I work across the parts of AI systems that tend to be underspecified: retrieval that has to be defensible, agents that reason over structure rather than flat text, models that have to stay interpretable because a clinician will act on the output.

Final-year Master's in AI & Data Science at ESI Sidi Bel Abbès (35.18°N · 0.63°W). Current focus: graph-based retrieval and agentic systems for academic research workflows, and interpretable AI for clinical decision support — the latter through ongoing research at TÉLUQ Université, Quebec, on hypoglycemia prediction from continuous glucose monitoring.

On the engineering side: I co-founded Novera, a dev agency, and the work there is less research and more consequences — a production e-commerce platform for a parapharmacy, national delivery integrations, a real admin dashboard that someone actually uses every day. That gap between a working prototype and something a non-technical client can operate at 11pm is where I spend a lot of time.

Before all of this: trained operators in cybersecurity at CNFE El Bayadh, administered databases at CNAS, and ran a small clothing shop called Tisharwatt for five years, which taught me more about latency and user patience than most of my coursework did.

Stack.