About Me
AI Engineer who builds production-ready large language model (LLM) applications end to end: retrieval-augmented generation (RAG), AI agents with tool calling, chatbots, automation and LLM evaluation, backed by full-stack…
AI Engineer who builds production-ready large language model (LLM) applications end to end: retrieval-augmented generation (RAG), AI agents with tool calling, chatbots, automation and LLM evaluation, backed by full-stack delivery in Python (FastAPI) and TypeScript (React, Next.js). At ITC International, builds AI projects, chatbots and automation, red-teams and evaluates AI models, and creates training data. Independently designed and shipped 10 bilingual (English/Arabic) applications, including a hybrid-search research assistant that ranks the correct passage first 93.9% of the time with a 54 ms median search over ~97,000 passages, and an agentic platform that generates verified fine-tuning datasets. Test-driven, with a trust-and-safety background that shapes reliable, responsible AI.
Experience
AI Engineer
<p>Build LLM-powered applications, chatbots and Python automation workflows end to end, from prompt and pipeline design to integration and testing.</p><p> Create training and evaluation datasets for AI models, writing challenging multilingual prompts across formats, languages and Arabic dialects to target known and new failure modes.</p><p> Design adversarial test scenarios (AI red teaming) that probe LLM reliability, factual accuracy, hallucination, bias and unsafe behavior.</p><p> Evaluate model outputs against a structured rubric (accuracy, relevance, completeness, neutrality, safety, source validation) and trace the root cause of each failure with supporting evidence.</p><p> Deliver reproducible defect reports (prompt, response, weakness, recommended correction) that drive model improvements and technical investigation.</p>
Content Security Moderator
<p>Reviewed live-stream and user-generated content, identifying harmful material and policy violations and applying community guidelines to keep the platform safe.</p><p> Worked with the team to sharpen policy interpretation and reporting practices, experience that now underpins AI safety and evaluation work.</p>