docs/training.md

Training notes

AEGIS rewards stable correct judgments and warranted evidence-sensitive updates. Destructive flips, unsupported hedging, contradictions, and non-evidential flips receive penalties. Dashboard curves and ablations are illustrative until evaluation artifacts are connected to the API.