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[P0] Retrieval fallback chain (fast→deep→scope-expand→summary) #4

@justinbuzzni

Description

@justinbuzzni

Goal

  • Reduce no-result user experience by adding deterministic fallback stages.

Scope

  • If fast retrieval returns 0 / low-confidence, retry deep.
  • If deep is still low-confidence, expand scope once.
  • Final fallback returns concise summary candidates.
  • Emit reason codes for each fallback stage.

Acceptance Criteria

  • No-result cases reduced by >=30% on benchmark set.
  • Existing high-confidence queries do not regress in Top1.
  • Fallback stage reason logs are available for debugging.

Checklist

  • Implement fallback state machine
  • Standardize reason codes
  • Add unit/integration tests
  • Add benchmark comparison report

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