#rag #llm #ai #vectorlessrag #machinelearning #generativeai #learninginpublic | Shashwat Verma
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#rag #llm #ai #vectorlessrag #machinelearning #generativeai #learninginpublic | Shashwat Verma
Welcome to Vectorless RAG. We optimized RAG so much with embeddings, chunking, and vector databases… that we forgot one small thing: documents already have structure. Traditional RAG pipeline: Document → fixed chunking → embeddings → vector DB → similarity search → LLM → answer Sounds elegant, but: • Fixed chunk sizes often ...
3 weeks ago
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