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Author

Liang Pang

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#artificial intelligence Review Sep 2026

SkillAtlas: An Attack Trace Library for Agent Skills

SkillAtlas, a hosted attack trace library that converts private agent-skill security report bundles into reviewed, redacted, and searchable public cases, is presented.

Yu-Xin Tian, Zenghao Duan, Liang Pang et al. · 0 citations
Preprint Aug 2026

RING: Retrieval-Internalized Generation for Continual Large-Scale Knowledge Injection

RING (Retrieval-Internalized Generation), a holistic paradigm spanning both architecture and training that injects large-scale external knowledge into aixture-of-Memory Experts and learns parametric search over this internal memory via reinforcement learning, removing the external retriever entirely, is proposed.

Shicheng Xu, Liang Pang, Li-Yi Chen et al. · 1 citation
#natural language process... Preprint Jul 2026

ZenGen: Social Mind for LLMs

ZenGen, an integrated framework for measuring, internalizing, and grounding social intelligence, and Actio, a harness-controlled inference architecture that routes four typed supports into reasoning demonstrate the effectiveness of typed runtime support.

ZenGen Team, Xiang Ao, Jingping Bi et al. · 0 citations

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