diff --git a/src/main.pdf b/src/main.pdf
index 2ad8e0a..e544ace 100644
Binary files a/src/main.pdf and b/src/main.pdf differ
diff --git a/src/main.tex b/src/main.tex
index fa75646..69ccd70 100644
--- a/src/main.tex
+++ b/src/main.tex
@@ -118,14 +118,13 @@
 
 \cvevent{AI Software Engineer}{\href{https://www.ecolab.com/}{Co-op with Ecolab}}{January 2024 -- May 2024}{Saint Paul, MN}
 \begin{itemize}
-    \item Developed General Manager Copilot AI for restaurant industry
-    \item Refined vision ai to track tasks and inventory
-    \item Produced actionable insights to mitigate meal rush chaos
+    \item Collaborated with Microsoft to develop General Manager Copilot AI for restaurant industry
+    \item Constructed platform to route data from 3rd party vendors
+    \item Refined vision AI to produce actionable insights
 \end{itemize}
 \cvtag{Vision AI}
-\cvtag{Azure}
+\cvtag{MS Azure}
 \cvtag{C\#/ASP.NET}
-\cvtag{Angular}
 \cvtag{React}
 \cvtag{SQL}
 
@@ -166,7 +165,6 @@
 \cvproject{Devcade}{\homepage{devcade.csh.rit.edu}}
 \begin{itemize}
     \item Custom arcade cabinet designed for developers
-    \item Devcade Core member
     \item Built website, game upload pipeline, and api implementation, connecting game uploads to cabinet
 \end{itemize}\par
 
@@ -191,23 +189,25 @@
 \cvsection{Education}
 
 \cveventShort{Rochester Institute of Technology}{Computer Science B.S.}{Anticipated: December 2024}{Rochester, New York}
-Fifth Year Student, 5 Year Program\\
-\textbf{GPA: 3.5}\\
 \textbf{Dual Cluster in Data Management and AI}\\
 \textbf{Minor in International Relations}\\
+\textbf{GPA: 3.5}\\
 
 \medskip
 
 \cvsection{Skills}
 
 \cvtag{Python}
+\cvtag{R}
 \cvtag{JavaScript}
 \cvtag{TypeScript}
-\cvtag{C\#}
 \par\smallskip
-\cvtag{Java}
+\cvtag{C\#}
+\cvtag{C++}
+% \cvtag{Java}
 \cvtag{SQL}
 \cvtag{MATLAB}
+\cvtag{Bash}
 % \cvtag{HTML/SASS}
 \par\smallskip
 \divider
@@ -216,9 +216,10 @@ Fifth Year Student, 5 Year Program\\
 % \cvtag{Angular}
 \cvtag{Node.js}
 \cvtag{React}
-\cvtag{Flask}
+\cvtag{Pytorch}
 \par\smallskip
-\cvtag{Numpy/Pandas}
+\cvtag{Numpy}
+\cvtag{Pandas}
 \cvtag{Scikit/Sklearn}
 \par\smallskip
 % \cvtag{PostgreSQL}