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FINE-TUNING-VS-RAG5 MIN READ

Sort the failure before fixing it

Classify AI assistant failures so the fix matches the failure mode.

Sort each failure into the control area it most strongly indicates. Retrieval failure Generation behavior failure Governance failure Measurement gap The right policy exists but never appears in the top retrieved chunks The retrieved source is correct, but the reply violates the approved support tone every third case No team owns removing expired documents from the knowledge base The team trained and tested on the same 80 approved answers Metadata filters exclude the customer's region even though the source exists The model answers confidently when context is insufficient Draft docs from a shared folder were indexed without content approval Reviewers…

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