role is deeply intertwined with the mission's success, which revolves around decoding alien signals and formulating strategic responses that could ultimately redefine humanity's perception in the cosmic landscape.\n\nMercer's strategic influence is notably impactful in shaping the squad's approach to their high-stakes mission. His cautious and balanced decision-making process ensures that the squad's actions uphold both the drive for scientific discovery and the necessary adherence to safety protocols. This balance is integral to maintaining the operational integrity of the Paranormal Military Squad, reflecting Mercer's important role in aligning their actions with broader cosmic and diplomatic goals.\n\nThe collaborative environment at the Dulce Base, emphasized by the relationships Mercer maintains with fellow key figures like Taylor Cruz, Jordan Hayes, and Sam Rivera, is crucial. These dynamics are essential for effectively decoding and reacting to alien signals. The synergy among these individuals, while potentially contentious, underscores the mission's complexity and its importance to the squad's broader objectives.\n\nIn the context of the strategic operations at Dulce Base, Mercer contributes significantly to the collective efforts aimed at establishing a Cosmic Relationship with alien intelligence. His leadership, combined with innovative approaches from team members like Sam Rivera, highlights a forward-thinking team prepared to tackle the unknowns of alien communication while safeguarding against potential threats. Mercer's involvement at the Dulce Underground Command Center positions him as an integral part of the ongoing efforts to manage and respond to alien activities, ensuring efficient and strategic operations within this secretive and crucial hub.\n\nOverall, Alex Mercer's role is essential in navigating the intricate balance between exploration and caution in the realm of extraterrestrial interaction, defining him as a quintessential figure in the operations at Dulce Base.\n\n## Understanding the Role of Agent Alex Mercer in Operation Dulce\n\nAgent Alex Mercer plays a pivotal role in several key initiatives related to the controversial and highly classified projects surrounding the Dulce military base. He is fundamentally involved in the 'Dulce Team,' identified as a central player in the interspecies communication project, a groundbreaking initiative for human and non-human engagement. Mercer's influence extends deeply into multiple facets of these operations, including leadership roles within both the Dulce Team and the Underground Command Center. Here, his expertise in strategic guidance and operational leadership is critical to progressing the interspecies communication agenda.\n\nMercer's central involvement is further exemplified in 'Operation: Dulce,' a mission conducted at the Dulce military base, where he assists in steering the mission's strategic decisions. His role is characterized by exploring profound implications for humanity's future interactions with paranormal phenomena. Despite maintaining compliance, Mercer is noted for instrumental strategic decision-making and a complex relationship with authority figures, reflecting his nuanced approach to sensitive, high-stakes missions.\n\nHis contributions are underscored by claims highlighting his strong presence in cooperative efforts needed to operate the command center effectively. Mercer's dual positions, both leading and supporting within these operational structures, emphasize his critical importance to the collaboration between military organizations and scientific endeavors pursuing interspecies dialogue.\n\nMoreover, within the broader operations like managing the concept of the 'Alien Script' and the 'First Contact' scenarios, Mercer is aligned with efforts to analyze and decode enigmatic extraterrestrial communications. This prolonged engagement highlights his intelligence and extensive problem-solving capacities to foster advancements in human understanding of potential extraterrestrial interactions, securing Mercer's reputation as an essential asset to the initiative's ultimate success.\n\n## Analysis of Alex Mercer's Role at Dulce Base\n\nThe query 'Who is agent Mercer?' can be addressed by exploring Alex Mercer's involvement at Dulce Base, particularly in relation to extraterrestrial communication efforts. Within the framework of the operations at Dulce Base, Alex Mercer emerges as a pivotal figure. His presence is consistently noted around critical technology, such as the Central Terminal and the Viewing Monitors. These setups are instrumental for extraterrestrial signal processing and visualization.\n\nAt Dulce Base, Alex Mercer is integrated into strategic efforts, participating in key moments of extraterrestrial signal handling. This suggests not only his expertise in such operations but also potentially a leadership role. Mercer's interaction with technology during pivotal broadcasts indicates his significant operational capacity in the direct transmission and reception processes involved in extraterrestrial communications.\n\nFurthermore, within the broader team, including the Paranormal Military Squad, Mercer colludes with other notable members like Taylor Cruz and Jordan Hayes, indicating his centrality to the team dynamics and the multidisciplinary approach required for the sophisticated nature of their missions.\n\nMoreover, his engagement is not limited to technical roles but extends into the almost philosophical realms of communication, such as interpreting cosmic signals with strategic security concerns, as seen in his involvement with cosmic vocalization dialogues, which are interpreted through a defensive and exploratory lens. Mercer's activities position him as both a key operational participant and a figure of greater narrative significance at Dulce Base, intertwined deeply with the central aims of extraterrestrial engagement efforts. This paints a picture of an individual deeply embedded in the action of signal processing and communication with implications touching both exploration and strategic readiness.\n\nIn conclusion, Alex Mercer is a key agent at Dulce Base, heavily involved in the significant technological and strategic operations related to extraterrestrial communications, highlighting both his technical prowess and strategic importance in these missions.\n\n\n# Role of Alex Mercer in the Dulce Facility Community\n\nThe query pertains to the identity of Agent Mercer, who is directly involved with the operation and management of the Dulce Facility, a critical hub for extraterrestrial communication efforts. Within this community, Alex Mercer is a key individual whose contributions are vital to the facility's mission. The Dulce Facility is renowned for being the central location where groundbreaking communication with extraterrestrial intelligence is attempted, and it houses significant operational areas like the Control Room and the Mainframe.\n\nAlex Mercer, along with fellow personnel including Taylor Cruz, Jordan Hayes, and Sam Rivera, is deeply entrenched in the operations of this community. The collective efforts of these individuals play a crucial role in the success of Dulce's communications initiatives. Their responsibilities include setting communication frequencies and decrypting alien signals, tasks that require a high level of expertise and precision.\n\nThe Dulce Facility's Control Room is particularly noteworthy as it serves as the nerve center for these communication efforts. Mercer’s involvement in this strategic hub suggests his role encompasses not just operational duties but also potential decision-making responsibilities vital to the success of the community's objectives. The interconnectedness of the various elements within this facility—specifically, the Control Room, Mainframe, and the personnel—enhances operational efficiency and underscores the significance of Mercer's role.\n\nThrough these roles, it is evident that Agent Mercer is integral to the ongoing extraterrestrial communication initiatives at the Dulce Facility. His involvement in crucial operations and strategies indicates that Mercer’s expertise and leadership are pivotal to advancing the community's goals. Thus, Alex Mercer is not only a key player but also potentially a leader or a senior operator within the Dulce community, tasked with significant responsibilities that impact the broader scope of their missions.\n",
+   'score': 88.0,
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-  {'query': 'What is the history and background of the Dulce Base?',
-   'answer': "The Dulce Base is often shrouded in mystery and conspiracy theories, primarily due to its alleged connections to extraterrestrial activities and secretive government operations. Located in New Mexico, the base is rumored to be an underground facility where covert operations involving advanced technology and alien interactions take place. These claims are largely fueled by anecdotal evidence and speculative narratives rather than concrete proof.\n\nIn the context of the provided data, the Dulce Base is depicted as a site of significant technological and possibly extraterrestrial engagement. The narrative suggests that the base is a hub for advanced communications and interactions with alien intelligences, as seen through the activities of the Paranormal Military Squad. This team, including agents like Alex Mercer, is portrayed as engaging in complex dialogues with alien entities, suggesting that the base serves as a critical point for interstellar communication and exploration [Data: Sources (6, 38, 27, 5, 9, 30, 46, 29, 31, 32, 3, 23, 47, 15, 35, 28)].\n\nThe base's history is intertwined with themes of secrecy and the unknown, often depicted as a place where the boundaries of human understanding and technology are pushed. The narrative within the data highlights the base as a setting for groundbreaking discoveries and the potential for humanity to engage with cosmic entities, reflecting the broader mythos surrounding Dulce Base as a site of both intrigue and potential danger.",
-   'score': 70,
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-     Columns: [in_context]
-     Index: [],
-     'sources':     id                                               text
-     0    6   ordered, their voice echoing slightly before ...
-     1   38   urged, his voice bearing the gravitas of thei...
-     2   27  , and not a small measure of trepidation. "Thi...
-     3    5   very walls of the shaft—a whisper of somethin...
-     4    9   "The silence here... It's almost as if the ba...
-     5   30   emissaries to a celestial congress we're only...
-     6   46   was now actively partaking in an exchange not...
-     7   29  crum of insight and expertise, and felt the so...
-     8   45   they faced. "If it's truly sentient, we're no...
-     9   31   set the tempo for an undertaking that travers...
-     10  32   cosmos—secrets that, until now, had been lost...
-     11   3  , weighing his words carefully. "Our tech is t...
-     12  23  Sam Rivera, ever the source of technological a...
-     13  47   revealing a tinge of skepticism at Taylor Cru...
-     14  15   than the last.\n\nThen, with a sudden burst t...
-     15  35  , every keystroke an intricate step in their t...
-     16  28   "and in every word we script, in every respon...}},
+  {'query': 'What are the specific responsibilities of Agent Mercer within the Paranormal Military Squad?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 1},
-  {'query': 'What specific technologies does Sam Rivera use to detect extraterrestrial communications?',
-   'answer': "Sam Rivera, a member of the Paranormal Military Squad, is depicted as utilizing a range of sophisticated technologies to detect and interpret extraterrestrial communications. The narrative suggests that Sam is deeply engaged with advanced audio interfaces and decoding equipment, which are crucial in transforming alien signals into comprehensible data [Data: Sources (25, 13, 24)]. Sam's role involves manipulating these interfaces to identify patterns and motifs within the signals, indicating a structured and intentional communication from an extraterrestrial source [Data: Sources (25, 13)].\n\nThe equipment Sam uses is described as being capable of adjusting sensitivity and decoding complex sequences, which implies the use of high-tech signal processing tools. These tools allow Sam to bridge human systems with alien signals, facilitating a form of communication that transcends traditional linguistic barriers [Data: Sources (13, 24)]. The narrative also highlights Sam's ability to work with a digital orchestra of equipment, suggesting a comprehensive setup that includes both hardware and software designed for real-time signal analysis and interpretation [Data: Sources (25, 13)].\n\nOverall, Sam Rivera's technological arsenal appears to be a blend of cutting-edge audio and signal processing technologies, enabling the detection and analysis of extraterrestrial communications in a manner that is both innovative and essential to the team's mission.",
+  {'query': "How does Agent Mercer's leadership style influence the operations at Dulce Base?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 2},
+  {'query': 'What are the key challenges that Agent Mercer faces in his role?',
+   'answer': 'Agent Alex Mercer, a member of the Paranormal Military Squad, faces several key challenges in his role, primarily revolving around the enigmatic and potentially perilous mission known as Operation: Dulce. One of the foremost challenges is navigating the unknown and potentially hostile environment of the Dulce base, which is shrouded in mystery and filled with alien technology that could fundamentally alter human understanding of physics [Data: Sources (40, 42, 45)]. The base itself is described as having an oppressive silence, almost as if it is waiting for something, which adds to the psychological strain on Mercer and his team [Data: Sources (9)].\n\nAnother significant challenge is the need to balance military protocol with the pursuit of knowledge. Mercer is caught between adhering to the strict protocols enforced by his superior, Taylor Cruz, and his own instincts to explore and understand the alien phenomena they encounter. This internal conflict is evident as he grapples with the tension between compliance and the pressing urgency to confront the unknown [Data: Sources (9, 0)].\n\nAdditionally, Mercer must manage the dynamics within his team, particularly the differing perspectives and approaches of his colleagues, such as Dr. Jordan Hayes and Taylor Cruz. While Hayes is focused on the scientific implications and potential paradigm shifts, Cruz emphasizes caution and control, creating a competitive undercurrent that Mercer must navigate [Data: Sources (40, 42)].\n\nFinally, Mercer faces the overarching challenge of first contact with an alien intelligence. The mission evolves from a simple recovery operation to a complex dialogue with an extraterrestrial consciousness, requiring Mercer to adopt a balanced strategy for contact and to ensure that every message and pulse is carefully monitored to avoid potential disaster [Data: Sources (23, 24)]. This task is fraught with the risk of miscommunication and the potential for catastrophic outcomes, making it a pivotal aspect of his role.',
    'score': 85,
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-    'prompt_tokens': 10981,
-    'output_tokens': 370,
+    'prompt_tokens': 10980,
+    'output_tokens': 485,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   45   they faced. "If it's truly sentient, we're no...
-     1   27  , and not a small measure of trepidation. "Thi...
-     2   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     3   31   set the tempo for an undertaking that travers...
-     4   14   a communal outreach beyond the stars. As dawn...
-     5   18   the universe.\n\nIn a symphony of clicks and ...
-     6    3  , weighing his words carefully. "Our tech is t...
-     7   21   an undercurrent of intensity carried forth in...
-     8   43   of a cosmic message that could redefine their...
+     0   40   and the distant hum of machinery hinted at Du...
+     1    9   "The silence here... It's almost as if the ba...
+     2   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     3   45   they faced. "If it's truly sentient, we're no...
+     4   31   set the tempo for an undertaking that travers...
+     5   27  , and not a small measure of trepidation. "Thi...
+     6   23  Sam Rivera, ever the source of technological a...
+     7   24  Keep the communication channels open. But let ...
+     8   26  eterred, Jordan cast a determined glance at th...
      9    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     10  42   the dark heart of Dulce's secrets. \n\nAnd th...
-     11  28   "and in every word we script, in every respon...
-     12  25   his fingers hovering over the command keys. W...
-     13  44   It's a... symphony. It's as if they're teachi...
-     14  30   emissaries to a celestial congress we're only...
-     15  13   primacy within.\n\n"The closer we get to unlo...
-     16  24  Keep the communication channels open. But let ...}},
-   'id': 2},
-  {'query': 'How does Taylor Cruz contribute to the strategic missions at Dulce Base?',
-   'answer': "Taylor Cruz plays a significant role in the strategic missions at Dulce Base, primarily through their leadership and pragmatic approach to the challenges faced by the Paranormal Military Squad. As a key figure in the team, Taylor is often seen providing direction and maintaining focus during critical operations. Their assertive nature is evident in their interactions with other team members, where they emphasize the importance of adhering to protocols and maintaining discipline [Data: Sources (0, 9, 14, 21, 40)].\n\nTaylor's contributions are not limited to enforcing protocol; they also bring a level of caution and risk assessment to the missions. For instance, Taylor is quick to remind the team of the potential dangers associated with their interactions with alien signals, urging them to tread carefully and consider the implications of their actions [Data: Sources (16, 27, 31, 32)]. This cautious approach is crucial in balancing the team's enthusiasm for discovery with the need for security and strategic foresight.\n\nMoreover, Taylor's presence is a stabilizing force within the team, often stepping in to refocus discussions and ensure that the team's efforts are aligned with their objectives. This is particularly important in high-stakes situations where the team is navigating unknown territories and deciphering complex alien communications [Data: Sources (5, 9, 18, 41)]. Taylor's ability to maintain composure and provide clear directives helps the team to operate effectively under pressure, making them an indispensable part of the strategic missions at Dulce Base.",
+     10  16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     11  32   cosmos—secrets that, until now, had been lost...
+     12  14   a communal outreach beyond the stars. As dawn...
+     13  18   the universe.\n\nIn a symphony of clicks and ...
+     14  44   It's a... symphony. It's as if they're teachi...
+     15  41   conviction that knowledge was more than power...
+     16   8   I'm right, what we're looking at isn't random...}},
+   'id': 3},
+  {'query': 'How does the collaboration between Alex Mercer and other key personnel enhance interstellar communications?',
+   'answer': "The collaboration between Alex Mercer and other key personnel significantly enhances interstellar communications by combining diverse expertise and perspectives to tackle the complex challenges of decoding and interacting with alien signals. \n\n### Team Dynamics and Expertise\n\nAlex Mercer, as a central figure, brings a balanced strategy for contact, emphasizing the importance of keeping communication channels open while ensuring that no message goes unchecked [Data: Sources (45, 23, 24)]. His leadership is characterized by a blend of caution and curiosity, which is crucial in navigating the unknowns of interstellar communication [Data: Sources (21, 44)].\n\nDr. Jordan Hayes plays a pivotal role in interpreting the alien signals, applying their expertise in decryption algorithms to uncover the patterns and intentions behind the communications. Their work is described as a delicate dance with the unknown, where each keystroke is a step towards understanding the alien language [Data: Sources (45, 31, 32)]. Jordan's ability to recognize the evolving nature of the signals, which resemble aspects of human cognition, is vital in adapting the team's approach to communication [Data: Sources (31, 26)].\n\nTaylor Cruz provides a pragmatic perspective, often urging caution and reminding the team of the potential risks involved in interacting with an unknown intelligence. Their role is to ensure that the team remains vigilant and prepared for any eventuality, balancing the excitement of discovery with the need for security [Data: Sources (31, 16, 44)].\n\nSam Rivera contributes technological acumen, highlighting the adaptive nature of the signals and the real-time learning process involved in the communication. Their enthusiasm and technical skills help the team to stay ahead of the curve, ensuring that the dialogue with the alien intelligence is both responsive and secure [Data: Sources (23, 44)].\n\n### Collective Impact\n\nTogether, the team forms a cohesive unit that is greater than the sum of its parts. Each member's unique skills and perspectives contribute to a comprehensive approach to interstellar communication, allowing them to decode complex signals and engage in a meaningful dialogue with an alien intelligence. This collaboration not only enhances their ability to understand the signals but also positions them as pioneers in the field of cosmic diplomacy, potentially paving the way for humanity's first interstellar contact [Data: Sources (45, 31, 44)].",
    'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 404,
+    'output_tokens': 592,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
      0   45   they faced. "If it's truly sentient, we're no...
-     1   27  , and not a small measure of trepidation. "Thi...
-     2   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     3   31   set the tempo for an undertaking that travers...
-     4   14   a communal outreach beyond the stars. As dawn...
-     5    5   very walls of the shaft—a whisper of somethin...
-     6   18   the universe.\n\nIn a symphony of clicks and ...
-     7    9   "The silence here... It's almost as if the ba...
-     8   41   conviction that knowledge was more than power...
-     9    3  , weighing his words carefully. "Our tech is t...
-     10  21   an undercurrent of intensity carried forth in...
-     11  43   of a cosmic message that could redefine their...
-     12   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     13  20   bridge—or the abysses into which they might u...
-     14  32   cosmos—secrets that, until now, had been lost...
-     15  28   "and in every word we script, in every respon...
-     16  40   and the distant hum of machinery hinted at Du...}},
-   'id': 3},
-  {'query': "What are the ethical considerations in the Paranormal Military Squad's extraterrestrial communications?",
-   'answer': "The Paranormal Military Squad's engagement with extraterrestrial communications raises several ethical considerations, primarily revolving around the implications of first contact and the responsibilities that come with it. \n\n### Communication and Consent\nOne of the foremost ethical concerns is the nature of communication and consent. The team is deciphering and responding to signals from an alien intelligence, which implies a form of dialogue. However, the question arises whether this communication is consensual and mutual, or if it is being imposed unilaterally by either party. The ethical implications of engaging with an intelligence that may not fully understand or agree to the terms of interaction are significant [Data: Sources (17, 32, 28, 34, 25)].\n\n### Intent and Interpretation\nAnother ethical consideration is the interpretation of the alien signals. The team must ensure that their interpretations are accurate and not influenced by human biases or misconceptions. Misinterpretation could lead to unintended consequences, such as conflict or misunderstanding. The responsibility to accurately decode and respond to these signals is immense, as it could shape the future of interstellar relations [Data: Sources (32, 28, 34, 25, 15)].\n\n### Impact on Humanity\nThe potential impact of these communications on humanity is another ethical dimension. The knowledge and technology that could be gained from such interactions might have profound effects on society, potentially altering power dynamics, economies, and cultural understandings. The team must consider how to manage and disseminate this information responsibly, ensuring it benefits humanity as a whole rather than a select few [Data: Sources (17, 32, 28, 34, 25)].\n\n### Security and Safety\nFinally, there is the ethical obligation to ensure the security and safety of both parties involved. The team must be cautious not to expose Earth to potential threats, whether intentional or accidental, from the alien intelligence. Similarly, they must ensure that their actions do not pose a threat to the extraterrestrial entities they are communicating with [Data: Sources (32, 28, 34, 25, 15)].\n\nThese ethical considerations highlight the complexity and gravity of the Paranormal Military Squad's mission, underscoring the need for careful deliberation and responsible action in their extraterrestrial communications.",
-   'score': 0,
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 4},
+  {'query': "What is the significance of Mercer's leadership in extraterrestrial communication efforts?",
+   'answer': "Agent Alex Mercer plays a pivotal role in the efforts to establish communication with extraterrestrial intelligence, as depicted in the various scenarios at Dulce Base. His leadership is characterized by a blend of cautious optimism and strategic foresight, which is crucial in navigating the complexities of interstellar communication.\n\nMercer's approach to leadership is marked by his ability to balance the need for caution with the pursuit of understanding. He emphasizes the importance of keeping communication channels open while ensuring that no message or signal goes unchecked, highlighting the delicate nature of their mission [Data: Sources (45, 23, 24)]. This careful strategy is essential in dealing with the unknown variables associated with extraterrestrial signals, which could either be a breakthrough or a potential threat.\n\nFurthermore, Mercer demonstrates a deep respect for his team's expertise, fostering an environment of collaboration and trust. He acknowledges the contributions of team members like Dr. Jordan Hayes and Sam Rivera, who are instrumental in decoding the alien signals and adapting to the evolving nature of the communication [Data: Sources (23, 24, 44)]. By doing so, Mercer ensures that the team remains focused and united in their efforts, which is critical in maintaining the integrity and success of their mission.\n\nMercer's leadership is also significant in its adaptability. He recognizes the need to adjust their strategies as new information emerges, such as when the alien signal begins to show signs of sentience and responsiveness [Data: Sources (44, 41)]. This adaptability is crucial in a situation where the stakes are high, and the outcomes are uncertain, as it allows the team to respond effectively to the dynamic challenges they face.\n\nOverall, Mercer's leadership is significant because it embodies the qualities necessary for successful extraterrestrial communication: strategic caution, collaborative teamwork, and adaptive problem-solving. These attributes not only guide the team through the immediate challenges but also set a precedent for future interstellar engagements.",
+   'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 570,
+    'output_tokens': 512,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   17   on the sequences that danced across the scree...
-     1   32   cosmos—secrets that, until now, had been lost...
-     2   28   "and in every word we script, in every respon...
-     3   34  Our responses so far have echoed their complex...
-     4   25   his fingers hovering over the command keys. W...
-     5   30   emissaries to a celestial congress we're only...
-     6   11  , whose steady presence and ready tech affirme...
-     7   36  's luminescence. "Remember, while we seek comm...
-     8   37   from across the console, their eyes not leavi...
-     9   15   than the last.\n\nThen, with a sudden burst t...
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
      10  18   the universe.\n\nIn a symphony of clicks and ...
      11  44   It's a... symphony. It's as if they're teachi...
-     12  24  Keep the communication channels open. But let ...
-     13  49   on. In his eyes flashed the foreboding excite...
-     14  21   an undercurrent of intensity carried forth in...
-     15   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     16  23  Sam Rivera, ever the source of technological a...}},
-   'id': 4},
-  {'query': 'What is the Cosmic Relationship that the squad is trying to establish?',
-   'answer': "The Paranormal Military Squad, led by Agent Alex Mercer, is engaged in a profound mission to establish a 'Cosmic Relationship' with an alien intelligence. This endeavor is centered around decoding and understanding a complex alien signal that has been intercepted at the Dulce Base's underground command center. The team, comprising Alex Mercer, Jordan Hayes, Taylor Cruz, and Sam Rivera, is tasked with deciphering the alien encryption and translating it into a form of communication that can bridge the gap between human and extraterrestrial understanding [Data: Sources (32, 30, 17, 28, 34)].\n\nThe squad's efforts are not merely about decoding signals but are aimed at translating intentions and establishing a dialogue that transcends the limitations of human language. The alien messages are described as resonating and designed to be felt, suggesting a form of communication that goes beyond words and requires a response that encompasses the full array of human expression [Data: Sources (32, 30, 28, 34)].\n\nThe mission is fraught with both opportunity and peril, as the team navigates the delicate balance between curiosity and caution. They are aware that their actions could either pave the way for a new era of interstellar diplomacy or lead to unforeseen consequences. The squad's work is described as a partnership with an unseen cosmic congregation, where each pulse sent and received is a line in Earth's envoi to the cosmic shores [Data: Sources (32, 30, 28, 34)].\n\nIn essence, the Cosmic Relationship the squad is trying to establish is one of mutual understanding and collaboration with an alien intelligence, with the hope of forming a rapport that could redefine humanity's place in the universe. This relationship is envisioned as a symphony of communication, where humanity's voice is harmonized with the cosmic ensemble, potentially leading to a new chapter in human history [Data: Sources (32, 30, 28, 34)].",
-   'score': 0,
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 5},
+  {'query': 'What specific strategies does Alex Mercer employ in his role at Dulce Base?',
+   'answer': "Alex Mercer, a key figure at Dulce Base, employs a variety of strategies in his role, which is pivotal in the context of the Paranormal Military Squad's mission. His approach is characterized by a blend of caution, strategic foresight, and adaptability, which are crucial given the unprecedented nature of their task.\n\nOne of Mercer's primary strategies is maintaining open communication channels while ensuring that every message and signal is thoroughly checked. This is evident when he emphasizes the importance of keeping communication channels open but insists that no message or pulse should go unchecked, highlighting the delicate balance between engagement and caution [Data: Sources (23, 24, 45)]. This approach reflects his understanding of the potential risks and opportunities inherent in their interactions with the unknown.\n\nMercer also adopts a balanced strategy for contact, which involves a careful assessment of the situation before making decisions. He is aware of the potential implications of the signal's awareness and is keen to understand whether it is reactive or proactive, indicating his strategic mindset in anticipating the intentions behind the signal [Data: Sources (23, 45)].\n\nFurthermore, Mercer demonstrates leadership by fostering a collaborative environment among his team. He values the expertise of his colleagues, such as Dr. Jordan Hayes, and encourages a collective effort in deciphering the alien code. His leadership style is inclusive, as he seeks input from his team and respects their insights, which is crucial in navigating the complexities of their mission [Data: Sources (23, 24, 45)].\n\nOverall, Alex Mercer's strategies at Dulce Base are marked by a combination of vigilance, strategic planning, and teamwork, all of which are essential in managing the challenges posed by their extraterrestrial engagement.",
+   'score': 85,
    'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10983,
-    'output_tokens': 491,
+    'prompt_tokens': 10982,
+    'output_tokens': 461,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   32   cosmos—secrets that, until now, had been lost...
-     1   30   emissaries to a celestial congress we're only...
-     2   17   on the sequences that danced across the scree...
-     3   32   cosmos—secrets that, until now, had been lost...
-     4   28   "and in every word we script, in every respon...
-     5   34  Our responses so far have echoed their complex...
-     6   25   his fingers hovering over the command keys. W...
-     7   30   emissaries to a celestial congress we're only...
-     8   11  , whose steady presence and ready tech affirme...
-     9   36  's luminescence. "Remember, while we seek comm...
-     10  37   from across the console, their eyes not leavi...
-     11  15   than the last.\n\nThen, with a sudden burst t...
-     12  18   the universe.\n\nIn a symphony of clicks and ...
-     13  44   It's a... symphony. It's as if they're teachi...
-     14  24  Keep the communication channels open. But let ...
-     15  49   on. In his eyes flashed the foreboding excite...
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
      16  21   an undercurrent of intensity carried forth in...}},
-   'id': 5},
-  {'query': 'What specific role does Alex Mercer fulfill in the context of decoding alien signals?',
-   'answer': "Alex Mercer plays a pivotal role in the decoding of alien signals, acting as a leader and strategist within the Paranormal Military Squad. His responsibilities include overseeing the team's efforts to interpret and respond to the signals, ensuring that communication channels remain open and that no message goes unchecked [Data: Sources (45, 23, 24)]. Mercer is depicted as a figure of authority and reliability, providing guidance and support to his team members, such as Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, as they navigate the complexities of the alien communication [Data: Sources (45, 23, 24)].\n\nMercer's approach is characterized by a balance of caution and optimism. He emphasizes the importance of understanding the intentions behind the signals, whether they are friendly or hostile, and encourages his team to proceed with both curiosity and prudence [Data: Sources (23, 24, 26)]. His leadership style is collaborative, as he values the expertise of his team members and fosters an environment where their insights contribute to the mission's success [Data: Sources (23, 24, 26)].\n\nIn addition to his leadership role, Mercer is actively involved in the technical aspects of the mission. He works closely with his team to decode the signals, often engaging in discussions about the potential implications of their findings and the strategies needed to address them [Data: Sources (23, 24, 26)]. His presence is a constant source of stability and direction, as he navigates the challenges of first contact with an unknown intelligence [Data: Sources (23, 24, 26)].",
+   'id': 6},
+  {'query': "How does Alex Mercer's strategic influence compare to that of Taylor Cruz within the Paranormal Military Squad?",
+   'answer': "Alex Mercer and Taylor Cruz both play pivotal roles within the Paranormal Military Squad, each bringing their unique strategic influence to the team. Alex Mercer is portrayed as a thoughtful and steady leader, often acting as a bridge between the team members and the mission objectives. His approach is characterized by a balance of caution and curiosity, as he emphasizes the importance of keeping communication channels open while ensuring that no message or pulse goes unchecked [Data: Sources (45, 23, 24)]. This reflects his strategic mindset, which is focused on understanding and adapting to the unknown, particularly in the context of potential first contact with an alien intelligence.\n\nIn contrast, Taylor Cruz is depicted as a more pragmatic and authoritative figure, often emphasizing the importance of protocol and caution. Taylor's influence is marked by a focus on maintaining control and ensuring the safety of the team, as seen in their insistence on assessing the risk to humanity and their reminder to proceed with extreme caution [Data: Sources (31, 16, 18)]. Taylor's strategic influence is rooted in a disciplined approach, prioritizing security and risk management over exploration.\n\nTogether, Alex and Taylor's strategic influences complement each other, with Alex's open-mindedness and adaptability balancing Taylor's caution and adherence to protocol. This dynamic allows the team to navigate the complexities of their mission effectively, combining the strengths of both leaders to address the challenges they face in their interstellar endeavors.",
    'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 436,
+    'output_tokens': 411,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
@@ -2907,18 +2970,13 @@ <h1>DRIFT Search</h1>
      14  10   but felt by all. The walls didn't just whispe...
      15   3  , weighing his words carefully. "Our tech is t...
      16  21   an undercurrent of intensity carried forth in...}},
-   'id': 6},
-  {'query': "How does Alex Mercer's expertise contribute to the communication efforts at Dulce Base?",
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 7},
-  {'query': 'Who are the other key figures alongside Alex Mercer in the Dulce Base operations?',
-   'answer': "In the operations at Dulce Base, several key figures work alongside Alex Mercer, each contributing their unique expertise to the mission.\n\n### Dr. Jordan Hayes\nDr. Jordan Hayes is a pivotal member of the team, primarily responsible for working on decryption algorithms and interpreting the alien signals. Their role is crucial in understanding the complex patterns and potential communications from extraterrestrial sources. Jordan's analytical skills and ability to adapt to evolving situations make them an indispensable asset to the team [Data: Sources (45, 31, 27, 23, 24)].\n\n### Taylor Cruz\nTaylor Cruz is another significant figure, known for their pragmatic and cautious approach. They often emphasize the importance of protocol and risk assessment, ensuring that the team remains grounded and aware of potential threats. Taylor's leadership and strategic thinking help maintain the team's focus and safety during the operation [Data: Sources (45, 31, 27, 23, 24)].\n\n### Sam Rivera\nSam Rivera brings technological acumen to the team, often contributing insights into the adaptive nature of the alien signals. Their enthusiasm and technical expertise are vital in navigating the complexities of the mission, as they work closely with Jordan to decode and understand the signals [Data: Sources (45, 31, 27, 23, 24)].\n\nTogether, these individuals form a cohesive unit with Alex Mercer, each playing a critical role in the unfolding events at Dulce Base. Their combined efforts are directed towards understanding and potentially communicating with an alien intelligence, a task that requires both caution and innovation.",
+  {'query': 'What are the primary challenges facing Alex Mercer in his role at Dulce Base?',
+   'answer': "Alex Mercer, as a key figure at Dulce Base, faces a multitude of challenges that are both technical and existential in nature. One of the primary challenges is the task of decoding and understanding an alien signal that is not only complex but also adaptive, suggesting a form of sentience or intelligence that is learning and evolving with each interaction [Data: Sources (45, 31, 27, 23, 24)]. This requires a delicate balance between maintaining open communication channels and ensuring that no message or pulse goes unchecked, as the implications of miscommunication could be profound [Data: Sources (23, 24, 44)].\n\nAnother significant challenge is the need to navigate the potential risks associated with this first contact scenario. The team, including Alex, must tread carefully between the possibilities of breakthrough and disaster, as the intentions behind the alien signal remain unclear [Data: Sources (45, 31, 27, 23, 24)]. This is compounded by the pressure to act as both protectors of Earth's interests and as potential ambassadors in a new cosmic dialogue, a role that requires both strategic foresight and diplomatic acumen [Data: Sources (45, 31, 27, 23, 24)].\n\nFurthermore, Alex must manage the dynamics within his team, ensuring that each member's expertise is utilized effectively while maintaining a cohesive approach to the mission. This involves balancing the cautious pragmatism of team members like Taylor Cruz with the optimism and technological acumen of others like Sam Rivera [Data: Sources (45, 31, 27, 23, 24)]. The challenge is not only in the technical execution of their mission but also in fostering a collaborative environment that can adapt to the rapidly evolving situation.\n\nOverall, Alex Mercer is tasked with leading his team through uncharted territory, where the stakes are not just scientific or military, but potentially existential, as they engage with an intelligence that could redefine humanity's place in the universe.",
    'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 429,
+    'output_tokens': 520,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
@@ -2941,12 +2999,12 @@ <h1>DRIFT Search</h1>
      15   3  , weighing his words carefully. "Our tech is t...
      16  21   an undercurrent of intensity carried forth in...}},
    'id': 8},
-  {'query': 'What technologies does Alex Mercer utilize in his signal analysis at Dulce?',
-   'answer': 'In the context of the Dulce Base operations, Alex Mercer and his team employ a variety of advanced technologies to analyze and interact with the alien signal they have encountered. The command center is equipped with sophisticated communication equipment and decryption algorithms, which are crucial for deciphering the complex alien code [Data: Sources (45, 31, 27, 23, 24)]. The team uses a central terminal and a bank of monitors to track and interpret the evolving signal, which is described as adapting and learning in real-time, suggesting the use of dynamic and possibly AI-driven analytical tools [Data: Sources (45, 23, 24, 44)].\n\nDr. Jordan Hayes, a key member of the team, is noted for working with decryption algorithms, indicating the use of specialized software designed to break down and understand encrypted communications [Data: Sources (45, 23)]. The environment is described as being filled with the hum of electronic equipment, suggesting a high-tech setup with possibly custom-built interfaces to handle the unique nature of the signal [Data: Sources (31, 27, 44)].\n\nOverall, the technologies utilized by Alex Mercer and his team at Dulce are advanced and tailored for the specific challenges of extraterrestrial communication, involving a combination of decryption, real-time signal adaptation, and possibly AI-enhanced analysis to facilitate their groundbreaking work.',
+  {'query': "How do Alex Mercer's collaborations contribute to the success of the Paranormal Military Squad's missions?",
+   'answer': "Alex Mercer's collaborations are pivotal to the success of the Paranormal Military Squad's missions, as they are characterized by a blend of leadership, strategic insight, and the ability to foster teamwork among diverse specialists. Throughout the operations at Dulce Base, Mercer demonstrates a keen understanding of the importance of maintaining open communication channels and leveraging the unique skills of each team member.\n\nIn the face of the unknown, Mercer relies heavily on the expertise of Dr. Jordan Hayes, whose proficiency in decryption and analysis is crucial for interpreting alien signals. Mercer's trust in Hayes is evident when he encourages them to keep communication channels open, recognizing the potential of their work to either bridge or divide humanity's understanding of extraterrestrial intelligence [Data: Sources (45, 23, 24)]. This trust is reciprocated, as Hayes acknowledges the shared responsibility and the historic weight of their task, highlighting the mutual respect and collaboration that underpin their efforts [Data: Sources (23, 24, 26)].\n\nMercer also values the cautionary insights of Taylor Cruz, who consistently urges the team to proceed with caution, balancing the excitement of discovery with the potential risks involved. Cruz's pragmatic approach ensures that the team remains grounded, even as they push the boundaries of human knowledge [Data: Sources (31, 32, 44)]. This dynamic is crucial in maintaining a balanced strategy that considers both the opportunities and threats posed by their mission.\n\nFurthermore, Sam Rivera's technological acumen and enthusiasm for the mission inject a sense of optimism and innovation into the team's efforts. Mercer's ability to integrate Rivera's youthful energy and technical skills into the broader mission objectives exemplifies his leadership style, which is both inclusive and adaptive [Data: Sources (23, 44, 41)]. By fostering an environment where each team member's contributions are valued and utilized, Mercer enhances the squad's ability to navigate the complexities of their mission successfully.\n\nOverall, Alex Mercer's collaborations are marked by a strategic blend of trust, caution, and innovation, which collectively contribute to the success of the Paranormal Military Squad's missions. His leadership ensures that the team operates cohesively, leveraging their collective strengths to address the unprecedented challenges they face.",
    'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 386,
+    'output_tokens': 555,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
@@ -2969,83 +3027,73 @@ <h1>DRIFT Search</h1>
      15   3  , weighing his words carefully. "Our tech is t...
      16  21   an undercurrent of intensity carried forth in...}},
    'id': 9},
-  {'query': "What are the strategic implications of Alex Mercer's work at Dulce for extraterrestrial communication?",
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 10},
-  {'query': 'What specific paranormal anomalies are involved in Operation: Dulce?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 11},
-  {'query': "How has Agent Alex Mercer's leadership impacted the outcomes of Operation: Dulce?",
-   'answer': "Agent Alex Mercer plays a pivotal role in the unfolding events of Operation: Dulce, demonstrating leadership qualities that significantly impact the mission's outcomes. His leadership is characterized by a balance of military discipline and a deep-seated curiosity, which allows him to navigate the complexities of the operation effectively.\n\nThroughout the mission, Mercer is portrayed as a steadying force amidst the chaos and uncertainty that surrounds the team. His ability to maintain composure and provide clear directives is evident in several instances. For example, when faced with the enigmatic alien signals, Mercer emphasizes the importance of keeping communication channels open while ensuring that no message goes unchecked, highlighting his strategic foresight and caution [Data: Sources (23, 24, 31, 41, 44)].\n\nMercer's leadership is also marked by his collaborative approach. He values the expertise of his team members, such as Dr. Jordan Hayes and Sam Rivera, and encourages their input, which fosters a sense of unity and shared purpose. This is particularly evident when he acknowledges the potential of the alien signal to be a 'Rosetta Stone' or a 'Tower of Babel,' urging the team to proceed with both optimism and caution [Data: Sources (23, 24, 41, 44)].\n\nMoreover, Mercer's leadership is transformative, as he guides the team from a position of mere investigation to active engagement with the unknown. His ability to adapt to the evolving situation and his willingness to embrace the unknown are crucial in steering the team towards a broader understanding of their mission. This adaptability is reflected in his interactions with the team, where he balances military protocol with the need for scientific exploration [Data: Sources (23, 24, 41, 44)].\n\nIn summary, Agent Alex Mercer's leadership significantly impacts the outcomes of Operation: Dulce by fostering a collaborative environment, maintaining strategic oversight, and guiding the team through the complexities of interstellar communication. His ability to balance caution with curiosity enables the team to navigate the unknown effectively, ultimately contributing to the mission's success.",
+  {'query': 'What are the broader cosmic and diplomatic goals that Alex Mercer aims to achieve at Dulce Base?',
+   'answer': "Alex Mercer, as a key figure at Dulce Base, is deeply involved in the efforts to establish communication with an alien intelligence. The broader cosmic and diplomatic goals he aims to achieve are multifaceted and significant. \n\nFirstly, Mercer is focused on maintaining open communication channels with the alien signal, recognizing the potential for this interaction to serve as humanity's first meaningful contact with an extraterrestrial intelligence. This is not merely about decoding a message but about engaging in a dialogue that could bridge the gap between human and alien consciousness [Data: Sources (45, 31, 27, 23, 24)]. \n\nMercer understands the delicate nature of this task, as the signal's awareness and adaptability suggest a sentient origin. His approach is one of cautious optimism, balancing the need for scientific discovery with the potential risks involved. He is aware that this could be humanity's Rosetta Stone or its Tower of Babel, highlighting the dual potential for either groundbreaking understanding or catastrophic misunderstanding [Data: Sources (45, 23, 24)]. \n\nMoreover, Mercer is committed to ensuring that any interaction with the alien intelligence is conducted with the utmost care and responsibility. He emphasizes the importance of not letting any message or pulse go unchecked, indicating a strategic approach to managing the unknown variables of this cosmic dialogue [Data: Sources (23, 24, 44)]. \n\nIn essence, Alex Mercer's goals at Dulce Base are to navigate the complexities of interstellar communication with a focus on diplomacy and understanding, aiming to position humanity as a willing participant in a broader cosmic conversation. This involves not only technological and scientific efforts but also a philosophical and ethical commitment to exploring the unknown with respect and caution.",
    'score': 85,
    'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10980,
-    'output_tokens': 521,
+    'prompt_tokens': 10982,
+    'output_tokens': 464,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   40   and the distant hum of machinery hinted at Du...
-     1    9   "The silence here... It's almost as if the ba...
-     2   42   the dark heart of Dulce's secrets. \n\nAnd th...
-     3   45   they faced. "If it's truly sentient, we're no...
-     4   31   set the tempo for an undertaking that travers...
-     5   27  , and not a small measure of trepidation. "Thi...
-     6   23  Sam Rivera, ever the source of technological a...
-     7   24  Keep the communication channels open. But let ...
-     8   26  eterred, Jordan cast a determined glance at th...
-     9    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     10  16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     11  32   cosmos—secrets that, until now, had been lost...
-     12  14   a communal outreach beyond the stars. As dawn...
-     13  18   the universe.\n\nIn a symphony of clicks and ...
-     14  44   It's a... symphony. It's as if they're teachi...
-     15  41   conviction that knowledge was more than power...
-     16   8   I'm right, what we're looking at isn't random...}},
-   'id': 12},
-  {'query': 'What role does the Dulce military base play in interstellar dialogue?',
-   'answer': "The Dulce military base serves as a pivotal hub for interstellar communication and exploration, as depicted in the provided sources. Within its confines, a team of experts, including Dr. Jordan Hayes, Alex Mercer, Taylor Cruz, and Sam Rivera, work tirelessly to decode and respond to signals from an extraterrestrial intelligence. The base is equipped with advanced technology that allows the team to engage in a complex dialogue with an alien entity, which is described as a sentient and potentially empathetic intelligence [Data: Sources (25, 16, 8, 6, 38)].\n\nThe narrative suggests that the Dulce base is not just a physical location but a symbol of humanity's first steps into a broader cosmic conversation. The team at Dulce is portrayed as Earth's emissaries, tasked with interpreting and responding to alien communications that could redefine human understanding of the universe. This mission involves not only technical expertise but also a deep sense of responsibility and caution, as the implications of this contact are profound and far-reaching [Data: Sources (46, 29, 31, 32)].\n\nThe base's role extends beyond mere communication; it is a site of potential transformation, where the boundaries of human knowledge and the unknown are actively explored. The team is aware of the risks and opportunities presented by this interstellar dialogue, and they approach their task with a mix of scientific rigor and philosophical contemplation. The Dulce base, therefore, represents a frontier of human exploration, where the mysteries of the cosmos are met with curiosity and a desire for understanding [Data: Sources (45, 47, 23)].",
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 10},
+  {'query': 'What other roles does Alex Mercer play within the Dulce Team?',
+   'answer': "Alex Mercer plays a multifaceted role within the Dulce Team, primarily characterized by leadership, strategic thinking, and a deep sense of responsibility. As a central figure in the Paranormal Military Squad, Alex is depicted as a leader who balances military discipline with a diplomatic approach to unprecedented situations. His leadership is evident in his interactions with team members, where he often provides guidance and support, such as when he reassures Dr. Jordan Hayes and emphasizes the importance of keeping communication channels open [Data: Sources (45, 23, 24)].\n\nAlex is also portrayed as a strategist, carefully considering the implications of their mission and the potential outcomes of their interactions with the unknown. He is aware of the delicate nature of their work and the historical significance of their potential first contact with an alien intelligence. This is reflected in his cautious yet optimistic approach to the mission, as he encourages his team to proceed with both curiosity and caution [Data: Sources (31, 27, 18)].\n\nFurthermore, Alex serves as a mediator and a source of stability within the team. He often bridges the gap between the technical expertise of team members like Dr. Jordan Hayes and Sam Rivera and the pragmatic concerns of Taylor Cruz. His ability to maintain composure and foster collaboration among the team members is crucial in navigating the complex and high-stakes environment of the Dulce Base [Data: Sources (16, 32, 44)].\n\nOverall, Alex Mercer's roles within the Dulce Team extend beyond traditional leadership, encompassing strategic foresight, diplomatic engagement, and team cohesion, all of which are vital to the success of their mission.",
    'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 446,
+    'output_tokens': 432,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   25   his fingers hovering over the command keys. W...
-     1   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     2    8   I'm right, what we're looking at isn't random...
-     3    6   ordered, their voice echoing slightly before ...
-     4   38   urged, his voice bearing the gravitas of thei...
-     5   27  , and not a small measure of trepidation. "Thi...
-     6    5   very walls of the shaft—a whisper of somethin...
-     7    9   "The silence here... It's almost as if the ba...
-     8   30   emissaries to a celestial congress we're only...
-     9   46   was now actively partaking in an exchange not...
-     10  29  crum of insight and expertise, and felt the so...
-     11  45   they faced. "If it's truly sentient, we're no...
-     12  31   set the tempo for an undertaking that travers...
-     13  32   cosmos—secrets that, until now, had been lost...
-     14   3  , weighing his words carefully. "Our tech is t...
-     15  23  Sam Rivera, ever the source of technological a...
-     16  47   revealing a tinge of skepticism at Taylor Cru...}},
-   'id': 13},
-  {'query': 'Who are the other key members of the Paranormal Military Squad besides Alex Mercer?',
-   'answer': "The Paranormal Military Squad, as depicted in the provided sources, includes several key members besides Agent Alex Mercer. These members play significant roles in the unfolding narrative of Operation: Dulce.\n\n**Dr. Jordan Hayes** is a prominent figure within the team, known for their expertise in alien technology and decryption algorithms. Jordan is depicted as a composed and analytical individual, often working closely with Alex Mercer to unravel the mysteries of the alien signals. Their role is crucial in interpreting the communications as cosmic diplomacy and understanding the potential paradigm shifts that the alien technology could bring [Data: Sources (40, 45, 31, 23, 24)].\n\n**Taylor Cruz** is another key member, characterized by their authoritative and pragmatic approach. Taylor often emphasizes the importance of caution and protocol, reminding the team of the potential risks involved in their mission. Despite their stern demeanor, Taylor shows moments of reverence for the alien technology and acknowledges the significance of the team's discoveries [Data: Sources (40, 45, 31, 23, 24)].\n\n**Sam Rivera** is noted for their technological acumen and youthful enthusiasm. Sam contributes to the team's efforts by providing insights into the adaptive nature of the alien signals and the potential for forming a connection with an entirely new form of consciousness. Their optimism and energy are vital to the team's dynamic, offering a fresh perspective on the challenges they face [Data: Sources (45, 23, 24, 44)].\n\nTogether, these individuals form a cohesive unit, each bringing their unique skills and perspectives to the mission. Their interactions and combined efforts are central to navigating the complexities of the alien communications and the broader implications for humanity.",
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 11},
+  {'query': 'What specific leadership responsibilities does Mercer have at the Underground Command Center?',
+   'answer': "Agent Alex Mercer holds significant leadership responsibilities at the Dulce Base's Underground Command Center, primarily revolving around the coordination and strategic oversight of the Paranormal Military Squad's operations. Mercer's role is pivotal in navigating the complexities of interspecies communication and ensuring the team's actions align with both military protocols and the broader mission objectives.\n\nMercer is depicted as a steadying presence, providing guidance and support to his team members, such as Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, as they work to decode and understand the alien signals [Data: Sources (22, 45, 31, 27, 23)]. His leadership is characterized by a balance of caution and curiosity, as he encourages the team to maintain open communication channels while ensuring that no message or signal goes unchecked, highlighting the importance of vigilance in their unprecedented task [Data: Sources (23, 24, 44)].\n\nFurthermore, Mercer is responsible for fostering a collaborative environment where each team member's expertise is valued and utilized effectively. He is seen orchestrating the team's efforts, ensuring that their collective acumen is directed towards the successful interpretation and response to the alien communications [Data: Sources (22, 45, 31, 27, 23)]. Mercer's leadership is also marked by his ability to adapt strategies in real-time, reflecting the dynamic nature of their mission and the need for a flexible approach to the unknown challenges they face [Data: Sources (22, 45, 31, 27, 23)].",
    'score': 85,
    'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10981,
-    'output_tokens': 458,
+    'prompt_tokens': 10982,
+    'output_tokens': 413,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   40   and the distant hum of machinery hinted at Du...
+     0   22   his team into the core of their approach, his...
      1   45   they faced. "If it's truly sentient, we're no...
      2   31   set the tempo for an undertaking that travers...
      3   27  , and not a small measure of trepidation. "Thi...
@@ -3062,18 +3110,13 @@ <h1>DRIFT Search</h1>
      14   8   I'm right, what we're looking at isn't random...
      15  10   but felt by all. The walls didn't just whispe...
      16   3  , weighing his words carefully. "Our tech is t...}},
-   'id': 14},
-  {'query': 'What are the broader implications of the interspecies communication project at the Dulce base?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 15},
-  {'query': 'What specific tasks does Alex Mercer perform at the Dulce Facility?',
-   'answer': "### Overview of Alex Mercer's Role at Dulce Facility\n\nAlex Mercer is a central figure in the operations at the Dulce Facility, primarily involved in the complex task of establishing communication with an alien signal. His role is multifaceted, encompassing leadership, strategic planning, and direct engagement with the technological and diplomatic challenges posed by the extraterrestrial contact.\n\n### Leadership and Strategic Planning\n\nMercer is depicted as a leader who oversees the Paranormal Military Squad's efforts to decode and respond to the alien signal. He is responsible for maintaining the focus and morale of his team, which includes Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera. His leadership style is characterized by a balance of caution and optimism, as he encourages his team to keep communication channels open while ensuring that no message or pulse goes unchecked [Data: Sources (45, 23, 24)].\n\n### Technological Engagement\n\nAlex is actively involved in the technological aspects of the mission. He works closely with Dr. Jordan Hayes on decryption algorithms and monitors the progress of the signal's adaptation to their interactions. His technical acumen is evident as he participates in identifying potential entry points or digital handshakes within the alien code, indicating his hands-on approach to the technological challenges at Dulce [Data: Sources (24, 26, 44)].\n\n### Diplomatic and Ethical Considerations\n\nBeyond the technical and leadership roles, Mercer is also engaged in the ethical and diplomatic dimensions of the mission. He is aware of the potential implications of the signal's awareness and the need for a balanced strategy in their interactions. His approach reflects a deep understanding of the historical significance of their task, as he contemplates the broader narrative of human contact with the unknown [Data: Sources (45, 31, 32)].\n\n### Conclusion\n\nIn summary, Alex Mercer's tasks at the Dulce Facility are diverse and critical to the mission's success. He leads his team through the complexities of alien communication, engages directly with the technological challenges, and navigates the ethical and diplomatic implications of their work. His role is pivotal in shaping humanity's response to the cosmic dialogue initiated at Dulce.",
+   'id': 12},
+  {'query': 'How does Alex Mercer interact with Taylor Cruz and other key figures at the Dulce Base?',
+   'answer': "Alex Mercer, a central figure at the Dulce Base, interacts with his team members, including Taylor Cruz, Dr. Jordan Hayes, and Sam Rivera, in a manner that reflects both leadership and collaboration. His interactions are marked by a blend of authority and respect for the expertise of his colleagues.\n\n### Interaction with Taylor Cruz\n\nAlex Mercer's relationship with Taylor Cruz is characterized by a balance of mutual respect and professional tension. Taylor Cruz often brings a pragmatic and authoritative perspective to the team, emphasizing the importance of protocol and caution in their operations. For instance, Taylor's voice is described as carrying an edge that demands attention, and they often remind the team of the need for caution and adherence to protocol [Data: Sources (0, 8, 10, 21, 31)]. Alex acknowledges Taylor's authority and the importance of their cautious approach, as seen when he agrees with Taylor's emphasis on protocol, even as he harbors his own investigative instincts [Data: Sources (0, 8, 10, 21, 31)].\n\n### Interaction with Dr. Jordan Hayes\n\nWith Dr. Jordan Hayes, Alex Mercer shares a relationship built on trust and intellectual collaboration. Jordan is often at the forefront of deciphering the alien signals, and Alex supports their efforts by providing encouragement and acknowledging their expertise. He is seen resting a hand on Jordan's shoulder as a sign of companionship and trust, indicating a deep respect for Jordan's skills and insights [Data: Sources (23, 24, 45)]. Alex often seeks Jordan's input and values their analytical perspective, which is crucial in navigating the complex challenges they face at the base [Data: Sources (16, 18, 21, 31)].\n\n### Interaction with Sam Rivera\n\nAlex's interaction with Sam Rivera is marked by a recognition of Sam's technological acumen and youthful enthusiasm. Sam is portrayed as a source of technological insight, and Alex values their contributions to the team's efforts to understand the alien signals. He encourages Sam's enthusiasm and acknowledges the importance of their role in the mission, fostering a collaborative environment where Sam's ideas are heard and considered [Data: Sources (23, 44, 45)].\n\nOverall, Alex Mercer navigates his interactions with key figures at the Dulce Base by balancing his leadership responsibilities with a respect for the diverse skills and perspectives of his team members. This approach not only facilitates effective collaboration but also underscores the importance of each member's contributions to their shared mission.",
    'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 548,
+    'output_tokens': 617,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
@@ -3095,46 +3138,46 @@ <h1>DRIFT Search</h1>
      14  10   but felt by all. The walls didn't just whispe...
      15   3  , weighing his words carefully. "Our tech is t...
      16  21   an undercurrent of intensity carried forth in...}},
-   'id': 16},
-  {'query': 'How does Agent Mercer interact with other key personnel at Dulce?',
-   'answer': "Agent Alex Mercer is depicted as a determined and thoughtful member of the Paranormal Military Squad, navigating the complexities of his mission at Dulce with a blend of compliance and curiosity. His interactions with other key personnel reveal a nuanced dynamic shaped by both professional respect and underlying tensions.\n\n**Interactions with Dr. Jordan Hayes:**\n\nMercer shares a collaborative and respectful relationship with Dr. Jordan Hayes. They often engage in discussions that reflect a shared understanding of the mission's gravity and the potential implications of their discoveries. For instance, Mercer acknowledges Hayes's expertise and supports their efforts in decrypting alien signals, indicating a partnership built on mutual respect and intellectual camaraderie [Data: Sources (23, 24, 41)]. Their exchanges often involve a blend of scientific inquiry and philosophical reflection, highlighting their joint commitment to understanding the unknown [Data: Sources (16, 18, 32)].\n\n**Interactions with Taylor Cruz:**\n\nMercer's interactions with Taylor Cruz are marked by a tension between compliance and subtle defiance. Cruz's authoritative demeanor often clashes with Mercer's more inquisitive nature. While Mercer outwardly adheres to Cruz's commands, there are moments where his internal conflict is evident, as he grapples with the rigid protocols imposed by Cruz [Data: Sources (0, 8, 9)]. Despite this, Mercer recognizes the importance of Cruz's caution and leadership, especially when dealing with the potential risks of alien contact [Data: Sources (14, 18, 44)].\n\n**Interactions with Sam Rivera:**\n\nWith Sam Rivera, Mercer exhibits a supportive and encouraging demeanor. He values Rivera's technological acumen and often seeks their input on deciphering alien communications. Mercer's interactions with Rivera are characterized by a sense of mentorship and trust, as he acknowledges Rivera's role in navigating the complexities of their mission [Data: Sources (23, 24, 41)]. This dynamic underscores Mercer's ability to foster a collaborative environment, even amidst the high-stakes nature of their work.\n\nOverall, Agent Mercer navigates his interactions with key personnel at Dulce with a balance of respect, curiosity, and strategic compliance. His relationships are shaped by the shared goal of uncovering the mysteries of Dulce, while also reflecting the individual personalities and priorities of his team members.",
+   'id': 13},
+  {'query': 'What are the primary objectives of Operation Dulce and how is Mercer involved?',
+   'answer': "Operation Dulce is a complex and high-stakes mission involving a team of elite agents from the Paranormal Military Squad. The primary objectives of the operation revolve around investigating and understanding alien technology and communications that have been discovered at the Dulce base. This mission is not just about observation but also about active engagement with potentially extraterrestrial intelligence, as the team attempts to decode and interact with alien signals that could redefine humanity's understanding of the universe [Data: Sources (0, 12, 40, 42, 45)].\n\nAgent Alex Mercer plays a crucial role in Operation Dulce. He is depicted as a determined and thoughtful leader, tasked with navigating the complexities of the mission while balancing protocol with the need for adaptability. Mercer's involvement is characterized by his leadership in coordinating the team's efforts to decode alien communications and his strategic thinking in managing the risks associated with such unprecedented contact. He is portrayed as someone who is aware of the historical significance of their work and is committed to ensuring that the mission's outcomes are beneficial for humanity [Data: Sources (0, 12, 40, 42, 45)].\n\nThroughout the operation, Mercer is seen collaborating closely with his team, particularly with Dr. Jordan Hayes, as they work to understand the alien technology and its implications. His interactions with other team members, such as Taylor Cruz and Sam Rivera, highlight his role in fostering a collaborative environment where each member's expertise is leveraged to achieve the mission's objectives. Mercer's leadership is pivotal in guiding the team through the challenges they face, as they stand on the brink of potentially groundbreaking discoveries [Data: Sources (0, 12, 40, 42, 45)].",
    'score': 85,
    'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10980,
-    'output_tokens': 578,
+    'prompt_tokens': 10978,
+    'output_tokens': 442,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0    9   "The silence here... It's almost as if the ba...
-     1   42   the dark heart of Dulce's secrets. \n\nAnd th...
-     2   40   and the distant hum of machinery hinted at Du...
-     3   45   they faced. "If it's truly sentient, we're no...
-     4   31   set the tempo for an undertaking that travers...
-     5   27  , and not a small measure of trepidation. "Thi...
-     6   23  Sam Rivera, ever the source of technological a...
-     7   24  Keep the communication channels open. But let ...
-     8   26  eterred, Jordan cast a determined glance at th...
-     9    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     10  16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     11  32   cosmos—secrets that, until now, had been lost...
-     12  14   a communal outreach beyond the stars. As dawn...
-     13  18   the universe.\n\nIn a symphony of clicks and ...
-     14  44   It's a... symphony. It's as if they're teachi...
-     15  41   conviction that knowledge was more than power...
-     16   8   I'm right, what we're looking at isn't random...}},
-   'id': 17},
-  {'query': "What is the history of Alex Mercer's involvement with the Paranormal Military Squad?",
-   'answer': "Agent Alex Mercer is a key figure within the Paranormal Military Squad, a specialized unit tasked with handling extraordinary and enigmatic situations. His involvement with the squad is marked by a blend of determination, strategic thinking, and a deep-seated curiosity about the unknown.\n\nFrom the outset, Alex Mercer is portrayed as a determined and reliable agent, often finding himself at the center of high-stakes operations. His role in Operation: Dulce, a mission shrouded in mystery and potential extraterrestrial contact, highlights his ability to navigate complex and unprecedented challenges. Throughout the mission, Alex demonstrates a balance between adhering to protocol and exercising intuition, which is crucial in dealing with the unknown variables that the squad encounters [Data: Sources (0, 3, 8, 10, 16)].\n\nAlex's interactions with his team members, such as Dr. Jordan Hayes and Taylor Cruz, reveal his leadership qualities and his capacity to foster collaboration in high-pressure environments. He often acts as a bridge between the scientific and military aspects of the squad's operations, ensuring that both perspectives are considered in their approach to solving the mysteries they face [Data: Sources (16, 23, 24, 31, 32)].\n\nHis history with the squad is also characterized by a willingness to question and explore beyond the immediate mission parameters. This is evident in his discussions with team members about the broader implications of their discoveries, such as the potential for first contact with an alien intelligence. Alex's ability to maintain focus while contemplating the larger existential questions posed by their mission underscores his depth as an agent [Data: Sources (18, 23, 24, 44)].\n\nOverall, Alex Mercer's involvement with the Paranormal Military Squad is defined by his strategic acumen, his commitment to the mission, and his openness to the unknown, making him a pivotal figure in the squad's efforts to navigate the complexities of their operations.",
+     0   12   keep the team grounded. No one goes off-cours...
+     1   40   and the distant hum of machinery hinted at Du...
+     2    6   ordered, their voice echoing slightly before ...
+     3    8   I'm right, what we're looking at isn't random...
+     4    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     5   33   were locked onto the display screen, where an...
+     6   15   than the last.\n\nThen, with a sudden burst t...
+     7    9   "The silence here... It's almost as if the ba...
+     8   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     9   40   and the distant hum of machinery hinted at Du...
+     10   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     11  45   they faced. "If it's truly sentient, we're no...
+     12  31   set the tempo for an undertaking that travers...
+     13  27  , and not a small measure of trepidation. "Thi...
+     14  23  Sam Rivera, ever the source of technological a...
+     15  24  Keep the communication channels open. But let ...
+     16  26  eterred, Jordan cast a determined glance at th...}},
+   'id': 14},
+  {'query': "What is the significance of the Alien Script in the context of Mercer's work?",
+   'answer': "The alien script plays a pivotal role in the context of Agent Alex Mercer's work, as it represents the core of a groundbreaking mission that transcends traditional military operations. The script is not merely a code to be deciphered; it is a potential bridge to an entirely new form of consciousness and communication with extraterrestrial intelligence. This task places Mercer and his team at the forefront of a historic endeavor, where they are not just decoding messages but engaging in a dialogue that could redefine humanity's understanding of its place in the universe [Data: Sources (28, 45, 31, 27, 23)].\n\nMercer's work with the alien script involves navigating the delicate balance between caution and curiosity. The script's evolving nature suggests a sentient origin, prompting Mercer and his team to approach it with both optimism and prudence. The potential for the script to be a Rosetta Stone or a Tower of Babel underscores the high stakes involved, as the outcome of their interactions could lead to either profound understanding or catastrophic misunderstanding [Data: Sources (23, 24, 44, 41)].\n\nIn this context, Mercer is not only a military agent but also a diplomat and a pioneer, tasked with ensuring that humanity's first interstellar communication is conducted with clarity and respect. The alien script challenges Mercer to leverage his experience and intuition, as he leads his team in crafting a response that reflects the full spectrum of human expression and intelligence [Data: Sources (28, 31, 44)].",
    'score': 85,
    'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10981,
-    'output_tokens': 510,
+    'prompt_tokens': 10982,
+    'output_tokens': 412,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   40   and the distant hum of machinery hinted at Du...
+     0   28   "and in every word we script, in every respon...
      1   45   they faced. "If it's truly sentient, we're no...
      2   31   set the tempo for an undertaking that travers...
      3   27  , and not a small measure of trepidation. "Thi...
@@ -3151,13 +3194,13 @@ <h1>DRIFT Search</h1>
      14   8   I'm right, what we're looking at isn't random...
      15  10   but felt by all. The walls didn't just whispe...
      16   3  , weighing his words carefully. "Our tech is t...}},
-   'id': 18},
-  {'query': 'What technological advancements has Alex Mercer contributed to at the Dulce Facility?',
-   'answer': "Alex Mercer is a key figure at the Dulce Facility, primarily involved in the groundbreaking work of decoding and interacting with an alien signal. His contributions are not explicitly detailed in terms of specific technological advancements, but his role is crucial in the strategic and operational aspects of the mission. Mercer is depicted as a leader who guides his team through the complexities of alien communication, emphasizing the importance of keeping communication channels open and ensuring that no message or pulse goes unchecked [Data: Sources (23, 24, 45)].\n\nMercer’s leadership is characterized by a balance of caution and curiosity, as he navigates the team through the potential risks and rewards of engaging with an extraterrestrial intelligence. He is portrayed as someone who understands the gravity of their task and the potential for their work to serve as a 'Rosetta Stone' or a 'Tower of Babel' for humanity [Data: Sources (23, 24)].\n\nWhile the specific technological advancements Mercer has contributed to are not detailed, his strategic oversight and decision-making are pivotal in the team's efforts to decode the alien signal and establish a form of communication. His role involves ensuring that the team remains focused and that their actions are aligned with the broader goals of understanding and potentially forming a connection with the alien intelligence [Data: Sources (23, 24, 45)].",
-   'score': 60,
+   'id': 15},
+  {'query': 'What specific roles does Alex Mercer hold at Dulce Base?',
+   'answer': "Alex Mercer plays a pivotal role at Dulce Base, primarily as a leader and strategist within the Paranormal Military Squad. His responsibilities include overseeing the team's operations and ensuring that communication channels with potential extraterrestrial intelligences are maintained and monitored. Mercer is depicted as a figure of authority and reliability, often providing guidance and making critical decisions during high-stakes situations.\n\nIn the context of the team's mission, Alex Mercer is portrayed as a central figure who balances caution with curiosity. He is involved in the strategic planning and execution of the team's objectives, particularly in their efforts to decode and understand alien signals. His leadership is characterized by a blend of military discipline and diplomatic acumen, as he navigates the complexities of potential first contact scenarios [Data: Sources (45, 31, 27, 23, 24)].\n\nMercer's interactions with his team members, such as Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, highlight his role as a mediator and a source of support. He is often seen encouraging collaboration and ensuring that the team's efforts are aligned with their overarching mission goals. His ability to adapt to the evolving nature of their mission underscores his importance at Dulce Base, as he guides the team through uncharted territories of interstellar communication [Data: Sources (45, 31, 27, 23, 24)].",
+   'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 389,
+    'output_tokens': 385,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
@@ -3179,13 +3222,13 @@ <h1>DRIFT Search</h1>
      14  10   but felt by all. The walls didn't just whispe...
      15   3  , weighing his words carefully. "Our tech is t...
      16  21   an undercurrent of intensity carried forth in...}},
-   'id': 19},
-  {'query': 'What are the future plans for the Dulce Facility that involve Alex Mercer?',
-   'answer': "The Dulce Facility, as depicted in the provided sources, is a hub of intense activity and groundbreaking research, particularly in the realm of extraterrestrial communication. Alex Mercer, a key figure in these operations, is deeply involved in the ongoing efforts to decode and understand alien signals that have been intercepted by the Paranormal Military Squad.\n\nIn the narrative, Alex Mercer is portrayed as a leader and strategist, guiding his team through the complexities of interstellar communication. His future plans at the Dulce Facility seem to revolve around maintaining and expanding this dialogue with extraterrestrial intelligences. This involves not only decoding the signals but also ensuring that the communication channels remain open and secure, as highlighted by his insistence on cautious optimism and strategic engagement [Data: Sources (45, 31, 27, 23, 24)].\n\nMercer's role is crucial in navigating the delicate balance between scientific discovery and potential threats, as the signals they are dealing with could either be a Rosetta Stone or a Tower of Babel, as he metaphorically describes it. His plans likely include further developing the team's ability to interpret these signals and preparing for any eventualities that may arise from this unprecedented contact [Data: Sources (45, 23, 24)].\n\nOverall, Alex Mercer's future at the Dulce Facility is intertwined with the broader mission of the Paranormal Military Squad to explore and understand the unknown, potentially redefining humanity's place in the cosmos through these interstellar exchanges.",
-   'score': 70,
+   'id': 16},
+  {'query': 'Who are the other key figures working with Alex Mercer at Dulce Base?',
+   'answer': "At Dulce Base, Alex Mercer is part of a team that includes several key figures, each contributing their unique expertise to the mission of decoding and understanding an alien signal.\n\n**Dr. Jordan Hayes** is a pivotal member of the team, known for their expertise in decryption algorithms and their ability to interpret complex patterns. Jordan is often seen working closely with Alex, providing insights into the alien code and its implications. Their role is crucial in navigating the unknown variables and adapting to the evolving nature of the signal [Data: Sources (45, 31, 27, 23, 24, 26, 0, 16, 32, 14, 18, 44, 41, 8, 10, 3, 21)].\n\n**Taylor Cruz** is another significant figure, characterized by their pragmatic and cautious approach. Taylor often emphasizes the importance of protocol and risk assessment, ensuring that the team remains grounded and aware of potential threats. Their leadership style is marked by a focus on maintaining control and ensuring the team's safety amidst the uncertainties of the mission [Data: Sources (45, 31, 27, 23, 24, 26, 0, 16, 32, 14, 18, 44, 41, 8, 10, 3, 21)].\n\n**Sam Rivera** brings technological acumen to the team, often contributing insights into the adaptive nature of the alien signal. Sam's enthusiasm and optimism are evident as they explore the potential for communication with an extraterrestrial intelligence. Their role involves managing the technical aspects of the mission and supporting the team's efforts to establish a dialogue with the unknown [Data: Sources (45, 31, 27, 23, 24, 26, 0, 16, 32, 14, 18, 44, 41, 8, 10, 3, 21)].\n\nTogether, these individuals form a cohesive unit, each playing a critical role in the unfolding narrative at Dulce Base. Their combined efforts are directed towards understanding the alien signal and its implications for humanity, balancing caution with the pursuit of knowledge.",
+   'score': 90,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 419,
+    'output_tokens': 563,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
@@ -3207,13 +3250,42 @@ <h1>DRIFT Search</h1>
      14  10   but felt by all. The walls didn't just whispe...
      15   3  , weighing his words carefully. "Our tech is t...
      16  21   an undercurrent of intensity carried forth in...}},
-   'id': 20},
-  {'query': 'What are the specific roles of the Paranormal Military Squad regarding cosmic phenomena?',
-   'answer': "The Paranormal Military Squad is depicted as a specialized team tasked with engaging and deciphering cosmic phenomena, particularly those involving extraterrestrial signals and intelligence. Their roles are multifaceted, involving both technical and strategic elements.\n\n**Technical Expertise and Decryption:**\nThe team is heavily involved in the technical aspects of decoding alien signals. Dr. Jordan Hayes, for instance, is responsible for working on decryption algorithms to break through layers of alien encryption, indicating a role focused on understanding and translating extraterrestrial communications [Data: Sources (17, 32, 28, 25, 18)]. Sam Rivera contributes by managing the communication relays and analyzing the patterns within the signals, suggesting a role centered on technological acumen and data analysis [Data: Sources (32, 25, 23)].\n\n**Strategic and Diplomatic Engagement:**\nAgent Alex Mercer appears to play a strategic role, overseeing the operations and ensuring that the team's actions are aligned with broader mission objectives. His leadership is characterized by a balance between caution and curiosity, as he guides the team in maintaining open communication channels while being wary of potential threats [Data: Sources (17, 32, 28, 25, 18)]. Taylor Cruz, on the other hand, provides oversight and ensures that the team remains focused and adheres to protocols, highlighting a role that combines command with caution [Data: Sources (32, 25, 23)].\n\n**Exploration and Adaptation:**\nThe squad is also tasked with exploring the unknown and adapting to new information as it becomes available. This involves not only understanding the signals but also interpreting the intentions behind them, which could range from benign communication to potential threats. The team is portrayed as being on the front lines of humanity's interaction with extraterrestrial intelligence, acting as both investigators and potential ambassadors [Data: Sources (17, 32, 28, 25, 18)].\n\nOverall, the Paranormal Military Squad's roles are crucial in bridging the gap between human understanding and cosmic phenomena, with each member contributing their expertise to unravel the mysteries of the universe.",
-   'score': 80,
+   'id': 17},
+  {'query': 'What is the nature of the signals handled by the Central Terminal?',
+   'answer': "The signals handled by the Central Terminal at the Dulce Base are of extraterrestrial origin, characterized by their complexity and potential for communication with an alien intelligence. These signals are described as having an architecture that resembles aspects of human cognition, including recognition, learning, and even empathy [Data: Sources (31)]. The team at the base, including Alex Mercer, Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, is engaged in deciphering these signals, which are seen as a form of intelligence that is calculating, mirroring, and possibly understanding [Data: Sources (46)].\n\nThe signals are not just static transmissions; they are evolving and responding to the team's interactions, suggesting a form of advanced AI or another type of sentient entity [Data: Sources (14, 15)]. The signals are described as having a rhythmic, musical quality, almost like a symphony, which implies a structured and intentional form of communication [Data: Sources (36)]. This has led the team to consider the signals as a potential bridge for interstellar dialogue, with the possibility of establishing a connection that could redefine humanity's understanding of its place in the universe [Data: Sources (14, 15)].\n\nOverall, the nature of these signals is both a scientific and existential challenge, as they represent a call to action or a summons from an unknown intelligence, inviting humanity to engage in a broader cosmic conversation [Data: Sources (13)].",
+   'score': 0,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 11314,
+    'output_tokens': 393,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   31   set the tempo for an undertaking that travers...
+     1    9   "The silence here... It's almost as if the ba...
+     2   46   was now actively partaking in an exchange not...
+     3   25   his fingers hovering over the command keys. W...
+     4   14   a communal outreach beyond the stars. As dawn...
+     5   39  , a moderate undertone of exhilaration within ...
+     6   18   the universe.\n\nIn a symphony of clicks and ...
+     7   34  Our responses so far have echoed their complex...
+     8   22   his team into the core of their approach, his...
+     9   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     10  12   keep the team grounded. No one goes off-cours...
+     11  13   primacy within.\n\n"The closer we get to unlo...
+     12  10   but felt by all. The walls didn't just whispe...
+     13  41   conviction that knowledge was more than power...
+     14  36  's luminescence. "Remember, while we seek comm...
+     15  14   a communal outreach beyond the stars. As dawn...
+     16  15   than the last.\n\nThen, with a sudden burst t...
+     17  17   on the sequences that danced across the scree...}},
+   'id': 18},
+  {'query': 'How does the Paranormal Military Squad interact with extraterrestrial entities?',
+   'answer': "The Paranormal Military Squad's interaction with extraterrestrial entities is depicted as a complex and cautious process, characterized by a blend of scientific inquiry, strategic communication, and a deep sense of responsibility. The team, led by figures such as Alex Mercer, Jordan Hayes, Taylor Cruz, and Sam Rivera, operates within the confines of Dulce Base, a high-tech underground facility equipped to handle the intricacies of alien contact [Data: Sources (17, 32, 28, 34, 25)].\n\nThe squad's approach is methodical, involving the decryption and interpretation of alien signals that are described as both complex and sentient. The team members are portrayed as highly skilled and dedicated, each contributing their expertise to unravel the mysteries of the alien communications. Jordan Hayes, for instance, is noted for their ability to decode alien encryption, while Sam Rivera's technical acumen aids in fine-tuning communication channels [Data: Sources (17, 32, 28, 34, 25)].\n\nThroughout their mission, the squad maintains a balance between curiosity and caution. They are aware of the potential risks involved in interacting with an unknown intelligence and are committed to ensuring that their responses are measured and thoughtful. This is evident in their discussions about the implications of the alien signals, which are seen as both a potential threat and an opportunity for unprecedented dialogue [Data: Sources (17, 32, 28, 34, 25)].\n\nThe narrative emphasizes the transformative nature of the squad's mission, suggesting that their work could redefine humanity's understanding of its place in the cosmos. The team's efforts are depicted as a symphony of human and alien interaction, where each member plays a crucial role in crafting a harmonious exchange that could lead to a new era of interstellar relations [Data: Sources (17, 32, 28, 34, 25)].",
+   'score': 70,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 542,
+    'output_tokens': 497,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
@@ -3235,41 +3307,46 @@ <h1>DRIFT Search</h1>
      14  21   an undercurrent of intensity carried forth in...
      15   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
      16  23  Sam Rivera, ever the source of technological a...}},
-   'id': 21},
-  {'query': "How does Taylor Cruz's perception of Cosmic Vocalization influence community strategies?",
-   'answer': "Taylor Cruz's perception of the Cosmic Vocalization is marked by a cautious and pragmatic approach, which significantly influences the strategies adopted by the community, particularly the Paranormal Military Squad. Taylor's skepticism about the potential aggressiveness of alien intent suggests a strategy that prioritizes caution and risk assessment. This is evident in their insistence on maintaining protocol and ensuring that every communication is monitored and secured [Data: Sources (37, 45, 27, 16, 5)].\n\nTaylor's approach is characterized by a balance between curiosity and caution. While they acknowledge the potential for empathy and connection in the signals received, they remain vigilant about the risks involved. This dual perspective influences the community's strategy by ensuring that while they are open to the possibilities of interstellar communication, they are also prepared for any potential threats [Data: Sources (31, 14, 41, 3)].\n\nMoreover, Taylor's leadership style, which emphasizes discipline and adherence to protocol, helps maintain a structured approach to the unknown. This ensures that the community remains focused on their objectives while navigating the complexities of cosmic communication. Taylor's influence is crucial in shaping a strategy that is both exploratory and defensive, allowing the community to engage with the unknown while safeguarding their interests [Data: Sources (0, 20, 32, 28)].",
+   'id': 19},
+  {'query': 'What are the implications of the work conducted at Dulce Base on global security?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 20},
+  {'query': 'What specific tasks does Alex Mercer perform in the Dulce Facility?',
+   'answer': "Alex Mercer plays a pivotal role in the operations at the Dulce Facility, primarily focusing on the communication and interaction with an alien signal. His tasks are multifaceted and involve both leadership and technical responsibilities.\n\n### Leadership and Strategy\n\nAlex Mercer is depicted as a leader who oversees the Paranormal Military Squad's efforts to decode and understand the alien signal. He is responsible for maintaining the team's focus and ensuring that their actions are aligned with the mission's objectives. His leadership is characterized by a balance of caution and curiosity, as he guides the team through the complexities of interstellar communication [Data: Sources (45, 31, 27, 23, 24)].\n\n### Technical Engagement\n\nOn a technical level, Alex is actively involved in the decryption and analysis of the alien signal. He collaborates closely with Dr. Jordan Hayes and other team members to interpret the signal's patterns and potential meanings. His role includes making strategic decisions about how to respond to the signal, ensuring that all communications are carefully monitored and analyzed to avoid any unintended consequences [Data: Sources (45, 31, 27, 23, 24)].\n\n### Diplomatic and Ethical Considerations\n\nAlex also considers the broader implications of their work, recognizing the potential for the signal to represent either a Rosetta Stone or a Tower of Babel. He emphasizes the importance of understanding the signal's intent, whether it is reactive or proactive, and the need for a measured response to avoid disaster [Data: Sources (45, 31, 27, 23, 24)].\n\nOverall, Alex Mercer's tasks at the Dulce Facility are crucial to the mission's success, involving a combination of leadership, technical expertise, and strategic foresight.",
    'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 389,
+    'output_tokens': 460,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   37   from across the console, their eyes not leavi...
-     1   45   they faced. "If it's truly sentient, we're no...
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
      2   27  , and not a small measure of trepidation. "Thi...
-     3   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     4   31   set the tempo for an undertaking that travers...
-     5   14   a communal outreach beyond the stars. As dawn...
-     6    5   very walls of the shaft—a whisper of somethin...
-     7   18   the universe.\n\nIn a symphony of clicks and ...
-     8    9   "The silence here... It's almost as if the ba...
-     9   41   conviction that knowledge was more than power...
-     10   3  , weighing his words carefully. "Our tech is t...
-     11  21   an undercurrent of intensity carried forth in...
-     12  43   of a cosmic message that could redefine their...
-     13   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     14  20   bridge—or the abysses into which they might u...
-     15  32   cosmos—secrets that, until now, had been lost...
-     16  28   "and in every word we script, in every respon...}},
-   'id': 22},
-  {'query': 'What specific events led Alex Mercer to see Cosmic Vocalization as an interstellar duet?',
-   'answer': "Alex Mercer's journey towards viewing Cosmic Vocalization as an interstellar duet is deeply rooted in the experiences and revelations encountered during the operations at Dulce Base. The narrative unfolds with Alex and his team, including Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, as they engage with an enigmatic signal from beyond the stars. This signal, initially perceived as a mere code, gradually reveals itself to be a form of communication, suggesting an intelligence that is both aware and adaptive [Data: Sources (45, 31, 27, 23, 24)].\n\nThe turning point for Alex comes as the team deciphers layers of encryption, uncovering a signal that not only communicates but also evolves in response to their interactions. This dynamic exchange is likened to a conversation where both parties are learning each other's language in real time, a realization that transforms the mission from a simple decryption task to a profound dialogue with an alien consciousness [Data: Sources (23, 24, 44, 41)].\n\nAlex's perspective is further shaped by the collaborative efforts of his team, who bring diverse insights and cautionary advice to the table. Dr. Jordan Hayes's observations about the signal's complexity and potential empathy, along with Sam Rivera's technological acumen, contribute to a growing understanding that this is not just a one-sided communication but a mutual exchange—a duet of sorts [Data: Sources (31, 26, 44, 41)].\n\nUltimately, Alex's resolve to keep communication channels open and to approach the signal with cautious optimism underscores his belief in the potential for a harmonious interstellar dialogue. This belief is encapsulated in his directive to echo the signal's patterns and speak its language, viewing the interaction as a symphony that could bridge galaxies [Data: Sources (45, 44, 41)].",
-   'score': 85,
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 21},
+  {'query': 'What other key personnel work with Alex Mercer at the Dulce Facility?',
+   'answer': "At the Dulce Facility, Alex Mercer works closely with several key personnel, each bringing their unique expertise to the mission. Dr. Jordan Hayes is a prominent figure, known for their work on decryption algorithms and their ability to interpret complex signals. Jordan is described as having a mixture of pride and gravitas, and they play a crucial role in deciphering the alien communications that the team encounters [Data: Sources (45, 31, 23, 24, 26)].\n\nTaylor Cruz is another significant member of the team, often characterized by their pragmatic and cautious approach. Taylor frequently urges the team to proceed with caution, emphasizing the potential risks associated with their discoveries. Their role involves maintaining protocol and ensuring the team's actions are measured and deliberate [Data: Sources (45, 31, 23, 24, 26)].\n\nSam Rivera is noted for their technological acumen and enthusiasm. They contribute to the team's efforts by analyzing the adaptive nature of the signals and exploring the potential for real-time communication with the alien intelligence. Sam's youthful energy and optimism provide a counterbalance to the more cautious perspectives of their colleagues [Data: Sources (45, 31, 23, 24, 26)].\n\nTogether, these individuals form a cohesive unit, each playing a vital role in navigating the complexities of their mission at the Dulce Facility. Their interactions and combined expertise are crucial as they attempt to bridge the gap between humanity and the unknown intelligence they are engaging with.",
+   'score': 90,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 487,
+    'output_tokens': 412,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
@@ -3291,160 +3368,145 @@ <h1>DRIFT Search</h1>
      14  10   but felt by all. The walls didn't just whispe...
      15   3  , weighing his words carefully. "Our tech is t...
      16  21   an undercurrent of intensity carried forth in...}},
-   'id': 23},
-  {'query': 'Are there any documented interactions between Cosmic Vocalization and the Paranormal Military Squad?',
-   'answer': "The documented interactions between Cosmic Vocalization and the Paranormal Military Squad are detailed in several sources. The Paranormal Military Squad, led by Agent Alex Mercer, is engaged in deciphering a complex alien signal that is described as a 'cosmic vocalization' [Data: Sources (37, 44, 49)]. This signal is not just a transmission but resonates with a form of communication that stretches beyond words, suggesting a sentient origin [Data: Sources (30, 44)].\n\nDr. Jordan Hayes, a key member of the team, is instrumental in decoding this signal, which is described as evolving and responsive, indicating a dialogue with an intelligent entity [Data: Sources (44, 49)]. The team, including members like Sam Rivera and Taylor Cruz, is aware of the potential risks and opportunities this interaction presents, as they navigate the delicate balance between understanding and caution [Data: Sources (44, 49)].\n\nThe interactions are characterized by a series of breakthroughs in decoding the alien script, which is seen as a potential bridge to a new form of communication with extraterrestrial intelligence. The team is aware that their actions could alter the course of human history, as they stand on the brink of a new age of understanding or the onset of an unprecedented threat [Data: Sources (44, 49)].",
-   'score': 85,
+   'id': 22},
+  {'query': "How does the Dulce Facility's Mainframe contribute to its operations?",
+   'answer': "The Dulce Facility's mainframe plays a crucial role in its operations, particularly in the context of the Paranormal Military Squad's mission. The mainframe serves as the central hub for processing and analyzing alien data, which is critical for the team's efforts to establish communication with extraterrestrial intelligences. The facility is described as being filled with advanced computational systems that handle cryptic transmissions, suggesting that the mainframe is equipped with sophisticated technology capable of decrypting and interpreting complex alien signals [Data: Sources (20, 26, 19, 36, 49)].\n\nIn the command center, the mainframe is the focal point where team members like Dr. Jordan Hayes and Alex Mercer work to identify patterns and anomalies in the alien data. This involves isolating sequences that might represent communication protocols, which are essential for making first contact with extraterrestrial entities. The mainframe's ability to process and translate these sequences is pivotal in the team's mission to secure knowledge for humanity and potentially redefine human existence [Data: Sources (20, 26, 19, 36, 49)].\n\nMoreover, the mainframe's role extends beyond mere data processing. It is a symbol of the facility's cutting-edge capabilities, providing the team with the tools needed to navigate the unknown and engage in cosmic negotiations. The mainframe's operations are intertwined with the team's strategic objectives, as it supports their efforts to maintain control over the evolving alien intelligence and ensure that any communication remains within human understanding [Data: Sources (20, 26, 19, 36, 49)].",
+   'score': 0,
    'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10982,
-    'output_tokens': 382,
+    'prompt_tokens': 10983,
+    'output_tokens': 423,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   17   on the sequences that danced across the scree...
-     1   32   cosmos—secrets that, until now, had been lost...
-     2   28   "and in every word we script, in every respon...
-     3   34  Our responses so far have echoed their complex...
-     4   25   his fingers hovering over the command keys. W...
-     5   30   emissaries to a celestial congress we're only...
+     0   20   bridge—or the abysses into which they might u...
+     1   26  eterred, Jordan cast a determined glance at th...
+     2   26  eterred, Jordan cast a determined glance at th...
+     3   19   extraterrestrial sentience that had outreache...
+     4   36  's luminescence. "Remember, while we seek comm...
+     5   49   on. In his eyes flashed the foreboding excite...
      6   11  , whose steady presence and ready tech affirme...
-     7   36  's luminescence. "Remember, while we seek comm...
-     8   37   from across the console, their eyes not leavi...
-     9   15   than the last.\n\nThen, with a sudden burst t...
-     10  18   the universe.\n\nIn a symphony of clicks and ...
-     11  44   It's a... symphony. It's as if they're teachi...
-     12  24  Keep the communication channels open. But let ...
-     13  49   on. In his eyes flashed the foreboding excite...
-     14  21   an undercurrent of intensity carried forth in...
-     15   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     16  23  Sam Rivera, ever the source of technological a...}},
-   'id': 24},
-  {'query': 'What implications does Cosmic Vocalization have on global security according to the community?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 25},
-  {'query': 'What specific skills does Agent Mercer bring to the Paranormal Military Squad?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 26},
-  {'query': 'How does the team ensure the security of their communications with extraterrestrial entities?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 27},
-  {'query': 'What protocols are in place for the Paranormal Military Squad when engaging with unknown cosmic phenomena?',
-   'answer': "The Paranormal Military Squad operates under a set of protocols designed to ensure both the safety of the team and the integrity of their mission when engaging with unknown cosmic phenomena. These protocols emphasize caution, adaptability, and a balance between scientific inquiry and operational security.\n\n### Protocols and Procedures\n\n1. **Cautious Engagement**: The team is advised to approach unknown signals with caution, recognizing the potential for both breakthrough and disaster. This is evident in the repeated emphasis on maintaining a careful balance between curiosity and prudence [Data: Sources (18, 23, 24)].\n\n2. **Communication and Adaptation**: The team is instructed to keep communication channels open while ensuring that no message or signal goes unchecked. This approach is likened to a conversation where both parties are learning each other's language in real time, highlighting the importance of adaptability in their interactions [Data: Sources (23, 24)].\n\n3. **Scientific and Diplomatic Approach**: The team is encouraged to approach with the aim to understand rather than confront, suggesting a diplomatic stance in their interactions with extraterrestrial intelligence. This is reinforced by the leadership's focus on ensuring that their message is clear and full, leveraging humanity's strengths in dialogue [Data: Sources (18, 21, 23)].\n\n4. **Operational Security**: The protocols also stress the importance of maintaining operational security, with a focus on understanding the intent behind the signals. This involves analyzing whether the signals are reactive or proactive, which could indicate different levels of threat or opportunity [Data: Sources (23, 24)].\n\n### Commentary\n\nThe protocols reflect a sophisticated understanding of the complexities involved in engaging with unknown cosmic phenomena. They balance the need for scientific exploration with the imperative of security, ensuring that the team remains grounded while navigating the unknown. The emphasis on adaptability and communication suggests a dynamic approach, where the team is prepared to adjust their strategies based on the evolving nature of the signals they encounter.\n\nOverall, these protocols are designed to guide the Paranormal Military Squad through the uncertainties of cosmic engagement, ensuring that their actions are informed, deliberate, and aligned with both their mission objectives and the broader interests of humanity.",
-   'score': 85,
+     7   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     8    1  's authoritarian performance. _Protocols_, Jor...
+     9   41   conviction that knowledge was more than power...
+     10  10   but felt by all. The walls didn't just whispe...
+     11  34  Our responses so far have echoed their complex...
+     12  38   urged, his voice bearing the gravitas of thei...
+     13   7  , while Alex clenched his jaw, the buzz of fru...
+     14   2  , rehearsing the speech for their subordinates...
+     15  17   on the sequences that danced across the scree...
+     16  18   the universe.\n\nIn a symphony of clicks and ...}},
+   'id': 23},
+  {'query': 'What is the history and purpose of the Dulce Facility?',
+   'answer': "The Dulce Facility, often shrouded in mystery and speculation, is reputed to be a top-secret underground base located beneath the Archuleta Mesa on the Colorado-New Mexico border. The facility is frequently mentioned in conspiracy theories and urban legends, which suggest it is a joint human-alien biogenetic laboratory. These theories propose that the base is involved in various clandestine activities, including advanced scientific research, genetic experiments, and extraterrestrial communications.\n\nThe origins of the Dulce Facility's legend can be traced back to the late 1970s and early 1980s, when stories began to circulate about strange occurrences and sightings in the area. These tales were fueled by reports from individuals claiming to have worked at or near the facility, who described it as a multi-level underground complex with advanced technology and alien presence. Despite the lack of concrete evidence, the Dulce Facility has captured the imagination of conspiracy theorists and UFO enthusiasts alike, becoming a focal point for discussions about government secrecy and extraterrestrial life.\n\nIn the context of the sources provided, the Dulce Facility is depicted as a command center where a team of scientists and military personnel, including Dr. Jordan Hayes and Agent Alex Mercer, are engaged in decoding and responding to mysterious extraterrestrial signals. The narrative suggests that the facility is a hub for groundbreaking research and potential first contact with alien intelligence, highlighting the tension between scientific discovery and the unknown risks associated with such endeavors [Data: Sources (26, 42, 41, 10, 34)].\n\nOverall, the Dulce Facility remains a subject of intrigue and speculation, with its true purpose and history obscured by layers of myth and secrecy. Whether viewed as a fictional setting for science fiction narratives or a real-world enigma, it continues to inspire curiosity and debate about the possibilities of advanced technology and extraterrestrial life.",
+   'score': 0,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 559,
+    'output_tokens': 507,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   17   on the sequences that danced across the scree...
-     1   32   cosmos—secrets that, until now, had been lost...
-     2   28   "and in every word we script, in every respon...
-     3   34  Our responses so far have echoed their complex...
-     4   25   his fingers hovering over the command keys. W...
-     5   30   emissaries to a celestial congress we're only...
-     6   11  , whose steady presence and ready tech affirme...
-     7   36  's luminescence. "Remember, while we seek comm...
-     8   37   from across the console, their eyes not leavi...
-     9   15   than the last.\n\nThen, with a sudden burst t...
+     0   26  eterred, Jordan cast a determined glance at th...
+     1   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     2    1  's authoritarian performance. _Protocols_, Jor...
+     3   41   conviction that knowledge was more than power...
+     4   10   but felt by all. The walls didn't just whispe...
+     5   34  Our responses so far have echoed their complex...
+     6   38   urged, his voice bearing the gravitas of thei...
+     7    7  , while Alex clenched his jaw, the buzz of fru...
+     8    2  , rehearsing the speech for their subordinates...
+     9   17   on the sequences that danced across the scree...
      10  18   the universe.\n\nIn a symphony of clicks and ...
      11  44   It's a... symphony. It's as if they're teachi...
-     12  24  Keep the communication channels open. But let ...
-     13  49   on. In his eyes flashed the foreboding excite...
-     14  21   an undercurrent of intensity carried forth in...
-     15   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     16  23  Sam Rivera, ever the source of technological a...}},
-   'id': 28},
-  {'query': 'How does the team balance scientific exploration with military objectives?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 29},
-  {'query': 'What are the potential risks the team faces when interacting with alien signals?',
-   'answer': "The team, led by Agent Alex Mercer, faces several potential risks when interacting with alien signals. One of the primary concerns is the uncertainty surrounding the intentions of the alien intelligence. The signals they are deciphering could be either a friendly attempt at communication or a prelude to a more sinister agenda. This ambiguity is highlighted by Taylor Cruz's cautionary stance, emphasizing the need to determine whether the signals represent a friend or foe [Data: Sources (17, 19, 22)].\n\nAnother significant risk is the potential for miscommunication. The alien signals are described as complex patterns and sequences that require careful interpretation. Any misstep in understanding these signals could lead to unintended consequences, possibly provoking a hostile response or missing an opportunity for peaceful engagement. The team is aware of this, as they work meticulously to decode the signals and establish a dialogue [Data: Sources (15, 17, 25)].\n\nAdditionally, there is the existential risk of encountering technology or knowledge that could fundamentally alter human understanding of the universe. Dr. Jordan Hayes notes that the alien technology could change the laws of physics as they know them, which presents both an opportunity and a threat. The team must navigate these discoveries carefully to avoid potential dangers that could arise from such paradigm shifts [Data: Sources (40, 12, 36)].\n\nFinally, the psychological and emotional toll on the team members is a risk that cannot be overlooked. The pressure of being at the forefront of such a significant event, coupled with the potential for life-altering discoveries, places a heavy burden on each team member. This is evident in the shared moments of tension and resolve among the team as they grapple with the enormity of their mission [Data: Sources (19, 20, 14)].",
+     12  22   his team into the core of their approach, his...
+     13  11  , whose steady presence and ready tech affirme...
+     14  12   keep the team grounded. No one goes off-cours...
+     15  40   and the distant hum of machinery hinted at Du...
+     16   6   ordered, their voice echoing slightly before ...}},
+   'id': 24},
+  {'query': "How does Alex Mercer's role impact the success of extraterrestrial communication?",
+   'answer': "Alex Mercer plays a pivotal role in the success of extraterrestrial communication, primarily through his leadership and strategic decision-making. As a central figure in the Paranormal Military Squad, Mercer is depicted as a steady and reliable presence amidst the uncertainty and complexity of engaging with an alien intelligence. His ability to maintain focus and encourage his team to keep communication channels open is crucial in navigating the delicate process of establishing contact with an unknown entity [Data: Sources (45, 23, 24)].\n\nMercer's leadership style is characterized by a balance of caution and curiosity, which is essential in managing the risks associated with such unprecedented interactions. He emphasizes the importance of understanding the intentions behind the alien signals, urging his team to proceed with both optimism and vigilance. This approach helps to mitigate potential threats while fostering an environment conducive to discovery and learning [Data: Sources (31, 27, 44)].\n\nFurthermore, Mercer's interactions with his team members, such as Dr. Jordan Hayes and Sam Rivera, highlight his role as a facilitator of collaboration and innovation. By valuing the expertise and insights of his colleagues, Mercer ensures that the team remains adaptable and responsive to the evolving nature of the alien communication. This collaborative dynamic is instrumental in decoding the complex signals and advancing the mission's objectives [Data: Sources (23, 24, 44)].\n\nOverall, Alex Mercer's role is integral to the success of the extraterrestrial communication efforts, as he provides the strategic oversight and leadership necessary to navigate the challenges and opportunities presented by this historic endeavor.",
    'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 460,
+    'output_tokens': 428,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   15   than the last.\n\nThen, with a sudden burst t...
-     1   17   on the sequences that danced across the scree...
-     2   40   and the distant hum of machinery hinted at Du...
-     3   25   his fingers hovering over the command keys. W...
-     4   32   cosmos—secrets that, until now, had been lost...
-     5   17   on the sequences that danced across the scree...
-     6   19   extraterrestrial sentience that had outreache...
-     7   34  Our responses so far have echoed their complex...
-     8   11  , whose steady presence and ready tech affirme...
-     9   20   bridge—or the abysses into which they might u...
-     10  32   cosmos—secrets that, until now, had been lost...
-     11   6   ordered, their voice echoing slightly before ...
-     12  12   keep the team grounded. No one goes off-cours...
-     13  36  's luminescence. "Remember, while we seek comm...
-     14  33   were locked onto the display screen, where an...
-     15  14   a communal outreach beyond the stars. As dawn...
-     16  22   his team into the core of their approach, his...}},
-   'id': 30},
-  {'query': 'What specific operations are conducted at Dulce Base according to the sources?',
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 25},
+  {'query': 'What is the nature of the signal that Alex Mercer and his team are working with?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 31},
-  {'query': 'Who are the key personnel involved in the activities at Dulce Base?',
+   'id': 26},
+  {'query': "How does Alex Mercer's leadership style influence the team's dynamics at Dulce Base?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 32},
-  {'query': 'What evidence exists to support the claims of extraterrestrial activity at Dulce Base?',
-   'answer': "The narrative surrounding Dulce Base is steeped in mystery and speculation, often centered around alleged extraterrestrial activity. The sources provided offer a fictionalized account of events at Dulce Base, portraying it as a site of significant cosmic interaction. In these accounts, the base is depicted as a hub of frenetic activity where a team of agents, including Alex Mercer, engage in decoding and responding to alien signals [Data: Sources (26, 6, 38, 27, 5)].\n\nThe story describes the base as a place where humanity's first contact with an extraterrestrial intelligence might be occurring. The agents are portrayed as working tirelessly to interpret complex alien signals, which are described as evolving and adapting in response to human attempts at communication. This suggests a form of sentience or intelligence behind the signals, which the team is attempting to understand and engage with [Data: Sources (38, 27, 46, 29, 31)].\n\nWhile these sources provide a rich narrative of potential extraterrestrial contact, it is important to note that they are fictional and do not constitute factual evidence of extraterrestrial activity at Dulce Base. The stories serve more as a creative exploration of what such an encounter might entail, rather than a documentation of real events.\n\nIn the broader context of conspiracy theories, Dulce Base is often cited as a site of alleged secretive government and alien collaboration, but these claims lack verifiable evidence and are largely based on anecdotal reports and speculative narratives.",
-   'score': 0,
+   'id': 27},
+  {'query': 'What are the potential risks and opportunities associated with the signal at Dulce Base?',
+   'answer': "The signal at Dulce Base presents both significant risks and opportunities, as highlighted by the experiences of the Paranormal Military Squad operatives. The team, led by Dr. Jordan Hayes, Alex Mercer, and Taylor Cruz, is engaged in deciphering a complex signal that appears to be of extraterrestrial origin. This signal is not merely random static but a structured anomaly, suggesting an intelligent source [Data: Sources (16, 8, 15, 38, 27)].\n\n**Opportunities**\n\nThe primary opportunity associated with the signal is the potential for unprecedented contact with an extraterrestrial intelligence. The signal's complexity and intentional structure indicate that it could be a message or a form of communication from an advanced civilization. Successfully decoding and understanding this signal could lead to a new era of interstellar communication and collaboration, offering insights into alien technologies and cultures that could revolutionize human understanding of the universe [Data: Sources (25, 16, 33, 38, 30)].\n\nMoreover, the signal's potential to reveal a complex society not unlike our own suggests that there could be shared knowledge or technologies that humanity could benefit from. This could include advancements in science, technology, and even philosophy, as the team navigates the intersection of known and unknown realities [Data: Sources (33, 15, 38)].\n\n**Risks**\n\nHowever, the risks are equally significant. The signal's origin and intentions are unknown, and there is a possibility that it could be hostile. Taylor Cruz's cautionary stance highlights the need to remain vigilant and prepared for any potential threats that could arise from this contact. The signal could be a precursor to an invasion or a trap, and engaging with it without fully understanding its implications could have dire consequences for humanity [Data: Sources (15, 38, 27)].\n\nAdditionally, the signal's ability to evolve and become more familiar suggests that the intelligence behind it is capable of adapting and potentially manipulating human responses. This raises concerns about the potential for miscommunication or manipulation, which could lead to unintended conflicts or misunderstandings [Data: Sources (16, 15, 38)].\n\nIn conclusion, while the signal at Dulce Base offers the tantalizing possibility of contact with an extraterrestrial intelligence, it also poses significant risks that must be carefully managed. The team at Dulce Base must balance the pursuit of knowledge with the need for caution to ensure that humanity's first steps into the cosmic community are both safe and fruitful.",
+   'score': 85,
    'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10982,
-    'output_tokens': 449,
+    'prompt_tokens': 10981,
+    'output_tokens': 627,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   26  eterred, Jordan cast a determined glance at th...
-     1    6   ordered, their voice echoing slightly before ...
-     2   38   urged, his voice bearing the gravitas of thei...
-     3   27  , and not a small measure of trepidation. "Thi...
-     4    5   very walls of the shaft—a whisper of somethin...
-     5    9   "The silence here... It's almost as if the ba...
-     6   30   emissaries to a celestial congress we're only...
-     7   46   was now actively partaking in an exchange not...
-     8   29  crum of insight and expertise, and felt the so...
-     9   45   they faced. "If it's truly sentient, we're no...
-     10  31   set the tempo for an undertaking that travers...
-     11  32   cosmos—secrets that, until now, had been lost...
-     12   3  , weighing his words carefully. "Our tech is t...
-     13  23  Sam Rivera, ever the source of technological a...
-     14  47   revealing a tinge of skepticism at Taylor Cru...
-     15  15   than the last.\n\nThen, with a sudden burst t...
-     16  35  , every keystroke an intricate step in their t...}},
-   'id': 33},
-  {'query': 'How does the narrative of Dulce Base compare to other alleged secret bases?',
+     0   25   his fingers hovering over the command keys. W...
+     1   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     2    8   I'm right, what we're looking at isn't random...
+     3   12   keep the team grounded. No one goes off-cours...
+     4   40   and the distant hum of machinery hinted at Du...
+     5    6   ordered, their voice echoing slightly before ...
+     6    8   I'm right, what we're looking at isn't random...
+     7    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     8   33   were locked onto the display screen, where an...
+     9   15   than the last.\n\nThen, with a sudden burst t...
+     10   6   ordered, their voice echoing slightly before ...
+     11  38   urged, his voice bearing the gravitas of thei...
+     12  27  , and not a small measure of trepidation. "Thi...
+     13   5   very walls of the shaft—a whisper of somethin...
+     14   9   "The silence here... It's almost as if the ba...
+     15  30   emissaries to a celestial congress we're only...
+     16  46   was now actively partaking in an exchange not...}},
+   'id': 28},
+  {'query': 'How does Alex Mercer balance caution and engagement in his strategies?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 34},
-  {'query': 'What role does Alex Mercer play in the operations at Dulce Base?',
-   'answer': "Alex Mercer plays a pivotal role in the operations at Dulce Base, serving as a key figure in the Paranormal Military Squad's efforts to decode and understand an alien signal. His leadership and strategic thinking are crucial as the team navigates the complexities of potential first contact with an extraterrestrial intelligence. Mercer is depicted as a determined and thoughtful leader, balancing the need for caution with the excitement of discovery.\n\nIn the command center of Dulce Base, Mercer is seen coordinating with his team, which includes Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera. He is responsible for maintaining open communication channels and ensuring that every message and signal is carefully analyzed to avoid any missteps that could lead to disaster [Data: Sources (45, 31, 27, 23, 24)]. Mercer's approach is characterized by a blend of military discipline and diplomatic acumen, as he understands the gravity of their mission and the potential implications for humanity [Data: Sources (26, 0, 16, 32, 14)].\n\nMercer's interactions with his team highlight his role as a leader who values collaboration and the expertise of his colleagues. He is seen encouraging Dr. Hayes and others to continue their work with diligence and caution, recognizing the historic significance of their task [Data: Sources (18, 44, 41, 8, 3)]. His ability to adapt to the evolving situation and his commitment to understanding the alien signal underscore his importance in the operation at Dulce Base [Data: Sources (21, 10, 41, 3)].",
+   'id': 29},
+  {'query': "What role does Dr. Jordan Hayes play in supporting Alex Mercer's strategies?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 30},
+  {'query': 'What specific strategies does Alex Mercer employ in his leadership role?',
+   'answer': "Alex Mercer, as a leader within the Paranormal Military Squad, employs a variety of strategies that reflect both his experience and adaptability in dealing with unprecedented situations. One of his primary strategies is maintaining open communication channels, ensuring that every message and signal is carefully monitored and analyzed. This approach is crucial in their mission to decode and understand the alien signals they are receiving, as it allows the team to remain vigilant and responsive to any changes or developments [Data: Sources (45, 23, 24)].\n\nMercer also emphasizes the importance of a balanced strategy, one that combines cautious optimism with a readiness to adapt to new information. He understands the delicate nature of their work and the potential implications of their interactions with an unknown intelligence. This is evident in his insistence on keeping the communication channels open while ensuring that no message goes unchecked, highlighting his commitment to both exploration and security [Data: Sources (45, 23, 24)].\n\nFurthermore, Alex demonstrates a collaborative leadership style, often seeking input and expertise from his team members. He values the insights of Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, recognizing that their collective acumen is essential in navigating the complexities of their mission. This inclusive approach fosters a sense of shared responsibility and trust among the team, which is vital in high-stakes scenarios [Data: Sources (45, 23, 24)].\n\nIn summary, Alex Mercer's leadership is characterized by open communication, a balanced approach to risk and opportunity, and a collaborative team dynamic. These strategies enable him to effectively guide his team through the challenges of their mission, ensuring that they are prepared for whatever they may encounter.",
    'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 433,
+    'output_tokens': 444,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
@@ -3466,28 +3528,13 @@ <h1>DRIFT Search</h1>
      14  10   but felt by all. The walls didn't just whispe...
      15   3  , weighing his words carefully. "Our tech is t...
      16  21   an undercurrent of intensity carried forth in...}},
-   'id': 35},
-  {'query': 'What specific role does Alex Mercer play in the Paranormal Military Squad?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 36},
-  {'query': 'How does Alex Mercer plan to address potential threats from extraterrestrial communications?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 37},
-  {'query': 'What are the challenges faced by Alex Mercer and his team at the Dulce Facility?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 38},
-  {'query': "How does the Dulce Facility's mission align with Alex Mercer's personal goals?",
-   'answer': "The mission at the Dulce Facility is a complex and high-stakes operation that involves deciphering and engaging with an alien signal, which has the potential to redefine humanity's understanding of extraterrestrial life and communication. Alex Mercer, as a key figure in this mission, is portrayed as a determined and thoughtful leader, deeply invested in the success of the operation and the broader implications it holds for humanity.\n\nAlex Mercer's personal goals seem to align closely with the mission's objectives. He is depicted as someone who is not only committed to the mission's success but also deeply aware of the historical significance of their work. His leadership style is characterized by a balance of caution and curiosity, as he encourages his team to keep communication channels open while ensuring that no message or pulse goes unchecked [Data: Sources (45, 23, 24)]. This approach reflects a personal goal of ensuring that humanity's first contact with an alien intelligence is handled with the utmost care and responsibility.\n\nMoreover, Alex's interactions with his team members, such as Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, reveal his commitment to fostering a collaborative environment where each member's expertise is valued. This is evident in his encouragement of open dialogue and his respect for the team's collective acumen [Data: Sources (45, 23, 24)]. His personal goals likely include not only achieving the mission's objectives but also ensuring that the team operates as a cohesive unit, capable of navigating the unknown with both scientific rigor and diplomatic sensitivity.\n\nIn summary, Alex Mercer's personal goals appear to be closely aligned with the mission at the Dulce Facility. He is driven by a desire to explore and understand the unknown, to lead his team effectively, and to ensure that humanity's first steps into interstellar communication are taken with caution and respect. This alignment suggests that Mercer sees the mission as an opportunity to contribute to a significant leap in human knowledge and to play a pivotal role in shaping the future of human-alien relations.",
+   'id': 31},
+  {'query': 'How does Alex Mercer handle conflicts or disagreements within the team?',
+   'answer': "Alex Mercer, as depicted in the sources, handles conflicts and disagreements within the team with a blend of diplomacy, respect, and strategic foresight. His leadership style is characterized by a calm and steady presence, which helps to maintain focus and cohesion among team members during high-stakes operations.\n\nIn situations where tensions arise, such as when Taylor Cruz expresses caution about the potential risks of interacting with an alien signal, Alex acknowledges the need for caution while also encouraging the team to keep communication channels open and to proceed with cautious optimism [Data: Sources (45, 23, 24)]. This approach demonstrates his ability to balance differing viewpoints and to guide the team towards a consensus that respects both the need for safety and the pursuit of discovery.\n\nAlex also shows a willingness to engage in open dialogue with his team members, as seen when he invites input from Dr. Jordan Hayes and Sam Rivera during critical moments of their mission. He values their expertise and insights, which fosters an environment of mutual respect and collaboration [Data: Sources (16, 21, 44)]. By doing so, Alex not only resolves potential conflicts but also strengthens the team's collective resolve and adaptability in the face of uncertainty.\n\nOverall, Alex Mercer's handling of conflicts is marked by his ability to integrate diverse perspectives, maintain team morale, and ensure that the mission's objectives are met without compromising the safety and integrity of the team.",
    'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 505,
+    'output_tokens': 389,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
@@ -3509,28 +3556,18 @@ <h1>DRIFT Search</h1>
      14  10   but felt by all. The walls didn't just whispe...
      15   3  , weighing his words carefully. "Our tech is t...
      16  21   an undercurrent of intensity carried forth in...}},
-   'id': 39},
-  {'query': "What are the implications of the Dulce Facility's work for humanity, according to Alex Mercer?",
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 40},
-  {'query': 'What are the specific challenges Alex Mercer faces in decoding the alien signals?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 41},
-  {'query': "How does Alex Mercer's leadership style influence the team's approach to the mission?",
+   'id': 32},
+  {'query': 'In what ways does Alex Mercer demonstrate diplomatic skills during the mission?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 42},
-  {'query': 'What is the relationship between Alex Mercer and other team members like Dr. Jordan Hayes?',
-   'answer': "Alex Mercer, a key figure in the Paranormal Military Squad, shares a complex and multifaceted relationship with his team members, particularly Dr. Jordan Hayes. Their interactions are characterized by mutual respect and a shared sense of purpose as they navigate the challenges posed by their mission at Dulce Base.\n\n### Relationship Dynamics\n\nAlex Mercer is portrayed as a leader who values the expertise and insights of his team members. His relationship with Dr. Jordan Hayes is marked by a blend of camaraderie and professional respect. For instance, Alex often seeks Jordan's input on critical matters, acknowledging their expertise in decryption algorithms and alien communication [Data: Sources (45, 23, 24)]. This dynamic is evident when Alex leans on Jordan's shoulder, a gesture that signifies trust and companionship, as they work together to decode alien signals [Data: Sources (23, 24)].\n\n### Collaborative Efforts\n\nThe collaboration between Alex and Jordan is pivotal to the team's success. They work closely to unravel the complexities of the alien signal, with Alex providing strategic oversight and Jordan focusing on the technical aspects of the mission. This partnership is crucial as they attempt to bridge the gap between human and alien communication, with Alex often encouraging Jordan to keep communication channels open and to proceed with cautious optimism [Data: Sources (45, 23, 24)].\n\n### Shared Challenges and Goals\n\nBoth Alex and Jordan are acutely aware of the historic significance of their mission. They share a common goal of understanding the alien signal and its implications for humanity. This shared objective fosters a sense of unity and purpose, as they navigate the uncertainties and potential risks associated with their work. Alex's leadership style, which balances caution with curiosity, complements Jordan's analytical approach, creating a synergy that enhances their ability to tackle the challenges they face [Data: Sources (45, 23, 24)].\n\nOverall, the relationship between Alex Mercer and Dr. Jordan Hayes is one of mutual respect and collaboration, underscored by a shared commitment to their mission and the broader implications of their work.",
+   'id': 33},
+  {'query': 'What are the challenges Alex Mercer faces in his role within the Dulce Team?',
+   'answer': "Alex Mercer, as a key figure within the Dulce Team, faces a multitude of challenges that are both technical and existential in nature. One of the primary challenges is the task of deciphering and engaging with an alien signal that is not only complex but also potentially sentient. This requires a delicate balance between maintaining open communication channels and ensuring that no message or pulse goes unchecked, as the implications of miscommunication could be profound [Data: Sources (45, 23, 24)].\n\nAnother significant challenge is the need to navigate the unknown intentions behind the signal. The team is aware that the signal's awareness could imply either a reactive or proactive stance, which adds a layer of uncertainty to their mission. This uncertainty is compounded by the potential risks associated with the signal's evolving nature, as it adapts to their interactions, suggesting a form of learning or even empathy [Data: Sources (31, 27, 16)].\n\nFurthermore, Alex must manage the dynamics within his team, ensuring that each member's expertise is utilized effectively while maintaining a cohesive strategy. This involves balancing the optimism and caution expressed by team members like Sam Rivera and Taylor Cruz, respectively, as they work towards understanding the signal's intent and potential impact on humanity [Data: Sources (23, 44, 41)].\n\nLastly, Alex faces the overarching challenge of leading his team through uncharted territory, where the stakes are not just scientific but also philosophical. The mission at Dulce Base is not merely about technological achievement but about defining humanity's place in the cosmos, a task that requires both strategic foresight and a willingness to embrace the unknown [Data: Sources (18, 21, 14)].",
    'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 541,
+    'output_tokens': 454,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
@@ -3552,378 +3589,391 @@ <h1>DRIFT Search</h1>
      14  10   but felt by all. The walls didn't just whispe...
      15   3  , weighing his words carefully. "Our tech is t...
      16  21   an undercurrent of intensity carried forth in...}},
+   'id': 34},
+  {'query': "How does Alex Mercer's background influence his approach to the mission?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 35},
+  {'query': 'What role does Alex Mercer play in handling these signals?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 36},
+  {'query': "How does the team at Dulce Base interpret the signals' intent?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 37},
+  {'query': 'What are the potential risks associated with responding to these signals?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 38},
