I Benchmarked CodeAct vs Tool Calling. 91% Fewer Tokens.
The CodeAct paper says LLMs should write code instead of calling tools. I tested it with 120 mock API tools on Mistral Small. The token savings are massive.
"A job is not finished until nobody can tell that you were ever there."
DevOps Engineer & Full Stack Developer
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Latest Writing
Running Claude Code for Free Locally on Your Laptop
A practical walkthrough for installing Ollama, setting up Claude Code locally, and getting a zero-cost coding workflow on your laptop.
Experience
AI Operations & Automation Intern — SRE Reliability
Siemens Mar 2026 - Present
DevOps Engineer
Infraxcode March 2024 - August 2025
Founder & Full Stack Developer
visajobs.xyz Jan 2023 - Present
IT Consultant
IT Solutions Sep 2022 - July 2024Education
Ensimag Grenoble INP
Sept 2025 - PresentMaster's in Applied Artificial Intelligence
Grenoble, France
The American University in Cairo
2016 - 2021Bachelor in Computer Science
Full Scholarship Recipient | Dean's List (Top 10%) | Tomorrow's Leaders Scholar
James Madison University
2018 - 2019Semester Abroad
Merit-based exchange scholarship recipient
Featured Projects
visajobs.xyz
Visit Site →A static job board for visa-sponsored roles with 30k+ monthly visitors. Built with modern cloud-native technologies.
Python
GitHub Actions
Cloud
Ancient Egyptian Artifacts Recognition
View Research →Published research on feature points extraction methodology for recognizing ancient Egyptian artifacts.
Computer Vision
Research
Awesome-daily-list-of-visa-sponsored-jobs
View repository →CICD to scrape and send daily list of visa-sponsored jobs to subscribers.
cicd
devops