Classify LLM failures into response buckets
Prompt/control Retrieval/evidence Permissions/security Human review Document text overrides assistant instruction Answer cites the wrong product version Agent executes refund without approval Model ignores requested output format Private HR note appears in manager answer No source supports a procedural claim
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