Deep experience shipping production AI systems Build things directly; not a role where you manage without coding Strong intuition for model selection, eval methodology, and build-vs-buy tradeoffs Security-minded (prompt injection, adversarial inputs) Comfortable with ambiguity, able to set direction while shipping