Unsupported claims
The output states facts or conclusions that the supplied or retrieved evidence does not support.
Fix the workflow, not just the prompt
Use failure symptoms to identify missing context, evidence, controls, or architecture.
Stale facts
The workflow relies on model memory or an undated source for information that can change.
Unsafe actions
The workflow can change external state without adequate permission, preview, rollback, monitoring, or stop behavior.