Fix the workflow, not just the prompt

Use failure symptoms to identify missing context, evidence, controls, or architecture.

intermediate diagnostic

Unsupported claims

Diagnose unsupported claims, correct the workflow, and prove the original failure is controlled.

intermediate diagnostic

Stale facts

Diagnose stale facts, correct the workflow, and prove the original failure is controlled.

intermediate diagnostic

Unsafe actions

Diagnose unsafe actions, correct the workflow, and prove the original failure is controlled.