Work AI-natively by using agentic coding tools like Cursor or Claude Code fluently, applying them with smart, context-aware judgment rather than brute force.
Build evaluation harnesses that measure output quality, faithfulness, hallucination rate, latency, and cost across model versions and prompt changes — governing whether AI features ship or roll back.
Actively seek out developmental opportunities for growth, act as strong brand ambassadors for the firm as well as share their knowledge and experience with others.
Own technical direction across front-end, back-end, integrations, and deployment/operational architecture, ensuring solutions are scalable, maintainable, and aligned with business goals.