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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Zonglei Jing

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Jul 2026

Technical Report on the CVPR 2026@AdvML Workshop Challenge

The CVPR 2026@AdvML Workshop Challenge on adversarial multimodal attacks against autonomous-driving VLAs is presented, providing a practical reference for future robustness evaluation and defense design in multimodal autonomous-driving systems.

Tian-Yuan Zhang, Zonglei Jing, Jiangfan Liu et al. · 0 citations
Preprint Aug 2026

SkillSentry: Adaptive Honey Worlds for Dynamic Safety Testing of Agent Skills

This work presents SkillSentry, a dynamic safety-testing framework based on adaptive honey worlds, which infers the intended capability boundary of a skill, constructs an LLM-simulated environment with controlled decoy resources, and adaptively generates tasks to explore its behavioral states.

Nizhang Li, Zong-Hao Ying, Xiang-Fan Wu et al. · 0 citations

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