AI expertise: deep understanding of GenAI, AI/ML product development, retrieval-augmented generation (RAG), model context protocol (MCP), agent patterns and skills, agent-to-agent interactions, data readiness, model development, evaluation, deployment, monitoring, governance, responsible AI practices, quality controls, and safety guardrails, with the technical judgment to shape vision, guide architecture tradeoffs, and challenge assumptions across Product, Engineering, and Data Science. Cross-domain alignment: experience partnering with peer Product Directors to coordinate roadmap dependencies, clarify ownership across domains, sequence when roadmaps come together, and ensure broader KPM outcomes are pursued cohesively across connected product areas.