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- Fix variable shadowing in fetch_vectors (use vector_id instead of id) - Remove redundant PINECONE_AVAILABLE check in create_index - Add Pinecone imports and exports to __init__.py - Add 'pinecone' to SUPPORTED_BACKENDS in vector_store.py - Add vectorstore-pinecone dependency group to pyproject.toml - Create vectorstore-all optional dependency group - Fix duplicate MagicMock import in test_pinecone_store.py - Update test_pinecone_removal.py with explanatory comment - Update all docstrings to include Pinecone in supported backends All fixes address code review feedback and ensure proper integration.