10+ years of experience designing and building production cloud platforms, AI platforms, developer platforms, data platforms, or distributed systems, including 5+ years with AWS or equivalent cloud infrastructure. This role defines and builds the hardest platform patterns for governed model access, identity, networking, infrastructure as code, usage telemetry, project attribution, sandbox deployment, service mediation, and operational tooling.