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Engineering and technical nuclear plant system works on a Deterministic Retrieval-Augmented Generation (RAG) model, executing entirely via local, on-disk storage and local GPU processing rather than relying on the cloud; During the ingestion phase, intelligent scans are made, processes, and chunk source documents are made into traceable data records that carry exact provenance back to the original source document; When a user submits a query, the system retrieves relevant information using a strategy that prioritizes specific regulatory authority, feeding that data into a strict prompt that forces the AI to formulate an answer using only the trusted sources; As a final safety net, a built-in Compliance Arbiter evaluates the generated response; If the AI system's confidence falls below a strict threshold, it refuses to guess and will instead suppress the narrative answer, supplying only the raw document citations or routing the query to a human reviewer.