Procurement Search: Spot the Stale Retrieval
Spot the retrieval flaw caused by stale, unfiltered evidence entering the model context.
A renewal recommendation looks confident, but the assistant pulled from the wrong evidence pile. Which part of the scene shows the retrieval issue that will poison the answer? Archived document tray used as if it were current Correct. The retriever needs status and effective-date filters so stale chunks do not outrank approved evidence. Approved folder near the laptop This is not the problem. Approved, current evidence is exactly what should be easier for retrieval to find and rank. Laptop where the AI answer is being drafted The model is downstream. The issue is the evidence set entering context, not the…
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