I spent 8 years inside Amundi, Europe's largest asset manager, moving from ETF business development to portfolio analytics, before going all-in on AI engineering. Today I lead AI strategy and adoption for the firm's ETF and distribution division, shipping production RAG systems, agents, and governance frameworks across a wide range of businesses, from portfolio management to operations. The twist: I came into AI with zero engineering background and taught myself the whole stack, from Python and SQL to LLM engineering, RAG, agentic systems, and DevOps. So if you're a finance professional or student looking to make the same jump, I've been exactly where you are and I can show you the shortest path. On the side, I co-founded an AI consulting firm where we run AI maturity diagnostics and build roadmaps that actually get companies past the prototype stage. What I bring is a rare combo: a CFA charterholder who understands buy-side finance from the inside and writes production AI code daily. Whether you're a finance professional pivoting into AI, a manager scoping your first use case, or a founder targeting financial services, I'll give you direct, technically grounded advice without the consultant theater. Coaching in English and French.