diff --git a/resumes/Murtadha.pdf b/resumes/Murtadha.pdf
index 45db499..e6672a2 100644
Binary files a/resumes/Murtadha.pdf and b/resumes/Murtadha.pdf differ
diff --git a/resumes/Murtadha.tex b/resumes/Murtadha.tex
index 749234d..e40f0a1 100644
--- a/resumes/Murtadha.tex
+++ b/resumes/Murtadha.tex
@@ -136,18 +136,17 @@
 \section{\color{blue}WORK EXPERIENCE}
     \resumeSubHeadingListStart
        \resumeSubheading
-            {Software Engineer—Machine Learning}{Jan 2024 – Aug 2025}
+            {Researcher - Machine Learning \& Semantic Communications}{Jan 2024 – Dec 2025}
             {University of Guelph}{ Guelph, Ontario}
             \resumeItemListStart
-                \resumeItem {Spearheaded the integration of a Swin-Transformer–based compressor into a sophisticated edge-to-cloud pipeline, achieving a 30× reduction in bandwidth usage and a 29\% decrease in latency under variable network conditions}
-                \resumeItem {Architectured and trained an adaptive model extension to the existing semantic communication transformer,improving real-time responses to network bandwidth fluctuations while maintaining at least 96\% model accuracy}
-                \resumeItem {Quantized PyTorch models via Vitis AI to ONNX for deployment on Xilinx Kria SoCs, leveraging hardware acceleration for 3× faster inference}
-                \resumeItem {Published a first-author paper in IEEE conference proceedings, detailing the novel integration of semantic communication with edge computing for real-time applications}
-                \resumeItem {Extended semantic communication models with predictive adaptation mechanisms for network anomalies, sustaining 96\% task accuracy under fluctuating conditions}    
+                \resumeItem {Developed semantic communication pipelines using Swin Transformer models, achieving a 30× reduction in bandwidth usage and 29\% lower latency while preserving atleast 96\% task accuracy under variable network conditions}
+                \resumeItem {Extended models with adaptive deterministic mechanisms to handle bandwidth fluctuations and anomalies, ensuring stable real-time performance}
+                \resumeItem {Quantized encoder models to INT8 during edge–cloud simulations to emulate smartphone hardware constraints (6-core CPU, limited RAM), enabling realistic performance benchmarking}
+                \resumeItem {Published a first-author paper in IEEE conference proceedings, detailing the novel integration of semantic communication with edge computing for real-time, near real-time and task-offloading applications}
             \resumeItemListEnd
 
         \resumeSubheading
-            {Software Developer}{Oct 2022 – Oct 2023}
+            {Software Developer (Work Study)}{Oct 2022 – Oct 2023}
             {University of Guelph – Robotics Institute}{ Guelph, Ontario}
             \resumeItemListStart
                 \resumeItem {Architected and containerized a multi-technology stack combining ROS2, Node.js, and Vue to enable seamless real-time control across distributed robotic systems}
@@ -162,27 +161,23 @@
             \resumeItemListStart
                 \resumeItem {Deployed and tuned a centralized Samba file server, increasing file distribution efficiency by 40\% across more than 20 staff and multiple departments}
                 \resumeItem {Configured and maintained a FortiGate firewall and VPN solution for 60 users, integrating Prometheus-based monitoring for real-time diagnostics and rapid issue resolution}
-                \resumeItem {Revamped the 3CX PBX system by re-architecting call routing and queue management, reducing patient on-hold times by 30\% and enhancing communication reliability}
-                \resumeItem {Led a comprehensive hardware modernization initiative by replacing legacy switches, servers, and workstations, which reduced operating costs by 45\% while boosting network performance and security}
             \resumeItemListEnd
 
     \resumeSubHeadingListEnd
-    % \vspace{-8pt}
 
 %-----------EDUCATION-----------
 \section{\color{blue}EDUCATION}
     \resumeSubHeadingListStart
-        \resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{MASc. - Computer Engineering}}{Dec 2025}
-        \resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{B.Eng. - Computer Engineering}}{Apr 2023}
+        \resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{Masters of Applied Science - Semantic Communication \& ML}}{Dec 2025}
+        \resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{Bachelors of Engineering - Computer Engineering}}{Apr 2023}
     \resumeSubHeadingListEnd
-% \vspace{-8pt}
 
 %-----------SKILLS-----------
-\section{\color{blue}CERTIFICATIONS, SKILLS, TECHNOLOGIES, INTERESTS}
+\section{\color{blue}SKILLS, TECHNOLOGIES, INTERESTS}
   \begin{tabularx}{\textwidth}{ @{} >{\bfseries}l X }
-    \textbf{Certifications: } & AWS Solutions Architect\\
     \textbf{Skills: }         & AI; DevOps; Cloud Computing; IaC; Containerization; CI/CD; Monitoring; Data Engineering; ML Ops \\
-    \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: }      & Python; C++; C; JavaScript; Rust; HTML; Java; Bash\\
+    \textbf{Tech Stacks: }    & FastAPI; PyTorch; React; Flask; SQLite, PostgresSQL, MongoDB, Express JS; Node.js; Swagger; Docker; Git; Jenkins; Terraform; AWS; Kubernetes
     % \textbf{Languages: }      & English (Fluent); Arabic (Fluent)
   \end{tabularx}
   \vspace{-7pt}