diff --git a/resumes/Murtadha.pdf b/resumes/Murtadha.pdf
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diff --git a/resumes/Murtadha.tex b/resumes/Murtadha.tex
index 4c3c9ad..892b1ac 100644
--- a/resumes/Murtadha.tex
+++ b/resumes/Murtadha.tex
@@ -119,9 +119,9 @@
             {Software Engineer - Research Assistant}{Jan 2024 -- Dec 2024}
             {University of Guelph}{Guelph, Ontario}
             \resumeItemListStart
-                \resumeItem {Pioneered transformer-based models for semantic data transmission, enhancing E2E communications}
-                \resumeItem {Developed PyTorch models, boosting data transmission efficiency and reliability}
-                \resumeItem {Deployed implementation on industry-grade SoC with hardware acceleration using Vitis AI\textsuperscript{TM}, optimizing performance}
+                \resumeItem {Pioneered transformer-based models for semantic data transmission, reducing latencies in E2E communications bt 29\%}
+                \resumeItem {Developed PyTorch models, boosting efficiency in E2E networks by reducing network bandwidth utilization by 30\%}
+                \resumeItem {Deployed models on SoC with Vitis AI™, utilizing hardware acceleration for real-world applicability}
                 \resumeItem {Published findings in CCECE 2024, showcasing improved data transmission latencies}
             \resumeItemListEnd
 
@@ -148,12 +148,10 @@
 %-----------SKILLS-----------
 \section{\color{blue}Skills}
     \begin{tabular}{ @{} >{\bfseries}l @{\hspace{3ex}}l }
-    %\textbf{\color{black} Hard Skills:} & Object Oriented Design, Version Control, Software Testing And Debugging, Microprocessor \\&Architecture Design, Digital Signal Processing \\
-        \small\textbf{\color{black}Languages:} &\small C/C++/C\#, Python, JavaScript, Java, HTML, MATLAB, CSS\\
+        \small\textbf{\color{black}Languages:} &\small C/C++/C\#, Python, JavaScript, SQL, R, Java, HTML, MATLAB, CSS\\
         \small\textbf{\color{black}Frameworks:} &\small PyTorch, Node.JS, React, Express JS, .NET, TensorFlow, ROS, Django \\
-        \small\textbf{\color{black}Databases:} &\small PostgresSQL, MongoDB, MySQL, SQLite \\
-        \small\textbf{\color{black}Other:} &\small Docker, AWS, Kubernetes, Git, Postman, Flask, Swagger, WoodPecker CI, HTTP, TCP, Xilinix, CMake \\
-    %\textbf{\color{black}Dev Env:} &Android Studio, Xcode, Unix, Visual Studio, Jupyter Notebook \\
+        \small\textbf{\color{black}Cloud \& DB:} &\small Docker, AWS, Kubernetes, WoodPecker CI, PostgresSQL, MongoDB, MySQL, SQLite \\
+        \small\textbf{\color{black}Tools \& Protocols:} &\small Git, Postman, Flask, Swagger, HTTP, TCP, Jira, CMake \\
     \end{tabular}
 \vspace{-8pt}
 
@@ -161,7 +159,7 @@
 \section{\color{blue}Projects}
     \resumeSubHeadingListStart
         \resumeSubItem{\textbf{\color{black}Transformer-based Semantic Transcoding:}}
-            {Developed PyTorch models for E2E semantic transcoding, deployed on Xilinx SoC boards using Vitis AI\textsuperscript{TM}}
+            {Developed PyTorch models for E2E semantic transcoding, deployed on Xilinx SoC boards using Vitis AI™}
 
         \resumeSubItem{\textbf{\color{black}Clean Architecture C\# Backend:}}
             {Engineered a scalable portfolio website backend using C\#, adhering to Clean Architecture and REST API principles and implementing CI/CD pipeline for efficient deployment}