diff --git a/fern/docs/pages/quick_start.mdx b/fern/docs/pages/quick_start.mdx
index 1f77900..0d662a0 100644
--- a/fern/docs/pages/quick_start.mdx
+++ b/fern/docs/pages/quick_start.mdx
@@ -253,7 +253,7 @@ Chat();
 
 <CodeBlock title="cURL">
 ```bash
-curl -il -X POST https://api.predictionguard.com/chat/completions \
+curl -i -X POST https://api.predictionguard.com/chat/completions \
     -H "x-api-key: ${PGKEY}" \
     -H "Content-Type: application/json" \
     -d '{ \
diff --git a/fern/docs/pages/reference/PII.mdx b/fern/docs/pages/reference/PII.mdx
index 91c9d5a..f570358 100644
--- a/fern/docs/pages/reference/PII.mdx
+++ b/fern/docs/pages/reference/PII.mdx
@@ -80,7 +80,7 @@ your preference or requirements, select the appropriate method for your applicat
 
         prompt := "Hello, my name is John Doe and my SSN is 111-22-3333."
 
-        resp, err := cln.ReplacePI(ctx, prompt, client.ReplaceMethods.Mask)
+        resp, err := cln.ReplacePII(ctx, prompt, client.ReplaceMethods.Mask)
         if err != nil {
             return fmt.Errorf("ERROR: %w", err)
         }
@@ -124,11 +124,11 @@ your preference or requirements, select the appropriate method for your applicat
 
     const client = new pg.Client('https://api.predictionguard.com', process.env.PGKEY);
 
-    async function ReplacePI() {
+    async function ReplacePII() {
         const replaceMethod = pg.ReplaceMethods.Mask;
         const prompt = `Hello, my name is John Doe and my SSN is 111-22-3333.`;
 
-        var [result, err] = await client.ReplacePI(replaceMethod, prompt);
+        var [result, err] = await client.ReplacePII(replaceMethod, prompt);
         if (err != null) {
             console.log('ERROR:' + err.error);
             return;
@@ -137,13 +137,13 @@ your preference or requirements, select the appropriate method for your applicat
         console.log('RESULT:' + result.checks[0].new_prompt);
     }
 
-    ReplacePI();
+    ReplacePII();
     ```
     </CodeBlock>
 
     <CodeBlock title="cURL">
     ```bash
-    curl -X POST https://api.predictionguard.com/PII \
+    curl -i -X POST https://api.predictionguard.com/PII \
      -H "x-api-key: ${PGKEY}" \
      -H "Content-Type: application/json" \
      -d '{
diff --git a/fern/docs/pages/reference/chat.mdx b/fern/docs/pages/reference/chat.mdx
index 74ef815..cb2a326 100644
--- a/fern/docs/pages/reference/chat.mdx
+++ b/fern/docs/pages/reference/chat.mdx
@@ -234,7 +234,7 @@ your application.
 
     <CodeBlock title="cURL">
     ```bash
-        curl -il -X POST https://api.predictionguard.com/chat/completions \
+        curl -i -X POST https://api.predictionguard.com/chat/completions \
         -H "x-api-key: ${PGKEY}" \
         -H "Content-Type: application/json" \
         -d '{
diff --git a/fern/docs/pages/reference/chat_sse.mdx b/fern/docs/pages/reference/chat_sse.mdx
index c8e81ee..a33f468 100644
--- a/fern/docs/pages/reference/chat_sse.mdx
+++ b/fern/docs/pages/reference/chat_sse.mdx
@@ -250,7 +250,7 @@ method for your application.
 
     <CodeBlock title="cURL">
     ```bash
-    curl -il -X POST https://api.predictionguard.com/chat/completions \
+    curl -i -X POST https://api.predictionguard.com/chat/completions \
     -H "x-api-key: ${PGKEY}" \
     -H "Content-Type: application/json" \
     -d '{
diff --git a/fern/docs/pages/reference/chat_vision.mdx b/fern/docs/pages/reference/chat_vision.mdx
index 918476f..6d89ec3 100644
--- a/fern/docs/pages/reference/chat_vision.mdx
+++ b/fern/docs/pages/reference/chat_vision.mdx
@@ -218,7 +218,7 @@ images that are base64 encoded represented by a data uri.
     }
     EOF
 
-    curl -il -X POST https://api.predictionguard.com/chat/completions \
+    curl -i -X POST https://api.predictionguard.com/chat/completions \
     -H "x-api-key: ${PGKEY}" \
     -H "Content-Type: application/json" \
     -d @input.json
diff --git a/fern/docs/pages/reference/completions.mdx b/fern/docs/pages/reference/completions.mdx
index d73888e..f1a7017 100644
--- a/fern/docs/pages/reference/completions.mdx
+++ b/fern/docs/pages/reference/completions.mdx
@@ -152,7 +152,7 @@ on your preference or requirements, select the appropriate method for your appli
 
     <CodeBlock title="cURL">
     ```bash
-	curl -il -X POST https://api.predictionguard.com/completions \
+	curl -i -X POST https://api.predictionguard.com/completions \
      -H "x-api-key: ${PGKEY}" \
      -H "Content-Type: application/json" \
      -d '{
diff --git a/fern/docs/pages/reference/embeddings.mdx b/fern/docs/pages/reference/embeddings.mdx
index 52ba67e..03bfc9a 100644
--- a/fern/docs/pages/reference/embeddings.mdx
+++ b/fern/docs/pages/reference/embeddings.mdx
@@ -114,20 +114,30 @@ encoded in a base64 string.
