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Paper · arXiv

AI as Consumer and Participant: A Co-Design Agenda for MBSE Substrates and Methodology

AI tools are being deployed over MBSE models today, and those models were not designed for this kind of consumption. The problem is not simply that tools hallucinate: well-prompted frontier models produce competent, useful output over a conformant SysML model, but the reasoning they produce is drawn from training rather than retrieved from the model itself, and different tools over the same model produce different results with nothing in the record to adjudicate between them. The model, in other words, is functioning as a prompt rather than as a knowledge base. Attaching better tools to the same model does not resolve this. The model and the methodology that governs its construction need ...

AuthorsSiyuan Ji
Primary categorycs.SE
Published28 April 2026
Last updated at source28 April 2026
cs.SEcs.AI
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