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Paper · arXiv

Nidus: Externalized Reasoning for AI-Assisted Engineering

We present Nidus, a governance runtime that mechanizes the V-model for AI-assisted software delivery. In the self-hosting deployment, three LLM families (Claude, Gemini, Codex) delivered a 100,000-line system under proof obligations verified against the current obligation set on every commit. The system governed its own construction. Engineering invariants - traced requirements, justified architecture, evidenced deliveries - cannot be reliably maintained as learned behavior; assurance requires enforcement by a mechanism external to the proposer. Nidus externalizes the engineering methodology into a decidable artifact verified on every mutation before persistence. Organizational standards ...

AuthorsDanil Gorinevski
Primary categorycs.SE
Published6 April 2026
Last updated at source6 April 2026
cs.SEcs.AIcs.LOcs.MA
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