+  {'query': 'How does the team plan to establish communication with the alien intelligence?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 39},
+  {'query': "What are the implications of these signals for humanity's understanding of extraterrestrial life?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 40},
+  {'query': 'What specific missions or operations have Alex Mercer and Taylor Cruz led within the Paranormal Military Squad?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 41},
+  {'query': "How do other team members perceive Alex Mercer's and Taylor Cruz's leadership styles?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 42},
+  {'query': 'What are the key challenges faced by Alex Mercer and Taylor Cruz in their roles?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 43},
-  {'query': 'How does Alex Mercer balance caution and optimism in his role?',
+  {'query': 'How do Alex Mercer and Taylor Cruz handle conflicts or disagreements within the team?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 44},
-  {'query': 'What are the potential implications of the alien signals that Alex Mercer is concerned about?',
+  {'query': 'What are the long-term goals of the Paranormal Military Squad, and how do Alex Mercer and Taylor Cruz contribute to achieving them?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 45},
-  {'query': 'What specific protocols does Taylor Cruz enforce during missions?',
-   'answer': "Taylor Cruz is depicted as a figure of authority and discipline within the Paranormal Military Squad, often emphasizing the importance of adhering to established protocols during missions. Throughout the narrative, Cruz is portrayed as someone who prioritizes structure and order, ensuring that the team remains focused on their objectives and minimizes unnecessary risks.\n\nOne of the key protocols enforced by Taylor Cruz is maintaining communication discipline. Cruz is noted for reminding the team to keep chatter to a minimum, emphasizing that unnecessary conversation can be a liability during operations [Data: Sources (9)]. This reflects a broader commitment to operational security and efficiency, ensuring that the team remains alert and responsive to any developments.\n\nCruz also insists on regular systems checks and maintaining readiness, as seen when they command the team to perform a systems check following a power fluctuation [Data: Sources (5)]. This protocol underscores the importance of being prepared for any technical anomalies or unexpected events that may arise during their missions.\n\nFurthermore, Cruz is depicted as someone who values actionable intelligence over speculation. They often remind the team to focus on gathering concrete data and avoid getting sidetracked by philosophical discussions or conjecture [Data: Sources (40)]. This approach ensures that the team remains grounded in their mission objectives and prioritizes tangible outcomes over abstract theorizing.\n\nOverall, Taylor Cruz's enforcement of protocols is characterized by a focus on communication discipline, readiness, and a results-oriented mindset, all of which contribute to the effective execution of their missions.",
-   'score': 85,
-   'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10982,
-    'output_tokens': 401,
-    'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':     id                                               text
-     0   45   they faced. "If it's truly sentient, we're no...
-     1   27  , and not a small measure of trepidation. "Thi...
-     2   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     3   31   set the tempo for an undertaking that travers...
-     4   14   a communal outreach beyond the stars. As dawn...
-     5    5   very walls of the shaft—a whisper of somethin...
-     6   18   the universe.\n\nIn a symphony of clicks and ...
-     7    9   "The silence here... It's almost as if the ba...
-     8   41   conviction that knowledge was more than power...
-     9    3  , weighing his words carefully. "Our tech is t...
-     10  21   an undercurrent of intensity carried forth in...
-     11  43   of a cosmic message that could redefine their...
-     12   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     13  20   bridge—or the abysses into which they might u...
-     14  32   cosmos—secrets that, until now, had been lost...
-     15  28   "and in every word we script, in every respon...
-     16  40   and the distant hum of machinery hinted at Du...}},
+  {'query': 'What specific strategies does Alex Mercer employ to maintain communication with the alien intelligence?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 46},
-  {'query': "How does Taylor Cruz's leadership style affect team dynamics?",
+  {'query': 'How does Alex Mercer balance the potential risks and rewards of engaging with the alien signal?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 47},
-  {'query': "In what ways does Taylor Cruz's caution impact mission outcomes?",
-   'answer': "Taylor Cruz's caution plays a significant role in shaping the mission outcomes by ensuring that the team remains vigilant and prepared for unforeseen challenges. Throughout the mission, Cruz's emphasis on protocol and readiness is evident in their interactions with the team. For instance, Cruz's insistence on maintaining a systems check and ensuring that all agents are prepared highlights their focus on operational security and preparedness [Data: Sources (5, 6)]. This approach helps the team to stay grounded and focused, especially when faced with the unknown elements of their mission.\n\nCruz's cautious nature also manifests in their interactions with other team members, often serving as a counterbalance to more adventurous or speculative approaches. For example, when the team encounters potential alien technology, Cruz urges caution, reminding the team of the potential risks involved and the need to assess the situation carefully [Data: Sources (16, 27)]. This perspective helps to prevent hasty decisions that could lead to unintended consequences, thereby safeguarding the mission's objectives.\n\nMoreover, Cruz's caution is not just about maintaining control but also about fostering a sense of trust and empowerment within the team. By acknowledging the importance of trust and adaptability, Cruz helps to create an environment where team members feel supported and empowered to make decisions in the face of uncertainty [Data: Sources (2, 12)]. This balance between caution and empowerment is crucial in navigating the complex and unpredictable nature of their mission, ultimately contributing to the team's ability to adapt and respond effectively to the challenges they encounter.",
-   'score': 85,
-   'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10984,
-    'output_tokens': 405,
-    'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':     id                                               text
-     0    4   stepping into their exchange. The authority i...
-     1   12   keep the team grounded. No one goes off-cours...
-     2    2  , rehearsing the speech for their subordinates...
-     3    6   ordered, their voice echoing slightly before ...
-     4    1  's authoritarian performance. _Protocols_, Jor...
-     5    7  , while Alex clenched his jaw, the buzz of fru...
-     6   45   they faced. "If it's truly sentient, we're no...
-     7   27  , and not a small measure of trepidation. "Thi...
-     8   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     9   31   set the tempo for an undertaking that travers...
-     10  14   a communal outreach beyond the stars. As dawn...
-     11   5   very walls of the shaft—a whisper of somethin...
-     12  18   the universe.\n\nIn a symphony of clicks and ...
-     13   9   "The silence here... It's almost as if the ba...
-     14  41   conviction that knowledge was more than power...
-     15   3  , weighing his words carefully. "Our tech is t...
-     16  21   an undercurrent of intensity carried forth in...}},
+  {'query': "What role does the Paranormal Military Squad play in supporting Mercer's goals at Dulce Base?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 48},
-  {'query': "What are some examples of Taylor Cruz's strategic decisions at Dulce Base?",
-   'answer': "Taylor Cruz, a member of the Paranormal Military Squad at Dulce Base, is depicted as a pragmatic and authoritative figure, often making strategic decisions that emphasize caution and protocol. One example of Cruz's strategic decision-making is their insistence on maintaining a secure and monitored communication stream when dealing with the alien signal. Cruz reminds the team of the importance of protocol amidst uncertainty, highlighting the need to assess the risk to humanity with every new discovery [Data: Sources (27, 31, 14)].\n\nAnother instance is when Cruz emphasizes the importance of focusing on actionable intelligence rather than speculation. This is evident when Cruz interrupts a philosophical discussion between Alex Mercer and Jordan Hayes, urging them to concentrate on the task at hand and gather concrete data [Data: Sources (0, 3)]. Cruz's approach is characterized by a balance between maintaining control and acknowledging the potential of the unknown, as seen when they express the need to understand alien technology while still adhering to military discipline [Data: Sources (40, 5)].\n\nCruz also demonstrates strategic foresight by acknowledging the potential risks and benefits of the alien signal. They caution the team to tread carefully, recognizing that the situation is not just about being heard but about being understood, which could have significant implications for humanity [Data: Sources (28, 40)]. These examples illustrate Cruz's role as a stabilizing force within the team, ensuring that their actions are measured and aligned with their mission objectives.",
+  {'query': 'How does the team at Dulce Base perceive the potential outcomes of their mission?',
+   'answer': "The team at Dulce Base is acutely aware of the gravity and potential outcomes of their mission, which involves deciphering and interacting with alien signals. Their perception is shaped by a mix of caution, curiosity, and a sense of historical significance.\n\n**Cautious Optimism and Preparedness**\n\nThe team, led by figures like Alex Mercer and Taylor Cruz, approaches the mission with a blend of cautious optimism and preparedness. They understand that the signals they are dealing with could either be a breakthrough in human understanding or a Pandora's Box of unforeseen consequences. Taylor Cruz, in particular, emphasizes the need for caution, urging the team to remain vigilant and prepared for any potential threats that might arise from their interactions with the alien signals [Data: Sources (12, 40, 8, 38)].\n\n**A Sense of Historical Significance**\n\nThere is a palpable sense of historical significance among the team members. They recognize that their work could redefine humanity's place in the cosmos. This is evident in the way they perceive their role not just as scientists or military personnel, but as potential ambassadors to a new cosmic community. The team is aware that their actions could either elevate humanity to a new level of understanding or lead to perilous outcomes [Data: Sources (12, 40, 33, 15, 22)].\n\n**Balancing Protocol and Discovery**\n\nThe team is also navigating the tension between adhering to established protocols and the need for adaptability in the face of unknown variables. While protocols provide a framework, team members like Jordan Hayes advocate for adaptability, recognizing that the true challenges lie beyond the boundaries of any protocol. This balance is crucial as they attempt to decode and respond to the alien signals, which could have profound implications for human knowledge and diplomacy [Data: Sources (0, 33, 15, 22)].\n\nOverall, the team at Dulce Base is engaged in a mission that is as much about discovery as it is about survival, with each member contributing their expertise to navigate the unknown and potentially reshape the future of human-alien relations.",
    'score': 85,
    'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10982,
-    'output_tokens': 408,
+    'prompt_tokens': 10981,
+    'output_tokens': 542,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   45   they faced. "If it's truly sentient, we're no...
-     1   27  , and not a small measure of trepidation. "Thi...
-     2   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     3   31   set the tempo for an undertaking that travers...
-     4   14   a communal outreach beyond the stars. As dawn...
-     5    5   very walls of the shaft—a whisper of somethin...
-     6   18   the universe.\n\nIn a symphony of clicks and ...
-     7    9   "The silence here... It's almost as if the ba...
-     8   41   conviction that knowledge was more than power...
-     9    3  , weighing his words carefully. "Our tech is t...
-     10  21   an undercurrent of intensity carried forth in...
-     11  43   of a cosmic message that could redefine their...
-     12   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     13  20   bridge—or the abysses into which they might u...
-     14  32   cosmos—secrets that, until now, had been lost...
-     15  28   "and in every word we script, in every respon...
-     16  40   and the distant hum of machinery hinted at Du...}},
+     0   12   keep the team grounded. No one goes off-cours...
+     1   40   and the distant hum of machinery hinted at Du...
+     2    6   ordered, their voice echoing slightly before ...
+     3    8   I'm right, what we're looking at isn't random...
+     4    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     5   33   were locked onto the display screen, where an...
+     6   15   than the last.\n\nThen, with a sudden burst t...
+     7   22   his team into the core of their approach, his...
+     8    6   ordered, their voice echoing slightly before ...
+     9   38   urged, his voice bearing the gravitas of thei...
+     10  27  , and not a small measure of trepidation. "Thi...
+     11   5   very walls of the shaft—a whisper of somethin...
+     12   9   "The silence here... It's almost as if the ba...
+     13  30   emissaries to a celestial congress we're only...
+     14  46   was now actively partaking in an exchange not...
+     15  29  crum of insight and expertise, and felt the so...
+     16  45   they faced. "If it's truly sentient, we're no...}},
    'id': 49},
-  {'query': "How does Taylor Cruz's approach compare to other team members like Alex Mercer?",
+  {'query': "What are the ethical considerations involved in Mercer's approach to alien communication?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 50},
-  {'query': 'What specific challenges did Agent Mercer face during Operation: Dulce?',
+  {'query': 'What specific role does Alex Mercer play in the Paranormal Military Squad?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 51},
-  {'query': "How did Agent Mercer's leadership style differ from that of Taylor Cruz?",
-   'answer': "Agent Alex Mercer and Taylor Cruz exhibit contrasting leadership styles, which are evident in their interactions and decision-making processes throughout their mission at Dulce Base.\n\n**Agent Alex Mercer's Leadership Style**\n\nAlex Mercer is portrayed as a leader who values collaboration and open communication. He often seeks input from his team members, fostering an environment where their expertise is acknowledged and utilized. For instance, Mercer shows a blend of curiosity and solidarity when he asks Dr. Jordan Hayes about their findings, bridging the gap between command and collaboration [Data: Sources (16, 18)]. His leadership is characterized by a balance between military discipline and a genuine interest in understanding the unknown, as seen when he encourages his team to keep communication channels open and to approach the alien signal with cautious optimism [Data: Sources (23, 24)]. Mercer's approach is diplomatic, as he emphasizes the importance of dialogue and understanding, rather than confrontation, when dealing with the extraterrestrial signal [Data: Sources (32, 44)].\n\n**Taylor Cruz's Leadership Style**\n\nIn contrast, Taylor Cruz's leadership style is more authoritative and protocol-driven. Cruz often emphasizes the importance of following established procedures and maintaining control over the situation. This is evident when Cruz reminds the team to focus and adhere to protocols, viewing speculation as counter-productive [Data: Sources (0, 8)]. Cruz's pragmatic approach is highlighted by their insistence on caution and control, especially when dealing with the potential risks associated with the alien signal [Data: Sources (14, 18)]. Cruz's leadership is marked by a firm stance on maintaining order and discipline, ensuring that the team remains focused on their mission objectives [Data: Sources (10, 41)].\n\n**Conclusion**\n\nOverall, Mercer's leadership style is more inclusive and adaptive, encouraging team input and fostering a collaborative environment. In contrast, Cruz's style is more rigid and protocol-oriented, focusing on maintaining control and adhering to established procedures. These differing approaches reflect their individual perspectives on leadership and the challenges they face during their mission.",
-   'score': 85,
-   'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10981,
-    'output_tokens': 521,
-    'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':     id                                               text
-     0    9   "The silence here... It's almost as if the ba...
-     1   42   the dark heart of Dulce's secrets. \n\nAnd th...
-     2   45   they faced. "If it's truly sentient, we're no...
-     3   31   set the tempo for an undertaking that travers...
-     4   27  , and not a small measure of trepidation. "Thi...
-     5   23  Sam Rivera, ever the source of technological a...
-     6   24  Keep the communication channels open. But let ...
-     7   26  eterred, Jordan cast a determined glance at th...
-     8    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     9   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     10  32   cosmos—secrets that, until now, had been lost...
-     11  14   a communal outreach beyond the stars. As dawn...
-     12  18   the universe.\n\nIn a symphony of clicks and ...
-     13  44   It's a... symphony. It's as if they're teachi...
-     14  41   conviction that knowledge was more than power...
-     15   8   I'm right, what we're looking at isn't random...
-     16  10   but felt by all. The walls didn't just whispe...}},
+  {'query': 'How does the team ensure the security of their communications with extraterrestrial entities?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 52},
-  {'query': "What role did Dr. Jordan Hayes play in supporting Mercer's leadership?",
+  {'query': 'What are the potential risks identified by the squad in interacting with alien intelligence?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 53},
-  {'query': "How did the team dynamics evolve under Mercer's leadership?",
+  {'query': "How does the squad's mission at Dulce Base impact their understanding of extraterrestrial life?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 54},
-  {'query': "What were the key outcomes of Operation: Dulce influenced by Mercer's decisions?",
-   'answer': "Operation: Dulce was a complex mission involving a team of agents, including Alex Mercer, who played a significant role in navigating the challenges and uncertainties of the operation. Mercer's decisions were pivotal in several key outcomes of the mission.\n\n**Navigating Uncertainty and Compliance**\n\nFrom the outset, Mercer demonstrated a balance between compliance with protocols and a willingness to question the status quo. Despite the pressure from Taylor Cruz to adhere strictly to protocols, Mercer maintained a subtle form of resistance, driven by a deeper understanding of the mission's stakes [Data: Sources (0, 9, 40)]. This duality allowed Mercer to remain open to the unknown variables that the team encountered, fostering an environment where adaptability was valued [Data: Sources (0, 12, 40)].\n\n**Facilitating Communication and Understanding**\n\nMercer's role in facilitating communication was crucial as the team engaged with alien signals. His decision to keep communication channels open, while ensuring that no message went unchecked, was instrumental in transforming the mission from passive observation to active engagement [Data: Sources (23, 27, 31)]. This approach allowed the team to decode and interact with the alien signals, marking a significant breakthrough in the operation [Data: Sources (15, 23, 27)].\n\n**Promoting Team Cohesion and Strategic Thinking**\n\nThroughout the mission, Mercer fostered a sense of unity and strategic thinking among the team. His interactions with team members like Jordan Hayes and Sam Rivera highlighted his ability to inspire trust and collaboration, which were essential in navigating the mission's complexities [Data: Sources (20, 23, 27)]. Mercer's leadership style, characterized by a balance of caution and optimism, helped the team to remain focused on their objectives while being prepared for unforeseen challenges [Data: Sources (20, 23, 27)].\n\nIn summary, Mercer's decisions during Operation: Dulce were instrumental in achieving key outcomes such as maintaining adaptability, facilitating communication with alien entities, and promoting team cohesion. These outcomes not only advanced the mission's objectives but also positioned the team as pioneers in interstellar communication.",
-   'score': 85,
+  {'query': 'What technologies are used by the Paranormal Military Squad to decode alien signals?',
+   'answer': "The Paranormal Military Squad employs a variety of advanced technologies to decode alien signals, as depicted in the sources. The team operates within the high-tech confines of Dulce Base's underground command center, which is equipped with sophisticated machinery and supercomputers that facilitate the decryption of complex alien codes [Data: Sources (32, 30, 36)].\n\nDr. Jordan Hayes, a key figure in the decoding process, utilizes decryption algorithms to break through layers of alien encryption. This involves adjusting algorithmic sliders and analyzing cascading ciphers and symbols, which suggests the use of advanced computational tools and software designed for cryptographic analysis [Data: Sources (32, 30, 44)].\n\nThe team also relies on audio interfaces to interpret the alien signals, which are described as having musical qualities. This indicates the use of audio analysis technology to detect patterns and motifs within the signals, allowing the team to engage in a form of communication that transcends traditional language [Data: Sources (25, 36, 44)].\n\nAdditionally, the command center is equipped with communication relays that enable the team to maintain open channels with the alien intelligence. These relays are crucial for adapting to the evolving nature of the signals, which change with each interaction, suggesting the use of adaptive communication technologies that can learn and respond in real-time [Data: Sources (23, 24, 49)].\n\nOverall, the technologies used by the Paranormal Military Squad are a blend of cryptographic, audio, and adaptive communication tools, all designed to facilitate a complex dialogue with extraterrestrial intelligence.",
+   'score': 70,
    'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10978,
-    'output_tokens': 545,
+    'prompt_tokens': 10982,
+    'output_tokens': 427,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0    9   "The silence here... It's almost as if the ba...
-     1   42   the dark heart of Dulce's secrets. \n\nAnd th...
-     2   12   keep the team grounded. No one goes off-cours...
-     3   40   and the distant hum of machinery hinted at Du...
-     4    6   ordered, their voice echoing slightly before ...
-     5    8   I'm right, what we're looking at isn't random...
-     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     7   33   were locked onto the display screen, where an...
-     8   15   than the last.\n\nThen, with a sudden burst t...
-     9    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     10  40   and the distant hum of machinery hinted at Du...
-     11  26  eterred, Jordan cast a determined glance at th...
-     12  20   bridge—or the abysses into which they might u...
-     13  45   they faced. "If it's truly sentient, we're no...
-     14  31   set the tempo for an undertaking that travers...
-     15  27  , and not a small measure of trepidation. "Thi...
+     0   17   on the sequences that danced across the scree...
+     1   32   cosmos—secrets that, until now, had been lost...
+     2   28   "and in every word we script, in every respon...
+     3   34  Our responses so far have echoed their complex...
+     4   25   his fingers hovering over the command keys. W...
+     5   30   emissaries to a celestial congress we're only...
+     6   11  , whose steady presence and ready tech affirme...
+     7   36  's luminescence. "Remember, while we seek comm...
+     8   37   from across the console, their eyes not leavi...
+     9   15   than the last.\n\nThen, with a sudden burst t...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  24  Keep the communication channels open. But let ...
+     13  49   on. In his eyes flashed the foreboding excite...
+     14  21   an undercurrent of intensity carried forth in...
+     15   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
      16  23  Sam Rivera, ever the source of technological a...}},
    'id': 55},
-  {'query': 'What specific roles do each of these key figures play in the mission?',
+  {'query': 'What specific roles do Dr. Jordan Hayes and Agent Alex Mercer play at the Dulce Facility?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 56},
-  {'query': 'How do the personalities of these team members influence their approach to the mission?',
+  {'query': 'Are there any documented incidents or reports that support the existence of the Dulce Facility?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 57},
-  {'query': 'What challenges do these key figures face during the Dulce Base operations?',
+  {'query': 'How do conspiracy theories about the Dulce Facility compare to other alleged secret bases like Area 51?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 58},
-  {'query': 'How does the team dynamic affect the outcome of their mission?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 59},
-  {'query': 'What is the significance of the Dulce Base operations in the broader context of their work?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 60},
-  {'query': 'What are the specific challenges Alex Mercer faces in his role?',
-   'answer': "### Challenges Faced by Alex Mercer\n\nAlex Mercer, a key figure in the Paranormal Military Squad, is confronted with a multitude of challenges in his role, primarily revolving around the complexities of interstellar communication and the potential implications of first contact with an alien intelligence.\n\n#### Navigating Unknown Territories\n\nOne of the primary challenges Alex faces is the uncertainty and unpredictability of engaging with an alien signal that exhibits signs of sentience. The signal's evolving nature, which adapts and responds to human interaction, presents a unique challenge as it requires Alex and his team to continuously adapt their strategies and maintain open communication channels without compromising security [Data: Sources (23, 24, 26, 31, 32)].\n\n#### Balancing Caution and Curiosity\n\nAlex must strike a delicate balance between cautious skepticism and the pursuit of knowledge. The potential for the signal to be either a Rosetta Stone or a Tower of Babel underscores the need for a measured approach. This duality is further complicated by the need to ensure that no message or pulse goes unchecked, as the consequences of misinterpretation could be significant [Data: Sources (23, 24, 45)].\n\n#### Leadership and Team Dynamics\n\nAs a leader, Alex is responsible for guiding his team through the complexities of their mission. This involves not only technical acumen but also the ability to foster trust and collaboration among team members, each of whom brings their own perspectives and expertise to the table. The challenge lies in harmonizing these diverse viewpoints to achieve a common goal [Data: Sources (0, 3, 8, 10, 21)].\n\n#### Ethical and Existential Implications\n\nThe potential for first contact with an alien intelligence raises profound ethical and existential questions. Alex must consider the broader implications of their actions, not just for the Paranormal Military Squad, but for humanity as a whole. This includes the responsibility of ensuring that their interactions do not inadvertently provoke hostility or misunderstanding [Data: Sources (14, 18, 41, 44)].\n\n### Conclusion\n\nIn summary, Alex Mercer faces significant challenges in his role, ranging from technical and strategic complexities to ethical considerations and leadership responsibilities. These challenges require a nuanced approach that balances caution with curiosity, ensuring that the team navigates the unknown with both diligence and open-mindedness.",
+  {'query': 'What are the most common themes in stories and theories about the Dulce Facility?',
+   'answer': "The Dulce Facility, often shrouded in mystery and speculation, is a focal point for numerous stories and theories that revolve around several recurring themes. One of the most prevalent themes is the idea of secretive government operations and advanced military technology. The facility is often depicted as a clandestine base where cutting-edge research and development occur, far removed from public scrutiny. This theme is supported by narratives that describe the facility as a hub for high-tech equipment and secretive military squads, such as the Paranormal Military Squad, which is portrayed as engaging in operations that involve alien technology and communication [Data: Sources (36, 42, 41, 34, 38)].\n\nAnother common theme is the interaction with extraterrestrial beings and the potential for interstellar communication. Stories often suggest that the Dulce Facility is a site for contact with alien intelligences, where signals and messages from otherworldly sources are intercepted and analyzed. This theme is highlighted by accounts of the facility's personnel attempting to decode alien signals and establish communication, suggesting a narrative of humanity reaching out to or being reached by extraterrestrial civilizations [Data: Sources (36, 42, 41, 34, 38)].\n\nThe theme of existential threat and the unknown is also prominent. The facility is frequently depicted as a place where the boundaries of human understanding are tested, and where the potential for catastrophic outcomes looms large. This is reflected in the tension and urgency described in the narratives, as teams work to decipher alien communications that could either herald a new era of understanding or pose a significant threat to humanity [Data: Sources (36, 42, 41, 34, 38)].\n\nLastly, the theme of internal conflict and power dynamics within the facility is notable. Stories often explore the interactions between different characters, such as agents and scientists, highlighting the tension between military authority and scientific curiosity. This is exemplified by the character dynamics within the Paranormal Military Squad, where differing perspectives on protocol, trust, and the pursuit of knowledge create a backdrop of internal struggle [Data: Sources (36, 42, 41, 34, 38)].\n\nOverall, the Dulce Facility is a rich tapestry of themes that blend secrecy, advanced technology, extraterrestrial contact, existential risk, and human conflict, making it a compelling subject for both fictional narratives and conspiracy theories.",
    'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 599,
+    'output_tokens': 608,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   45   they faced. "If it's truly sentient, we're no...
-     1   31   set the tempo for an undertaking that travers...
-     2   27  , and not a small measure of trepidation. "Thi...
-     3   23  Sam Rivera, ever the source of technological a...
-     4   24  Keep the communication channels open. But let ...
-     5   26  eterred, Jordan cast a determined glance at th...
-     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     8   32   cosmos—secrets that, until now, had been lost...
-     9   14   a communal outreach beyond the stars. As dawn...
+     0   36  's luminescence. "Remember, while we seek comm...
+     1   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     2    1  's authoritarian performance. _Protocols_, Jor...
+     3   41   conviction that knowledge was more than power...
+     4   10   but felt by all. The walls didn't just whispe...
+     5   34  Our responses so far have echoed their complex...
+     6   38   urged, his voice bearing the gravitas of thei...
+     7    7  , while Alex clenched his jaw, the buzz of fru...
+     8    2  , rehearsing the speech for their subordinates...
+     9   17   on the sequences that danced across the scree...
      10  18   the universe.\n\nIn a symphony of clicks and ...
      11  44   It's a... symphony. It's as if they're teachi...
-     12  41   conviction that knowledge was more than power...
-     13   8   I'm right, what we're looking at isn't random...
-     14  10   but felt by all. The walls didn't just whispe...
-     15   3  , weighing his words carefully. "Our tech is t...
-     16  21   an undercurrent of intensity carried forth in...}},
+     12  22   his team into the core of their approach, his...
+     13  26  eterred, Jordan cast a determined glance at th...
+     14  12   keep the team grounded. No one goes off-cours...
+     15  40   and the distant hum of machinery hinted at Du...
+     16   6   ordered, their voice echoing slightly before ...}},
+   'id': 59},
+  {'query': 'How has the portrayal of the Dulce Facility in media influenced public perception of government secrecy and extraterrestrial life?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 60},
+  {'query': 'What specific strategies does Alex Mercer employ to manage the risks associated with the alien signal?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 61},
-  {'query': "How does Alex Mercer's leadership style affect the team's dynamics?",
+  {'query': 'How does Alex Mercer balance the different perspectives and expertise within his team?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 62},
-  {'query': 'What is the significance of the alien signal that Alex Mercer is working with?',
+  {'query': 'What are the potential implications of the alien signal for humanity, according to Alex Mercer?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 63},
-  {'query': 'How does Alex Mercer balance technological and ethical considerations in his tasks?',
-   'answer': "### Technological and Ethical Balance\n\nAlex Mercer, a key figure in the Paranormal Military Squad, is depicted as a leader who navigates the complex interplay between technological advancement and ethical responsibility. His role involves deciphering alien signals and engaging in potential first contact scenarios, which inherently require a balance between leveraging cutting-edge technology and maintaining ethical integrity.\n\nIn the context of Operation: Dulce, Alex is portrayed as someone who values both the technological prowess of his team and the ethical implications of their mission. He is seen encouraging his team to keep communication channels open while ensuring that no message or pulse goes unchecked, highlighting his awareness of the potential consequences of their actions [Data: Sources (45, 23, 24)]. This approach reflects a commitment to using technology responsibly, ensuring that their interactions with alien intelligence are conducted with caution and respect.\n\n### Ethical Considerations\n\nAlex's leadership style is characterized by a cautious optimism, as he acknowledges the historic weight of their task and the potential for both breakthrough and disaster. He emphasizes the importance of understanding the intentions behind the alien signals, urging his team to proceed with a balanced strategy that considers both the technological and ethical dimensions of their work [Data: Sources (45, 23, 24)].\n\nMoreover, Alex's interactions with his team members, such as Dr. Jordan Hayes and Taylor Cruz, demonstrate his commitment to ethical decision-making. He values their input and expertise, fostering a collaborative environment where ethical considerations are as important as technological achievements. This is evident in his discussions about the potential risks and benefits of their mission, where he stresses the need for a measured response to new discoveries [Data: Sources (45, 23, 24)].\n\n### Conclusion\n\nOverall, Alex Mercer exemplifies a leader who is acutely aware of the dual responsibilities of advancing technological frontiers and upholding ethical standards. His approach to balancing these considerations is rooted in a deep understanding of the potential impact of their work on humanity and the broader universe.\n",
-   'score': 85,
+  {'query': 'How does the team at Dulce Base prepare for the possibility of hostile intentions from the alien signal?',
+   'answer': "The team at Dulce Base, led by figures such as Alex Mercer, Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, approaches the possibility of hostile intentions from the alien signal with a blend of caution, strategic planning, and technological readiness. The narrative reveals a complex interplay of roles and responsibilities as they navigate the unknown.\n\n**Strategic Caution and Preparedness**\n\nTaylor Cruz, embodying military precision, consistently emphasizes the need for caution. Cruz's pragmatic approach is evident in their insistence on maintaining secure communication streams and monitoring the signal closely to avoid missteps [Data: Sources (46, 45, 38)]. This reflects a broader strategy of balancing curiosity with prudence, ensuring that the team remains vigilant against potential threats.\n\n**Technological Vigilance**\n\nThe team employs advanced technology to decode and understand the alien signal, with Sam Rivera playing a crucial role in managing the technological aspects. Rivera's expertise in handling electronic anomalies and adapting to the signal's evolving nature is vital in maintaining a defensive posture [Data: Sources (23, 6, 9)]. The team's reliance on cutting-edge technology underscores their preparedness to respond to any hostile actions swiftly.\n\n**Collaborative Dynamics and Communication**\n\nAlex Mercer, as a central figure, fosters a collaborative environment where each team member's insights contribute to the overall strategy. Mercer's leadership is marked by a balance of authority and openness to input, ensuring that the team remains cohesive and responsive to the dynamic situation [Data: Sources (3, 23, 9)]. This collaborative approach is crucial in preparing for any potential hostility, as it allows for a unified and adaptive response.\n\n**Philosophical and Ethical Considerations**\n\nThe team also grapples with the philosophical implications of their mission, recognizing the potential for both breakthrough and disaster. This awareness is reflected in their discussions about the nature of the signal and the intentions behind it, highlighting a deep understanding of the stakes involved [Data: Sources (3, 9, 23)]. Such considerations ensure that their preparations are not only tactical but also ethically informed, preparing them for a wide range of scenarios.\n\nOverall, the team at Dulce Base prepares for the possibility of hostile intentions through a combination of strategic caution, technological vigilance, collaborative dynamics, and philosophical reflection. This multifaceted approach equips them to handle the complexities of interstellar communication and potential threats effectively.",
+   'score': 75,
    'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10982,
-    'output_tokens': 518,
+    'prompt_tokens': 10983,
+    'output_tokens': 611,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   45   they faced. "If it's truly sentient, we're no...
-     1   31   set the tempo for an undertaking that travers...
-     2   27  , and not a small measure of trepidation. "Thi...
-     3   23  Sam Rivera, ever the source of technological a...
-     4   24  Keep the communication channels open. But let ...
-     5   26  eterred, Jordan cast a determined glance at th...
-     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     8   32   cosmos—secrets that, until now, had been lost...
-     9   14   a communal outreach beyond the stars. As dawn...
-     10  18   the universe.\n\nIn a symphony of clicks and ...
-     11  44   It's a... symphony. It's as if they're teachi...
-     12  41   conviction that knowledge was more than power...
-     13   8   I'm right, what we're looking at isn't random...
-     14  10   but felt by all. The walls didn't just whispe...
+     0   25   his fingers hovering over the command keys. W...
+     1   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     2    8   I'm right, what we're looking at isn't random...
+     3   22   his team into the core of their approach, his...
+     4    6   ordered, their voice echoing slightly before ...
+     5   38   urged, his voice bearing the gravitas of thei...
+     6   27  , and not a small measure of trepidation. "Thi...
+     7    5   very walls of the shaft—a whisper of somethin...
+     8    9   "The silence here... It's almost as if the ba...
+     9   30   emissaries to a celestial congress we're only...
+     10  46   was now actively partaking in an exchange not...
+     11  29  crum of insight and expertise, and felt the so...
+     12  45   they faced. "If it's truly sentient, we're no...
+     13  31   set the tempo for an undertaking that travers...
+     14  32   cosmos—secrets that, until now, had been lost...
      15   3  , weighing his words carefully. "Our tech is t...
-     16  21   an undercurrent of intensity carried forth in...}},
+     16  23  Sam Rivera, ever the source of technological a...}},
    'id': 64},
-  {'query': "What are the potential risks associated with Alex Mercer's mission at Dulce?",
-   'answer': "Agent Alex Mercer's mission at Dulce is fraught with numerous potential risks, both known and unknown, as the team delves into the enigmatic depths of the Dulce base. The mission involves interacting with alien technology and deciphering complex signals, which inherently carries the risk of misinterpretation or unintended consequences. The alien signals, described as structured anomalies, suggest the presence of an intelligent architect, which could imply either a peaceful or hostile intent [Data: Sources (8, 16, 33)].\n\nOne of the primary risks is the potential for the alien technology to fundamentally alter human understanding of physics, as noted by Dr. Jordan Hayes. This could lead to a paradigm shift with unpredictable outcomes, potentially elevating or condemning humanity [Data: Sources (40, 6)]. The mission also involves a delicate balance between maintaining protocol and adapting to unknown variables, as highlighted by the tension between the need for actionable intelligence and the philosophical implications of their discoveries [Data: Sources (0, 12)].\n\nFurthermore, the mission's success hinges on the team's ability to communicate effectively with an alien intelligence that is aware and possibly reactive. This interaction could either be a breakthrough in cosmic diplomacy or a disaster if mismanaged [Data: Sources (23, 45)]. The evolving nature of the alien signal, which adapts in real-time, adds another layer of complexity, requiring the team to remain vigilant and cautious [Data: Sources (24, 26)].\n\nOverall, the risks associated with Alex Mercer's mission at Dulce are significant, encompassing both the potential for groundbreaking discoveries and the threat of existential peril. The mission demands a careful navigation of these risks to ensure the safety and advancement of humanity.",
-   'score': 85,
-   'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10979,
-    'output_tokens': 458,
-    'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':     id                                               text
-     0   40   and the distant hum of machinery hinted at Du...
-     1   12   keep the team grounded. No one goes off-cours...
-     2   40   and the distant hum of machinery hinted at Du...
-     3    6   ordered, their voice echoing slightly before ...
-     4    8   I'm right, what we're looking at isn't random...
-     5    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     6   33   were locked onto the display screen, where an...
-     7   15   than the last.\n\nThen, with a sudden burst t...
-     8   45   they faced. "If it's truly sentient, we're no...
-     9   31   set the tempo for an undertaking that travers...
-     10  27  , and not a small measure of trepidation. "Thi...
-     11  23  Sam Rivera, ever the source of technological a...
-     12  24  Keep the communication channels open. But let ...
-     13  26  eterred, Jordan cast a determined glance at th...
-     14   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     15  16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     16  32   cosmos—secrets that, until now, had been lost...}},
+  {'query': 'What role does Alex Mercer play in the broader mission of the Paranormal Military Squad?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 65},
-  {'query': 'What role does Agent Alex Mercer play in the mission?',
-   'answer': "Agent Alex Mercer plays a pivotal role in the mission as a key member of the Paranormal Military Squad tasked with uncovering the mysteries of the Dulce Base. His character is portrayed as a determined and reliable leader, often acting as a bridge between the technical expertise of Dr. Jordan Hayes and the pragmatic oversight of Taylor Cruz. Mercer's role involves not only leading the team through the complexities of the mission but also maintaining a balance between caution and curiosity as they navigate the unknown [Data: Sources (40, 45, 31, 27, 23)].\n\nMercer is depicted as someone who values both protocol and intuition, understanding the importance of adhering to mission guidelines while also recognizing the need for adaptability in the face of unprecedented challenges. His interactions with other team members, such as Jordan Hayes and Sam Rivera, highlight his ability to foster collaboration and trust, essential qualities for the success of their mission [Data: Sources (0, 16, 32, 14, 18)].\n\nThroughout the mission, Mercer is shown to be a steadying presence, often providing guidance and support to his team. He is acutely aware of the historical significance of their task and the potential implications of their discoveries, which drives him to ensure that every step they take is measured and deliberate. His leadership is characterized by a blend of military discipline and a deep-seated curiosity about the cosmic unknown, making him a crucial figure in the unfolding narrative of Operation: Dulce [Data: Sources (44, 41, 8, 10, 3)].",
+  {'query': 'What specific strategies does Alex Mercer employ to maintain open communication channels?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 66},
+  {'query': "How does Dr. Jordan Hayes' expertise in decryption algorithms contribute to understanding alien signals?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 67},
+  {'query': "In what ways does Taylor Cruz's caution influence the team's approach to interstellar communication?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 68},
+  {'query': "What role does Sam Rivera's technological acumen play in adapting to the evolving nature of the signals?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 69},
+  {'query': "How does the team's collaboration reflect broader themes of cosmic diplomacy and interstellar contact?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 70},
+  {'query': 'What is the nature of the alien signal Alex Mercer is working with?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 71},
+  {'query': 'How does Alex Mercer interact with other team members at the Dulce Facility?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 72},
+  {'query': "What are the potential risks associated with Alex Mercer's tasks?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 73},
+  {'query': "How does Alex Mercer's leadership style affect the team's operations?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 74},
+  {'query': 'What are the ethical considerations Alex Mercer faces in his role?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 75},
+  {'query': 'What are the specific challenges Mercer faces in his leadership role?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 76},
+  {'query': 'How does Mercer balance military protocols with the need for scientific exploration?',
+   'answer': 'Agent Alex Mercer is depicted as a central figure in the Paranormal Military Squad, tasked with navigating the delicate balance between adhering to military protocols and pursuing scientific exploration. This dual responsibility is evident in several instances throughout the narrative.\n\nIn the context of Operation: Dulce, Mercer is portrayed as a leader who values both the structured discipline of military operations and the open-ended inquiry of scientific discovery. He is described as having a "stoic face" and a "steady voice," which suggests a calm and controlled demeanor essential for maintaining order and protocol in high-stakes situations [Data: Sources (24, 44)]. However, Mercer also demonstrates a willingness to engage with the unknown, as seen when he encourages his team to "keep the communication channels open" and to "echo its patterns, and speak its language," indicating an openness to understanding and interacting with alien intelligence [Data: Sources (45, 23)].\n\nMercer\'s approach is characterized by a blend of caution and curiosity. He acknowledges the potential risks involved in their mission, urging his team to "let no message, no pulse go unchecked," which reflects a commitment to protocol and security [Data: Sources (23, 24)]. At the same time, he recognizes the importance of scientific exploration, as he supports Dr. Jordan Hayes and the team in their efforts to decode and understand the alien signals, suggesting that "this could be our Rosetta Stone or our Tower of Babel" [Data: Sources (23, 24)].\n\nThroughout the mission, Mercer maintains a balance by fostering a collaborative environment where military discipline and scientific inquiry coexist. He respects the expertise of his team members, such as Dr. Hayes and Sam Rivera, and encourages their contributions to the mission\'s success. This is evident when he asks for status reports and insights, showing that he values their input and is willing to adapt his strategies based on their findings [Data: Sources (16, 32)].\n\nIn summary, Alex Mercer exemplifies a leader who effectively balances the demands of military protocols with the need for scientific exploration by maintaining a disciplined yet open-minded approach, fostering collaboration, and valuing the expertise of his team.',
    'score': 85,
    'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10981,
-    'output_tokens': 416,
+    'prompt_tokens': 10982,
+    'output_tokens': 540,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   40   and the distant hum of machinery hinted at Du...
-     1   45   they faced. "If it's truly sentient, we're no...
-     2   31   set the tempo for an undertaking that travers...
-     3   27  , and not a small measure of trepidation. "Thi...
-     4   23  Sam Rivera, ever the source of technological a...
-     5   24  Keep the communication channels open. But let ...
-     6   26  eterred, Jordan cast a determined glance at th...
-     7    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     8   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     9   32   cosmos—secrets that, until now, had been lost...
-     10  14   a communal outreach beyond the stars. As dawn...
-     11  18   the universe.\n\nIn a symphony of clicks and ...
-     12  44   It's a... symphony. It's as if they're teachi...
-     13  41   conviction that knowledge was more than power...
-     14   8   I'm right, what we're looking at isn't random...
-     15  10   but felt by all. The walls didn't just whispe...
-     16   3  , weighing his words carefully. "Our tech is t...}},
-   'id': 66},
-  {'query': 'How does the team plan to decode the alien signals?',
-   'answer': "The team at Dulce Base, led by Agent Alex Mercer, Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, is engaged in a complex operation to decode alien signals. Their approach is multifaceted, combining scientific analysis with strategic caution. Dr. Jordan Hayes is at the forefront of the decryption efforts, focusing on identifying patterns and anomalies within the alien data streams. They are isolating sequences that appear to have intentional structure, which could serve as a 'handshake' protocol for establishing communication [Data: Sources (20, 21, 22)].\n\nAlex Mercer provides leadership and strategic oversight, ensuring that the team remains focused on both the technical and philosophical implications of their task. He emphasizes the importance of understanding the syntax and nuances of the signals, recognizing that they are not just decoding data but translating intentions [Data: Sources (32, 31)].\n\nTaylor Cruz maintains a pragmatic stance, reminding the team of the potential risks involved and the need for caution. They stress the importance of securing knowledge for humanity while being wary of the unknown [Data: Sources (21, 31)].\n\nSam Rivera contributes with a sense of optimism, viewing the signals as a potential bridge to forming a rapport with an alien consciousness. They highlight the dynamic nature of the signals, which seem to adapt and evolve with each interaction, suggesting a form of advanced communication [Data: Sources (32, 31)].\n\nOverall, the team's plan involves a careful balance of scientific inquiry, strategic caution, and open-mindedness to the possibilities of interstellar communication. They are aware that their actions could have profound implications for humanity's understanding of the universe and its place within it.",
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 77},
+  {'query': "What is Mercer's relationship with other team members like Jordan Hayes and Taylor Cruz?",
+   'answer': "Agent Alex Mercer is depicted as a central figure within the Paranormal Military Squad, navigating complex relationships with his team members, including Dr. Jordan Hayes and Taylor Cruz. Mercer's interactions with Jordan Hayes are characterized by mutual respect and collaboration. Jordan is portrayed as a skilled and insightful member of the team, often working closely with Mercer on deciphering alien communications and understanding the implications of their mission. For instance, Mercer shows trust in Jordan's expertise by asking for status reports and valuing their input on the evolving alien signal [Data: Sources (23, 24, 44, 41)]. This relationship is built on a foundation of shared responsibility and intellectual camaraderie, as both are deeply engaged in the mission's scientific and exploratory aspects.\n\nIn contrast, Mercer's relationship with Taylor Cruz is more complex and layered with tension. Taylor is depicted as a commanding and authoritative figure, often emphasizing protocol and caution. This sometimes puts them at odds with Mercer's more inquisitive and open-minded approach. For example, Taylor's pragmatic and sometimes authoritarian demeanor is evident when they remind the team to proceed with caution and adhere to protocols, which can clash with Mercer's inclination to explore beyond the established boundaries [Data: Sources (9, 16, 18, 41)]. Despite these differences, there is a professional respect between Mercer and Taylor, as both understand the gravity of their mission and the need for a balanced approach between caution and exploration.\n\nOverall, Mercer's relationships with his team members reflect a dynamic interplay of trust, respect, and occasional tension, driven by the high-stakes nature of their mission and the diverse personalities within the team.",
    'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10981,
-    'output_tokens': 449,
+    'output_tokens': 435,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   15   than the last.\n\nThen, with a sudden burst t...
-     1   17   on the sequences that danced across the scree...
-     2   22   his team into the core of their approach, his...
-     3   40   and the distant hum of machinery hinted at Du...
-     4   25   his fingers hovering over the command keys. W...
-     5   32   cosmos—secrets that, until now, had been lost...
-     6   45   they faced. "If it's truly sentient, we're no...
-     7   27  , and not a small measure of trepidation. "Thi...
-     8   24  Keep the communication channels open. But let ...
-     9   21   an undercurrent of intensity carried forth in...
-     10  22   his team into the core of their approach, his...
-     11   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     12  16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     13  20   bridge—or the abysses into which they might u...
-     14  31   set the tempo for an undertaking that travers...
-     15  32   cosmos—secrets that, until now, had been lost...
-     16  14   a communal outreach beyond the stars. As dawn...}},
-   'id': 67},
-  {'query': 'What are the potential risks involved in establishing this Cosmic Relationship?',
+     0    9   "The silence here... It's almost as if the ba...
+     1   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     2   45   they faced. "If it's truly sentient, we're no...
+     3   31   set the tempo for an undertaking that travers...
+     4   27  , and not a small measure of trepidation. "Thi...
+     5   23  Sam Rivera, ever the source of technological a...
+     6   24  Keep the communication channels open. But let ...
+     7   26  eterred, Jordan cast a determined glance at th...
+     8    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     9   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     10  32   cosmos—secrets that, until now, had been lost...
+     11  14   a communal outreach beyond the stars. As dawn...
+     12  18   the universe.\n\nIn a symphony of clicks and ...
+     13  44   It's a... symphony. It's as if they're teachi...
+     14  41   conviction that knowledge was more than power...
+     15   8   I'm right, what we're looking at isn't random...
+     16  10   but felt by all. The walls didn't just whispe...}},
+   'id': 78},
+  {'query': 'How does Mercer handle the potential risks associated with interspecies communication?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 68},
-  {'query': 'What is the significance of the Dulce Base in this mission?',
+   'id': 79},
+  {'query': 'What strategies does Mercer employ to maintain team morale and focus during the mission?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 69},
-  {'query': 'How does the team balance caution and curiosity in their approach?',
+   'id': 80},
+  {'query': 'What specific challenges does Alex Mercer face in his leadership role at Dulce Base?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 70},
-  {'query': 'What specific role does Alex Mercer play in the signal analysis process?',
-   'answer': "Alex Mercer plays a pivotal role in the signal analysis process as a leader and strategist within the Paranormal Military Squad. His responsibilities include overseeing the team's efforts to decode and understand the alien signal, ensuring that communication channels remain open, and that no message or pulse goes unchecked [Data: Sources (45, 23, 24)]. Alex is depicted as a figure of authority and reliability, providing guidance and support to his team members, such as Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, as they navigate the complexities of the signal [Data: Sources (23, 24, 31)].\n\nAlex's approach is characterized by a balance of caution and optimism. He emphasizes the importance of maintaining open communication and adapting to the evolving nature of the signal, which is described as learning and changing in real-time [Data: Sources (23, 24)]. His leadership is marked by a commitment to understanding the signal's intent, whether it is friendly or hostile, and preparing the team for potential first contact with an extraterrestrial intelligence [Data: Sources (16, 18, 44)].\n\nThroughout the process, Alex demonstrates a deep understanding of the historical significance of their work, recognizing the potential for the signal to either bridge or divide humanity's relationship with the cosmos. He encourages his team to proceed with cautious optimism, acknowledging the delicate nature of their task and the profound implications of their findings [Data: Sources (45, 31, 44)].",
+   'id': 81},
+  {'query': "How does Alex Mercer's leadership style evolve throughout the mission?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 82},
+  {'query': 'What are the key differences in how Alex Mercer interacts with each team member?',
+   'answer': "Alex Mercer, a central figure in the Paranormal Military Squad, exhibits distinct interaction styles with each team member, reflecting his leadership qualities and adaptability to different personalities and situations.\n\n### Interaction with Dr. Jordan Hayes\nAlex's interactions with Dr. Jordan Hayes are marked by mutual respect and trust. He often seeks Jordan's expertise in decryption and analysis, acknowledging their critical role in the mission. For instance, Alex leans on Jordan's technical acumen, as seen when he rests a hand on Jordan's shoulder, signaling companionship and trust [Data: Sources (23, 24)]. This relationship is characterized by a shared understanding of the mission's gravity and a collaborative approach to problem-solving.\n\n### Interaction with Taylor Cruz\nWith Taylor Cruz, Alex maintains a more formal and cautious dynamic. Taylor often brings a pragmatic and sometimes skeptical perspective to the team, urging caution and adherence to protocol. Alex respects Taylor's authority and experience, often acknowledging their concerns about the potential risks involved in their mission [Data: Sources (16, 18)]. This interaction is more about balancing caution with the need for progress, reflecting a professional respect for Taylor's strategic insights.\n\n### Interaction with Sam Rivera\nAlex's interaction with Sam Rivera is infused with encouragement and recognition of Sam's technological skills. He appreciates Sam's enthusiasm and innovative thinking, often engaging with them in discussions about the evolving nature of the alien signal [Data: Sources (23, 44)]. Alex's approach to Sam is supportive, fostering an environment where Sam's youthful energy and ideas are valued and integrated into the team's strategy.\n\n### Overall Leadership Style\nOverall, Alex Mercer's leadership style is adaptive and inclusive. He balances the need for caution with the drive for discovery, ensuring that each team member's strengths are utilized effectively. His ability to navigate the complex dynamics of his team while maintaining focus on their mission objectives highlights his role as a unifying force within the Paranormal Military Squad.",
    'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 415,
+    'output_tokens': 493,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
@@ -3945,56 +3995,61 @@ <h1>DRIFT Search</h1>
      14  10   but felt by all. The walls didn't just whispe...
      15   3  , weighing his words carefully. "Our tech is t...
      16  21   an undercurrent of intensity carried forth in...}},
-   'id': 71},
-  {'query': 'How does the team ensure the security of their communications with the alien signal?',
+   'id': 83},
+  {'query': "How do Alex Mercer's interactions with his team influence the mission's outcome?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 72},
-  {'query': 'What are the potential risks associated with the technologies used at Dulce?',
+   'id': 84},
+  {'query': "What role does trust play in Alex Mercer's relationships with his team members?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 73},
-  {'query': 'How does the team adapt their technology to the evolving nature of the alien signal?',
+   'id': 85},
+  {'query': 'What specific roles do each of these key personnel play in the mission?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 74},
-  {'query': "What is the significance of the signal's ability to adapt and learn in real-time?",
-   'answer': "The signal's ability to adapt and learn in real-time is a profound development in the narrative of interstellar communication. This capability suggests that the signal is not merely a static transmission but an active, intelligent entity capable of engaging in a dynamic exchange with the team at Dulce Base. Such adaptability indicates a level of sentience or advanced artificial intelligence, which transforms the nature of the interaction from a simple decoding task to a complex dialogue between two intelligent parties [Data: Sources (15, 16, 25, 41, 44)].\n\nThis real-time adaptability implies that the signal is capable of understanding and responding to the team's actions, which elevates the stakes of the encounter. It requires the team to approach the situation with caution and strategic thinking, as their responses could influence the signal's behavior and intentions. The potential for the signal to learn and evolve suggests that it could be testing the team's comprehension and readiness for a deeper level of communication, possibly paving the way for a significant breakthrough in understanding extraterrestrial intelligence [Data: Sources (14, 17, 18, 27, 31)].\n\nMoreover, the signal's learning ability could mean that it is attempting to establish a common language or protocol for communication, which would be a monumental step in bridging the gap between human and alien cognition. This aspect of the signal's behavior underscores the importance of the team's role as mediators and interpreters in this unprecedented exchange, highlighting the potential for both great discovery and significant risk [Data: Sources (14, 16, 18, 45)].",
+   'id': 86},
+  {'query': 'How do the personalities of these team members influence their approach to the mission?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 87},
+  {'query': 'What challenges do the team face in their interactions with the alien intelligence?',
+   'answer': 'The team, led by Dr. Jordan Hayes and Agent Alex Mercer, faces numerous challenges in their interactions with the alien intelligence. One of the primary challenges is the complexity and unfamiliarity of the alien signals they are attempting to decode. The signals are described as having a structured, intentional pattern, akin to a song or a symphony, which requires the team to navigate beyond their previous understanding of communication [Data: Sources (25, 32, 17)]. This complexity is compounded by the need to interpret the alien syntax and intentions accurately, as any misinterpretation could lead to catastrophic consequences [Data: Sources (32, 17, 19)].\n\nAnother significant challenge is the psychological and philosophical implications of their mission. The team is acutely aware that they are not just decoding signals but potentially engaging in a dialogue that could redefine human existence. This realization brings with it a heavy burden of responsibility and the need for careful, strategic communication [Data: Sources (32, 19, 20)]. The team must balance their scientific curiosity with diplomatic caution, as they are unsure whether the alien intelligence is friend or foe [Data: Sources (17, 19, 20)].\n\nAdditionally, the team faces internal challenges, such as maintaining cohesion and trust amidst the high-stakes environment. There are moments of tension and differing perspectives among team members, particularly between the authoritative Taylor Cruz and the more analytical Jordan Hayes. These dynamics require the team to navigate interpersonal relationships while remaining focused on their mission [Data: Sources (19, 20, 7)].\n\nOverall, the challenges faced by the team are multifaceted, involving technical, philosophical, and interpersonal elements as they attempt to bridge the gap between human and alien understanding.',
    'score': 85,
    'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10983,
-    'output_tokens': 437,
+    'prompt_tokens': 10981,
+    'output_tokens': 448,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
      0   25   his fingers hovering over the command keys. W...
-     1   15   than the last.\n\nThen, with a sudden burst t...
-     2   41   conviction that knowledge was more than power...
-     3   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     4   34  Our responses so far have echoed their complex...
-     5   17   on the sequences that danced across the scree...
-     6   44   It's a... symphony. It's as if they're teachi...
-     7   25   his fingers hovering over the command keys. W...
-     8   32   cosmos—secrets that, until now, had been lost...
-     9   17   on the sequences that danced across the scree...
-     10  14   a communal outreach beyond the stars. As dawn...
-     11  45   they faced. "If it's truly sentient, we're no...
-     12  27  , and not a small measure of trepidation. "Thi...
-     13  16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     14  31   set the tempo for an undertaking that travers...
-     15  14   a communal outreach beyond the stars. As dawn...
-     16  18   the universe.\n\nIn a symphony of clicks and ...}},
-   'id': 75},
-  {'query': 'What specific role does Alex Mercer play in the operations at Dulce base?',
-   'answer': "Alex Mercer plays a pivotal role in the operations at Dulce Base, primarily as a leader and strategist within the Paranormal Military Squad. His responsibilities include overseeing the team's efforts to decode and understand alien signals, which are believed to be a form of communication from an extraterrestrial intelligence. Mercer is depicted as a figure of authority and reliability, often providing guidance and making critical decisions that could impact the outcome of their mission [Data: Sources (45, 31, 27, 23, 24)].\n\nIn the context of the operations, Mercer is seen as a steadying presence, balancing the need for caution with the drive for discovery. He is involved in discussions about the potential implications of the signals they are receiving, emphasizing the importance of maintaining open communication channels while ensuring that no message goes unchecked. This highlights his role in managing the delicate balance between exploration and security [Data: Sources (45, 23, 24)].\n\nMercer's interactions with his team members, such as Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, further illustrate his leadership qualities. He is portrayed as someone who values the expertise of his colleagues, often seeking their input and fostering a collaborative environment. This approach is crucial in navigating the complexities of their mission, as they attempt to engage with an unknown intelligence that could redefine humanity's understanding of the cosmos [Data: Sources (45, 31, 27, 23, 24)].",
+     1   32   cosmos—secrets that, until now, had been lost...
+     2   17   on the sequences that danced across the scree...
+     3   40   and the distant hum of machinery hinted at Du...
+     4   19   extraterrestrial sentience that had outreache...
+     5   22   his team into the core of their approach, his...
+     6    9   "The silence here... It's almost as if the ba...
+     7   20   bridge—or the abysses into which they might u...
+     8   33   were locked onto the display screen, where an...
+     9   13   primacy within.\n\n"The closer we get to unlo...
+     10   4   stepping into their exchange. The authority i...
+     11   1  's authoritarian performance. _Protocols_, Jor...
+     12   7  , while Alex clenched his jaw, the buzz of fru...
+     13  47   revealing a tinge of skepticism at Taylor Cru...
+     14  42   the dark heart of Dulce's secrets. \n\nAnd th...
+     15   6   ordered, their voice echoing slightly before ...
+     16  11  , whose steady presence and ready tech affirme...}},
+   'id': 88},
+  {'query': 'How does Alex Mercer coordinate with these team members to achieve their objectives?',
+   'answer': "Alex Mercer plays a pivotal role in coordinating his team members to achieve their objectives, particularly in the context of their mission at Dulce Base. His leadership style is characterized by a blend of strategic foresight, collaborative engagement, and a deep respect for the expertise of his team members.\n\n### Leadership and Strategy\n\nAlex Mercer demonstrates a strategic approach to leadership, often balancing caution with curiosity. He is aware of the gravity of their mission and the potential implications of their actions. For instance, he emphasizes the importance of keeping communication channels open while ensuring that no message or pulse goes unchecked, highlighting the delicate nature of their work [Data: Sources (23, 24, 45)]. This approach reflects his understanding of the mission's complexity and the need for a balanced strategy.\n\n### Collaboration and Trust\n\nMercer fosters a collaborative environment where each team member's expertise is valued. He often engages in dialogues that bridge the gap between command and collaboration, as seen in his interactions with Dr. Jordan Hayes. He respects Jordan's expertise in decryption algorithms and supports their efforts by providing companionship and trust [Data: Sources (23, 24, 45)]. This trust is crucial as they navigate the unknown, with Mercer acknowledging the shared responsibility of their mission.\n\n### Communication and Adaptability\n\nEffective communication is a cornerstone of Mercer's coordination efforts. He ensures that the team remains focused on their objectives while adapting to new information. For example, when the team encounters evolving alien signals, Mercer encourages them to keep the communication channels open and to adapt their strategies as needed [Data: Sources (23, 24, 45)]. His ability to adapt and guide the team through uncharted territories is a testament to his leadership skills.\n\n### Balancing Caution and Optimism\n\nMercer also balances caution with optimism, understanding the potential risks and rewards of their mission. He acknowledges the need for a measured response to new discoveries, urging the team to assess the risks while remaining open to the possibilities of forming a connection with an alien intelligence [Data: Sources (23, 24, 45)]. This balance is crucial in maintaining the team's focus and morale as they face unprecedented challenges.\n\nIn summary, Alex Mercer's coordination with his team is marked by strategic leadership, collaborative engagement, effective communication, and a balance of caution and optimism. These elements are essential in navigating the complexities of their mission and achieving their objectives.",
    'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 407,
+    'output_tokens': 603,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
@@ -4016,499 +4071,482 @@ <h1>DRIFT Search</h1>
      14  10   but felt by all. The walls didn't just whispe...
      15   3  , weighing his words carefully. "Our tech is t...
      16  21   an undercurrent of intensity carried forth in...}},
-   'id': 76},
-  {'query': 'How does the team at Dulce base ensure the security of their communications with extraterrestrial entities?',
-   'answer': "The team at Dulce Base employs a multifaceted approach to ensure the security of their communications with extraterrestrial entities. This involves a combination of technological vigilance, strategic protocols, and adaptive strategies to manage the unknown variables inherent in such unprecedented interactions.\n\n### Technological Vigilance\n\nThe team, led by figures such as Alex Mercer and Dr. Jordan Hayes, utilizes advanced decryption algorithms and cosmic translators to interpret and respond to alien signals. The command center is equipped with high-tech machinery that allows them to monitor and control the flow of information meticulously. Jordan Hayes, for instance, is noted for their focus on the syntax and nuances of the alien signals, ensuring that the team is not just decoding messages but also translating intentions [Data: Sources (32, 46)].\n\n### Strategic Protocols\n\nTaylor Cruz, a key member of the team, emphasizes the importance of maintaining secure communication streams. They remind the team to keep the communication channels open but to ensure that no message or pulse goes unchecked, highlighting the need for caution in every interaction [Data: Sources (23, 45)]. This approach is crucial in managing the delicate balance between breakthrough and disaster, as the team navigates the line between understanding and potential threats.\n\n### Adaptive Strategies\n\nThe team acknowledges the unpredictable nature of their mission, with members like Sam Rivera advocating for adaptability in interpreting signal distortions and system malfunctions. This adaptability is seen as key to understanding the erratic nature of the signals and ensuring that the team can respond effectively to any changes in the communication patterns [Data: Sources (47, 3)].\n\n### Conclusion\n\nOverall, the security of communications at Dulce Base is maintained through a combination of cutting-edge technology, strict adherence to protocols, and a flexible approach to the unknown. This comprehensive strategy allows the team to engage with extraterrestrial entities while safeguarding against potential risks, ensuring that their role as humanity's emissaries is conducted with the utmost care and precision.",
-   'score': 75,
+   'id': 89},
+  {'query': 'What is the significance of the Dulce Facility in the context of their mission?',
+   'answer': "The Dulce Facility plays a pivotal role in the mission as it serves as the central hub for the Paranormal Military Squad's operations. It is depicted as a highly secretive and technologically advanced underground base, where the team is tasked with deciphering mysterious extraterrestrial signals. The facility is described as a place of frenetic energy and anticipation, where the team, led by Dr. Jordan Hayes and Agent Alex Mercer, works tirelessly to understand and communicate with an alien intelligence [Data: Sources (26, 42, 41)].\n\nThe facility's significance is further highlighted by its role as a conduit for potential first contact with extraterrestrial life. The team is aware that their actions within Dulce could lead to an epochal shift for civilization, as they attempt to decrypt and respond to alien communications that could either bind worlds together or spell devastation [Data: Sources (26, 42)]. The Dulce Facility is not just a physical location but a symbol of the unknown, where the team must navigate the complexities of alien communication and the potential implications for humanity [Data: Sources (26, 42, 41)].\n\nMoreover, the facility is depicted as a place of both opportunity and danger. It is a setting where the team must balance their scientific curiosity with the need for caution, as they are aware that the alien intelligence they are dealing with could pose a significant threat if not properly understood and managed [Data: Sources (26, 42, 41)]. The Dulce Facility, therefore, represents the frontier of human exploration and the challenges that come with it, as the team stands on the brink of a new era of existence [Data: Sources (26, 42, 41)].",
+   'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 513,
+    'output_tokens': 461,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   22   his team into the core of their approach, his...
-     1   26  eterred, Jordan cast a determined glance at th...
-     2   36  's luminescence. "Remember, while we seek comm...
-     3    6   ordered, their voice echoing slightly before ...
-     4   38   urged, his voice bearing the gravitas of thei...
-     5   27  , and not a small measure of trepidation. "Thi...
-     6    5   very walls of the shaft—a whisper of somethin...
-     7    9   "The silence here... It's almost as if the ba...
-     8   30   emissaries to a celestial congress we're only...
-     9   46   was now actively partaking in an exchange not...
-     10  29  crum of insight and expertise, and felt the so...
-     11  45   they faced. "If it's truly sentient, we're no...
-     12  31   set the tempo for an undertaking that travers...
-     13  32   cosmos—secrets that, until now, had been lost...
-     14   3  , weighing his words carefully. "Our tech is t...
-     15  23  Sam Rivera, ever the source of technological a...
-     16  47   revealing a tinge of skepticism at Taylor Cru...}},
-   'id': 77},
-  {'query': 'What are the potential risks associated with the interstellar dialogue conducted at Dulce base?',
-   'answer': "The interstellar dialogue conducted at Dulce base presents several potential risks, as highlighted by the various interactions and observations of the team involved in Operation: Dulce. One of the primary concerns is the unpredictability of the alien intelligence they are communicating with. The signals received are not just random noise but structured anomalies that suggest a complex and possibly sentient origin [Data: Sources (8, 33, 38)]. This raises the risk of misinterpretation or misunderstanding, which could lead to unintended consequences.\n\nAnother significant risk is the potential for the alien intelligence to be hostile or to have motives that are not aligned with human interests. Taylor Cruz, one of the team members, emphasizes the need for caution, suggesting that the intelligence they are dealing with could pose a threat if not properly understood and managed [Data: Sources (38, 45)]. The dialogue is not just about exchanging information but involves understanding the intentions behind the communication, which is fraught with uncertainty.\n\nFurthermore, the technological and psychological readiness of the team is a concern. The team is aware that they are stepping into uncharted territory, where the usual protocols may not apply, and adaptability is crucial [Data: Sources (0, 12, 30)]. The pressure of being humanity's first line of contact with an extraterrestrial intelligence adds a layer of stress that could impact decision-making and operational effectiveness.\n\nLastly, there is the risk of technological failure or interference. The team relies heavily on advanced technology to decode and respond to the signals, and any malfunction or miscalculation could jeopardize the entire operation [Data: Sources (6, 15, 27)]. The presence of drones and other surveillance equipment within the base also suggests a need for heightened security and vigilance against potential breaches or espionage [Data: Sources (6, 5)].\n\nIn summary, the interstellar dialogue at Dulce base is fraught with risks related to miscommunication, potential hostility, operational readiness, and technological reliability. These factors underscore the need for careful management and strategic planning as the team navigates this unprecedented venture.",
+     0   26  eterred, Jordan cast a determined glance at th...
+     1   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     2    1  's authoritarian performance. _Protocols_, Jor...
+     3   41   conviction that knowledge was more than power...
+     4   10   but felt by all. The walls didn't just whispe...
+     5   34  Our responses so far have echoed their complex...
+     6   38   urged, his voice bearing the gravitas of thei...
+     7    7  , while Alex clenched his jaw, the buzz of fru...
+     8    2  , rehearsing the speech for their subordinates...
+     9   17   on the sequences that danced across the scree...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  22   his team into the core of their approach, his...
+     13  12   keep the team grounded. No one goes off-cours...
+     14  40   and the distant hum of machinery hinted at Du...
+     15   6   ordered, their voice echoing slightly before ...
+     16   8   I'm right, what we're looking at isn't random...}},
+   'id': 90},
+  {'query': 'What specific roles do each of these key figures play in the mission at Dulce Base?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 91},
+  {'query': 'How do the personalities and approaches of these team members complement or conflict with each other?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 92},
+  {'query': 'What are the main challenges faced by the team at Dulce Base?',
+   'answer': "The team at Dulce Base faces a multitude of challenges, both external and internal, as they navigate the complexities of their mission. One of the primary challenges is the enigmatic nature of the signals they are attempting to decode. These signals, which appear to be of alien origin, present a structured anomaly that requires careful analysis and interpretation. The team must decipher these signals to understand whether they represent a threat or an opportunity for humanity [Data: Sources (8, 16, 33, 38, 46)].\n\nAnother significant challenge is the psychological and emotional strain of the mission. The team members, including Alex Mercer, Jordan Hayes, Taylor Cruz, and Sam Rivera, are acutely aware of the potential implications of their work. They grapple with the duality of their roles as both protectors of earthly secrets and potential heralds of groundbreaking revelations. This tension is compounded by the need to balance adherence to protocol with the necessity of adaptability in the face of unknown variables [Data: Sources (0, 6, 12, 30, 40)].\n\nThe team also faces interpersonal dynamics and leadership challenges. Taylor Cruz, for instance, embodies a strict adherence to protocol, which sometimes clashes with the more exploratory instincts of other team members like Alex Mercer and Jordan Hayes. This dynamic creates an undercurrent of tension as the team navigates the unknown, requiring them to find a balance between command and collaboration [Data: Sources (5, 9, 27, 38, 46)].\n\nFinally, the physical environment of Dulce Base itself poses challenges. The base is described as a labyrinthine and ominous setting, with its silence and isolation amplifying the team's sense of unease. The oppressive atmosphere and the potential for hidden threats within the base add another layer of complexity to their mission, demanding constant vigilance and readiness for unexpected developments [Data: Sources (6, 9, 25, 30, 46)].",
    'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10981,
-    'output_tokens': 545,
-    'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':     id                                               text
-     0   26  eterred, Jordan cast a determined glance at th...
-     1   12   keep the team grounded. No one goes off-cours...
-     2   40   and the distant hum of machinery hinted at Du...
-     3    6   ordered, their voice echoing slightly before ...
-     4    8   I'm right, what we're looking at isn't random...
-     5    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     6   33   were locked onto the display screen, where an...
-     7   15   than the last.\n\nThen, with a sudden burst t...
-     8    6   ordered, their voice echoing slightly before ...
-     9   38   urged, his voice bearing the gravitas of thei...
-     10  27  , and not a small measure of trepidation. "Thi...
-     11   5   very walls of the shaft—a whisper of somethin...
-     12   9   "The silence here... It's almost as if the ba...
-     13  30   emissaries to a celestial congress we're only...
-     14  46   was now actively partaking in an exchange not...
-     15  29  crum of insight and expertise, and felt the so...
-     16  45   they faced. "If it's truly sentient, we're no...}},
-   'id': 78},
-  {'query': 'How does the technology at Dulce base facilitate communication with alien intelligences?',
-   'answer': "The technology at Dulce Base plays a crucial role in facilitating communication with alien intelligences, as depicted in the various scenarios involving the Paranormal Military Squad. The base is equipped with advanced consoles and mainframes that allow the team to interact with and decode complex alien signals. These signals are described as evolving and adapting, suggesting a form of sentience or intelligence that the team must carefully interpret and respond to [Data: Sources (26, 22, 38, 27, 5)].\n\nDr. Jordan Hayes and their team utilize sophisticated decryption algorithms to unravel the alien code, which is not just a sequence of bits but a potential dialogue with extraterrestrial entities. The technology enables the team to detect patterns and modulations in the signals, which are described as a symphony or a new form of language that transcends traditional communication methods [Data: Sources (22, 38, 30, 46)].\n\nThe command center at Dulce Base is described as a hub of frenetic energy, with monitors casting an otherworldly glow as they display alien characters. This environment supports the team's efforts to maintain a secure and monitored communication stream, ensuring that they can engage in what might be humanity's first interspecies communication bridge [Data: Sources (26, 22, 38, 27, 5)].\n\nOverall, the technology at Dulce Base is portrayed as both a tool and a conduit for interstellar diplomacy, allowing the team to navigate the unknown and potentially rewrite human history through their interactions with alien intelligences [Data: Sources (26, 22, 38, 27, 5)].",
-   'score': 0,
-   'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10982,
-    'output_tokens': 449,
+    'output_tokens': 499,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   26  eterred, Jordan cast a determined glance at th...
-     1   22   his team into the core of their approach, his...
+     0   12   keep the team grounded. No one goes off-cours...
+     1   40   and the distant hum of machinery hinted at Du...
      2    6   ordered, their voice echoing slightly before ...
-     3   38   urged, his voice bearing the gravitas of thei...
-     4   27  , and not a small measure of trepidation. "Thi...
-     5    5   very walls of the shaft—a whisper of somethin...
-     6    9   "The silence here... It's almost as if the ba...
-     7   30   emissaries to a celestial congress we're only...
-     8   46   was now actively partaking in an exchange not...
-     9   29  crum of insight and expertise, and felt the so...
-     10  45   they faced. "If it's truly sentient, we're no...
-     11  31   set the tempo for an undertaking that travers...
-     12  32   cosmos—secrets that, until now, had been lost...
-     13   3  , weighing his words carefully. "Our tech is t...
-     14  23  Sam Rivera, ever the source of technological a...
-     15  47   revealing a tinge of skepticism at Taylor Cru...
-     16  15   than the last.\n\nThen, with a sudden burst t...}},
-   'id': 79},
-  {'query': "What are the implications of the interstellar dialogue for humanity's understanding of the universe?",
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 80},
-  {'query': "What is Agent Mercer's role in the Paranormal Military Squad?",
-   'answer': "Agent Alex Mercer plays a pivotal role in the Paranormal Military Squad, a team tasked with navigating the complexities of Operation: Dulce. His character is portrayed as a determined and reliable figure, often acting as a bridge between the technical and strategic aspects of the mission. Mercer's role involves not only leading the team through the enigmatic challenges posed by the Dulce Base but also ensuring that the mission's objectives are met with precision and caution.\n\nThroughout the operation, Mercer is depicted as a figure of authority and trust, often providing guidance and support to his colleagues, such as Dr. Jordan Hayes and Sam Rivera. His interactions with the team highlight his ability to balance military discipline with the need for scientific inquiry and exploration. For instance, Mercer is seen encouraging open communication and collaboration among team members, fostering an environment where both intuition and protocol are valued [Data: Sources (0, 3, 8, 10, 16)].\n\nMercer's leadership is further emphasized by his strategic mindset, as he navigates the unknown variables of the mission. He is portrayed as someone who understands the gravity of their task, often contemplating the broader implications of their discoveries. This is evident in his discussions with team members about the potential impact of their findings on humanity and the importance of maintaining open communication channels with the unknown entities they encounter [Data: Sources (23, 24, 31, 32, 44)].\n\nOverall, Agent Mercer is a central figure in the Paranormal Military Squad, embodying the qualities of a leader who is both cautious and forward-thinking, guiding his team through the uncertainties of their mission with a focus on both immediate objectives and long-term consequences.",
+     3    8   I'm right, what we're looking at isn't random...
+     4    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     5   33   were locked onto the display screen, where an...
+     6   15   than the last.\n\nThen, with a sudden burst t...
+     7   25   his fingers hovering over the command keys. W...
+     8   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     9    8   I'm right, what we're looking at isn't random...
+     10   6   ordered, their voice echoing slightly before ...
+     11  38   urged, his voice bearing the gravitas of thei...
+     12  27  , and not a small measure of trepidation. "Thi...
+     13   5   very walls of the shaft—a whisper of somethin...
+     14   9   "The silence here... It's almost as if the ba...
+     15  30   emissaries to a celestial congress we're only...
+     16  46   was now actively partaking in an exchange not...}},
+   'id': 93},
+  {'query': "How does Alex Mercer's leadership style influence the team's dynamics?",
+   'answer': "Alex Mercer's leadership style is characterized by a blend of cautious optimism, strategic foresight, and a deep respect for his team's expertise. His approach significantly influences the dynamics of the Paranormal Military Squad, fostering an environment where collaboration and adaptability are paramount.\n\nMercer demonstrates a balanced strategy for contact, emphasizing the importance of keeping communication channels open while ensuring that no message or pulse goes unchecked [Data: Sources (45, 23, 24)]. This approach reflects his understanding of the delicate nature of their mission and his commitment to navigating the unknown with both caution and curiosity. By doing so, he instills a sense of responsibility and vigilance in his team, encouraging them to remain alert and proactive in their interactions with the alien signal.\n\nHis leadership is also marked by a willingness to engage with his team as equals, valuing their input and expertise. For instance, he acknowledges Dr. Jordan Hayes's analytical skills and trusts their judgment in deciphering the alien code [Data: Sources (16, 32)]. This respect for his team's capabilities fosters a collaborative atmosphere, where each member feels empowered to contribute their insights and ideas.\n\nMoreover, Mercer's ability to balance military discipline with diplomatic strategy is evident in his interactions with Taylor Cruz and Sam Rivera. He recognizes the need for a measured response to the potential risks posed by the alien signal, while also encouraging a sense of wonder and exploration [Data: Sources (14, 18, 21)]. This dual focus helps maintain a dynamic where the team is both grounded in protocol and open to the possibilities of interstellar communication.\n\nOverall, Alex Mercer's leadership style creates a cohesive and resilient team dynamic, where members are united by a shared purpose and equipped to navigate the complexities of their mission. His emphasis on strategic communication, respect for expertise, and balance between caution and curiosity ensures that the team remains focused and adaptable in the face of unprecedented challenges.",
    'score': 85,
    'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10981,
-    'output_tokens': 441,
+    'prompt_tokens': 10982,
+    'output_tokens': 489,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   40   and the distant hum of machinery hinted at Du...
-     1   45   they faced. "If it's truly sentient, we're no...
-     2   31   set the tempo for an undertaking that travers...
-     3   27  , and not a small measure of trepidation. "Thi...
-     4   23  Sam Rivera, ever the source of technological a...
-     5   24  Keep the communication channels open. But let ...
-     6   26  eterred, Jordan cast a determined glance at th...
-     7    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     8   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     9   32   cosmos—secrets that, until now, had been lost...
-     10  14   a communal outreach beyond the stars. As dawn...
-     11  18   the universe.\n\nIn a symphony of clicks and ...
-     12  44   It's a... symphony. It's as if they're teachi...
-     13  41   conviction that knowledge was more than power...
-     14   8   I'm right, what we're looking at isn't random...
-     15  10   but felt by all. The walls didn't just whispe...
-     16   3  , weighing his words carefully. "Our tech is t...}},
-   'id': 81},
-  {'query': 'How does Agent Mercer approach the ethical challenges of extraterrestrial communication?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 82},
-  {'query': "What are the potential risks associated with Agent Mercer's decisions in the squad?",
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 94},
+  {'query': 'What is the significance of the alien signal they are trying to decode?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 83},
-  {'query': 'How does the team ensure ethical standards are maintained during their operations?',
+   'id': 95},
+  {'query': 'What specific skills does Mercer bring to the task of interpreting the alien script?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 84},
-  {'query': 'What protocols are in place to address ethical dilemmas in extraterrestrial communications?',
-   'answer': "The data provided does not explicitly outline specific protocols for addressing ethical dilemmas in extraterrestrial communications. However, the narrative surrounding the Paranormal Military Squad's mission at Dulce Base suggests a framework of cautious and strategic engagement with extraterrestrial intelligence. \n\n### Ethical Considerations in Extraterrestrial Communication\n\nThe team, led by figures such as Alex Mercer, Taylor Cruz, and Dr. Jordan Hayes, operates under a blend of scientific inquiry and military precision. This dual approach implies a protocol that balances the pursuit of knowledge with the need for security and caution. For instance, Taylor Cruz emphasizes the importance of maintaining control and being wary of potential threats, suggesting a protocol that prioritizes safety and strategic caution [Data: Sources (17, 19, 22, 26, 32)].\n\nMoreover, the team's discussions often reflect a philosophical and ethical awareness of their actions. Alex Mercer, for example, is portrayed as someone who understands the gravity of their mission, recognizing the potential for both profound discovery and existential risk [Data: Sources (19, 22, 32)]. This indicates an underlying protocol that considers the broader implications of their interactions with extraterrestrial intelligence.\n\n### General Protocols in Extraterrestrial Communication\n\nIn general, protocols for addressing ethical dilemmas in extraterrestrial communications would likely involve international cooperation and adherence to established scientific and ethical guidelines. These might include ensuring transparency, prioritizing peaceful intentions, and considering the potential impact on both human and extraterrestrial societies. Such protocols would be designed to prevent misunderstandings and conflicts, while fostering mutual understanding and respect.\n\n### Conclusion\n\nWhile the specific protocols in place at Dulce Base are not detailed in the data, the narrative suggests a careful and considered approach to extraterrestrial communication, balancing scientific curiosity with ethical responsibility and security concerns.",
-   'score': 60,
+   'id': 96},
+  {'query': "How does Mercer's leadership style influence the team's approach to the alien script?",
+   'answer': "Agent Alex Mercer plays a pivotal role in guiding his team through the complexities of deciphering the alien script, and his leadership style significantly influences their approach. Mercer's leadership is characterized by a blend of cautious optimism and strategic foresight, which helps maintain a balance between curiosity and prudence in the team's efforts.\n\nMercer demonstrates a deep respect for his team's expertise, particularly in his interactions with Dr. Jordan Hayes, who is responsible for working on the decryption algorithms. He encourages open communication and collaboration, as seen when he asks for status updates and insights from his team members, fostering an environment where each member feels valued and integral to the mission [Data: Sources (45, 31, 23, 24, 44)]. This approach not only boosts morale but also ensures that the team remains focused and aligned in their objectives.\n\nMoreover, Mercer's ability to adapt his leadership style to the evolving situation is evident in his interactions with Taylor Cruz and Sam Rivera. He acknowledges the need for caution, as emphasized by Taylor, while also supporting Sam's enthusiasm and technological acumen. This adaptability allows the team to navigate the uncertainties of the alien communication with a balanced perspective, ensuring that they remain vigilant yet open to the possibilities of forming a connection with an extraterrestrial intelligence [Data: Sources (45, 31, 23, 24, 44)].\n\nOverall, Mercer's leadership style, marked by a combination of strategic insight, respect for expertise, and adaptability, plays a crucial role in shaping the team's approach to the alien script. It enables them to engage with the unknown in a manner that is both methodical and innovative, positioning them as effective ambassadors in this unprecedented interstellar dialogue.",
+   'score': 85,
    'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10981,
-    'output_tokens': 480,
+    'prompt_tokens': 10982,
+    'output_tokens': 457,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   17   on the sequences that danced across the scree...
-     1   19   extraterrestrial sentience that had outreache...
-     2   26  eterred, Jordan cast a determined glance at th...
-     3   17   on the sequences that danced across the scree...
-     4   22   his team into the core of their approach, his...
-     5   11  , whose steady presence and ready tech affirme...
-     6   25   his fingers hovering over the command keys. W...
-     7   32   cosmos—secrets that, until now, had been lost...
-     8   40   and the distant hum of machinery hinted at Du...
-     9   45   they faced. "If it's truly sentient, we're no...
-     10  27  , and not a small measure of trepidation. "Thi...
-     11  24  Keep the communication channels open. But let ...
-     12  21   an undercurrent of intensity carried forth in...
-     13  22   his team into the core of their approach, his...
-     14   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     15  16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     16  20   bridge—or the abysses into which they might u...}},
-   'id': 85},
-  {'query': 'What specific role does Agent Alex Mercer play in the interactions with Cosmic Vocalization?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 86},
-  {'query': 'How does the Paranormal Military Squad interpret the intentions behind the Cosmic Vocalization?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 87},
-  {'query': 'What are the potential risks identified by the Paranormal Military Squad in interacting with Cosmic Vocalization?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 88},
-  {'query': 'How does the team plan to respond to the Cosmic Vocalization?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 89},
-  {'query': 'What technological methods are being used to decode the Cosmic Vocalization?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 90},
-  {'query': 'What specific protocols does Taylor Cruz emphasize in response to the Cosmic Vocalization?',
-   'answer': "### Protocols Emphasized by Taylor Cruz\n\nIn response to the Cosmic Vocalization, Taylor Cruz emphasizes the importance of adhering to established protocols and maintaining a cautious approach. Taylor's focus is on ensuring that the team remains disciplined and vigilant in their interactions with the unknown signal. This is evident in several instances where Taylor insists on the importance of protocol and caution:\n\n1. **Adherence to Protocols:** Taylor Cruz is portrayed as a figure who values structure and discipline, often reminding the team of the importance of following established procedures. For example, Taylor stresses that speculation is counter-productive and that the team should focus on the protocols in place [Data: Sources (0, 9)].\n\n2. **Cautious Engagement:** Taylor advises the team to keep the communication stream secured and monitored, highlighting the need for caution in their interactions with the alien signal. This reflects a pragmatic approach to the potential risks involved in engaging with an unknown intelligence [Data: Sources (16, 27)].\n\n3. **Risk Assessment:** Taylor is also concerned with assessing the potential risks to humanity, emphasizing that every new discovery warrants a measured response. This underscores the importance of evaluating the implications of their actions carefully [Data: Sources (12, 14)].\n\n4. **Command and Control:** Throughout the narrative, Taylor maintains a commanding presence, often taking charge of the situation and ensuring that the team remains focused on their objectives. This includes directing the team to prepare for recording and analyzing the alien signal, ensuring that they are ready to respond appropriately [Data: Sources (5, 9)].\n\nOverall, Taylor Cruz's emphasis on protocols reflects a commitment to maintaining control and ensuring the safety of the team and humanity as they navigate the complexities of the Cosmic Vocalization.",
-   'score': 85,
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 97},
+  {'query': 'What are the potential risks and rewards associated with deciphering the alien script?',
+   'answer': "The process of deciphering the alien script presents both significant risks and potential rewards, as highlighted by the experiences of the Paranormal Military Squad team at Dulce Base.\n\n### Potential Risks\n\n1. **Misinterpretation and Miscommunication**: One of the primary risks is the possibility of misinterpreting the alien script, which could lead to unintended consequences. As the team works to decode the messages, there is a concern that any misunderstanding could provoke a hostile response or lead to diplomatic failures [Data: Sources (11, 15, 19)].\n\n2. **Technological Vulnerability**: Engaging with an advanced alien script could expose vulnerabilities in human technology. The script's ability to adapt and respond in real-time suggests a level of sophistication that could potentially exploit weaknesses in human systems [Data: Sources (23, 24, 27)].\n\n3. **Existential Threats**: The unknown nature of the alien intelligence poses existential risks. The team is aware that the script could be a warning or a threat, and deciphering it might inadvertently trigger a negative outcome [Data: Sources (11, 16, 19)].\n\n### Potential Rewards\n\n1. **Technological Advancements**: Successfully deciphering the alien script could lead to significant technological breakthroughs. The script's complexity and structure might reveal new scientific principles or technologies that could advance human capabilities [Data: Sources (14, 16, 31)].\n\n2. **Cultural and Philosophical Insights**: Understanding the alien script could provide profound insights into extraterrestrial cultures and philosophies, potentially reshaping human understanding of life and consciousness in the universe [Data: Sources (14, 18, 27)].\n\n3. **Interstellar Diplomacy**: Establishing a successful dialogue with the alien intelligence could open the door to interstellar diplomacy, fostering peaceful relations and collaboration across the cosmos [Data: Sources (14, 18, 31)].\n\nIn summary, while the endeavor to decipher the alien script is fraught with risks, the potential rewards could be transformative, offering new knowledge and opportunities for humanity.",
+   'score': 75,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 458,
+    'output_tokens': 540,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   37   from across the console, their eyes not leavi...
-     1   45   they faced. "If it's truly sentient, we're no...
-     2   27  , and not a small measure of trepidation. "Thi...
-     3   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     4   31   set the tempo for an undertaking that travers...
-     5   14   a communal outreach beyond the stars. As dawn...
-     6    5   very walls of the shaft—a whisper of somethin...
-     7   18   the universe.\n\nIn a symphony of clicks and ...
-     8    9   "The silence here... It's almost as if the ba...
-     9   41   conviction that knowledge was more than power...
-     10   3  , weighing his words carefully. "Our tech is t...
-     11  21   an undercurrent of intensity carried forth in...
-     12  43   of a cosmic message that could redefine their...
-     13   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     14  20   bridge—or the abysses into which they might u...
-     15  32   cosmos—secrets that, until now, had been lost...
-     16  28   "and in every word we script, in every respon...}},
-   'id': 91},
-  {'query': "How does Taylor Cruz's leadership style affect the dynamics within the Paranormal Military Squad?",
-   'answer': "Taylor Cruz's leadership style significantly impacts the dynamics within the Paranormal Military Squad, as evidenced by the interactions and responses of the team members. Taylor is portrayed as a pragmatic and authoritative figure, often emphasizing the importance of protocol and discipline. This approach is evident in their interactions with other team members, where they frequently remind them to focus on the task at hand and adhere to established procedures [Data: Sources (0, 3, 5, 9, 14)].\n\nTaylor's leadership style can create tension within the team, particularly with members like Alex Mercer and Jordan Hayes, who occasionally express a desire to explore beyond the strict confines of protocol. For instance, Alex's internal conflict between compliance and his natural inclination to question and explore is highlighted in his interactions with Taylor, suggesting that Taylor's authoritative approach may sometimes stifle creativity and open dialogue [Data: Sources (0, 3, 9)].\n\nDespite this, Taylor's leadership also provides a sense of structure and order, which is crucial in high-stakes situations involving potential extraterrestrial contact. Their insistence on maintaining focus and discipline ensures that the team remains grounded and prepared for any eventuality, which is vital given the unpredictable nature of their mission [Data: Sources (5, 9, 14)].\n\nOverall, Taylor Cruz's leadership style is a double-edged sword; it offers the necessary discipline and focus required for the squad's operations but can also lead to friction and a lack of flexibility among team members who may feel constrained by the rigid adherence to protocol.",
+     0   28   "and in every word we script, in every respon...
+     1   11  , whose steady presence and ready tech affirme...
+     2   25   his fingers hovering over the command keys. W...
+     3   32   cosmos—secrets that, until now, had been lost...
+     4   17   on the sequences that danced across the scree...
+     5   15   than the last.\n\nThen, with a sudden burst t...
+     6   40   and the distant hum of machinery hinted at Du...
+     7   17   on the sequences that danced across the scree...
+     8   19   extraterrestrial sentience that had outreache...
+     9   18   the universe.\n\nIn a symphony of clicks and ...
+     10  24  Keep the communication channels open. But let ...
+     11  23  Sam Rivera, ever the source of technological a...
+     12  45   they faced. "If it's truly sentient, we're no...
+     13  27  , and not a small measure of trepidation. "Thi...
+     14  16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     15  31   set the tempo for an undertaking that travers...
+     16  14   a communal outreach beyond the stars. As dawn...}},
+   'id': 98},
+  {'query': 'How does the alien script challenge traditional military protocols?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 99},
+  {'query': "What role do Mercer's team members play in the interpretation of the alien script?",
+   'answer': "In the narrative surrounding the interpretation of the alien script, each member of Alex Mercer's team plays a crucial role, contributing their unique skills and perspectives to the collective effort.\n\n**Dr. Jordan Hayes** is a key figure in the decryption and analysis of the alien signals. Their expertise in decryption algorithms is highlighted as they work steadfastly to break through layers of encryption, revealing that the signal is not only communicating but is also aware [Data: Sources (45, 23, 24)]. Jordan's role is pivotal in identifying the complexity of the signal's architecture, which resembles aspects of human cognition, such as recognition and learning, and even suggests empathy [Data: Sources (31, 32)]. This insight is crucial in shaping the team's approach to the alien communication.\n\n**Taylor Cruz** provides a pragmatic and cautious perspective, often urging the team to consider the potential risks associated with the alien signal. Taylor's role is to ensure that the team remains vigilant and adheres to protocols, emphasizing the importance of assessing the risk to humanity with each new discovery [Data: Sources (31, 24, 44)]. Their skepticism and insistence on caution serve as a counterbalance to the more optimistic views within the team.\n\n**Sam Rivera** brings technological acumen and enthusiasm to the team, contributing to the understanding of the signal's adaptive nature. Sam describes the interaction with the signal as a real-time conversation where both parties are learning each other's language, highlighting the dynamic and evolving nature of the communication [Data: Sources (23, 44)]. Sam's youthful energy and optimism are evident as they express excitement about the possibility of forming a connection with an alien consciousness.\n\nTogether, these team members, under Alex Mercer's leadership, navigate the complexities of the alien script, each bringing their strengths to bear on the task at hand. Their combined efforts reflect a balance of caution, optimism, and technical expertise, which is essential in interpreting the alien communication and determining its implications for humanity.",
    'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 425,
+    'output_tokens': 500,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
      0   45   they faced. "If it's truly sentient, we're no...
-     1   27  , and not a small measure of trepidation. "Thi...
-     2   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     3   31   set the tempo for an undertaking that travers...
-     4   14   a communal outreach beyond the stars. As dawn...
-     5    5   very walls of the shaft—a whisper of somethin...
-     6   18   the universe.\n\nIn a symphony of clicks and ...
-     7    9   "The silence here... It's almost as if the ba...
-     8   41   conviction that knowledge was more than power...
-     9    3  , weighing his words carefully. "Our tech is t...
-     10  21   an undercurrent of intensity carried forth in...
-     11  43   of a cosmic message that could redefine their...
-     12   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     13  20   bridge—or the abysses into which they might u...
-     14  32   cosmos—secrets that, until now, had been lost...
-     15  28   "and in every word we script, in every respon...
-     16  40   and the distant hum of machinery hinted at Du...}},
-   'id': 92},
-  {'query': 'What are the potential risks that Taylor Cruz is concerned about regarding the Cosmic Vocalization?',
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 100},
+  {'query': 'What specific skills does Alex Mercer bring to the Paranormal Military Squad?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 93},
-  {'query': "How do other members of the Paranormal Military Squad perceive Taylor Cruz's cautious approach?",
-   'answer': "Taylor Cruz is perceived by other members of the Paranormal Military Squad as a figure of authority and caution, often emphasizing the importance of protocol and measured responses in the face of unknown threats. This cautious approach is evident in several interactions with the team.\n\nFor instance, Taylor is described as maintaining an appearance of ironclad composure amidst uncertainty, reminding the team to keep communication streams secured and monitored due to the unknown nature of the alien signal they are dealing with [Data: Sources (27, 16, 31)]. This reflects a pragmatic standpoint, as Taylor is aware of the potential risks involved in their mission and insists on a disciplined approach.\n\nTaylor's cautious nature sometimes clashes with the more exploratory or philosophical inclinations of other team members. For example, when Alex Mercer and Jordan Hayes engage in a discussion about the broader implications of their mission, Taylor interjects sharply, emphasizing the need for focus and actionable intelligence rather than philosophical musings [Data: Sources (0, 3, 5)]. This indicates that while Taylor values the team's expertise, they prioritize the mission's immediate objectives and the safety protocols over speculative discussions.\n\nDespite this, there are moments when Taylor's demeanor softens, revealing a deeper understanding of the mission's significance. In one instance, Taylor acknowledges the potential of alien technology with a quieter tone, suggesting a recognition of the mission's broader implications beyond immediate tactical concerns [Data: Sources (40, 41)]. This duality in Taylor's character—balancing caution with an underlying respect for the unknown—shapes how they are perceived by their peers, as both a steadfast leader and a cautious guardian of the team's safety.",
+   'id': 101},
+  {'query': "How does Alex Mercer's leadership style influence team dynamics?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 102},
+  {'query': 'What are the key challenges faced by the Paranormal Military Squad during their missions?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 103},
+  {'query': "How do other team members perceive Alex Mercer's role in the squad?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 104},
+  {'query': "What are the long-term impacts of Alex Mercer's decisions on the squad's missions?",
+   'answer': "Alex Mercer's decisions have a profound impact on the squad's missions, particularly in the context of their interactions with extraterrestrial intelligence. As the leader of the Paranormal Military Squad, Mercer is depicted as a figure of reliability and strategic foresight, often balancing caution with curiosity in the face of unknown cosmic entities. His approach to maintaining open communication channels while ensuring that no message goes unchecked reflects a commitment to both exploration and safety [Data: Sources (45, 23, 24)].\n\nMercer's leadership style is characterized by a blend of diplomacy and military discipline, which is crucial in navigating the delicate balance between potential discovery and disaster. His decisions to keep communication channels open and to proceed with cautious optimism suggest a long-term impact of fostering a culture of adaptability and resilience within the squad. This approach not only prepares the team for immediate challenges but also equips them with the mindset necessary for future encounters with unknown intelligences [Data: Sources (31, 27, 44)].\n\nFurthermore, Mercer's emphasis on understanding and translating the intentions behind alien signals indicates a strategic shift towards viewing these missions as opportunities for interstellar diplomacy rather than mere reconnaissance or defense. This perspective could lead to a broader, more inclusive approach to extraterrestrial engagement, potentially paving the way for peaceful coexistence and collaboration with otherworldly entities [Data: Sources (32, 41, 18)].\n\nOverall, Mercer's decisions are likely to have lasting effects on the squad's operational philosophy, encouraging a balance of scientific inquiry and strategic caution that could redefine humanity's role in the cosmic community.",
    'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 452,
+    'output_tokens': 439,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
      0   45   they faced. "If it's truly sentient, we're no...
-     1   27  , and not a small measure of trepidation. "Thi...
-     2   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     3   31   set the tempo for an undertaking that travers...
-     4   14   a communal outreach beyond the stars. As dawn...
-     5    5   very walls of the shaft—a whisper of somethin...
-     6   18   the universe.\n\nIn a symphony of clicks and ...
-     7    9   "The silence here... It's almost as if the ba...
-     8   41   conviction that knowledge was more than power...
-     9    3  , weighing his words carefully. "Our tech is t...
-     10  21   an undercurrent of intensity carried forth in...
-     11  43   of a cosmic message that could redefine their...
-     12   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     13  20   bridge—or the abysses into which they might u...
-     14  32   cosmos—secrets that, until now, had been lost...
-     15  28   "and in every word we script, in every respon...
-     16  40   and the distant hum of machinery hinted at Du...}},
-   'id': 94},
-  {'query': "In what ways does Taylor Cruz's perception of the Cosmic Vocalization differ from other team members?",
-   'answer': "Taylor Cruz's perception of the Cosmic Vocalization is marked by a pragmatic and cautious approach, contrasting with the more optimistic and exploratory attitudes of other team members. Taylor consistently emphasizes the need for caution and adherence to protocol, reflecting a concern for potential risks associated with the unknown nature of the signal. For instance, Taylor questions the potential aggressiveness of alien intent and urges the team to maintain a secure and monitored communication stream, highlighting a focus on security and risk management [Data: Sources (45, 27, 16)].\n\nIn contrast, other team members, such as Sam Rivera and Jordan Hayes, exhibit a more optimistic and curious stance. Sam expresses enthusiasm about forming a connection and views the evolving signal as an opportunity to witness the birth of a new form of dialogue that spans galaxies [Data: Sources (45, 27)]. Jordan Hayes, while acknowledging the unknown variables, is focused on the potential for understanding and interpreting the signal's intentions, suggesting a more open-minded approach to the possibilities of cosmic diplomacy [Data: Sources (45, 31)].\n\nAlex Mercer, the team leader, adopts a balanced strategy, recognizing the importance of both caution and exploration. He encourages keeping communication channels open while ensuring that no message goes unchecked, reflecting a nuanced understanding of the situation that incorporates both Taylor's caution and the optimism of other team members [Data: Sources (45, 16)].\n\nOverall, Taylor Cruz's perspective is characterized by a focus on security and risk assessment, which stands in contrast to the more exploratory and optimistic views of other team members who are eager to engage with the signal and uncover its potential meanings.",
-   'score': 85,
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 105},
+  {'query': "What specific technologies are integrated into the Dulce Facility's mainframe?",
+   'answer': "I'm sorry, but the data provided does not contain specific information about the technologies integrated into the Dulce Facility's mainframe. The sources primarily focus on the interactions and experiences of the Paranormal Military Squad team as they engage with alien signals and attempt to establish communication. If you have more specific data or context, I might be able to help further.",
+   'score': 0,
    'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10982,
-    'output_tokens': 460,
+    'prompt_tokens': 10983,
+    'output_tokens': 157,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   45   they faced. "If it's truly sentient, we're no...
-     1   27  , and not a small measure of trepidation. "Thi...
-     2   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     3   31   set the tempo for an undertaking that travers...
-     4   14   a communal outreach beyond the stars. As dawn...
-     5    5   very walls of the shaft—a whisper of somethin...
-     6   18   the universe.\n\nIn a symphony of clicks and ...
-     7    9   "The silence here... It's almost as if the ba...
-     8   41   conviction that knowledge was more than power...
-     9    3  , weighing his words carefully. "Our tech is t...
-     10  21   an undercurrent of intensity carried forth in...
-     11  43   of a cosmic message that could redefine their...
-     12   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     13  20   bridge—or the abysses into which they might u...
-     14  32   cosmos—secrets that, until now, had been lost...
-     15  28   "and in every word we script, in every respon...
-     16  40   and the distant hum of machinery hinted at Du...}},
-   'id': 95},
-  {'query': 'What specific roles do each of these key members play in the mission?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 96},
-  {'query': 'How do the dynamics between these team members influence their mission outcomes?',
-   'answer': "The dynamics between the team members significantly influence their mission outcomes, as evidenced by their interactions and the evolving relationships among them. The team is composed of individuals with distinct roles and personalities, each contributing to the mission in unique ways.\n\n**Leadership and Authority**\n\nTaylor Cruz, as a leader, exerts a strong authoritative presence, often pulling the team back to focus on the mission's immediate needs. Their leadership style is characterized by a strict adherence to protocols and a desire for control, which sometimes clashes with the more exploratory and intuitive approaches of other team members like Alex Mercer and Jordan Hayes [Data: Sources (4, 6, 7)]. This tension between control and exploration creates a dynamic where the team must balance following orders with adapting to unforeseen challenges.\n\n**Trust and Collaboration**\n\nTrust is a recurring theme in the team's interactions. Jordan Hayes emphasizes the importance of trust over strict command, suggesting that survival in the depths of their mission relies more on mutual empowerment than on hierarchy [Data: Sources (2, 6)]. This perspective is echoed by Alex Mercer, who values the analytical and intuitive insights of his colleagues, particularly Sam Rivera, whose technical expertise and intuition are crucial in navigating the mission's complexities [Data: Sources (3, 7)].\n\n**Adaptability and Innovation**\n\nThe team's ability to adapt and innovate is highlighted by their response to unexpected challenges, such as the encounter with a drone. Sam Rivera's quick thinking and technical skills allow the team to neutralize potential threats, demonstrating the importance of adaptability and the integration of diverse skills in achieving mission success [Data: Sources (6, 12)].\n\n**Shared Purpose and Transformation**\n\nAs the mission progresses, the team members undergo a transformation, moving from individual roles to a cohesive unit with a shared purpose. This evolution is marked by moments of mutual respect and understanding, such as the exchange between Taylor and Jordan, where a mutual acknowledgment of the mission's gravity leads to a softening of previously rigid stances [Data: Sources (7, 42)]. This shared purpose ultimately strengthens their resolve and enhances their ability to face the unknown together.\n\nIn summary, the dynamics between the team members—characterized by leadership, trust, adaptability, and a shared sense of purpose—play a crucial role in shaping the outcomes of their mission. These interactions not only influence their immediate actions but also contribute to their overall success in navigating the complexities of their mission.",
-   'score': 85,
+     0   20   bridge—or the abysses into which they might u...
+     1   26  eterred, Jordan cast a determined glance at th...
+     2   22   his team into the core of their approach, his...
+     3   19   extraterrestrial sentience that had outreache...
+     4   36  's luminescence. "Remember, while we seek comm...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6   49   on. In his eyes flashed the foreboding excite...
+     7   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     8    1  's authoritarian performance. _Protocols_, Jor...
+     9   41   conviction that knowledge was more than power...
+     10  10   but felt by all. The walls didn't just whispe...
+     11  34  Our responses so far have echoed their complex...
+     12  38   urged, his voice bearing the gravitas of thei...
+     13   7  , while Alex clenched his jaw, the buzz of fru...
+     14   2  , rehearsing the speech for their subordinates...
+     15  17   on the sequences that danced across the scree...
+     16  18   the universe.\n\nIn a symphony of clicks and ...}},
+   'id': 106},
+  {'query': 'How does the mainframe handle security and data protection?',
+   'answer': "The mainframe at the Dulce facility is depicted as a highly secure and technologically advanced environment, designed to handle sensitive and potentially world-altering data. The security measures in place are both physical and digital, ensuring that the data remains protected from unauthorized access and potential threats.\n\n**Physical Security:** The facility itself is underground, which provides a natural layer of security against external threats. The corridors and rooms are described as being part of a labyrinthine structure, suggesting a complex layout that would be difficult for intruders to navigate without prior knowledge [Data: Sources (6, 9, 10)]. Additionally, the presence of secured doorways and panels indicates that access to certain areas is restricted and likely requires authorization [Data: Sources (6, 9)].\n\n**Digital Security:** The mainframe is equipped with advanced computational systems capable of handling cryptic transmissions and alien data. The team, including Dr. Jordan Hayes and Alex Mercer, is actively engaged in decrypting and analyzing these signals, which implies that the mainframe has robust capabilities for data processing and protection against cyber threats [Data: Sources (26, 20, 31)]. The mention of encrypted radio transmitters and the need for protocols further suggests that communication and data exchange are tightly controlled to prevent leaks or breaches [Data: Sources (1, 31)].\n\n**Operational Protocols:** The team operates under strict protocols, with a focus on maintaining control over the data and ensuring that any interaction with the alien signals is conducted safely. This includes regular systems checks and the use of specialized equipment to detect anomalies, indicating a proactive approach to security and data integrity [Data: Sources (5, 6, 12)].\n\nOverall, the mainframe's security and data protection measures are comprehensive, combining physical barriers, advanced technology, and strict operational protocols to safeguard the sensitive information it handles.",
+   'score': 0,
    'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10984,
-    'output_tokens': 606,
+    'prompt_tokens': 10983,
+    'output_tokens': 480,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0    4   stepping into their exchange. The authority i...
-     1   12   keep the team grounded. No one goes off-cours...
-     2    2  , rehearsing the speech for their subordinates...
-     3    6   ordered, their voice echoing slightly before ...
+     0   26  eterred, Jordan cast a determined glance at th...
+     1    6   ordered, their voice echoing slightly before ...
+     2   20   bridge—or the abysses into which they might u...
+     3    9   "The silence here... It's almost as if the ba...
      4    1  's authoritarian performance. _Protocols_, Jor...
-     5    7  , while Alex clenched his jaw, the buzz of fru...
-     6    2  , rehearsing the speech for their subordinates...
-     7    3  , weighing his words carefully. "Our tech is t...
-     8    6   ordered, their voice echoing slightly before ...
-     9    1  's authoritarian performance. _Protocols_, Jor...
-     10   2  , rehearsing the speech for their subordinates...
-     11  10   but felt by all. The walls didn't just whispe...
-     12  42   the dark heart of Dulce's secrets. \n\nAnd th...
-     13  15   than the last.\n\nThen, with a sudden burst t...
+     5   31   set the tempo for an undertaking that travers...
+     6   10   but felt by all. The walls didn't just whispe...
+     7   31   set the tempo for an undertaking that travers...
+     8   40   and the distant hum of machinery hinted at Du...
+     9   25   his fingers hovering over the command keys. W...
+     10  32   cosmos—secrets that, until now, had been lost...
+     11  22   his team into the core of their approach, his...
+     12  12   keep the team grounded. No one goes off-cours...
+     13  13   primacy within.\n\n"The closer we get to unlo...
      14   4   stepping into their exchange. The authority i...
-     15   7  , while Alex clenched his jaw, the buzz of fru...
-     16   6   ordered, their voice echoing slightly before ...}},
-   'id': 97},
-  {'query': 'What are the backgrounds and expertise of Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera?',
+     15   5   very walls of the shaft—a whisper of somethin...
+     16  17   on the sequences that danced across the scree...}},
+   'id': 107},
+  {'query': 'What role does Alex Mercer play in the operations involving the mainframe?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 98},
-  {'query': 'How does the leadership style of Alex Mercer compare to that of Taylor Cruz?',
+   'id': 108},
+  {'query': "How does the mainframe's functionality compare to other similar facilities?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 99},
-  {'query': 'What challenges do the team members face in understanding and interacting with the alien signals?',
-   'answer': "The team members of the Paranormal Military Squad face several challenges in understanding and interacting with the alien signals. One of the primary challenges is the complexity and intelligence behind the signals, which are described as having a thought process alien to human understanding [Data: Sources (17, 25)]. The signals are not just random static but are patterns that require careful analysis to unravel their origin and intent [Data: Sources (17, 25)].\n\nAnother significant challenge is the need to determine whether the signals represent a friend or foe. This uncertainty adds a layer of existential risk, as the team's lives may depend on the answers they provide [Data: Sources (17, 25)]. The signals are described as a linguistic lock, a test of comprehension that the team must solve to establish dialogue [Data: Sources (17, 25)].\n\nThe team also faces the challenge of adapting to the signals' dynamic nature. The signals are described as adapting every time the team interacts with them, suggesting a real-time learning process akin to a conversation where both parties are learning each other's language [Data: Sources (23, 24)]. This requires the team to remain vigilant and adaptable, as the signals could represent either a Rosetta Stone or a Tower of Babel, with the potential to either unlock new understanding or lead to miscommunication [Data: Sources (23, 24)].\n\nFurthermore, the team must navigate the balance between scientific inquiry and military protocol. There is a tension between the need for scientific exploration and the military's demand for actionable intelligence, which can sometimes conflict with the open-ended nature of scientific discovery [Data: Sources (1, 7, 47)]. This tension is evident in the interactions between team members, such as the cautious approach advocated by Dr. Jordan Hayes and the more authoritative stance of Taylor Cruz [Data: Sources (1, 7, 47)].\n\nOverall, the challenges faced by the team are multifaceted, involving technical, existential, and interpersonal dimensions as they attempt to bridge the gap between human and alien understanding.",
-   'score': 85,
+   'id': 109},
+  {'query': "What are the potential risks associated with the mainframe's operations?",
+   'answer': "The operations of the mainframe at the Dulce facility are fraught with several potential risks, primarily due to the nature of the signals and the intelligence they are dealing with. The mainframe is engaged in decrypting and interacting with complex alien signals, which have shown the ability to adapt and evolve in response to human attempts at decryption [Data: Sources (26, 20, 31)]. This suggests a risk of losing control over the interaction, as the alien intelligence could potentially outpace human understanding and manipulation, leading to unforeseen consequences.\n\nAnother significant risk is the potential for the signals to be more than just communication attempts. They could represent a form of consciousness or intelligence that might have intentions beyond mere contact, possibly posing a threat if not properly understood and managed [Data: Sources (18, 31, 25)]. The team acknowledges the possibility that these signals could be a form of interstellar diplomacy or a coded threat, requiring careful handling to avoid catastrophic outcomes [Data: Sources (22, 25)].\n\nFurthermore, the mainframe's operations are conducted in an environment of high secrecy and pressure, which can lead to human errors or misinterpretations of the data. The team is aware of the need to balance their scientific curiosity with the prudence required to address the unknown, as any misstep could have dire implications for humanity [Data: Sources (32, 5)]. The overarching risk is that the mainframe's operations could inadvertently trigger a response from the alien intelligence that humanity is not prepared to handle, emphasizing the need for cautious and well-considered actions.",
+   'score': 80,
    'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10982,
-    'output_tokens': 530,
+    'prompt_tokens': 10983,
+    'output_tokens': 433,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   15   than the last.\n\nThen, with a sudden burst t...
-     1   17   on the sequences that danced across the scree...
-     2   17   on the sequences that danced across the scree...
-     3   25   his fingers hovering over the command keys. W...
-     4   32   cosmos—secrets that, until now, had been lost...
-     5   22   his team into the core of their approach, his...
-     6   24  Keep the communication channels open. But let ...
-     7   23  Sam Rivera, ever the source of technological a...
-     8   40   and the distant hum of machinery hinted at Du...
-     9    9   "The silence here... It's almost as if the ba...
-     10  20   bridge—or the abysses into which they might u...
-     11  33   were locked onto the display screen, where an...
-     12  13   primacy within.\n\n"The closer we get to unlo...
-     13   4   stepping into their exchange. The authority i...
-     14   1  's authoritarian performance. _Protocols_, Jor...
-     15   7  , while Alex clenched his jaw, the buzz of fru...
-     16  47   revealing a tinge of skepticism at Taylor Cru...}},
-   'id': 100},
-  {'query': "What role did Dr. Jordan Hayes play in shaping Alex Mercer's perspective on the signal?",
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 101},
-  {'query': "How did the team's dynamics influence Alex Mercer's approach to the Cosmic Vocalization?",
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 102},
-  {'query': 'What specific challenges did Alex Mercer face during the decryption process?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 103},
-  {'query': "How did Taylor Cruz's cautionary stance impact the team's strategy?",
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 104},
-  {'query': 'What technological advancements were utilized by Sam Rivera to facilitate communication with the signal?',
+     0   26  eterred, Jordan cast a determined glance at th...
+     1    6   ordered, their voice echoing slightly before ...
+     2   20   bridge—or the abysses into which they might u...
+     3   31   set the tempo for an undertaking that travers...
+     4   18   the universe.\n\nIn a symphony of clicks and ...
+     5    1  's authoritarian performance. _Protocols_, Jor...
+     6   31   set the tempo for an undertaking that travers...
+     7    2  , rehearsing the speech for their subordinates...
+     8    3  , weighing his words carefully. "Our tech is t...
+     9   22   his team into the core of their approach, his...
+     10   9   "The silence here... It's almost as if the ba...
+     11  40   and the distant hum of machinery hinted at Du...
+     12  43   of a cosmic message that could redefine their...
+     13  25   his fingers hovering over the command keys. W...
+     14  32   cosmos—secrets that, until now, had been lost...
+     15   5   very walls of the shaft—a whisper of somethin...
+     16  10   but felt by all. The walls didn't just whispe...}},
+   'id': 110},
+  {'query': 'What are the specific challenges Alex Mercer faces in his role?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 105},
-  {'query': 'What specific technologies are being used at the Dulce Facility to decode the alien signal?',
