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[AI/RAG] Persistent Memory & Context for the AI Chatbot #131

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@jpdevhub

The current chatbot is stateless or uses local memory. Implement a PostgreSQL vector database (using Supabase pgvector) to store chat session histories so users can resume conversations, and use embeddings to retrieve domain-specific FreshScan docs to answer questions.

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