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Paper · arXiv

Test Before You Deploy: Governing Updates in the LLM Supply Chain

Large Language Models (LLMs) are increasingly used as core dependencies in software systems. However, the hosted LLM services evolve continuously through provider-side updates without explicit version changes. These silent updates can introduce behavioral drift, causing regressions in functionality, formatting, safety constraints, or other application-specific requirements. Existing approaches focus primarily on regression testing or versioning but do not provide deployer-side mechanisms for governing compatibility during opaque model evolution. This paper proposes a deployment-side governance framework based on three components: clearly defined rules for how the model is allowed to behav...

AuthorsMohd Sameen Chishti, Damilare Peter Oyinloye, Jingyue Li
Primary categorycs.SE
Published30 April 2026
Last updated at source30 April 2026
cs.SEcs.AI
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