This work argues that agentic risk is progressive: it can enter at four loci of the agent control loop--skill admission, invocation-time intent, execution-time effect, and post-action consequence--while a denied dangerous objective can reappear across surface forms, tools, or turns.
Kai Wang, Zeming Wei, Biaojie Zeng et al.· 0 citations
This work presents SkillSafetyBench, a runnable benchmark for evaluating skill-facing safety failures, and suggests that agent safety depends not only on model-level alignment, but also on how agents interpret skills, trust workflow context, and act through executable environments.
HFlow is proposed, an evolutionary framework for generating agentic workflows through human-agent collaboration that produces cost-effective and adaptive solutions, better aligning automated agen-tic systems with dynamic human needs.
Yuxin Liu, Jinxuan Zhang, Yuezhang Peng et al.· Annual Meeting of the Associ...· 1 citation
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