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Qdrant reduced retrieval-augmented generation token costs by 67% using native ColBERT reranking, which performs token-to-token matrix comparison inside the database in a single query call, eliminating…

A developer rescued a Retrieval-Augmented Generation (RAG) assistant from memory leaks and deployed it on a Render free-tier instance with a 512MB RAM limit. The engineer re-engineered the pipeline by…