Deep experience shipping production AI systems Build things directly (hands-on coding required) Strong intuition for model selection, eval methodology, and build-vs-buy tradeoffs Security-minded (understand prompt injection, adversarial inputs) Comfortable with ambiguity, able to set direction while shipping Experience in Python and TypeScript Experience deploying on AWS and CloudFlare