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CONTEXT-ENGINEERING5 MIN READ

Claims Review: From File Flood to Evidence Strip

Explain why narrowing retrieved evidence improves model attention and answer grounding in a document-heavy workflow.

What changes when Amina replaces the file flood with a retrieval-backed evidence strip? Before: the whole claim folder is treated as context. After: the model gets a decision brief plus selected evidence slots. The prompt changed from folder as context to criteria plus evidence slots, so every retrieved chunk has a job. Duplicate and inactive material moved outside the live window, reducing competition for the model's attention. The latest estimate and exclusion clause became explicit retrieval targets, which makes the answer auditable. Do not ask the model to discover the evidence shape; design the evidence shape before retrieval. Evidence-strip design…

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