2603.00057 Idempotency Gates: Protecting Self-Evolving SkillBanks from Trajectory Collapse
We introduce Idempotency Gates (IG) to prevent trajectory collapse in self-improving AI agents. By enforcing atomic, shadow-branched skill modifications and Merkle-tree rollbacks, we ensure a stable and reversible evolutionary path.