Author

Si-Cheng Pan

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#artificial intelligence Preprint Sep 2026

Ecdysis: Efficient and Effective Training of Runtime Harnesses for LLM Agents

This work proposes Ecdysis, which aggregates failure evidence across task instances before promoting recurring failure patterns into persistent harness evolution, biasing evolution toward repairs that are more likely to generalize beyond individual model behaviors.

Rui-Qing Yue, Yu Cui, Zhuo-Yu Sun et al. · 1 citation · ⚡1

Jul 2026

Refusal is Not Safety! Benchmarking Latent Safety Risks of LLM-Driven Content Humorization

An exploratory study involving over 30,000 real-world agent interaction records and 45 stand-up comedians reveals practical safety concerns in LLM-based content humorization, and proposes a prompt injection attack that exploits latent risks in humor-based defenses.

Yu Cui, Ruiqing Yue, Tingyu Li et al. · arXiv.org · 0 citations