Haitham E.

I build deep NLP & LLM systems: fine-tuning, text classification, information extraction, multilingual RAG, and complex AI agents. My work includes Maroc AI, a Darija/French/Arabic administrative assistant using custom scraping, LLaMA adaptation, and agentic RAG; ARIA, an audit-ready procurement agent with LLM extraction, rules, ML calibration, and 0.991 CV AUC scoring; and more and a SetFit patent-text classifier reaching 96% recall/86% F1 on noisy technical records. If your project needs real model/data/evaluation thinking, not just a GPT wrapper, I can help design and build the NLP system behind it.