I explore why black-box prompts are risky in healthcare and how AI graphs offer a clearer path to safe and reliable medical support. The ideas come from the systems we’ve been developing at MedWrite to make clinical AI easier to trace and verify.

This PyData tutorial walks through building multi-agent AI systems using directed acyclic graphs to orchestrate NLP, vision, recommendation models, and any model.

Key sections:

- When to use multi-agent systems (6:37) - IntelliNode framework demo (9:35) - Hands-on labs with nutrition assistant (19:42) - MCP integration patterns (34:30)