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Re:You Don't Need a Vector Database by alansaber on Sunday March 08, 2026 @10:00AM (#47297381)
That RAG is marketing and doesn't significantly affect performance is incorrect. As to whether retrieval really benefits from vector DBs is another question.
Re:You Don't Need a Vector Database by noemit on Monday March 09, 2026 @10:28AM (#47309604)
True. RAG is worse in almost all real-world use cases. If you have less than 10,000 documents its worse and if you have too many documents its also worse.
Re:You Don't Need a Vector Database by zhangchen on Saturday March 14, 2026 @09:35PM (#47383345)
this is way too broad, RAG works fine in the 10k-1M doc range if your chunking and retrieval pipeline are tuned properly. the failure mode is usually bad embeddings or naive chunking, not RAG itself.