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Precision & Grounding

The Failure-Mode Catalog

10 min+90 XPStep 1/10

Every RAG failure has a stage address

The catalog, by pipeline stage:

  • Retrieval miss — the right chunk exists but wasn't fetched (vocabulary mismatch, chunk boundary split the answer, index gap)
  • Rerank drop — fetched, then scored out of the context by the second stage
  • Context burial — in the context, ignored: middle position, crowded by distractors
  • Generation error — faithful retrieval, unfaithful answer
  • Stale index — the doc changed, the index didn't
  • Injection — retrieved content carrying instructions the model obeys

Each stage has different fixes and different owners. 'RAG is bad' is not a diagnosis; 'the chunk dies at rerank on Tuesday queries' is.