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Introduce production vector-store abstraction #165

@ishaanxgupta

Description

@ishaanxgupta

We are tightly coupled to Pinecone through pinecone.py, with limited filter support and no schema migration/recovery layer.

Acceptance criteria:

  • Define VectorStore interface.
  • Support Pinecone plus one production alternative.
  • Add filter DSL, batch query/upsert/delete, namespace migration, and metadata validation.
  • Add integration tests with fake and real adapters.

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