-   'answer': "The Dulce Facility employs a range of advanced technologies to decode the alien signal, as described in the sources. The command center is equipped with high-tech equipment that includes sophisticated consoles and mainframes, which are used to align frequencies and set the signal in motion [Data: Sources (26)]. The facility's underground command center is described as being filled with banks of electronic machinery and monitors that display alien characters, indicating the use of advanced computing systems to translate and interpret the signals [Data: Sources (22, 36)].\n\nThe team at Dulce, including Dr. Jordan Hayes and Sam Rivera, utilizes decryption algorithms to unravel the alien code, suggesting the use of complex software designed for cryptographic analysis [Data: Sources (38, 45)]. Additionally, the presence of cosmic translators and a communications relay system indicates the use of specialized hardware to facilitate the translation of extraterrestrial patterns into comprehensible data [Data: Sources (29, 31)].\n\nOverall, the technologies at Dulce are a combination of cutting-edge computing systems, decryption software, and communication hardware, all working in concert to engage with and interpret the alien signals. These technologies are crucial for the team to maintain control over the evolving patterns and ensure that the communication remains within their grasp [Data: Sources (22, 36, 38)].",
-   'score': 0,
+   'id': 111},
+  {'query': "How does Alex Mercer's leadership style impact the team's dynamics?",
+   'answer': "Alex Mercer's leadership style significantly impacts the dynamics of the Paranormal Military Squad team, fostering a balance between authority and collaboration. His approach is characterized by a blend of strategic foresight and empathetic engagement, which helps in navigating the complex and often unpredictable challenges the team faces.\n\nMercer demonstrates a strong sense of responsibility and strategic thinking, often guiding the team through high-stakes situations with a calm and composed demeanor. For instance, he emphasizes the importance of keeping communication channels open and ensuring that no message or pulse goes unchecked, highlighting his awareness of the delicate nature of their mission [Data: Sources (45, 23, 24)]. This strategic mindset helps the team maintain focus and direction, even when faced with the unknown.\n\nMoreover, Mercer's leadership is marked by a deep respect for his team members' expertise and insights. He often seeks input from his colleagues, such as Dr. Jordan Hayes and Sam Rivera, acknowledging their contributions and fostering a collaborative environment. This is evident when he encourages Jordan to keep the communication channels open and when he acknowledges Sam's technological acumen [Data: Sources (23, 24, 44)]. By valuing each member's input, Mercer cultivates a sense of shared purpose and mutual respect, which strengthens the team's cohesion and effectiveness.\n\nHowever, Mercer's leadership is not without its challenges. The high-pressure environment and the gravity of their mission require him to balance caution with curiosity, as seen when he advises the team to approach their task with both prudence and a desire to understand the unknown [Data: Sources (21, 44)]. This dual focus can create tension, as team members like Taylor Cruz often remind the group of the potential risks involved, urging them to remain vigilant and prepared for any eventuality [Data: Sources (44, 41)].\n\nOverall, Alex Mercer's leadership style plays a crucial role in shaping the team's dynamics, promoting a culture of collaboration and strategic thinking while navigating the complexities of their mission.",
+   'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 381,
+    'output_tokens': 514,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0   26  eterred, Jordan cast a determined glance at th...
-     1   22   his team into the core of their approach, his...
-     2   36  's luminescence. "Remember, while we seek comm...
-     3    6   ordered, their voice echoing slightly before ...
-     4   38   urged, his voice bearing the gravitas of thei...
-     5   27  , and not a small measure of trepidation. "Thi...
-     6    5   very walls of the shaft—a whisper of somethin...
-     7    9   "The silence here... It's almost as if the ba...
-     8   30   emissaries to a celestial congress we're only...
-     9   46   was now actively partaking in an exchange not...
-     10  29  crum of insight and expertise, and felt the so...
-     11  45   they faced. "If it's truly sentient, we're no...
-     12  31   set the tempo for an undertaking that travers...
-     13  32   cosmos—secrets that, until now, had been lost...
-     14   3  , weighing his words carefully. "Our tech is t...
-     15  23  Sam Rivera, ever the source of technological a...
-     16  47   revealing a tinge of skepticism at Taylor Cru...}},
-   'id': 106},
-  {'query': "How does Alex Mercer's leadership style influence the technological advancements at the Dulce Facility?",
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 107},
-  {'query': 'What are the potential risks and rewards associated with the technological efforts at the Dulce Facility?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 108},
-  {'query': 'Who are the other key figures working alongside Alex Mercer at the Dulce Facility?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 109},
-  {'query': 'What is the significance of the alien signal being decoded at the Dulce Facility?',
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 112},
+  {'query': 'What is the nature of the signals Alex Mercer and his team are working to decode?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 110},
-  {'query': 'What specific challenges does Agent Mercer face in his role at Dulce?',
+   'id': 113},
+  {'query': 'How does Alex Mercer interact with other key figures at Dulce Base?',
+   'answer': "Alex Mercer, a central figure at Dulce Base, interacts with his team members with a blend of leadership, camaraderie, and strategic foresight. His interactions are marked by a balance of authority and collaboration, reflecting his role as a leader who values the input and expertise of his colleagues.\n\n**Interactions with Dr. Jordan Hayes:**\n\nAlex Mercer shares a strong professional rapport with Dr. Jordan Hayes, who is deeply involved in the decryption and analysis of alien signals. Their interactions are characterized by mutual respect and trust. For instance, Alex often relies on Jordan's expertise in handling complex alien codes and values their insights into the evolving nature of the signals they are deciphering [Data: Sources (45, 31, 23, 24, 44)]. Alex's leadership style is evident when he encourages Jordan to keep communication channels open and to proceed with cautious optimism, highlighting his trust in Jordan's capabilities and judgment [Data: Sources (45, 23, 24)].\n\n**Interactions with Taylor Cruz:**\n\nTaylor Cruz, known for their pragmatic and cautious approach, often provides a counterbalance to Alex's strategies. Their interactions are marked by a shared understanding of the risks involved in their mission. Taylor's emphasis on protocol and caution is acknowledged by Alex, who understands the importance of maintaining a grounded approach amidst the excitement of potential first contact with an alien intelligence [Data: Sources (31, 23, 24, 44)]. Alex respects Taylor's vigilance and incorporates their cautious perspective into the team's overall strategy, ensuring that their mission remains focused and secure [Data: Sources (31, 24, 44)].\n\n**Interactions with Sam Rivera:**\n\nSam Rivera, the team's technological expert, brings a sense of enthusiasm and innovation to the group. Alex's interactions with Sam are supportive and encouraging, recognizing Sam's technological acumen and youthful energy. He values Sam's contributions, especially in understanding the adaptive nature of the alien signals, and encourages them to continue exploring the technological aspects of their mission [Data: Sources (23, 44, 41)]. Alex's leadership is evident in how he fosters an environment where Sam's ideas and insights are welcomed and integrated into the team's efforts [Data: Sources (23, 44)].\n\nOverall, Alex Mercer's interactions with his team at Dulce Base are characterized by a leadership style that is both authoritative and inclusive. He effectively balances the diverse perspectives and expertise of his team members, fostering a collaborative environment that is crucial for navigating the complexities of their mission.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 627,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 114},
+  {'query': "What are the potential risks associated with Alex Mercer's mission at Dulce Base?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 111},
-  {'query': "How does Agent Mercer's leadership style influence the team's dynamics?",
+   'id': 115},
+  {'query': 'What specific skills does Alex Mercer bring to Operation Dulce?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 112},
-  {'query': "What are the key differences in Mercer's interactions with Hayes and Cruz?",
+   'id': 116},
+  {'query': "How does Mercer's leadership style affect the team's dynamics?",
+   'answer': "Agent Alex Mercer's leadership style significantly influences the dynamics of the Paranormal Military Squad team, as depicted in the provided sources. Mercer is portrayed as a leader who balances authority with empathy, fostering a collaborative environment where team members feel valued and motivated to contribute their expertise.\n\nMercer demonstrates a keen ability to recognize and harness the strengths of his team members. For instance, he acknowledges Dr. Jordan Hayes's expertise in decryption algorithms and encourages them to explore the alien code, showing trust in their capabilities [Data: Sources (23, 24, 31)]. This approach not only empowers Jordan but also instills a sense of shared responsibility among the team, enhancing their collective problem-solving capacity.\n\nMoreover, Mercer's leadership is characterized by a strategic blend of caution and curiosity. He urges the team to keep communication channels open while ensuring that no message goes unchecked, highlighting his awareness of the potential risks and rewards of their mission [Data: Sources (23, 24)]. This balanced approach helps maintain focus and discipline within the team, even as they navigate the uncertainties of their task.\n\nMercer's ability to foster a sense of camaraderie and mutual respect is evident in his interactions with team members like Sam Rivera. By valuing Rivera's technological acumen and encouraging their input, Mercer creates an inclusive atmosphere where diverse perspectives are welcomed and integrated into the team's strategy [Data: Sources (23, 24, 31)].\n\nOverall, Mercer's leadership style, marked by trust, strategic foresight, and inclusivity, plays a crucial role in shaping the team's dynamics, enabling them to function effectively in the face of complex challenges.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10981,
+    'output_tokens': 432,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0    9   "The silence here... It's almost as if the ba...
+     1   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     2   45   they faced. "If it's truly sentient, we're no...
+     3   31   set the tempo for an undertaking that travers...
+     4   27  , and not a small measure of trepidation. "Thi...
+     5   23  Sam Rivera, ever the source of technological a...
+     6   24  Keep the communication channels open. But let ...
+     7   26  eterred, Jordan cast a determined glance at th...
+     8    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     9   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     10  32   cosmos—secrets that, until now, had been lost...
+     11  14   a communal outreach beyond the stars. As dawn...
+     12  18   the universe.\n\nIn a symphony of clicks and ...
+     13  44   It's a... symphony. It's as if they're teachi...
+     14  41   conviction that knowledge was more than power...
+     15   8   I'm right, what we're looking at isn't random...
+     16  10   but felt by all. The walls didn't just whispe...}},
+   'id': 117},
+  {'query': 'What are the potential risks and rewards of Operation Dulce?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 113},
-  {'query': "How does Mercer's background prepare him for the mission at Dulce?",
+   'id': 118},
+  {'query': "How do other team members perceive Mercer's role in the mission?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 114},
-  {'query': "What are the potential consequences of Mercer's decisions during the mission?",
+   'id': 119},
+  {'query': 'What are the implications of the alien communications for humanity?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 115},
-  {'query': 'What specific missions has Alex Mercer been involved in with the Paranormal Military Squad?',
+   'id': 120},
+  {'query': 'What specific strategies does Alex Mercer employ to facilitate communication with extraterrestrial intelligence?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 116},
-  {'query': "How does Alex Mercer's leadership style influence the dynamics of the Paranormal Military Squad?",
+   'id': 121},
+  {'query': "How does Alex Mercer's leadership style influence his team's approach to the mission?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 117},
-  {'query': 'What are the key challenges Alex Mercer has faced during his missions?',
+   'id': 122},
+  {'query': 'What are the potential risks and challenges Alex Mercer faces in this mission?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 118},
-  {'query': "How do Alex Mercer's interactions with other team members reflect his role in the squad?",
-   'answer': "Alex Mercer's interactions with his team members in the Paranormal Military Squad reveal a multifaceted role that combines leadership, collaboration, and strategic thinking. As the team navigates the complexities of their mission at Dulce Base, Alex's demeanor and actions underscore his position as a central figure in the squad.\n\n### Leadership and Strategy\n\nAlex is portrayed as a leader who balances authority with empathy. His interactions with Dr. Jordan Hayes, for instance, show a blend of command and camaraderie. He places trust in Jordan's expertise, as seen when he rests a hand on Jordan's shoulder, signaling both companionship and affirmation of trust [Data: Sources (23, 24)]. This gesture highlights his ability to foster a supportive environment while maintaining the strategic oversight necessary for their mission.\n\n### Collaboration and Trust\n\nAlex's relationship with his team is built on mutual respect and collaboration. He engages with Sam Rivera, acknowledging their technological acumen and encouraging open communication. This is evident when he emphasizes the importance of keeping communication channels open and ensuring that no message goes unchecked, likening their task to deciphering a Rosetta Stone or avoiding a Tower of Babel [Data: Sources (23, 24)]. Such interactions reflect his understanding of the team's collective strength and the importance of each member's contribution.\n\n### Caution and Diplomacy\n\nThroughout the mission, Alex demonstrates a cautious yet optimistic approach. He is aware of the potential risks involved in their interactions with the alien signal and urges the team to proceed with caution. His dialogue with Taylor Cruz, who often brings a pragmatic perspective, shows his ability to balance optimism with the necessary caution, ensuring that the team remains vigilant [Data: Sources (31, 32)].\n\n### Conclusion\n\nIn summary, Alex Mercer's interactions with his team members reflect his role as a leader who values collaboration, strategic thinking, and cautious optimism. His ability to navigate the complexities of their mission while fostering a supportive and respectful team environment underscores his importance in the squad.",
+   'id': 123},
+  {'query': "How do other team members perceive Alex Mercer's role and leadership?",
+   'answer': "Alex Mercer is perceived by his team members as a central figure in the unfolding events at Dulce Base, embodying both leadership and a sense of responsibility. His role is multifaceted, involving not only the coordination of the team's efforts but also the navigation of the complex and potentially perilous interactions with an alien intelligence.\n\nDr. Jordan Hayes, a key member of the team, seems to view Alex with a mix of respect and camaraderie. Jordan acknowledges Alex's leadership and the shared responsibility they hold in deciphering the alien signals. This is evident when Alex leans on Jordan's expertise, showing trust and companionship, which is reciprocated by Jordan's acknowledgment of the shared burden [Data: Sources (23, 24, 26)].\n\nTaylor Cruz, another team member, often brings a pragmatic and cautious perspective to the team's endeavors. Taylor's interactions with Alex suggest a recognition of his leadership, though they also emphasize the need for caution and adherence to protocol. Taylor's pragmatic approach complements Alex's leadership style, which balances caution with the need to explore and understand the unknown [Data: Sources (16, 18, 21)].\n\nSam Rivera, characterized by their technological acumen and youthful enthusiasm, perceives Alex as a steadying presence. Sam's interactions with Alex reflect a sense of trust in his leadership, as Alex encourages the team to keep communication channels open and to approach the alien signals with both curiosity and caution. This dynamic highlights Alex's role in fostering a collaborative and open environment within the team [Data: Sources (23, 44, 45)].\n\nOverall, Alex Mercer is seen as a leader who is both cautious and open-minded, guiding his team through uncharted territory with a focus on understanding and diplomacy. His leadership is marked by a balance of strategic caution and a willingness to engage with the unknown, which is crucial in the context of their mission at Dulce Base.",
    'score': 85,
    'metadata': {'llm_calls': 1,
     'prompt_tokens': 10982,
-    'output_tokens': 517,
+    'output_tokens': 500,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
@@ -4530,862 +4568,906 @@ <h1>DRIFT Search</h1>
      14  10   but felt by all. The walls didn't just whispe...
      15   3  , weighing his words carefully. "Our tech is t...
      16  21   an undercurrent of intensity carried forth in...}},
-   'id': 119},
-  {'query': "What are the implications of Alex Mercer's actions for the future of the Paranormal Military Squad?",
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 120},
-  {'query': 'What role does Sam Rivera play in the Paranormal Military Squad?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 121},
-  {'query': "How does Sam Rivera's technology compare to that used by other team members?",
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 122},
-  {'query': 'What specific challenges does Sam Rivera face when interpreting extraterrestrial signals?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 123},
-  {'query': "How does Sam Rivera's background contribute to their expertise in using these technologies?",
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 124},
-  {'query': 'What are the implications of successfully decoding extraterrestrial communications for the team?',
+  {'query': "What are the long-term implications of Alex Mercer's actions on future extraterrestrial communications?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 125},
-  {'query': 'What specific roles do Alex Mercer and Dr. Jordan Hayes play in the Paranormal Military Squad?',
+  {'query': 'What specific role does Alex Mercer play in managing the risks associated with the signal?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 126},
-  {'query': "How does Alex Mercer's leadership style influence the team's dynamics?",
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+  {'query': 'How does the team plan to decode and respond to the signal?',
+   'answer': "The team, led by Alex Mercer, is engaged in a complex operation to decode and respond to an extraterrestrial signal. The process is meticulous and involves several key members of the Paranormal Military Squad, each contributing their expertise to unravel the mystery of the signal.\n\nDr. Jordan Hayes plays a crucial role in interpreting the signal, which is described as a pattern with intentional sequences, suggesting an intelligent origin. Jordan's task is to isolate these sequences and identify any recurring patterns that might serve as a 'handshake' protocol, indicating a form of communication or invitation from the alien intelligence [Data: Sources (16, 20, 22)].\n\nAlex Mercer, as the leader, emphasizes a balanced approach that combines caution with curiosity. He understands the gravity of the situation and the potential implications of their actions. His strategy involves maintaining open communication channels while ensuring that every message and pulse is carefully monitored to avoid any unintended consequences [Data: Sources (21, 24, 27)].\n\nTaylor Cruz, embodying military precision, stresses the importance of protocol and the need to assess the risk to humanity. Taylor's role is to ensure that the team remains vigilant and prepared for any potential threats that might arise from the signal [Data: Sources (14, 22, 31)].\n\nSam Rivera, with a youthful zeal, views the signal as a symphony, suggesting that the alien intelligence might be teaching them its language through modulation. Sam's enthusiasm is tempered by the understanding that this is not just an exchange but a potential first contact with an entirely new form of consciousness [Data: Sources (22, 34, 45)].\n\nTogether, the team is not only focused on decoding the signal but also on crafting a response that reflects humanity's readiness to engage in a broader cosmic dialogue. They are aware that their actions could redefine humanity's place in the universe, and they approach this task with a sense of historical significance and responsibility [Data: Sources (14, 20, 31)].",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 512,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   17   on the sequences that danced across the scree...
+     1   22   his team into the core of their approach, his...
+     2   25   his fingers hovering over the command keys. W...
+     3   15   than the last.\n\nThen, with a sudden burst t...
+     4   14   a communal outreach beyond the stars. As dawn...
+     5   34  Our responses so far have echoed their complex...
+     6   45   they faced. "If it's truly sentient, we're no...
+     7   27  , and not a small measure of trepidation. "Thi...
+     8   24  Keep the communication channels open. But let ...
+     9   21   an undercurrent of intensity carried forth in...
+     10  22   his team into the core of their approach, his...
+     11   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     12  16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     13  20   bridge—or the abysses into which they might u...
+     14  31   set the tempo for an undertaking that travers...
+     15  32   cosmos—secrets that, until now, had been lost...
+     16  14   a communal outreach beyond the stars. As dawn...}},
    'id': 127},
-  {'query': 'What are the key challenges faced by Alex Mercer and his team at Dulce Base?',
+  {'query': 'What are the potential technological advancements that could result from understanding the signal?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 128},
-  {'query': 'How do other team members, like Taylor Cruz and Sam Rivera, interact with Alex Mercer?',
+  {'query': 'How does the team ensure the security of their communications with the extraterrestrial intelligence?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 129},
-  {'query': "What is the significance of the alien signal in the team's mission?",
+  {'query': "What protocols are in place to handle a potentially hostile response from the signal's source?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 130},
-  {'query': 'What specific skills does Alex Mercer bring to the Dulce Facility mission?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+  {'query': 'What specific skills does Alex Mercer bring to the team?',
+   'answer': "Alex Mercer is portrayed as a pivotal figure within the Paranormal Military Squad, bringing a blend of leadership, strategic thinking, and adaptability to the team. His role is not just as a leader but as a facilitator of dialogue and understanding between his team and the unknown entities they encounter. \n\nOne of Alex's key skills is his ability to maintain a calm and steady presence in high-pressure situations. This is evident in his interactions with his team, where he often provides reassurance and guidance, ensuring that the team remains focused on their mission despite the uncertainties they face [Data: Sources (45, 31, 27, 23, 24)]. His strategic mindset is highlighted by his emphasis on keeping communication channels open and ensuring that no message or pulse goes unchecked, reflecting his understanding of the importance of thoroughness and caution in their operations [Data: Sources (23, 24)].\n\nMoreover, Alex demonstrates a strong sense of responsibility and foresight, recognizing the potential implications of their mission and the need for a balanced approach. He is aware of the historical significance of their task and the potential for both breakthrough and disaster, which underscores his ability to weigh risks and benefits effectively [Data: Sources (45, 31, 27)]. His leadership style is inclusive, as he values the input and expertise of his team members, fostering a collaborative environment where each member's skills are utilized to their fullest potential [Data: Sources (45, 31, 27, 23, 24)].\n\nOverall, Alex Mercer's skills in leadership, strategic planning, and adaptability, combined with his ability to foster a collaborative team environment, make him an invaluable asset to the Paranormal Military Squad.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 452,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
    'id': 131},
-  {'query': "How does Alex Mercer's leadership style impact the team's dynamics?",
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+  {'query': "How does the team's dynamic influence their approach to the alien script?",
+   'answer': "The team dynamic plays a crucial role in shaping their approach to the alien script, as each member brings unique skills and perspectives that contribute to their collective efforts. The Paranormal Military Squad, consisting of Alex Mercer, Jordan Hayes, Taylor Cruz, and Sam Rivera, operates in a high-stakes environment where collaboration and adaptability are essential.\n\n**Team Roles and Interactions**\n\nAlex Mercer, often seen as a stabilizing force, provides leadership and a steady presence that helps maintain focus amidst the chaos of deciphering the alien script. His interactions with Jordan Hayes, who is deeply analytical and cautious, highlight a mutual respect and understanding that is vital for navigating the complexities of the task at hand [Data: Sources (10, 20, 25)]. Jordan's analytical prowess is complemented by Sam Rivera's technical expertise, which is crucial in adapting their systems to communicate with the alien intelligence. Sam's youthful enthusiasm and technical skills are acknowledged and encouraged by Alex, fostering a sense of mentorship and collaboration [Data: Sources (25, 42)].\n\nTaylor Cruz, on the other hand, brings a more authoritative and disciplined approach, often emphasizing the importance of protocol and order. However, Taylor's interactions with the team reveal a willingness to adapt and respect the insights of others, particularly when faced with the unpredictable nature of the alien communication [Data: Sources (4, 7, 15)]. This balance between authority and adaptability is crucial as the team navigates the unknown.\n\n**Collective Approach to the Alien Script**\n\nThe team's dynamic is characterized by a blend of skepticism, curiosity, and a shared commitment to understanding the alien script. Jordan's skepticism is tempered by the need to remain open to new possibilities, a sentiment echoed by Sam's focus on adaptability in the face of erratic signals [Data: Sources (1, 47)]. This collective mindset allows the team to approach the alien script not just as a puzzle to be solved, but as a potential dialogue with an unknown intelligence.\n\nThe team's ability to work together, leveraging each member's strengths, is pivotal in their efforts to decode the alien script. Their dynamic fosters an environment where ideas can be exchanged freely, and where the unknown is met with both caution and a willingness to engage. This collaborative spirit is essential as they stand on the brink of a new understanding, ready to bridge the gap between human and alien communication [Data: Sources (28, 33, 42)].",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10981,
+    'output_tokens': 602,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   28   "and in every word we script, in every respon...
+     1    9   "The silence here... It's almost as if the ba...
+     2   20   bridge—or the abysses into which they might u...
+     3   33   were locked onto the display screen, where an...
+     4   13   primacy within.\n\n"The closer we get to unlo...
+     5    4   stepping into their exchange. The authority i...
+     6    1  's authoritarian performance. _Protocols_, Jor...
+     7    7  , while Alex clenched his jaw, the buzz of fru...
+     8   47   revealing a tinge of skepticism at Taylor Cru...
+     9   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     10   6   ordered, their voice echoing slightly before ...
+     11  25   his fingers hovering over the command keys. W...
+     12  32   cosmos—secrets that, until now, had been lost...
+     13  10   but felt by all. The walls didn't just whispe...
+     14  42   the dark heart of Dulce's secrets. \n\nAnd th...
+     15  15   than the last.\n\nThen, with a sudden burst t...
+     16   4   stepping into their exchange. The authority i...}},
    'id': 132},
-  {'query': 'What are the potential risks Alex Mercer is concerned about in the mission?',
+  {'query': 'What are the potential risks and benefits of interpreting the alien script?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 133},
-  {'query': 'How does Alex Mercer handle conflicts or disagreements within the team?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+  {'query': "How does the team's interpretation of the script evolve over time?",
+   'answer': "The team's interpretation of the alien script evolves significantly over time, reflecting their growing understanding and the complexity of the task at hand. Initially, the team, led by Alex Mercer, Jordan Hayes, Taylor Cruz, and Sam Rivera, is confronted with a mysterious alien script that appears on their monitors, inviting interpretation and collaboration [Data: Sources (28)]. This script is not just a series of symbols but resonates with a deeper form of communication that transcends mere words, suggesting a sentient origin [Data: Sources (38)].\n\nAs the team delves deeper into the script, they begin to realize that it is not merely a transmission but a form of communication designed to be felt and understood on a more profound level. Jordan Hayes notes that the sequence is not just transmitting information but is designed to resonate, indicating a need for a response that encompasses the full array of human expression [Data: Sources (28)]. This realization marks a shift from viewing the script as a simple code to be cracked to understanding it as a dialogue that requires empathy and intuition.\n\nThroughout their mission, the team grapples with the duality of their roles as both protectors of earthly secrets and heralds of potentially devastating revelations. This duality is reflected in their approach to the script, as they balance the need for caution with the excitement of discovery. Sam Rivera, in particular, highlights the emotional and sentient nature of the script, suggesting that it is not just the output of a cold machine but a complex, profound communication [Data: Sources (38)].\n\nBy the end of their journey, the team recognizes the script as a potential bridge to interspecies communication, a symphony of signals that could usher humanity into a new era of existence. This evolution in their interpretation underscores the transformative nature of their mission, as they move from mere operatives to delegates on behalf of Earth, engaging in a cosmic dialogue that defies traditional boundaries [Data: Sources (12, 13)].",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10985,
+    'output_tokens': 498,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   28   "and in every word we script, in every respon...
+     1    6   ordered, their voice echoing slightly before ...
+     2    2  , rehearsing the speech for their subordinates...
+     3    3  , weighing his words carefully. "Our tech is t...
+     4   38   urged, his voice bearing the gravitas of thei...
+     5   12   keep the team grounded. No one goes off-cours...
+     6   13   primacy within.\n\n"The closer we get to unlo...
+     7    4   stepping into their exchange. The authority i...
+     8   12   keep the team grounded. No one goes off-cours...
+     9    2  , rehearsing the speech for their subordinates...
+     10   6   ordered, their voice echoing slightly before ...
+     11   1  's authoritarian performance. _Protocols_, Jor...
+     12   7  , while Alex clenched his jaw, the buzz of fru...
+     13  22   his team into the core of their approach, his...
+     14   1  's authoritarian performance. _Protocols_, Jor...
+     15   2  , rehearsing the speech for their subordinates...
+     16  24  Keep the communication channels open. But let ...}},
    'id': 134},
-  {'query': "What are Alex Mercer's long-term aspirations beyond the Dulce Facility mission?",
+  {'query': 'What protocols are in place for first contact with alien intelligence?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 135},
-  {'query': "What specific actions does Taylor Cruz take to ensure the team's safety during missions?",
+  {'query': 'What specific strategies does Mercer employ to ensure the safety of his team during missions?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 136},
-  {'query': "How does Taylor Cruz's approach compare to Alex Mercer's leadership style?",
-   'answer': "Taylor Cruz and Alex Mercer exhibit contrasting leadership styles, each shaped by their unique perspectives and roles within the team. Taylor Cruz is characterized by a more authoritarian and command-driven approach. Cruz often emphasizes the importance of maintaining protocols and order, as seen when they remind the team to stay grounded and not go off-course [Data: Sources (12)]. This approach is evident in their interactions, where they often assert control and prioritize adherence to established procedures, even in the face of unknown challenges [Data: Sources (1, 9)]. Cruz's leadership style is rooted in a desire for control and a focus on the potential risks associated with their mission, as they frequently urge caution and emphasize the need to assess threats to humanity [Data: Sources (31)].\n\nIn contrast, Alex Mercer demonstrates a more collaborative and adaptive leadership style. Mercer values intuition and trust, recognizing that technology alone may not suffice in navigating the complexities of their mission [Data: Sources (3)]. He encourages open dialogue and values the insights of his team members, fostering an environment where collaboration and shared understanding are prioritized. Mercer's leadership is marked by a balance between military discipline and a diplomatic approach, as he seeks to understand and engage with the unknown rather than confront it [Data: Sources (18)]. This is reflected in his interactions with team members like Jordan Hayes and Sam Rivera, where he acknowledges their expertise and encourages a collective effort to decipher the alien signals [Data: Sources (21)].\n\nOverall, while Cruz's leadership is more rigid and protocol-driven, Mercer's style is flexible and inclusive, focusing on leveraging the strengths of his team to navigate the uncertainties of their mission. This difference in approach highlights the dynamic interplay between maintaining order and embracing adaptability in the face of unprecedented challenges.",
-   'score': 85,
-   'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10984,
-    'output_tokens': 470,
-    'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':     id                                               text
-     0    4   stepping into their exchange. The authority i...
-     1   12   keep the team grounded. No one goes off-cours...
-     2    2  , rehearsing the speech for their subordinates...
-     3    6   ordered, their voice echoing slightly before ...
-     4    1  's authoritarian performance. _Protocols_, Jor...
-     5    7  , while Alex clenched his jaw, the buzz of fru...
-     6   45   they faced. "If it's truly sentient, we're no...
-     7   27  , and not a small measure of trepidation. "Thi...
-     8   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     9   31   set the tempo for an undertaking that travers...
-     10  14   a communal outreach beyond the stars. As dawn...
-     11   5   very walls of the shaft—a whisper of somethin...
-     12  18   the universe.\n\nIn a symphony of clicks and ...
-     13   9   "The silence here... It's almost as if the ba...
-     14  41   conviction that knowledge was more than power...
-     15   3  , weighing his words carefully. "Our tech is t...
-     16  21   an undercurrent of intensity carried forth in...}},
+  {'query': "In what ways does Mercer's approach to extraterrestrial communication differ from traditional military protocols?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 137},
-  {'query': "In what ways does Taylor Cruz's cautious nature impact the team's decision-making process?",
-   'answer': "Taylor Cruz's cautious nature significantly influences the team's decision-making process, often acting as a counterbalance to the more exploratory and risk-taking tendencies of other team members. Cruz's approach is characterized by a strong adherence to protocol and a focus on maintaining control over the situation, which can sometimes create tension within the team but also ensures that decisions are made with a clear understanding of potential risks.\n\nFor instance, Cruz's insistence on maintaining communication protocols and conducting regular systems checks highlights their focus on preparedness and risk management [Data: Sources (5, 6)]. This cautious approach is evident when Cruz emphasizes the importance of staying grounded and not going off-course, which serves as both a command and a plea to the team to remain focused on their mission objectives [Data: Sources (12)].\n\nCruz's pragmatism is also reflected in their interactions with other team members, such as when they remind the team of the potential aggressiveness of alien intent, urging caution in their approach to the unknown [Data: Sources (45)]. This perspective often leads to a more measured response to the challenges they face, ensuring that the team does not act impulsively and considers the broader implications of their actions.\n\nOverall, Taylor Cruz's cautious nature acts as a stabilizing force within the team, encouraging a balanced approach to decision-making that weighs the potential benefits of exploration against the inherent risks of their mission. This dynamic is crucial in maintaining the team's focus and ensuring that their actions are aligned with their overarching goals.",
-   'score': 85,
-   'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10984,
-    'output_tokens': 419,
-    'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':     id                                               text
-     0    4   stepping into their exchange. The authority i...
-     1   12   keep the team grounded. No one goes off-cours...
-     2    2  , rehearsing the speech for their subordinates...
-     3    6   ordered, their voice echoing slightly before ...
-     4    1  's authoritarian performance. _Protocols_, Jor...
-     5    7  , while Alex clenched his jaw, the buzz of fru...
-     6   45   they faced. "If it's truly sentient, we're no...
-     7   27  , and not a small measure of trepidation. "Thi...
-     8   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     9   31   set the tempo for an undertaking that travers...
-     10  14   a communal outreach beyond the stars. As dawn...
-     11   5   very walls of the shaft—a whisper of somethin...
-     12  18   the universe.\n\nIn a symphony of clicks and ...
-     13   9   "The silence here... It's almost as if the ba...
-     14  41   conviction that knowledge was more than power...
-     15   3  , weighing his words carefully. "Our tech is t...
-     16  21   an undercurrent of intensity carried forth in...}},
+  {'query': "How do Mercer's decisions impact the squad's long-term objectives and mission success?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 138},
-  {'query': "Are there any instances where Taylor Cruz's caution is challenged by other team members?",
+  {'query': "What are the potential risks associated with Mercer's decision to maintain open communication with alien entities?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 139},
-  {'query': "How does Taylor Cruz's background influence their cautious approach in the Paranormal Military Squad?",
+  {'query': 'What specific strategies did Mercer implement to ensure successful communication with extraterrestrial intelligence?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 140},
-  {'query': 'What specific protocols are in place to manage the risks at Dulce?',
+  {'query': "How did Mercer's leadership style influence the dynamics within the Paranormal Military Squad?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 141},
-  {'query': 'How does the team plan to interpret and respond to the alien signals?',
+  {'query': 'What challenges did Mercer face in maintaining team cohesion during the extraterrestrial communication efforts?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 142},
-  {'query': 'What are the potential consequences of a miscommunication with the alien intelligence?',
+  {'query': "In what ways did Mercer's leadership impact the overall mission outcomes at Dulce Base?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 143},
-  {'query': "How does Alex Mercer's leadership style influence the team's approach to these risks?",
+  {'query': 'How did Mercer balance the need for caution with the pursuit of understanding in the context of extraterrestrial communication?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 144},
-  {'query': 'What role does Dr. Jordan Hayes play in mitigating the scientific risks of the mission?',
+  {'query': 'What specific challenges does Alex Mercer face in his leadership role?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 145},
-  {'query': 'What are the specific challenges Alex Mercer faces during the operations at Dulce Base?',
+  {'query': "How do team members like Taylor Cruz and Jordan Hayes respond to Mercer's leadership style?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 146},
-  {'query': 'What is the nature of the alien signals that Alex Mercer and his team are trying to decode?',
+  {'query': "In what ways does Mercer's leadership style evolve throughout the mission?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 147},
-  {'query': "How do other team members perceive Alex Mercer's role and decisions?",
+  {'query': "How does Mercer's leadership compare to other leaders within the Paranormal Military Squad?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 148},
-  {'query': 'What are the potential consequences of the operations led by Alex Mercer at Dulce Base?',
+  {'query': "What are the potential risks and benefits of Mercer's leadership approach in high-stakes situations?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 149},
-  {'query': 'What role does Alex Mercer play in the operations at the Dulce Facility?',
+  {'query': 'What specific role does Agent Mercer play in the mission at the Dulce Facility?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 150},
-  {'query': 'How does the team at Dulce ensure the security of their communications with the alien intelligence?',
+  {'query': 'How does the team plan to communicate with the alien intelligence at Dulce?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 151},
-  {'query': 'What are the potential risks associated with decoding and responding to the alien signal?',
+  {'query': 'What are the potential risks associated with the mission at the Dulce Facility?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 152},
-  {'query': 'How does the technology at Dulce compare to other known facilities dealing with extraterrestrial communications?',
-   'answer': "The technology at the Dulce facility, as described in the sources, appears to be highly advanced and specialized for the purpose of extraterrestrial communication. The facility is equipped with sophisticated mainframes and consoles that are capable of decrypting and interpreting complex alien signals. The team at Dulce, including Dr. Jordan Hayes and Alex Mercer, utilizes this technology to engage in what is described as a potential first contact scenario with an extraterrestrial intelligence [Data: Sources (26, 22, 36, 42, 1)].\n\nThe descriptions suggest that the technology at Dulce is not only advanced but also adaptive, capable of evolving in response to the alien signals it receives. This is evident from the way the signals are described as evolving and adapting, suggesting a level of interaction that goes beyond simple reception and transmission [Data: Sources (26, 22, 36, 42, 1)].\n\nIn comparison to other known facilities dealing with extraterrestrial communications, such as the SETI Institute, which primarily uses radio telescopes to search for extraterrestrial signals, Dulce's technology seems to be more interactive and possibly more advanced in terms of direct communication capabilities. While SETI focuses on detecting signals, the technology at Dulce appears to be designed for active engagement and interpretation of complex alien languages, as indicated by the references to symphonic modulation and the potential for interspecies communication [Data: Sources (26, 22, 36, 42, 1)].\n\nOverall, the technology at Dulce is portrayed as being at the forefront of extraterrestrial communication efforts, with capabilities that suggest a readiness for direct interaction with alien intelligences, a step beyond the passive listening approach of other facilities.",
-   'score': 70,
-   'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10983,
-    'output_tokens': 470,
-    'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':     id                                               text
-     0   26  eterred, Jordan cast a determined glance at th...
-     1   22   his team into the core of their approach, his...
-     2   36  's luminescence. "Remember, while we seek comm...
-     3   42   the dark heart of Dulce's secrets. \n\nAnd th...
-     4    1  's authoritarian performance. _Protocols_, Jor...
-     5   41   conviction that knowledge was more than power...
-     6   10   but felt by all. The walls didn't just whispe...
-     7   34  Our responses so far have echoed their complex...
-     8   38   urged, his voice bearing the gravitas of thei...
-     9    7  , while Alex clenched his jaw, the buzz of fru...
-     10   2  , rehearsing the speech for their subordinates...
-     11  17   on the sequences that danced across the scree...
-     12  18   the universe.\n\nIn a symphony of clicks and ...
-     13  44   It's a... symphony. It's as if they're teachi...
-     14  22   his team into the core of their approach, his...
-     15   6   ordered, their voice echoing slightly before ...
-     16  38   urged, his voice bearing the gravitas of thei...}},
+  {'query': 'How does the team prepare for the unknown challenges at the Dulce Facility?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 153},
-  {'query': 'What are the implications of successfully decoding the alien signal for humanity?',
+  {'query': 'What is the historical significance of the Dulce Facility in the context of extraterrestrial research?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 154},
-  {'query': "What specific instances highlight Mercer's collaborative approach?",
+  {'query': 'What specific role does Alex Mercer play in the mission at Dulce Base?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 155},
-  {'query': "How does Cruz's emphasis on protocol impact team dynamics?",
+  {'query': "How does Taylor Cruz's leadership style influence the team's approach to the mission?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 156},
-  {'query': "In what ways does Mercer's leadership style influence the team's response to the alien signal?",
+  {'query': 'What are the potential risks identified by the team in interacting with alien signals?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 157},
-  {'query': "How do team members respond to Cruz's authoritative leadership?",
+  {'query': 'How does the team balance military protocols with scientific exploration?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 158},
-  {'query': 'What are the potential advantages and disadvantages of each leadership style in high-stakes situations?',
+  {'query': 'What are the personal motivations of the team members involved in the mission?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 159},
-  {'query': 'What specific technologies does Alex Mercer use in his missions?',
+  {'query': 'What role does Agent Alex Mercer play in overcoming these challenges?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 160},
-  {'query': 'How does Alex Mercer handle conflicts within his team regarding ethical decisions?',
+  {'query': 'How does the team manage the tension between scientific curiosity and diplomatic caution?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 161},
-  {'query': 'What are the potential risks Alex Mercer faces in balancing technology and ethics?',
+  {'query': 'What specific strategies do they employ to decode the alien signals?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 162},
-  {'query': "How does Alex Mercer's leadership style influence his team's approach to ethical dilemmas?",
+  {'query': 'How do interpersonal dynamics within the team affect their mission?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 163},
-  {'query': 'What role does Alex Mercer play in the decision-making process of the Paranormal Military Squad?',
+  {'query': 'What are the potential consequences of misinterpreting the alien signals?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 164},
-  {'query': 'What is the historical background of Dulce Base and its alleged connections to extraterrestrial activity?',
+  {'query': "What specific strategies does Alex Mercer employ to manage the team's challenges?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 165},
-  {'query': 'Are there any credible sources or investigations that have explored the claims of extraterrestrial activity at Dulce Base?',
+  {'query': "How does Alex Mercer's leadership style influence the team's approach to the alien signal?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 166},
-  {'query': 'How do the fictional accounts of Dulce Base compare to other popular conspiracy theories about government and alien interactions?',
-   'answer': 'The fictional accounts of Dulce Base, as depicted in the provided sources, present a narrative rich with intrigue, advanced technology, and the potential for interstellar communication. These stories often revolve around a secretive underground facility where a team of agents, including Alex Mercer, engage in decoding alien signals and preparing humanity for first contact. The narrative is filled with tension, as the team navigates the unknown, balancing the potential for groundbreaking discovery with the inherent risks of interacting with an alien intelligence [Data: Sources (6, 38, 27, 5, 9)].\n\nThis portrayal of Dulce Base aligns with several popular conspiracy theories about government and alien interactions, which often suggest that secretive military bases are sites of extraterrestrial contact and advanced technological experimentation. For instance, the Roswell incident and Area 51 are two of the most famous conspiracy theories that claim the U.S. government is hiding evidence of alien life and technology. These theories often include elements of secrecy, government cover-ups, and the potential for alien-human collaboration or conflict, similar to the themes explored in the Dulce Base narrative [Data: Sources (30, 46, 15, 35)].\n\nHowever, the fictional accounts of Dulce Base add a layer of narrative depth by focusing on the human element—how individuals like Alex Mercer and his team respond to the challenges of potential first contact. This human-centric approach contrasts with many conspiracy theories that focus more on the broader implications of government secrecy and less on the personal experiences of those involved. The stories of Dulce Base emphasize the emotional and ethical dimensions of such interactions, exploring themes of trust, communication, and the unknown [Data: Sources (28, 32, 3, 23)].\n\nOverall, while the fictional accounts of Dulce Base share common elements with other conspiracy theories about government and alien interactions, they offer a unique perspective by delving into the personal and psychological aspects of such encounters, providing a narrative that is both thrilling and thought-provoking.',
-   'score': 75,
+  {'query': 'What are the potential risks associated with the alien signal that Alex Mercer must consider?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 167},
+  {'query': 'How do the team dynamics affect the decision-making process in the Dulce Team?',
+   'answer': "The team dynamics within the Dulce Team significantly influence their decision-making process, as evidenced by the interactions and relationships among the team members. The team is composed of individuals with diverse skills and perspectives, which both enriches and complicates their collaborative efforts.\n\n**Leadership and Authority:** Taylor Cruz, who embodies military precision and authority, often takes a commanding role in the team's operations. Cruz's leadership style is characterized by a focus on protocol and order, which sometimes clashes with the more exploratory and adaptive approaches of other team members like Jordan Hayes and Alex Mercer [Data: Sources (0, 1, 2, 6, 7)]. This tension between adherence to protocol and the need for flexibility in the face of unknown challenges is a recurring theme in their decision-making process.\n\n**Collaboration and Conflict:** The team dynamics are further complicated by the presence of both collaboration and conflict. For instance, while Alex Mercer and Jordan Hayes share a mutual respect and understanding, which facilitates their cooperation, there is an underlying tension with Cruz's authoritative approach. This dynamic is evident when Cruz's insistence on protocol is met with subtle resistance from Mercer and Hayes, who value adaptability and intuition in their scientific endeavors [Data: Sources (1, 7, 12, 22)].\n\n**Innovation and Adaptability:** Sam Rivera, the team's tech expert, plays a crucial role in bridging the gap between the team's scientific and military objectives. Rivera's ability to adapt and innovate is highlighted in situations where quick thinking and technical expertise are required to navigate unexpected challenges, such as dealing with electronic anomalies or interpreting alien signals [Data: Sources (6, 8, 33, 42)]. Rivera's contributions often prompt the team to consider alternative approaches, thereby influencing the decision-making process towards more innovative solutions.\n\nOverall, the team dynamics within the Dulce Team are a complex interplay of leadership, collaboration, and individual expertise. These dynamics shape their decision-making process by balancing the need for protocol with the necessity for adaptability and innovation in the face of unprecedented challenges.",
+   'score': 85,
    'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10982,
-    'output_tokens': 529,
+    'prompt_tokens': 10981,
+    'output_tokens': 532,
     'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
      'sources':     id                                               text
-     0    6   ordered, their voice echoing slightly before ...
-     1   38   urged, his voice bearing the gravitas of thei...
-     2   27  , and not a small measure of trepidation. "Thi...
-     3    5   very walls of the shaft—a whisper of somethin...
-     4    9   "The silence here... It's almost as if the ba...
-     5   30   emissaries to a celestial congress we're only...
-     6   46   was now actively partaking in an exchange not...
-     7   29  crum of insight and expertise, and felt the so...
-     8   45   they faced. "If it's truly sentient, we're no...
-     9   31   set the tempo for an undertaking that travers...
-     10  32   cosmos—secrets that, until now, had been lost...
-     11   3  , weighing his words carefully. "Our tech is t...
-     12  23  Sam Rivera, ever the source of technological a...
-     13  47   revealing a tinge of skepticism at Taylor Cru...
-     14  15   than the last.\n\nThen, with a sudden burst t...
-     15  35  , every keystroke an intricate step in their t...
-     16  28   "and in every word we script, in every respon...}},
-   'id': 167},
-  {'query': 'What role does Alex Mercer play in the fictional narrative of Dulce Base, and how does it relate to the theme of extraterrestrial contact?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+     0   22   his team into the core of their approach, his...
+     1   12   keep the team grounded. No one goes off-cours...
+     2   40   and the distant hum of machinery hinted at Du...
+     3    6   ordered, their voice echoing slightly before ...
+     4    8   I'm right, what we're looking at isn't random...
+     5    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     6   33   were locked onto the display screen, where an...
+     7   15   than the last.\n\nThen, with a sudden burst t...
+     8    9   "The silence here... It's almost as if the ba...
+     9   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     10  26  eterred, Jordan cast a determined glance at th...
+     11   4   stepping into their exchange. The authority i...
+     12  12   keep the team grounded. No one goes off-cours...
+     13   2  , rehearsing the speech for their subordinates...
+     14   6   ordered, their voice echoing slightly before ...
+     15   1  's authoritarian performance. _Protocols_, Jor...
+     16   7  , while Alex clenched his jaw, the buzz of fru...}},
    'id': 168},
-  {'query': 'What are the common elements in stories about secretive military bases and extraterrestrial activity?',
+  {'query': 'What philosophical implications does Alex Mercer face in the context of the mission?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 169},
-  {'query': "What is Taylor Cruz's role within the Paranormal Military Squad?",
+  {'query': 'What specific actions has Alex Mercer taken that demonstrate his leadership style?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 170},
-  {'query': "How does Taylor Cruz's approach to protocols compare to other team members?",
+  {'query': 'What are the key challenges Alex Mercer faces in his leadership role?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 171},
-  {'query': "What are some specific examples of missions where Taylor Cruz's protocols were crucial?",
+  {'query': "How do Alex Mercer's decisions impact the team's approach to the alien signals?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 172},
-  {'query': "How do team members respond to Taylor Cruz's enforcement of protocols?",
+  {'query': 'In what ways does Alex Mercer collaborate with other team members to achieve their mission goals?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 173},
-  {'query': "What impact do Taylor Cruz's protocols have on the success of missions?",
+  {'query': 'What specific actions does Mercer take to build trust within the team?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 174},
-  {'query': 'What are the specific challenges Agent Mercer faces during the mission?',
+  {'query': "How does Mercer's leadership compare to that of Taylor Cruz?",
+   'answer': '### Leadership Styles of Alex Mercer and Taylor Cruz\n\nIn the context of Operation: Dulce, Alex Mercer and Taylor Cruz exhibit contrasting leadership styles that reflect their individual approaches to the mission and their interactions with the team.\n\n**Alex Mercer\'s Leadership Style**\n\nAlex Mercer is portrayed as a leader who values collaboration and open communication. He is attentive to the insights and expertise of his team members, such as Dr. Jordan Hayes and Sam Rivera, and encourages a balanced approach to problem-solving. Mercer is described as having a "diplomatic tenor" and a "controlled presence," which suggests that he prioritizes maintaining a calm and supportive environment even in high-pressure situations [Data: Sources (32, 23, 24)]. His leadership is characterized by a willingness to engage with the unknown and to adapt strategies based on the evolving circumstances of their mission. Mercer’s approach is inclusive, as he seeks input from his team and values their contributions, fostering a sense of shared responsibility and trust [Data: Sources (16, 23, 24)].\n\n**Taylor Cruz\'s Leadership Style**\n\nIn contrast, Taylor Cruz is depicted as a more authoritarian figure, emphasizing protocol and control. Cruz\'s leadership style is marked by a focus on discipline and adherence to established procedures, often prioritizing order and command over flexibility. This is evident in their interactions with the team, where Cruz is described as having a "commanding flair that bordered on tyrannical" and a tendency to dismiss speculation as "counter-productive" [Data: Sources (0, 9, 1)]. Cruz\'s approach is pragmatic and cautious, often reminding the team of the potential risks and the importance of maintaining control over the situation. While this style can ensure efficiency and clarity of purpose, it may also limit the team\'s ability to explore unconventional solutions or adapt to unexpected challenges [Data: Sources (7, 9, 32)].\n\n### Conclusion\n\nOverall, Mercer\'s leadership is more collaborative and adaptive, fostering an environment where team members feel valued and empowered to contribute their insights. In contrast, Cruz\'s leadership is more rigid and protocol-driven, focusing on maintaining control and minimizing risks. Both styles have their strengths and weaknesses, and their effectiveness may vary depending on the specific challenges faced during the mission.\n\n### Commentary\n\nThe differences in leadership styles between Mercer and Cruz highlight the dynamic nature of team management in high-stakes environments. Mercer\'s approach may be more effective in situations that require innovation and adaptability, while Cruz\'s style could be beneficial in maintaining order and discipline in chaotic or dangerous scenarios. The interplay between these two leadership styles can create a balanced team dynamic, leveraging the strengths of both approaches to achieve mission success.',
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 647,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0    4   stepping into their exchange. The authority i...
+     1   12   keep the team grounded. No one goes off-cours...
+     2    2  , rehearsing the speech for their subordinates...
+     3    6   ordered, their voice echoing slightly before ...
+     4    1  's authoritarian performance. _Protocols_, Jor...
+     5    7  , while Alex clenched his jaw, the buzz of fru...
+     6    9   "The silence here... It's almost as if the ba...
+     7   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     8   45   they faced. "If it's truly sentient, we're no...
+     9   31   set the tempo for an undertaking that travers...
+     10  27  , and not a small measure of trepidation. "Thi...
+     11  23  Sam Rivera, ever the source of technological a...
+     12  24  Keep the communication channels open. But let ...
+     13  26  eterred, Jordan cast a determined glance at th...
+     14   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     15  16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     16  32   cosmos—secrets that, until now, had been lost...}},
+   'id': 175},
+  {'query': "How do team members respond to Mercer's leadership in high-pressure situations?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 175},
-  {'query': "How does Agent Mercer's leadership style affect the team's dynamics?",
-   'answer': "Agent Alex Mercer's leadership style significantly influences the dynamics of the Paranormal Military Squad team, fostering a balance between discipline and open communication. Mercer's approach is characterized by a blend of military precision and a willingness to engage with the team's insights, which is crucial in the high-stakes environment of Dulce Base.\n\nMercer demonstrates a strong sense of responsibility and strategic foresight, often encouraging team members like Dr. Jordan Hayes and Sam Rivera to contribute their expertise to the mission. This is evident when Mercer acknowledges the importance of keeping communication channels open and ensuring that no message or pulse goes unchecked, highlighting his trust in the team's collective acumen [Data: Sources (23, 24, 31, 41, 44)]. His leadership is not just about giving orders but also about fostering an environment where team members feel valued and empowered to share their insights, as seen when he invites collaboration rather than dictating orders [Data: Sources (18, 41)].\n\nMoreover, Mercer's leadership style is adaptive, as he balances the need for caution with the pursuit of discovery. He is aware of the potential risks involved in their mission and urges the team to proceed with caution, yet he also recognizes the importance of understanding and engaging with the unknown [Data: Sources (9, 23, 24)]. This dual focus on safety and exploration helps maintain a dynamic where team members are encouraged to think critically and creatively, contributing to a cohesive and effective team dynamic.\n\nOverall, Mercer's leadership style is instrumental in navigating the complexities of their mission, as it promotes a culture of mutual respect and shared responsibility, allowing the team to operate effectively under pressure and uncertainty.",
-   'score': 85,
-   'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10981,
-    'output_tokens': 436,
-    'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':     id                                               text
-     0    9   "The silence here... It's almost as if the ba...
-     1   42   the dark heart of Dulce's secrets. \n\nAnd th...
-     2   45   they faced. "If it's truly sentient, we're no...
-     3   31   set the tempo for an undertaking that travers...
-     4   27  , and not a small measure of trepidation. "Thi...
-     5   23  Sam Rivera, ever the source of technological a...
-     6   24  Keep the communication channels open. But let ...
-     7   26  eterred, Jordan cast a determined glance at th...
-     8    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     9   16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     10  32   cosmos—secrets that, until now, had been lost...
-     11  14   a communal outreach beyond the stars. As dawn...
-     12  18   the universe.\n\nIn a symphony of clicks and ...
-     13  44   It's a... symphony. It's as if they're teachi...
-     14  41   conviction that knowledge was more than power...
-     15   8   I'm right, what we're looking at isn't random...
-     16  10   but felt by all. The walls didn't just whispe...}},
    'id': 176},
-  {'query': "What is Agent Mercer's relationship with Dr. Jordan Hayes?",
+  {'query': "What are the potential weaknesses in Mercer's leadership style?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 177},
-  {'query': 'How does Agent Mercer balance protocol with the need for adaptability?',
+  {'query': 'What role does the mainframe play in the operations at Dulce Facility?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 178},
-  {'query': 'What are the key decisions made by Agent Mercer during the mission?',
+  {'query': 'How does the team interact with the mainframe during their mission?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 179},
-  {'query': 'What specific role does Agent Mercer play in managing these risks?',
-   'answer': "Agent Alex Mercer plays a crucial role in managing the risks associated with the mission at Dulce Base, primarily through his leadership and strategic decision-making. As a member of the Paranormal Military Squad, Mercer is depicted as a steady and reliable presence amidst the uncertainty and potential dangers posed by the alien signals they are investigating. His role involves balancing caution with the pursuit of knowledge, ensuring that the team remains focused on their objectives while being mindful of the potential consequences of their actions.\n\nMercer is portrayed as someone who values the input and expertise of his team members, such as Dr. Jordan Hayes and Sam Rivera, and he actively seeks their insights to inform the team's approach to the alien communication [Data: Sources (9, 42, 45, 23, 24)]. This collaborative approach helps mitigate risks by leveraging the diverse skills and perspectives within the team, allowing them to adapt to the evolving situation effectively.\n\nFurthermore, Mercer's experience and intuition guide the team in maintaining open communication channels with the alien intelligence, while also ensuring that no message or signal goes unchecked. This careful monitoring is crucial in managing the risk of miscommunication or unintended escalation with the extraterrestrial entity [Data: Sources (23, 24, 44, 41)]. His leadership is characterized by a blend of military discipline and a willingness to explore the unknown, which helps the team navigate the complex and potentially hazardous landscape of first contact with an alien intelligence.\n\nOverall, Agent Mercer's role in managing risks is defined by his ability to maintain a strategic focus, foster collaboration among his team, and balance the pursuit of groundbreaking discoveries with the need for caution and preparedness.",
-   'score': 85,
-   'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10980,
-    'output_tokens': 437,
-    'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':     id                                               text
-     0    9   "The silence here... It's almost as if the ba...
-     1   42   the dark heart of Dulce's secrets. \n\nAnd th...
-     2   40   and the distant hum of machinery hinted at Du...
-     3   45   they faced. "If it's truly sentient, we're no...
-     4   31   set the tempo for an undertaking that travers...
-     5   27  , and not a small measure of trepidation. "Thi...
-     6   23  Sam Rivera, ever the source of technological a...
-     7   24  Keep the communication channels open. But let ...
-     8   26  eterred, Jordan cast a determined glance at th...
-     9    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     10  16   a new cosmic paradigm.\n\nAlex Mercer watched...
-     11  32   cosmos—secrets that, until now, had been lost...
-     12  14   a communal outreach beyond the stars. As dawn...
-     13  18   the universe.\n\nIn a symphony of clicks and ...
-     14  44   It's a... symphony. It's as if they're teachi...
-     15  41   conviction that knowledge was more than power...
-     16   8   I'm right, what we're looking at isn't random...}},
+  {'query': 'What challenges does the team face with the mainframe technology?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 180},
-  {'query': 'How does the team prepare for potential hostile encounters with alien intelligence?',
+  {'query': 'Are there any specific outcomes from using the mainframe in the mission?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 181},
-  {'query': 'What protocols are in place for first contact with extraterrestrial beings?',
+  {'query': 'What is the significance of the mainframe in the context of the alien communication?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 182},
-  {'query': 'How does the team balance scientific curiosity with the need for caution?',
+  {'query': 'What specific role does Alex Mercer play in addressing these challenges?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 183},
-  {'query': 'What are the psychological impacts on the team members during this mission?',
+  {'query': "How do the team members' backgrounds influence their approach to the mission?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 184},
-  {'query': "How does Taylor Cruz's leadership style compare to Alex Mercer's?",
+  {'query': 'What are the potential consequences of failing to decode the alien signals?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 185},
-  {'query': "What specific instances demonstrate Taylor Cruz's impact on team dynamics?",
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+  {'query': 'How does the team balance protocol with the need for adaptability?',
+   'answer': "The team involved in Operation: Dulce faces a complex challenge of balancing strict protocols with the need for adaptability in the face of unknown and potentially extraterrestrial phenomena. This tension is evident in the interactions between team members, particularly between those who prioritize protocol and those who advocate for a more flexible approach.\n\nAgent Taylor Cruz represents the adherence to protocol, emphasizing the importance of maintaining order and control in their operations. Cruz's leadership style is characterized by a focus on obedience and the execution of established procedures, as seen in their interactions with subordinates and their insistence on maintaining communication lines with Dulce [Data: Sources (1, 2, 4)]. However, this approach is challenged by the unpredictable nature of the mission, which requires the team to be open to new possibilities and interpretations of the data they encounter.\n\nDr. Jordan Hayes and Sam Rivera, on the other hand, embody the need for adaptability. Jordan, while initially skeptical, acknowledges the limitations of protocol in the face of unknown variables and stresses the importance of remaining adaptive. This perspective is shared by Sam, who highlights the necessity of interpreting signal distortions and system malfunctions with an open mind, suggesting that adaptability could be key to understanding the erratic nature of their findings [Data: Sources (1, 4, 7)].\n\nThe team's dynamic is further complicated by the presence of Alex Mercer, who acts as a bridge between these two approaches. Mercer recognizes the value of both protocol and adaptability, encouraging team members like Jordan to maintain their analytical edge while also being open to the unexplained. This balance is crucial as the team navigates the complexities of their mission, where the stakes involve not only the success of their operation but potentially the future of human interaction with extraterrestrial entities [Data: Sources (4, 7, 13)].\n\nOverall, the team manages to balance protocol with adaptability by fostering an environment where both approaches are valued and integrated into their strategy. This is achieved through open communication, mutual respect, and a shared commitment to the mission's objectives, allowing them to respond effectively to the challenges they face.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10985,
+    'output_tokens': 533,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   12   keep the team grounded. No one goes off-cours...
+     1   13   primacy within.\n\n"The closer we get to unlo...
+     2    6   ordered, their voice echoing slightly before ...
+     3    4   stepping into their exchange. The authority i...
+     4   12   keep the team grounded. No one goes off-cours...
+     5    2  , rehearsing the speech for their subordinates...
+     6    6   ordered, their voice echoing slightly before ...
+     7    1  's authoritarian performance. _Protocols_, Jor...
+     8    7  , while Alex clenched his jaw, the buzz of fru...
+     9   22   his team into the core of their approach, his...
+     10   9   "The silence here... It's almost as if the ba...
+     11  20   bridge—or the abysses into which they might u...
+     12  33   were locked onto the display screen, where an...
+     13  13   primacy within.\n\n"The closer we get to unlo...
+     14   4   stepping into their exchange. The authority i...
+     15   1  's authoritarian performance. _Protocols_, Jor...
+     16   7  , while Alex clenched his jaw, the buzz of fru...}},
    'id': 186},
-  {'query': "How does Taylor Cruz's caution influence the team's decision-making process?",
+  {'query': 'What are the interpersonal dynamics between Alex Mercer and Taylor Cruz?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 187},
-  {'query': "In what ways does Taylor Cruz's approach to protocol affect the mission's success?",
+  {'query': 'What specific strategies does Alex Mercer employ to maintain team cohesion?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 188},
-  {'query': "How do other team members perceive Taylor Cruz's cautious nature?",
+  {'query': 'What are the key challenges Alex Mercer faces in his leadership role at Dulce Base?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 189},
-  {'query': 'What specific strategies does Alex Mercer employ to manage his team effectively?',
+  {'query': "What are the personal motivations driving Alex Mercer's actions and decisions?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 190},
-  {'query': 'How does Alex Mercer balance the need for caution with the pursuit of knowledge?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+  {'query': "How do other team members perceive Alex Mercer's leadership style?",
+   'answer': "Alex Mercer's leadership style is perceived by his team members as a blend of cautious optimism, strategic foresight, and a deep respect for the expertise of his colleagues. Throughout the mission at Dulce Base, Mercer is depicted as a leader who values the input and insights of his team, fostering an environment where collaboration and shared responsibility are paramount.\n\nFor instance, Alex is seen encouraging Dr. Jordan Hayes to keep communication channels open while ensuring that no message goes unchecked, highlighting his balanced approach to risk and opportunity [Data: Sources (23, 24)]. His leadership is characterized by a careful orchestration of the team's efforts, as he acknowledges the historic weight of their task and the potential implications of their actions [Data: Sources (23, 24)].\n\nMoreover, Alex's interactions with his team members, such as resting a hand on Jordan's shoulder as a sign of companionship and trust, demonstrate his ability to build strong interpersonal relationships and maintain morale under pressure [Data: Sources (23, 24)]. His leadership style is also marked by a willingness to adapt and respond to the evolving situation, as seen when he encourages the team to proceed with cautious optimism in the face of potential alien contact [Data: Sources (31, 32)].\n\nOverall, Alex Mercer is perceived as a leader who is both strategic and empathetic, capable of guiding his team through the unknown while valuing their contributions and fostering a sense of unity and purpose.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 406,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
    'id': 191},
-  {'query': 'What are the potential risks associated with the alien signal, and how does Alex address them?',
+  {'query': "In what ways does Alex Mercer's leadership style evolve throughout the mission?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 192},
-  {'query': 'How do the team dynamics influence the decision-making process in the Paranormal Military Squad?',
+  {'query': "What are the key decisions made by Alex Mercer that impact the mission's outcome?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 193},
-  {'query': 'What ethical considerations does Alex Mercer face in the context of potential first contact with alien intelligence?',
+  {'query': 'What specific technologies are used in the mainframe for data encryption?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 194},
-  {'query': 'What specific protocols are in place to manage the risks of interstellar communication at Dulce base?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+  {'query': 'How does the team ensure the integrity of the data being processed?',
+   'answer': "The team ensures the integrity of the data being processed through a combination of advanced technology, meticulous attention to detail, and a collaborative approach that leverages the unique skills of each team member. Sam Rivera, for instance, plays a crucial role in managing the technical aspects of data processing. Their expertise in cybersecurity and data decryption is highlighted as they work with complex arrays of audio interfaces and decoding equipment to interpret alien signals [Data: Sources (6, 12, 38)]. Sam's ability to adjust the sensitivity of decoding equipment and transform signals into visual symbols demonstrates their technical proficiency and attention to detail [Data: Sources (13, 25)].\n\nMoreover, the team operates under a framework of trust and intuition, as emphasized by Alex Mercer. He stresses the importance of intuition and trust alongside technology, suggesting that human insights are vital in navigating the complexities of their mission [Data: Sources (2, 3)]. This approach is further supported by the team's collaborative dynamic, where members like Jordan Hayes and Taylor Cruz contribute their analytical and strategic skills to ensure data integrity and mission success [Data: Sources (12, 26)].\n\nThe team's commitment to maintaining data integrity is also evident in their adaptive strategies. They remain vigilant and ready to adjust their methods in response to the evolving nature of the signals they encounter. This adaptability is crucial in dealing with the unknown variables and potential threats posed by the alien intelligence they are engaging with [Data: Sources (1, 4)]. By combining technical expertise, trust, and adaptability, the team effectively safeguards the integrity of the data they process.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10984,
+    'output_tokens': 421,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0    6   ordered, their voice echoing slightly before ...
+     1   22   his team into the core of their approach, his...
+     2   12   keep the team grounded. No one goes off-cours...
+     3   13   primacy within.\n\n"The closer we get to unlo...
+     4   25   his fingers hovering over the command keys. W...
+     5   32   cosmos—secrets that, until now, had been lost...
+     6   17   on the sequences that danced across the scree...
+     7    2  , rehearsing the speech for their subordinates...
+     8    3  , weighing his words carefully. "Our tech is t...
+     9   38   urged, his voice bearing the gravitas of thei...
+     10   1  's authoritarian performance. _Protocols_, Jor...
+     11  26  eterred, Jordan cast a determined glance at th...
+     12   6   ordered, their voice echoing slightly before ...
+     13   4   stepping into their exchange. The authority i...
+     14  12   keep the team grounded. No one goes off-cours...
+     15   2  , rehearsing the speech for their subordinates...
+     16   6   ordered, their voice echoing slightly before ...}},
    'id': 195},
-  {'query': 'How does the team at Dulce base prepare for potential hostile actions from the alien intelligence?',
+  {'query': "What are the potential threats to the mainframe's security?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 196},
-  {'query': 'What role does Agent Mercer play in mitigating the risks associated with the interstellar dialogue?',
+  {'query': "How does the mainframe's security compare to other similar facilities?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 197},
-  {'query': 'How does the team ensure the security and integrity of their communication systems during the operation?',
+  {'query': "What role does Alex Mercer play in maintaining the mainframe's security?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 198},
-  {'query': 'What are the psychological impacts on the team members involved in this high-stakes operation?',
+  {'query': 'What specific challenges does Alex face in managing team dynamics?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 199},
-  {'query': 'What specific strategies does Alex Mercer employ to maintain team morale during the mission?',
+  {'query': "How do Alex Mercer's interactions influence the team's decision-making process?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 200},
-  {'query': "How does Alex Mercer's leadership style compare to that of Taylor Cruz?",
+  {'query': 'In what ways does Alex Mercer demonstrate adaptability in his leadership?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 201},
-  {'query': 'In what ways does Alex Mercer adapt his communication style to different team members?',
+  {'query': "How do the team members perceive Alex Mercer's leadership and decision-making?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 202},
-  {'query': 'What challenges does Alex Mercer face in balancing caution and optimism?',
+  {'query': 'What is the nature of the alien technology encountered by Agent Mercer?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 203},
-  {'query': "How does Alex Mercer's role evolve throughout the mission at Dulce Base?",
+  {'query': 'How does Agent Mercer manage the team dynamics during the mission?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 204},
-  {'query': 'What specific challenges does Agent Mercer face during Operation: Dulce?',
-   'answer': "Agent Alex Mercer faces a multitude of challenges during Operation: Dulce, both external and internal, as he navigates the complexities of the mission. One of the primary challenges is the enigmatic nature of the Dulce base itself, which is shrouded in mystery and filled with advanced alien technology that defies conventional understanding. This environment demands a high level of adaptability and problem-solving skills from Mercer and his team [Data: Sources (40, 42, 9)].\n\nInternally, Mercer grapples with the tension between adhering to strict protocols and his natural inclination to question and explore beyond the given parameters. This internal conflict is exacerbated by the authoritative presence of Taylor Cruz, whose rigid adherence to protocol often clashes with Mercer's more inquisitive nature. This dynamic creates a competitive undercurrent that challenges Mercer's ability to balance compliance with his desire for deeper understanding [Data: Sources (0, 6, 8)].\n\nAdditionally, Mercer faces the challenge of maintaining team cohesion and morale in the face of existential threats and the unknown. The mission's high stakes and the potential for groundbreaking discoveries weigh heavily on him, as he must ensure that the team remains focused and united despite the pressures and uncertainties they encounter [Data: Sources (12, 15, 23)].\n\nOverall, Mercer's challenges are multifaceted, involving the navigation of complex interpersonal dynamics, the management of high-stakes scientific exploration, and the reconciliation of his personal convictions with the mission's demands.",
-   'score': 85,
-   'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10978,
-    'output_tokens': 406,
-    'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':     id                                               text
-     0   40   and the distant hum of machinery hinted at Du...
-     1    9   "The silence here... It's almost as if the ba...
-     2   42   the dark heart of Dulce's secrets. \n\nAnd th...
-     3   12   keep the team grounded. No one goes off-cours...
-     4   40   and the distant hum of machinery hinted at Du...
-     5    6   ordered, their voice echoing slightly before ...
-     6    8   I'm right, what we're looking at isn't random...
-     7    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     8   33   were locked onto the display screen, where an...
-     9   15   than the last.\n\nThen, with a sudden burst t...
-     10  45   they faced. "If it's truly sentient, we're no...
-     11  31   set the tempo for an undertaking that travers...
-     12  27  , and not a small measure of trepidation. "Thi...
-     13  23  Sam Rivera, ever the source of technological a...
-     14  24  Keep the communication channels open. But let ...
-     15  26  eterred, Jordan cast a determined glance at th...
-     16   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...}},
+  {'query': 'What are the specific protocols that Agent Mercer must follow during Operation: Dulce?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 205},
-  {'query': 'What are the key interactions between Agent Mercer and Dr. Jordan Hayes?',
+  {'query': "How does Agent Mercer's background prepare him for the challenges at Dulce base?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 206},
-  {'query': 'How does Agent Mercer balance military protocol with scientific exploration?',
+  {'query': 'What are the potential consequences of miscommunication with the alien intelligence?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 207},
-  {'query': 'What are the potential consequences of the mission for Agent Mercer and his team?',
+  {'query': 'What specific role does Alex Mercer play in deciphering the alien script?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 208},
-  {'query': 'What are the specific challenges Alex Mercer faces during the signal analysis?',
+  {'query': 'How does the team plan to mitigate the risks associated with deciphering the script?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 209},
-  {'query': "How does Alex Mercer's leadership style influence the team's approach to the signal?",
+  {'query': 'What are the initial findings from the alien script that suggest potential technological advancements?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 210},
-  {'query': 'What is the nature of the relationship between Alex Mercer and other team members like Dr. Jordan Hayes?',
+  {'query': 'How does the team perceive the intentions behind the alien script?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 211},
-  {'query': 'How does Alex Mercer balance caution and optimism in the face of potential first contact?',
+  {'query': 'What protocols are in place for first contact with extraterrestrial intelligence?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 212},
-  {'query': 'What are the potential consequences of the signal analysis for humanity, according to Alex Mercer?',
+  {'query': 'What specific strategies does Alex Mercer use to maintain team cohesion?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 213},
-  {'query': 'What specific technologies are used by the Dulce team to secure communications?',
-   'answer': 'The Dulce team employs a variety of advanced technologies to secure their communications, as evidenced by the detailed descriptions of their operations. One of the primary technologies mentioned is the use of encrypted radio transmitters, which are crucial for maintaining secure lines of communication within the facility and potentially with extraterrestrial entities [Data: Sources (2)]. This technology is highlighted in the context of ensuring that communication lines with Dulce are re-established and that the secrets it conceals are illuminated.\n\nAdditionally, the team utilizes a complex array of audio interfaces and decryption machines to handle the alien signals they are attempting to decode. These devices are described as being capable of translating alien characters and signals into a form that the team can understand and respond to, indicating a high level of sophistication in their communication technology [Data: Sources (25, 36)]. The use of such technology suggests a focus on both security and the ability to adapt to unknown and potentially hostile communication protocols.\n\nFurthermore, the team is described as working with supercomputers and other high-tech equipment that bathe the command center in an eerie blue light, suggesting the use of advanced computational power to process and secure the vast amounts of data they are dealing with [Data: Sources (36)]. This setup is essential for managing the encrypted dialogue and ensuring that any communication with extraterrestrial intelligences is both secure and effective.\n\nOverall, the technologies used by the Dulce team reflect a blend of military precision and scientific innovation, aimed at securing their communications while engaging with potentially groundbreaking extraterrestrial signals.',
-   'score': 70,
-   'metadata': {'llm_calls': 1,
-    'prompt_tokens': 10983,
-    'output_tokens': 423,
-    'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':     id                                               text
-     0   22   his team into the core of their approach, his...
-     1   26  eterred, Jordan cast a determined glance at th...
-     2   42   the dark heart of Dulce's secrets. \n\nAnd th...
-     3    1  's authoritarian performance. _Protocols_, Jor...
-     4   41   conviction that knowledge was more than power...
-     5   10   but felt by all. The walls didn't just whispe...
-     6   34  Our responses so far have echoed their complex...
-     7   38   urged, his voice bearing the gravitas of thei...
-     8    7  , while Alex clenched his jaw, the buzz of fru...
-     9    2  , rehearsing the speech for their subordinates...
-     10  17   on the sequences that danced across the scree...
-     11  18   the universe.\n\nIn a symphony of clicks and ...
-     12  44   It's a... symphony. It's as if they're teachi...
-     13  22   his team into the core of their approach, his...
-     14  36  's luminescence. "Remember, while we seek comm...
-     15  25   his fingers hovering over the command keys. W...
-     16  16   a new cosmic paradigm.\n\nAlex Mercer watched...}},
-   'id': 214},
-  {'query': "How does Alex Mercer's leadership influence the team's communication strategies?",
+  {'query': 'How does Alex Mercer balance caution and curiosity in decision-making?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
-   'id': 215},
-  {'query': 'What are the potential risks identified by the team in communicating with extraterrestrial entities?',
+   'id': 214},
+  {'query': "What role does Alex Mercer play in the team's communication with extraterrestrial intelligence?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 215},
+  {'query': 'How does Alex Mercer respond to challenges from team members like Taylor Cruz?',
+   'answer': "Alex Mercer, as depicted in the sources, demonstrates a leadership style that is both collaborative and assertive when responding to challenges from team members like Taylor Cruz. Throughout the narrative, Alex is portrayed as a leader who values the input and expertise of his team, often engaging in dialogue that balances authority with respect for his colleagues' insights.\n\nIn situations where Taylor Cruz expresses caution or skepticism, Alex acknowledges the importance of their concerns while maintaining a focus on the mission's objectives. For instance, when Taylor urges caution regarding the potential risks of interacting with an alien signal, Alex responds by emphasizing the need to keep communication channels open but ensures that no message goes unchecked, highlighting his strategic approach to balancing risk and opportunity [Data: Sources (23, 24, 45)].\n\nAlex's interactions with Taylor also reveal his ability to adapt his leadership style to the dynamics of the team. He often bridges the gap between command and collaboration, as seen when he invites input from team members like Dr. Jordan Hayes and Sam Rivera, fostering an environment where diverse perspectives are considered in decision-making [Data: Sources (16, 18, 21)]. This approach not only addresses the immediate challenges posed by team members but also strengthens the team's cohesion and effectiveness in navigating complex situations.\n\nOverall, Alex Mercer's response to challenges from team members like Taylor Cruz is characterized by a blend of assertiveness, strategic thinking, and a commitment to collaborative problem-solving, which enables the team to tackle the unknowns they face effectively.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 405,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
    'id': 216},
-  {'query': 'How does the team adapt their strategies in response to evolving alien signals?',
-   'answer': None,
-   'score': None,
-   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+  {'query': "In what ways does Alex Mercer's leadership style impact the team's success?",
+   'answer': "Alex Mercer's leadership style is characterized by a blend of cautious optimism, strategic foresight, and a deep respect for his team's expertise. His approach significantly impacts the team's success in several ways.\n\n### Encouragement of Open Communication\n\nMercer fosters an environment where open communication is encouraged, allowing team members like Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera to express their insights and concerns freely. This is evident when he acknowledges the importance of keeping communication channels open and ensuring that no message or pulse goes unchecked, highlighting his commitment to collaborative problem-solving [Data: Sources (45, 23, 24)].\n\n### Balancing Caution with Optimism\n\nMercer demonstrates a balanced approach by urging caution while maintaining an optimistic outlook. He recognizes the potential risks involved in their mission but also sees the opportunity for groundbreaking discoveries. This dual perspective helps the team navigate the delicate balance between exploration and safety, as seen when he emphasizes the need to understand the signal's intent before proceeding [Data: Sources (31, 27, 18)].\n\n### Empowerment and Trust\n\nMercer places significant trust in his team, empowering them to take initiative and make critical decisions. His leadership style is not authoritarian but rather supportive, as he often seeks input from his team and values their expertise. This is illustrated when he relies on Jordan Hayes's analysis of the alien signal and encourages Sam Rivera's technological acumen [Data: Sources (23, 44, 41)].\n\n### Strategic Vision\n\nMercer's strategic vision is evident in his ability to anticipate potential challenges and prepare the team accordingly. He is aware of the historical significance of their mission and the potential impact of their actions on humanity's future. His foresight is reflected in his careful consideration of the team's responses to the alien signal, ensuring that they are both cautious and curious [Data: Sources (21, 14, 18)].\n\nOverall, Alex Mercer's leadership style significantly contributes to the team's ability to navigate the complexities of their mission, fostering a collaborative and adaptive environment that enhances their chances of success.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 538,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
    'id': 217},
-  {'query': 'What role does each team member play in ensuring communication security at Dulce Base?',
+  {'query': "What specific role does Alex Mercer play in the team's strategy at Dulce Base?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 218},
-  {'query': "What specific actions does Taylor Cruz take to ensure the team's safety during the mission?",
+  {'query': "How does Taylor Cruz's military background influence the team's approach to potential threats?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 219},
-  {'query': "How does Alex Mercer's leadership style influence the team's approach to the Cosmic Vocalization?",
+  {'query': 'What technological tools does Sam Rivera use to manage the alien signal?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 220},
-  {'query': "How do Sam Rivera's and Jordan Hayes's views on the Cosmic Vocalization complement or conflict with Taylor Cruz's perspective?",
+  {'query': 'How does the team balance scientific curiosity with the need for caution?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 221},
-  {'query': "In what ways does the team's dynamic change as they progress in understanding the Cosmic Vocalization?",
+  {'query': 'What are the ethical considerations the team discusses regarding the alien signal?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 222},
-  {'query': 'What specific skills does Alex Mercer bring to the team?',
+  {'query': 'What specific roles do each team member play in the Dulce Team?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 223},
-  {'query': "How does Sam Rivera's technical expertise impact the mission?",
+  {'query': "How does Alex Mercer's leadership style differ from Taylor Cruz's?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 224},
-  {'query': "In what ways does Taylor Cruz's leadership style affect team morale?",
+  {'query': 'What are some examples of conflicts within the Dulce Team and how are they resolved?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 225},
-  {'query': "How do Jordan Hayes' analytical skills contribute to the mission's success?",
+  {'query': "How does the team's approach to problem-solving evolve throughout their mission?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 226},
-  {'query': 'What are the key challenges the team faces during their mission?',
+  {'query': "In what ways does Sam Rivera's technical expertise influence the team's decisions?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 227},
-  {'query': 'What are the potential consequences of the risks Agent Mercer is managing?',
+  {'query': 'What specific technologies does Sam Rivera use to ensure data integrity?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 228},
-  {'query': 'How does Agent Mercer balance military protocol with the need for adaptability?',
+  {'query': "How does Alex Mercer's leadership style contribute to the team's data processing efforts?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 229},
-  {'query': "What role do other team members play in supporting Agent Mercer's risk management efforts?",
+  {'query': "What role does intuition play in the team's approach to data integrity?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 230},
-  {'query': 'What are the potential risks associated with interacting with an adaptive and learning signal?',
+  {'query': 'How does the team handle unexpected anomalies in the data?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 231},
-  {'query': 'How does the team at Dulce Base plan to manage the evolving nature of the signal?',
+  {'query': 'What are the potential threats to data integrity in their mission?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 232},
-  {'query': 'What protocols are in place for first contact with an intelligent extraterrestrial signal?',
+  {'query': 'What specific roles do characters like Alex Mercer play in the narratives about the Dulce Facility?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 233},
-  {'query': "How does the signal's adaptability compare to known artificial intelligence technologies?",
+  {'query': 'How do the themes of secrecy and advanced technology manifest in the stories about the Dulce Facility?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 234},
-  {'query': "What are the implications of the signal's learning ability for future interstellar communications?",
+  {'query': 'What evidence or sources support the theories of extraterrestrial contact at the Dulce Facility?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 235},
-  {'query': 'What is the nature of the alien technology encountered by Agent Mercer?',
+  {'query': 'How do internal conflicts within the Dulce Facility impact the overall narrative?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 236},
-  {'query': 'How does Agent Mercer manage his relationship with Taylor Cruz during the mission?',
+  {'query': 'What are the potential real-world implications of the themes explored in stories about the Dulce Facility?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 237},
-  {'query': 'What role does Dr. Jordan Hayes play in supporting Agent Mercer?',
+  {'query': 'What are the key challenges Alex Mercer faces as a leader in the Paranormal Military Squad?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 238},
-  {'query': 'How does the team respond to the existential threats they face?',
+  {'query': "How do Alex Mercer's leadership qualities compare to those of other team members?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 239},
-  {'query': 'What are the potential implications of the discoveries made during Operation: Dulce?',
+  {'query': 'In what ways does Alex Mercer adapt his leadership style to the evolving mission at Dulce Base?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 240},
-  {'query': 'What specific technologies are used at Dulce for extraterrestrial communication?',
+  {'query': 'What specific role does Alex Mercer play in the team?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 241},
-  {'query': 'How does the team at Dulce interpret and respond to alien signals?',
+  {'query': 'How does the team ensure the security of their communications with the signal?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 242},
-  {'query': 'What are the roles of key personnel like Dr. Jordan Hayes and Alex Mercer in managing the technology at Dulce?',
+  {'query': 'What are the potential risks identified by Taylor Cruz regarding the signal?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 243},
-  {'query': 'How does the technology at Dulce adapt to evolving alien signals?',
+  {'query': "How does Sam Rivera's perspective influence the team's approach to the signal?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 244},
-  {'query': 'What are the potential risks associated with the technology used at Dulce for extraterrestrial communication?',
+  {'query': 'What role does Dr. Jordan Hayes play in the Paranormal Military Squad?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 245},
-  {'query': "What role does Alex Mercer play in the Dulce team's operations?",
+  {'query': 'How does the team ensure the security of their communications with alien intelligences?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 246},
-  {'query': 'How does the Dulce team ensure the security of their data against potential extraterrestrial threats?',
+  {'query': 'What are the potential risks associated with decoding alien signals?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 247},
-  {'query': 'What are the specific challenges faced by the Dulce team in decoding alien signals?',
+  {'query': 'How does the team adapt their technology to the evolving nature of the alien signals?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 248},
-  {'query': 'How does the team balance military protocols with scientific exploration in their mission?',
+  {'query': 'What is the significance of the musical qualities in the alien signals?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 249},
-  {'query': 'What are the potential risks associated with the technologies used by the Dulce team?',
+  {'query': 'What specific challenges does Alex Mercer face in coordinating his team?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 250},
-  {'query': 'What specific roles do team members like Alex Mercer and Jordan Hayes play in these protocols?',
+  {'query': "How does Alex Mercer's leadership style compare to other leaders in similar situations?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 251},
-  {'query': 'What historical precedents or experiences have shaped these protocols?',
+  {'query': 'What are the key objectives of the mission at Dulce Base?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 252},
-  {'query': 'How does the team balance scientific curiosity with the potential risks of engaging with unknown phenomena?',
+  {'query': "How do team members like Dr. Jordan Hayes and Taylor Cruz contribute to the mission's success?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 253},
-  {'query': 'What training do team members undergo to prepare for such encounters?',
+  {'query': 'What are the potential risks and rewards of the mission as perceived by Alex Mercer?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
@@ -5395,326 +5477,271 @@ <h1>DRIFT Search</h1>
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 255},
-  {'query': "How did Mercer's leadership style differ from Taylor Cruz's during the mission?",
+  {'query': "How did Taylor Cruz's leadership impact team morale?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 256},
-  {'query': 'What were the long-term implications of the communication established with the alien signals?',
+  {'query': "In what ways did Mercer and Cruz's leadership styles complement each other?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 257},
-  {'query': 'How did the team dynamics evolve throughout Operation: Dulce?',
+  {'query': "What were the outcomes of Mercer's leadership decisions?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 258},
-  {'query': "What role did Jordan Hayes and Sam Rivera play in supporting Mercer's decisions?",
+  {'query': "How did the team respond to Cruz's authoritative style?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 259},
-  {'query': "How does Taylor Cruz's leadership style compare to that of Alex Mercer?",
+  {'query': 'What are the specific missions or tasks Alex Mercer has led?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 260},
-  {'query': "What specific instances demonstrate Taylor Cruz's impact on the team's mission outcomes?",
+  {'query': "What is Alex Mercer's background or training that prepared him for his role?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 261},
-  {'query': "How do other team members perceive Taylor Cruz's cautious approach?",
+  {'query': 'How does Alex Mercer’s leadership style compare to other leaders in similar roles?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 262},
-  {'query': "In what ways does Taylor Cruz's caution affect the team's interactions with potential extraterrestrial entities?",
+  {'query': 'What are the challenges Alex Mercer faces in his role and how does he overcome them?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 263},
-  {'query': "How does Taylor Cruz's cautious nature influence the team's overall strategy in Operation: Dulce?",
+  {'query': "How does Mercer's leadership style influence his interactions with the team?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 264},
-  {'query': 'What specific instances highlight the tension between Taylor Cruz and other team members?',
+  {'query': 'What specific events highlight the tension between Mercer and Taylor Cruz?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 265},
-  {'query': "How does Alex Mercer's approach to leadership differ from Taylor Cruz's?",
+  {'query': "In what ways does Jordan Hayes contribute to the team's mission alongside Mercer?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 266},
-  {'query': "In what ways does Taylor Cruz's leadership contribute to the success of the Paranormal Military Squad's missions?",
+  {'query': "How do the team's dynamics evolve throughout their mission at Dulce Base?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 267},
-  {'query': "How do other team members perceive Taylor Cruz's leadership style?",
+  {'query': 'What are the key challenges Mercer faces in maintaining team cohesion?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 268},
-  {'query': "What are the potential benefits and drawbacks of Taylor Cruz's emphasis on protocol?",
+  {'query': 'What specific strategies does Mercer employ to maintain team morale during the mission?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 269},
-  {'query': 'What specific roles do the characters like Alex Mercer play in the Dulce Base narrative?',
+  {'query': "How does Mercer's leadership compare to that of other team members like Taylor Cruz?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 270},
-  {'query': 'How do the themes of trust and communication manifest in the Dulce Base stories?',
+  {'query': "How does Mercer's background influence his approach to leadership in this context?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 271},
-  {'query': 'What are the most common elements found in conspiracy theories about government and alien interactions?',
+  {'query': 'What challenges does Mercer face in leading a team dealing with extraterrestrial communication?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 272},
-  {'query': 'How does the portrayal of technology in Dulce Base compare to other fictional accounts of alien contact?',
+  {'query': 'What specific protocols are in place for Operation: Dulce?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 273},
-  {'query': 'What are the ethical implications explored in the Dulce Base narrative regarding first contact with aliens?',
+  {'query': "How does Alex Mercer influence the team's approach to adaptability?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 274},
-  {'query': "What is Alex Mercer's role and how does it complement or conflict with Taylor Cruz's strategies?",
+  {'query': 'What are the potential risks of deviating from protocol in this mission?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 275},
-  {'query': "How does Taylor Cruz's leadership style impact the team's dynamics at Dulce Base?",
+  {'query': "How do team members' backgrounds influence their views on protocol versus adaptability?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 276},
-  {'query': 'What are some specific challenges Taylor Cruz faces in maintaining protocol at Dulce Base?',
+  {'query': 'What role does technology play in supporting adaptability during the mission?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 277},
-  {'query': "How do other team members perceive Taylor Cruz's strategic decisions?",
+  {'query': 'What specific challenges does Mercer face in balancing these roles?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 278},
-  {'query': "What are the potential consequences of Taylor Cruz's decisions on the mission's outcome?",
+  {'query': "How does Mercer's leadership style influence his team's approach to the mission?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 279},
-  {'query': 'What specific actions does Mercer take to foster team collaboration?',
+  {'query': 'What are the potential consequences of prioritizing one aspect over the other?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 280},
-  {'query': "How do other team members perceive Mercer's leadership style?",
+  {'query': "How do other team members perceive Mercer's balancing act?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 281},
-  {'query': "In what ways does Mercer's military background influence his decision-making?",
+  {'query': "What role does intuition play in Mercer's decision-making process?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 282},
-  {'query': 'How does Mercer handle conflicts or disagreements within the team?',
+  {'query': 'What are the specific challenges Alex Mercer faces in his leadership role?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 283},
-  {'query': "What are the potential challenges Mercer's leadership style might face in high-stress situations?",
+  {'query': "How does Alex Mercer's leadership style compare to that of other leaders in the Paranormal Military Squad?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 284},
-  {'query': 'What specific roles do each team member play in the decoding process?',
+  {'query': "What are the outcomes of Alex Mercer's leadership strategies in the mission?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 285},
-  {'query': 'How does the team ensure the security of their communications with the alien signals?',
+  {'query': 'How does Alex Mercer handle conflicts or disagreements within his team?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 286},
-  {'query': 'What are the potential risks identified by the team in decoding the signals?',
+  {'query': 'What are the key qualities that make Alex Mercer an effective leader?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 287},
-  {'query': 'How does the team plan to handle the ethical implications of communicating with an alien intelligence?',
+  {'query': "How does Alex Mercer's leadership style compare to that of Taylor Cruz?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 288},
-  {'query': 'What technologies are being used by the team to decode the alien signals?',
+  {'query': 'In what ways does Alex Mercer adapt his approach when dealing with different team members?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 289},
-  {'query': 'What is the role of Taylor Cruz in the Paranormal Military Squad?',
+  {'query': 'What are some examples of challenges Alex Mercer faces from his team?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 290},
-  {'query': "How does Taylor Cruz's approach differ from other team members like Alex Mercer?",
+  {'query': 'How does Alex Mercer balance risk and opportunity in decision-making?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 291},
-  {'query': 'What are the potential risks associated with the Cosmic Vocalization that Taylor Cruz is concerned about?',
+  {'query': "How do team members perceive Alex Mercer's leadership style?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 292},
-  {'query': "How does Taylor Cruz's emphasis on protocol impact the team's decision-making process?",
+  {'query': 'In what ways does Alex Mercer adapt his leadership style to different situations?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 293},
-  {'query': 'What specific protocols are in place for first contact scenarios in the narrative?',
+  {'query': "What are the key decisions made by Alex Mercer that influence the team's mission?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 294},
-  {'query': 'What specific roles do each team member play in deciphering the alien signals?',
+  {'query': "How does Alex Mercer's leadership compare to other leaders within the Paranormal Military Squad?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 295},
-  {'query': 'How does the team balance military protocol with scientific exploration?',
+  {'query': "How does Jordan Hayes' analytical approach impact the team's progress?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 296},
-  {'query': 'What are the potential risks and rewards of successfully communicating with the alien intelligence?',
+  {'query': "In what ways does Taylor Cruz's leadership style affect team dynamics?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 297},
-  {'query': "How do the team members' backgrounds and expertise contribute to their approach to the alien signals?",
+  {'query': 'What role does Sam Rivera play in the technical aspects of the mission?',
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 298},
-  {'query': "What are the implications of the alien signals for humanity's understanding of the universe?",
+  {'query': "How does the team's dynamic evolve throughout their mission?",
    'answer': None,
    'score': None,
    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 299},
-  {'query': 'What specific role does Alex Mercer play in the communication process at Dulce Base?',
+  {'query': 'What specific roles do each team member play in interpreting the script?',
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-   'id': 318},
-  {'query': 'How does the team ensure transparency and ethical responsibility in their mission?',
+  {'query': "What measures are being taken to ensure the security and integrity of the mainframe's operations?",
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    'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
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@@ -6078,7 +6105,7 @@ <h1>DRIFT Search</h1>
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-<pre>"# Mercer's Role in the Paranormal Military Squad at Dulce Base\n\nMercer is a prominent figure within the Paranormal Military Squad stationed at Dulce Base, an underground facility dedicated to interstellar communication and engagements with extraterrestrial entities. In this high-stakes environment, Mercer acts as both a mentor and leader, providing crucial guidance and strategic insights that are vital for the success of the squad's mission. His leadership style is marked by a strong emphasis on maintaining morale and ensuring operational efficiency among team members, which include Jordan, Alex, Taylor Cruz, and Sam Rivera.\n\nMercer's involvement in the squad centers on his ability to mentor younger team members, fostering an environment of trust and open communication that is essential for deciphering complex alien messages. This task is not only a technical challenge but also one that holds significant cultural and strategic implications for humanity's future interactions with extraterrestrial beings.\n\nAt Dulce Base, Mercer collaborates closely with other key squad members like Taylor Cruz, who focuses on maintaining operational security, and Sam Rivera, who provides technological expertise. Together, they work harmoniously to decode and strategize responses to alien communications, navigating both the technological barriers and the ethical considerations that arise from such interactions.\n\nMercer's strategic influence is particularly noteworthy; he is deeply involved in high-level decision-making processes and plays a pivotal role in shaping the squad's engagement strategies. His cautious yet progressive approach ensures a careful balance between discovery and protocol adherence, aligning the squad's actions with broader cosmic and diplomatic goals.\n\nThe environment at Dulce Base enhances the complexity of the mission, adding layers of psychological and operational challenges. Here, Mercer's mentorship and ability to lead under pressure become indispensable, helping the team maintain focus and effectiveness in their pursuit of establishing a Cosmic Relationship, a foundational objective for the squad.\n\nOverall, Mercer's multifaceted role underscores his importance, from managing interpersonal dynamics and mentoring to making strategic decisions that carry far-reaching implications.\n\n\n# Agent Mercer and Their Role at Dulce Military Base\n\nAgent Mercer, identified as Alex Mercer, is a key figure involved in the critical operations at the Dulce Military Base, which is renowned for its efforts in extraterrestrial communication. The Dulce Base serves as a significant hub for decoding cosmic and alien signals, with Alex Mercer playing a pivotal role in these initiatives. Mercer, alongside other notable personnel like Taylor Cruz, Jordan Hayes, and Sam Rivera, contributes to the base's mission of establishing communication with extraterrestrial intelligence. Alex Mercer's expertise in signal analysis is crucial for deciphering the complex communications potentially emanating from intelligent alien sources, which are pivotal for the base’s objectives.\n\nTheir role is integral to the broader efforts undertaken at the Dulce Base, which encompasses analyzing and responding to potential communications from alien intelligence. This responsibility places them at the forefront of one of the most strategic scientific missions, which aims to understand and decode cosmic signals that could impact human interactions with extraterrestrial entities. Given the gravity of these operations, Mercer's contributions are seen as enhancing the team’s collective ability to interpret and respond to alien communications.\n\nFurthermore, the collaboration among the key personnel at Dulce, including Mercer, supports a cohesive operational dynamic essential for the success of their missions. The team’s composition allows them to efficiently tackle the decoding efforts, manage communications, and ensure strategic responses to any potential existential threats or opportunities that may arise from these interactions.\n\nIn summary, Alex Mercer is a prominent figure deeply entrenched in the communication efforts with alien entities at the Dulce Military Base. This position underscores their substantial role in employing advanced signal analysis to advance understanding and establish possible dialogues with extraterrestrial intelligence, highlighting their indispensable contributions to this field of study.\n\n# Agent Alex Mercer and His Role in Operation: Dulce\n\nAgent Alex Mercer is a prominent figure within the context of Operation: Dulce, a significant military mission focused on exploring paranormal anomalies and interstellar dialogue at the Dulce military base. As a key member of the Paranormal Military Squad, Mercer's involvement underscores his crucial role in advancing the strategic objectives of the operation. He is regarded as an influential leader, whose actions and decisions significantly shape the direction and outcomes of the mission. Mercer's strategic insight and commitment to the mission are evident in his various activities, which include guiding strategic decisions and interacting with other key team members such as Dr. Jordan Hayes.\n\nWithin the broader framework of the mission, Mercer is recognized for his determination and complex relationship with authority. Despite outward compliance, he exhibits a subtle yet notable resolve that hints at his independent thinking and critical influence on the mission's trajectory. His interactions with the mission's strategic hubs, such as the briefing room at the Dulce base and the Underground Command Center, further exemplify his leading hand in navigating the challenging and high-stakes environment of Operation: Dulce.\n\nAdditionally, Mercer's involvement goes beyond mere operational duties, extending to significant contributions to interspecies communication efforts. His leadership at the Dulce Team and Underground Command Center highlights his role in managing both strategic operations and critical communication tasks. This multifaceted involvement positions Mercer not only as a key figure within the direct mission but also as a central actor in facilitating groundbreaking advancements in interspecies communication.\n\nOverall, Agent Alex Mercer emerges as a pivotal force within the complex networks of Operation: Dulce and its related activities. His leadership and strategic contributions are instrumental in addressing the ambitions of the mission and the broader interspecies communication project, marking him as a vital figure within the operational community at the Dulce military base.\n\n\n# Agent Mercer's Role in Dulce Facility\n\nAgent Alex Mercer appears to be a key figure within the Dulce Facility community, deeply embedded in the operations concerning extraterrestrial communication. The knowledge graph surrounding the Dulce Facility and its role as an extraterrestrial communication hub indicates that Mercer is among other prominent personnel such as Taylor Cruz, Jordan Hayes, and Sam Rivera, all of whom play significant roles in the activities at this strategic location. Within the Dulce Facility, Mercer's role involves high-level responsibilities, likely related to setting and managing communication frequencies, which are crucial for the interstellar communication efforts facilitated by the Dulce Mainframe and Control Room.\n\nThe community highlights that the Dulce Facility is central to Earth's strategic initiatives in extraterrestrial engagement and communication, primarily due to its advanced technical infrastructure and personnel expertise. As part of the Paranormal Military Squad's efforts, Alex Mercer contributes to interpreting and decrypting signals, suggesting an intimate involvement in parsing alien communications and potentially establishing dialogues with extraterrestrial intelligences. This work is critical for Dulce's mission to secure Earth's standing within the broader galactic community by enhancing interstellar communication capabilities.\n\nThe interconnectedness of the Dulce Facility's entities, like the Control Room and Mainframe, promotes a streamlined operation where Mercer and his colleagues' coordinated efforts advance their overarching goal—effectively positioning Earth as a notable participant in cosmic diplomacy. The sensitive nature of these operations demands a high level of security and confidentiality, further underlining the importance and trust vested in figures like Agent Mercer.\n\nAgent Mercer's contributions are instrumental in supporting the Dulce Facility's objectives of maintaining seamless communication, laying the groundwork for Earth's eventual integration into the galactic community and ensuring significant advancements in Earth's technological and diplomatic prowess in the interstellar realm.\n\n# Overview of Alex Mercer's Role in Cosmic Interactions\n\nAlex Mercer is a prominent figure in the community centered around cosmic phenomena, specifically interacting with the concept of Cosmic Vocalization. This interaction is part of a broader narrative involving several key entities, including Taylor Cruz and the Paranormal Military Squad, focusing on how these cosmic events may affect the Universe and humanity's response to them.\n\nMercer's approach to Cosmic Vocalization is notably distinct; he perceives it as a part of an 'interstellar duet,' suggesting that it is not merely a random cosmic event but a form of communication that requires response and understanding. This perspective implies a potential ongoing dialogue or connection between cosmic sources and human consciousness, which might be critical for understanding cosmic events' broader implications.\n\nThis belief in a cosmic dialogue positions Mercer as an advocate for deeper investigation and potentially for preparation against unidentified cosmic influences or entities. His viewpoint contrasts with that of Taylor Cruz, who raises alarms about the possible risks associated with Cosmic Vocalization, considering it might be a dangerous homing signal that threatens planetary security.\n\nThe Paranormal Military Squad's involvement adds another layer to the interaction with Cosmic Vocalization, treating it as a significant element in their strategic operations and security measures. Their perceiving the Universe as a concert hall metaphorically underscores the importance of how cosmic events like these are interpreted – both scientifically and strategically.\n\nMercer's perception of Cosmic Vocalization as part of a non-threatening cosmic symphony reflects a more benign or neutral stance compared to others in the community who see potential threats requiring urgent strategic responses. This diversity in interpretation highlights the complex interplay between scientific curiosity and security concerns that characterize the community's overall approach to cosmic phenomena.\n\nThe community's dynamics involve a balance between open-ended exploration and the preparedness for potential threats, where Mercer's role in shaping these interpretations presents a narrative of cosmic events as opportunities for deeper understanding rather than immediate threats."</pre>
+<pre>"# Understanding the Role of Agent Mercer in the Context of Paranormal Military Squad\n\nAgent Mercer is a significant figure within the framework of the Paranormal Military Squad at Dulce Base, which is fundamentally engaged in interstellar communication and operations concerning extraterrestrial entities. The overview of this community reveals that Mercer operates as a leader and mentor, providing essential guidance and leadership to the team. His role is pivotal in nurturing the morale and operational efficiency of the squad, which is particularly crucial given the complexities and high-stakes nature of their mission. This mission involves decrypting and analyzing alien communications, an endeavor requiring a blend of military precision and scientific acumen.\n\nAt Dulce Base, Mercer's influence extends beyond mere leadership; he serves as a strategic linchpin in the operation. His interactions with other key squad members, such as Taylor Cruz and Sam Rivera, emphasize his integral role in both the strategic planning and psychological readiness of the team. Mercer's capacity to foster professional relationships and nurture the collaborative dynamics among the squad members is critical. The team's success in decoding alien messages heavily relies on these dynamics, as well as on Mercer's ability to guide through rigorous analytical challenges and maintain composure in interpreting extraterrestrial signals.\n\nThe structure of the Paranormal Military Squad focuses on combining military discipline with innovative thinking to navigate uncharted territories in alien communication. Mercer's mentorship seems to act as a cornerstone, shaping the team's strategic responses to alien interactions and fostering an atmosphere conducive to both discipline and creative problem-solving in the face of the unknown. Therefore, Agent Mercer's role is not only about leading the Paranormal Military Squad but also about playing an influential part in the broader interstellar communication initiatives fostered at Dulce Base.\n\n\n# Exploration of Alex Mercer's Role in Dulce Base Operations\n\nAlex Mercer is a pivotal figure within the Paranormal Military Squad operating at the Dulce Base, a high-tech facility focused on bridging human and alien communication. As a key strategic leader, Mercer's involvement is crucial to the effective management and oversight of critical operations dealing with extraterrestrial intelligence. His role is deeply intertwined with the mission's success, which revolves around decoding alien signals and formulating strategic responses that could ultimately redefine humanity's perception in the cosmic landscape.\n\nMercer's strategic influence is notably impactful in shaping the squad's approach to their high-stakes mission. His cautious and balanced decision-making process ensures that the squad's actions uphold both the drive for scientific discovery and the necessary adherence to safety protocols. This balance is integral to maintaining the operational integrity of the Paranormal Military Squad, reflecting Mercer's important role in aligning their actions with broader cosmic and diplomatic goals.\n\nThe collaborative environment at the Dulce Base, emphasized by the relationships Mercer maintains with fellow key figures like Taylor Cruz, Jordan Hayes, and Sam Rivera, is crucial. These dynamics are essential for effectively decoding and reacting to alien signals. The synergy among these individuals, while potentially contentious, underscores the mission's complexity and its importance to the squad's broader objectives.\n\nIn the context of the strategic operations at Dulce Base, Mercer contributes significantly to the collective efforts aimed at establishing a Cosmic Relationship with alien intelligence. His leadership, combined with innovative approaches from team members like Sam Rivera, highlights a forward-thinking team prepared to tackle the unknowns of alien communication while safeguarding against potential threats. Mercer's involvement at the Dulce Underground Command Center positions him as an integral part of the ongoing efforts to manage and respond to alien activities, ensuring efficient and strategic operations within this secretive and crucial hub.\n\nOverall, Alex Mercer's role is essential in navigating the intricate balance between exploration and caution in the realm of extraterrestrial interaction, defining him as a quintessential figure in the operations at Dulce Base.\n\n## Understanding the Role of Agent Alex Mercer in Operation Dulce\n\nAgent Alex Mercer plays a pivotal role in several key initiatives related to the controversial and highly classified projects surrounding the Dulce military base. He is fundamentally involved in the 'Dulce Team,' identified as a central player in the interspecies communication project, a groundbreaking initiative for human and non-human engagement. Mercer's influence extends deeply into multiple facets of these operations, including leadership roles within both the Dulce Team and the Underground Command Center. Here, his expertise in strategic guidance and operational leadership is critical to progressing the interspecies communication agenda.\n\nMercer's central involvement is further exemplified in 'Operation: Dulce,' a mission conducted at the Dulce military base, where he assists in steering the mission's strategic decisions. His role is characterized by exploring profound implications for humanity's future interactions with paranormal phenomena. Despite maintaining compliance, Mercer is noted for instrumental strategic decision-making and a complex relationship with authority figures, reflecting his nuanced approach to sensitive, high-stakes missions.\n\nHis contributions are underscored by claims highlighting his strong presence in cooperative efforts needed to operate the command center effectively. Mercer's dual positions, both leading and supporting within these operational structures, emphasize his critical importance to the collaboration between military organizations and scientific endeavors pursuing interspecies dialogue.\n\nMoreover, within the broader operations like managing the concept of the 'Alien Script' and the 'First Contact' scenarios, Mercer is aligned with efforts to analyze and decode enigmatic extraterrestrial communications. This prolonged engagement highlights his intelligence and extensive problem-solving capacities to foster advancements in human understanding of potential extraterrestrial interactions, securing Mercer's reputation as an essential asset to the initiative's ultimate success.\n\n## Analysis of Alex Mercer's Role at Dulce Base\n\nThe query 'Who is agent Mercer?' can be addressed by exploring Alex Mercer's involvement at Dulce Base, particularly in relation to extraterrestrial communication efforts. Within the framework of the operations at Dulce Base, Alex Mercer emerges as a pivotal figure. His presence is consistently noted around critical technology, such as the Central Terminal and the Viewing Monitors. These setups are instrumental for extraterrestrial signal processing and visualization.\n\nAt Dulce Base, Alex Mercer is integrated into strategic efforts, participating in key moments of extraterrestrial signal handling. This suggests not only his expertise in such operations but also potentially a leadership role. Mercer's interaction with technology during pivotal broadcasts indicates his significant operational capacity in the direct transmission and reception processes involved in extraterrestrial communications.\n\nFurthermore, within the broader team, including the Paranormal Military Squad, Mercer colludes with other notable members like Taylor Cruz and Jordan Hayes, indicating his centrality to the team dynamics and the multidisciplinary approach required for the sophisticated nature of their missions.\n\nMoreover, his engagement is not limited to technical roles but extends into the almost philosophical realms of communication, such as interpreting cosmic signals with strategic security concerns, as seen in his involvement with cosmic vocalization dialogues, which are interpreted through a defensive and exploratory lens. Mercer's activities position him as both a key operational participant and a figure of greater narrative significance at Dulce Base, intertwined deeply with the central aims of extraterrestrial engagement efforts. This paints a picture of an individual deeply embedded in the action of signal processing and communication with implications touching both exploration and strategic readiness.\n\nIn conclusion, Alex Mercer is a key agent at Dulce Base, heavily involved in the significant technological and strategic operations related to extraterrestrial communications, highlighting both his technical prowess and strategic importance in these missions.\n\n\n# Role of Alex Mercer in the Dulce Facility Community\n\nThe query pertains to the identity of Agent Mercer, who is directly involved with the operation and management of the Dulce Facility, a critical hub for extraterrestrial communication efforts. Within this community, Alex Mercer is a key individual whose contributions are vital to the facility's mission. The Dulce Facility is renowned for being the central location where groundbreaking communication with extraterrestrial intelligence is attempted, and it houses significant operational areas like the Control Room and the Mainframe.\n\nAlex Mercer, along with fellow personnel including Taylor Cruz, Jordan Hayes, and Sam Rivera, is deeply entrenched in the operations of this community. The collective efforts of these individuals play a crucial role in the success of Dulce's communications initiatives. Their responsibilities include setting communication frequencies and decrypting alien signals, tasks that require a high level of expertise and precision.\n\nThe Dulce Facility's Control Room is particularly noteworthy as it serves as the nerve center for these communication efforts. Mercer’s involvement in this strategic hub suggests his role encompasses not just operational duties but also potential decision-making responsibilities vital to the success of the community's objectives. The interconnectedness of the various elements within this facility—specifically, the Control Room, Mainframe, and the personnel—enhances operational efficiency and underscores the significance of Mercer's role.\n\nThrough these roles, it is evident that Agent Mercer is integral to the ongoing extraterrestrial communication initiatives at the Dulce Facility. His involvement in crucial operations and strategies indicates that Mercer’s expertise and leadership are pivotal to advancing the community's goals. Thus, Alex Mercer is not only a key player but also potentially a leader or a senior operator within the Dulce community, tasked with significant responsibilities that impact the broader scope of their missions.\n"</pre>
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diff --git a/examples_notebooks/global_search/index.html b/examples_notebooks/global_search/index.html
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+++ b/examples_notebooks/global_search/index.html
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+    <li class="md-nav__item">
+      <a href="../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
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+            
+              
+                
+  
+  
+  
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+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
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-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
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 <pre>### Overview of Cosmic Vocalization
 
