Lead architecture and technical strategy for an off-platform AI tier and agent stack. Design and build MCP server, internal PM and Execution agents, and an External Onboarding Agent. Implement retrieval, evals, observability, and guardrails. Drive design-partner engagements, set engineering standards, and mentor engineers to productionize LLM/agent systems.