Lee Linkoff is an engineering leader specializing in systems platform engineering, AI RAG platform engineering, cloud native platform engineering, distributed systems, platform architecture, pricing-critical backend services, high availability, resiliency, and large-scale production delivery. Focused on reliability engineering, security posture, operational maturity, and execution ownership.