| A fluent generated rubric is treated as qualified. | Recover provenance and challenge a consequential distinction. |
| Two agreeing agents establish an unobserved fact. | Obtain an adequate observation or a judgement supported by different grounds. |
| A high average hides a decisive false pass. | Inspect the case and receiving inference that the intended use cannot tolerate. |
| Training reward is treated as runtime assurance. | Test the actual current checking arrangement and subject question. |
| A checker is qualified once for all future models and tools. | Reopen the affected scope when observation or judgement behavior changes. |