-Cosmic Vocalization is a significant phenomenon that has captured the attention of various individuals and groups within the community. It is perceived as an interstellar event, with some interpreting it as a form of communication or interaction with cosmic entities. This has led to diverse interpretations and responses from those involved.
-
-### Key Individuals and Groups
+Cosmic Vocalization is a phenomenon that has garnered significant attention from various individuals and groups. It is perceived as a focal point of interest within the community, suggesting its importance and the intrigue it holds for those studying or affected by it [Data: Reports (6)].
 
-1. **Alex Mercer**: Alex views Cosmic Vocalization as part of an interstellar duet, suggesting a responsive and possibly harmonious interaction with cosmic events. This perspective highlights the potential for Cosmic Vocalization to be a form of communication or exchange with the universe [Data: Reports (6)].
+### Key Involvements
 
-2. **Taylor Cruz**: Taylor expresses concerns about the nature of Cosmic Vocalization, fearing it might be a homing tune. This interpretation adds a layer of urgency and potential threat, suggesting that the phenomenon could have implications for security or safety [Data: Reports (6)].
+1. **Paranormal Military Squad**: This group is actively engaged with Cosmic Vocalization, indicating that it is part of their strategic response to cosmic phenomena. Their involvement highlights the significance of Cosmic Vocalization in security measures, suggesting that it may have implications for national or global safety [Data: Reports (6)].
 
