diff --git a/Resume.pdf b/Resume.pdf
index e7ab306..2ad8e0a 100644
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diff --git a/src/main.pdf b/src/main.pdf
index c22092b..2ad8e0a 100644
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diff --git a/src/main.tex b/src/main.tex
index e408b8f..fa75646 100644
--- a/src/main.tex
+++ b/src/main.tex
@@ -72,7 +72,7 @@
 \begin{document}
 
 \name{Andrew Simonson}
-\tagline{Senior seeking co-op or internship in Computer Science or Data Science for Spring/Summer 2024}
+\tagline{Senior seeking co-op or internship in Computer and Data Science for Summer of 2024}
 %% You can add multiple photos on the left or right
 % \photoL{2.5cm}{Yacht_High,Suitcase_High}
 
@@ -118,11 +118,16 @@
 
 \cvevent{AI Software Engineer}{\href{https://www.ecolab.com/}{Co-op with Ecolab}}{January 2024 -- May 2024}{Saint Paul, MN}
 \begin{itemize}
-    \item Placeholder
-    \item Placeholder
-    \item Placeholder
+    \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
 \end{itemize}
-\cvtag{placeholder}
+\cvtag{Vision AI}
+\cvtag{Azure}
+\cvtag{C\#/ASP.NET}
+\cvtag{Angular}
+\cvtag{React}
+\cvtag{SQL}
 
 \divider
 
@@ -130,9 +135,9 @@
 \begin{itemize}
     \item Developed data processing tools for Reactive Chem analysts
     \item Designed report abstraction/pipeline, Managed data integrity
-    \item Wrote standardized interdepartmental data handling procedures
+    \item Works became the interdepartmental standard for data\\processing procedures
 \end{itemize}
-\cvtag{MS Azure}
+\cvtag{Azure}
 \cvtag{Python}
 \cvtag{Javascript/Plotly.js}
 \cvtag{Visual Basic}
@@ -140,20 +145,20 @@
 
 \cvsection{Projects}
 
-\cvproject{Hotspots @ RIT}{\githubProject{hotspotsRIT}\hspace{-.5cm}| \homepage{asimonson.com/hotspots}}
+\cvproject{Slate}{\githubProject{Slate}\hspace{-.5cm}| \homepage{slate.csh.rit.edu}}
 \begin{itemize}
-    \item Geographic visualization of live location occupancy data at RIT
-    \item Data scraped from public facilities website via webdriver
-    \item Produces population density and movement statistics
+    \item Event coordination via calendar vector projection with custom web service using Flask, Websockets
+    \item Returns combined calendar with participant availability weights
+    \item Adopted by CSH, linked to member profiles via LDAP + SQL
 \end{itemize}
 
 \divider
 
-\cvproject{Slate}{\githubProject{Slate}\hspace{-.5cm}| \homepage{slate.csh.rit.edu}}
+\cvproject{RIT Hotspots}{\githubProject{hotspotsRIT}\hspace{-.5cm}| \homepage{asimonson.com/hotspots}}
 \begin{itemize}
-    \item Event coordination via calendar scoring/flattening with custom web service using Flask, Websockets
-    \item Links calendars to CSH member profiles with LDAP + SQL
-    \item Returns combined calendar with participant availability weights
+    \item Geographic visualization of live location occupancy data at RIT
+    \item Data scraped from public facilities website via webdriver
+    \item Produces population density and movement statistics
 \end{itemize}
 
 \divider
@@ -174,13 +179,11 @@
 
 \divider
 
-\cvproject{Simone Center Certifications}{\homepage{rit.edu/simonecenter}}
+\cvproject{Simone Center Certs}{\homepage{rit.edu/simonecenter}}
 \textbf{ -- Design Thinking Certification}\\
 \textbf{ -- Ideation Certification}\\
 \textbf{ -- Tools for Innovators Certification}
 
-\medskip
-
 %% Switch to the right column. This will now automatically move to the second
 %% page if the content is too long.
 \switchcolumn
@@ -188,7 +191,7 @@
 \cvsection{Education}
 
 \cveventShort{Rochester Institute of Technology}{Computer Science B.S.}{Anticipated: December 2024}{Rochester, New York}
-Fifth Year Standing\\
+Fifth Year Student, 5 Year Program\\
 \textbf{GPA: 3.5}\\
 \textbf{Dual Cluster in Data Management and AI}\\
 \textbf{Minor in International Relations}\\
@@ -199,33 +202,33 @@ Fifth Year Standing\\
 
 \cvtag{Python}
 \cvtag{JavaScript}
+\cvtag{TypeScript}
+\cvtag{C\#}
+\par\smallskip
 \cvtag{Java}
-\cvtag{C}
-\cvtag{C\#}\par\smallskip
-\cvtag{HTML/CSS}
 \cvtag{SQL}
-\cvtag{LaTeX}
 \cvtag{MATLAB}
-\medskip
+% \cvtag{HTML/SASS}
+\par\smallskip
 \divider
 
-\cvtag{Linux}
+\cvtag{Azure}
+% \cvtag{Angular}
+\cvtag{Node.js}
+\cvtag{React}
+\cvtag{Flask}
+\par\smallskip
+\cvtag{Numpy/Pandas}
+\cvtag{Scikit/Sklearn}
+\par\smallskip
+% \cvtag{PostgreSQL}
+% \cvtag{Selenium}
+% \cvtag{ArcGIS}
+% \par\smallskip
 \cvtag{OKD4}
 \cvtag{Kubernetes}
 \cvtag{Docker}
-\par\smallskip
-\cvtag{Angular}
-\cvtag{Node.js}
-\cvtag{React.js}
-\cvtag{Flask}
-\par\smallskip
-\cvtag{Sequelize}
-\cvtag{PostgreSQL}
-\cvtag{Scikit/Sklearn}
 \par
-\cvtag{Numpy/Pandas}
-\cvtag{Selenium}
-\cvtag{ArcGIS}\par
 
 
 \medskip 
@@ -235,7 +238,7 @@ Fifth Year Standing\\
 \cveventShort{Computer Science House}{Voting Member | \homepage{csh.rit.edu}}{May 2021 - Present}{Rochester Institute of Technology}
 \begin{itemize}
     \item Living and learning community emphasizing hands-on learning and a strong social atmosphere
-    \item Member-led seminars and major project requirements
+    \item Led seminars and contributed to house service projects
 \end{itemize}
 
 \divider
@@ -243,8 +246,8 @@ Fifth Year Standing\\
 \cveventShort{BHS VEX Robotics}{President/Team Lead}{2015-2021}{Boonsboro High School}
 \begin{itemize}
     \item Organization to design, build, and program VEX robots
-    \item Competes in the annual regional VEX Robotics Competitions
-    \item Administration holds record for highest state ranking for BHS
+    \item Competed in the annual regional VEX Robotics Competitions
+    \item Retains school's record for highest state ranking
 \end{itemize}
 
 \medskip