I
Sentinel
Document intelligence · RAG
Retrieval pipeline over a corpus of regulatory filings. Hybrid search, reranking, and citations that point at the actual paragraph.
·
Est. MMXXVI
AI Engineer · Project Manager
I build systems that decide retrieval pipelines, agent orchestration, and the delivery discipline to get them into production.
I. Genesis
I build AI systems, and I can tell you whether anyone actually needs one. Those turn out to be different skills.
I started on a sales floor selling energy and insurance contracts into the French market, which is where you learn that people rarely state the thing they actually want. I moved into delivery at devUP, managing software projects across two teams, and found the same lesson at a larger scale projects fail on translation, not on technology.
Now I build the systems myself: agents, retrieval pipelines, fine-tuning and machine learning models, alongside a master's in data science and AI in Tangier.
II. Works
I
Document intelligence · RAG
Retrieval pipeline over a corpus of regulatory filings. Hybrid search, reranking, and citations that point at the actual paragraph.
II
Forecasting · Time series
Revenue forecasting across a multi-region sales book. Feature store, gradient boosting, and a backtest harness nobody could argue with.
III
Agent orchestration
Internal framework for multi-step agents tool registry, tracing, and evaluation gates before anything reaches a user.
IV. Craft