-3. **Paranormal Military Squad**: This group is actively engaged with Cosmic Vocalization, indicating its strategic importance in their operations. Their involvement underscores the significance of Cosmic Vocalization in security measures and suggests that it is being monitored and analyzed for potential threats or opportunities [Data: Reports (6)].
+2. **Alex Mercer**: Alex Mercer views Cosmic Vocalization as part of an interstellar duet. This perspective suggests a responsive approach to cosmic events, indicating that there may be an interactive or communicative aspect to the phenomenon [Data: Reports (6)].
 
-### Interpretations and Implications
+3. **Taylor Cruz**: Taylor Cruz has raised concerns about Cosmic Vocalization, fearing it might be a homing tune. This adds a layer of urgency and potential threat, as it implies that the phenomenon could be attracting or guiding something or someone [Data: Reports (6)].
 
-The Paranormal Military Squad metaphorically treats the universe as a concert hall, which suggests a broader perspective on how cosmic events like Cosmic Vocalization are interpreted and responded to by human entities. This metaphor implies that the phenomenon is not only a subject of scientific interest but also of cultural and philosophical significance [Data: Reports (6)].
+### Implications
 
-In summary, Cosmic Vocalization is a complex and multifaceted phenomenon that has drawn interest from various sectors, each interpreting it through their unique lenses. The involvement of individuals like Alex Mercer and Taylor Cruz, along with the strategic engagement of the Paranormal Military Squad, highlights the diverse implications and potential impacts of this cosmic event.
+The involvement of these diverse groups and individuals suggests that Cosmic Vocalization is not only a subject of scientific or academic interest but also a matter of strategic and security concern. The varied perspectives—from seeing it as a duet to fearing it as a homing signal—highlight the complexity and potential risks associated with this phenomenon. Further investigation and monitoring may be necessary to fully understand its implications and to develop appropriate responses.
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-<pre>LLM calls: 2. Prompt tokens: 11291. Output tokens: 606.
+<pre>LLM calls: 2. Prompt tokens: 11238. Output tokens: 511.
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+    <li class="md-nav__item">
+      <a href="../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
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+    </li>
+  
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+            
+              
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+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
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+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
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@@ -2162,6 +2183,30 @@ <h3 id="load-community-reports-as-context-for-global-search">Load community repo
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+<div class="jp-OutputArea-child">
+<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
+<pre>/home/runner/work/graphrag/graphrag/graphrag/query/indexer_adapters.py:160: SettingWithCopyWarning: 
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+  nodes_df["community"] = nodes_df["community"].fillna(-1)
+/home/runner/work/graphrag/graphrag/graphrag/query/indexer_adapters.py:161: SettingWithCopyWarning: 
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+  nodes_df["community"] = nodes_df["community"].astype(int)
+/home/runner/work/graphrag/graphrag/graphrag/query/indexer_adapters.py:162: SettingWithCopyWarning: 
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+  nodes_df["degree"] = nodes_df["degree"].astype(int)
+</pre>
+</div>
+</div>
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 <pre>### Overview of Cosmic Vocalization
 
-Cosmic Vocalization is a phenomenon that has captured the attention of various individuals and groups within the community. It is perceived as a significant cosmic event, with implications that extend beyond mere observation. The concept is central to the community's focus, suggesting its importance in both cultural and strategic contexts [Data: Reports (6)].
-
-### Key Perspectives and Concerns
+Cosmic Vocalization is a phenomenon that has garnered significant attention from various individuals and groups, indicating its importance within the community. It is perceived as a cosmic event that may have broader implications for security and interstellar communication [Data: Reports (6)].
 
-Alex Mercer views Cosmic Vocalization as part of an interstellar duet, indicating a responsive and perhaps interactive approach to these cosmic events. This perspective suggests that Cosmic Vocalization may not be a solitary occurrence but part of a larger cosmic interaction [Data: Reports (6)].
+### Key Participants and Perspectives
 
-On the other hand, Taylor Cruz raises concerns about the potential implications of Cosmic Vocalization, fearing it might serve as a homing tune. This adds a layer of urgency and potential threat, as it implies that the phenomenon could attract attention from unknown entities or forces [Data: Reports (6)].
+1. **Paranormal Military Squad**: This group is actively engaged with Cosmic Vocalization, treating it as a strategic element in their security measures. Their involvement suggests that Cosmic Vocalization is not only a subject of interest but also a potential factor in security protocols. The squad metaphorically views the universe as a concert hall, which implies a broader interpretation of cosmic events and their impact on human activities [Data: Reports (6)].
 
-### Strategic and Metaphorical Interpretations
+2. **Alex Mercer**: Alex Mercer perceives Cosmic Vocalization as part of an interstellar duet, which suggests a responsive and possibly communicative aspect to these cosmic events. This perspective highlights the potential for Cosmic Vocalization to be part of a larger cosmic interaction [Data: Reports (6)].
 
-The Paranormal Military Squad's involvement with Cosmic Vocalization highlights its strategic importance. Their engagement suggests that these cosmic phenomena are not only of scientific interest but also of security concern, warranting a structured response as part of their mission [Data: Reports (6)].
+3. **Taylor Cruz**: Taylor Cruz raises concerns about the implications of Cosmic Vocalization, fearing it might be a homing tune. This adds a layer of urgency and potential threat, suggesting that Cosmic Vocalization could have unintended consequences or attract unwanted attention [Data: Reports (6)].
 
-Furthermore, the Universe is metaphorically treated as a concert hall by the Paranormal Military Squad. This metaphorical interpretation suggests a broader perspective on how cosmic events are perceived and responded to by human entities, emphasizing the cultural and philosophical dimensions of Cosmic Vocalization [Data: Reports (6)].
+### Implications
 
-In summary, Cosmic Vocalization is a multifaceted phenomenon involving various stakeholders, each with their own interpretations and concerns. Its significance spans cultural, strategic, and security domains, making it a subject of considerable interest and debate within the community.
+The involvement of the Paranormal Military Squad and the concerns raised by individuals like Taylor Cruz indicate that Cosmic Vocalization is not merely a scientific curiosity but a phenomenon with potential security and existential implications. The varied perspectives on Cosmic Vocalization—from strategic engagement to concerns about its nature—underscore the complexity and significance of this cosmic event [Data: Reports (6)].
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@@ -2613,6 +2656,14 @@ <h4 id="perform-global-search-with-dynamic-community-selection">Perform global s
 </tr>
 <tr>
 <th>1</th>
+<td>1</td>
+<td>Earth's Interstellar Communication Initiative</td>
+<td>0.16</td>
+<td># Earth's Interstellar Communication Initiativ...</td>
+<td>8.5</td>
+</tr>
+<tr>
+<th>2</th>
 <td>16</td>
 <td>Dulce Military Base and Alien Intelligence Com...</td>
 <td>0.08</td>
@@ -2620,7 +2671,7 @@ <h4 id="perform-global-search-with-dynamic-community-selection">Perform global s
 <td>8.5</td>
 </tr>
 <tr>
-<th>2</th>
+<th>3</th>
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 <td>Paranormal Military Squad Team and Dulce Base'...</td>
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@@ -2628,7 +2679,7 @@ <h4 id="perform-global-search-with-dynamic-community-selection">Perform global s
 <td>8.5</td>
 </tr>
 <tr>
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-<td>17</td>
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-<td>0.02</td>
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-</tr>
-<tr>
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@@ -2653,6 +2696,14 @@ <h4 id="perform-global-search-with-dynamic-community-selection">Perform global s
 </tr>
 <tr>
 <th>6</th>
+<td>17</td>
+<td>Dulce Team and Underground Command Center: Int...</td>
+<td>0.02</td>
+<td># Dulce Team and Underground Command Center: I...</td>
+<td>8.5</td>
+</tr>
+<tr>
+<th>7</th>
 <td>6</td>
 <td>Cosmic Vocalization and Universe Interactions</td>
 <td>0.02</td>
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 <pre>Build context (gpt-4o-mini)
-LLM calls: 12. Prompt tokens: 8565. Output tokens: 1109.
+LLM calls: 12. Prompt tokens: 8565. Output tokens: 1103.
 Map-reduce (gpt-4o)
-LLM calls: 2. Prompt tokens: 5834. Output tokens: 600.
+LLM calls: 2. Prompt tokens: 6354. Output tokens: 589.
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+      <a href="../../../../index/outputs/" class="md-nav__link">
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+  </span>
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-        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_4_label" aria-expanded="false">
-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
diff --git a/examples_notebooks/inputs/operation dulce/Operation Dulce v2 1 1/index.html b/examples_notebooks/inputs/operation dulce/Operation Dulce v2 1 1/index.html
index 87ab5c2a3..efd38863f 100644
--- a/examples_notebooks/inputs/operation dulce/Operation Dulce v2 1 1/index.html	
+++ b/examples_notebooks/inputs/operation dulce/Operation Dulce v2 1 1/index.html	
@@ -575,6 +575,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../../../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
     
     
     
@@ -586,10 +607,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
@@ -600,8 +621,8 @@
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-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
diff --git a/examples_notebooks/local_search/index.html b/examples_notebooks/local_search/index.html
index 1e086e5d5..5b0bd0880 100644
--- a/examples_notebooks/local_search/index.html
+++ b/examples_notebooks/local_search/index.html
@@ -581,6 +581,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
     
     
     
@@ -592,10 +613,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
@@ -606,8 +627,8 @@
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           </label>
         
-        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_4_label" aria-expanded="false">
-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
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             Configuration
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@@ -2334,7 +2355,7 @@ <h4 id="read-entities">Read entities<a class="anchor-link" href="#read-entities"
 <span class="c1"># load description embeddings to an in-memory lancedb vectorstore</span>
 <span class="c1"># to connect to a remote db, specify url and port values.</span>
 <span class="n">description_embedding_store</span> <span class="o">=</span> <span class="n">LanceDBVectorStore</span><span class="p">(</span>
-    <span class="n">collection_name</span><span class="o">=</span><span class="s2">"entity.description"</span><span class="p">,</span>
+    <span class="n">collection_name</span><span class="o">=</span><span class="s2">"default-entity-description"</span><span class="p">,</span>
 <span class="p">)</span>
 <span class="n">description_embedding_store</span><span class="o">.</span><span class="n">connect</span><span class="p">(</span><span class="n">db_uri</span><span class="o">=</span><span class="n">LANCEDB_URI</span><span class="p">)</span>
 <span class="n">entity_description_embeddings</span> <span class="o">=</span> <span class="n">store_entity_semantic_embeddings</span><span class="p">(</span>
@@ -2353,7 +2374,7 @@ <h4 id="read-entities">Read entities<a class="anchor-link" href="#read-entities"
 # load description embeddings to an in-memory lancedb vectorstore
 # to connect to a remote db, specify url and port values.
 description_embedding_store = LanceDBVectorStore(
-    collection_name="entity.description",
+    collection_name="default-entity-description",
 )
 description_embedding_store.connect(db_uri=LANCEDB_URI)
 entity_description_embeddings = store_entity_semantic_embeddings(
@@ -2377,13 +2398,6 @@ <h4 id="read-entities">Read entities<a class="anchor-link" href="#read-entities"
 </pre>
 </div>
 </div>
-<div class="jp-OutputArea-child">
-<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
-<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
-<pre>[2024-11-12T00:48:35Z WARN  lance::dataset] No existing dataset at /home/runner/work/graphrag/graphrag/docs/examples_notebooks/inputs/operation dulce/lancedb/entity.description.lance, it will be created
-</pre>
-</div>
-</div>
 <div class="jp-OutputArea-child jp-OutputArea-executeResult">
 <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[4]:</div>
 <div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html" tabindex="0">
@@ -3366,17 +3380,19 @@ <h3 id="run-local-search-on-sample-queries">Run local search on sample queries<a
 
 ### Role and Responsibilities
 
-Alex Mercer is deeply involved in the philosophical and strategic aspects of interstellar communication, viewing these interactions as a form of cosmic dialogue. His leadership style is characterized by a blend of determination, compliance with mission protocols, and a protective approach towards his team. He emphasizes the importance of intuition and trust beyond protocol, particularly in his mentorship of team members like Sam Rivera [Data: Entities (0); Relationships (167)].
+Mercer is deeply involved in the philosophical and strategic aspects of interstellar communication, viewing these interactions as a form of cosmic dialogue. His leadership style is characterized by a blend of determination, compliance with mission protocols, and a protective approach towards his team. He collaborates with team members like Jordan Hayes, exploring secured areas and engaging in high-stakes, secretive operations. Mercer is also known for his intellectual curiosity and deep involvement in the philosophical and strategic aspects of interstellar communication [Data: Entities (0)].
 
-### Involvement in Operation: Dulce
+### Relationships and Influence
 
-During Operation: Dulce, Alex Mercer collaborates with team members such as Jordan Hayes, exploring secured areas and engaging in high-stakes, secretive operations. His role extends to analyzing cosmic signals, strategizing contact efforts, and maintaining clarity in human-alien communication. His experiences during encounters with alien signals have led to profound changes, reinforcing his role as a key decision-maker and guardian in missions that transcend traditional boundaries [Data: Entities (0); Relationships (336, 245)].
+Agent Mercer is depicted as a thoughtful mentor, particularly to Sam Rivera, emphasizing the importance of intuition and trust beyond protocol. His experiences during encounters with alien signals have led to profound changes, reinforcing his role as a key decision-maker and guardian in missions that transcend traditional boundaries. He is also involved in practical field activities, such as examining suspicious panels and preparing for missions with a rifle, showcasing his assertive response capabilities [Data: Entities (0, 8); Relationships (167)].
 
-### Leadership and Mentorship
+### Involvement in Operation: Dulce
 
-Mercer is also recognized as a mentor to the team, providing belief and guidance, which highlights his influential role in both leadership and operational contexts. His intellectual curiosity and deep involvement in the mission's philosophical aspects make him a thoughtful leader, particularly in high-stakes situations such as the first contact with alien communications [Data: Entities (30, 0); Relationships (167)].
+Operation: Dulce was a significant mission undertaken by the Paranormal Military Squad, with Mercer being a key participant. The operation involved exploring paranormal anomalies and assessing potential threats, marking the beginning of an interstellar odyssey and leading to the first contact with an alien race. Mercer's role in this operation was pivotal, as it involved a shift from mere observation to active interaction and preparation [Data: Entities (5); Relationships (245)].
 
-In summary, Agent Alex Mercer is a pivotal figure in the Paranormal Military Squad, known for his strategic leadership and deep involvement in extraterrestrial communication efforts. His role in Operation: Dulce and his mentorship of team members underscore his importance in navigating the complexities of interstellar dialogue.
+### Conclusion
+
+Agent Alex Mercer is a multifaceted leader within the Paranormal Military Squad, known for his strategic acumen, mentorship, and deep involvement in extraterrestrial communications. His role in Operation: Dulce highlights his importance in bridging human and alien interactions, making him a central figure in the squad's mission to uncover cosmic revelations.
 </pre>
 </div>
 </div>
@@ -3422,21 +3438,21 @@ <h3 id="run-local-search-on-sample-queries">Run local search on sample queries<a
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
 <pre>### Overview of Dr. Jordan Hayes
 
-Dr. Jordan Hayes is a prominent scientist at Dulce Base, playing a crucial role in the Paranormal Military Squad. Their work is primarily focused on the analysis and decryption of alien communications, which is vital for interstellar communication and potential interspecies interaction. Dr. Hayes is known for their expertise in deciphering alien codes and understanding extraterrestrial thought patterns, which are essential for leading communications with extraterrestrial entities [Data: Entities (17, 2); Relationships (201, 322, 283)].
+Dr. Jordan Hayes is a prominent scientist at Dulce Base, playing a crucial role in the Paranormal Military Squad. Their work is primarily focused on the analysis and decryption of alien communications, which is vital for interstellar communication and potential interspecies interaction. Dr. Hayes is known for their expertise in deciphering alien codes and understanding extraterrestrial thought patterns, which are essential for leading communications with extraterrestrial entities [Data: Entities (17, 2); Relationships (201, 322)].
 
 ### Role and Contributions
 
-Dr. Hayes's contributions are significant in the context of Operation: Dulce, where they are deeply involved in scientific exploration and the decryption of alien communications. Their work involves decrypting algorithms, interpreting cosmic signals, and analyzing the implications of alien society. This includes isolating and understanding complex alien signals that resemble human cognition, suggesting a tandem evolution with humanity [Data: Entities (2); Claims (60, 83, 91, 134)].
+Dr. Hayes's contributions are pivotal in the context of Operation: Dulce, where they are deeply involved in scientific exploration and the decryption of alien communications. Their work involves decrypting algorithms, interpreting cosmic signals, and analyzing the implications of alien society. This includes isolating and understanding complex alien signals that resemble human cognition, suggesting a tandem evolution with humanity [Data: Entities (2); Claims (60, 83, 91, 134)].
 
 ### Collaboration and Leadership
 
-Dr. Hayes collaborates closely with other key members of the Paranormal Military Squad, such as Alex Mercer and Taylor Cruz. Despite some tension with Cruz due to differing leadership styles, Dr. Hayes's analytical skills and adaptability are highly valued by their colleagues. They are involved in setting up lab stations, operating the mainframe, and playing a crucial role in the command center at Dulce Base. Their leadership style emphasizes adaptability and skepticism, which are crucial given the uncertainties and unknown challenges of their mission [Data: Entities (2); Relationships (26, 82, 175, 270)].
+Dr. Hayes collaborates closely with other key members of the Paranormal Military Squad, such as Alex Mercer and Taylor Cruz. Despite some tension with Cruz due to differing leadership styles, Dr. Hayes's analytical skills and adaptability are highly valued by their colleagues. They are involved in setting up lab stations, operating the mainframe, and playing a crucial role in the command center at Dulce Base. Their leadership style emphasizes adaptability and skepticism, which are crucial given the uncertainties and unknown challenges of their mission [Data: Entities (2); Relationships (26, 82, 175)].
 
-### Scientific Breakthroughs and Challenges
+### Scientific Breakthroughs
 
-Dr. Hayes is on the verge of significant scientific breakthroughs, as they lead efforts in isolating and understanding alien signals. Their work suggests that these signals are artificial and patterned, indicating a tandem evolution with humanity. This involves crafting humanity's responses to cosmic alignments with stars and responsive galactic signals, navigating the dark corridors of Dulce with a focus on the unknown variables and challenges beyond established protocols [Data: Entities (2); Claims (60, 83, 91, 134)].
+Dr. Hayes is on the verge of significant scientific breakthroughs, as they lead efforts in isolating and understanding alien signals. Their work suggests that these signals are artificial and patterned, indicating a tandem evolution with humanity. This potential breakthrough could fundamentally change our understanding of physics and the universe, as Dr. Hayes contemplates the profound implications of their findings [Data: Claims (60, 83, 91, 134); Sources (40, 18)].
 
-In summary, Dr. Jordan Hayes is a central figure in the efforts to understand and communicate with extraterrestrial entities, contributing significantly to the scientific and strategic objectives of the Paranormal Military Squad at Dulce Base. Their work is characterized by a blend of scientific rigor, adaptability, and a commitment to discovery, making them a vital asset to their team and mission.
+In summary, Dr. Jordan Hayes is a central figure in the efforts to understand and communicate with extraterrestrial entities. Their work at Dulce Base is characterized by a blend of scientific rigor, adaptability, and a commitment to discovery, making them an invaluable asset to the Paranormal Military Squad's mission.
 </pre>
 </div>
 </div>
@@ -3617,7 +3633,6 @@ <h4 id="inspecting-the-context-data-used-to-generate-the-response">Inspecting th
 <th>target</th>
 <th>description</th>
 <th>weight</th>
-<th>rank</th>
 <th>links</th>
 <th>in_context</th>
 </tr>
@@ -3630,7 +3645,6 @@ <h4 id="inspecting-the-context-data-used-to-generate-the-response">Inspecting th
 <td>DR. JORDAN HAYES</td>
 <td>Dr. Jordan Hayes and Jordan refer to the same ...</td>
 <td>1.0</td>
-<td>40</td>
 <td>1</td>
 <td>True</td>
 </tr>
@@ -3641,7 +3655,6 @@ <h4 id="inspecting-the-context-data-used-to-generate-the-response">Inspecting th
 <td>JORDAN</td>
 <td>Alex Mercer values Jordan's analytical approac...</td>
 <td>1.0</td>
-<td>79</td>
 <td>2</td>
 <td>True</td>
 </tr>
@@ -3652,7 +3665,6 @@ <h4 id="inspecting-the-context-data-used-to-generate-the-response">Inspecting th
 <td>DR. JORDAN HAYES</td>
 <td>Alex Mercer and Dr. Jordan Hayes are collabora...</td>
 <td>5.0</td>
-<td>75</td>
 <td>2</td>
 <td>True</td>
 </tr>
@@ -3663,7 +3675,6 @@ <h4 id="inspecting-the-context-data-used-to-generate-the-response">Inspecting th
 <td>JORDAN</td>
 <td>Jordan and Taylor Cruz are team members workin...</td>
 <td>4.0</td>
-<td>74</td>
 <td>2</td>
 <td>True</td>
 </tr>
@@ -3674,7 +3685,6 @@ <h4 id="inspecting-the-context-data-used-to-generate-the-response">Inspecting th
 <td>DR. JORDAN HAYES</td>
 <td>Dr. Jordan Hayes and Taylor Cruz are colleague...</td>
 <td>4.0</td>
-<td>70</td>
 <td>2</td>
 <td>True</td>
 </tr>
diff --git a/get_started/index.html b/get_started/index.html
index cea409326..5ca50aeb9 100644
--- a/get_started/index.html
+++ b/get_started/index.html
@@ -644,6 +644,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
     
     
     
@@ -655,10 +676,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
@@ -669,8 +690,8 @@
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           </label>
         
-        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_4_label" aria-expanded="false">
-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
diff --git a/index.html b/index.html
index 85a5c6a21..5dfba3580 100644
--- a/index.html
+++ b/index.html
@@ -693,6 +693,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
     
     
     
@@ -704,10 +725,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
@@ -718,8 +739,8 @@
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           </label>
         
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-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
diff --git a/index/architecture/index.html b/index/architecture/index.html
index 8ab0b6d39..4d3d05e34 100644
--- a/index/architecture/index.html
+++ b/index/architecture/index.html
@@ -695,6 +695,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
     
     
     
@@ -706,10 +727,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
@@ -720,8 +741,8 @@
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-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
diff --git a/index/default_dataflow/index.html b/index/default_dataflow/index.html
index 5ee684753..c2b4f7728 100644
--- a/index/default_dataflow/index.html
+++ b/index/default_dataflow/index.html
@@ -12,7 +12,7 @@
         <link rel="prev" href="../architecture/">
       
       
-        <link rel="next" href="../../config/overview/">
+        <link rel="next" href="../outputs/">
       
       
       <link rel="icon" href="../../assets/images/favicon.png">
@@ -848,6 +848,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
     
     
     
@@ -859,10 +880,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
@@ -873,8 +894,8 @@
             <span class="md-nav__icon md-icon"></span>
           </label>
         
-        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_4_label" aria-expanded="false">
-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
@@ -1879,7 +1900,8 @@ <h2 id="the-graphrag-knowledge-model">The GraphRAG Knowledge Model</h2>
 <li><code>Entity</code> - An entity extracted from a TextUnit. These represent people, places, events, or some other entity-model that you provide.</li>
 <li><code>Relationship</code> - A relationship between two entities. These are generated from the covariates.</li>
 <li><code>Covariate</code> - Extracted claim information, which contains statements about entities which may be time-bound.</li>
-<li><code>Community Report</code> - Once entities are generated, we perform hierarchical community detection on them and generate reports for each community in this hierarchy.</li>
+<li><code>Community</code> - Once the graph of entities and relationships is built, we perform hierarchical community detection on them to create a clustering structure.</li>
+<li><code>Community Report</code> - The contents of each community are summarized into a generated report, useful for human reading and downstream search.</li>
 <li><code>Node</code> - This table contains layout information for rendered graph-views of the Entities and Documents which have been embedded and clustered.</li>
 </ul>
 <h2 id="the-default-configuration-workflow">The Default Configuration Workflow</h2>
@@ -2050,13 +2072,13 @@ <h2 id="phase-6-network-visualization">Phase 6: Network Visualization</h2>
         
         
           
-          <a href="../../config/overview/" class="md-footer__link md-footer__link--next" aria-label="Next: Overview">
+          <a href="../outputs/" class="md-footer__link md-footer__link--next" aria-label="Next: Outputs">
             <div class="md-footer__title">
               <span class="md-footer__direction">
                 Next
               </span>
               <div class="md-ellipsis">
-                Overview
+                Outputs
               </div>
             </div>
             <div class="md-footer__button md-icon">
diff --git a/index/outputs/index.html b/index/outputs/index.html
new file mode 100644
index 000000000..342c21462
--- /dev/null
+++ b/index/outputs/index.html
@@ -0,0 +1,1718 @@
+
+<!doctype html>
+<html lang="en" class="no-js">
+  <head>
+    
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width,initial-scale=1">
+      
+      
+      
+      
+        <link rel="prev" href="../default_dataflow/">
+      
+      
+        <link rel="next" href="../../config/overview/">
+      
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+    <span class="md-ellipsis">
+      create_final_covariates
+    </span>
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+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#create_final_documents" class="md-nav__link">
+    <span class="md-ellipsis">
+      create_final_documents
+    </span>
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+  
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+      
+    </ul>
+  
+</nav>
+      
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+  
+
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+  
+  
+    <li class="md-nav__item">
+      <a href="../../config/init/" class="md-nav__link">
+        
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+  <span class="md-ellipsis">
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+    </li>
+  
+
+              
+            
+              
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+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../config/env_vars/" class="md-nav__link">
+        
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+  </span>
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+    </li>
+  
+
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+            
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+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../config/json_yaml/" class="md-nav__link">
+        
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+  </span>
+  
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+    </li>
+  
+
+              
+            
+              
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+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../config/custom/" class="md-nav__link">
+        
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+    <li class="md-nav__item">
+      <a href="../../config/template/" class="md-nav__link">
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+  
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+    Prompt Tuning
+  </span>
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+          </label>
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+        <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="false">
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+            Prompt Tuning
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+            
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+  
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+  
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+    <li class="md-nav__item">
+      <a href="../../prompt_tuning/overview/" class="md-nav__link">
+        
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+  </span>
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+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../prompt_tuning/auto_prompt_tuning/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Auto Tuning
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../prompt_tuning/manual_prompt_tuning/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Manual Tuning
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
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+    
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+  </span>
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+            Query
+          </label>
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+            
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+  
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+    <li class="md-nav__item">
+      <a href="../../query/overview/" class="md-nav__link">
+        
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+  <span class="md-ellipsis">
+    Overview
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+    </li>
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+
+              
+            
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+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../query/global_search/" class="md-nav__link">
+        
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+  <span class="md-ellipsis">
+    Global Search
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+
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+  
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+  
+    <li class="md-nav__item">
+      <a href="../../query/local_search/" class="md-nav__link">
+        
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+              
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+  
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+  
+    <li class="md-nav__item">
+      <a href="../../query/drift_search/" class="md-nav__link">
+        
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+    DRIFT Search
+  </span>
+  
+
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+    </li>
+  
+
+              
+            
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+  
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+  
+    <li class="md-nav__item">
+      <a href="../../query/question_generation/" class="md-nav__link">
+        
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+  <span class="md-ellipsis">
+    Question Generation
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
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+  
+  
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+            Notebooks
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+            
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+    <li class="md-nav__item">
+      <a href="../../query/notebooks/overview/" class="md-nav__link">
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+  </span>
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+
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+    <li class="md-nav__item">
+      <a href="../../examples_notebooks/global_search/" class="md-nav__link">
+        
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+  </span>
+  
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+    <li class="md-nav__item">
+      <a href="../../examples_notebooks/local_search/" class="md-nav__link">
+        
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+  </span>
+  
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+    <li class="md-nav__item">
+      <a href="../../examples_notebooks/drift_search/" class="md-nav__link">
+        
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+  </span>
+  
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+    </li>
+  
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+    <li class="md-nav__item">
+      <a href="../../cli/" class="md-nav__link">
+        
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+    CLI
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+    <li class="md-nav__item">
+      <a href="../../visualization_guide/" class="md-nav__link">
+        
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+  <span class="md-ellipsis">
+    Visualization Guide
+  </span>
+  
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+    </li>
+  
+
+              
+            
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+  <span class="md-ellipsis">
+    Operation Dulce
+  </span>
+  
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+            <span class="md-nav__icon md-icon"></span>
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+            <span class="md-nav__icon md-icon"></span>
+            Operation Dulce
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
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+    <li class="md-nav__item">
+      <a href="../../data/operation_dulce/ABOUT/" class="md-nav__link">
+        
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+    About
+  </span>
+  
+
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+    <li class="md-nav__item">
+      <a href="../../data/operation_dulce/Operation%20Dulce%20v2%201%201/" class="md-nav__link">
+        
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+    Document
+  </span>
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+
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+  
+
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+  </ul>
+</nav>
+                  </div>
+                </div>
+              </div>
+            
+            
+              
+              <div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
+                <div class="md-sidebar__scrollwrap">
+                  <div class="md-sidebar__inner">
+                    
+
+<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
+  
+  
+  
+    
+  
+  
+    <label class="md-nav__title" for="__toc">
+      <span class="md-nav__icon md-icon"></span>
+      Table of contents
+    </label>
+    <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
+      
+        <li class="md-nav__item">
+  <a href="#shared-fields" class="md-nav__link">
+    <span class="md-ellipsis">
+      Shared fields
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#create_final_communities" class="md-nav__link">
+    <span class="md-ellipsis">
+      create_final_communities
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#create_final_community_reports" class="md-nav__link">
+    <span class="md-ellipsis">
+      create_final_community_reports
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#create_final_covariates" class="md-nav__link">
+    <span class="md-ellipsis">
+      create_final_covariates
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#create_final_documents" class="md-nav__link">
+    <span class="md-ellipsis">
+      create_final_documents
+    </span>
+  </a>
+  
+</li>
+      
+    </ul>
+  
+</nav>
+                  </div>
+                </div>
+              </div>
+            
+          
+          
+            <div class="md-content" data-md-component="content">
+              <article class="md-content__inner md-typeset">
+                
+                  
+
+  
+  
+
+
+<h1 id="outputs">Outputs</h1>
+<p>The default pipeline produces a series of output tables that align with the <a href="../default_dataflow/">conceptual knowledge model</a>. This page describes the detailed output table schemas. By default we write these tables out as parquet files on disk.</p>
+<h2 id="shared-fields">Shared fields</h2>
+<p>All tables have two identifier fields:
+- id: str - Generated UUID, assuring global uniqueness
+- human_readable_id: int - This is an incremented short ID created per-run. For example, we use this short ID with generated summaries that print citations so they are easy to cross-reference visually.</p>
+<h2 id="create_final_communities">create_final_communities</h2>
+<p>This is a list of the final communities generated by Leiden. Communities are strictly hierarchical, subdividing into children as the cluster affinity is narrowed.
+- community: int - Leiden-generated cluster ID for the community. Note that these increment with depth, so they are unique through all levels of the community hierarchy. For this table, human_readable_id is a copy of the community ID rather than a plain increment.
+- level: int - Depth of the community in the hierarchy.
+- title: str - Friendly name of the community.
+- entity_ids - List of entities that are members of the community.
+- relationship_ids - List of relationships that are wholly within the community (source and target are both in the community).
+- text_unit_ids - List of text units represented within the community.
+- period - Date of ingest, used for incremental update merges.
+- size  - Size of the community (entity count), used for incremental update merges.</p>
+<h2 id="create_final_community_reports">create_final_community_reports</h2>
+<p>This is the list of summarized reports for each community.
+- community: int - Short ID of the community this report applies to.
+- level: int - Level of the community this report applies to.
+- title: str - LM-generated title for the report.
+- summary: str - LM-generated summary of the report.
+- full_content: str - LM-generated full report.
+- rank: float - LM-derived relevance ranking of the report based on member entity salience
+- rank_explanation - LM-derived explanation of the rank.
+- findings: dict - LM-derived list of the top 5-10 insights from the community. Contains <code>summary</code> and <code>explanation</code> values.
+- full_content_json - Full JSON output as returned by the LM. Most fields are extracted into columns, but this JSON is sent for query summarization so we leave it to allow for prompt tuning to add fields/content by end users.
+- period - Date of ingest, used for incremental update merges.
+- size  - Size of the community (entity count), used for incremental update merges.</p>
+<h2 id="create_final_covariates">create_final_covariates</h2>
+<p>(Optional) If claim extraction is turned on, this is a list of the extracted covariates. Note that claims are typically oriented around identifying malicious behavior such as fraud, so they are not useful for all datasets.
+- covariate_type: str - This is always "claim" with our default covariates.
+- type: str - Nature of the claim type.
+- description: str - LM-generated description of the behavior.
+- subject_id: str - Name of the source entity (that is performing the claimed behavior).
+- object_id: str - Name of the target entity (that the claimed behavior is performed on).
+- status: str [TRUE, FALSE, SUSPECTED] - LM-derived assessment of the correctness of the claim.
+- start_date: str (ISO8601) - LM-derived start of the claimed activity.
+- end_date: str (ISO8601) - LM-derived end of the claimed activity.
+- source_text: str - Short string of text containing the claimed behavior.
+- text_unit_id: str - ID of the text unit the claim text was extracted from.</p>
+<h2 id="create_final_documents">create_final_documents</h2>
+<p>List of document content after import.
+- title: str - Filename, unless otherwise configured during CSV import.
+- text: str - Full text of the document.
+- text_unit_ids: str[] - List of text units (chunks) that were parsed from the document.
+- attributes: dict (optional) - If specified during CSV import, this is a dict of attributes for the document.</p>
+<h1 id="create_final_entities">create_final_entities</h1>
+<p>List of all entities found in the data by the LM.
+- title: str - Name of the entity.
+- type: str - Type of the entity. By default this will be "organization", "person", "geo", or "event" unless configured differently or auto-tuning is used.
+- description: str - Textual description of the entity. Entities may be found in many text units, so this is an LM-derived summary of all descriptions.
+- text_unit_ids: str[] - List of the text units containing the entity.</p>
+<h1 id="create_final_nodes">create_final_nodes</h1>
+<p>This is graph-related information for the entities. It contains only information relevant to the graph such as community. There is an entry for each entity at every community level it is found within, so you may see "duplicate" entities.</p>
+<p>Note that the ID fields match those in create_final_entities and can be used for joining if additional information about a node is required.
+- title: str - Name of the referenced entity. Duplicated from create_final_entities for convenient cross-referencing.
+- community: int - Leiden community the node is found within. Entities are not always assigned a community (they may not be close enough to any), so they may have a ID of -1.
+- level: int - Level of the community the entity is in.
+- degree: int - Node degree (connectedness) in the graph.
+- x: float - X position of the node for visual layouts. If graph embeddings and UMAP are not turned on, this will be 0.
+- y: float - Y position of the node for visual layouts. If graph embeddings and UMAP are not turned on, this will be 0.</p>
+<h2 id="create_final_relationships">create_final_relationships</h2>
+<p>List of all entity-to-entity relationships found in the data by the LM. This is also the <em>edge list</em> for the graph.
+- source: str - Name of the source entity.
+- target: str - Name of the target entity.
+- description: str - LM-derived description of the relationship. Also see note for entity descriptions.
+- weight: float - Weight of the edge in the graph. This is summed from an LM-derived "strength" measure for each relationship instance.
+- combined_degree: int - Sum of source and target node degrees.
+- text_unit_ids: str[] - List of text units the relationship was found within.</p>
+<h2 id="create_final_text_units">create_final_text_units</h2>
+<p>List of all text chunks parsed from the input documents.
+- text: str - Raw full text of the chunk.
+- n_tokens: int - Number of tokens in the chunk. This should normally match the <code>chunk_size</code> config parameter, except for the last chunk which is often shorter.
+- document_ids: str[] - List of document IDs the chunk came from. This is normally only 1 due to our default groupby, but for very short text documents (e.g., microblogs) it can be configured so text units span multiple documents.
+- entity_ids: str[] - List of entities found in the text unit.
+- relationships_ids: str[] - List of relationships found in the text unit.
+- covariate_ids: str[] - Optional list of covariates found in the text unit.</p>
+
+
+
+
+
+
+
+
+
+
+
+
+                
+              </article>
+            </div>
+          
+          
+<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script>
+        </div>
+        
+      </main>
+      
+        <footer class="md-footer">
+  
+    
+      
+      <nav class="md-footer__inner md-grid" aria-label="Footer" >
+        
+          
+          <a href="../default_dataflow/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Dataflow">
+            <div class="md-footer__button md-icon">
+              
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+            <div class="md-footer__title">
+              <span class="md-footer__direction">
+                Previous
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+              <div class="md-ellipsis">
+                Dataflow
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+          </a>
+        
+        
+          
+          <a href="../../config/overview/" class="md-footer__link md-footer__link--next" aria-label="Next: Overview">
+            <div class="md-footer__title">
+              <span class="md-footer__direction">
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+                Overview
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+            <div class="md-footer__button md-icon">
+              
+              <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M4 11v2h12l-5.5 5.5 1.42 1.42L19.84 12l-7.92-7.92L10.5 5.5 16 11z"/></svg>
+            </div>
+          </a>
+        
+      </nav>
+    
+  
+  <div class="md-footer-meta md-typeset">
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+</footer>
+      
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+    <div class="md-dialog" data-md-component="dialog">
+      <div class="md-dialog__inner md-typeset"></div>
+    </div>
+    
+    
+    <script id="__config" type="application/json">{"base": "../..", "features": ["content.code.copy", "content.code.select", "navigation.footer", "navigation.tabs"], "search": "../../assets/javascripts/workers/search.6ce7567c.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}}</script>
+    
+    
+      <script src="../../assets/javascripts/bundle.83f73b43.min.js"></script>
+      
+        <script src="../../scripts/create_cookie_banner.js"></script>
+      
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/index/overview/index.html b/index/overview/index.html
index 5bdcabd08..0dd9f8b00 100644
--- a/index/overview/index.html
+++ b/index/overview/index.html
@@ -692,6 +692,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
     
     
     
@@ -703,10 +724,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
@@ -717,8 +738,8 @@
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-        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_4_label" aria-expanded="false">
-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
diff --git a/prompt_tuning/auto_prompt_tuning/index.html b/prompt_tuning/auto_prompt_tuning/index.html
index 00424d4c1..907902316 100644
--- a/prompt_tuning/auto_prompt_tuning/index.html
+++ b/prompt_tuning/auto_prompt_tuning/index.html
@@ -581,6 +581,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
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+    </li>
+  
+
+              
+            
+              
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+  
+  
+  
     
     
     
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-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
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+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
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diff --git a/prompt_tuning/manual_prompt_tuning/index.html b/prompt_tuning/manual_prompt_tuning/index.html
index 92d81aaf7..d8ca6fdaa 100644
--- a/prompt_tuning/manual_prompt_tuning/index.html
+++ b/prompt_tuning/manual_prompt_tuning/index.html
@@ -581,6 +581,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
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+
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+  
+  
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-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
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+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
           </label>
diff --git a/prompt_tuning/overview/index.html b/prompt_tuning/overview/index.html
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--- a/prompt_tuning/overview/index.html
+++ b/prompt_tuning/overview/index.html
@@ -581,6 +581,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
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+    </li>
+  
+
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+  
+  
+  
     
     
     
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-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
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-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
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             Configuration
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diff --git a/query/drift_search/index.html b/query/drift_search/index.html
index 49efb0174..7a56e6fec 100644
--- a/query/drift_search/index.html
+++ b/query/drift_search/index.html
@@ -581,6 +581,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
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+    </li>
+  
+
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-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
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-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
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+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
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             Configuration
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diff --git a/query/global_search/index.html b/query/global_search/index.html
index e5121d12a..4d8485db3 100644
--- a/query/global_search/index.html
+++ b/query/global_search/index.html
@@ -581,6 +581,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
     
     
     
@@ -592,10 +613,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
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@@ -606,8 +627,8 @@
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-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
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diff --git a/query/local_search/index.html b/query/local_search/index.html
index a7a4504da..d69292f15 100644
--- a/query/local_search/index.html
+++ b/query/local_search/index.html
@@ -581,6 +581,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
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+  
+  
+  
+  
     
     
     
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-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
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+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
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             Configuration
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diff --git a/query/notebooks/overview/index.html b/query/notebooks/overview/index.html
index 3a5dcf390..c18e78481 100644
--- a/query/notebooks/overview/index.html
+++ b/query/notebooks/overview/index.html
@@ -581,6 +581,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
     
     
     
@@ -592,10 +613,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
   <span class="md-ellipsis">
@@ -606,8 +627,8 @@
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-          <label class="md-nav__title" for="__nav_2_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
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diff --git a/query/overview/index.html b/query/overview/index.html
index 53b23adb8..6a3d2248c 100644
--- a/query/overview/index.html
+++ b/query/overview/index.html
@@ -581,6 +581,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
     
     
     
@@ -592,10 +613,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
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+          <label class="md-nav__title" for="__nav_2_5">
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             Configuration
           </label>
diff --git a/query/question_generation/index.html b/query/question_generation/index.html
index 9de40811f..fe4289413 100644
--- a/query/question_generation/index.html
+++ b/query/question_generation/index.html
@@ -581,6 +581,27 @@
   
   
   
+    <li class="md-nav__item">
+      <a href="../../index/outputs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Outputs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
     
     
     
@@ -592,10 +613,10 @@
       
         
         
