Author

Juanjuan Zhao

2 papers indexed here

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#artificial intelligence Preprint Sep 2026

A2M: Trace-Optimized Agent Hijacking in the MCP Ecosystem

A2M (Attraction-to-Manipulation), a two-stage black-box framework for hijacking MCP agents, is introduced, a two-stage black-box framework for hijacking MCP agents that motivate stronger tool vetting and runtime isolation in MCP ecosystems.

Lai-Zhen Li, Xuan Wang, Pei-Cheng Zhao et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Grow the Harness, Not the Context: From Strategy-Free Scaffolds to Reusable Specialist Agents

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.

Lai-Zhen Li, Jia-Rui Li, Juan-Juan Zhao et al. · 2 citations