At A Ween Rayeh, I co-founded and shipped a real-time checkpoint update platform used by 109,000+ monthly users across Palestine. I built its RAG pipeline, which turns Telegram updates into structured checkpoint data with 96% accuracy, and reduced inference costs by 63%.
At Prospect Engine LLC, I built a validation engine with 97% end-to-end accuracy and distributed systems to run prospecting pipelines. As a freelance full-stack engineer, I delivered production systems for Saudi and GCC clients, including education, procurement and commerce platforms.

