I run VoxM, live audience participation infrastructure for TV and radio. In parallel, I train teams and build AI tools for French SMBs at mlgs.fr. Based in Orléans, France.
- AI-augmented — Claude is part of my daily dev workflow, from architecture decisions to code and reviews.
- Always scouting — I test new tools (AI, infra, front-end) before deciding what's worth adopting.
- End-to-end — architecture to production. I ship complete, working systems — not half-finished prototypes.
VoxM — live polling & audience participation infrastructure used by TF1, M6/RTL, France TV and Radio France.
- Real-time voting & participation widgets embedded in live broadcasts
- API built on Hono + Prisma + Redis, handling burst traffic during live shows
- React front-ends for both the audience widget and the production back-office
My independent practice, packaged at mlgs.fr: I put AI to work inside small and mid-sized companies, and everything is measured the same way — hours saved per week.
- Diagnostic — 4 hours on site to map the use cases actually worth doing
- Training & builds — hands-on sessions on the company's real files; custom tools (internal assistants, document processing, automation) shipped and connected to existing systems
- Fractional AI lead — one day a week inside the company, 3 clients max
Small tools I design and run myself on personal servers: meeting-notes apps, a home menu planner, whatever gets built when I want to try a technology on a real problem instead of a tutorial.
