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Governing shadow AI and AI-assisted software synthesis in one framework.
Two fronts opened at once.
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Software synthesis moved from autocomplete to stateful, autonomous ecosystems, and under the official programmes a parallel one grew: unsanctioned tools, models and agents, embedded straight into daily work. Perimeter AppSec and static governance do not reach either, and bans keep failing — they only push the work onto personal devices. This paper answers on two axes: a technical pipeline, from an open intake register to least-context access control, and a social one, because inclusive leadership is the catalyst that makes the pipeline work at all.
