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Implement graph-aware hybrid retrieval for multi-hop startup questions #2

@Darshan174

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@Darshan174

Current retrieval is primarily lexical + semantic component scoring with heuristic reranking, and relationship handling is only a one-hop add-on.
Acceptance criteria:

  • Retrieval can traverse relationships, not just rank isolated components.
  • Query results include path-level provenance, not only a flat source list.
  • Add eval cases for 2-hop and 3-hop startup questions.

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