diff --git a/images/soundsim_demo.png b/images/soundsim_demo.png
new file mode 100644
index 0000000..4ab4e87
Binary files /dev/null and b/images/soundsim_demo.png differ
diff --git a/project_aid.tex b/project_aid.tex
index 4f3825c..8945b99 100644
--- a/project_aid.tex
+++ b/project_aid.tex
@@ -1,3 +1,46 @@
+
+\begin{frame}{Pyha/No-Pyha Finished Training}
+    \begin{columns}
+        \begin{column}{0.5\textwidth}
+            \centering
+            \includegraphics[height=0.5\textwidth]{images/train-smap-pnp.png}
+        \end{column}
+        \begin{column}{0.5\textwidth}
+            \centering
+            \includegraphics[height=0.5\textwidth]{images/valid-smap-pnp.png}
+        \end{column}
+    \end{columns}
+    \centering
+    Blue = Pyha, Green = No-Pyha
+\end{frame}
+
+\begin{frame}{Pyha Experiments}
+    \begin{itemize}
+        \item Some frist experiments are done
+        \item Repo for experiments getting fainalized
+        \item Next: Do experiments over other soundscape
+    \end{itemize}    
+\end{frame}
+
+\begin{frame}{Desktop}
+    \begin{itemize}
+        \item Labeling page demo ready
+        \item database is underway
+    \end{itemize}    
+\end{frame}
+
+\begin{frame}{Sound Sim Updates}
+    \centering
+    \includegraphics[height=0.7\textheight,width=0.7\textwidth,keepaspectratio]{images/soundsim_demo.png}
+\end{frame}
+
+\begin{frame}{Misc}
+    \begin{itemize}
+        \item Hydromoths arrived!
+        \item Gonna try to speak to gabe
+    \end{itemize}    
+\end{frame}
+
 % Slides for 2024-10-28
 % To create a slide, use the following:
 % \begin{frame}{TITLE}
@@ -39,18 +82,3 @@
 %         \end{column}
 %     \end{columns}
 % \end{frame}
-
-\begin{frame}{Pyha/No-Pyha Finished Training}
-    \begin{columns}
-        \begin{column}{0.5\textwidth}
-            \centering
-            \includegraphics[height=0.5\textwidth]{images/train-smap-pnp.png}
-        \end{column}
-        \begin{column}{0.5\textwidth}
-            \centering
-            \includegraphics[height=0.5\textwidth]{images/valid-smap-pnp.png}
-        \end{column}
-    \end{columns}
-    \centering
-    Blue = Pyha, Green = No-Pyha
-\end{frame}
\ No newline at end of file