Author

Xitong Ling

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#artificial intelligence Preprint Oct 2026

VERA: Scaling Verifiable Environments for Agentic co-Evolution

Competent agents need precise and verifiable environments, such as sandboxes that are resumable at any stage and evolve from observable evidence. However, most long-horizon work exposes how rare these are: for example, an agent in medical research must ground a finding, classify it, and write a report over dozens of de...

Jun-Qi Liu, Yong-Yang Pan, Zhuo-Song Jiang et al. · 0 citations

Jul 2026

SafeFlow: Semantic Information-Flow Control for Blocking Malicious Propagation in Multi-Agent Systems

SafeFlow is proposed, a defense framework for multi-agent systems that formalizes malicious cross-agent propagation as a semantic information-flow problem and reduces attack success rates compared to undefended baselines and external defenses while retaining high benign task completion and a high paired safe--harm succ...

Haowen Dai, Zonghao Ying, Wenfeng Li et al. · arXiv.org · 0 citations