Agentic AI, agentic-rag, generative-ai-use-cases, retrieval-augmented-gen, vectorless-rag

Vectorless RAG: How I Built a RAG System Without Embeddings, Databases, or Vector Similarity

A journey from “vector similarity ≠ relevance” to building a reasoning-based RAG system that actually understands documentsPhoto by Becca Tapert on UnsplashIntroductionRetrieval-Augmented Generation (RAG) has become a foundational pattern for building …