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Results show that persistent program growth can move recurring control out of model context and into low-cost code, yielding reusable specialist agents that remain effective with smaller deployment models.
SkillShift is presented, a constrained black-box framework for covert policy steering without explicit target command injection or task hijacking that combines semantically plausible policy edits with hierarchical validation, failure-guided optimization, and strategy compression to preserve effectiveness, output validi...
An in-depth qualitative analysis of GenAI-usage guidelines from 43 universities across 12 countries reveals several key challenges, including barriers faced by universities in deploying privacy measures and adopting existing security frameworks.
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