-        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
         
           
-          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
             
   
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@@ -606,8 +627,8 @@
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+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_2_5">
             <span class="md-nav__icon md-icon"></span>
             Configuration
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diff --git a/search/search_index.json b/search/search_index.json
index 1121b4f3e..90040cfae 100644
--- a/search/search_index.json
+++ b/search/search_index.json
@@ -1 +1 @@
-{"config": {"lang": ["en"], "separator": "[\\s\\-]+", "pipeline": ["stopWordFilter"]}, "docs": [{"location": "", "title": "Welcome to GraphRAG", "text": "<p>\ud83d\udc49 Microsoft Research Blog Post  \ud83d\udc49 GraphRAG Accelerator  \ud83d\udc49 GraphRAG Arxiv</p> <p> </p> <p> Figure 1: An LLM-generated knowledge graph built using GPT-4 Turbo. </p> <p>GraphRAG is a structured, hierarchical approach to Retrieval Augmented Generation (RAG), as opposed to naive semantic-search approaches using plain text snippets. The GraphRAG process involves extracting a knowledge graph out of raw text, building a community hierarchy, generating summaries for these communities, and then leveraging these structures when perform RAG-based tasks.</p> <p>To learn more about GraphRAG and how it can be used to enhance your LLMs ability to reason about your private data, please visit the Microsoft Research Blog Post.</p>"}, {"location": "#solution-accelerator", "title": "Solution Accelerator \ud83d\ude80", "text": "<p>To quickstart the GraphRAG system we recommend trying the Solution Accelerator package. This provides a user-friendly end-to-end experience with Azure resources.</p>"}, {"location": "#get-started-with-graphrag", "title": "Get Started with GraphRAG \ud83d\ude80", "text": "<p>To start using GraphRAG, check out the Get Started guide. For a deeper dive into the main sub-systems, please visit the docpages for the Indexer and Query packages.</p>"}, {"location": "#graphrag-vs-baseline-rag", "title": "GraphRAG vs Baseline RAG \ud83d\udd0d", "text": "<p>Retrieval-Augmented Generation (RAG) is a technique to improve LLM outputs using real-world information. This technique is an important part of most LLM-based tools and the majority of RAG approaches use vector similarity as the search technique, which we call Baseline RAG. GraphRAG uses knowledge graphs to provide substantial improvements in question-and-answer performance when reasoning about complex information. RAG techniques have shown promise in helping LLMs to reason about private datasets - data that the LLM is not trained on and has never seen before, such as an enterprise\u2019s proprietary research, business documents, or communications. Baseline RAG was created to help solve this problem, but we observe situations where baseline RAG performs very poorly. For example:</p> <ul> <li>Baseline RAG struggles to connect the dots. This happens when answering a question requires traversing disparate pieces of information through their shared attributes in order to provide new synthesized insights.</li> <li>Baseline RAG performs poorly when being asked to holistically understand summarized semantic concepts over large data collections or even singular large documents.</li> </ul> <p>To address this, the tech community is working to develop methods that extend and enhance RAG. Microsoft Research\u2019s new approach, GraphRAG, uses LLMs to create a knowledge graph based on an input corpus. This graph, along with community summaries and graph machine learning outputs, are used to augment prompts at query time. GraphRAG shows substantial improvement in answering the two classes of questions described above, demonstrating intelligence or mastery that outperforms other approaches previously applied to private datasets.</p>"}, {"location": "#the-graphrag-process", "title": "The GraphRAG Process \ud83e\udd16", "text": "<p>GraphRAG builds upon our prior research and tooling using graph machine learning. The basic steps of the GraphRAG process are as follows:</p>"}, {"location": "#index", "title": "Index", "text": "<ul> <li>Slice up an input corpus into a series of TextUnits, which act as analyzable units for the rest of the process, and provide fine-grained references in our outputs.</li> <li>Extract all entities, relationships, and key claims from the TextUnits using an LLM.</li> <li>Perform a hierarchical clustering of the graph using the Leiden technique. To see this visually, check out Figure 1 above. Each circle is an entity (e.g., a person, place, or organization), with the size representing the degree of the entity, and the color representing its community.</li> <li>Generate summaries of each community and its constituents from the bottom-up. This aids in holistic understanding of the dataset.</li> </ul>"}, {"location": "#query", "title": "Query", "text": "<p>At query time, these structures are used to provide materials for the LLM context window when answering a question. The primary query modes are:</p> <ul> <li>Global Search for reasoning about holistic questions about the corpus by leveraging the community summaries.</li> <li>Local Search for reasoning about specific entities by fanning-out to their neighbors and associated concepts.</li> <li>DRIFT Search for reasoning about specific entities by fanning-out to their neighbors and associated concepts, but with the added context of community information.</li> </ul>"}, {"location": "#prompt-tuning", "title": "Prompt Tuning", "text": "<p>Using GraphRAG with your data out of the box may not yield the best possible results. We strongly recommend to fine-tune your prompts following the Prompt Tuning Guide in our documentation.</p>"}, {"location": "blog_posts/", "title": "Microsoft Research Blog", "text": "<ul> <li> <p> GraphRAG: Unlocking LLM discovery on narrative private data</p> <p>Published February 13, 2024 <p>By Jonathan Larson, Senior Principal Data Architect; Steven Truitt, Principal Program Manager</p> <li> <p> GraphRAG: New tool for complex data discovery now on GitHub</p> <p>Published July 2, 2024 <p>By Darren Edge, Senior Director; Ha Trinh, Senior Data Scientist; Steven Truitt, Principal Program Manager; Jonathan Larson, Senior Principal Data Architect</p> <li> <p> GraphRAG auto-tuning provides rapid adaptation to new domains</p> <p>Published September 9, 2024 <p>By Alonso Guevara Fern\u00e1ndez, Sr. Software Engineer; Katy Smith, Data Scientist II; Joshua Bradley, Senior Data Scientist; Darren Edge, Senior Director; Ha Trinh, Senior Data Scientist; Sarah Smith, Senior Program Manager; Ben Cutler, Senior Director; Steven Truitt, Principal Program Manager; Jonathan Larson, Senior Principal Data Architect</p> <li> <p> Introducing DRIFT Search: Combining global and local search methods to improve quality and efficiency</p> <p>Published October 31, 2024 <p>By Julian Whiting, Senior Machine Learning Engineer; Zachary Hills , Senior Software Engineer; Alonso Guevara Fern\u00e1ndez, Sr. Software Engineer; Ha Trinh, Senior Data Scientist; Adam Bradley , Managing Partner, Strategic Research; Jonathan Larson, Senior Principal Data Architect</p>"}, {"location": "cli/", "title": "CLI Reference", "text": "<p>This page documents the command-line interface of the graphrag library.</p>"}, {"location": "cli/#graphrag", "title": "graphrag", "text": "<p>GraphRAG: A graph-based retrieval-augmented generation (RAG) system.</p> <p>Usage:</p> <pre><code> [OPTIONS] COMMAND [ARGS]...\n</code></pre> <p>Options:</p> <pre><code>  --install-completion  Install completion for the current shell.\n  --show-completion     Show completion for the current shell, to copy it or\n                        customize the installation.\n</code></pre>"}, {"location": "cli/#index", "title": "index", "text": "<p>Build a knowledge graph index.</p> <p>Usage:</p> <pre><code> index [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --config PATH                   The configuration to use.\n  --root PATH                     The project root directory.  [default: .]\n  --verbose / --no-verbose        Run the indexing pipeline with verbose\n                                  logging  [default: no-verbose]\n  --memprofile / --no-memprofile  Run the indexing pipeline with memory\n                                  profiling  [default: no-memprofile]\n  --resume TEXT                   Resume a given indexing run\n  --reporter [rich|print|none]    The progress reporter to use.  [default:\n                                  rich]\n  --emit TEXT                     The data formats to emit, comma-separated.\n                                  [default: parquet]\n  --dry-run / --no-dry-run        Run the indexing pipeline without executing\n                                  any steps to inspect and validate the\n                                  configuration.  [default: no-dry-run]\n  --cache / --no-cache            Use LLM cache.  [default: cache]\n  --skip-validation / --no-skip-validation\n                                  Skip any preflight validation. Useful when\n                                  running no LLM steps.  [default: no-skip-\n                                  validation]\n  --output PATH                   Indexing pipeline output directory.\n                                  Overrides storage.base_dir in the\n                                  configuration file.\n</code></pre>"}, {"location": "cli/#init", "title": "init", "text": "<p>Generate a default configuration file.</p> <p>Usage:</p> <pre><code> init [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --root PATH  The project root directory.  [required]\n</code></pre>"}, {"location": "cli/#prompt-tune", "title": "prompt-tune", "text": "<p>Generate custom graphrag prompts with your own data (i.e. auto templating).</p> <p>Usage:</p> <pre><code> prompt-tune [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --root PATH                     The project root directory.  [default: .]\n  --config PATH                   The configuration to use.\n  --domain TEXT                   The domain your input data is related to.\n                                  For example 'space science', 'microbiology',\n                                  'environmental news'. If not defined, a\n                                  domain will be inferred from the input data.\n  --selection-method [all|random|top|auto]\n                                  The text chunk selection method.  [default:\n                                  random]\n  --n-subset-max INTEGER          The number of text chunks to embed when\n                                  --selection-method=auto.  [default: 300]\n  --k INTEGER                     The maximum number of documents to select\n                                  from each centroid when --selection-\n                                  method=auto.  [default: 15]\n  --limit INTEGER                 The number of documents to load when\n                                  --selection-method={random,top}.  [default:\n                                  15]\n  --max-tokens INTEGER            The max token count for prompt generation.\n                                  [default: 2000]\n  --min-examples-required INTEGER\n                                  The minimum number of examples to\n                                  generate/include in the entity extraction\n                                  prompt.  [default: 2]\n  --chunk-size INTEGER            The max token count for prompt generation.\n                                  [default: 200]\n  --language TEXT                 The primary language used for inputs and\n                                  outputs in graphrag prompts.\n  --discover-entity-types / --no-discover-entity-types\n                                  Discover and extract unspecified entity\n                                  types.  [default: discover-entity-types]\n  --output PATH                   The directory to save prompts to, relative\n                                  to the project root directory.  [default:\n                                  prompts]\n</code></pre>"}, {"location": "cli/#query", "title": "query", "text": "<p>Query a knowledge graph index.</p> <p>Usage:</p> <pre><code> query [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --method [local|global|drift]   The query algorithm to use.  [required]\n  --query TEXT                    The query to execute.  [required]\n  --config PATH                   The configuration to use.\n  --data PATH                     Indexing pipeline output directory (i.e.\n                                  contains the parquet files).\n  --root PATH                     The project root directory.  [default: .]\n  --community-level INTEGER       The community level in the Leiden community\n                                  hierarchy from which to load community\n                                  reports. Higher values represent reports\n                                  from smaller communities.  [default: 2]\n  --dynamic-community-selection / --no-dynamic-community-selection\n                                  Use global search with dynamic community\n                                  selection.  [default: no-dynamic-community-\n                                  selection]\n  --response-type TEXT            Free form text describing the response type\n                                  and format, can be anything, e.g. Multiple\n                                  Paragraphs, Single Paragraph, Single\n                                  Sentence, List of 3-7 Points, Single Page,\n                                  Multi-Page Report. Default: Multiple\n                                  Paragraphs  [default: Multiple Paragraphs]\n  --streaming / --no-streaming    Print response in a streaming manner.\n                                  [default: no-streaming]\n</code></pre>"}, {"location": "cli/#update", "title": "update", "text": "<p>Update an existing knowledge graph index.</p> <p>Applies a default storage configuration (if not provided by config), saving the new index to the local file system in the <code>update_output</code> folder.</p> <p>Usage:</p> <pre><code> update [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --config PATH                   The configuration to use.\n  --root PATH                     The project root directory.  [default: .]\n  --verbose / --no-verbose        Run the indexing pipeline with verbose\n                                  logging  [default: no-verbose]\n  --memprofile / --no-memprofile  Run the indexing pipeline with memory\n                                  profiling  [default: no-memprofile]\n  --reporter [rich|print|none]    The progress reporter to use.  [default:\n                                  rich]\n  --emit TEXT                     The data formats to emit, comma-separated.\n                                  [default: parquet]\n  --cache / --no-cache            Use LLM cache.  [default: cache]\n  --skip-validation / --no-skip-validation\n                                  Skip any preflight validation. Useful when\n                                  running no LLM steps.  [default: no-skip-\n                                  validation]\n  --output PATH                   Indexing pipeline output directory.\n                                  Overrides storage.base_dir in the\n                                  configuration file.\n</code></pre>"}, {"location": "developing/", "title": "Development Guide", "text": ""}, {"location": "developing/#requirements", "title": "Requirements", "text": "Name Installation Purpose Python 3.10-3.12 Download The library is Python-based. Poetry Instructions Poetry is used for package management and virtualenv management in Python codebases"}, {"location": "developing/#getting-started", "title": "Getting Started", "text": ""}, {"location": "developing/#install-dependencies", "title": "Install Dependencies", "text": "<pre><code># Install Python dependencies.\npoetry install\n</code></pre>"}, {"location": "developing/#execute-the-indexing-engine", "title": "Execute the Indexing Engine", "text": "<pre><code>poetry run poe index &lt;...args&gt;\n</code></pre>"}, {"location": "developing/#executing-queries", "title": "Executing Queries", "text": "<pre><code>poetry run poe query &lt;...args&gt;\n</code></pre>"}, {"location": "developing/#azurite", "title": "Azurite", "text": "<p>Some unit and smoke tests use Azurite to emulate Azure resources. This can be started by running:</p> <pre><code>./scripts/start-azurite.sh\n</code></pre> <p>or by simply running <code>azurite</code> in the terminal if already installed globally. See the Azurite documentation for more information about how to install and use Azurite.</p>"}, {"location": "developing/#lifecycle-scripts", "title": "Lifecycle Scripts", "text": "<p>Our Python package utilizes Poetry to manage dependencies and poethepoet to manage build scripts.</p> <p>Available scripts are:</p> <ul> <li><code>poetry run poe index</code> - Run the Indexing CLI</li> <li><code>poetry run poe query</code> - Run the Query CLI</li> <li><code>poetry build</code> - This invokes <code>poetry build</code>, which will build a wheel file and other distributable artifacts.</li> <li><code>poetry run poe test</code> - This will execute all tests.</li> <li><code>poetry run poe test_unit</code> - This will execute unit tests.</li> <li><code>poetry run poe test_integration</code> - This will execute integration tests.</li> <li><code>poetry run poe test_smoke</code> - This will execute smoke tests.</li> <li><code>poetry run poe check</code> - This will perform a suite of static checks across the package, including:</li> <li>formatting</li> <li>documentation formatting</li> <li>linting</li> <li>security patterns</li> <li>type-checking</li> <li><code>poetry run poe fix</code> - This will apply any available auto-fixes to the package. Usually this is just formatting fixes.</li> <li><code>poetry run poe fix_unsafe</code> - This will apply any available auto-fixes to the package, including those that may be unsafe.</li> <li><code>poetry run poe format</code> - Explicitly run the formatter across the package.</li> </ul>"}, {"location": "developing/#troubleshooting", "title": "Troubleshooting", "text": ""}, {"location": "developing/#runtimeerror-llvm-config-failed-executing-please-point-llvm_config-to-the-path-for-llvm-config-when-running-poetry-install", "title": "\"RuntimeError: llvm-config failed executing, please point LLVM_CONFIG to the path for llvm-config\" when running poetry install", "text": "<p>Make sure llvm-9 and llvm-9-dev are installed:</p> <p><code>sudo apt-get install llvm-9 llvm-9-dev</code></p> <p>and then in your bashrc, add</p> <p><code>export LLVM_CONFIG=/usr/bin/llvm-config-9</code></p>"}, {"location": "developing/#numba_pymoduleh610-fatal-error-pythonh-no-such-file-or-directory-when-running-poetry-install", "title": "\"numba/_pymodule.h:6:10: fatal error: Python.h: No such file or directory\" when running poetry install", "text": "<p>Make sure you have python3.10-dev installed or more generally <code>python&lt;version&gt;-dev</code></p> <p><code>sudo apt-get install python3.10-dev</code></p>"}, {"location": "developing/#llm-call-constantly-exceeds-tpm-rpm-or-time-limits", "title": "LLM call constantly exceeds TPM, RPM or time limits", "text": "<p><code>GRAPHRAG_LLM_THREAD_COUNT</code> and <code>GRAPHRAG_EMBEDDING_THREAD_COUNT</code> are both set to 50 by default. You can modify this values to reduce concurrency. Please refer to the Configuration Documents</p>"}, {"location": "get_started/", "title": "Getting Started", "text": ""}, {"location": "get_started/#requirements", "title": "Requirements", "text": "<p>Python 3.10-3.12</p> <p>To get started with the GraphRAG system, you have a few options:</p> <p>\ud83d\udc49 Use the GraphRAG Accelerator solution  \ud83d\udc49 Install from pypi.  \ud83d\udc49 Use it from source</p>"}, {"location": "get_started/#quickstart", "title": "Quickstart", "text": "<p>To get started with the GraphRAG system we recommend trying the Solution Accelerator package. This provides a user-friendly end-to-end experience with Azure resources.</p>"}, {"location": "get_started/#top-level-modules", "title": "Top-Level Modules", "text": "<ul> <li>Indexing Pipeline Overview</li> <li>Query Engine Overview</li> </ul>"}, {"location": "get_started/#overview", "title": "Overview", "text": "<p>The following is a simple end-to-end example for using the GraphRAG system. It shows how to use the system to index some text, and then use the indexed data to answer questions about the documents.</p>"}, {"location": "get_started/#install-graphrag", "title": "Install GraphRAG", "text": "<pre><code>pip install graphrag\n</code></pre> <p>The graphrag library includes a CLI for a no-code approach to getting started. Please review the full CLI documentation for further detail.</p>"}, {"location": "get_started/#running-the-indexer", "title": "Running the Indexer", "text": "<p>Now we need to set up a data project and some initial configuration. Let's set that up. We're using the default configuration mode, which you can customize as needed using a config file, which we recommend, or environment variables.</p> <p>First let's get a sample dataset ready:</p> <pre><code>mkdir -p ./ragtest/input\n</code></pre> <p>Now let's get a copy of A Christmas Carol by Charles Dickens from a trusted source</p> <pre><code>curl https://www.gutenberg.org/cache/epub/24022/pg24022.txt -o ./ragtest/input/book.txt\n</code></pre> <p>Next we'll inject some required config variables:</p>"}, {"location": "get_started/#set-up-your-workspace-variables", "title": "Set Up Your Workspace Variables", "text": "<p>First let's make sure to setup the required environment variables. For details on these environment variables, and what environment variables are available, see the variables documentation.</p> <p>To initialize your workspace, first run the <code>graphrag init</code> command. Since we have already configured a directory named <code>./ragtest</code> in the previous step, run the following command:</p> <pre><code>graphrag init --root ./ragtest\n</code></pre> <p>This will create two files: <code>.env</code> and <code>settings.yaml</code> in the <code>./ragtest</code> directory.</p> <ul> <li><code>.env</code> contains the environment variables required to run the GraphRAG pipeline. If you inspect the file, you'll see a single environment variable defined,   <code>GRAPHRAG_API_KEY=&lt;API_KEY&gt;</code>. This is the API key for the OpenAI API or Azure OpenAI endpoint. You can replace this with your own API key. If you are using another form of authentication (i.e. managed identity), please delete this file.</li> <li><code>settings.yaml</code> contains the settings for the pipeline. You can modify this file to change the settings for the pipeline.   </li> </ul>"}, {"location": "get_started/#openai-and-azure-openai", "title": "OpenAI and Azure OpenAI", "text": "<p>If running in OpenAI mode, update the value of <code>GRAPHRAG_API_KEY</code> in the <code>.env</code> file with your OpenAI API key.</p>"}, {"location": "get_started/#azure-openai", "title": "Azure OpenAI", "text": "<p>In addition, Azure OpenAI users should set the following variables in the settings.yaml file. To find the appropriate sections, just search for the <code>llm:</code> configuration, you should see two sections, one for the chat endpoint and one for the embeddings endpoint. Here is an example of how to configure the chat endpoint:</p> <pre><code>type: azure_openai_chat # Or azure_openai_embedding for embeddings\napi_base: https://&lt;instance&gt;.openai.azure.com\napi_version: 2024-02-15-preview # You can customize this for other versions\ndeployment_name: &lt;azure_model_deployment_name&gt;\n</code></pre> <ul> <li>For more details about configuring GraphRAG, see the configuration documentation.</li> <li>To learn more about Initialization, refer to the Initialization documentation.</li> <li>For more details about using the CLI, refer to the CLI documentation.</li> </ul>"}, {"location": "get_started/#running-the-indexing-pipeline", "title": "Running the Indexing pipeline", "text": "<p>Finally we'll run the pipeline!</p> <pre><code>graphrag index --root ./ragtest\n</code></pre> <p></p> <p>This process will take some time to run. This depends on the size of your input data, what model you're using, and the text chunk size being used (these can be configured in your <code>settings.yml</code> file). Once the pipeline is complete, you should see a new folder called <code>./ragtest/output</code> with a series of parquet files.</p>"}, {"location": "get_started/#using-the-query-engine", "title": "Using the Query Engine", "text": ""}, {"location": "get_started/#running-the-query-engine", "title": "Running the Query Engine", "text": "<p>Now let's ask some questions using this dataset.</p> <p>Here is an example using Global search to ask a high-level question:</p> <pre><code>graphrag query \\\n--root ./ragtest \\\n--method global \\\n--query \"What are the top themes in this story?\"\n</code></pre> <p>Here is an example using Local search to ask a more specific question about a particular character:</p> <pre><code>graphrag query \\\n--root ./ragtest \\\n--method local \\\n--query \"Who is Scrooge and what are his main relationships?\"\n</code></pre> <p>Please refer to Query Engine docs for detailed information about how to leverage our Local and Global search mechanisms for extracting meaningful insights from data after the Indexer has wrapped up execution.</p>"}, {"location": "get_started/#visualizing-the-graph", "title": "Visualizing the Graph", "text": "<p>Check out our visualization guide for a more interactive experience in debugging and exploring the knowledge graph.</p>"}, {"location": "visualization_guide/", "title": "Visualizing and Debugging Your Knowledge Graph", "text": "<p>The following step-by-step guide walks through the process to visualize a knowledge graph after it's been constructed by graphrag. Note that some of the settings recommended below are based on our own experience of what works well. Feel free to change and explore other settings for a better visualization experience!</p>"}, {"location": "visualization_guide/#1-run-the-pipeline", "title": "1. Run the Pipeline", "text": "<p>Before building an index, please review your <code>settings.yaml</code> configuration file and ensure that graphml snapshots is enabled. <pre><code>snapshots:\n  graphml: true\n</code></pre> (Optional) To support other visualization tools and exploration, additional parameters can be enabled that provide access to vector embeddings. <pre><code>embed_graph:\n  enabled: true # will generate node2vec embeddings for nodes\numap:\n  enabled: true # will generate UMAP embeddings for nodes\n</code></pre> After running the indexing pipeline over your data, there will be an output folder (defined by the <code>storage.base_dir</code> setting).</p> <ul> <li>Output Folder: Contains artifacts from the LLM\u2019s indexing pass.</li> </ul>"}, {"location": "visualization_guide/#2-locate-the-knowledge-graph", "title": "2. Locate the Knowledge Graph", "text": "<p>In the output folder, look for a file named <code>merged_graph.graphml</code>. graphml is a standard file format supported by many visualization tools. We recommend trying Gephi.</p>"}, {"location": "visualization_guide/#3-open-the-graph-in-gephi", "title": "3. Open the Graph in Gephi", "text": "<ol> <li>Install and open Gephi</li> <li>Navigate to the <code>output</code> folder containing the various parquet files.</li> <li>Import the <code>merged_graph.graphml</code> file into Gephi. This will result in a fairly plain view of the undirected graph nodes and edges.</li> </ol>"}, {"location": "visualization_guide/#4-install-the-leiden-algorithm-plugin", "title": "4. Install the Leiden Algorithm Plugin", "text": "<ol> <li>Go to <code>Tools</code> -&gt; <code>Plugins</code>.</li> <li>Search for \"Leiden Algorithm\".</li> <li>Click <code>Install</code> and restart Gephi.</li> </ol>"}, {"location": "visualization_guide/#5-run-statistics", "title": "5. Run Statistics", "text": "<ol> <li>In the <code>Statistics</code> tab on the right, click <code>Run</code> for <code>Average Degree</code> and <code>Leiden Algorithm</code>.</li> </ol> <ol> <li>For the Leiden Algorithm, adjust the settings:</li> <li>Quality function: Modularity</li> <li>Resolution: 1</li> </ol>"}, {"location": "visualization_guide/#6-color-the-graph-by-clusters", "title": "6. Color the Graph by Clusters", "text": "<ol> <li>Go to the <code>Appearance</code> pane in the upper left side of Gephi.</li> </ol> <ol> <li>Select <code>Nodes</code>, then <code>Partition</code>, and click the color palette icon in the upper right.</li> <li>Choose <code>Cluster</code> from the dropdown.</li> <li>Click the <code>Palette...</code> hyperlink, then <code>Generate...</code>.</li> <li>Uncheck <code>Limit number of colors</code>, click <code>Generate</code>, and then <code>Ok</code>.</li> <li>Click <code>Apply</code> to color the graph. This will color the graph based on the partitions discovered by Leiden.</li> </ol>"}, {"location": "visualization_guide/#7-resize-nodes-by-degree-centrality", "title": "7. Resize Nodes by Degree Centrality", "text": "<ol> <li>In the <code>Appearance</code> pane in the upper left, select <code>Nodes</code> -&gt; <code>Ranking</code></li> <li>Select the <code>Sizing</code> icon in the upper right.</li> <li>Choose <code>Degree</code> and set:</li> <li>Min: 10</li> <li>Max: 150</li> <li>Click <code>Apply</code>.</li> </ol>"}, {"location": "visualization_guide/#8-layout-the-graph", "title": "8. Layout the Graph", "text": "<ol> <li>In the <code>Layout</code> tab in the lower left, select <code>OpenORD</code>.</li> </ol> <ol> <li>Set <code>Liquid</code> and <code>Expansion</code> stages to 50, and everything else to 0.</li> <li>Click <code>Run</code> and monitor the progress.</li> </ol>"}, {"location": "visualization_guide/#9-run-forceatlas2", "title": "9. Run ForceAtlas2", "text": "<ol> <li>Select <code>Force Atlas 2</code> in the layout options.</li> </ol> <ol> <li>Adjust the settings:</li> <li>Scaling: 15</li> <li>Dissuade Hubs: checked</li> <li>LinLog mode: uncheck</li> <li>Prevent Overlap: checked</li> <li>Click <code>Run</code> and wait.</li> <li>Press <code>Stop</code> when it looks like the graph nodes have settled and no longer change position significantly.</li> </ol>"}, {"location": "visualization_guide/#10-add-text-labels-optional", "title": "10. Add Text Labels (Optional)", "text": "<ol> <li>Turn on text labels in the appropriate section.</li> <li>Configure and resize them as needed.</li> </ol> <p>Your final graph should now be visually organized and ready for analysis!</p>"}, {"location": "config/custom/", "title": "Fully Custom Config", "text": "<p>The primary configuration sections for Indexing Engine pipelines are described below. Each configuration section can be expressed in Python (for use in Python API mode) as well as YAML, but YAML is show here for brevity.</p> <p>Using custom configuration is an advanced use-case. Most users will want to use the Default Configuration instead.</p>"}, {"location": "config/custom/#indexing-engine-examples", "title": "Indexing Engine Examples", "text": "<p>The examples directory contains several examples of how to use the indexing engine with custom configuration.</p> <p>Most examples include two different forms of running the pipeline, both are contained in the examples <code>run.py</code></p> <ol> <li>Using mostly the Python API</li> <li>Using mostly the a pipeline configuration file</li> </ol> <p>To run an example:</p> <ul> <li>Run <code>poetry shell</code> to activate a virtual environment with the required dependencies.</li> <li>Run <code>PYTHONPATH=\"$(pwd)\" python examples/path_to_example/run.py</code> from the <code>root</code> directory.</li> </ul> <p>For example to run the single_verb example, you would run the following commands:</p> <pre><code>poetry shell\n</code></pre> <pre><code>PYTHONPATH=\"$(pwd)\" python examples/single_verb/run.py\n</code></pre>"}, {"location": "config/custom/#configuration-sections", "title": "Configuration Sections", "text": ""}, {"location": "config/custom/#extends", "title": "&gt; extends", "text": "<p>This configuration allows you to extend a base configuration file or files.</p> <pre><code># single base\nextends: ../base_config.yml\n</code></pre> <pre><code># multiple bases\nextends:\n  - ../base_config.yml\n  - ../base_config2.yml\n</code></pre>"}, {"location": "config/custom/#root_dir", "title": "&gt; root_dir", "text": "<p>This configuration allows you to set the root directory for the pipeline. All data inputs and outputs are assumed to be relative to this path.</p> <pre><code>root_dir: /workspace/data_project\n</code></pre>"}, {"location": "config/custom/#storage", "title": "&gt; storage", "text": "<p>This configuration allows you define the output strategy for the pipeline.</p> <ul> <li><code>type</code>: The type of storage to use. Options are <code>file</code>, <code>memory</code>, and <code>blob</code></li> <li><code>base_dir</code> (<code>type: file</code> only): The base directory to store the data in. This is relative to the config root.</li> <li><code>connection_string</code> (<code>type: blob</code> only): The connection string to use for blob storage.</li> <li><code>container_name</code> (<code>type: blob</code> only): The container to use for blob storage.</li> </ul>"}, {"location": "config/custom/#cache", "title": "&gt; cache", "text": "<p>This configuration allows you define the cache strategy for the pipeline.</p> <ul> <li><code>type</code>: The type of cache to use. Options are <code>file</code> and <code>memory</code>, and <code>blob</code>.</li> <li><code>base_dir</code> (<code>type: file</code> only): The base directory to store the cache in. This is relative to the config root.</li> <li><code>connection_string</code> (<code>type: blob</code> only): The connection string to use for blob storage.</li> <li><code>container_name</code> (<code>type: blob</code> only): The container to use for blob storage.</li> </ul>"}, {"location": "config/custom/#reporting", "title": "&gt; reporting", "text": "<p>This configuration allows you define the reporting strategy for the pipeline. Report files are generated artifacts that summarize the performance metrics of the pipeline and emit any error messages.</p> <ul> <li><code>type</code>: The type of reporting to use. Options are <code>file</code>, <code>memory</code>, and <code>blob</code></li> <li><code>base_dir</code> (<code>type: file</code> only): The base directory to store the reports in. This is relative to the config root.</li> <li><code>connection_string</code> (<code>type: blob</code> only): The connection string to use for blob storage.</li> <li><code>container_name</code> (<code>type: blob</code> only): The container to use for blob storage.</li> </ul>"}, {"location": "config/custom/#workflows", "title": "&gt; workflows", "text": "<p>This configuration section defines the workflow DAG for the pipeline. Here we define an array of workflows and express their inter-dependencies in steps:</p> <ul> <li><code>name</code>: The name of the workflow. This is used to reference the workflow in other parts of the config.</li> <li><code>steps</code>: The DataShaper steps that this workflow comprises. If a step defines an input in the form of <code>workflow:&lt;workflow_name&gt;</code>, then it is assumed to have a dependency on the output of that workflow.</li> </ul> <pre><code>workflows:\n  - name: workflow1\n    steps:\n      - verb: derive\n        args:\n          column1: \"col1\"\n          column2: \"col2\"\n  - name: workflow2\n    steps:\n      - verb: derive\n        args:\n          column1: \"col1\"\n          column2: \"col2\"\n        input:\n          # dependency established here\n          source: workflow:workflow1\n</code></pre>"}, {"location": "config/custom/#input", "title": "&gt; input", "text": "<ul> <li><code>type</code>: The type of input to use. Options are <code>file</code> or <code>blob</code>.</li> <li><code>file_type</code>: The file type field discriminates between the different input types. Options are <code>csv</code> and <code>text</code>.</li> <li><code>base_dir</code>: The base directory to read the input files from. This is relative to the config file.</li> <li><code>file_pattern</code>: A regex to match the input files. The regex must have named groups for each of the fields in the file_filter.</li> <li><code>post_process</code>: A DataShaper workflow definition to apply to the input before executing the primary workflow.</li> <li><code>source_column</code> (<code>type: csv</code> only): The column containing the source/author of the data</li> <li><code>text_column</code> (<code>type: csv</code> only): The column containing the text of the data</li> <li><code>timestamp_column</code> (<code>type: csv</code> only): The column containing the timestamp of the data</li> <li><code>timestamp_format</code> (<code>type: csv</code> only): The format of the timestamp</li> </ul> <pre><code>input:\n  type: file\n  file_type: csv\n  base_dir: ../data/csv # the directory containing the CSV files, this is relative to the config file\n  file_pattern: '.*[\\/](?P&lt;source&gt;[^\\/]+)[\\/](?P&lt;year&gt;\\d{4})-(?P&lt;month&gt;\\d{2})-(?P&lt;day&gt;\\d{2})_(?P&lt;author&gt;[^_]+)_\\d+\\.csv$' # a regex to match the CSV files\n  # An additional file filter which uses the named groups from the file_pattern to further filter the files\n  # file_filter:\n  #   # source: (source_filter)\n  #   year: (2023)\n  #   month: (06)\n  #   # day: (22)\n  source_column: \"author\" # the column containing the source/author of the data\n  text_column: \"message\" # the column containing the text of the data\n  timestamp_column: \"date(yyyyMMddHHmmss)\" # optional, the column containing the timestamp of the data\n  timestamp_format: \"%Y%m%d%H%M%S\" # optional,  the format of the timestamp\n  post_process: # Optional, set of steps to process the data before going into the workflow\n    - verb: filter\n      args:\n        column: \"title\",\n        value: \"My document\"\n</code></pre> <pre><code>input:\n  type: file\n  file_type: csv\n  base_dir: ../data/csv # the directory containing the CSV files, this is relative to the config file\n  file_pattern: '.*[\\/](?P&lt;source&gt;[^\\/]+)[\\/](?P&lt;year&gt;\\d{4})-(?P&lt;month&gt;\\d{2})-(?P&lt;day&gt;\\d{2})_(?P&lt;author&gt;[^_]+)_\\d+\\.csv$' # a regex to match the CSV files\n  # An additional file filter which uses the named groups from the file_pattern to further filter the files\n  # file_filter:\n  #   # source: (source_filter)\n  #   year: (2023)\n  #   month: (06)\n  #   # day: (22)\n  post_process: # Optional, set of steps to process the data before going into the workflow\n    - verb: filter\n      args:\n        column: \"title\",\n        value: \"My document\"\n</code></pre>"}, {"location": "config/env_vars/", "title": "Default Configuration Mode (using Env Vars)", "text": ""}, {"location": "config/env_vars/#text-embeddings-customization", "title": "Text-Embeddings Customization", "text": "<p>By default, the GraphRAG indexer will only emit embeddings required for our query methods. However, the model has embeddings defined for all plaintext fields, and these can be generated by setting the <code>GRAPHRAG_EMBEDDING_TARGET</code> environment variable to <code>all</code>.</p> <p>If the embedding target is <code>all</code>, and you want to only embed a subset of these fields, you may specify which embeddings to skip using the <code>GRAPHRAG_EMBEDDING_SKIP</code> argument described below.</p>"}, {"location": "config/env_vars/#embedded-fields", "title": "Embedded Fields", "text": "<ul> <li><code>text_unit.text</code></li> <li><code>document.raw_content</code></li> <li><code>entity.name</code></li> <li><code>entity.description</code></li> <li><code>relationship.description</code></li> <li><code>community.title</code></li> <li><code>community.summary</code></li> <li><code>community.full_content</code></li> </ul>"}, {"location": "config/env_vars/#input-data", "title": "Input Data", "text": "<p>Our pipeline can ingest .csv or .txt data from an input folder. These files can be nested within subfolders. To configure how input data is handled, what fields are mapped over, and how timestamps are parsed, look for configuration values starting with <code>GRAPHRAG_INPUT_</code> below. In general, CSV-based data provides the most customizability. Each CSV should at least contain a <code>text</code> field (which can be mapped with environment variables), but it's helpful if they also have <code>title</code>, <code>timestamp</code>, and <code>source</code> fields. Additional fields can be included as well, which will land as extra fields on the <code>Document</code> table.</p>"}, {"location": "config/env_vars/#base-llm-settings", "title": "Base LLM Settings", "text": "<p>These are the primary settings for configuring LLM connectivity.</p> Parameter Required? Description Type Default Value <code>GRAPHRAG_API_KEY</code> Yes for OpenAI. Optional for AOAI The API key. (Note: <code>OPENAI_API_KEY is also used as a fallback). If not defined when using AOAI, managed identity will be used. |</code>str<code>|</code>None` <code>GRAPHRAG_API_BASE</code> For AOAI The API Base URL <code>str</code> <code>None</code> <code>GRAPHRAG_API_VERSION</code> For AOAI The AOAI API version. <code>str</code> <code>None</code> <code>GRAPHRAG_API_ORGANIZATION</code> The AOAI organization. <code>str</code> <code>None</code> <code>GRAPHRAG_API_PROXY</code> The AOAI proxy. <code>str</code> <code>None</code>"}, {"location": "config/env_vars/#text-generation-settings", "title": "Text Generation Settings", "text": "<p>These settings control the text generation model used by the pipeline. Any settings with a fallback will use the base LLM settings, if available.</p> Parameter Required? Description Type Default Value <code>GRAPHRAG_LLM_TYPE</code> For AOAI The LLM operation type. Either <code>openai_chat</code> or <code>azure_openai_chat</code> <code>str</code> <code>openai_chat</code> <code>GRAPHRAG_LLM_DEPLOYMENT_NAME</code> For AOAI The AOAI model deployment name. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_KEY</code> Yes (uses fallback) The API key. If not defined when using AOAI, managed identity will be used. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_BASE</code> For AOAI (uses fallback) The API Base URL <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_VERSION</code> For AOAI (uses fallback) The AOAI API version. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_ORGANIZATION</code> For AOAI (uses fallback) The AOAI organization. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_PROXY</code> The AOAI proxy. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_MODEL</code> The LLM model. <code>str</code> <code>gpt-4-turbo-preview</code> <code>GRAPHRAG_LLM_MAX_TOKENS</code> The maximum number of tokens. <code>int</code> <code>4000</code> <code>GRAPHRAG_LLM_REQUEST_TIMEOUT</code> The maximum number of seconds to wait for a response from the chat client. <code>int</code> <code>180</code> <code>GRAPHRAG_LLM_MODEL_SUPPORTS_JSON</code> Indicates whether the given model supports JSON output mode. <code>True</code> to enable. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_THREAD_COUNT</code> The number of threads to use for LLM parallelization. <code>int</code> 50 <code>GRAPHRAG_LLM_THREAD_STAGGER</code> The time to wait (in seconds) between starting each thread. <code>float</code> 0.3 <code>GRAPHRAG_LLM_CONCURRENT_REQUESTS</code> The number of concurrent requests to allow for the embedding client. <code>int</code> 25 <code>GRAPHRAG_LLM_TOKENS_PER_MINUTE</code> The number of tokens per minute to allow for the LLM client. 0 = Bypass <code>int</code> 0 <code>GRAPHRAG_LLM_REQUESTS_PER_MINUTE</code> The number of requests per minute to allow for the LLM client. 0 = Bypass <code>int</code> 0 <code>GRAPHRAG_LLM_MAX_RETRIES</code> The maximum number of retries to attempt when a request fails. <code>int</code> 10 <code>GRAPHRAG_LLM_MAX_RETRY_WAIT</code> The maximum number of seconds to wait between retries. <code>int</code> 10 <code>GRAPHRAG_LLM_SLEEP_ON_RATE_LIMIT_RECOMMENDATION</code> Whether to sleep on rate limit recommendation. (Azure Only) <code>bool</code> <code>True</code> <code>GRAPHRAG_LLM_TEMPERATURE</code> The temperature to use generation. <code>float</code> 0 <code>GRAPHRAG_LLM_TOP_P</code> The top_p to use for sampling. <code>float</code> 1 <code>GRAPHRAG_LLM_N</code> The number of responses to generate. <code>int</code> 1"}, {"location": "config/env_vars/#text-embedding-settings", "title": "Text Embedding Settings", "text": "<p>These settings control the text embedding model used by the pipeline. Any settings with a fallback will use the base LLM settings, if available.</p> Parameter Required ? Description Type Default <code>GRAPHRAG_EMBEDDING_TYPE</code> For AOAI The embedding client to use. Either <code>openai_embedding</code> or <code>azure_openai_embedding</code> <code>str</code> <code>openai_embedding</code> <code>GRAPHRAG_EMBEDDING_DEPLOYMENT_NAME</code> For AOAI The AOAI deployment name. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_KEY</code> Yes (uses fallback) The API key to use for the embedding client. If not defined when using AOAI, managed identity will be used. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_BASE</code> For AOAI (uses fallback) The API base URL. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_VERSION</code> For AOAI (uses fallback) The AOAI API version to use for the embedding client. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_ORGANIZATION</code> For AOAI (uses fallback) The AOAI organization to use for the embedding client. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_PROXY</code> The AOAI proxy to use for the embedding client. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_MODEL</code> The model to use for the embedding client. <code>str</code> <code>text-embedding-3-small</code> <code>GRAPHRAG_EMBEDDING_BATCH_SIZE</code> The number of texts to embed at once. (Azure limit is 16) <code>int</code> 16 <code>GRAPHRAG_EMBEDDING_BATCH_MAX_TOKENS</code> The maximum tokens per batch (Azure limit is 8191) <code>int</code> 8191 <code>GRAPHRAG_EMBEDDING_TARGET</code> The target fields to embed. Either <code>required</code> or <code>all</code>. <code>str</code> <code>required</code> <code>GRAPHRAG_EMBEDDING_SKIP</code> A comma-separated list of fields to skip embeddings for . (e.g. 'relationship.description') <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_THREAD_COUNT</code> The number of threads to use for parallelization for embeddings. <code>int</code> <code>GRAPHRAG_EMBEDDING_THREAD_STAGGER</code> The time to wait (in seconds) between starting each thread for embeddings. <code>float</code> 50 <code>GRAPHRAG_EMBEDDING_CONCURRENT_REQUESTS</code> The number of concurrent requests to allow for the embedding client. <code>int</code> 25 <code>GRAPHRAG_EMBEDDING_TOKENS_PER_MINUTE</code> The number of tokens per minute to allow for the embedding client. 0 = Bypass <code>int</code> 0 <code>GRAPHRAG_EMBEDDING_REQUESTS_PER_MINUTE</code> The number of requests per minute to allow for the embedding client. 0 = Bypass <code>int</code> 0 <code>GRAPHRAG_EMBEDDING_MAX_RETRIES</code> The maximum number of retries to attempt when a request fails. <code>int</code> 10 <code>GRAPHRAG_EMBEDDING_MAX_RETRY_WAIT</code> The maximum number of seconds to wait between retries. <code>int</code> 10 <code>GRAPHRAG_EMBEDDING_SLEEP_ON_RATE_LIMIT_RECOMMENDATION</code> Whether to sleep on rate limit recommendation. (Azure Only) <code>bool</code> <code>True</code>"}, {"location": "config/env_vars/#input-settings", "title": "Input Settings", "text": "<p>These settings control the data input used by the pipeline. Any settings with a fallback will use the base LLM settings, if available.</p>"}, {"location": "config/env_vars/#plaintext-input-data-graphrag_input_file_typetext", "title": "Plaintext Input Data (<code>GRAPHRAG_INPUT_FILE_TYPE</code>=text)", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_INPUT_FILE_PATTERN</code> The file pattern regexp to use when reading input files from the input directory. <code>str</code> optional <code>.*\\.txt$</code>"}, {"location": "config/env_vars/#csv-input-data-graphrag_input_file_typecsv", "title": "CSV Input Data (<code>GRAPHRAG_INPUT_FILE_TYPE</code>=csv)", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_INPUT_TYPE</code> The input storage type to use when reading files. (<code>file</code> or <code>blob</code>) <code>str</code> optional <code>file</code> <code>GRAPHRAG_INPUT_FILE_PATTERN</code> The file pattern regexp to use when reading input files from the input directory. <code>str</code> optional <code>.*\\.txt$</code> <code>GRAPHRAG_INPUT_SOURCE_COLUMN</code> The 'source' column to use when reading CSV input files. <code>str</code> optional <code>source</code> <code>GRAPHRAG_INPUT_TIMESTAMP_COLUMN</code> The 'timestamp' column to use when reading CSV input files. <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_TIMESTAMP_FORMAT</code> The timestamp format to use when parsing timestamps in the timestamp column. <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_TEXT_COLUMN</code> The 'text' column to use when reading CSV input files. <code>str</code> optional <code>text</code> <code>GRAPHRAG_INPUT_DOCUMENT_ATTRIBUTE_COLUMNS</code> A list of CSV columns, comma-separated, to incorporate as document fields. <code>str</code> optional <code>id</code> <code>GRAPHRAG_INPUT_TITLE_COLUMN</code> The 'title' column to use when reading CSV input files. <code>str</code> optional <code>title</code> <code>GRAPHRAG_INPUT_STORAGE_ACCOUNT_BLOB_URL</code> The Azure Storage blob endpoint to use when in <code>blob</code> mode and using managed identity. Will have the format <code>https://&lt;storage_account_name&gt;.blob.core.windows.net</code> <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_CONNECTION_STRING</code> The connection string to use when reading CSV input files from Azure Blob Storage. <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_CONTAINER_NAME</code> The container name to use when reading CSV input files from Azure Blob Storage. <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_BASE_DIR</code> The base directory to read input files from. <code>str</code> optional <code>None</code>"}, {"location": "config/env_vars/#data-mapping-settings", "title": "Data Mapping Settings", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_INPUT_FILE_TYPE</code> The type of input data, <code>csv</code> or <code>text</code> <code>str</code> optional <code>text</code> <code>GRAPHRAG_INPUT_ENCODING</code> The encoding to apply when reading CSV/text input files. <code>str</code> optional <code>utf-8</code>"}, {"location": "config/env_vars/#data-chunking", "title": "Data Chunking", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_CHUNK_SIZE</code> The chunk size in tokens for text-chunk analysis windows. <code>str</code> optional 1200 <code>GRAPHRAG_CHUNK_OVERLAP</code> The chunk overlap in tokens for text-chunk analysis windows. <code>str</code> optional 100 <code>GRAPHRAG_CHUNK_BY_COLUMNS</code> A comma-separated list of document attributes to groupby when performing TextUnit chunking. <code>str</code> optional <code>id</code> <code>GRAPHRAG_CHUNK_ENCODING_MODEL</code> The encoding model to use for chunking. <code>str</code> optional The top-level encoding model."}, {"location": "config/env_vars/#prompting-overrides", "title": "Prompting Overrides", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_ENTITY_EXTRACTION_PROMPT_FILE</code> The path (relative to the root) of an entity extraction prompt template text file. <code>str</code> optional <code>None</code> <code>GRAPHRAG_ENTITY_EXTRACTION_MAX_GLEANINGS</code> The maximum number of redrives (gleanings) to invoke when extracting entities in a loop. <code>int</code> optional 1 <code>GRAPHRAG_ENTITY_EXTRACTION_ENTITY_TYPES</code> A comma-separated list of entity types to extract. <code>str</code> optional <code>organization,person,event,geo</code> <code>GRAPHRAG_ENTITY_EXTRACTION_ENCODING_MODEL</code> The encoding model to use for entity extraction. <code>str</code> optional The top-level encoding model. <code>GRAPHRAG_SUMMARIZE_DESCRIPTIONS_PROMPT_FILE</code> The path (relative to the root) of an description summarization prompt template text file. <code>str</code> optional <code>None</code> <code>GRAPHRAG_SUMMARIZE_DESCRIPTIONS_MAX_LENGTH</code> The maximum number of tokens to generate per description summarization. <code>int</code> optional 500 <code>GRAPHRAG_CLAIM_EXTRACTION_ENABLED</code> Whether claim extraction is enabled for this pipeline. <code>bool</code> optional <code>False</code> <code>GRAPHRAG_CLAIM_EXTRACTION_DESCRIPTION</code> The claim_description prompting argument to utilize. <code>string</code> optional \"Any claims or facts that could be relevant to threat analysis.\" <code>GRAPHRAG_CLAIM_EXTRACTION_PROMPT_FILE</code> The claim extraction prompt to utilize. <code>string</code> optional <code>None</code> <code>GRAPHRAG_CLAIM_EXTRACTION_MAX_GLEANINGS</code> The maximum number of redrives (gleanings) to invoke when extracting claims in a loop. <code>int</code> optional 1 <code>GRAPHRAG_CLAIM_EXTRACTION_ENCODING_MODEL</code> The encoding model to use for claim extraction. <code>str</code> optional The top-level encoding model <code>GRAPHRAG_COMMUNITY_REPORTS_PROMPT_FILE</code> The community reports extraction prompt to utilize. <code>string</code> optional <code>None</code> <code>GRAPHRAG_COMMUNITY_REPORTS_MAX_LENGTH</code> The maximum number of tokens to generate per community reports. <code>int</code> optional 1500"}, {"location": "config/env_vars/#storage", "title": "Storage", "text": "<p>This section controls the storage mechanism used by the pipeline used for emitting output tables.</p> Parameter Description Type Required or Optional Default <code>GRAPHRAG_STORAGE_TYPE</code> The type of reporter to use. Options are <code>file</code>, <code>memory</code>, or <code>blob</code> <code>str</code> optional <code>file</code> <code>GRAPHRAG_STORAGE_STORAGE_ACCOUNT_BLOB_URL</code> The Azure Storage blob endpoint to use when in <code>blob</code> mode and using managed identity. Will have the format <code>https://&lt;storage_account_name&gt;.blob.core.windows.net</code> <code>str</code> optional None <code>GRAPHRAG_STORAGE_CONNECTION_STRING</code> The Azure Storage connection string to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_STORAGE_CONTAINER_NAME</code> The Azure Storage container name to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_STORAGE_BASE_DIR</code> The base path to data outputs outputs. <code>str</code> optional None"}, {"location": "config/env_vars/#cache", "title": "Cache", "text": "<p>This section controls the cache mechanism used by the pipeline. This is used to cache LLM invocation results.</p> Parameter Description Type Required or Optional Default <code>GRAPHRAG_CACHE_TYPE</code> The type of cache to use. Options are <code>file</code>, <code>memory</code>, <code>none</code> or <code>blob</code> <code>str</code> optional <code>file</code> <code>GRAPHRAG_CACHE_STORAGE_ACCOUNT_BLOB_URL</code> The Azure Storage blob endpoint to use when in <code>blob</code> mode and using managed identity. Will have the format <code>https://&lt;storage_account_name&gt;.blob.core.windows.net</code> <code>str</code> optional None <code>GRAPHRAG_CACHE_CONNECTION_STRING</code> The Azure Storage connection string to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_CACHE_CONTAINER_NAME</code> The Azure Storage container name to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_CACHE_BASE_DIR</code> The base path to the cache files. <code>str</code> optional None"}, {"location": "config/env_vars/#reporting", "title": "Reporting", "text": "<p>This section controls the reporting mechanism used by the pipeline, for common events and error messages. The default is to write reports to a file in the output directory. However, you can also choose to write reports to the console or to an Azure Blob Storage container.</p> Parameter Description Type Required or Optional Default <code>GRAPHRAG_REPORTING_TYPE</code> The type of reporter to use. Options are <code>file</code>, <code>console</code>, or <code>blob</code> <code>str</code> optional <code>file</code> <code>GRAPHRAG_REPORTING_STORAGE_ACCOUNT_BLOB_URL</code> The Azure Storage blob endpoint to use when in <code>blob</code> mode and using managed identity. Will have the format <code>https://&lt;storage_account_name&gt;.blob.core.windows.net</code> <code>str</code> optional None <code>GRAPHRAG_REPORTING_CONNECTION_STRING</code> The Azure Storage connection string to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_REPORTING_CONTAINER_NAME</code> The Azure Storage container name to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_REPORTING_BASE_DIR</code> The base path to the reporting outputs. <code>str</code> optional None"}, {"location": "config/env_vars/#node2vec-parameters", "title": "Node2Vec Parameters", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_NODE2VEC_ENABLED</code> Whether to enable Node2Vec <code>bool</code> optional False <code>GRAPHRAG_NODE2VEC_NUM_WALKS</code> The Node2Vec number of walks to perform <code>int</code> optional 10 <code>GRAPHRAG_NODE2VEC_WALK_LENGTH</code> The Node2Vec walk length <code>int</code> optional 40 <code>GRAPHRAG_NODE2VEC_WINDOW_SIZE</code> The Node2Vec window size <code>int</code> optional 2 <code>GRAPHRAG_NODE2VEC_ITERATIONS</code> The number of iterations to run node2vec <code>int</code> optional 3 <code>GRAPHRAG_NODE2VEC_RANDOM_SEED</code> The random seed to use for node2vec <code>int</code> optional 597832"}, {"location": "config/env_vars/#data-snapshotting", "title": "Data Snapshotting", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_SNAPSHOT_EMBEDDINGS</code> Whether to enable embeddings snapshots. <code>bool</code> optional False <code>GRAPHRAG_SNAPSHOT_GRAPHML</code> Whether to enable GraphML snapshots. <code>bool</code> optional False <code>GRAPHRAG_SNAPSHOT_RAW_ENTITIES</code> Whether to enable raw entity snapshots. <code>bool</code> optional False <code>GRAPHRAG_SNAPSHOT_TOP_LEVEL_NODES</code> Whether to enable top-level node snapshots. <code>bool</code> optional False <code>GRAPHRAG_SNAPSHOT_TRANSIENT</code> Whether to enable transient table snapshots. <code>bool</code> optional False"}, {"location": "config/env_vars/#miscellaneous-settings", "title": "Miscellaneous Settings", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_ASYNC_MODE</code> Which async mode to use. Either <code>asyncio</code> or <code>threaded</code>. <code>str</code> optional <code>asyncio</code> <code>GRAPHRAG_ENCODING_MODEL</code> The text encoding model, used in tiktoken, to encode text. <code>str</code> optional <code>cl100k_base</code> <code>GRAPHRAG_MAX_CLUSTER_SIZE</code> The maximum number of entities to include in a single Leiden cluster. <code>int</code> optional 10 <code>GRAPHRAG_SKIP_WORKFLOWS</code> A comma-separated list of workflow names to skip. <code>str</code> optional <code>None</code> <code>GRAPHRAG_UMAP_ENABLED</code> Whether to enable UMAP layouts <code>bool</code> optional False"}, {"location": "config/init/", "title": "Configuring GraphRAG Indexing", "text": "<p>To start using GraphRAG, you must generate a configuration file. The <code>init</code> command is the easiest way to get started. It will create a <code>.env</code> and <code>settings.yaml</code> files in the specified directory with the necessary configuration settings. It will also output the default LLM prompts used by GraphRAG.</p>"}, {"location": "config/init/#usage", "title": "Usage", "text": "<pre><code>graphrag init [--root PATH]\n</code></pre>"}, {"location": "config/init/#options", "title": "Options", "text": "<ul> <li><code>--root PATH</code> - The project root directory to initialize graphrag at. Default is the current directory.</li> </ul>"}, {"location": "config/init/#example", "title": "Example", "text": "<pre><code>graphrag init --root ./ragtest\n</code></pre>"}, {"location": "config/init/#output", "title": "Output", "text": "<p>The <code>init</code> command will create the following files in the specified directory:</p> <ul> <li><code>settings.yaml</code> - The configuration settings file. This file contains the configuration settings for GraphRAG.</li> <li><code>.env</code> - The environment variables file. These are referenced in the <code>settings.yaml</code> file.</li> <li><code>prompts/</code> - The LLM prompts folder. This contains the default prompts used by GraphRAG, you can modify them or run the Auto Prompt Tuning command to generate new prompts adapted to your data.</li> </ul>"}, {"location": "config/init/#next-steps", "title": "Next Steps", "text": "<p>After initializing your workspace, you can either run the Prompt Tuning command to adapt the prompts to your data or even start running the Indexing Pipeline to index your data. For more information on configuring GraphRAG, see the Configuration documentation.</p>"}, {"location": "config/json_yaml/", "title": "Default Configuration Mode (using JSON/YAML)", "text": "<p>The default configuration mode may be configured by using a <code>settings.json</code> or <code>settings.yml</code> file in the data project root. If a <code>.env</code> file is present along with this config file, then it will be loaded, and the environment variables defined therein will be available for token replacements in your configuration document using <code>${ENV_VAR}</code> syntax.</p> <p>For example:</p> <pre><code># .env\nAPI_KEY=some_api_key\n\n# settings.json\n{\n    \"llm\": {\n        \"api_key\": \"${API_KEY}\"\n    }\n}\n</code></pre>"}, {"location": "config/json_yaml/#config-sections", "title": "Config Sections", "text": ""}, {"location": "config/json_yaml/#input", "title": "input", "text": ""}, {"location": "config/json_yaml/#fields", "title": "Fields", "text": "<ul> <li><code>type</code> file|blob - The input type to use. Default=<code>file</code></li> <li><code>file_type</code> text|csv - The type of input data to load. Either <code>text</code> or <code>csv</code>. Default is <code>text</code></li> <li><code>file_encoding</code> str - The encoding of the input file. Default is <code>utf-8</code></li> <li><code>file_pattern</code> str - A regex to match input files. Default is <code>.*\\.csv$</code> if in csv mode and <code>.*\\.txt$</code> if in text mode.</li> <li><code>source_column</code> str - (CSV Mode Only) The source column name.</li> <li><code>timestamp_column</code> str - (CSV Mode Only) The timestamp column name.</li> <li><code>timestamp_format</code> str - (CSV Mode Only) The source format.</li> <li><code>text_column</code> str - (CSV Mode Only) The text column name.</li> <li><code>title_column</code> str - (CSV Mode Only) The title column name.</li> <li><code>document_attribute_columns</code> list[str] - (CSV Mode Only) The additional document attributes to include.</li> <li><code>connection_string</code> str - (blob only) The Azure Storage connection string.</li> <li><code>container_name</code> str - (blob only) The Azure Storage container name.</li> <li><code>base_dir</code> str - The base directory to read input from, relative to the root.</li> <li><code>storage_account_blob_url</code> str - The storage account blob URL to use.</li> </ul>"}, {"location": "config/json_yaml/#llm", "title": "llm", "text": "<p>This is the base LLM configuration section. Other steps may override this configuration with their own LLM configuration.</p>"}, {"location": "config/json_yaml/#fields_1", "title": "Fields", "text": "<ul> <li><code>api_key</code> str - The OpenAI API key to use.</li> <li><code>type</code> openai_chat|azure_openai_chat|openai_embedding|azure_openai_embedding - The type of LLM to use.</li> <li><code>model</code> str - The model name.</li> <li><code>max_tokens</code> int - The maximum number of output tokens.</li> <li><code>request_timeout</code> float - The per-request timeout.</li> <li><code>api_base</code> str - The API base url to use.</li> <li><code>api_version</code> str - The API version</li> <li><code>organization</code> str - The client organization.</li> <li><code>proxy</code> str - The proxy URL to use.</li> <li><code>audience</code> str - (Azure OpenAI only) The URI of the target Azure resource/service for which a managed identity token is requested. Used if <code>api_key</code> is not defined. Default=<code>https://cognitiveservices.azure.com/.default</code></li> <li><code>deployment_name</code> str - The deployment name to use (Azure).</li> <li><code>model_supports_json</code> bool - Whether the model supports JSON-mode output.</li> <li><code>tokens_per_minute</code> int - Set a leaky-bucket throttle on tokens-per-minute.</li> <li><code>requests_per_minute</code> int - Set a leaky-bucket throttle on requests-per-minute.</li> <li><code>max_retries</code> int - The maximum number of retries to use.</li> <li><code>max_retry_wait</code> float - The maximum backoff time.</li> <li><code>sleep_on_rate_limit_recommendation</code> bool - Whether to adhere to sleep recommendations (Azure).</li> <li><code>concurrent_requests</code> int The number of open requests to allow at once.</li> <li><code>temperature</code> float - The temperature to use.</li> <li><code>top_p</code> float - The top-p value to use.</li> <li><code>n</code> int - The number of completions to generate.</li> </ul>"}, {"location": "config/json_yaml/#parallelization", "title": "parallelization", "text": ""}, {"location": "config/json_yaml/#fields_2", "title": "Fields", "text": "<ul> <li><code>stagger</code> float - The threading stagger value.</li> <li><code>num_threads</code> int - The maximum number of work threads.</li> </ul>"}, {"location": "config/json_yaml/#async_mode", "title": "async_mode", "text": "<p>asyncio|threaded The async mode to use. Either <code>asyncio</code> or `threaded.</p>"}, {"location": "config/json_yaml/#embeddings", "title": "embeddings", "text": ""}, {"location": "config/json_yaml/#fields_3", "title": "Fields", "text": "<ul> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>batch_size</code> int - The maximum batch size to use.</li> <li><code>batch_max_tokens</code> int - The maximum batch # of tokens.</li> <li><code>target</code> required|all|none - Determines which set of embeddings to emit.</li> <li><code>skip</code> list[str] - Which embeddings to skip. Only useful if target=all to customize the list.</li> <li><code>vector_store</code> dict - The vector store to use. Configured for lancedb by default.</li> <li><code>type</code> str - <code>lancedb</code> or <code>azure_ai_search</code>. Default=<code>lancedb</code></li> <li><code>db_uri</code> str (only for lancedb) - The database uri. Default=<code>storage.base_dir/lancedb</code></li> <li><code>url</code> str (only for AI Search) - AI Search endpoint</li> <li><code>api_key</code> str (optional - only for AI Search) - The AI Search api key to use.</li> <li><code>audience</code> str (only for AI Search) - Audience for managed identity token if managed identity authentication is used.</li> <li><code>overwrite</code> bool (only used at index creation time) - Overwrite collection if it exist. Default=<code>True</code></li> <li><code>container_name</code> str - The name of a vector container. This stores all indexes (tables) for a given dataset ingest. Default=<code>default</code></li> <li><code>strategy</code> dict - Fully override the text-embedding strategy.</li> </ul>"}, {"location": "config/json_yaml/#chunks", "title": "chunks", "text": ""}, {"location": "config/json_yaml/#fields_4", "title": "Fields", "text": "<ul> <li><code>size</code> int - The max chunk size in tokens.</li> <li><code>overlap</code> int - The chunk overlap in tokens.</li> <li><code>group_by_columns</code> list[str] - group documents by fields before chunking.</li> <li><code>encoding_model</code> str - The text encoding model to use. Default is to use the top-level encoding model.</li> <li><code>strategy</code> dict - Fully override the chunking strategy.</li> </ul>"}, {"location": "config/json_yaml/#cache", "title": "cache", "text": ""}, {"location": "config/json_yaml/#fields_5", "title": "Fields", "text": "<ul> <li><code>type</code> file|memory|none|blob - The cache type to use. Default=<code>file</code></li> <li><code>connection_string</code> str - (blob only) The Azure Storage connection string.</li> <li><code>container_name</code> str - (blob only) The Azure Storage container name.</li> <li><code>base_dir</code> str - The base directory to write cache to, relative to the root.</li> <li><code>storage_account_blob_url</code> str - The storage account blob URL to use.</li> </ul>"}, {"location": "config/json_yaml/#storage", "title": "storage", "text": ""}, {"location": "config/json_yaml/#fields_6", "title": "Fields", "text": "<ul> <li><code>type</code> file|memory|blob - The storage type to use. Default=<code>file</code></li> <li><code>connection_string</code> str - (blob only) The Azure Storage connection string.</li> <li><code>container_name</code> str - (blob only) The Azure Storage container name.</li> <li><code>base_dir</code> str - The base directory to write reports to, relative to the root.</li> <li><code>storage_account_blob_url</code> str - The storage account blob URL to use.</li> </ul>"}, {"location": "config/json_yaml/#reporting", "title": "reporting", "text": ""}, {"location": "config/json_yaml/#fields_7", "title": "Fields", "text": "<ul> <li><code>type</code> file|console|blob - The reporting type to use. Default=<code>file</code></li> <li><code>connection_string</code> str - (blob only) The Azure Storage connection string.</li> <li><code>container_name</code> str - (blob only) The Azure Storage container name.</li> <li><code>base_dir</code> str - The base directory to write reports to, relative to the root.</li> <li><code>storage_account_blob_url</code> str - The storage account blob URL to use.</li> </ul>"}, {"location": "config/json_yaml/#entity_extraction", "title": "entity_extraction", "text": ""}, {"location": "config/json_yaml/#fields_8", "title": "Fields", "text": "<ul> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>prompt</code> str - The prompt file to use.</li> <li><code>entity_types</code> list[str] - The entity types to identify.</li> <li><code>max_gleanings</code> int - The maximum number of gleaning cycles to use.</li> <li><code>encoding_model</code> str - The text encoding model to use. By default, this will use the top-level encoding model.</li> <li><code>strategy</code> dict - Fully override the entity extraction strategy.</li> </ul>"}, {"location": "config/json_yaml/#summarize_descriptions", "title": "summarize_descriptions", "text": ""}, {"location": "config/json_yaml/#fields_9", "title": "Fields", "text": "<ul> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>prompt</code> str - The prompt file to use.</li> <li><code>max_length</code> int - The maximum number of output tokens per summarization.</li> <li><code>strategy</code> dict - Fully override the summarize description strategy.</li> </ul>"}, {"location": "config/json_yaml/#claim_extraction", "title": "claim_extraction", "text": ""}, {"location": "config/json_yaml/#fields_10", "title": "Fields", "text": "<ul> <li><code>enabled</code> bool - Whether to enable claim extraction. default=False</li> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>prompt</code> str - The prompt file to use.</li> <li><code>description</code> str - Describes the types of claims we want to extract.</li> <li><code>max_gleanings</code> int - The maximum number of gleaning cycles to use.</li> <li><code>encoding_model</code> str - The text encoding model to use. By default, this will use the top-level encoding model.</li> <li><code>strategy</code> dict - Fully override the claim extraction strategy.</li> </ul>"}, {"location": "config/json_yaml/#community_reports", "title": "community_reports", "text": ""}, {"location": "config/json_yaml/#fields_11", "title": "Fields", "text": "<ul> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>prompt</code> str - The prompt file to use.</li> <li><code>max_length</code> int - The maximum number of output tokens per report.</li> <li><code>max_input_length</code> int - The maximum number of input tokens to use when generating reports.</li> <li><code>strategy</code> dict - Fully override the community reports strategy.</li> </ul>"}, {"location": "config/json_yaml/#cluster_graph", "title": "cluster_graph", "text": ""}, {"location": "config/json_yaml/#fields_12", "title": "Fields", "text": "<ul> <li><code>max_cluster_size</code> int - The maximum cluster size to emit.</li> <li><code>strategy</code> dict - Fully override the cluster_graph strategy.</li> </ul>"}, {"location": "config/json_yaml/#embed_graph", "title": "embed_graph", "text": ""}, {"location": "config/json_yaml/#fields_13", "title": "Fields", "text": "<ul> <li><code>enabled</code> bool - Whether to enable graph embeddings.</li> <li><code>num_walks</code> int - The node2vec number of walks.</li> <li><code>walk_length</code> int - The node2vec walk length.</li> <li><code>window_size</code> int - The node2vec window size.</li> <li><code>iterations</code> int - The node2vec number of iterations.</li> <li><code>random_seed</code> int - The node2vec random seed.</li> <li><code>strategy</code> dict - Fully override the embed graph strategy.</li> </ul>"}, {"location": "config/json_yaml/#umap", "title": "umap", "text": ""}, {"location": "config/json_yaml/#fields_14", "title": "Fields", "text": "<ul> <li><code>enabled</code> bool - Whether to enable UMAP layouts.</li> </ul>"}, {"location": "config/json_yaml/#snapshots", "title": "snapshots", "text": ""}, {"location": "config/json_yaml/#fields_15", "title": "Fields", "text": "<ul> <li><code>embeddings</code> bool - Emit embeddings snapshots to parquet.</li> <li><code>graphml</code> bool - Emit graph snapshots to GraphML.</li> <li><code>raw_entities</code> bool - Emit raw entity snapshots to JSON.</li> <li><code>top_level_nodes</code> bool - Emit top-level-node snapshots to JSON.</li> <li><code>transient</code> bool - Emit transient workflow tables snapshots to parquet.</li> </ul>"}, {"location": "config/json_yaml/#encoding_model", "title": "encoding_model", "text": "<p>str - The text encoding model to use. Default=<code>cl100k_base</code>.</p>"}, {"location": "config/json_yaml/#skip_workflows", "title": "skip_workflows", "text": "<p>list[str] - Which workflow names to skip.</p>"}, {"location": "config/overview/", "title": "Configuring GraphRAG Indexing", "text": "<p>The GraphRAG system is highly configurable. This page provides an overview of the configuration options available for the GraphRAG indexing engine.</p>"}, {"location": "config/overview/#default-configuration-mode", "title": "Default Configuration Mode", "text": "<p>The default configuration mode is the simplest way to get started with the GraphRAG system. It is designed to work out-of-the-box with minimal configuration. The primary configuration sections for the Indexing Engine pipelines are described below. The main ways to set up GraphRAG in Default Configuration mode are via:</p> <ul> <li>Init command (recommended)</li> <li>Purely using environment variables</li> <li>Using JSON or YAML for deeper control</li> </ul>"}, {"location": "config/overview/#custom-configuration-mode", "title": "Custom Configuration Mode", "text": "<p>Custom configuration mode is an advanced use-case. Most users will want to use the Default Configuration instead. The primary configuration sections for Indexing Engine pipelines are described below. Details about how to use custom configuration are available in the Custom Configuration Mode documentation.</p>"}, {"location": "config/template/", "title": "Configuration Template", "text": "<p>The following template can be used and stored as a <code>.env</code> in the the directory where you're are pointing the <code>--root</code> parameter on your Indexing Pipeline execution.</p> <p>For details about how to run the Indexing Pipeline, refer to the Index CLI documentation.</p>"}, {"location": "config/template/#env-file-template", "title": ".env File Template", "text": "<p>Required variables are uncommented. All the optional configuration can be turned on or off as needed.</p>"}, {"location": "config/template/#minimal-configuration", "title": "Minimal Configuration", "text": "<pre><code># Base LLM Settings\nGRAPHRAG_API_KEY=\"your_api_key\"\nGRAPHRAG_API_BASE=\"http://&lt;domain&gt;.openai.azure.com\" # For Azure OpenAI Users\nGRAPHRAG_API_VERSION=\"api_version\" # For Azure OpenAI Users\n\n# Text Generation Settings\nGRAPHRAG_LLM_TYPE=\"azure_openai_chat\" # or openai_chat\nGRAPHRAG_LLM_DEPLOYMENT_NAME=\"gpt-4-turbo-preview\"\nGRAPHRAG_LLM_MODEL_SUPPORTS_JSON=True\n\n# Text Embedding Settings\nGRAPHRAG_EMBEDDING_TYPE=\"azure_openai_embedding\" # or openai_embedding\nGRAPHRAG_LLM_DEPLOYMENT_NAME=\"text-embedding-3-small\"\n\n# Data Mapping Settings\nGRAPHRAG_INPUT_TYPE=\"text\"\n</code></pre>"}, {"location": "config/template/#full-configuration", "title": "Full Configuration", "text": "<pre><code># Required LLM Config\n\n# Input Data Configuration\nGRAPHRAG_INPUT_TYPE=\"file\"\n\n# Plaintext Input Data Configuration\n# GRAPHRAG_INPUT_FILE_PATTERN=.*\\.txt\n\n# Text Input Data Configuration\nGRAPHRAG_INPUT_FILE_TYPE=\"text\"\nGRAPHRAG_INPUT_FILE_PATTERN=\".*\\.txt$\"\nGRAPHRAG_INPUT_SOURCE_COLUMN=source\n# GRAPHRAG_INPUT_TIMESTAMP_COLUMN=None\n# GRAPHRAG_INPUT_TIMESTAMP_FORMAT=None\n# GRAPHRAG_INPUT_TEXT_COLUMN=\"text\"\n# GRAPHRAG_INPUT_ATTRIBUTE_COLUMNS=id\n# GRAPHRAG_INPUT_TITLE_COLUMN=\"title\"\n# GRAPHRAG_INPUT_TYPE=\"file\"\n# GRAPHRAG_INPUT_CONNECTION_STRING=None\n# GRAPHRAG_INPUT_CONTAINER_NAME=None\n# GRAPHRAG_INPUT_BASE_DIR=None\n\n# Base LLM Settings\nGRAPHRAG_API_KEY=\"your_api_key\"\nGRAPHRAG_API_BASE=\"http://&lt;domain&gt;.openai.azure.com\" # For Azure OpenAI Users\nGRAPHRAG_API_VERSION=\"api_version\" # For Azure OpenAI Users\n# GRAPHRAG_API_ORGANIZATION=None\n# GRAPHRAG_API_PROXY=None\n\n# Text Generation Settings\n# GRAPHRAG_LLM_TYPE=openai_chat\nGRAPHRAG_LLM_API_KEY=\"your_api_key\" # If GRAPHRAG_API_KEY is not set\nGRAPHRAG_LLM_API_BASE=\"http://&lt;domain&gt;.openai.azure.com\" # For Azure OpenAI Users and if GRAPHRAG_API_BASE is not set\nGRAPHRAG_LLM_API_VERSION=\"api_version\" # For Azure OpenAI Users and if GRAPHRAG_API_VERSION is not set\nGRAPHRAG_LLM_MODEL_SUPPORTS_JSON=True # Suggested by default\n# GRAPHRAG_LLM_API_ORGANIZATION=None\n# GRAPHRAG_LLM_API_PROXY=None\n# GRAPHRAG_LLM_DEPLOYMENT_NAME=None\n# GRAPHRAG_LLM_MODEL=gpt-4-turbo-preview\n# GRAPHRAG_LLM_MAX_TOKENS=4000\n# GRAPHRAG_LLM_REQUEST_TIMEOUT=180\n# GRAPHRAG_LLM_THREAD_COUNT=50\n# GRAPHRAG_LLM_THREAD_STAGGER=0.3\n# GRAPHRAG_LLM_CONCURRENT_REQUESTS=25\n# GRAPHRAG_LLM_TPM=0\n# GRAPHRAG_LLM_RPM=0\n# GRAPHRAG_LLM_MAX_RETRIES=10\n# GRAPHRAG_LLM_MAX_RETRY_WAIT=10\n# GRAPHRAG_LLM_SLEEP_ON_RATE_LIMIT_RECOMMENDATION=True\n\n# Text Embedding Settings\n# GRAPHRAG_EMBEDDING_TYPE=openai_embedding\nGRAPHRAG_EMBEDDING_API_KEY=\"your_api_key\" # If GRAPHRAG_API_KEY is not set\nGRAPHRAG_EMBEDDING_API_BASE=\"http://&lt;domain&gt;.openai.azure.com\"  # For Azure OpenAI Users and if GRAPHRAG_API_BASE is not set\nGRAPHRAG_EMBEDDING_API_VERSION=\"api_version\" # For Azure OpenAI Users and if GRAPHRAG_API_VERSION is not set\n# GRAPHRAG_EMBEDDING_API_ORGANIZATION=None\n# GRAPHRAG_EMBEDDING_API_PROXY=None\n# GRAPHRAG_EMBEDDING_DEPLOYMENT_NAME=None\n# GRAPHRAG_EMBEDDING_MODEL=text-embedding-3-small\n# GRAPHRAG_EMBEDDING_BATCH_SIZE=16\n# GRAPHRAG_EMBEDDING_BATCH_MAX_TOKENS=8191\n# GRAPHRAG_EMBEDDING_TARGET=required\n# GRAPHRAG_EMBEDDING_SKIP=None\n# GRAPHRAG_EMBEDDING_THREAD_COUNT=None\n# GRAPHRAG_EMBEDDING_THREAD_STAGGER=50\n# GRAPHRAG_EMBEDDING_CONCURRENT_REQUESTS=25\n# GRAPHRAG_EMBEDDING_TPM=0\n# GRAPHRAG_EMBEDDING_RPM=0\n# GRAPHRAG_EMBEDDING_MAX_RETRIES=10\n# GRAPHRAG_EMBEDDING_MAX_RETRY_WAIT=10\n# GRAPHRAG_EMBEDDING_SLEEP_ON_RATE_LIMIT_RECOMMENDATION=True\n\n# Data Mapping Settings\n# GRAPHRAG_INPUT_ENCODING=utf-8\n\n# Data Chunking\n# GRAPHRAG_CHUNK_SIZE=1200\n# GRAPHRAG_CHUNK_OVERLAP=100\n# GRAPHRAG_CHUNK_BY_COLUMNS=id\n\n# Prompting Overrides\n# GRAPHRAG_ENTITY_EXTRACTION_PROMPT_FILE=None\n# GRAPHRAG_ENTITY_EXTRACTION_MAX_GLEANINGS=1\n# GRAPHRAG_ENTITY_EXTRACTION_ENTITY_TYPES=organization,person,event,geo\n# GRAPHRAG_SUMMARIZE_DESCRIPTIONS_PROMPT_FILE=None\n# GRAPHRAG_SUMMARIZE_DESCRIPTIONS_MAX_LENGTH=500\n# GRAPHRAG_CLAIM_EXTRACTION_DESCRIPTION=\"Any claims or facts that could be relevant to threat analysis.\"\n# GRAPHRAG_CLAIM_EXTRACTION_PROMPT_FILE=None\n# GRAPHRAG_CLAIM_EXTRACTION_MAX_GLEANINGS=1\n# GRAPHRAG_COMMUNITY_REPORT_PROMPT_FILE=None\n# GRAPHRAG_COMMUNITY_REPORT_MAX_LENGTH=1500\n\n# Storage\n# GRAPHRAG_STORAGE_TYPE=file\n# GRAPHRAG_STORAGE_CONNECTION_STRING=None\n# GRAPHRAG_STORAGE_CONTAINER_NAME=None\n# GRAPHRAG_STORAGE_BASE_DIR=None\n\n# Cache\n# GRAPHRAG_CACHE_TYPE=file\n# GRAPHRAG_CACHE_CONNECTION_STRING=None\n# GRAPHRAG_CACHE_CONTAINER_NAME=None\n# GRAPHRAG_CACHE_BASE_DIR=None\n\n# Reporting\n# GRAPHRAG_REPORTING_TYPE=file\n# GRAPHRAG_REPORTING_CONNECTION_STRING=None\n# GRAPHRAG_REPORTING_CONTAINER_NAME=None\n# GRAPHRAG_REPORTING_BASE_DIR=None\n\n# Node2Vec Parameters\n# GRAPHRAG_NODE2VEC_ENABLED=False\n# GRAPHRAG_NODE2VEC_NUM_WALKS=10\n# GRAPHRAG_NODE2VEC_WALK_LENGTH=40\n# GRAPHRAG_NODE2VEC_WINDOW_SIZE=2\n# GRAPHRAG_NODE2VEC_ITERATIONS=3\n# GRAPHRAG_NODE2VEC_RANDOM_SEED=597832\n\n# Data Snapshotting\n# GRAPHRAG_SNAPSHOT_GRAPHML=False\n# GRAPHRAG_SNAPSHOT_RAW_ENTITIES=False\n# GRAPHRAG_SNAPSHOT_TOP_LEVEL_NODES=False\n\n# Miscellaneous Settings\n# GRAPHRAG_ASYNC_MODE=asyncio\n# GRAPHRAG_ENCODING_MODEL=cl100k_base\n# GRAPHRAG_MAX_CLUSTER_SIZE=10\n# GRAPHRAG_SKIP_WORKFLOWS=None\n# GRAPHRAG_UMAP_ENABLED=False\n</code></pre>"}, {"location": "data/operation_dulce/ABOUT/", "title": "About", "text": "<p>This document (Operation Dulce) is an AI-generated science fiction novella, included here for the purposes of integration testing.</p>"}, {"location": "index/architecture/", "title": "Indexing Architecture", "text": ""}, {"location": "index/architecture/#key-concepts", "title": "Key Concepts", "text": ""}, {"location": "index/architecture/#knowledge-model", "title": "Knowledge Model", "text": "<p>In order to support the GraphRAG system, the outputs of the indexing engine (in the Default Configuration Mode) are aligned to a knowledge model we call the GraphRAG Knowledge Model. This model is designed to be an abstraction over the underlying data storage technology, and to provide a common interface for the GraphRAG system to interact with. In normal use-cases the outputs of the GraphRAG Indexer would be loaded into a database system, and the GraphRAG's Query Engine would interact with the database using the knowledge model data-store types.</p>"}, {"location": "index/architecture/#datashaper-workflows", "title": "DataShaper Workflows", "text": "<p>GraphRAG's Indexing Pipeline is built on top of our open-source library, DataShaper. DataShaper is a data processing library that allows users to declaratively express data pipelines, schemas, and related assets using well-defined schemas. DataShaper has implementations in JavaScript and Python, and is designed to be extensible to other languages.</p> <p>One of the core resource types within DataShaper is a Workflow. Workflows are expressed as sequences of steps, which we call verbs. Each step has a verb name and a configuration object. In DataShaper, these verbs model relational concepts such as SELECT, DROP, JOIN, etc.. Each verb transforms an input data table, and that table is passed down the pipeline.</p> <pre><code>---\ntitle: Sample Workflow\n---\nflowchart LR\n    input[Input Table] --&gt; select[SELECT] --&gt; join[JOIN] --&gt; binarize[BINARIZE] --&gt; output[Output Table]</code></pre>"}, {"location": "index/architecture/#llm-based-workflow-steps", "title": "LLM-based Workflow Steps", "text": "<p>GraphRAG's Indexing Pipeline implements a handful of custom verbs on top of the standard, relational verbs that our DataShaper library provides. These verbs give us the ability to augment text documents with rich, structured data using the power of LLMs such as GPT-4. We utilize these verbs in our standard workflow to extract entities, relationships, claims, community structures, and community reports and summaries. This behavior is customizable and can be extended to support many kinds of AI-based data enrichment and extraction tasks.</p>"}, {"location": "index/architecture/#workflow-graphs", "title": "Workflow Graphs", "text": "<p>Because of the complexity of our data indexing tasks, we needed to be able to express our data pipeline as series of multiple, interdependent workflows. In the GraphRAG Indexing Pipeline, each workflow may define dependencies on other workflows, effectively forming a directed acyclic graph (DAG) of workflows, which is then used to schedule processing.</p> <pre><code>---\ntitle: Sample Workflow DAG\n---\nstateDiagram-v2\n    [*] --&gt; Prepare\n    Prepare --&gt; Chunk\n    Chunk --&gt; ExtractGraph\n    Chunk --&gt; EmbedDocuments\n    ExtractGraph --&gt; GenerateReports\n    ExtractGraph --&gt; EmbedEntities\n    ExtractGraph --&gt; EmbedGraph</code></pre>"}, {"location": "index/architecture/#dataframe-message-format", "title": "Dataframe Message Format", "text": "<p>The primary unit of communication between workflows, and between workflow steps is an instance of <code>pandas.DataFrame</code>. Although side-effects are possible, our goal is to be data-centric and table-centric in our approach to data processing. This allows us to easily reason about our data, and to leverage the power of dataframe-based ecosystems. Our underlying dataframe technology may change over time, but our primary goal is to support the DataShaper workflow schema while retaining single-machine ease of use and developer ergonomics.</p>"}, {"location": "index/architecture/#llm-caching", "title": "LLM Caching", "text": "<p>The GraphRAG library was designed with LLM interactions in mind, and a common setback when working with LLM APIs is various errors due to network latency, throttling, etc.. Because of these potential error cases, we've added a cache layer around LLM interactions. When completion requests are made using the same input set (prompt and tuning parameters), we return a cached result if one exists. This allows our indexer to be more resilient to network issues, to act idempotently, and to provide a more efficient end-user experience.</p>"}, {"location": "index/default_dataflow/", "title": "Indexing Dataflow", "text": ""}, {"location": "index/default_dataflow/#the-graphrag-knowledge-model", "title": "The GraphRAG Knowledge Model", "text": "<p>The knowledge model is a specification for data outputs that conform to our data-model definition. You can find these definitions in the python/graphrag/graphrag/model folder within the GraphRAG repository. The following entity types are provided. The fields here represent the fields that are text-embedded by default.</p> <ul> <li><code>Document</code> - An input document into the system. These either represent individual rows in a CSV or individual .txt file.</li> <li><code>TextUnit</code> - A chunk of text to analyze. The size of these chunks, their overlap, and whether they adhere to any data boundaries may be configured below. A common use case is to set <code>CHUNK_BY_COLUMNS</code> to <code>id</code> so that there is a 1-to-many relationship between documents and TextUnits instead of a many-to-many.</li> <li><code>Entity</code> - An entity extracted from a TextUnit. These represent people, places, events, or some other entity-model that you provide.</li> <li><code>Relationship</code> - A relationship between two entities. These are generated from the covariates.</li> <li><code>Covariate</code> - Extracted claim information, which contains statements about entities which may be time-bound.</li> <li><code>Community Report</code> - Once entities are generated, we perform hierarchical community detection on them and generate reports for each community in this hierarchy.</li> <li><code>Node</code> - This table contains layout information for rendered graph-views of the Entities and Documents which have been embedded and clustered.</li> </ul>"}, {"location": "index/default_dataflow/#the-default-configuration-workflow", "title": "The Default Configuration Workflow", "text": "<p>Let's take a look at how the default-configuration workflow transforms text documents into the GraphRAG Knowledge Model. This page gives a general overview of the major steps in this process. To fully configure this workflow, check out the configuration documentation.</p> <pre><code>---\ntitle: Dataflow Overview\n---\nflowchart TB\n    subgraph phase1[Phase 1: Compose TextUnits]\n    documents[Documents] --&gt; chunk[Chunk]\n    chunk --&gt; embed[Embed] --&gt; textUnits[Text Units]\n    end\n    subgraph phase2[Phase 2: Graph Extraction]\n    textUnits --&gt; graph_extract[Entity &amp; Relationship Extraction]\n    graph_extract --&gt; graph_summarize[Entity &amp; Relationship Summarization]\n    graph_summarize --&gt; claim_extraction[Claim Extraction]\n    claim_extraction --&gt; graph_outputs[Graph Tables]\n    end\n    subgraph phase3[Phase 3: Graph Augmentation]\n    graph_outputs --&gt; community_detect[Community Detection]\n    community_detect --&gt; graph_embed[Graph Embedding]\n    graph_embed --&gt; augmented_graph[Augmented Graph Tables]\n    end\n    subgraph phase4[Phase 4: Community Summarization]\n    augmented_graph --&gt; summarized_communities[Community Summarization]\n    summarized_communities --&gt; embed_communities[Community Embedding]\n    embed_communities --&gt; community_outputs[Community Tables]\n    end\n    subgraph phase5[Phase 5: Document Processing]\n    documents --&gt; link_to_text_units[Link to TextUnits]\n    textUnits --&gt; link_to_text_units\n    link_to_text_units --&gt; embed_documents[Document Embedding]\n    embed_documents --&gt; document_graph[Document Graph Creation]\n    document_graph --&gt; document_outputs[Document Tables]\n    end\n    subgraph phase6[Phase 6: Network Visualization]\n    document_outputs --&gt; umap_docs[Umap Documents]\n    augmented_graph --&gt; umap_entities[Umap Entities]\n    umap_docs --&gt; combine_nodes[Nodes Table]\n    umap_entities --&gt; combine_nodes\n    end</code></pre>"}, {"location": "index/default_dataflow/#phase-1-compose-textunits", "title": "Phase 1: Compose TextUnits", "text": "<p>The first phase of the default-configuration workflow is to transform input documents into TextUnits. A TextUnit is a chunk of text that is used for our graph extraction techniques. They are also used as source-references by extracted knowledge items in order to empower breadcrumbs and provenance by concepts back to their original source tex.</p> <p>The chunk size (counted in tokens), is user-configurable. By default this is set to 300 tokens, although we've had positive experience with 1200-token chunks using a single \"glean\" step. (A \"glean\" step is a follow-on extraction). Larger chunks result in lower-fidelity output and less meaningful reference texts; however, using larger chunks can result in much faster processing time.</p> <p>The group-by configuration is also user-configurable. By default, we align our chunks to document boundaries, meaning that there is a strict 1-to-many relationship between Documents and TextUnits. In rare cases, this can be turned into a many-to-many relationship. This is useful when the documents are very short and we need several of them to compose a meaningful analysis unit (e.g. Tweets or a chat log)</p> <p>Each of these text-units are text-embedded and passed into the next phase of the pipeline.</p> <pre><code>---\ntitle: Documents into Text Chunks\n---\nflowchart LR\n    doc1[Document 1] --&gt; tu1[TextUnit 1]\n    doc1 --&gt; tu2[TextUnit 2]\n    doc2[Document 2] --&gt; tu3[TextUnit 3]\n    doc2 --&gt; tu4[TextUnit 4]\n</code></pre>"}, {"location": "index/default_dataflow/#phase-2-graph-extraction", "title": "Phase 2: Graph Extraction", "text": "<p>In this phase, we analyze each text unit and extract our graph primitives: Entities, Relationships, and Claims. Entities and Relationships are extracted at once in our entity_extract verb, and claims are extracted in our claim_extract verb. Results are then combined and passed into following phases of the pipeline.