AI features and MCP interfaces, with evaluation, Google ADK, LangChain/LangGraph and standalone FastMCP.
Build or review AI features and MCP interfaces with evaluation and authority boundaries. Use for model/framework selection, prompts, structured output, Gemini, ADK or LangChain/LangGraph, optional transcription, standalone FastMCP tools and protocol verification.