| # Update Protocols (Online Learning) | |
| - Per‑turn: ≤3 micro‑steps on Π; lr 1e‑5..1e‑6; clip 0.1..0.5; ΔW norm cap; min interval. | |
| - EMA on Π only; EWC vs anchor; orth‑grad. | |
| - Auto‑revert: 2σ identity drop; log incident. | |
| # Update Protocols (Online Learning) | |
| - Per‑turn: ≤3 micro‑steps on Π; lr 1e‑5..1e‑6; clip 0.1..0.5; ΔW norm cap; min interval. | |
| - EMA on Π only; EWC vs anchor; orth‑grad. | |
| - Auto‑revert: 2σ identity drop; log incident. | |