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A reference implementation for indexing a law firm's entire document archive — pleadings, depositions, contracts, emails, exhibits — into a private RAG system queryable from Claude.ai with cited links back to source PDFs. Built on Gemini Embedding 2, LanceDB, Cloud Run, and MCP.