diff --git a/resumes/Murtadha.pdf b/resumes/Murtadha.pdf
index 1ceb0f6..1a6fe08 100644
Binary files a/resumes/Murtadha.pdf and b/resumes/Murtadha.pdf differ
diff --git a/resumes/Murtadha.tex b/resumes/Murtadha.tex
index ea1dcca..6b81d8c 100644
--- a/resumes/Murtadha.tex
+++ b/resumes/Murtadha.tex
@@ -117,16 +117,11 @@
 \end{tabular*}
 \vspace{-10pt}
 
-%----------Summary----------
-\section{\color{blue}Summary}
-    Versatile software engineer with hands-on experience in backend systems, machine learning, DevOps, and embedded platforms. Proficient in Python, C++, Rust and JS, with a portfolio of applied AI, web services, and hardware integrated projects. Passionate about writing clean, testable code and clearly communicating technical insights
-\vspace{-5pt}
-
 %----------Experience----------
 \section{\color{blue}Relevant Work Experience}
     \resumeSubHeadingListStart
         \resumeSubheading
-            {Software Engineer - Machine Learning}{Jan 2024 -- Dec 2024}
+            {Software Engineer - Machine Learning}{Jan 2024 -- Aug 2025}
             {University of Guelph}{Guelph, Ontario}
             \resumeItemListStart
                 \resumeItem {Drove a \textbf{30$\times$ bandwidth reduction} and \textbf{29\% latency cut} by integrating Swin-Transformer semantic compression into an edge-cloud pipeline, while keeping image fidelity $\ge$88\%}
@@ -156,37 +151,45 @@
             \resumeItemListEnd
 
     \resumeSubHeadingListEnd
-
-  %-----------SKILLS-----------
-\section{\color{blue}Skills}
-    \begin{tabular}{ @{} >{\bfseries}l @{\hspace{1.2ex}}l}
-        \textbf{Languages:} &Python, C++, JavaScript, C, SQL, Java, C\#, Bash \\
-        \textbf{Frameworks:} &Flask, FastAPI, Node.js, React, TensorFlow, PyTorch, ROS2 \\
-        \textbf{Databases:} &MongoDB, PostgreSQL, SQLite \\
-        \textbf{Tools:} &Docker, Kubernetes, Git, Jenkins, Terraform, AWS, Vitis AI \\
-    \end{tabular}
     \vspace{-8pt}
 
-%-----------PROJECTS-----------
-\section{\color{blue}Projects}
-    \begin{itemize}[leftmargin=0.15in, label={}]
-      \item \textbf{Heart Disease Predictor} – Flask app with sklearn model, real-time prediction, and input feature scaling \vspace{-5pt}
-      \item \textbf{StonkBot} – Discord bot for fantasy stock trading using Python, Matplotlib, and live API feeds \vspace{-5pt}
-      \item \textbf{Car Model Classifier} – CNN trained on Stanford Cars dataset with ResNet/EfficientNet architectures\vspace{-5pt}
-      \item \textbf{Memory Allocator Simulator} – C implementation of First/Best/Worst fit memory management\vspace{-5pt}
-      \item \textbf{Braille Converter Device} – Raspberry Pi-based image-to-Braille translator for accessibility\vspace{-5pt}
-      \item \textbf{Clean Architecture Backend} – C\# backend for portfolio website, CI/CD-ready with REST API\vspace{-5pt}
-      \item \textbf{RL Noise Cancelling} – Real-time audio filtering using RL and sparse training (PyTorch)\vspace{-5pt}
-    \end{itemize}
-    \vspace{-10pt}
-
-    %-----------EDUCATION-----------
+%-----------EDUCATION-----------
 \section{\color{blue}Education}
     \resumeSubHeadingListStart
         \resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{MASc. - Computer Engineering}}{}
-        \resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{B.Comp. - Computer Science}}{}
-        \resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{B.Eng. - Computer Engineering}}{}
+        \resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{B.Eng - Comp. Engineering, B.Comp. - Comp. Science}}{}
     \resumeSubHeadingListEnd
 \vspace{-8pt}
 
+%-----------SKILLS-----------
+\section{\color{blue}Skills}
+  \begin{tabularx}{\textwidth}{ @{} >{\bfseries}l X }
+    \textbf{Skills:}       & AI; DevOps; Software Testing; Cloud Computing; Data Analysis; ML; CI/CD \\
+    \textbf{Technologies: } & Python; C++; C; JavaScript; Rust; HTML; Java; Bash; Flask; FastAPI; Swagger; Node.js; React; PyTorch; MongoDB; PostgreSQL; SQLite; Docker; Kubernetes; Git; Jenkins; Terraform; AWS \\
+    \textbf{Languages: }    & English (Fluent); Arabic (Fluent)
+  \end{tabularx}
+  \vspace{-8pt}
+
+%-----------PROJECTS-----------
+\section{\color{blue}Projects}
+    \resumeSubHeadingListStart
+        \resumeSubItem{\textbf{\color{black}Personal Portfolio Website}}
+            {Full-Stack Developer: built with React frontend and Rust backend, integrated end-to-end Jenkins CI/CD and Docker deployment; reduced manual deployment time by 70\%}
+
+        \resumeSubItem{\textbf{\color{black}Home lab Administration}}
+            {Managed a fleet of 15 Docker containers hosting media services, websites, and game servers; implemented automated Let's Encrypt SSL issuance, Prometheus/ Grafana monitoring, and Fail2Ban SSH hardening, achieving 99.9\% uptime}
+        
+        \resumeSubItem{\textbf{\color{black} Heart Disease Predictor}}
+            {Full-stack Flask-RESTful application with HTML/CSS/JavaScript frontend; trained on the UCI Heart Disease dataset (11 clinical features) achieving 95\% accuracy; implements input feature scaling for normalized, real-time predictions}
+        
+        \resumeSubItem{\textbf{\color{black}Real-Time Noise cancelling with RL}}
+            {Built a custom OpenAl Gym environment in Python that leverages Dynamic Sparse Training (DST) and FFT-based audio processing (librosa) to adaptively filter noise; implemented a waveform-similarity reward and achieved up to 5209 FPS during PPO training}
+
+    \resumeSubHeadingListEnd
+    \vspace{-8pt}
+
+
+
+
+
 \end{document}