You're not a research scientist; you wield models and engineer ruthlessly around their uncertainty. * 5+ years shipping production software, 2+ building with LLMs in production (real users, not demos) * The AI spine: prompt/context engineering, agents, tool use, structured outputs, evals, MCP Python and TypeScript/Node + React; comfortable with async, streaming, and observability
mehr