NKTg AI – A deterministic text decoding layer replacing vector-RAG before LLMs

We built NKTg AI , a structural text-decoding system designed to address a fundamental limitation we found in traditional RAG (Retrieval-Augmented Generation). The Problem with Standard RAG Standard RAG relies on vector embeddings and cosine similarity to retrieve text chunks. While effective for m…

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1. 2026-11-06 15:09 · DEV Community — AI
   NKTg AI – A deterministic text decoding layer replacing vector-RAG before LLMs