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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Bo Yang

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2 papers indexed here

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Preprint Sep 2026

The Missing Boundary: How Autonomous Agents Lose Control

Autonomous agents increasingly perform long-horizon tasks involving tool use, persistent state, and consequential actions, raising a fundamental question: \emph{under what conditions does an agent cross the boundary of authorized execution while pursuing a legitimate task?} Existing studies often attribute such failure...

Zong-Hao Ying, Xiang-Fan Wu, Bo Yang et al. · 1 citation · ⚡1
Preprint Sep 2026

pikit: A Composable Toolkit for Indirect Prompt Injection Research and Evaluation

Indirect prompt injection embeds malicious instructions within external content retrieved by LLM-based agents, altering target behavior without user authorization. We introduce pikit, a research toolkit designed to systematically evaluate these threats across three core dimensions: attacks (13 methods), channels (16 ca...

Zong-Hao Ying, Xiang-Fan Wu, Bo Yang et al. · 0 citations

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