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devops2026
AI Engineering Knowledge Platform
Private engineering knowledge RAG with citations, confidence, and explicit no answer behaviour.
FastAPIpgvectorNext.jsOllama
Overview
Ingest docs and repos, retrieve with embeddings, answer only with sources, plus an evaluation harness.
Problem
Engineering knowledge is scattered; chatbots invent procedures that were never written down.
Solution
Chunking, embeddings, retrieval, citation required generation, refusal policy, and measurable eval.