</p> <pre><code>---\ntitle: Graph Extraction\n---\nflowchart LR\n    tu[TextUnit] --&gt; ge[Graph Extraction] --&gt; gs[Graph Summarization]\n    tu --&gt; ce[Claim Extraction]</code></pre>"}, {"location": "index/default_dataflow/#entity-relationship-extraction", "title": "Entity &amp; Relationship Extraction", "text": "<p>In this first step of graph extraction, we process each text-unit in order to extract entities and relationships out of the raw text using the LLM. The output of this step is a subgraph-per-TextUnit containing a list of entities with a name, type, and description, and a list of relationships with a source, target, and description.</p> <p>These subgraphs are merged together - any entities with the same name and type are merged by creating an array of their descriptions. Similarly, any relationships with the same source and target are merged by creating an array of their descriptions.</p>"}, {"location": "index/default_dataflow/#entity-relationship-summarization", "title": "Entity &amp; Relationship Summarization", "text": "<p>Now that we have a graph of entities and relationships, each with a list of descriptions, we can summarize these lists into a single description per entity and relationship. This is done by asking the LLM for a short summary that captures all of the distinct information from each description. This allows all of our entities and relationships to have a single concise description.</p>"}, {"location": "index/default_dataflow/#claim-extraction-emission", "title": "Claim Extraction &amp; Emission", "text": "<p>Finally, as an independent workflow, we extract claims from the source TextUnits. These claims represent positive factual statements with an evaluated status and time-bounds. These are emitted as a primary artifact called Covariates.</p> <p>Note: claim extraction is optional and turned off by default. This is because claim extraction generally needs prompt tuning to be useful.</p>"}, {"location": "index/default_dataflow/#phase-3-graph-augmentation", "title": "Phase 3: Graph Augmentation", "text": "<p>Now that we have a usable graph of entities and relationships, we want to understand their community structure and augment the graph with additional information. This is done in two steps: Community Detection and Graph Embedding. These give us explicit (communities) and implicit (embeddings) ways of understanding the topological structure of our graph.</p> <pre><code>---\ntitle: Graph Augmentation\n---\nflowchart LR\n    cd[Leiden Hierarchical Community Detection] --&gt; ge[Node2Vec Graph Embedding] --&gt; ag[Graph Table Emission]</code></pre>"}, {"location": "index/default_dataflow/#community-detection", "title": "Community Detection", "text": "<p>In this step, we generate a hierarchy of entity communities using the Hierarchical Leiden Algorithm. This method will apply a recursive community-clustering to our graph until we reach a community-size threshold. This will allow us to understand the community structure of our graph and provide a way to navigate and summarize the graph at different levels of granularity.</p>"}, {"location": "index/default_dataflow/#graph-embedding", "title": "Graph Embedding", "text": "<p>In this step, we generate a vector representation of our graph using the Node2Vec algorithm. This will allow us to understand the implicit structure of our graph and provide an additional vector-space in which to search for related concepts during our query phase.</p>"}, {"location": "index/default_dataflow/#graph-tables-emission", "title": "Graph Tables Emission", "text": "<p>Once our graph augmentation steps are complete, the final Entities and Relationships tables are emitted after their text fields are text-embedded.</p>"}, {"location": "index/default_dataflow/#phase-4-community-summarization", "title": "Phase 4: Community Summarization", "text": "<pre><code>---\ntitle: Community Summarization\n---\nflowchart LR\n    sc[Generate Community Reports] --&gt; ss[Summarize Community Reports] --&gt; ce[Community Embedding] --&gt; co[Community Tables Emission]</code></pre> <p>At this point, we have a functional graph of entities and relationships, a hierarchy of communities for the entities, as well as node2vec embeddings.</p> <p>Now we want to build on the communities data and generate reports for each community. This gives us a high-level understanding of the graph at several points of graph granularity. For example, if community A is the top-level community, we'll get a report about the entire graph. If the community is lower-level, we'll get a report about a local cluster.</p>"}, {"location": "index/default_dataflow/#generate-community-reports", "title": "Generate Community Reports", "text": "<p>In this step, we generate a summary of each community using the LLM. This will allow us to understand the distinct information contained within each community and provide a scoped understanding of the graph, from either a high-level or a low-level perspective. These reports contain an executive overview and reference the key entities, relationships, and claims within the community sub-structure.</p>"}, {"location": "index/default_dataflow/#summarize-community-reports", "title": "Summarize Community Reports", "text": "<p>In this step, each community report is then summarized via the LLM for shorthand use.</p>"}, {"location": "index/default_dataflow/#community-embedding", "title": "Community Embedding", "text": "<p>In this step, we generate a vector representation of our communities by generating text embeddings of the community report, the community report summary, and the title of the community report.</p>"}, {"location": "index/default_dataflow/#community-tables-emission", "title": "Community Tables Emission", "text": "<p>At this point, some bookkeeping work is performed and we emit the Communities and CommunityReports tables.</p>"}, {"location": "index/default_dataflow/#phase-5-document-processing", "title": "Phase 5: Document Processing", "text": "<p>In this phase of the workflow, we create the Documents table for the knowledge model.</p> <pre><code>---\ntitle: Document Processing\n---\nflowchart LR\n    aug[Augment] --&gt; dp[Link to TextUnits] --&gt; de[Avg. Embedding] --&gt; dg[Document Table Emission]</code></pre>"}, {"location": "index/default_dataflow/#augment-with-columns-csv-only", "title": "Augment with Columns (CSV Only)", "text": "<p>If the workflow is operating on CSV data, you may configure your workflow to add additional fields to Documents output. These fields should exist on the incoming CSV tables. Details about configuring this can be found in the configuration documentation.</p>"}, {"location": "index/default_dataflow/#link-to-textunits", "title": "Link to TextUnits", "text": "<p>In this step, we link each document to the text-units that were created in the first phase. This allows us to understand which documents are related to which text-units and vice-versa.</p>"}, {"location": "index/default_dataflow/#document-embedding", "title": "Document Embedding", "text": "<p>In this step, we generate a vector representation of our documents using an average embedding of document slices. We re-chunk documents without overlapping chunks, and then generate an embedding for each chunk. We create an average of these chunks weighted by token-count and use this as the document embedding. This will allow us to understand the implicit relationship between documents, and will help us generate a network representation of our documents.</p>"}, {"location": "index/default_dataflow/#documents-table-emission", "title": "Documents Table Emission", "text": "<p>At this point, we can emit the Documents table into the knowledge Model.</p>"}, {"location": "index/default_dataflow/#phase-6-network-visualization", "title": "Phase 6: Network Visualization", "text": "<p>In this phase of the workflow, we perform some steps to support network visualization of our high-dimensional vector spaces within our existing graphs. At this point there are two logical graphs at play: the Entity-Relationship graph and the Document graph.</p> <pre><code>---\ntitle: Network Visualization Workflows\n---\nflowchart LR\n    nv[Umap Documents] --&gt; ne[Umap Entities] --&gt; ng[Nodes Table Emission]</code></pre> <p>For each of the logical graphs, we perform a UMAP dimensionality reduction to generate a 2D representation of the graph. This will allow us to visualize the graph in a 2D space and understand the relationships between the nodes in the graph. The UMAP embeddings are then emitted as a table of Nodes. The rows of this table include a discriminator indicating whether the node is a document or an entity, and the UMAP coordinates.</p>"}, {"location": "index/overview/", "title": "GraphRAG Indexing \ud83e\udd16", "text": "<p>The GraphRAG indexing package is a data pipeline and transformation suite that is designed to extract meaningful, structured data from unstructured text using LLMs.</p> <p>Indexing Pipelines are configurable. They are composed of workflows, standard and custom steps, prompt templates, and input/output adapters. Our standard pipeline is designed to:</p> <ul> <li>extract entities, relationships and claims from raw text</li> <li>perform community detection in entities</li> <li>generate community summaries and reports at multiple levels of granularity</li> <li>embed entities into a graph vector space</li> <li>embed text chunks into a textual vector space</li> </ul> <p>The outputs of the pipeline can be stored in a variety of formats, including JSON and Parquet - or they can be handled manually via the Python API.</p>"}, {"location": "index/overview/#getting-started", "title": "Getting Started", "text": ""}, {"location": "index/overview/#requirements", "title": "Requirements", "text": "<p>See the requirements section in Get Started for details on setting up a development environment.</p> <p>The Indexing Engine can be used in either a default configuration mode or with a custom pipeline. To configure GraphRAG, see the configuration documentation. After you have a config file you can run the pipeline using the CLI or the Python API.</p>"}, {"location": "index/overview/#usage", "title": "Usage", "text": ""}, {"location": "index/overview/#cli", "title": "CLI", "text": "<pre><code># Via Poetry\npoetry run poe cli --root &lt;data_root&gt; # default config mode\npoetry run poe cli --config your_pipeline.yml # custom config mode\n\n# Via Node\nyarn run:index --root &lt;data_root&gt; # default config mode\nyarn run:index --config your_pipeline.yml # custom config mode\n</code></pre>"}, {"location": "index/overview/#python-api", "title": "Python API", "text": "<pre><code>from graphrag.index import run_pipeline\nfrom graphrag.index.config import PipelineWorkflowReference\n\nworkflows: list[PipelineWorkflowReference] = [\n    PipelineWorkflowReference(\n        steps=[\n            {\n                # built-in verb\n                \"verb\": \"derive\",  # https://github.com/microsoft/datashaper/blob/main/python/datashaper/datashaper/verbs/derive.py\n                \"args\": {\n                    \"column1\": \"col1\",  # from above\n                    \"column2\": \"col2\",  # from above\n                    \"to\": \"col_multiplied\",  # new column name\n                    \"operator\": \"*\",  # multiply the two columns\n                },\n                # Since we're trying to act on the default input, we don't need explicitly to specify an input\n            }\n        ]\n    ),\n]\n\ndataset = pd.DataFrame([{\"col1\": 2, \"col2\": 4}, {\"col1\": 5, \"col2\": 10}])\noutputs = []\nasync for output in await run_pipeline(dataset=dataset, workflows=workflows):\n    outputs.append(output)\npipeline_result = outputs[-1]\nprint(pipeline_result)\n</code></pre>"}, {"location": "index/overview/#further-reading", "title": "Further Reading", "text": "<ul> <li>To start developing within the GraphRAG project, see getting started</li> <li>To understand the underlying concepts and execution model of the indexing library, see the architecture documentation</li> <li>To get running with a series of examples, see the examples documentation</li> <li>To read more about configuring the indexing engine, see the configuration documentation</li> </ul>"}, {"location": "prompt_tuning/auto_prompt_tuning/", "title": "Auto Prompt Tuning \u2699\ufe0f", "text": "<p>GraphRAG provides the ability to create domain adapted prompts for the generation of the knowledge graph. This step is optional, though it is highly encouraged to run it as it will yield better results when executing an Index Run.</p> <p>These are generated by loading the inputs, splitting them into chunks (text units) and then running a series of LLM invocations and template substitutions to generate the final prompts. We suggest using the default values provided by the script, but in this page you'll find the detail of each in case you want to further explore and tweak the prompt tuning algorithm.</p> <p> </p> <p> Figure 1: Auto Tuning Conceptual Diagram. </p>"}, {"location": "prompt_tuning/auto_prompt_tuning/#prerequisites", "title": "Prerequisites", "text": "<p>Before running auto tuning, ensure you have already initialized your workspace with the <code>graphrag init</code> command. This will create the necessary configuration files and the default prompts. Refer to the Init Documentation for more information about the initialization process.</p>"}, {"location": "prompt_tuning/auto_prompt_tuning/#usage", "title": "Usage", "text": "<p>You can run the main script from the command line with various options:</p> <pre><code>graphrag prompt-tune [--root ROOT] [--domain DOMAIN]  [--method METHOD] [--limit LIMIT] [--language LANGUAGE] \\\n[--max-tokens MAX_TOKENS] [--chunk-size CHUNK_SIZE] [--n-subset-max N_SUBSET_MAX] [--k K] \\\n[--min-examples-required MIN_EXAMPLES_REQUIRED] [--no-entity-types] [--output OUTPUT]\n</code></pre>"}, {"location": "prompt_tuning/auto_prompt_tuning/#command-line-options", "title": "Command-Line Options", "text": "<ul> <li> <p><code>--config</code> (required): The path to the configuration file. This is required to load the data and model settings.</p> </li> <li> <p><code>--root</code> (optional): The data project root directory, including the config files (YML, JSON, or .env). Defaults to the current directory.</p> </li> <li> <p><code>--domain</code> (optional): The domain related to your input data, such as 'space science', 'microbiology', or 'environmental news'. If left empty, the domain will be inferred from the input data.</p> </li> <li> <p><code>--method</code> (optional): The method to select documents. Options are all, random, auto or top. Default is random.</p> </li> <li> <p><code>--limit</code> (optional): The limit of text units to load when using random or top selection. Default is 15.</p> </li> <li> <p><code>--language</code> (optional): The language to use for input processing. If it is different from the inputs' language, the LLM will translate. Default is \"\" meaning it will be automatically detected from the inputs.</p> </li> <li> <p><code>--max-tokens</code> (optional): Maximum token count for prompt generation. Default is 2000.</p> </li> <li> <p><code>--chunk-size</code> (optional): The size in tokens to use for generating text units from input documents. Default is 200.</p> </li> <li> <p><code>--n-subset-max</code> (optional): The number of text chunks to embed when using auto selection method. Default is 300.</p> </li> <li> <p><code>--k</code> (optional): The number of documents to select when using auto selection method. Default is 15.</p> </li> <li> <p><code>--min-examples-required</code> (optional): The minimum number of examples required for entity extraction prompts. Default is 2.</p> </li> <li> <p><code>--no-entity-types</code> (optional): Use untyped entity extraction generation. We recommend using this when your data covers a lot of topics or it is highly randomized.</p> </li> <li> <p><code>--output</code> (optional): The folder to save the generated prompts. Default is \"prompts\".</p> </li> </ul>"}, {"location": "prompt_tuning/auto_prompt_tuning/#example-usage", "title": "Example Usage", "text": "<pre><code>python -m graphrag prompt-tune --root /path/to/project --config /path/to/settings.yaml --domain \"environmental news\" \\\n--method random --limit 10 --language English --max-tokens 2048 --chunk-size 256 --min-examples-required 3 \\\n--no-entity-types --output /path/to/output\n</code></pre> <p>or, with minimal configuration (suggested):</p> <pre><code>python -m graphrag prompt-tune --root /path/to/project --config /path/to/settings.yaml --no-entity-types\n</code></pre>"}, {"location": "prompt_tuning/auto_prompt_tuning/#document-selection-methods", "title": "Document Selection Methods", "text": "<p>The auto tuning feature ingests the input data and then divides it into text units the size of the chunk size parameter. After that, it uses one of the following selection methods to pick a sample to work with for prompt generation:</p> <ul> <li><code>random</code>: Select text units randomly. This is the default and recommended option.</li> <li><code>top</code>: Select the head n text units.</li> <li><code>all</code>: Use all text units for the generation. Use only with small datasets; this option is not usually recommended.</li> <li><code>auto</code>: Embed text units in a lower-dimensional space and select the k nearest neighbors to the centroid. This is useful when you have a large dataset and want to select a representative sample.</li> </ul>"}, {"location": "prompt_tuning/auto_prompt_tuning/#modify-env-vars", "title": "Modify Env Vars", "text": "<p>After running auto tuning, you should modify the following environment variables (or config variables) to pick up the new prompts on your index run. Note: Please make sure to update the correct path to the generated prompts, in this example we are using the default \"prompts\" path.</p> <ul> <li> <p><code>GRAPHRAG_ENTITY_EXTRACTION_PROMPT_FILE</code> = \"prompts/entity_extraction.txt\"</p> </li> <li> <p><code>GRAPHRAG_COMMUNITY_REPORT_PROMPT_FILE</code> = \"prompts/community_report.txt\"</p> </li> <li> <p><code>GRAPHRAG_SUMMARIZE_DESCRIPTIONS_PROMPT_FILE</code> = \"prompts/summarize_descriptions.txt\"</p> </li> </ul> <p>or in your yaml config file:</p> <pre><code>entity_extraction:\n  prompt: \"prompts/entity_extraction.txt\"\n\nsummarize_descriptions:\n  prompt: \"prompts/summarize_descriptions.txt\"\n\ncommunity_reports:\n  prompt: \"prompts/community_report.txt\"\n</code></pre>"}, {"location": "prompt_tuning/manual_prompt_tuning/", "title": "Manual Prompt Tuning \u2699\ufe0f", "text": "<p>The GraphRAG indexer, by default, will run with a handful of prompts that are designed to work well in the broad context of knowledge discovery. However, it is quite common to want to tune the prompts to better suit your specific use case. We provide a means for you to do this by allowing you to specify a custom prompt file, which will each use a series of token-replacements internally.</p> <p>Each of these prompts may be overridden by writing a custom prompt file in plaintext. We use token-replacements in the form of <code>{token_name}</code>, and the descriptions for the available tokens can be found below.</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#entityrelationship-extraction", "title": "Entity/Relationship Extraction", "text": "<p>Prompt Source</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#tokens-values-provided-by-extractor", "title": "Tokens (values provided by extractor)", "text": "<ul> <li>{input_text} - The input text to be processed.</li> <li>{entity_types} - A list of entity types</li> <li>{tuple_delimiter} - A delimiter for separating values within a tuple. A single tuple is used to represent an individual entity or relationship.</li> <li>{record_delimiter} - A delimiter for separating tuple instances.</li> <li>{completion_delimiter} - An indicator for when generation is complete.</li> </ul>"}, {"location": "prompt_tuning/manual_prompt_tuning/#summarize-entityrelationship-descriptions", "title": "Summarize Entity/Relationship Descriptions", "text": "<p>Prompt Source</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#tokens-values-provided-by-extractor_1", "title": "Tokens (values provided by extractor)", "text": "<ul> <li>{entity_name} - The name of the entity or the source/target pair of the relationship.</li> <li>{description_list} - A list of descriptions for the entity or relationship.</li> </ul>"}, {"location": "prompt_tuning/manual_prompt_tuning/#claim-extraction", "title": "Claim Extraction", "text": "<p>Prompt Source</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#tokens-values-provided-by-extractor_2", "title": "Tokens (values provided by extractor)", "text": "<ul> <li>{input_text} - The input text to be processed.</li> <li>{tuple_delimiter} - A delimiter for separating values within a tuple. A single tuple is used to represent an individual entity or relationship.</li> <li>{record_delimiter} - A delimiter for separating tuple instances.</li> <li>{completion_delimiter} - An indicator for when generation is complete.</li> </ul> <p>Note: there is additional parameter for the <code>Claim Description</code> that is used in claim extraction. The default value is</p> <p><code>\"Any claims or facts that could be relevant to information discovery.\"</code></p> <p>See the configuration documentation for details on how to change this.</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#generate-community-reports", "title": "Generate Community Reports", "text": "<p>Prompt Source</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#tokens-values-provided-by-extractor_3", "title": "Tokens (values provided by extractor)", "text": "<ul> <li>{input_text} - The input text to generate the report with. This will contain tables of entities and relationships.</li> </ul>"}, {"location": "prompt_tuning/overview/", "title": "Prompt Tuning \u2699\ufe0f", "text": "<p>This page provides an overview of the prompt tuning options available for the GraphRAG indexing engine.</p>"}, {"location": "prompt_tuning/overview/#default-prompts", "title": "Default Prompts", "text": "<p>The default prompts are the simplest way to get started with the GraphRAG system. It is designed to work out-of-the-box with minimal configuration. You can find more detail about these prompts in the following links:</p> <ul> <li>Entity/Relationship Extraction</li> <li>Entity/Relationship Description Summarization</li> <li>Claim Extraction</li> <li>Community Reports</li> </ul>"}, {"location": "prompt_tuning/overview/#auto-tuning", "title": "Auto Tuning", "text": "<p>Auto Tuning leverages your input data and LLM interactions to create domain adapted prompts for the generation of the knowledge graph. It is highly encouraged to run it as it will yield better results when executing an Index Run. For more details about how to use it, please refer to the Auto Tuning documentation.</p>"}, {"location": "prompt_tuning/overview/#manual-tuning", "title": "Manual Tuning", "text": "<p>Manual tuning is an advanced use-case. Most users will want to use the Auto Tuning feature instead. Details about how to use manual configuration are available in the Manual Tuning documentation.</p>"}, {"location": "query/drift_search/", "title": "DRIFT Search \ud83d\udd0e", "text": ""}, {"location": "query/drift_search/#combining-local-and-global-search", "title": "Combining Local and Global Search", "text": "<p>GraphRAG is a technique that uses large language models (LLMs) to create knowledge graphs and summaries from unstructured text documents and leverages them to improve retrieval-augmented generation (RAG) operations on private datasets. It offers comprehensive global overviews of large, private troves of unstructured text documents while also enabling exploration of detailed, localized information. By using LLMs to create comprehensive knowledge graphs that connect and describe entities and relationships contained in those documents, GraphRAG leverages semantic structuring of the data to generate responses to a wide variety of complex user queries.</p> <p>DRIFT search (Dynamic Reasoning and Inference with Flexible Traversal) builds upon Microsoft\u2019s GraphRAG technique, combining characteristics of both global and local search to generate detailed responses in a method that balances computational costs with quality outcomes using our drift search method.</p>"}, {"location": "query/drift_search/#methodology", "title": "Methodology", "text": "<p> Figure 1. An entire DRIFT search hierarchy highlighting the three core phases of the DRIFT search process. A (Primer): DRIFT compares the user\u2019s query with the top K most semantically relevant community reports, generating a broad initial answer and follow-up questions to steer further exploration. B (Follow-Up): DRIFT uses local search to refine queries, producing additional intermediate answers and follow-up questions that enhance specificity, guiding the engine towards context-rich information. A glyph on each node in the diagram shows the confidence the algorithm has to continue the query expansion step.  C (Output Hierarchy): The final output is a hierarchical structure of questions and answers ranked by relevance, reflecting a balanced mix of global insights and local refinements, making the results adaptable and comprehensive.</p> <p>DRIFT Search introduces a new approach to local search queries by including community information in the search process. This greatly expands the breadth of the query\u2019s starting point and leads to retrieval and usage of a far higher variety of facts in the final answer. This addition expands the GraphRAG query engine by providing a more comprehensive option for local search, which uses community insights to refine a query into detailed follow-up questions.</p>"}, {"location": "query/drift_search/#configuration", "title": "Configuration", "text": "<p>Below are the key parameters of the DRIFTSearch class:</p> <ul> <li><code>llm</code>: OpenAI model object to be used for response generation</li> <li><code>context_builder</code>: context builder object to be used for preparing context data from community reports and query information</li> <li><code>config</code>: model to define the DRIFT Search hyperparameters. DRIFT Config model</li> <li><code>token_encoder</code>: token encoder for tracking the budget for the algorithm.</li> <li><code>query_state</code>: a state object as defined in Query State that allows to track execution of a DRIFT Search instance, alongside follow ups and DRIFT actions.</li> </ul>"}, {"location": "query/drift_search/#how-to-use", "title": "How to Use", "text": "<p>An example of a global search scenario can be found in the following notebook.</p>"}, {"location": "query/drift_search/#learn-more", "title": "Learn More", "text": "<p>For a more in-depth look at the DRIFT search method, please refer to our DRIFT Search blog post</p>"}, {"location": "query/global_search/", "title": "Global Search \ud83d\udd0e", "text": ""}, {"location": "query/global_search/#whole-dataset-reasoning", "title": "Whole Dataset Reasoning", "text": "<p>Baseline RAG struggles with queries that require aggregation of information across the dataset to compose an answer. Queries such as \u201cWhat are the top 5 themes in the data?\u201d perform terribly because baseline RAG relies on a vector search of semantically similar text content within the dataset. There is nothing in the query to direct it to the correct information.</p> <p>However, with GraphRAG we can answer such questions, because the structure of the LLM-generated knowledge graph tells us about the structure (and thus themes) of the dataset as a whole. This allows the private dataset to be organized into meaningful semantic clusters that are pre-summarized. Using our global search method, the LLM uses these clusters to summarize these themes when responding to a user query.</p>"}, {"location": "query/global_search/#methodology", "title": "Methodology", "text": "<pre><code>---\ntitle: Global Search Dataflow\n---\n%%{ init: { 'flowchart': { 'curve': 'step' } } }%%\nflowchart LR\n\n    uq[User Query] --- .1\n    ch1[Conversation History] --- .1\n\n    subgraph RIR\n        direction TB\n        ri1[Rated Intermediate&lt;br/&gt;Response 1]~~~ri2[Rated Intermediate&lt;br/&gt;Response 2] -.\"{1..N}\".-rin[Rated Intermediate&lt;br/&gt;Response N]\n    end\n\n    .1--Shuffled Community&lt;br/&gt;Report Batch 1--&gt;RIR\n    .1--Shuffled Community&lt;br/&gt;Report Batch 2--&gt;RIR---.2\n    .1--Shuffled Community&lt;br/&gt;Report Batch N--&gt;RIR\n\n    .2--Ranking +&lt;br/&gt;Filtering--&gt;agr[Aggregated Intermediate&lt;br/&gt;Responses]--&gt;res[Response]\n\n\n\n     classDef green fill:#26B653,stroke:#333,stroke-width:2px,color:#fff;\n     classDef turquoise fill:#19CCD3,stroke:#333,stroke-width:2px,color:#fff;\n     classDef rose fill:#DD8694,stroke:#333,stroke-width:2px,color:#fff;\n     classDef orange fill:#F19914,stroke:#333,stroke-width:2px,color:#fff;\n     classDef purple fill:#B356CD,stroke:#333,stroke-width:2px,color:#fff;\n     classDef invisible fill:#fff,stroke:#fff,stroke-width:0px,color:#fff, width:0px;\n     class uq,ch1 turquoise;\n     class ri1,ri2,rin rose;\n     class agr orange;\n     class res purple;\n     class .1,.2 invisible;\n</code></pre> <p>Given a user query and, optionally, the conversation history, the global search method uses a collection of LLM-generated community reports from a specified level of the graph's community hierarchy as context data to generate response in a map-reduce manner. At the <code>map</code> step, community reports are segmented into text chunks of pre-defined size. Each text chunk is then used to produce an intermediate response containing a list of point, each of which is accompanied by a numerical rating indicating the importance of the point. At the <code>reduce</code> step, a filtered set of the most important points from the intermediate responses are aggregated and used as the context to generate the final response. </p> <p>The quality of the global search\u2019s response can be heavily influenced by the level of the community hierarchy chosen for sourcing community reports. Lower hierarchy levels, with their detailed reports, tend to yield more thorough responses, but may also increase the time and LLM resources needed to generate the final response due to the volume of reports.</p>"}, {"location": "query/global_search/#configuration", "title": "Configuration", "text": "<p>Below are the key parameters of the GlobalSearch class:</p> <ul> <li><code>llm</code>: OpenAI model object to be used for response generation</li> <li><code>context_builder</code>: context builder object to be used for preparing context data from community reports</li> <li><code>map_system_prompt</code>: prompt template used in the <code>map</code> stage. Default template can be found at map_system_prompt</li> <li><code>reduce_system_prompt</code>: prompt template used in the <code>reduce</code> stage, default template can be found at reduce_system_prompt</li> <li><code>response_type</code>: free-form text describing the desired response type and format (e.g., <code>Multiple Paragraphs</code>, <code>Multi-Page Report</code>)</li> <li><code>allow_general_knowledge</code>: setting this to True will include additional instructions to the <code>reduce_system_prompt</code> to prompt the LLM to incorporate relevant real-world knowledge outside of the dataset. Note that this may increase hallucinations, but can be useful for certain scenarios. Default is False *<code>general_knowledge_inclusion_prompt</code>: instruction to add to the <code>reduce_system_prompt</code> if <code>allow_general_knowledge</code> is enabled. Default instruction can be found at general_knowledge_instruction</li> <li><code>max_data_tokens</code>: token budget for the context data</li> <li><code>map_llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to be passed to the LLM call at the <code>map</code> stage</li> <li><code>reduce_llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to passed to the LLM call at the <code>reduce</code> stage</li> <li><code>context_builder_params</code>: a dictionary of additional parameters to be passed to the <code>context_builder</code> object when building context window for the <code>map</code> stage.</li> <li><code>concurrent_coroutines</code>: controls the degree of parallelism in the <code>map</code> stage.</li> <li><code>callbacks</code>: optional callback functions, can be used to provide custom event handlers for LLM's completion streaming events</li> </ul>"}, {"location": "query/global_search/#how-to-use", "title": "How to Use", "text": "<p>An example of a global search scenario can be found in the following notebook.</p>"}, {"location": "query/local_search/", "title": "Local Search \ud83d\udd0e", "text": ""}, {"location": "query/local_search/#entity-based-reasoning", "title": "Entity-based Reasoning", "text": "<p>The local search method combines structured data from the knowledge graph with unstructured data from the input documents to augment the LLM context with relevant entity information at query time. It is well-suited for answering questions that require an understanding of specific entities mentioned in the input documents (e.g., \u201cWhat are the healing properties of chamomile?\u201d).</p>"}, {"location": "query/local_search/#methodology", "title": "Methodology", "text": "<pre><code>---\ntitle: Local Search Dataflow\n---\n%%{ init: { 'flowchart': { 'curve': 'step' } } }%%\nflowchart LR\n\n    uq[User Query] ---.1\n    ch1[Conversation&lt;br/&gt;History]---.1\n\n    .1--Entity&lt;br/&gt;Description&lt;br/&gt;Embedding--&gt; ee[Extracted Entities]\n\n    ee[Extracted Entities] ---.2--Entity-Text&lt;br/&gt;Unit Mapping--&gt; ctu[Candidate&lt;br/&gt;Text Units]--Ranking + &lt;br/&gt;Filtering --&gt;ptu[Prioritized&lt;br/&gt;Text Units]---.3\n    .2--Entity-Report&lt;br/&gt;Mapping--&gt; ccr[Candidate&lt;br/&gt;Community Reports]--Ranking + &lt;br/&gt;Filtering --&gt;pcr[Prioritized&lt;br/&gt;Community Reports]---.3\n    .2--Entity-Entity&lt;br/&gt;Relationships--&gt; ce[Candidate&lt;br/&gt;Entities]--Ranking + &lt;br/&gt;Filtering --&gt;pe[Prioritized&lt;br/&gt;Entities]---.3\n    .2--Entity-Entity&lt;br/&gt;Relationships--&gt; cr[Candidate&lt;br/&gt;Relationships]--Ranking + &lt;br/&gt;Filtering --&gt;pr[Prioritized&lt;br/&gt;Relationships]---.3\n    .2--Entity-Covariate&lt;br/&gt;Mappings--&gt; cc[Candidate&lt;br/&gt;Covariates]--Ranking + &lt;br/&gt;Filtering --&gt;pc[Prioritized&lt;br/&gt;Covariates]---.3\n    ch1 --&gt;ch2[Conversation History]---.3\n    .3--&gt;res[Response]\n\n     classDef green fill:#26B653,stroke:#333,stroke-width:2px,color:#fff;\n     classDef turquoise fill:#19CCD3,stroke:#333,stroke-width:2px,color:#fff;\n     classDef rose fill:#DD8694,stroke:#333,stroke-width:2px,color:#fff;\n     classDef orange fill:#F19914,stroke:#333,stroke-width:2px,color:#fff;\n     classDef purple fill:#B356CD,stroke:#333,stroke-width:2px,color:#fff;\n     classDef invisible fill:#fff,stroke:#fff,stroke-width:0px,color:#fff, width:0px;\n     class uq,ch1 turquoise\n     class ee green\n     class ctu,ccr,ce,cr,cc rose\n     class ptu,pcr,pe,pr,pc,ch2 orange\n     class res purple\n     class .1,.2,.3 invisible\n\n</code></pre> <p>Given a user query and, optionally, the conversation history, the local search method identifies a set of entities from the knowledge graph that are semantically-related to the user input. These entities serve as access points into the knowledge graph, enabling the extraction of further relevant details such as connected entities, relationships, entity covariates, and community reports. Additionally, it also extracts relevant text chunks from the raw input documents that are associated with the identified entities. These candidate data sources are then prioritized and filtered to fit within a single context window of pre-defined size, which is used to generate a response to the user query.</p>"}, {"location": "query/local_search/#configuration", "title": "Configuration", "text": "<p>Below are the key parameters of the LocalSearch class:</p> <ul> <li><code>llm</code>: OpenAI model object to be used for response generation</li> <li><code>context_builder</code>: context builder object to be used for preparing context data from collections of knowledge model objects</li> <li><code>system_prompt</code>: prompt template used to generate the search response. Default template can be found at system_prompt</li> <li><code>response_type</code>: free-form text describing the desired response type and format (e.g., <code>Multiple Paragraphs</code>, <code>Multi-Page Report</code>)</li> <li><code>llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to be passed to the LLM call</li> <li><code>context_builder_params</code>: a dictionary of additional parameters to be passed to the <code>context_builder</code> object when building context for the search prompt</li> <li><code>callbacks</code>: optional callback functions, can be used to provide custom event handlers for LLM's completion streaming events</li> </ul>"}, {"location": "query/local_search/#how-to-use", "title": "How to Use", "text": "<p>An example of a local search scenario can be found in the following notebook.</p>"}, {"location": "query/overview/", "title": "Query Engine \ud83d\udd0e", "text": "<p>The Query Engine is the retrieval module of the Graph RAG Library. It is one of the two main components of the Graph RAG library, the other being the Indexing Pipeline (see Indexing Pipeline). It is responsible for the following tasks:</p> <ul> <li>Local Search</li> <li>Global Search</li> <li>DRIFT Search</li> <li>Question Generation</li> </ul>"}, {"location": "query/overview/#local-search", "title": "Local Search", "text": "<p>Local search method generates answers by combining relevant data from the AI-extracted knowledge-graph with text chunks of the raw documents. This method is suitable for questions that require an understanding of specific entities mentioned in the documents (e.g. What are the healing properties of chamomile?).</p> <p>For more details about how Local Search works please refer to the Local Search documentation.</p>"}, {"location": "query/overview/#global-search", "title": "Global Search", "text": "<p>Global search method generates answers by searching over all AI-generated community reports in a map-reduce fashion. This is a resource-intensive method, but often gives good responses for questions that require an understanding of the dataset as a whole (e.g. What are the most significant values of the herbs mentioned in this notebook?).</p> <p>More about this can be checked at the Global Search documentation.</p>"}, {"location": "query/overview/#drift-search", "title": "DRIFT Search", "text": "<p>DRIFT Search introduces a new approach to local search queries by including community information in the search process. This greatly expands the breadth of the query\u2019s starting point and leads to retrieval and usage of a far higher variety of facts in the final answer. This addition expands the GraphRAG query engine by providing a more comprehensive option for local search, which uses community insights to refine a query into detailed follow-up questions.</p> <p>To learn more about DRIFT Search, please refer to the DRIFT Search documentation.</p>"}, {"location": "query/overview/#question-generation", "title": "Question Generation", "text": "<p>This functionality takes a list of user queries and generates the next candidate questions. This is useful for generating follow-up questions in a conversation or for generating a list of questions for the investigator to dive deeper into the dataset.</p> <p>Information about how question generation works can be found at the Question Generation documentation page.</p>"}, {"location": "query/question_generation/", "title": "Question Generation \u2754", "text": ""}, {"location": "query/question_generation/#entity-based-question-generation", "title": "Entity-based Question Generation", "text": "<p>The question generation method combines structured data from the knowledge graph with unstructured data from the input documents to generate candidate questions related to specific entities.</p>"}, {"location": "query/question_generation/#methodology", "title": "Methodology", "text": "<p>Given a list of prior user questions, the question generation method uses the same context-building approach employed in local search to extract and prioritize relevant structured and unstructured data, including entities, relationships, covariates, community reports and raw text chunks. These data records are then fitted into a single LLM prompt to generate candidate follow-up questions that represent the most important or urgent information content or themes in the data.</p>"}, {"location": "query/question_generation/#configuration", "title": "Configuration", "text": "<p>Below are the key parameters of the Question Generation class:</p> <ul> <li><code>llm</code>: OpenAI model object to be used for response generation</li> <li><code>context_builder</code>: context builder object to be used for preparing context data from collections of knowledge model objects, using the same context builder class as in local search</li> <li><code>system_prompt</code>: prompt template used to generate candidate questions. Default template can be found at system_prompt</li> <li><code>llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to be passed to the LLM call</li> <li><code>context_builder_params</code>: a dictionary of additional parameters to be passed to the <code>context_builder</code> object when building context for the question generation prompt</li> <li><code>callbacks</code>: optional callback functions, can be used to provide custom event handlers for LLM's completion streaming events</li> </ul>"}, {"location": "query/question_generation/#how-to-use", "title": "How to Use", "text": "<p>An example of the question generation function can be found in the following notebook.</p>"}, {"location": "query/notebooks/overview/", "title": "Query Engine Notebooks", "text": "<p>For examples about running Query please refer to the following notebooks:</p> <ul> <li>Global Search Notebook</li> <li>Local Search Notebook</li> <li>DRIFT Search Notebook</li> </ul> <p>The test dataset for these notebooks can be found in dataset.zip.</p>"}]}
\ No newline at end of file
+{"config": {"lang": ["en"], "separator": "[\\s\\-]+", "pipeline": ["stopWordFilter"]}, "docs": [{"location": "", "title": "Welcome to GraphRAG", "text": "<p>\ud83d\udc49 Microsoft Research Blog Post  \ud83d\udc49 GraphRAG Accelerator  \ud83d\udc49 GraphRAG Arxiv</p> <p> </p> <p> Figure 1: An LLM-generated knowledge graph built using GPT-4 Turbo. </p> <p>GraphRAG is a structured, hierarchical approach to Retrieval Augmented Generation (RAG), as opposed to naive semantic-search approaches using plain text snippets. The GraphRAG process involves extracting a knowledge graph out of raw text, building a community hierarchy, generating summaries for these communities, and then leveraging these structures when perform RAG-based tasks.</p> <p>To learn more about GraphRAG and how it can be used to enhance your LLMs ability to reason about your private data, please visit the Microsoft Research Blog Post.</p>"}, {"location": "#solution-accelerator", "title": "Solution Accelerator \ud83d\ude80", "text": "<p>To quickstart the GraphRAG system we recommend trying the Solution Accelerator package. This provides a user-friendly end-to-end experience with Azure resources.</p>"}, {"location": "#get-started-with-graphrag", "title": "Get Started with GraphRAG \ud83d\ude80", "text": "<p>To start using GraphRAG, check out the Get Started guide. For a deeper dive into the main sub-systems, please visit the docpages for the Indexer and Query packages.</p>"}, {"location": "#graphrag-vs-baseline-rag", "title": "GraphRAG vs Baseline RAG \ud83d\udd0d", "text": "<p>Retrieval-Augmented Generation (RAG) is a technique to improve LLM outputs using real-world information. This technique is an important part of most LLM-based tools and the majority of RAG approaches use vector similarity as the search technique, which we call Baseline RAG. GraphRAG uses knowledge graphs to provide substantial improvements in question-and-answer performance when reasoning about complex information. RAG techniques have shown promise in helping LLMs to reason about private datasets - data that the LLM is not trained on and has never seen before, such as an enterprise\u2019s proprietary research, business documents, or communications. Baseline RAG was created to help solve this problem, but we observe situations where baseline RAG performs very poorly. For example:</p> <ul> <li>Baseline RAG struggles to connect the dots. This happens when answering a question requires traversing disparate pieces of information through their shared attributes in order to provide new synthesized insights.</li> <li>Baseline RAG performs poorly when being asked to holistically understand summarized semantic concepts over large data collections or even singular large documents.</li> </ul> <p>To address this, the tech community is working to develop methods that extend and enhance RAG. Microsoft Research\u2019s new approach, GraphRAG, uses LLMs to create a knowledge graph based on an input corpus. This graph, along with community summaries and graph machine learning outputs, are used to augment prompts at query time. GraphRAG shows substantial improvement in answering the two classes of questions described above, demonstrating intelligence or mastery that outperforms other approaches previously applied to private datasets.</p>"}, {"location": "#the-graphrag-process", "title": "The GraphRAG Process \ud83e\udd16", "text": "<p>GraphRAG builds upon our prior research and tooling using graph machine learning. The basic steps of the GraphRAG process are as follows:</p>"}, {"location": "#index", "title": "Index", "text": "<ul> <li>Slice up an input corpus into a series of TextUnits, which act as analyzable units for the rest of the process, and provide fine-grained references in our outputs.</li> <li>Extract all entities, relationships, and key claims from the TextUnits using an LLM.</li> <li>Perform a hierarchical clustering of the graph using the Leiden technique. To see this visually, check out Figure 1 above. Each circle is an entity (e.g., a person, place, or organization), with the size representing the degree of the entity, and the color representing its community.</li> <li>Generate summaries of each community and its constituents from the bottom-up. This aids in holistic understanding of the dataset.</li> </ul>"}, {"location": "#query", "title": "Query", "text": "<p>At query time, these structures are used to provide materials for the LLM context window when answering a question. The primary query modes are:</p> <ul> <li>Global Search for reasoning about holistic questions about the corpus by leveraging the community summaries.</li> <li>Local Search for reasoning about specific entities by fanning-out to their neighbors and associated concepts.</li> <li>DRIFT Search for reasoning about specific entities by fanning-out to their neighbors and associated concepts, but with the added context of community information.</li> </ul>"}, {"location": "#prompt-tuning", "title": "Prompt Tuning", "text": "<p>Using GraphRAG with your data out of the box may not yield the best possible results. We strongly recommend to fine-tune your prompts following the Prompt Tuning Guide in our documentation.</p>"}, {"location": "blog_posts/", "title": "Microsoft Research Blog", "text": "<ul> <li> <p> GraphRAG: Unlocking LLM discovery on narrative private data</p> <p>Published February 13, 2024 <p>By Jonathan Larson, Senior Principal Data Architect; Steven Truitt, Principal Program Manager</p> <li> <p> GraphRAG: New tool for complex data discovery now on GitHub</p> <p>Published July 2, 2024 <p>By Darren Edge, Senior Director; Ha Trinh, Senior Data Scientist; Steven Truitt, Principal Program Manager; Jonathan Larson, Senior Principal Data Architect</p> <li> <p> GraphRAG auto-tuning provides rapid adaptation to new domains</p> <p>Published September 9, 2024 <p>By Alonso Guevara Fern\u00e1ndez, Sr. Software Engineer; Katy Smith, Data Scientist II; Joshua Bradley, Senior Data Scientist; Darren Edge, Senior Director; Ha Trinh, Senior Data Scientist; Sarah Smith, Senior Program Manager; Ben Cutler, Senior Director; Steven Truitt, Principal Program Manager; Jonathan Larson, Senior Principal Data Architect</p> <li> <p> Introducing DRIFT Search: Combining global and local search methods to improve quality and efficiency</p> <p>Published October 31, 2024 <p>By Julian Whiting, Senior Machine Learning Engineer; Zachary Hills , Senior Software Engineer; Alonso Guevara Fern\u00e1ndez, Sr. Software Engineer; Ha Trinh, Senior Data Scientist; Adam Bradley , Managing Partner, Strategic Research; Jonathan Larson, Senior Principal Data Architect</p>"}, {"location": "cli/", "title": "CLI Reference", "text": "<p>This page documents the command-line interface of the graphrag library.</p>"}, {"location": "cli/#graphrag", "title": "graphrag", "text": "<p>GraphRAG: A graph-based retrieval-augmented generation (RAG) system.</p> <p>Usage:</p> <pre><code> [OPTIONS] COMMAND [ARGS]...\n</code></pre> <p>Options:</p> <pre><code>  --install-completion  Install completion for the current shell.\n  --show-completion     Show completion for the current shell, to copy it or\n                        customize the installation.\n</code></pre>"}, {"location": "cli/#index", "title": "index", "text": "<p>Build a knowledge graph index.</p> <p>Usage:</p> <pre><code> index [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --config PATH                   The configuration to use.\n  --root PATH                     The project root directory.  [default: .]\n  --verbose / --no-verbose        Run the indexing pipeline with verbose\n                                  logging  [default: no-verbose]\n  --memprofile / --no-memprofile  Run the indexing pipeline with memory\n                                  profiling  [default: no-memprofile]\n  --resume TEXT                   Resume a given indexing run\n  --reporter [rich|print|none]    The progress reporter to use.  [default:\n                                  rich]\n  --emit TEXT                     The data formats to emit, comma-separated.\n                                  [default: parquet]\n  --dry-run / --no-dry-run        Run the indexing pipeline without executing\n                                  any steps to inspect and validate the\n                                  configuration.  [default: no-dry-run]\n  --cache / --no-cache            Use LLM cache.  [default: cache]\n  --skip-validation / --no-skip-validation\n                                  Skip any preflight validation. Useful when\n                                  running no LLM steps.  [default: no-skip-\n                                  validation]\n  --output PATH                   Indexing pipeline output directory.\n                                  Overrides storage.base_dir in the\n                                  configuration file.\n</code></pre>"}, {"location": "cli/#init", "title": "init", "text": "<p>Generate a default configuration file.</p> <p>Usage:</p> <pre><code> init [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --root PATH  The project root directory.  [required]\n</code></pre>"}, {"location": "cli/#prompt-tune", "title": "prompt-tune", "text": "<p>Generate custom graphrag prompts with your own data (i.e. auto templating).</p> <p>Usage:</p> <pre><code> prompt-tune [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --root PATH                     The project root directory.  [default: .]\n  --config PATH                   The configuration to use.\n  --domain TEXT                   The domain your input data is related to.\n                                  For example 'space science', 'microbiology',\n                                  'environmental news'. If not defined, a\n                                  domain will be inferred from the input data.\n  --selection-method [all|random|top|auto]\n                                  The text chunk selection method.  [default:\n                                  random]\n  --n-subset-max INTEGER          The number of text chunks to embed when\n                                  --selection-method=auto.  [default: 300]\n  --k INTEGER                     The maximum number of documents to select\n                                  from each centroid when --selection-\n                                  method=auto.  [default: 15]\n  --limit INTEGER                 The number of documents to load when\n                                  --selection-method={random,top}.  [default:\n                                  15]\n  --max-tokens INTEGER            The max token count for prompt generation.\n                                  [default: 2000]\n  --min-examples-required INTEGER\n                                  The minimum number of examples to\n                                  generate/include in the entity extraction\n                                  prompt.  [default: 2]\n  --chunk-size INTEGER            The max token count for prompt generation.\n                                  [default: 200]\n  --language TEXT                 The primary language used for inputs and\n                                  outputs in graphrag prompts.\n  --discover-entity-types / --no-discover-entity-types\n                                  Discover and extract unspecified entity\n                                  types.  [default: discover-entity-types]\n  --output PATH                   The directory to save prompts to, relative\n                                  to the project root directory.  [default:\n                                  prompts]\n</code></pre>"}, {"location": "cli/#query", "title": "query", "text": "<p>Query a knowledge graph index.</p> <p>Usage:</p> <pre><code> query [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --method [local|global|drift]   The query algorithm to use.  [required]\n  --query TEXT                    The query to execute.  [required]\n  --config PATH                   The configuration to use.\n  --data PATH                     Indexing pipeline output directory (i.e.\n                                  contains the parquet files).\n  --root PATH                     The project root directory.  [default: .]\n  --community-level INTEGER       The community level in the Leiden community\n                                  hierarchy from which to load community\n                                  reports. Higher values represent reports\n                                  from smaller communities.  [default: 2]\n  --dynamic-community-selection / --no-dynamic-community-selection\n                                  Use global search with dynamic community\n                                  selection.  [default: no-dynamic-community-\n                                  selection]\n  --response-type TEXT            Free form text describing the response type\n                                  and format, can be anything, e.g. Multiple\n                                  Paragraphs, Single Paragraph, Single\n                                  Sentence, List of 3-7 Points, Single Page,\n                                  Multi-Page Report. Default: Multiple\n                                  Paragraphs  [default: Multiple Paragraphs]\n  --streaming / --no-streaming    Print response in a streaming manner.\n                                  [default: no-streaming]\n</code></pre>"}, {"location": "cli/#update", "title": "update", "text": "<p>Update an existing knowledge graph index.</p> <p>Applies a default storage configuration (if not provided by config), saving the new index to the local file system in the <code>update_output</code> folder.</p> <p>Usage:</p> <pre><code> update [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --config PATH                   The configuration to use.\n  --root PATH                     The project root directory.  [default: .]\n  --verbose / --no-verbose        Run the indexing pipeline with verbose\n                                  logging  [default: no-verbose]\n  --memprofile / --no-memprofile  Run the indexing pipeline with memory\n                                  profiling  [default: no-memprofile]\n  --reporter [rich|print|none]    The progress reporter to use.  [default:\n                                  rich]\n  --emit TEXT                     The data formats to emit, comma-separated.\n                                  [default: parquet]\n  --cache / --no-cache            Use LLM cache.  [default: cache]\n  --skip-validation / --no-skip-validation\n                                  Skip any preflight validation. Useful when\n                                  running no LLM steps.  [default: no-skip-\n                                  validation]\n  --output PATH                   Indexing pipeline output directory.\n                                  Overrides storage.base_dir in the\n                                  configuration file.\n</code></pre>"}, {"location": "developing/", "title": "Development Guide", "text": ""}, {"location": "developing/#requirements", "title": "Requirements", "text": "Name Installation Purpose Python 3.10-3.12 Download The library is Python-based. Poetry Instructions Poetry is used for package management and virtualenv management in Python codebases"}, {"location": "developing/#getting-started", "title": "Getting Started", "text": ""}, {"location": "developing/#install-dependencies", "title": "Install Dependencies", "text": "<pre><code># Install Python dependencies.\npoetry install\n</code></pre>"}, {"location": "developing/#execute-the-indexing-engine", "title": "Execute the Indexing Engine", "text": "<pre><code>poetry run poe index &lt;...args&gt;\n</code></pre>"}, {"location": "developing/#executing-queries", "title": "Executing Queries", "text": "<pre><code>poetry run poe query &lt;...args&gt;\n</code></pre>"}, {"location": "developing/#azurite", "title": "Azurite", "text": "<p>Some unit and smoke tests use Azurite to emulate Azure resources. This can be started by running:</p> <pre><code>./scripts/start-azurite.sh\n</code></pre> <p>or by simply running <code>azurite</code> in the terminal if already installed globally. See the Azurite documentation for more information about how to install and use Azurite.</p>"}, {"location": "developing/#lifecycle-scripts", "title": "Lifecycle Scripts", "text": "<p>Our Python package utilizes Poetry to manage dependencies and poethepoet to manage build scripts.</p> <p>Available scripts are:</p> <ul> <li><code>poetry run poe index</code> - Run the Indexing CLI</li> <li><code>poetry run poe query</code> - Run the Query CLI</li> <li><code>poetry build</code> - This invokes <code>poetry build</code>, which will build a wheel file and other distributable artifacts.</li> <li><code>poetry run poe test</code> - This will execute all tests.</li> <li><code>poetry run poe test_unit</code> - This will execute unit tests.</li> <li><code>poetry run poe test_integration</code> - This will execute integration tests.</li> <li><code>poetry run poe test_smoke</code> - This will execute smoke tests.</li> <li><code>poetry run poe check</code> - This will perform a suite of static checks across the package, including:</li> <li>formatting</li> <li>documentation formatting</li> <li>linting</li> <li>security patterns</li> <li>type-checking</li> <li><code>poetry run poe fix</code> - This will apply any available auto-fixes to the package. Usually this is just formatting fixes.</li> <li><code>poetry run poe fix_unsafe</code> - This will apply any available auto-fixes to the package, including those that may be unsafe.</li> <li><code>poetry run poe format</code> - Explicitly run the formatter across the package.</li> </ul>"}, {"location": "developing/#troubleshooting", "title": "Troubleshooting", "text": ""}, {"location": "developing/#runtimeerror-llvm-config-failed-executing-please-point-llvm_config-to-the-path-for-llvm-config-when-running-poetry-install", "title": "\"RuntimeError: llvm-config failed executing, please point LLVM_CONFIG to the path for llvm-config\" when running poetry install", "text": "<p>Make sure llvm-9 and llvm-9-dev are installed:</p> <p><code>sudo apt-get install llvm-9 llvm-9-dev</code></p> <p>and then in your bashrc, add</p> <p><code>export LLVM_CONFIG=/usr/bin/llvm-config-9</code></p>"}, {"location": "developing/#numba_pymoduleh610-fatal-error-pythonh-no-such-file-or-directory-when-running-poetry-install", "title": "\"numba/_pymodule.h:6:10: fatal error: Python.h: No such file or directory\" when running poetry install", "text": "<p>Make sure you have python3.10-dev installed or more generally <code>python&lt;version&gt;-dev</code></p> <p><code>sudo apt-get install python3.10-dev</code></p>"}, {"location": "developing/#llm-call-constantly-exceeds-tpm-rpm-or-time-limits", "title": "LLM call constantly exceeds TPM, RPM or time limits", "text": "<p><code>GRAPHRAG_LLM_THREAD_COUNT</code> and <code>GRAPHRAG_EMBEDDING_THREAD_COUNT</code> are both set to 50 by default. You can modify this values to reduce concurrency. Please refer to the Configuration Documents</p>"}, {"location": "get_started/", "title": "Getting Started", "text": ""}, {"location": "get_started/#requirements", "title": "Requirements", "text": "<p>Python 3.10-3.12</p> <p>To get started with the GraphRAG system, you have a few options:</p> <p>\ud83d\udc49 Use the GraphRAG Accelerator solution  \ud83d\udc49 Install from pypi.  \ud83d\udc49 Use it from source</p>"}, {"location": "get_started/#quickstart", "title": "Quickstart", "text": "<p>To get started with the GraphRAG system we recommend trying the Solution Accelerator package. This provides a user-friendly end-to-end experience with Azure resources.</p>"}, {"location": "get_started/#top-level-modules", "title": "Top-Level Modules", "text": "<ul> <li>Indexing Pipeline Overview</li> <li>Query Engine Overview</li> </ul>"}, {"location": "get_started/#overview", "title": "Overview", "text": "<p>The following is a simple end-to-end example for using the GraphRAG system. It shows how to use the system to index some text, and then use the indexed data to answer questions about the documents.</p>"}, {"location": "get_started/#install-graphrag", "title": "Install GraphRAG", "text": "<pre><code>pip install graphrag\n</code></pre> <p>The graphrag library includes a CLI for a no-code approach to getting started. Please review the full CLI documentation for further detail.</p>"}, {"location": "get_started/#running-the-indexer", "title": "Running the Indexer", "text": "<p>Now we need to set up a data project and some initial configuration. Let's set that up. We're using the default configuration mode, which you can customize as needed using a config file, which we recommend, or environment variables.</p> <p>First let's get a sample dataset ready:</p> <pre><code>mkdir -p ./ragtest/input\n</code></pre> <p>Now let's get a copy of A Christmas Carol by Charles Dickens from a trusted source</p> <pre><code>curl https://www.gutenberg.org/cache/epub/24022/pg24022.txt -o ./ragtest/input/book.txt\n</code></pre> <p>Next we'll inject some required config variables:</p>"}, {"location": "get_started/#set-up-your-workspace-variables", "title": "Set Up Your Workspace Variables", "text": "<p>First let's make sure to setup the required environment variables. For details on these environment variables, and what environment variables are available, see the variables documentation.</p> <p>To initialize your workspace, first run the <code>graphrag init</code> command. Since we have already configured a directory named <code>./ragtest</code> in the previous step, run the following command:</p> <pre><code>graphrag init --root ./ragtest\n</code></pre> <p>This will create two files: <code>.env</code> and <code>settings.yaml</code> in the <code>./ragtest</code> directory.</p> <ul> <li><code>.env</code> contains the environment variables required to run the GraphRAG pipeline. If you inspect the file, you'll see a single environment variable defined,   <code>GRAPHRAG_API_KEY=&lt;API_KEY&gt;</code>. This is the API key for the OpenAI API or Azure OpenAI endpoint. You can replace this with your own API key. If you are using another form of authentication (i.e. managed identity), please delete this file.</li> <li><code>settings.yaml</code> contains the settings for the pipeline. You can modify this file to change the settings for the pipeline.   </li> </ul>"}, {"location": "get_started/#openai-and-azure-openai", "title": "OpenAI and Azure OpenAI", "text": "<p>If running in OpenAI mode, update the value of <code>GRAPHRAG_API_KEY</code> in the <code>.env</code> file with your OpenAI API key.</p>"}, {"location": "get_started/#azure-openai", "title": "Azure OpenAI", "text": "<p>In addition, Azure OpenAI users should set the following variables in the settings.yaml file. To find the appropriate sections, just search for the <code>llm:</code> configuration, you should see two sections, one for the chat endpoint and one for the embeddings endpoint. Here is an example of how to configure the chat endpoint:</p> <pre><code>type: azure_openai_chat # Or azure_openai_embedding for embeddings\napi_base: https://&lt;instance&gt;.openai.azure.com\napi_version: 2024-02-15-preview # You can customize this for other versions\ndeployment_name: &lt;azure_model_deployment_name&gt;\n</code></pre> <ul> <li>For more details about configuring GraphRAG, see the configuration documentation.</li> <li>To learn more about Initialization, refer to the Initialization documentation.</li> <li>For more details about using the CLI, refer to the CLI documentation.</li> </ul>"}, {"location": "get_started/#running-the-indexing-pipeline", "title": "Running the Indexing pipeline", "text": "<p>Finally we'll run the pipeline!</p> <pre><code>graphrag index --root ./ragtest\n</code></pre> <p></p> <p>This process will take some time to run. This depends on the size of your input data, what model you're using, and the text chunk size being used (these can be configured in your <code>settings.yml</code> file). Once the pipeline is complete, you should see a new folder called <code>./ragtest/output</code> with a series of parquet files.</p>"}, {"location": "get_started/#using-the-query-engine", "title": "Using the Query Engine", "text": ""}, {"location": "get_started/#running-the-query-engine", "title": "Running the Query Engine", "text": "<p>Now let's ask some questions using this dataset.</p> <p>Here is an example using Global search to ask a high-level question:</p> <pre><code>graphrag query \\\n--root ./ragtest \\\n--method global \\\n--query \"What are the top themes in this story?\"\n</code></pre> <p>Here is an example using Local search to ask a more specific question about a particular character:</p> <pre><code>graphrag query \\\n--root ./ragtest \\\n--method local \\\n--query \"Who is Scrooge and what are his main relationships?\"\n</code></pre> <p>Please refer to Query Engine docs for detailed information about how to leverage our Local and Global search mechanisms for extracting meaningful insights from data after the Indexer has wrapped up execution.</p>"}, {"location": "get_started/#visualizing-the-graph", "title": "Visualizing the Graph", "text": "<p>Check out our visualization guide for a more interactive experience in debugging and exploring the knowledge graph.</p>"}, {"location": "visualization_guide/", "title": "Visualizing and Debugging Your Knowledge Graph", "text": "<p>The following step-by-step guide walks through the process to visualize a knowledge graph after it's been constructed by graphrag. Note that some of the settings recommended below are based on our own experience of what works well. Feel free to change and explore other settings for a better visualization experience!</p>"}, {"location": "visualization_guide/#1-run-the-pipeline", "title": "1. Run the Pipeline", "text": "<p>Before building an index, please review your <code>settings.yaml</code> configuration file and ensure that graphml snapshots is enabled. <pre><code>snapshots:\n  graphml: true\n</code></pre> (Optional) To support other visualization tools and exploration, additional parameters can be enabled that provide access to vector embeddings. <pre><code>embed_graph:\n  enabled: true # will generate node2vec embeddings for nodes\numap:\n  enabled: true # will generate UMAP embeddings for nodes\n</code></pre> After running the indexing pipeline over your data, there will be an output folder (defined by the <code>storage.base_dir</code> setting).</p> <ul> <li>Output Folder: Contains artifacts from the LLM\u2019s indexing pass.</li> </ul>"}, {"location": "visualization_guide/#2-locate-the-knowledge-graph", "title": "2. Locate the Knowledge Graph", "text": "<p>In the output folder, look for a file named <code>merged_graph.graphml</code>. graphml is a standard file format supported by many visualization tools. We recommend trying Gephi.</p>"}, {"location": "visualization_guide/#3-open-the-graph-in-gephi", "title": "3. Open the Graph in Gephi", "text": "<ol> <li>Install and open Gephi</li> <li>Navigate to the <code>output</code> folder containing the various parquet files.</li> <li>Import the <code>merged_graph.graphml</code> file into Gephi. This will result in a fairly plain view of the undirected graph nodes and edges.</li> </ol>"}, {"location": "visualization_guide/#4-install-the-leiden-algorithm-plugin", "title": "4. Install the Leiden Algorithm Plugin", "text": "<ol> <li>Go to <code>Tools</code> -&gt; <code>Plugins</code>.</li> <li>Search for \"Leiden Algorithm\".</li> <li>Click <code>Install</code> and restart Gephi.</li> </ol>"}, {"location": "visualization_guide/#5-run-statistics", "title": "5. Run Statistics", "text": "<ol> <li>In the <code>Statistics</code> tab on the right, click <code>Run</code> for <code>Average Degree</code> and <code>Leiden Algorithm</code>.</li> </ol> <ol> <li>For the Leiden Algorithm, adjust the settings:</li> <li>Quality function: Modularity</li> <li>Resolution: 1</li> </ol>"}, {"location": "visualization_guide/#6-color-the-graph-by-clusters", "title": "6. Color the Graph by Clusters", "text": "<ol> <li>Go to the <code>Appearance</code> pane in the upper left side of Gephi.</li> </ol> <ol> <li>Select <code>Nodes</code>, then <code>Partition</code>, and click the color palette icon in the upper right.</li> <li>Choose <code>Cluster</code> from the dropdown.</li> <li>Click the <code>Palette...</code> hyperlink, then <code>Generate...</code>.</li> <li>Uncheck <code>Limit number of colors</code>, click <code>Generate</code>, and then <code>Ok</code>.</li> <li>Click <code>Apply</code> to color the graph. This will color the graph based on the partitions discovered by Leiden.</li> </ol>"}, {"location": "visualization_guide/#7-resize-nodes-by-degree-centrality", "title": "7. Resize Nodes by Degree Centrality", "text": "<ol> <li>In the <code>Appearance</code> pane in the upper left, select <code>Nodes</code> -&gt; <code>Ranking</code></li> <li>Select the <code>Sizing</code> icon in the upper right.</li> <li>Choose <code>Degree</code> and set:</li> <li>Min: 10</li> <li>Max: 150</li> <li>Click <code>Apply</code>.</li> </ol>"}, {"location": "visualization_guide/#8-layout-the-graph", "title": "8. Layout the Graph", "text": "<ol> <li>In the <code>Layout</code> tab in the lower left, select <code>OpenORD</code>.</li> </ol> <ol> <li>Set <code>Liquid</code> and <code>Expansion</code> stages to 50, and everything else to 0.</li> <li>Click <code>Run</code> and monitor the progress.</li> </ol>"}, {"location": "visualization_guide/#9-run-forceatlas2", "title": "9. Run ForceAtlas2", "text": "<ol> <li>Select <code>Force Atlas 2</code> in the layout options.</li> </ol> <ol> <li>Adjust the settings:</li> <li>Scaling: 15</li> <li>Dissuade Hubs: checked</li> <li>LinLog mode: uncheck</li> <li>Prevent Overlap: checked</li> <li>Click <code>Run</code> and wait.</li> <li>Press <code>Stop</code> when it looks like the graph nodes have settled and no longer change position significantly.</li> </ol>"}, {"location": "visualization_guide/#10-add-text-labels-optional", "title": "10. Add Text Labels (Optional)", "text": "<ol> <li>Turn on text labels in the appropriate section.</li> <li>Configure and resize them as needed.</li> </ol> <p>Your final graph should now be visually organized and ready for analysis!</p>"}, {"location": "config/custom/", "title": "Fully Custom Config", "text": "<p>The primary configuration sections for Indexing Engine pipelines are described below. Each configuration section can be expressed in Python (for use in Python API mode) as well as YAML, but YAML is show here for brevity.</p> <p>Using custom configuration is an advanced use-case. Most users will want to use the Default Configuration instead.</p>"}, {"location": "config/custom/#indexing-engine-examples", "title": "Indexing Engine Examples", "text": "<p>The examples directory contains several examples of how to use the indexing engine with custom configuration.</p> <p>Most examples include two different forms of running the pipeline, both are contained in the examples <code>run.py</code></p> <ol> <li>Using mostly the Python API</li> <li>Using mostly the a pipeline configuration file</li> </ol> <p>To run an example:</p> <ul> <li>Run <code>poetry shell</code> to activate a virtual environment with the required dependencies.</li> <li>Run <code>PYTHONPATH=\"$(pwd)\" python examples/path_to_example/run.py</code> from the <code>root</code> directory.</li> </ul> <p>For example to run the single_verb example, you would run the following commands:</p> <pre><code>poetry shell\n</code></pre> <pre><code>PYTHONPATH=\"$(pwd)\" python examples/single_verb/run.py\n</code></pre>"}, {"location": "config/custom/#configuration-sections", "title": "Configuration Sections", "text": ""}, {"location": "config/custom/#extends", "title": "&gt; extends", "text": "<p>This configuration allows you to extend a base configuration file or files.</p> <pre><code># single base\nextends: ../base_config.yml\n</code></pre> <pre><code># multiple bases\nextends:\n  - ../base_config.yml\n  - ../base_config2.yml\n</code></pre>"}, {"location": "config/custom/#root_dir", "title": "&gt; root_dir", "text": "<p>This configuration allows you to set the root directory for the pipeline. All data inputs and outputs are assumed to be relative to this path.</p> <pre><code>root_dir: /workspace/data_project\n</code></pre>"}, {"location": "config/custom/#storage", "title": "&gt; storage", "text": "<p>This configuration allows you define the output strategy for the pipeline.</p> <ul> <li><code>type</code>: The type of storage to use. Options are <code>file</code>, <code>memory</code>, and <code>blob</code></li> <li><code>base_dir</code> (<code>type: file</code> only): The base directory to store the data in. This is relative to the config root.</li> <li><code>connection_string</code> (<code>type: blob</code> only): The connection string to use for blob storage.</li> <li><code>container_name</code> (<code>type: blob</code> only): The container to use for blob storage.</li> </ul>"}, {"location": "config/custom/#cache", "title": "&gt; cache", "text": "<p>This configuration allows you define the cache strategy for the pipeline.</p> <ul> <li><code>type</code>: The type of cache to use. Options are <code>file</code> and <code>memory</code>, and <code>blob</code>.</li> <li><code>base_dir</code> (<code>type: file</code> only): The base directory to store the cache in. This is relative to the config root.</li> <li><code>connection_string</code> (<code>type: blob</code> only): The connection string to use for blob storage.</li> <li><code>container_name</code> (<code>type: blob</code> only): The container to use for blob storage.</li> </ul>"}, {"location": "config/custom/#reporting", "title": "&gt; reporting", "text": "<p>This configuration allows you define the reporting strategy for the pipeline. Report files are generated artifacts that summarize the performance metrics of the pipeline and emit any error messages.</p> <ul> <li><code>type</code>: The type of reporting to use. Options are <code>file</code>, <code>memory</code>, and <code>blob</code></li> <li><code>base_dir</code> (<code>type: file</code> only): The base directory to store the reports in. This is relative to the config root.</li> <li><code>connection_string</code> (<code>type: blob</code> only): The connection string to use for blob storage.</li> <li><code>container_name</code> (<code>type: blob</code> only): The container to use for blob storage.</li> </ul>"}, {"location": "config/custom/#workflows", "title": "&gt; workflows", "text": "<p>This configuration section defines the workflow DAG for the pipeline. Here we define an array of workflows and express their inter-dependencies in steps:</p> <ul> <li><code>name</code>: The name of the workflow. This is used to reference the workflow in other parts of the config.</li> <li><code>steps</code>: The DataShaper steps that this workflow comprises. If a step defines an input in the form of <code>workflow:&lt;workflow_name&gt;</code>, then it is assumed to have a dependency on the output of that workflow.</li> </ul> <pre><code>workflows:\n  - name: workflow1\n    steps:\n      - verb: derive\n        args:\n          column1: \"col1\"\n          column2: \"col2\"\n  - name: workflow2\n    steps:\n      - verb: derive\n        args:\n          column1: \"col1\"\n          column2: \"col2\"\n        input:\n          # dependency established here\n          source: workflow:workflow1\n</code></pre>"}, {"location": "config/custom/#input", "title": "&gt; input", "text": "<ul> <li><code>type</code>: The type of input to use. Options are <code>file</code> or <code>blob</code>.</li> <li><code>file_type</code>: The file type field discriminates between the different input types. Options are <code>csv</code> and <code>text</code>.</li> <li><code>base_dir</code>: The base directory to read the input files from. This is relative to the config file.</li> <li><code>file_pattern</code>: A regex to match the input files. The regex must have named groups for each of the fields in the file_filter.</li> <li><code>post_process</code>: A DataShaper workflow definition to apply to the input before executing the primary workflow.</li> <li><code>source_column</code> (<code>type: csv</code> only): The column containing the source/author of the data</li> <li><code>text_column</code> (<code>type: csv</code> only): The column containing the text of the data</li> <li><code>timestamp_column</code> (<code>type: csv</code> only): The column containing the timestamp of the data</li> <li><code>timestamp_format</code> (<code>type: csv</code> only): The format of the timestamp</li> </ul> <pre><code>input:\n  type: file\n  file_type: csv\n  base_dir: ../data/csv # the directory containing the CSV files, this is relative to the config file\n  file_pattern: '.*[\\/](?P&lt;source&gt;[^\\/]+)[\\/](?P&lt;year&gt;\\d{4})-(?P&lt;month&gt;\\d{2})-(?P&lt;day&gt;\\d{2})_(?P&lt;author&gt;[^_]+)_\\d+\\.csv$' # a regex to match the CSV files\n  # An additional file filter which uses the named groups from the file_pattern to further filter the files\n  # file_filter:\n  #   # source: (source_filter)\n  #   year: (2023)\n  #   month: (06)\n  #   # day: (22)\n  source_column: \"author\" # the column containing the source/author of the data\n  text_column: \"message\" # the column containing the text of the data\n  timestamp_column: \"date(yyyyMMddHHmmss)\" # optional, the column containing the timestamp of the data\n  timestamp_format: \"%Y%m%d%H%M%S\" # optional,  the format of the timestamp\n  post_process: # Optional, set of steps to process the data before going into the workflow\n    - verb: filter\n      args:\n        column: \"title\",\n        value: \"My document\"\n</code></pre> <pre><code>input:\n  type: file\n  file_type: csv\n  base_dir: ../data/csv # the directory containing the CSV files, this is relative to the config file\n  file_pattern: '.*[\\/](?P&lt;source&gt;[^\\/]+)[\\/](?P&lt;year&gt;\\d{4})-(?P&lt;month&gt;\\d{2})-(?P&lt;day&gt;\\d{2})_(?P&lt;author&gt;[^_]+)_\\d+\\.csv$' # a regex to match the CSV files\n  # An additional file filter which uses the named groups from the file_pattern to further filter the files\n  # file_filter:\n  #   # source: (source_filter)\n  #   year: (2023)\n  #   month: (06)\n  #   # day: (22)\n  post_process: # Optional, set of steps to process the data before going into the workflow\n    - verb: filter\n      args:\n        column: \"title\",\n        value: \"My document\"\n</code></pre>"}, {"location": "config/env_vars/", "title": "Default Configuration Mode (using Env Vars)", "text": ""}, {"location": "config/env_vars/#text-embeddings-customization", "title": "Text-Embeddings Customization", "text": "<p>By default, the GraphRAG indexer will only emit embeddings required for our query methods. However, the model has embeddings defined for all plaintext fields, and these can be generated by setting the <code>GRAPHRAG_EMBEDDING_TARGET</code> environment variable to <code>all</code>.</p> <p>If the embedding target is <code>all</code>, and you want to only embed a subset of these fields, you may specify which embeddings to skip using the <code>GRAPHRAG_EMBEDDING_SKIP</code> argument described below.</p>"}, {"location": "config/env_vars/#embedded-fields", "title": "Embedded Fields", "text": "<ul> <li><code>text_unit.text</code></li> <li><code>document.text</code></li> <li><code>entity.title</code></li> <li><code>entity.description</code></li> <li><code>relationship.description</code></li> <li><code>community.title</code></li> <li><code>community.summary</code></li> <li><code>community.full_content</code></li> </ul>"}, {"location": "config/env_vars/#input-data", "title": "Input Data", "text": "<p>Our pipeline can ingest .csv or .txt data from an input folder. These files can be nested within subfolders. To configure how input data is handled, what fields are mapped over, and how timestamps are parsed, look for configuration values starting with <code>GRAPHRAG_INPUT_</code> below. In general, CSV-based data provides the most customizability. Each CSV should at least contain a <code>text</code> field (which can be mapped with environment variables), but it's helpful if they also have <code>title</code>, <code>timestamp</code>, and <code>source</code> fields. Additional fields can be included as well, which will land as extra fields on the <code>Document</code> table.</p>"}, {"location": "config/env_vars/#base-llm-settings", "title": "Base LLM Settings", "text": "<p>These are the primary settings for configuring LLM connectivity.</p> Parameter Required? Description Type Default Value <code>GRAPHRAG_API_KEY</code> Yes for OpenAI. Optional for AOAI The API key. (Note: <code>OPENAI_API_KEY is also used as a fallback). If not defined when using AOAI, managed identity will be used. |</code>str<code>|</code>None` <code>GRAPHRAG_API_BASE</code> For AOAI The API Base URL <code>str</code> <code>None</code> <code>GRAPHRAG_API_VERSION</code> For AOAI The AOAI API version. <code>str</code> <code>None</code> <code>GRAPHRAG_API_ORGANIZATION</code> The AOAI organization. <code>str</code> <code>None</code> <code>GRAPHRAG_API_PROXY</code> The AOAI proxy. <code>str</code> <code>None</code>"}, {"location": "config/env_vars/#text-generation-settings", "title": "Text Generation Settings", "text": "<p>These settings control the text generation model used by the pipeline. Any settings with a fallback will use the base LLM settings, if available.</p> Parameter Required? Description Type Default Value <code>GRAPHRAG_LLM_TYPE</code> For AOAI The LLM operation type. Either <code>openai_chat</code> or <code>azure_openai_chat</code> <code>str</code> <code>openai_chat</code> <code>GRAPHRAG_LLM_DEPLOYMENT_NAME</code> For AOAI The AOAI model deployment name. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_KEY</code> Yes (uses fallback) The API key. If not defined when using AOAI, managed identity will be used. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_BASE</code> For AOAI (uses fallback) The API Base URL <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_VERSION</code> For AOAI (uses fallback) The AOAI API version. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_ORGANIZATION</code> For AOAI (uses fallback) The AOAI organization. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_PROXY</code> The AOAI proxy. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_MODEL</code> The LLM model. <code>str</code> <code>gpt-4-turbo-preview</code> <code>GRAPHRAG_LLM_MAX_TOKENS</code> The maximum number of tokens. <code>int</code> <code>4000</code> <code>GRAPHRAG_LLM_REQUEST_TIMEOUT</code> The maximum number of seconds to wait for a response from the chat client. <code>int</code> <code>180</code> <code>GRAPHRAG_LLM_MODEL_SUPPORTS_JSON</code> Indicates whether the given model supports JSON output mode. <code>True</code> to enable. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_THREAD_COUNT</code> The number of threads to use for LLM parallelization. <code>int</code> 50 <code>GRAPHRAG_LLM_THREAD_STAGGER</code> The time to wait (in seconds) between starting each thread. <code>float</code> 0.3 <code>GRAPHRAG_LLM_CONCURRENT_REQUESTS</code> The number of concurrent requests to allow for the embedding client. <code>int</code> 25 <code>GRAPHRAG_LLM_TOKENS_PER_MINUTE</code> The number of tokens per minute to allow for the LLM client. 0 = Bypass <code>int</code> 0 <code>GRAPHRAG_LLM_REQUESTS_PER_MINUTE</code> The number of requests per minute to allow for the LLM client. 0 = Bypass <code>int</code> 0 <code>GRAPHRAG_LLM_MAX_RETRIES</code> The maximum number of retries to attempt when a request fails. <code>int</code> 10 <code>GRAPHRAG_LLM_MAX_RETRY_WAIT</code> The maximum number of seconds to wait between retries. <code>int</code> 10 <code>GRAPHRAG_LLM_SLEEP_ON_RATE_LIMIT_RECOMMENDATION</code> Whether to sleep on rate limit recommendation. (Azure Only) <code>bool</code> <code>True</code> <code>GRAPHRAG_LLM_TEMPERATURE</code> The temperature to use generation. <code>float</code> 0 <code>GRAPHRAG_LLM_TOP_P</code> The top_p to use for sampling. <code>float</code> 1 <code>GRAPHRAG_LLM_N</code> The number of responses to generate. <code>int</code> 1"}, {"location": "config/env_vars/#text-embedding-settings", "title": "Text Embedding Settings", "text": "<p>These settings control the text embedding model used by the pipeline. Any settings with a fallback will use the base LLM settings, if available.</p> Parameter Required ? Description Type Default <code>GRAPHRAG_EMBEDDING_TYPE</code> For AOAI The embedding client to use. Either <code>openai_embedding</code> or <code>azure_openai_embedding</code> <code>str</code> <code>openai_embedding</code> <code>GRAPHRAG_EMBEDDING_DEPLOYMENT_NAME</code> For AOAI The AOAI deployment name. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_KEY</code> Yes (uses fallback) The API key to use for the embedding client. If not defined when using AOAI, managed identity will be used. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_BASE</code> For AOAI (uses fallback) The API base URL. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_VERSION</code> For AOAI (uses fallback) The AOAI API version to use for the embedding client. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_ORGANIZATION</code> For AOAI (uses fallback) The AOAI organization to use for the embedding client. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_PROXY</code> The AOAI proxy to use for the embedding client. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_MODEL</code> The model to use for the embedding client. <code>str</code> <code>text-embedding-3-small</code> <code>GRAPHRAG_EMBEDDING_BATCH_SIZE</code> The number of texts to embed at once. (Azure limit is 16) <code>int</code> 16 <code>GRAPHRAG_EMBEDDING_BATCH_MAX_TOKENS</code> The maximum tokens per batch (Azure limit is 8191) <code>int</code> 8191 <code>GRAPHRAG_EMBEDDING_TARGET</code> The target fields to embed. Either <code>required</code> or <code>all</code>. <code>str</code> <code>required</code> <code>GRAPHRAG_EMBEDDING_SKIP</code> A comma-separated list of fields to skip embeddings for . (e.g. 'relationship.description') <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_THREAD_COUNT</code> The number of threads to use for parallelization for embeddings. <code>int</code> <code>GRAPHRAG_EMBEDDING_THREAD_STAGGER</code> The time to wait (in seconds) between starting each thread for embeddings. <code>float</code> 50 <code>GRAPHRAG_EMBEDDING_CONCURRENT_REQUESTS</code> The number of concurrent requests to allow for the embedding client. <code>int</code> 25 <code>GRAPHRAG_EMBEDDING_TOKENS_PER_MINUTE</code> The number of tokens per minute to allow for the embedding client. 0 = Bypass <code>int</code> 0 <code>GRAPHRAG_EMBEDDING_REQUESTS_PER_MINUTE</code> The number of requests per minute to allow for the embedding client. 0 = Bypass <code>int</code> 0 <code>GRAPHRAG_EMBEDDING_MAX_RETRIES</code> The maximum number of retries to attempt when a request fails. <code>int</code> 10 <code>GRAPHRAG_EMBEDDING_MAX_RETRY_WAIT</code> The maximum number of seconds to wait between retries. <code>int</code> 10 <code>GRAPHRAG_EMBEDDING_SLEEP_ON_RATE_LIMIT_RECOMMENDATION</code> Whether to sleep on rate limit recommendation. (Azure Only) <code>bool</code> <code>True</code>"}, {"location": "config/env_vars/#input-settings", "title": "Input Settings", "text": "<p>These settings control the data input used by the pipeline. Any settings with a fallback will use the base LLM settings, if available.</p>"}, {"location": "config/env_vars/#plaintext-input-data-graphrag_input_file_typetext", "title": "Plaintext Input Data (<code>GRAPHRAG_INPUT_FILE_TYPE</code>=text)", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_INPUT_FILE_PATTERN</code> The file pattern regexp to use when reading input files from the input directory. <code>str</code> optional <code>.*\\.txt$</code>"}, {"location": "config/env_vars/#csv-input-data-graphrag_input_file_typecsv", "title": "CSV Input Data (<code>GRAPHRAG_INPUT_FILE_TYPE</code>=csv)", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_INPUT_TYPE</code> The input storage type to use when reading files. (<code>file</code> or <code>blob</code>) <code>str</code> optional <code>file</code> <code>GRAPHRAG_INPUT_FILE_PATTERN</code> The file pattern regexp to use when reading input files from the input directory. <code>str</code> optional <code>.*\\.txt$</code> <code>GRAPHRAG_INPUT_SOURCE_COLUMN</code> The 'source' column to use when reading CSV input files. <code>str</code> optional <code>source</code> <code>GRAPHRAG_INPUT_TIMESTAMP_COLUMN</code> The 'timestamp' column to use when reading CSV input files. <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_TIMESTAMP_FORMAT</code> The timestamp format to use when parsing timestamps in the timestamp column. <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_TEXT_COLUMN</code> The 'text' column to use when reading CSV input files. <code>str</code> optional <code>text</code> <code>GRAPHRAG_INPUT_DOCUMENT_ATTRIBUTE_COLUMNS</code> A list of CSV columns, comma-separated, to incorporate as document fields. <code>str</code> optional <code>id</code> <code>GRAPHRAG_INPUT_TITLE_COLUMN</code> The 'title' column to use when reading CSV input files. <code>str</code> optional <code>title</code> <code>GRAPHRAG_INPUT_STORAGE_ACCOUNT_BLOB_URL</code> The Azure Storage blob endpoint to use when in <code>blob</code> mode and using managed identity. Will have the format <code>https://&lt;storage_account_name&gt;.blob.core.windows.net</code> <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_CONNECTION_STRING</code> The connection string to use when reading CSV input files from Azure Blob Storage. <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_CONTAINER_NAME</code> The container name to use when reading CSV input files from Azure Blob Storage. <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_BASE_DIR</code> The base directory to read input files from. <code>str</code> optional <code>None</code>"}, {"location": "config/env_vars/#data-mapping-settings", "title": "Data Mapping Settings", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_INPUT_FILE_TYPE</code> The type of input data, <code>csv</code> or <code>text</code> <code>str</code> optional <code>text</code> <code>GRAPHRAG_INPUT_ENCODING</code> The encoding to apply when reading CSV/text input files. <code>str</code> optional <code>utf-8</code>"}, {"location": "config/env_vars/#data-chunking", "title": "Data Chunking", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_CHUNK_SIZE</code> The chunk size in tokens for text-chunk analysis windows. <code>str</code> optional 1200 <code>GRAPHRAG_CHUNK_OVERLAP</code> The chunk overlap in tokens for text-chunk analysis windows. <code>str</code> optional 100 <code>GRAPHRAG_CHUNK_BY_COLUMNS</code> A comma-separated list of document attributes to groupby when performing TextUnit chunking. <code>str</code> optional <code>id</code> <code>GRAPHRAG_CHUNK_ENCODING_MODEL</code> The encoding model to use for chunking. <code>str</code> optional The top-level encoding model."