At Upwork, I evaluate and improve an Egyptian Arabic AI chatbot for language accuracy, natural dialect, helpfulness, and safety. I also review AI-generated code, debug model outputs, and provide evidence-based feedback.
Across DataAnnotation, micro1, Mercor, and OneForma, I completed 5,000 tasks rating LLM responses and reviewing Python code against quality rubrics. I also annotated video, audio, and robotics data, created bilingual Arabic/English datasets, and automated transcript parsing and timestamp extraction with Python scripts.
At GoMyCode, I built an Enterprise Project Management Platform as part of a six-person team. I helped reduce Kanban board load time from about five seconds to under one second through pagination, lazy loading, indexing, caching, and React Query.
