Build the AI foundation for Home Assistant, including conversation APIs, LLM integrations, typed tool layers, agents, MCP connectivity, memory, and AI-powered workflows. Develop reliable, private, local-first features and integrate local or cloud models. Review code, collaborate with the open-source community, investigate issues, guide architectural decisions, and contribute to a remote asynchronous engineering culture.