Harness² improves frozen models by editing the agent harness. Production use needs hidden evaluations, leakage controls, cost budgets, and rollback.
EvoUndo shows why capability gains are insufficient for self-modifying Agent Harnesses. Require witnessed, counterfactual recovery before merge.