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feat: Add contributor-facing LocalRetriever with sample INCF dataset fixtures for offline development #72

@QuantumByte-01

Description

@QuantumByte-01

Problem

PR #57 merged LocalRetriever but search() always returns [], making local dev useless — the agent always responds with "no results found" without GCP.

Solution

Add ~15 realistic INCF dataset fixtures in backend/fixtures/sample_datasets.json and load them in LocalRetriever.search() with basic keyword filtering.

Acceptance Criteria

  • LocalRetriever.search() returns relevant fixture results
  • Fixtures cover multiple modalities (fMRI, ephys, calcium imaging)
  • README documents that local dev uses fixture data
  • No new dependencies

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