pydantic-v2

structured outputs for llms

Structured Output Is All You Need!

Multi-agent AI customer support system for a digital music store. Built with LangGraph, Gradio, and the Chinook database. Features supervisor routing, music catalog & invoice agents, human-in-the-loop verification, long-term memory, and anti-hallucination grounding. Deployed on Hugging Face Spaces.