     ```rust
     extern crate prediction_guard as pg_client;
 
-    use pg_client::{client, embedding, models};
+    use pg_client::{client, embedding, image, models};
 
     #[tokio::main]
     async fn main() {
         let pg_env = client::PgEnvironment::from_env().expect("env keys");
 
+        let img_str = match image::encode(
+          "https://farm4.staticflickr.com/3300/3497460990_11dfb95dd1_z.jpg".to_string(),
+        )
+        .await
+        {
+            Ok(s) => Some(s),
+            Err(_) => None,
+        };
+
         let clt = client::Client::new(pg_env).expect("client value");
 
-        // Embedding request can contain text or an image. The image should be base64 encoded.
+        // Embedding request can contain text and/or an image. The image should be base64 encoded.
         let req = embedding::Request::new(
             models::Model::BridgetowerLargeItmMlmItc,
-            Some("Tell me a joke.".to_string()),
-            IMAGE.to_string(),
-        );
+            Some("skyline with a flying horse".to_string()),
+            img_str,
+        )
+        .await;
 
         let result = clt.embedding(&req).await.expect("error from embeddings");
 
@@ -185,7 +195,7 @@ encoded in a base64 string.
     }
     EOF
 
-    curl -il -X POST https://api.predictionguard.com/embeddings \
+    curl -i -X POST https://api.predictionguard.com/embeddings \
     -H "x-api-key: ${PGKEY}" \
     -H "Content-Type: application/json" \
     -d @input.json
diff --git a/fern/docs/pages/reference/factuality.mdx b/fern/docs/pages/reference/factuality.mdx
index 010aa25..7cb9973 100644
--- a/fern/docs/pages/reference/factuality.mdx
+++ b/fern/docs/pages/reference/factuality.mdx
@@ -147,7 +147,7 @@ for your application.
 
     <CodeBlock title="cURL">
     ```bash
-    curl -X POST https://api.predictionguard.com/factuality \
+    curl -i -X POST https://api.predictionguard.com/factuality \
      -H "x-api-key: ${PGKEY}" \
      -H "Content-Type: application/json" \
      -d '{
diff --git a/fern/docs/pages/reference/injection.mdx b/fern/docs/pages/reference/injection.mdx
index fbebab2..b6e7a5b 100644
--- a/fern/docs/pages/reference/injection.mdx
+++ b/fern/docs/pages/reference/injection.mdx
@@ -140,7 +140,7 @@ your application.
 
     <CodeBlock title="cURL">
     ```bash
-    curl -X POST https://api.predictionguard.com/injection \
+    curl -i -X POST https://api.predictionguard.com/injection \
 	 -H "x-api-key: ${PGKEY}" \
      -H "Content-Type: application/json" \
      -d '{
diff --git a/fern/docs/pages/reference/toxicity.mdx b/fern/docs/pages/reference/toxicity.mdx
index f3ca7dc..9353add 100644
--- a/fern/docs/pages/reference/toxicity.mdx
+++ b/fern/docs/pages/reference/toxicity.mdx
@@ -134,7 +134,7 @@ on your preference or requirements, select the appropriate method for your appli
 
     <CodeBlock title="cURL">
     ```bash
-    curl -X POST https://api.predictionguard.com/toxicity \
+    curl -i -X POST https://api.predictionguard.com/toxicity \
      -H "x-api-key: ${PGKEY}" \
      -H "Content-Type: application/json" \
      -d '{
diff --git a/fern/docs/pages/reference/translate.mdx b/fern/docs/pages/reference/translate.mdx
index 12872e1..8305ec6 100644
--- a/fern/docs/pages/reference/translate.mdx
+++ b/fern/docs/pages/reference/translate.mdx
@@ -156,7 +156,7 @@ your preference or requirements, select the appropriate method for your applicat
 
     <CodeBlock title="cURL">
     ```bash
-    curl -X POST https://api.predictionguard.com/translate \
+    curl -i -X POST https://api.predictionguard.com/translate \
      -H "x-api-key: ${PGKEY}" \
      -H "Content-Type: application/json" \
      -d '{
diff --git a/fern/docs/pages/sdks.mdx b/fern/docs/pages/sdks.mdx
index 28b4b87..453313f 100644
--- a/fern/docs/pages/sdks.mdx
+++ b/fern/docs/pages/sdks.mdx
@@ -27,7 +27,7 @@ to get an access token.
 
 You can find the SDK docs and package information using this link.
 
-[Python SDK Docs](/docs/reference)
+[Python SDK Docs](https://predictionguard.github.io/python-client/)
 
 #### Python Code Example