I spoke at code.talks in Hamburg about moving from vibe coding to agentic engineering. About 150 people showed up on Stage 3. Notes from the talk, the crowd, the sessions I sat in, and where things go next.

I map my AI-in-production workflow to the software development lifecycle, from discovery to operations, with clear handoffs between AI agents and human owners. The core idea: agentic engineering is not a coding trick but a delivery system for reliable software.