genai
Use when building LLM-backed components in Python: typed agents with pydantic-ai, provider-neutral calls with litellm, structured output with instructor, DSPy programs and optimizers (GEPA or MIPROv2), MCP servers and clients with FastMCP, and embedding generation (storage and search belong to db-engineer). Loaded by the implementer when the brief names genai, dspy, pydantic-ai, litellm, instructor, or FastMCP.
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