Design, build, and own a production-grade evaluation system for model accuracy and latency improvements. Lead experimentation, fine-tuning, and feedback loops for model optimization. Advance AI/ML system orchestration for scalable and resilient deployments. Elevate technical standards through engineering craftsmanship, mentorship, and leadership.