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docs: update README to reflect ChromaDB as the active vector store#603

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docs: update README to reflect ChromaDB as the active vector store#603
divyalankeshwar2007-svg wants to merge 2 commits into
param20h:devfrom
divyalankeshwar2007-svg:docs/chromadb-readme-consistency

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📋 Summary

This PR aligns the README documentation with the current vector database implementation used in the project.


🔄 Changes Made

  • Replaced outdated Pinecone references with ChromaDB references
  • Updated vector store descriptions to reflect the active architecture
  • Updated retrieval workflow documentation for consistency
  • Removed Pinecone-specific setup instructions from prerequisites
  • Improved overall documentation clarity for contributors

❓ Why this change is needed

The backend has migrated to ChromaDB as the active vector store. However, the README still contained legacy Pinecone references. This could confuse contributors during setup and onboarding by suggesting a deprecated or unsupported vector database.


🔗 Related Issue

Closes #555


👍 Final Note

This update ensures that the documentation accurately reflects the current architecture and improves onboarding clarity for new contributors.

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[FEAT] README contains inconsistent references to Pinecone and ChromaDB vector stores

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