}, {"location": "config/env_vars/#prompting-overrides", "title": "Prompting Overrides", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_ENTITY_EXTRACTION_PROMPT_FILE</code> The path (relative to the root) of an entity extraction prompt template text file. <code>str</code> optional <code>None</code> <code>GRAPHRAG_ENTITY_EXTRACTION_MAX_GLEANINGS</code> The maximum number of redrives (gleanings) to invoke when extracting entities in a loop. <code>int</code> optional 1 <code>GRAPHRAG_ENTITY_EXTRACTION_ENTITY_TYPES</code> A comma-separated list of entity types to extract. <code>str</code> optional <code>organization,person,event,geo</code> <code>GRAPHRAG_ENTITY_EXTRACTION_ENCODING_MODEL</code> The encoding model to use for entity extraction. <code>str</code> optional The top-level encoding model. <code>GRAPHRAG_SUMMARIZE_DESCRIPTIONS_PROMPT_FILE</code> The path (relative to the root) of an description summarization prompt template text file. <code>str</code> optional <code>None</code> <code>GRAPHRAG_SUMMARIZE_DESCRIPTIONS_MAX_LENGTH</code> The maximum number of tokens to generate per description summarization. <code>int</code> optional 500 <code>GRAPHRAG_CLAIM_EXTRACTION_ENABLED</code> Whether claim extraction is enabled for this pipeline. <code>bool</code> optional <code>False</code> <code>GRAPHRAG_CLAIM_EXTRACTION_DESCRIPTION</code> The claim_description prompting argument to utilize. <code>string</code> optional \"Any claims or facts that could be relevant to threat analysis.\" <code>GRAPHRAG_CLAIM_EXTRACTION_PROMPT_FILE</code> The claim extraction prompt to utilize. <code>string</code> optional <code>None</code> <code>GRAPHRAG_CLAIM_EXTRACTION_MAX_GLEANINGS</code> The maximum number of redrives (gleanings) to invoke when extracting claims in a loop. <code>int</code> optional 1 <code>GRAPHRAG_CLAIM_EXTRACTION_ENCODING_MODEL</code> The encoding model to use for claim extraction. <code>str</code> optional The top-level encoding model <code>GRAPHRAG_COMMUNITY_REPORTS_PROMPT_FILE</code> The community reports extraction prompt to utilize. <code>string</code> optional <code>None</code> <code>GRAPHRAG_COMMUNITY_REPORTS_MAX_LENGTH</code> The maximum number of tokens to generate per community reports. <code>int</code> optional 1500"}, {"location": "config/env_vars/#storage", "title": "Storage", "text": "<p>This section controls the storage mechanism used by the pipeline used for emitting output tables.</p> Parameter Description Type Required or Optional Default <code>GRAPHRAG_STORAGE_TYPE</code> The type of reporter to use. Options are <code>file</code>, <code>memory</code>, or <code>blob</code> <code>str</code> optional <code>file</code> <code>GRAPHRAG_STORAGE_STORAGE_ACCOUNT_BLOB_URL</code> The Azure Storage blob endpoint to use when in <code>blob</code> mode and using managed identity. Will have the format <code>https://&lt;storage_account_name&gt;.blob.core.windows.net</code> <code>str</code> optional None <code>GRAPHRAG_STORAGE_CONNECTION_STRING</code> The Azure Storage connection string to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_STORAGE_CONTAINER_NAME</code> The Azure Storage container name to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_STORAGE_BASE_DIR</code> The base path to data outputs outputs. <code>str</code> optional None"}, {"location": "config/env_vars/#cache", "title": "Cache", "text": "<p>This section controls the cache mechanism used by the pipeline. This is used to cache LLM invocation results.</p> Parameter Description Type Required or Optional Default <code>GRAPHRAG_CACHE_TYPE</code> The type of cache to use. Options are <code>file</code>, <code>memory</code>, <code>none</code> or <code>blob</code> <code>str</code> optional <code>file</code> <code>GRAPHRAG_CACHE_STORAGE_ACCOUNT_BLOB_URL</code> The Azure Storage blob endpoint to use when in <code>blob</code> mode and using managed identity. Will have the format <code>https://&lt;storage_account_name&gt;.blob.core.windows.net</code> <code>str</code> optional None <code>GRAPHRAG_CACHE_CONNECTION_STRING</code> The Azure Storage connection string to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_CACHE_CONTAINER_NAME</code> The Azure Storage container name to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_CACHE_BASE_DIR</code> The base path to the cache files. <code>str</code> optional None"}, {"location": "config/env_vars/#reporting", "title": "Reporting", "text": "<p>This section controls the reporting mechanism used by the pipeline, for common events and error messages. The default is to write reports to a file in the output directory. However, you can also choose to write reports to the console or to an Azure Blob Storage container.</p> Parameter Description Type Required or Optional Default <code>GRAPHRAG_REPORTING_TYPE</code> The type of reporter to use. Options are <code>file</code>, <code>console</code>, or <code>blob</code> <code>str</code> optional <code>file</code> <code>GRAPHRAG_REPORTING_STORAGE_ACCOUNT_BLOB_URL</code> The Azure Storage blob endpoint to use when in <code>blob</code> mode and using managed identity. Will have the format <code>https://&lt;storage_account_name&gt;.blob.core.windows.net</code> <code>str</code> optional None <code>GRAPHRAG_REPORTING_CONNECTION_STRING</code> The Azure Storage connection string to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_REPORTING_CONTAINER_NAME</code> The Azure Storage container name to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_REPORTING_BASE_DIR</code> The base path to the reporting outputs. <code>str</code> optional None"}, {"location": "config/env_vars/#node2vec-parameters", "title": "Node2Vec Parameters", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_NODE2VEC_ENABLED</code> Whether to enable Node2Vec <code>bool</code> optional False <code>GRAPHRAG_NODE2VEC_NUM_WALKS</code> The Node2Vec number of walks to perform <code>int</code> optional 10 <code>GRAPHRAG_NODE2VEC_WALK_LENGTH</code> The Node2Vec walk length <code>int</code> optional 40 <code>GRAPHRAG_NODE2VEC_WINDOW_SIZE</code> The Node2Vec window size <code>int</code> optional 2 <code>GRAPHRAG_NODE2VEC_ITERATIONS</code> The number of iterations to run node2vec <code>int</code> optional 3 <code>GRAPHRAG_NODE2VEC_RANDOM_SEED</code> The random seed to use for node2vec <code>int</code> optional 597832"}, {"location": "config/env_vars/#data-snapshotting", "title": "Data Snapshotting", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_SNAPSHOT_EMBEDDINGS</code> Whether to enable embeddings snapshots. <code>bool</code> optional False <code>GRAPHRAG_SNAPSHOT_GRAPHML</code> Whether to enable GraphML snapshots. <code>bool</code> optional False <code>GRAPHRAG_SNAPSHOT_RAW_ENTITIES</code> Whether to enable raw entity snapshots. <code>bool</code> optional False <code>GRAPHRAG_SNAPSHOT_TOP_LEVEL_NODES</code> Whether to enable top-level node snapshots. <code>bool</code> optional False <code>GRAPHRAG_SNAPSHOT_TRANSIENT</code> Whether to enable transient table snapshots. <code>bool</code> optional False"}, {"location": "config/env_vars/#miscellaneous-settings", "title": "Miscellaneous Settings", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_ASYNC_MODE</code> Which async mode to use. Either <code>asyncio</code> or <code>threaded</code>. <code>str</code> optional <code>asyncio</code> <code>GRAPHRAG_ENCODING_MODEL</code> The text encoding model, used in tiktoken, to encode text. <code>str</code> optional <code>cl100k_base</code> <code>GRAPHRAG_MAX_CLUSTER_SIZE</code> The maximum number of entities to include in a single Leiden cluster. <code>int</code> optional 10 <code>GRAPHRAG_SKIP_WORKFLOWS</code> A comma-separated list of workflow names to skip. <code>str</code> optional <code>None</code> <code>GRAPHRAG_UMAP_ENABLED</code> Whether to enable UMAP layouts <code>bool</code> optional False"}, {"location": "config/init/", "title": "Configuring GraphRAG Indexing", "text": "<p>To start using GraphRAG, you must generate a configuration file. The <code>init</code> command is the easiest way to get started. It will create a <code>.env</code> and <code>settings.yaml</code> files in the specified directory with the necessary configuration settings. It will also output the default LLM prompts used by GraphRAG.</p>"}, {"location": "config/init/#usage", "title": "Usage", "text": "<pre><code>graphrag init [--root PATH]\n</code></pre>"}, {"location": "config/init/#options", "title": "Options", "text": "<ul> <li><code>--root PATH</code> - The project root directory to initialize graphrag at. Default is the current directory.</li> </ul>"}, {"location": "config/init/#example", "title": "Example", "text": "<pre><code>graphrag init --root ./ragtest\n</code></pre>"}, {"location": "config/init/#output", "title": "Output", "text": "<p>The <code>init</code> command will create the following files in the specified directory:</p> <ul> <li><code>settings.yaml</code> - The configuration settings file. This file contains the configuration settings for GraphRAG.</li> <li><code>.env</code> - The environment variables file. These are referenced in the <code>settings.yaml</code> file.</li> <li><code>prompts/</code> - The LLM prompts folder. This contains the default prompts used by GraphRAG, you can modify them or run the Auto Prompt Tuning command to generate new prompts adapted to your data.</li> </ul>"}, {"location": "config/init/#next-steps", "title": "Next Steps", "text": "<p>After initializing your workspace, you can either run the Prompt Tuning command to adapt the prompts to your data or even start running the Indexing Pipeline to index your data. For more information on configuring GraphRAG, see the Configuration documentation.</p>"}, {"location": "config/json_yaml/", "title": "Default Configuration Mode (using JSON/YAML)", "text": "<p>The default configuration mode may be configured by using a <code>settings.json</code> or <code>settings.yml</code> file in the data project root. If a <code>.env</code> file is present along with this config file, then it will be loaded, and the environment variables defined therein will be available for token replacements in your configuration document using <code>${ENV_VAR}</code> syntax.</p> <p>For example:</p> <pre><code># .env\nAPI_KEY=some_api_key\n\n# settings.json\n{\n    \"llm\": {\n        \"api_key\": \"${API_KEY}\"\n    }\n}\n</code></pre>"}, {"location": "config/json_yaml/#config-sections", "title": "Config Sections", "text": ""}, {"location": "config/json_yaml/#input", "title": "input", "text": ""}, {"location": "config/json_yaml/#fields", "title": "Fields", "text": "<ul> <li><code>type</code> file|blob - The input type to use. Default=<code>file</code></li> <li><code>file_type</code> text|csv - The type of input data to load. Either <code>text</code> or <code>csv</code>. Default is <code>text</code></li> <li><code>file_encoding</code> str - The encoding of the input file. Default is <code>utf-8</code></li> <li><code>file_pattern</code> str - A regex to match input files. Default is <code>.*\\.csv$</code> if in csv mode and <code>.*\\.txt$</code> if in text mode.</li> <li><code>source_column</code> str - (CSV Mode Only) The source column name.</li> <li><code>timestamp_column</code> str - (CSV Mode Only) The timestamp column name.</li> <li><code>timestamp_format</code> str - (CSV Mode Only) The source format.</li> <li><code>text_column</code> str - (CSV Mode Only) The text column name.</li> <li><code>title_column</code> str - (CSV Mode Only) The title column name.</li> <li><code>document_attribute_columns</code> list[str] - (CSV Mode Only) The additional document attributes to include.</li> <li><code>connection_string</code> str - (blob only) The Azure Storage connection string.</li> <li><code>container_name</code> str - (blob only) The Azure Storage container name.</li> <li><code>base_dir</code> str - The base directory to read input from, relative to the root.</li> <li><code>storage_account_blob_url</code> str - The storage account blob URL to use.</li> </ul>"}, {"location": "config/json_yaml/#llm", "title": "llm", "text": "<p>This is the base LLM configuration section. Other steps may override this configuration with their own LLM configuration.</p>"}, {"location": "config/json_yaml/#fields_1", "title": "Fields", "text": "<ul> <li><code>api_key</code> str - The OpenAI API key to use.</li> <li><code>type</code> openai_chat|azure_openai_chat|openai_embedding|azure_openai_embedding - The type of LLM to use.</li> <li><code>model</code> str - The model name.</li> <li><code>max_tokens</code> int - The maximum number of output tokens.</li> <li><code>request_timeout</code> float - The per-request timeout.</li> <li><code>api_base</code> str - The API base url to use.</li> <li><code>api_version</code> str - The API version</li> <li><code>organization</code> str - The client organization.</li> <li><code>proxy</code> str - The proxy URL to use.</li> <li><code>audience</code> str - (Azure OpenAI only) The URI of the target Azure resource/service for which a managed identity token is requested. Used if <code>api_key</code> is not defined. Default=<code>https://cognitiveservices.azure.com/.default</code></li> <li><code>deployment_name</code> str - The deployment name to use (Azure).</li> <li><code>model_supports_json</code> bool - Whether the model supports JSON-mode output.</li> <li><code>tokens_per_minute</code> int - Set a leaky-bucket throttle on tokens-per-minute.</li> <li><code>requests_per_minute</code> int - Set a leaky-bucket throttle on requests-per-minute.</li> <li><code>max_retries</code> int - The maximum number of retries to use.</li> <li><code>max_retry_wait</code> float - The maximum backoff time.</li> <li><code>sleep_on_rate_limit_recommendation</code> bool - Whether to adhere to sleep recommendations (Azure).</li> <li><code>concurrent_requests</code> int The number of open requests to allow at once.</li> <li><code>temperature</code> float - The temperature to use.</li> <li><code>top_p</code> float - The top-p value to use.</li> <li><code>n</code> int - The number of completions to generate.</li> </ul>"}, {"location": "config/json_yaml/#parallelization", "title": "parallelization", "text": ""}, {"location": "config/json_yaml/#fields_2", "title": "Fields", "text": "<ul> <li><code>stagger</code> float - The threading stagger value.</li> <li><code>num_threads</code> int - The maximum number of work threads.</li> </ul>"}, {"location": "config/json_yaml/#async_mode", "title": "async_mode", "text": "<p>asyncio|threaded The async mode to use. Either <code>asyncio</code> or `threaded.</p>"}, {"location": "config/json_yaml/#embeddings", "title": "embeddings", "text": ""}, {"location": "config/json_yaml/#fields_3", "title": "Fields", "text": "<ul> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>batch_size</code> int - The maximum batch size to use.</li> <li><code>batch_max_tokens</code> int - The maximum batch # of tokens.</li> <li><code>target</code> required|all|none - Determines which set of embeddings to emit.</li> <li><code>skip</code> list[str] - Which embeddings to skip. Only useful if target=all to customize the list.</li> <li><code>vector_store</code> dict - The vector store to use. Configured for lancedb by default.</li> <li><code>type</code> str - <code>lancedb</code> or <code>azure_ai_search</code>. Default=<code>lancedb</code></li> <li><code>db_uri</code> str (only for lancedb) - The database uri. Default=<code>storage.base_dir/lancedb</code></li> <li><code>url</code> str (only for AI Search) - AI Search endpoint</li> <li><code>api_key</code> str (optional - only for AI Search) - The AI Search api key to use.</li> <li><code>audience</code> str (only for AI Search) - Audience for managed identity token if managed identity authentication is used.</li> <li><code>overwrite</code> bool (only used at index creation time) - Overwrite collection if it exist. Default=<code>True</code></li> <li><code>container_name</code> str - The name of a vector container. This stores all indexes (tables) for a given dataset ingest. Default=<code>default</code></li> <li><code>strategy</code> dict - Fully override the text-embedding strategy.</li> </ul>"}, {"location": "config/json_yaml/#chunks", "title": "chunks", "text": ""}, {"location": "config/json_yaml/#fields_4", "title": "Fields", "text": "<ul> <li><code>size</code> int - The max chunk size in tokens.</li> <li><code>overlap</code> int - The chunk overlap in tokens.</li> <li><code>group_by_columns</code> list[str] - group documents by fields before chunking.</li> <li><code>encoding_model</code> str - The text encoding model to use. Default is to use the top-level encoding model.</li> <li><code>strategy</code> dict - Fully override the chunking strategy.</li> </ul>"}, {"location": "config/json_yaml/#cache", "title": "cache", "text": ""}, {"location": "config/json_yaml/#fields_5", "title": "Fields", "text": "<ul> <li><code>type</code> file|memory|none|blob - The cache type to use. Default=<code>file</code></li> <li><code>connection_string</code> str - (blob only) The Azure Storage connection string.</li> <li><code>container_name</code> str - (blob only) The Azure Storage container name.</li> <li><code>base_dir</code> str - The base directory to write cache to, relative to the root.</li> <li><code>storage_account_blob_url</code> str - The storage account blob URL to use.</li> </ul>"}, {"location": "config/json_yaml/#storage", "title": "storage", "text": ""}, {"location": "config/json_yaml/#fields_6", "title": "Fields", "text": "<ul> <li><code>type</code> file|memory|blob - The storage type to use. Default=<code>file</code></li> <li><code>connection_string</code> str - (blob only) The Azure Storage connection string.</li> <li><code>container_name</code> str - (blob only) The Azure Storage container name.</li> <li><code>base_dir</code> str - The base directory to write reports to, relative to the root.</li> <li><code>storage_account_blob_url</code> str - The storage account blob URL to use.</li> </ul>"}, {"location": "config/json_yaml/#reporting", "title": "reporting", "text": ""}, {"location": "config/json_yaml/#fields_7", "title": "Fields", "text": "<ul> <li><code>type</code> file|console|blob - The reporting type to use. Default=<code>file</code></li> <li><code>connection_string</code> str - (blob only) The Azure Storage connection string.</li> <li><code>container_name</code> str - (blob only) The Azure Storage container name.</li> <li><code>base_dir</code> str - The base directory to write reports to, relative to the root.</li> <li><code>storage_account_blob_url</code> str - The storage account blob URL to use.</li> </ul>"}, {"location": "config/json_yaml/#entity_extraction", "title": "entity_extraction", "text": ""}, {"location": "config/json_yaml/#fields_8", "title": "Fields", "text": "<ul> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>prompt</code> str - The prompt file to use.</li> <li><code>entity_types</code> list[str] - The entity types to identify.</li> <li><code>max_gleanings</code> int - The maximum number of gleaning cycles to use.</li> <li><code>encoding_model</code> str - The text encoding model to use. By default, this will use the top-level encoding model.</li> <li><code>strategy</code> dict - Fully override the entity extraction strategy.</li> </ul>"}, {"location": "config/json_yaml/#summarize_descriptions", "title": "summarize_descriptions", "text": ""}, {"location": "config/json_yaml/#fields_9", "title": "Fields", "text": "<ul> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>prompt</code> str - The prompt file to use.</li> <li><code>max_length</code> int - The maximum number of output tokens per summarization.</li> <li><code>strategy</code> dict - Fully override the summarize description strategy.</li> </ul>"}, {"location": "config/json_yaml/#claim_extraction", "title": "claim_extraction", "text": ""}, {"location": "config/json_yaml/#fields_10", "title": "Fields", "text": "<ul> <li><code>enabled</code> bool - Whether to enable claim extraction. default=False</li> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>prompt</code> str - The prompt file to use.</li> <li><code>description</code> str - Describes the types of claims we want to extract.</li> <li><code>max_gleanings</code> int - The maximum number of gleaning cycles to use.</li> <li><code>encoding_model</code> str - The text encoding model to use. By default, this will use the top-level encoding model.</li> <li><code>strategy</code> dict - Fully override the claim extraction strategy.</li> </ul>"}, {"location": "config/json_yaml/#community_reports", "title": "community_reports", "text": ""}, {"location": "config/json_yaml/#fields_11", "title": "Fields", "text": "<ul> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>prompt</code> str - The prompt file to use.</li> <li><code>max_length</code> int - The maximum number of output tokens per report.</li> <li><code>max_input_length</code> int - The maximum number of input tokens to use when generating reports.</li> <li><code>strategy</code> dict - Fully override the community reports strategy.</li> </ul>"}, {"location": "config/json_yaml/#cluster_graph", "title": "cluster_graph", "text": ""}, {"location": "config/json_yaml/#fields_12", "title": "Fields", "text": "<ul> <li><code>max_cluster_size</code> int - The maximum cluster size to emit.</li> <li><code>strategy</code> dict - Fully override the cluster_graph strategy.</li> </ul>"}, {"location": "config/json_yaml/#embed_graph", "title": "embed_graph", "text": ""}, {"location": "config/json_yaml/#fields_13", "title": "Fields", "text": "<ul> <li><code>enabled</code> bool - Whether to enable graph embeddings.</li> <li><code>num_walks</code> int - The node2vec number of walks.</li> <li><code>walk_length</code> int - The node2vec walk length.</li> <li><code>window_size</code> int - The node2vec window size.</li> <li><code>iterations</code> int - The node2vec number of iterations.</li> <li><code>random_seed</code> int - The node2vec random seed.</li> <li><code>strategy</code> dict - Fully override the embed graph strategy.</li> </ul>"}, {"location": "config/json_yaml/#umap", "title": "umap", "text": ""}, {"location": "config/json_yaml/#fields_14", "title": "Fields", "text": "<ul> <li><code>enabled</code> bool - Whether to enable UMAP layouts.</li> </ul>"}, {"location": "config/json_yaml/#snapshots", "title": "snapshots", "text": ""}, {"location": "config/json_yaml/#fields_15", "title": "Fields", "text": "<ul> <li><code>embeddings</code> bool - Emit embeddings snapshots to parquet.</li> <li><code>graphml</code> bool - Emit graph snapshots to GraphML.</li> <li><code>raw_entities</code> bool - Emit raw entity snapshots to JSON.</li> <li><code>top_level_nodes</code> bool - Emit top-level-node snapshots to JSON.</li> <li><code>transient</code> bool - Emit transient workflow tables snapshots to parquet.</li> </ul>"}, {"location": "config/json_yaml/#encoding_model", "title": "encoding_model", "text": "<p>str - The text encoding model to use. Default=<code>cl100k_base</code>.</p>"}, {"location": "config/json_yaml/#skip_workflows", "title": "skip_workflows", "text": "<p>list[str] - Which workflow names to skip.</p>"}, {"location": "config/overview/", "title": "Configuring GraphRAG Indexing", "text": "<p>The GraphRAG system is highly configurable. This page provides an overview of the configuration options available for the GraphRAG indexing engine.</p>"}, {"location": "config/overview/#default-configuration-mode", "title": "Default Configuration Mode", "text": "<p>The default configuration mode is the simplest way to get started with the GraphRAG system. It is designed to work out-of-the-box with minimal configuration. The primary configuration sections for the Indexing Engine pipelines are described below. The main ways to set up GraphRAG in Default Configuration mode are via:</p> <ul> <li>Init command (recommended)</li> <li>Purely using environment variables</li> <li>Using JSON or YAML for deeper control</li> </ul>"}, {"location": "config/overview/#custom-configuration-mode", "title": "Custom Configuration Mode", "text": "<p>Custom configuration mode is an advanced use-case. Most users will want to use the Default Configuration instead. The primary configuration sections for Indexing Engine pipelines are described below. Details about how to use custom configuration are available in the Custom Configuration Mode documentation.</p>"}, {"location": "config/template/", "title": "Configuration Template", "text": "<p>The following template can be used and stored as a <code>.env</code> in the the directory where you're are pointing the <code>--root</code> parameter on your Indexing Pipeline execution.</p> <p>For details about how to run the Indexing Pipeline, refer to the Index CLI documentation.</p>"}, {"location": "config/template/#env-file-template", "title": ".env File Template", "text": "<p>Required variables are uncommented. All the optional configuration can be turned on or off as needed.</p>"}, {"location": "config/template/#minimal-configuration", "title": "Minimal Configuration", "text": "<pre><code># Base LLM Settings\nGRAPHRAG_API_KEY=\"your_api_key\"\nGRAPHRAG_API_BASE=\"http://&lt;domain&gt;.openai.azure.com\" # For Azure OpenAI Users\nGRAPHRAG_API_VERSION=\"api_version\" # For Azure OpenAI Users\n\n# Text Generation Settings\nGRAPHRAG_LLM_TYPE=\"azure_openai_chat\" # or openai_chat\nGRAPHRAG_LLM_DEPLOYMENT_NAME=\"gpt-4-turbo-preview\"\nGRAPHRAG_LLM_MODEL_SUPPORTS_JSON=True\n\n# Text Embedding Settings\nGRAPHRAG_EMBEDDING_TYPE=\"azure_openai_embedding\" # or openai_embedding\nGRAPHRAG_LLM_DEPLOYMENT_NAME=\"text-embedding-3-small\"\n\n# Data Mapping Settings\nGRAPHRAG_INPUT_TYPE=\"text\"\n</code></pre>"}, {"location": "config/template/#full-configuration", "title": "Full Configuration", "text": "<pre><code># Required LLM Config\n\n# Input Data Configuration\nGRAPHRAG_INPUT_TYPE=\"file\"\n\n# Plaintext Input Data Configuration\n# GRAPHRAG_INPUT_FILE_PATTERN=.*\\.txt\n\n# Text Input Data Configuration\nGRAPHRAG_INPUT_FILE_TYPE=\"text\"\nGRAPHRAG_INPUT_FILE_PATTERN=\".*\\.txt$\"\nGRAPHRAG_INPUT_SOURCE_COLUMN=source\n# GRAPHRAG_INPUT_TIMESTAMP_COLUMN=None\n# GRAPHRAG_INPUT_TIMESTAMP_FORMAT=None\n# GRAPHRAG_INPUT_TEXT_COLUMN=\"text\"\n# GRAPHRAG_INPUT_ATTRIBUTE_COLUMNS=id\n# GRAPHRAG_INPUT_TITLE_COLUMN=\"title\"\n# GRAPHRAG_INPUT_TYPE=\"file\"\n# GRAPHRAG_INPUT_CONNECTION_STRING=None\n# GRAPHRAG_INPUT_CONTAINER_NAME=None\n# GRAPHRAG_INPUT_BASE_DIR=None\n\n# Base LLM Settings\nGRAPHRAG_API_KEY=\"your_api_key\"\nGRAPHRAG_API_BASE=\"http://&lt;domain&gt;.openai.azure.com\" # For Azure OpenAI Users\nGRAPHRAG_API_VERSION=\"api_version\" # For Azure OpenAI Users\n# GRAPHRAG_API_ORGANIZATION=None\n# GRAPHRAG_API_PROXY=None\n\n# Text Generation Settings\n# GRAPHRAG_LLM_TYPE=openai_chat\nGRAPHRAG_LLM_API_KEY=\"your_api_key\" # If GRAPHRAG_API_KEY is not set\nGRAPHRAG_LLM_API_BASE=\"http://&lt;domain&gt;.openai.azure.com\" # For Azure OpenAI Users and if GRAPHRAG_API_BASE is not set\nGRAPHRAG_LLM_API_VERSION=\"api_version\" # For Azure OpenAI Users and if GRAPHRAG_API_VERSION is not set\nGRAPHRAG_LLM_MODEL_SUPPORTS_JSON=True # Suggested by default\n# GRAPHRAG_LLM_API_ORGANIZATION=None\n# GRAPHRAG_LLM_API_PROXY=None\n# GRAPHRAG_LLM_DEPLOYMENT_NAME=None\n# GRAPHRAG_LLM_MODEL=gpt-4-turbo-preview\n# GRAPHRAG_LLM_MAX_TOKENS=4000\n# GRAPHRAG_LLM_REQUEST_TIMEOUT=180\n# GRAPHRAG_LLM_THREAD_COUNT=50\n# GRAPHRAG_LLM_THREAD_STAGGER=0.3\n# GRAPHRAG_LLM_CONCURRENT_REQUESTS=25\n# GRAPHRAG_LLM_TPM=0\n# GRAPHRAG_LLM_RPM=0\n# GRAPHRAG_LLM_MAX_RETRIES=10\n# GRAPHRAG_LLM_MAX_RETRY_WAIT=10\n# GRAPHRAG_LLM_SLEEP_ON_RATE_LIMIT_RECOMMENDATION=True\n\n# Text Embedding Settings\n# GRAPHRAG_EMBEDDING_TYPE=openai_embedding\nGRAPHRAG_EMBEDDING_API_KEY=\"your_api_key\" # If GRAPHRAG_API_KEY is not set\nGRAPHRAG_EMBEDDING_API_BASE=\"http://&lt;domain&gt;.openai.azure.com\"  # For Azure OpenAI Users and if GRAPHRAG_API_BASE is not set\nGRAPHRAG_EMBEDDING_API_VERSION=\"api_version\" # For Azure OpenAI Users and if GRAPHRAG_API_VERSION is not set\n# GRAPHRAG_EMBEDDING_API_ORGANIZATION=None\n# GRAPHRAG_EMBEDDING_API_PROXY=None\n# GRAPHRAG_EMBEDDING_DEPLOYMENT_NAME=None\n# GRAPHRAG_EMBEDDING_MODEL=text-embedding-3-small\n# GRAPHRAG_EMBEDDING_BATCH_SIZE=16\n# GRAPHRAG_EMBEDDING_BATCH_MAX_TOKENS=8191\n# GRAPHRAG_EMBEDDING_TARGET=required\n# GRAPHRAG_EMBEDDING_SKIP=None\n# GRAPHRAG_EMBEDDING_THREAD_COUNT=None\n# GRAPHRAG_EMBEDDING_THREAD_STAGGER=50\n# GRAPHRAG_EMBEDDING_CONCURRENT_REQUESTS=25\n# GRAPHRAG_EMBEDDING_TPM=0\n# GRAPHRAG_EMBEDDING_RPM=0\n# GRAPHRAG_EMBEDDING_MAX_RETRIES=10\n# GRAPHRAG_EMBEDDING_MAX_RETRY_WAIT=10\n# GRAPHRAG_EMBEDDING_SLEEP_ON_RATE_LIMIT_RECOMMENDATION=True\n\n# Data Mapping Settings\n# GRAPHRAG_INPUT_ENCODING=utf-8\n\n# Data Chunking\n# GRAPHRAG_CHUNK_SIZE=1200\n# GRAPHRAG_CHUNK_OVERLAP=100\n# GRAPHRAG_CHUNK_BY_COLUMNS=id\n\n# Prompting Overrides\n# GRAPHRAG_ENTITY_EXTRACTION_PROMPT_FILE=None\n# GRAPHRAG_ENTITY_EXTRACTION_MAX_GLEANINGS=1\n# GRAPHRAG_ENTITY_EXTRACTION_ENTITY_TYPES=organization,person,event,geo\n# GRAPHRAG_SUMMARIZE_DESCRIPTIONS_PROMPT_FILE=None\n# GRAPHRAG_SUMMARIZE_DESCRIPTIONS_MAX_LENGTH=500\n# GRAPHRAG_CLAIM_EXTRACTION_DESCRIPTION=\"Any claims or facts that could be relevant to threat analysis.\"\n# GRAPHRAG_CLAIM_EXTRACTION_PROMPT_FILE=None\n# GRAPHRAG_CLAIM_EXTRACTION_MAX_GLEANINGS=1\n# GRAPHRAG_COMMUNITY_REPORT_PROMPT_FILE=None\n# GRAPHRAG_COMMUNITY_REPORT_MAX_LENGTH=1500\n\n# Storage\n# GRAPHRAG_STORAGE_TYPE=file\n# GRAPHRAG_STORAGE_CONNECTION_STRING=None\n# GRAPHRAG_STORAGE_CONTAINER_NAME=None\n# GRAPHRAG_STORAGE_BASE_DIR=None\n\n# Cache\n# GRAPHRAG_CACHE_TYPE=file\n# GRAPHRAG_CACHE_CONNECTION_STRING=None\n# GRAPHRAG_CACHE_CONTAINER_NAME=None\n# GRAPHRAG_CACHE_BASE_DIR=None\n\n# Reporting\n# GRAPHRAG_REPORTING_TYPE=file\n# GRAPHRAG_REPORTING_CONNECTION_STRING=None\n# GRAPHRAG_REPORTING_CONTAINER_NAME=None\n# GRAPHRAG_REPORTING_BASE_DIR=None\n\n# Node2Vec Parameters\n# GRAPHRAG_NODE2VEC_ENABLED=False\n# GRAPHRAG_NODE2VEC_NUM_WALKS=10\n# GRAPHRAG_NODE2VEC_WALK_LENGTH=40\n# GRAPHRAG_NODE2VEC_WINDOW_SIZE=2\n# GRAPHRAG_NODE2VEC_ITERATIONS=3\n# GRAPHRAG_NODE2VEC_RANDOM_SEED=597832\n\n# Data Snapshotting\n# GRAPHRAG_SNAPSHOT_GRAPHML=False\n# GRAPHRAG_SNAPSHOT_RAW_ENTITIES=False\n# GRAPHRAG_SNAPSHOT_TOP_LEVEL_NODES=False\n\n# Miscellaneous Settings\n# GRAPHRAG_ASYNC_MODE=asyncio\n# GRAPHRAG_ENCODING_MODEL=cl100k_base\n# GRAPHRAG_MAX_CLUSTER_SIZE=10\n# GRAPHRAG_SKIP_WORKFLOWS=None\n# GRAPHRAG_UMAP_ENABLED=False\n</code></pre>"}, {"location": "data/operation_dulce/ABOUT/", "title": "About", "text": "<p>This document (Operation Dulce) is an AI-generated science fiction novella, included here for the purposes of integration testing.</p>"}, {"location": "index/architecture/", "title": "Indexing Architecture", "text": ""}, {"location": "index/architecture/#key-concepts", "title": "Key Concepts", "text": ""}, {"location": "index/architecture/#knowledge-model", "title": "Knowledge Model", "text": "<p>In order to support the GraphRAG system, the outputs of the indexing engine (in the Default Configuration Mode) are aligned to a knowledge model we call the GraphRAG Knowledge Model. This model is designed to be an abstraction over the underlying data storage technology, and to provide a common interface for the GraphRAG system to interact with. In normal use-cases the outputs of the GraphRAG Indexer would be loaded into a database system, and the GraphRAG's Query Engine would interact with the database using the knowledge model data-store types.</p>"}, {"location": "index/architecture/#datashaper-workflows", "title": "DataShaper Workflows", "text": "<p>GraphRAG's Indexing Pipeline is built on top of our open-source library, DataShaper. DataShaper is a data processing library that allows users to declaratively express data pipelines, schemas, and related assets using well-defined schemas. DataShaper has implementations in JavaScript and Python, and is designed to be extensible to other languages.</p> <p>One of the core resource types within DataShaper is a Workflow. Workflows are expressed as sequences of steps, which we call verbs. Each step has a verb name and a configuration object. In DataShaper, these verbs model relational concepts such as SELECT, DROP, JOIN, etc.. Each verb transforms an input data table, and that table is passed down the pipeline.</p> <pre><code>---\ntitle: Sample Workflow\n---\nflowchart LR\n    input[Input Table] --&gt; select[SELECT] --&gt; join[JOIN] --&gt; binarize[BINARIZE] --&gt; output[Output Table]</code></pre>"}, {"location": "index/architecture/#llm-based-workflow-steps", "title": "LLM-based Workflow Steps", "text": "<p>GraphRAG's Indexing Pipeline implements a handful of custom verbs on top of the standard, relational verbs that our DataShaper library provides. These verbs give us the ability to augment text documents with rich, structured data using the power of LLMs such as GPT-4. We utilize these verbs in our standard workflow to extract entities, relationships, claims, community structures, and community reports and summaries. This behavior is customizable and can be extended to support many kinds of AI-based data enrichment and extraction tasks.</p>"}, {"location": "index/architecture/#workflow-graphs", "title": "Workflow Graphs", "text": "<p>Because of the complexity of our data indexing tasks, we needed to be able to express our data pipeline as series of multiple, interdependent workflows. In the GraphRAG Indexing Pipeline, each workflow may define dependencies on other workflows, effectively forming a directed acyclic graph (DAG) of workflows, which is then used to schedule processing.</p> <pre><code>---\ntitle: Sample Workflow DAG\n---\nstateDiagram-v2\n    [*] --&gt; Prepare\n    Prepare --&gt; Chunk\n    Chunk --&gt; ExtractGraph\n    Chunk --&gt; EmbedDocuments\n    ExtractGraph --&gt; GenerateReports\n    ExtractGraph --&gt; EmbedEntities\n    ExtractGraph --&gt; EmbedGraph</code></pre>"}, {"location": "index/architecture/#dataframe-message-format", "title": "Dataframe Message Format", "text": "<p>The primary unit of communication between workflows, and between workflow steps is an instance of <code>pandas.DataFrame</code>. Although side-effects are possible, our goal is to be data-centric and table-centric in our approach to data processing. This allows us to easily reason about our data, and to leverage the power of dataframe-based ecosystems. Our underlying dataframe technology may change over time, but our primary goal is to support the DataShaper workflow schema while retaining single-machine ease of use and developer ergonomics.</p>"}, {"location": "index/architecture/#llm-caching", "title": "LLM Caching", "text": "<p>The GraphRAG library was designed with LLM interactions in mind, and a common setback when working with LLM APIs is various errors due to network latency, throttling, etc.. Because of these potential error cases, we've added a cache layer around LLM interactions. When completion requests are made using the same input set (prompt and tuning parameters), we return a cached result if one exists. This allows our indexer to be more resilient to network issues, to act idempotently, and to provide a more efficient end-user experience.</p>"}, {"location": "index/default_dataflow/", "title": "Indexing Dataflow", "text": ""}, {"location": "index/default_dataflow/#the-graphrag-knowledge-model", "title": "The GraphRAG Knowledge Model", "text": "<p>The knowledge model is a specification for data outputs that conform to our data-model definition. You can find these definitions in the python/graphrag/graphrag/model folder within the GraphRAG repository. The following entity types are provided. The fields here represent the fields that are text-embedded by default.</p> <ul> <li><code>Document</code> - An input document into the system. These either represent individual rows in a CSV or individual .txt file.</li> <li><code>TextUnit</code> - A chunk of text to analyze. The size of these chunks, their overlap, and whether they adhere to any data boundaries may be configured below. A common use case is to set <code>CHUNK_BY_COLUMNS</code> to <code>id</code> so that there is a 1-to-many relationship between documents and TextUnits instead of a many-to-many.</li> <li><code>Entity</code> - An entity extracted from a TextUnit. These represent people, places, events, or some other entity-model that you provide.</li> <li><code>Relationship</code> - A relationship between two entities. These are generated from the covariates.</li> <li><code>Covariate</code> - Extracted claim information, which contains statements about entities which may be time-bound.</li> <li><code>Community</code> - Once the graph of entities and relationships is built, we perform hierarchical community detection on them to create a clustering structure.</li> <li><code>Community Report</code> - The contents of each community are summarized into a generated report, useful for human reading and downstream search.</li> <li><code>Node</code> - This table contains layout information for rendered graph-views of the Entities and Documents which have been embedded and clustered.</li> </ul>"}, {"location": "index/default_dataflow/#the-default-configuration-workflow", "title": "The Default Configuration Workflow", "text": "<p>Let's take a look at how the default-configuration workflow transforms text documents into the GraphRAG Knowledge Model. This page gives a general overview of the major steps in this process. To fully configure this workflow, check out the configuration documentation.</p> <pre><code>---\ntitle: Dataflow Overview\n---\nflowchart TB\n    subgraph phase1[Phase 1: Compose TextUnits]\n    documents[Documents] --&gt; chunk[Chunk]\n    chunk --&gt; embed[Embed] --&gt; textUnits[Text Units]\n    end\n    subgraph phase2[Phase 2: Graph Extraction]\n    textUnits --&gt; graph_extract[Entity &amp; Relationship Extraction]\n    graph_extract --&gt; graph_summarize[Entity &amp; Relationship Summarization]\n    graph_summarize --&gt; claim_extraction[Claim Extraction]\n    claim_extraction --&gt; graph_outputs[Graph Tables]\n    end\n    subgraph phase3[Phase 3: Graph Augmentation]\n    graph_outputs --&gt; community_detect[Community Detection]\n    community_detect --&gt; graph_embed[Graph Embedding]\n    graph_embed --&gt; augmented_graph[Augmented Graph Tables]\n    end\n    subgraph phase4[Phase 4: Community Summarization]\n    augmented_graph --&gt; summarized_communities[Community Summarization]\n    summarized_communities --&gt; embed_communities[Community Embedding]\n    embed_communities --&gt; community_outputs[Community Tables]\n    end\n    subgraph phase5[Phase 5: Document Processing]\n    documents --&gt; link_to_text_units[Link to TextUnits]\n    textUnits --&gt; link_to_text_units\n    link_to_text_units --&gt; embed_documents[Document Embedding]\n    embed_documents --&gt; document_graph[Document Graph Creation]\n    document_graph --&gt; document_outputs[Document Tables]\n    end\n    subgraph phase6[Phase 6: Network Visualization]\n    document_outputs --&gt; umap_docs[Umap Documents]\n    augmented_graph --&gt; umap_entities[Umap Entities]\n    umap_docs --&gt; combine_nodes[Nodes Table]\n    umap_entities --&gt; combine_nodes\n    end</code></pre>"}, {"location": "index/default_dataflow/#phase-1-compose-textunits", "title": "Phase 1: Compose TextUnits", "text": "<p>The first phase of the default-configuration workflow is to transform input documents into TextUnits. A TextUnit is a chunk of text that is used for our graph extraction techniques. They are also used as source-references by extracted knowledge items in order to empower breadcrumbs and provenance by concepts back to their original source tex.</p> <p>The chunk size (counted in tokens), is user-configurable. By default this is set to 300 tokens, although we've had positive experience with 1200-token chunks using a single \"glean\" step. (A \"glean\" step is a follow-on extraction). Larger chunks result in lower-fidelity output and less meaningful reference texts; however, using larger chunks can result in much faster processing time.</p> <p>The group-by configuration is also user-configurable. By default, we align our chunks to document boundaries, meaning that there is a strict 1-to-many relationship between Documents and TextUnits. In rare cases, this can be turned into a many-to-many relationship. This is useful when the documents are very short and we need several of them to compose a meaningful analysis unit (e.g. Tweets or a chat log)</p> <p>Each of these text-units are text-embedded and passed into the next phase of the pipeline.</p> <pre><code>---\ntitle: Documents into Text Chunks\n---\nflowchart LR\n    doc1[Document 1] --&gt; tu1[TextUnit 1]\n    doc1 --&gt; tu2[TextUnit 2]\n    doc2[Document 2] --&gt; tu3[TextUnit 3]\n    doc2 --&gt; tu4[TextUnit 4]\n</code></pre>"}, {"location": "index/default_dataflow/#phase-2-graph-extraction", "title": "Phase 2: Graph Extraction", "text": "<p>In this phase, we analyze each text unit and extract our graph primitives: Entities, Relationships, and Claims. Entities and Relationships are extracted at once in our entity_extract verb, and claims are extracted in our claim_extract verb. Results are then combined and passed into following phases of the pipeline.</p> <pre><code>---\ntitle: Graph Extraction\n---\nflowchart LR\n    tu[TextUnit] --&gt; ge[Graph Extraction] --&gt; gs[Graph Summarization]\n    tu --&gt; ce[Claim Extraction]</code></pre>"}, {"location": "index/default_dataflow/#entity-relationship-extraction", "title": "Entity &amp; Relationship Extraction", "text": "<p>In this first step of graph extraction, we process each text-unit in order to extract entities and relationships out of the raw text using the LLM. The output of this step is a subgraph-per-TextUnit containing a list of entities with a name, type, and description, and a list of relationships with a source, target, and description.</p> <p>These subgraphs are merged together - any entities with the same name and type are merged by creating an array of their descriptions. Similarly, any relationships with the same source and target are merged by creating an array of their descriptions.</p>"}, {"location": "index/default_dataflow/#entity-relationship-summarization", "title": "Entity &amp; Relationship Summarization", "text": "<p>Now that we have a graph of entities and relationships, each with a list of descriptions, we can summarize these lists into a single description per entity and relationship. This is done by asking the LLM for a short summary that captures all of the distinct information from each description. This allows all of our entities and relationships to have a single concise description.</p>"}, {"location": "index/default_dataflow/#claim-extraction-emission", "title": "Claim Extraction &amp; Emission", "text": "<p>Finally, as an independent workflow, we extract claims from the source TextUnits. These claims represent positive factual statements with an evaluated status and time-bounds. These are emitted as a primary artifact called Covariates.</p> <p>Note: claim extraction is optional and turned off by default. This is because claim extraction generally needs prompt tuning to be useful.</p>"}, {"location": "index/default_dataflow/#phase-3-graph-augmentation", "title": "Phase 3: Graph Augmentation", "text": "<p>Now that we have a usable graph of entities and relationships, we want to understand their community structure and augment the graph with additional information. This is done in two steps: Community Detection and Graph Embedding. These give us explicit (communities) and implicit (embeddings) ways of understanding the topological structure of our graph.</p> <pre><code>---\ntitle: Graph Augmentation\n---\nflowchart LR\n    cd[Leiden Hierarchical Community Detection] --&gt; ge[Node2Vec Graph Embedding] --&gt; ag[Graph Table Emission]</code></pre>"}, {"location": "index/default_dataflow/#community-detection", "title": "Community Detection", "text": "<p>In this step, we generate a hierarchy of entity communities using the Hierarchical Leiden Algorithm. This method will apply a recursive community-clustering to our graph until we reach a community-size threshold. This will allow us to understand the community structure of our graph and provide a way to navigate and summarize the graph at different levels of granularity.</p>"}, {"location": "index/default_dataflow/#graph-embedding", "title": "Graph Embedding", "text": "<p>In this step, we generate a vector representation of our graph using the Node2Vec algorithm. This will allow us to understand the implicit structure of our graph and provide an additional vector-space in which to search for related concepts during our query phase.</p>"}, {"location": "index/default_dataflow/#graph-tables-emission", "title": "Graph Tables Emission", "text": "<p>Once our graph augmentation steps are complete, the final Entities and Relationships tables are emitted after their text fields are text-embedded.</p>"}, {"location": "index/default_dataflow/#phase-4-community-summarization", "title": "Phase 4: Community Summarization", "text": "<pre><code>---\ntitle: Community Summarization\n---\nflowchart LR\n    sc[Generate Community Reports] --&gt; ss[Summarize Community Reports] --&gt; ce[Community Embedding] --&gt; co[Community Tables Emission]</code></pre> <p>At this point, we have a functional graph of entities and relationships, a hierarchy of communities for the entities, as well as node2vec embeddings.</p> <p>Now we want to build on the communities data and generate reports for each community. This gives us a high-level understanding of the graph at several points of graph granularity. For example, if community A is the top-level community, we'll get a report about the entire graph. If the community is lower-level, we'll get a report about a local cluster.</p>"}, {"location": "index/default_dataflow/#generate-community-reports", "title": "Generate Community Reports", "text": "<p>In this step, we generate a summary of each community using the LLM. This will allow us to understand the distinct information contained within each community and provide a scoped understanding of the graph, from either a high-level or a low-level perspective. These reports contain an executive overview and reference the key entities, relationships, and claims within the community sub-structure.</p>"}, {"location": "index/default_dataflow/#summarize-community-reports", "title": "Summarize Community Reports", "text": "<p>In this step, each community report is then summarized via the LLM for shorthand use.</p>"}, {"location": "index/default_dataflow/#community-embedding", "title": "Community Embedding", "text": "<p>In this step, we generate a vector representation of our communities by generating text embeddings of the community report, the community report summary, and the title of the community report.</p>"}, {"location": "index/default_dataflow/#community-tables-emission", "title": "Community Tables Emission", "text": "<p>At this point, some bookkeeping work is performed and we emit the Communities and CommunityReports tables.</p>"}, {"location": "index/default_dataflow/#phase-5-document-processing", "title": "Phase 5: Document Processing", "text": "<p>In this phase of the workflow, we create the Documents table for the knowledge model.</p> <pre><code>---\ntitle: Document Processing\n---\nflowchart LR\n    aug[Augment] --&gt; dp[Link to TextUnits] --&gt; de[Avg. Embedding] --&gt; dg[Document Table Emission]</code></pre>"}, {"location": "index/default_dataflow/#augment-with-columns-csv-only", "title": "Augment with Columns (CSV Only)", "text": "<p>If the workflow is operating on CSV data, you may configure your workflow to add additional fields to Documents output. These fields should exist on the incoming CSV tables. Details about configuring this can be found in the configuration documentation.</p>"}, {"location": "index/default_dataflow/#link-to-textunits", "title": "Link to TextUnits", "text": "<p>In this step, we link each document to the text-units that were created in the first phase. This allows us to understand which documents are related to which text-units and vice-versa.</p>"}, {"location": "index/default_dataflow/#document-embedding", "title": "Document Embedding", "text": "<p>In this step, we generate a vector representation of our documents using an average embedding of document slices. We re-chunk documents without overlapping chunks, and then generate an embedding for each chunk. We create an average of these chunks weighted by token-count and use this as the document embedding. This will allow us to understand the implicit relationship between documents, and will help us generate a network representation of our documents.</p>"}, {"location": "index/default_dataflow/#documents-table-emission", "title": "Documents Table Emission", "text": "<p>At this point, we can emit the Documents table into the knowledge Model.</p>"}, {"location": "index/default_dataflow/#phase-6-network-visualization", "title": "Phase 6: Network Visualization", "text": "<p>In this phase of the workflow, we perform some steps to support network visualization of our high-dimensional vector spaces within our existing graphs. At this point there are two logical graphs at play: the Entity-Relationship graph and the Document graph.</p> <pre><code>---\ntitle: Network Visualization Workflows\n---\nflowchart LR\n    nv[Umap Documents] --&gt; ne[Umap Entities] --&gt; ng[Nodes Table Emission]</code></pre> <p>For each of the logical graphs, we perform a UMAP dimensionality reduction to generate a 2D representation of the graph. This will allow us to visualize the graph in a 2D space and understand the relationships between the nodes in the graph. The UMAP embeddings are then emitted as a table of Nodes. The rows of this table include a discriminator indicating whether the node is a document or an entity, and the UMAP coordinates.</p>"}, {"location": "index/outputs/", "title": "Outputs", "text": "<p>The default pipeline produces a series of output tables that align with the conceptual knowledge model. This page describes the detailed output table schemas. By default we write these tables out as parquet files on disk.</p>"}, {"location": "index/outputs/#shared-fields", "title": "Shared fields", "text": "<p>All tables have two identifier fields: - id: str - Generated UUID, assuring global uniqueness - human_readable_id: int - This is an incremented short ID created per-run. For example, we use this short ID with generated summaries that print citations so they are easy to cross-reference visually.</p>"}, {"location": "index/outputs/#create_final_communities", "title": "create_final_communities", "text": "<p>This is a list of the final communities generated by Leiden. Communities are strictly hierarchical, subdividing into children as the cluster affinity is narrowed. - community: int - Leiden-generated cluster ID for the community. Note that these increment with depth, so they are unique through all levels of the community hierarchy. For this table, human_readable_id is a copy of the community ID rather than a plain increment. - level: int - Depth of the community in the hierarchy. - title: str - Friendly name of the community. - entity_ids - List of entities that are members of the community. - relationship_ids - List of relationships that are wholly within the community (source and target are both in the community). - text_unit_ids - List of text units represented within the community. - period - Date of ingest, used for incremental update merges. - size  - Size of the community (entity count), used for incremental update merges.</p>"}, {"location": "index/outputs/#create_final_community_reports", "title": "create_final_community_reports", "text": "<p>This is the list of summarized reports for each community. - community: int - Short ID of the community this report applies to. - level: int - Level of the community this report applies to. - title: str - LM-generated title for the report. - summary: str - LM-generated summary of the report. - full_content: str - LM-generated full report. - rank: float - LM-derived relevance ranking of the report based on member entity salience - rank_explanation - LM-derived explanation of the rank. - findings: dict - LM-derived list of the top 5-10 insights from the community. Contains <code>summary</code> and <code>explanation</code> values. - full_content_json - Full JSON output as returned by the LM. Most fields are extracted into columns, but this JSON is sent for query summarization so we leave it to allow for prompt tuning to add fields/content by end users. - period - Date of ingest, used for incremental update merges. - size  - Size of the community (entity count), used for incremental update merges.</p>"}, {"location": "index/outputs/#create_final_covariates", "title": "create_final_covariates", "text": "<p>(Optional) If claim extraction is turned on, this is a list of the extracted covariates. Note that claims are typically oriented around identifying malicious behavior such as fraud, so they are not useful for all datasets. - covariate_type: str - This is always \"claim\" with our default covariates. - type: str - Nature of the claim type. - description: str - LM-generated description of the behavior. - subject_id: str - Name of the source entity (that is performing the claimed behavior). - object_id: str - Name of the target entity (that the claimed behavior is performed on). - status: str [TRUE, FALSE, SUSPECTED] - LM-derived assessment of the correctness of the claim. - start_date: str (ISO8601) - LM-derived start of the claimed activity. - end_date: str (ISO8601) - LM-derived end of the claimed activity. - source_text: str - Short string of text containing the claimed behavior. - text_unit_id: str - ID of the text unit the claim text was extracted from.</p>"}, {"location": "index/outputs/#create_final_documents", "title": "create_final_documents", "text": "<p>List of document content after import. - title: str - Filename, unless otherwise configured during CSV import. - text: str - Full text of the document. - text_unit_ids: str[] - List of text units (chunks) that were parsed from the document. - attributes: dict (optional) - If specified during CSV import, this is a dict of attributes for the document.</p>"}, {"location": "index/outputs/#create_final_entities", "title": "create_final_entities", "text": "<p>List of all entities found in the data by the LM. - title: str - Name of the entity. - type: str - Type of the entity. By default this will be \"organization\", \"person\", \"geo\", or \"event\" unless configured differently or auto-tuning is used. - description: str - Textual description of the entity. Entities may be found in many text units, so this is an LM-derived summary of all descriptions. - text_unit_ids: str[] - List of the text units containing the entity.</p>"}, {"location": "index/outputs/#create_final_nodes", "title": "create_final_nodes", "text": "<p>This is graph-related information for the entities. It contains only information relevant to the graph such as community. There is an entry for each entity at every community level it is found within, so you may see \"duplicate\" entities.</p> <p>Note that the ID fields match those in create_final_entities and can be used for joining if additional information about a node is required. - title: str - Name of the referenced entity. Duplicated from create_final_entities for convenient cross-referencing. - community: int - Leiden community the node is found within. Entities are not always assigned a community (they may not be close enough to any), so they may have a ID of -1. - level: int - Level of the community the entity is in. - degree: int - Node degree (connectedness) in the graph. - x: float - X position of the node for visual layouts. If graph embeddings and UMAP are not turned on, this will be 0. - y: float - Y position of the node for visual layouts. If graph embeddings and UMAP are not turned on, this will be 0.</p>"}, {"location": "index/outputs/#create_final_relationships", "title": "create_final_relationships", "text": "<p>List of all entity-to-entity relationships found in the data by the LM. This is also the edge list for the graph. - source: str - Name of the source entity. - target: str - Name of the target entity. - description: str - LM-derived description of the relationship. Also see note for entity descriptions. - weight: float - Weight of the edge in the graph. This is summed from an LM-derived \"strength\" measure for each relationship instance. - combined_degree: int - Sum of source and target node degrees. - text_unit_ids: str[] - List of text units the relationship was found within.</p>"}, {"location": "index/outputs/#create_final_text_units", "title": "create_final_text_units", "text": "<p>List of all text chunks parsed from the input documents. - text: str - Raw full text of the chunk. - n_tokens: int - Number of tokens in the chunk. This should normally match the <code>chunk_size</code> config parameter, except for the last chunk which is often shorter. - document_ids: str[] - List of document IDs the chunk came from. This is normally only 1 due to our default groupby, but for very short text documents (e.g., microblogs) it can be configured so text units span multiple documents. - entity_ids: str[] - List of entities found in the text unit. - relationships_ids: str[] - List of relationships found in the text unit. - covariate_ids: str[] - Optional list of covariates found in the text unit.</p>"}, {"location": "index/overview/", "title": "GraphRAG Indexing \ud83e\udd16", "text": "<p>The GraphRAG indexing package is a data pipeline and transformation suite that is designed to extract meaningful, structured data from unstructured text using LLMs.</p> <p>Indexing Pipelines are configurable. They are composed of workflows, standard and custom steps, prompt templates, and input/output adapters. Our standard pipeline is designed to:</p> <ul> <li>extract entities, relationships and claims from raw text</li> <li>perform community detection in entities</li> <li>generate community summaries and reports at multiple levels of granularity</li> <li>embed entities into a graph vector space</li> <li>embed text chunks into a textual vector space</li> </ul> <p>The outputs of the pipeline can be stored in a variety of formats, including JSON and Parquet - or they can be handled manually via the Python API.</p>"}, {"location": "index/overview/#getting-started", "title": "Getting Started", "text": ""}, {"location": "index/overview/#requirements", "title": "Requirements", "text": "<p>See the requirements section in Get Started for details on setting up a development environment.</p> <p>The Indexing Engine can be used in either a default configuration mode or with a custom pipeline. To configure GraphRAG, see the configuration documentation. After you have a config file you can run the pipeline using the CLI or the Python API.</p>"}, {"location": "index/overview/#usage", "title": "Usage", "text": ""}, {"location": "index/overview/#cli", "title": "CLI", "text": "<pre><code># Via Poetry\npoetry run poe cli --root &lt;data_root&gt; # default config mode\npoetry run poe cli --config your_pipeline.yml # custom config mode\n\n# Via Node\nyarn run:index --root &lt;data_root&gt; # default config mode\nyarn run:index --config your_pipeline.yml # custom config mode\n</code></pre>"}, {"location": "index/overview/#python-api", "title": "Python API", "text": "<pre><code>from graphrag.index import run_pipeline\nfrom graphrag.index.config import PipelineWorkflowReference\n\nworkflows: list[PipelineWorkflowReference] = [\n    PipelineWorkflowReference(\n        steps=[\n            {\n                # built-in verb\n                \"verb\": \"derive\",  # https://github.com/microsoft/datashaper/blob/main/python/datashaper/datashaper/verbs/derive.py\n                \"args\": {\n                    \"column1\": \"col1\",  # from above\n                    \"column2\": \"col2\",  # from above\n                    \"to\": \"col_multiplied\",  # new column name\n                    \"operator\": \"*\",  # multiply the two columns\n                },\n                # Since we're trying to act on the default input, we don't need explicitly to specify an input\n            }\n        ]\n    ),\n]\n\ndataset = pd.DataFrame([{\"col1\": 2, \"col2\": 4}, {\"col1\": 5, \"col2\": 10}])\noutputs = []\nasync for output in await run_pipeline(dataset=dataset, workflows=workflows):\n    outputs.append(output)\npipeline_result = outputs[-1]\nprint(pipeline_result)\n</code></pre>"}, {"location": "index/overview/#further-reading", "title": "Further Reading", "text": "<ul> <li>To start developing within the GraphRAG project, see getting started</li> <li>To understand the underlying concepts and execution model of the indexing library, see the architecture documentation</li> <li>To get running with a series of examples, see the examples documentation</li> <li>To read more about configuring the indexing engine, see the configuration documentation</li> </ul>"}, {"location": "prompt_tuning/auto_prompt_tuning/", "title": "Auto Prompt Tuning \u2699\ufe0f", "text": "<p>GraphRAG provides the ability to create domain adapted prompts for the generation of the knowledge graph. This step is optional, though it is highly encouraged to run it as it will yield better results when executing an Index Run.</p> <p>These are generated by loading the inputs, splitting them into chunks (text units) and then running a series of LLM invocations and template substitutions to generate the final prompts. We suggest using the default values provided by the script, but in this page you'll find the detail of each in case you want to further explore and tweak the prompt tuning algorithm.</p> <p> </p> <p> Figure 1: Auto Tuning Conceptual Diagram. </p>"}, {"location": "prompt_tuning/auto_prompt_tuning/#prerequisites", "title": "Prerequisites", "text": "<p>Before running auto tuning, ensure you have already initialized your workspace with the <code>graphrag init</code> command. This will create the necessary configuration files and the default prompts. Refer to the Init Documentation for more information about the initialization process.</p>"}, {"location": "prompt_tuning/auto_prompt_tuning/#usage", "title": "Usage", "text": "<p>You can run the main script from the command line with various options:</p> <pre><code>graphrag prompt-tune [--root ROOT] [--domain DOMAIN]  [--method METHOD] [--limit LIMIT] [--language LANGUAGE] \\\n[--max-tokens MAX_TOKENS] [--chunk-size CHUNK_SIZE] [--n-subset-max N_SUBSET_MAX] [--k K] \\\n[--min-examples-required MIN_EXAMPLES_REQUIRED] [--no-entity-types] [--output OUTPUT]\n</code></pre>"}, {"location": "prompt_tuning/auto_prompt_tuning/#command-line-options", "title": "Command-Line Options", "text": "<ul> <li> <p><code>--config</code> (required): The path to the configuration file. This is required to load the data and model settings.</p> </li> <li> <p><code>--root</code> (optional): The data project root directory, including the config files (YML, JSON, or .env). Defaults to the current directory.</p> </li> <li> <p><code>--domain</code> (optional): The domain related to your input data, such as 'space science', 'microbiology', or 'environmental news'. If left empty, the domain will be inferred from the input data.</p> </li> <li> <p><code>--method</code> (optional): The method to select documents. Options are all, random, auto or top. Default is random.</p> </li> <li> <p><code>--limit</code> (optional): The limit of text units to load when using random or top selection. Default is 15.</p> </li> <li> <p><code>--language</code> (optional): The language to use for input processing. If it is different from the inputs' language, the LLM will translate. Default is \"\" meaning it will be automatically detected from the inputs.</p> </li> <li> <p><code>--max-tokens</code> (optional): Maximum token count for prompt generation. Default is 2000.</p> </li> <li> <p><code>--chunk-size</code> (optional): The size in tokens to use for generating text units from input documents. Default is 200.</p> </li> <li> <p><code>--n-subset-max</code> (optional): The number of text chunks to embed when using auto selection method. Default is 300.</p> </li> <li> <p><code>--k</code> (optional): The number of documents to select when using auto selection method. Default is 15.</p> </li> <li> <p><code>--min-examples-required</code> (optional): The minimum number of examples required for entity extraction prompts. Default is 2.</p> </li> <li> <p><code>--no-entity-types</code> (optional): Use untyped entity extraction generation. We recommend using this when your data covers a lot of topics or it is highly randomized.</p> </li> <li> <p><code>--output</code> (optional): The folder to save the generated prompts. Default is \"prompts\".</p> </li> </ul>"}, {"location": "prompt_tuning/auto_prompt_tuning/#example-usage", "title": "Example Usage", "text": "<pre><code>python -m graphrag prompt-tune --root /path/to/project --config /path/to/settings.yaml --domain \"environmental news\" \\\n--method random --limit 10 --language English --max-tokens 2048 --chunk-size 256 --min-examples-required 3 \\\n--no-entity-types --output /path/to/output\n</code></pre> <p>or, with minimal configuration (suggested):</p> <pre><code>python -m graphrag prompt-tune --root /path/to/project --config /path/to/settings.yaml --no-entity-types\n</code></pre>"}, {"location": "prompt_tuning/auto_prompt_tuning/#document-selection-methods", "title": "Document Selection Methods", "text": "<p>The auto tuning feature ingests the input data and then divides it into text units the size of the chunk size parameter. After that, it uses one of the following selection methods to pick a sample to work with for prompt generation:</p> <ul> <li><code>random</code>: Select text units randomly. This is the default and recommended option.</li> <li><code>top</code>: Select the head n text units.</li> <li><code>all</code>: Use all text units for the generation. Use only with small datasets; this option is not usually recommended.</li> <li><code>auto</code>: Embed text units in a lower-dimensional space and select the k nearest neighbors to the centroid. This is useful when you have a large dataset and want to select a representative sample.</li> </ul>"}, {"location": "prompt_tuning/auto_prompt_tuning/#modify-env-vars", "title": "Modify Env Vars", "text": "<p>After running auto tuning, you should modify the following environment variables (or config variables) to pick up the new prompts on your index run. Note: Please make sure to update the correct path to the generated prompts, in this example we are using the default \"prompts\" path.</p> <ul> <li> <p><code>GRAPHRAG_ENTITY_EXTRACTION_PROMPT_FILE</code> = \"prompts/entity_extraction.txt\"</p> </li> <li> <p><code>GRAPHRAG_COMMUNITY_REPORT_PROMPT_FILE</code> = \"prompts/community_report.txt\"</p> </li> <li> <p><code>GRAPHRAG_SUMMARIZE_DESCRIPTIONS_PROMPT_FILE</code> = \"prompts/summarize_descriptions.txt\"</p> </li> </ul> <p>or in your yaml config file:</p> <pre><code>entity_extraction:\n  prompt: \"prompts/entity_extraction.txt\"\n\nsummarize_descriptions:\n  prompt: \"prompts/summarize_descriptions.txt\"\n\ncommunity_reports:\n  prompt: \"prompts/community_report.txt\"\n</code></pre>"}, {"location": "prompt_tuning/manual_prompt_tuning/", "title": "Manual Prompt Tuning \u2699\ufe0f", "text": "<p>The GraphRAG indexer, by default, will run with a handful of prompts that are designed to work well in the broad context of knowledge discovery. However, it is quite common to want to tune the prompts to better suit your specific use case. We provide a means for you to do this by allowing you to specify a custom prompt file, which will each use a series of token-replacements internally.</p> <p>Each of these prompts may be overridden by writing a custom prompt file in plaintext. We use token-replacements in the form of <code>{token_name}</code>, and the descriptions for the available tokens can be found below.</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#entityrelationship-extraction", "title": "Entity/Relationship Extraction", "text": "<p>Prompt Source</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#tokens-values-provided-by-extractor", "title": "Tokens (values provided by extractor)", "text": "<ul> <li>{input_text} - The input text to be processed.</li> <li>{entity_types} - A list of entity types</li> <li>{tuple_delimiter} - A delimiter for separating values within a tuple. A single tuple is used to represent an individual entity or relationship.</li> <li>{record_delimiter} - A delimiter for separating tuple instances.</li> <li>{completion_delimiter} - An indicator for when generation is complete.</li> </ul>"}, {"location": "prompt_tuning/manual_prompt_tuning/#summarize-entityrelationship-descriptions", "title": "Summarize Entity/Relationship Descriptions", "text": "<p>Prompt Source</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#tokens-values-provided-by-extractor_1", "title": "Tokens (values provided by extractor)", "text": "<ul> <li>{entity_name} - The name of the entity or the source/target pair of the relationship.</li> <li>{description_list} - A list of descriptions for the entity or relationship.</li> </ul>"}, {"location": "prompt_tuning/manual_prompt_tuning/#claim-extraction", "title": "Claim Extraction", "text": "<p>Prompt Source</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#tokens-values-provided-by-extractor_2", "title": "Tokens (values provided by extractor)", "text": "<ul> <li>{input_text} - The input text to be processed.</li> <li>{tuple_delimiter} - A delimiter for separating values within a tuple. A single tuple is used to represent an individual entity or relationship.</li> <li>{record_delimiter} - A delimiter for separating tuple instances.</li> <li>{completion_delimiter} - An indicator for when generation is complete.</li> </ul> <p>Note: there is additional parameter for the <code>Claim Description</code> that is used in claim extraction. The default value is</p> <p><code>\"Any claims or facts that could be relevant to information discovery.\"</code></p> <p>See the configuration documentation for details on how to change this.</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#generate-community-reports", "title": "Generate Community Reports", "text": "<p>Prompt Source</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#tokens-values-provided-by-extractor_3", "title": "Tokens (values provided by extractor)", "text": "<ul> <li>{input_text} - The input text to generate the report with. This will contain tables of entities and relationships.</li> </ul>"}, {"location": "prompt_tuning/overview/", "title": "Prompt Tuning \u2699\ufe0f", "text": "<p>This page provides an overview of the prompt tuning options available for the GraphRAG indexing engine.</p>"}, {"location": "prompt_tuning/overview/#default-prompts", "title": "Default Prompts", "text": "<p>The default prompts are the simplest way to get started with the GraphRAG system. It is designed to work out-of-the-box with minimal configuration. You can find more detail about these prompts in the following links:</p> <ul> <li>Entity/Relationship Extraction</li> <li>Entity/Relationship Description Summarization</li> <li>Claim Extraction</li> <li>Community Reports</li> </ul>"}, {"location": "prompt_tuning/overview/#auto-tuning", "title": "Auto Tuning", "text": "<p>Auto Tuning leverages your input data and LLM interactions to create domain adapted prompts for the generation of the knowledge graph. It is highly encouraged to run it as it will yield better results when executing an Index Run. For more details about how to use it, please refer to the Auto Tuning documentation.</p>"}, {"location": "prompt_tuning/overview/#manual-tuning", "title": "Manual Tuning", "text": "<p>Manual tuning is an advanced use-case. Most users will want to use the Auto Tuning feature instead. Details about how to use manual configuration are available in the Manual Tuning documentation.</p>"}, {"location": "query/drift_search/", "title": "DRIFT Search \ud83d\udd0e", "text": ""}, {"location": "query/drift_search/#combining-local-and-global-search", "title": "Combining Local and Global Search", "text": "<p>GraphRAG is a technique that uses large language models (LLMs) to create knowledge graphs and summaries from unstructured text documents and leverages them to improve retrieval-augmented generation (RAG) operations on private datasets. It offers comprehensive global overviews of large, private troves of unstructured text documents while also enabling exploration of detailed, localized information. By using LLMs to create comprehensive knowledge graphs that connect and describe entities and relationships contained in those documents, GraphRAG leverages semantic structuring of the data to generate responses to a wide variety of complex user queries.</p> <p>DRIFT search (Dynamic Reasoning and Inference with Flexible Traversal) builds upon Microsoft\u2019s GraphRAG technique, combining characteristics of both global and local search to generate detailed responses in a method that balances computational costs with quality outcomes using our drift search method.</p>"}, {"location": "query/drift_search/#methodology", "title": "Methodology", "text": "<p> Figure 1. An entire DRIFT search hierarchy highlighting the three core phases of the DRIFT search process. A (Primer): DRIFT compares the user\u2019s query with the top K most semantically relevant community reports, generating a broad initial answer and follow-up questions to steer further exploration. B (Follow-Up): DRIFT uses local search to refine queries, producing additional intermediate answers and follow-up questions that enhance specificity, guiding the engine towards context-rich information. A glyph on each node in the diagram shows the confidence the algorithm has to continue the query expansion step.  C (Output Hierarchy): The final output is a hierarchical structure of questions and answers ranked by relevance, reflecting a balanced mix of global insights and local refinements, making the results adaptable and comprehensive.</p> <p>DRIFT Search introduces a new approach to local search queries by including community information in the search process. This greatly expands the breadth of the query\u2019s starting point and leads to retrieval and usage of a far higher variety of facts in the final answer. This addition expands the GraphRAG query engine by providing a more comprehensive option for local search, which uses community insights to refine a query into detailed follow-up questions.</p>"}, {"location": "query/drift_search/#configuration", "title": "Configuration", "text": "<p>Below are the key parameters of the DRIFTSearch class:</p> <ul> <li><code>llm</code>: OpenAI model object to be used for response generation</li> <li><code>context_builder</code>: context builder object to be used for preparing context data from community reports and query information</li> <li><code>config</code>: model to define the DRIFT Search hyperparameters. DRIFT Config model</li> <li><code>token_encoder</code>: token encoder for tracking the budget for the algorithm.</li> <li><code>query_state</code>: a state object as defined in Query State that allows to track execution of a DRIFT Search instance, alongside follow ups and DRIFT actions.</li> </ul>"}, {"location": "query/drift_search/#how-to-use", "title": "How to Use", "text": "<p>An example of a global search scenario can be found in the following notebook.</p>"}, {"location": "query/drift_search/#learn-more", "title": "Learn More", "text": "<p>For a more in-depth look at the DRIFT search method, please refer to our DRIFT Search blog post</p>"}, {"location": "query/global_search/", "title": "Global Search \ud83d\udd0e", "text": ""}, {"location": "query/global_search/#whole-dataset-reasoning", "title": "Whole Dataset Reasoning", "text": "<p>Baseline RAG struggles with queries that require aggregation of information across the dataset to compose an answer. Queries such as \u201cWhat are the top 5 themes in the data?\u201d perform terribly because baseline RAG relies on a vector search of semantically similar text content within the dataset. There is nothing in the query to direct it to the correct information.</p> <p>However, with GraphRAG we can answer such questions, because the structure of the LLM-generated knowledge graph tells us about the structure (and thus themes) of the dataset as a whole. This allows the private dataset to be organized into meaningful semantic clusters that are pre-summarized. Using our global search method, the LLM uses these clusters to summarize these themes when responding to a user query.</p>"}, {"location": "query/global_search/#methodology", "title": "Methodology", "text": "<pre><code>---\ntitle: Global Search Dataflow\n---\n%%{ init: { 'flowchart': { 'curve': 'step' } } }%%\nflowchart LR\n\n    uq[User Query] --- .1\n    ch1[Conversation History] --- .1\n\n    subgraph RIR\n        direction TB\n        ri1[Rated Intermediate&lt;br/&gt;Response 1]~~~ri2[Rated Intermediate&lt;br/&gt;Response 2] -.\"{1..N}\".-rin[Rated Intermediate&lt;br/&gt;Response N]\n    end\n\n    .1--Shuffled Community&lt;br/&gt;Report Batch 1--&gt;RIR\n    .1--Shuffled Community&lt;br/&gt;Report Batch 2--&gt;RIR---.2\n    .1--Shuffled Community&lt;br/&gt;Report Batch N--&gt;RIR\n\n    .2--Ranking +&lt;br/&gt;Filtering--&gt;agr[Aggregated Intermediate&lt;br/&gt;Responses]--&gt;res[Response]\n\n\n\n     classDef green fill:#26B653,stroke:#333,stroke-width:2px,color:#fff;\n     classDef turquoise fill:#19CCD3,stroke:#333,stroke-width:2px,color:#fff;\n     classDef rose fill:#DD8694,stroke:#333,stroke-width:2px,color:#fff;\n     classDef orange fill:#F19914,stroke:#333,stroke-width:2px,color:#fff;\n     classDef purple fill:#B356CD,stroke:#333,stroke-width:2px,color:#fff;\n     classDef invisible fill:#fff,stroke:#fff,stroke-width:0px,color:#fff, width:0px;\n     class uq,ch1 turquoise;\n     class ri1,ri2,rin rose;\n     class agr orange;\n     class res purple;\n     class .1,.2 invisible;\n</code></pre> <p>Given a user query and, optionally, the conversation history, the global search method uses a collection of LLM-generated community reports from a specified level of the graph's community hierarchy as context data to generate response in a map-reduce manner. At the <code>map</code> step, community reports are segmented into text chunks of pre-defined size. Each text chunk is then used to produce an intermediate response containing a list of point, each of which is accompanied by a numerical rating indicating the importance of the point. At the <code>reduce</code> step, a filtered set of the most important points from the intermediate responses are aggregated and used as the context to generate the final response. </p> <p>The quality of the global search\u2019s response can be heavily influenced by the level of the community hierarchy chosen for sourcing community reports. Lower hierarchy levels, with their detailed reports, tend to yield more thorough responses, but may also increase the time and LLM resources needed to generate the final response due to the volume of reports.</p>"}, {"location": "query/global_search/#configuration", "title": "Configuration", "text": "<p>Below are the key parameters of the GlobalSearch class:</p> <ul> <li><code>llm</code>: OpenAI model object to be used for response generation</li> <li><code>context_builder</code>: context builder object to be used for preparing context data from community reports</li> <li><code>map_system_prompt</code>: prompt template used in the <code>map</code> stage. Default template can be found at map_system_prompt</li> <li><code>reduce_system_prompt</code>: prompt template used in the <code>reduce</code> stage, default template can be found at reduce_system_prompt</li> <li><code>response_type</code>: free-form text describing the desired response type and format (e.g., <code>Multiple Paragraphs</code>, <code>Multi-Page Report</code>)</li> <li><code>allow_general_knowledge</code>: setting this to True will include additional instructions to the <code>reduce_system_prompt</code> to prompt the LLM to incorporate relevant real-world knowledge outside of the dataset. Note that this may increase hallucinations, but can be useful for certain scenarios. Default is False *<code>general_knowledge_inclusion_prompt</code>: instruction to add to the <code>reduce_system_prompt</code> if <code>allow_general_knowledge</code> is enabled. Default instruction can be found at general_knowledge_instruction</li> <li><code>max_data_tokens</code>: token budget for the context data</li> <li><code>map_llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to be passed to the LLM call at the <code>map</code> stage</li> <li><code>reduce_llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to passed to the LLM call at the <code>reduce</code> stage</li> <li><code>context_builder_params</code>: a dictionary of additional parameters to be passed to the <code>context_builder</code> object when building context window for the <code>map</code> stage.</li> <li><code>concurrent_coroutines</code>: controls the degree of parallelism in the <code>map</code> stage.</li> <li><code>callbacks</code>: optional callback functions, can be used to provide custom event handlers for LLM's completion streaming events</li> </ul>"}, {"location": "query/global_search/#how-to-use", "title": "How to Use", "text": "<p>An example of a global search scenario can be found in the following notebook.</p>"}, {"location": "query/local_search/", "title": "Local Search \ud83d\udd0e", "text": ""}, {"location": "query/local_search/#entity-based-reasoning", "title": "Entity-based Reasoning", "text": "<p>The local search method combines structured data from the knowledge graph with unstructured data from the input documents to augment the LLM context with relevant entity information at query time. It is well-suited for answering questions that require an understanding of specific entities mentioned in the input documents (e.g., \u201cWhat are the healing properties of chamomile?\u201d).</p>"}, {"location": "query/local_search/#methodology", "title": "Methodology", "text": "<pre><code>---\ntitle: Local Search Dataflow\n---\n%%{ init: { 'flowchart': { 'curve': 'step' } } }%%\nflowchart LR\n\n    uq[User Query] ---.1\n    ch1[Conversation&lt;br/&gt;History]---.1\n\n    .1--Entity&lt;br/&gt;Description&lt;br/&gt;Embedding--&gt; ee[Extracted Entities]\n\n    ee[Extracted Entities] ---.2--Entity-Text&lt;br/&gt;Unit Mapping--&gt; ctu[Candidate&lt;br/&gt;Text Units]--Ranking + &lt;br/&gt;Filtering --&gt;ptu[Prioritized&lt;br/&gt;Text Units]---.3\n    .2--Entity-Report&lt;br/&gt;Mapping--&gt; ccr[Candidate&lt;br/&gt;Community Reports]--Ranking + &lt;br/&gt;Filtering --&gt;pcr[Prioritized&lt;br/&gt;Community Reports]---.3\n    .2--Entity-Entity&lt;br/&gt;Relationships--&gt; ce[Candidate&lt;br/&gt;Entities]--Ranking + &lt;br/&gt;Filtering --&gt;pe[Prioritized&lt;br/&gt;Entities]---.3\n    .2--Entity-Entity&lt;br/&gt;Relationships--&gt; cr[Candidate&lt;br/&gt;Relationships]--Ranking + &lt;br/&gt;Filtering --&gt;pr[Prioritized&lt;br/&gt;Relationships]---.3\n    .2--Entity-Covariate&lt;br/&gt;Mappings--&gt; cc[Candidate&lt;br/&gt;Covariates]--Ranking + &lt;br/&gt;Filtering --&gt;pc[Prioritized&lt;br/&gt;Covariates]---.3\n    ch1 --&gt;ch2[Conversation History]---.3\n    .3--&gt;res[Response]\n\n     classDef green fill:#26B653,stroke:#333,stroke-width:2px,color:#fff;\n     classDef turquoise fill:#19CCD3,stroke:#333,stroke-width:2px,color:#fff;\n     classDef rose fill:#DD8694,stroke:#333,stroke-width:2px,color:#fff;\n     classDef orange fill:#F19914,stroke:#333,stroke-width:2px,color:#fff;\n     classDef purple fill:#B356CD,stroke:#333,stroke-width:2px,color:#fff;\n     classDef invisible fill:#fff,stroke:#fff,stroke-width:0px,color:#fff, width:0px;\n     class uq,ch1 turquoise\n     class ee green\n     class ctu,ccr,ce,cr,cc rose\n     class ptu,pcr,pe,pr,pc,ch2 orange\n     class res purple\n     class .1,.2,.3 invisible\n\n</code></pre> <p>Given a user query and, optionally, the conversation history, the local search method identifies a set of entities from the knowledge graph that are semantically-related to the user input. These entities serve as access points into the knowledge graph, enabling the extraction of further relevant details such as connected entities, relationships, entity covariates, and community reports. Additionally, it also extracts relevant text chunks from the raw input documents that are associated with the identified entities. These candidate data sources are then prioritized and filtered to fit within a single context window of pre-defined size, which is used to generate a response to the user query.</p>"}, {"location": "query/local_search/#configuration", "title": "Configuration", "text": "<p>Below are the key parameters of the LocalSearch class:</p> <ul> <li><code>llm</code>: OpenAI model object to be used for response generation</li> <li><code>context_builder</code>: context builder object to be used for preparing context data from collections of knowledge model objects</li> <li><code>system_prompt</code>: prompt template used to generate the search response. Default template can be found at system_prompt</li> <li><code>response_type</code>: free-form text describing the desired response type and format (e.g., <code>Multiple Paragraphs</code>, <code>Multi-Page Report</code>)</li> <li><code>llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to be passed to the LLM call</li> <li><code>context_builder_params</code>: a dictionary of additional parameters to be passed to the <code>context_builder</code> object when building context for the search prompt</li> <li><code>callbacks</code>: optional callback functions, can be used to provide custom event handlers for LLM's completion streaming events</li> </ul>"}, {"location": "query/local_search/#how-to-use", "title": "How to Use", "text": "<p>An example of a local search scenario can be found in the following notebook.</p>"}, {"location": "query/overview/", "title": "Query Engine \ud83d\udd0e", "text": "<p>The Query Engine is the retrieval module of the Graph RAG Library. It is one of the two main components of the Graph RAG library, the other being the Indexing Pipeline (see Indexing Pipeline). It is responsible for the following tasks:</p> <ul> <li>Local Search</li> <li>Global Search</li> <li>DRIFT Search</li> <li>Question Generation</li> </ul>"}, {"location": "query/overview/#local-search", "title": "Local Search", "text": "<p>Local search method generates answers by combining relevant data from the AI-extracted knowledge-graph with text chunks of the raw documents. This method is suitable for questions that require an understanding of specific entities mentioned in the documents (e.g. What are the healing properties of chamomile?).</p> <p>For more details about how Local Search works please refer to the Local Search documentation.</p>"}, {"location": "query/overview/#global-search", "title": "Global Search", "text": "<p>Global search method generates answers by searching over all AI-generated community reports in a map-reduce fashion. This is a resource-intensive method, but often gives good responses for questions that require an understanding of the dataset as a whole (e.g. What are the most significant values of the herbs mentioned in this notebook?).</p> <p>More about this can be checked at the Global Search documentation.</p>"}, {"location": "query/overview/#drift-search", "title": "DRIFT Search", "text": "<p>DRIFT Search introduces a new approach to local search queries by including community information in the search process. This greatly expands the breadth of the query\u2019s starting point and leads to retrieval and usage of a far higher variety of facts in the final answer. This addition expands the GraphRAG query engine by providing a more comprehensive option for local search, which uses community insights to refine a query into detailed follow-up questions.</p> <p>To learn more about DRIFT Search, please refer to the DRIFT Search documentation.</p>"}, {"location": "query/overview/#question-generation", "title": "Question Generation", "text": "<p>This functionality takes a list of user queries and generates the next candidate questions. This is useful for generating follow-up questions in a conversation or for generating a list of questions for the investigator to dive deeper into the dataset.</p> <p>Information about how question generation works can be found at the Question Generation documentation page.</p>"}, {"location": "query/question_generation/", "title": "Question Generation \u2754", "text": ""}, {"location": "query/question_generation/#entity-based-question-generation", "title": "Entity-based Question Generation", "text": "<p>The question generation method combines structured data from the knowledge graph with unstructured data from the input documents to generate candidate questions related to specific entities.</p>"}, {"location": "query/question_generation/#methodology", "title": "Methodology", "text": "<p>Given a list of prior user questions, the question generation method uses the same context-building approach employed in local search to extract and prioritize relevant structured and unstructured data, including entities, relationships, covariates, community reports and raw text chunks. These data records are then fitted into a single LLM prompt to generate candidate follow-up questions that represent the most important or urgent information content or themes in the data.</p>"}, {"location": "query/question_generation/#configuration", "title": "Configuration", "text": "<p>Below are the key parameters of the Question Generation class:</p> <ul> <li><code>llm</code>: OpenAI model object to be used for response generation</li> <li><code>context_builder</code>: context builder object to be used for preparing context data from collections of knowledge model objects, using the same context builder class as in local search</li> <li><code>system_prompt</code>: prompt template used to generate candidate questions. Default template can be found at system_prompt</li> <li><code>llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to be passed to the LLM call</li> <li><code>context_builder_params</code>: a dictionary of additional parameters to be passed to the <code>context_builder</code> object when building context for the question generation prompt</li> <li><code>callbacks</code>: optional callback functions, can be used to provide custom event handlers for LLM's completion streaming events</li> </ul>"}, {"location": "query/question_generation/#how-to-use", "title": "How to Use", "text": "<p>An example of the question generation function can be found in the following notebook.</p>"}, {"location": "query/notebooks/overview/", "title": "Query Engine Notebooks", "text": "<p>For examples about running Query please refer to the following notebooks:</p> <ul> <li>Global Search Notebook</li> <li>Local Search Notebook</li> <li>DRIFT Search Notebook</li> </ul> <p>The test dataset for these notebooks can be found in dataset.zip.</p>"}]}
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