You can now coach every AI action, not just the ending.

MAPPA trains many small agents together.

Each keeps its own weights, so skills don't fade.

When a pipeline fails, an AI coach finds the real cause.

It scores each step from 0 to 10.

The open-source repo gives you:

> Per-action coach scoring

> Accurate blame across agents

> Secure Python code runs

> Training spread across GPUs

So who coaches the coach?