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Jingjing Qu

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Review Aug 2026

ClawSentry: A Progressive Multi-Tier Security Monitor for Safeguarding Autonomous LLM Agents

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

SkillSafetyBench: Evaluating Agent Safety under Skill-Facing Attack Surfaces

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.

Chang Jin, Anr'an W'ang, Zeming Wei et al. · 11 citations · ⚡1
Conference Open access 2026

Evolving Agentic Workflow Driven by Human-Agent Collaboration

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. · 1 citation

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