NUWA 风险治理 · 评测基准
BashArena: A Control Setting for Highly Privileged AI Agents
NUWA 研究解读 · 独立复核待完成
NUWA Research Note
研究问题研究设计与假设来源发现NUWA 解读局限与相反证据研究联系研究与决策意义机构与角色原始资源模型辅助整理 · 选读原始全文或官方文章中的相关章节；尚未完成逐章节审计。
研究速读
高权限管理任务暴露出依赖轨迹误报率和攻击范围的控制权衡。
来源发现
精确来源位置
- BashArena: A Control Setting for Highly Privileged AI Agents · 2 DatasetSelected original resource https://arxiv.org/html/2512.15688; sha256:d492196ad3ecd5463eb9964d4ff5a9095374673e84900d06ad7a76d8305474a0; archived source capture; exact capture time not independently established
- BashArena: A Control Setting for Highly Privileged AI Agents · 4.1 MethodologySelected original resource https://arxiv.org/html/2512.15688; sha256:d492196ad3ecd5463eb9964d4ff5a9095374673e84900d06ad7a76d8305474a0; archived source capture; exact capture time not independently established
- BashArena: A Control Setting for Highly Privileged AI Agents · 4.2 Sabotage resultsSelected original resource https://arxiv.org/html/2512.15688; sha256:d492196ad3ecd5463eb9964d4ff5a9095374673e84900d06ad7a76d8305474a0; archived source capture; exact capture time not independently established
- BashArena: A Control Setting for Highly Privileged AI Agents · 4.3 Monitoring ResultsSelected original resource https://arxiv.org/html/2512.15688; sha256:d492196ad3ecd5463eb9964d4ff5a9095374673e84900d06ad7a76d8305474a0; archived source capture; exact capture time not independently established
- BashArena: A Control Setting for Highly Privileged AI Agents · 5 LimitationsSelected original resource https://arxiv.org/html/2512.15688; sha256:d492196ad3ecd5463eb9964d4ff5a9095374673e84900d06ad7a76d8305474a0; archived source capture; exact capture time not independently established
来源核查、数据提取、编辑批准与实验复现分别记录。 方法说明 →
机构与角色
作者 (5)
Adam Kaufman · James Lucassen · Tyler Tracy · Cody Rushing · Aryan Bhatt
评测协议
BashArena: A Control Setting for Highly Privileged AI Agents →
关联研究
Ctrl-Z: Controlling AI Agents via Resampling
提出后续控制环境，其任务集不同于 Ctrl-Z 所用的 BashBench。
引用与复用
引用研究发现时请引用原始出版物；引用 NUWA 的整理与解释时，单独引用本站记录及对应快照。
原始出版物 · BibTeX
@misc{basharena,
title = {BashArena: A Control Setting for Highly Privileged AI Agents},
url = {https://arxiv.org/abs/2512.15688},
author = {Adam Kaufman and James Lucassen and Tyler Tracy and Cody Rushing and Aryan Bhatt},
year = {2025},
date = {2025-12-17},
version = {arXiv:2512.15688v1},
note = {arXiv:2512.15688v1}
}
NUWA 记录 · BibTeX
@misc{basharena-nuwa,
title = {BashArena: A Control Setting for Highly Privileged AI Agents — NUWA research record},
url = {https://whitzard.tech/nuwa/whitzard-index/work/basharena/},
version = {2026-10-29.1},
organization = {NUWA Frontier AI Safety Lab},
howpublished = {Retained note edition: https://whitzard.tech/nuwa/whitzard-index/data/record-editions/2026-10-29.1--basharena.json},
note = {NUWA research note. Source-reading scope and independent review status are stated on the record. Snapshot 2026-10-29.1. Retained note edition: https://whitzard.tech/nuwa/whitzard-index/data/record-editions/2026-10-29.1--basharena.json.}
}
证据快照 2026-10-29.1 · 索引更新 · RSS
参考文献
- [1] Adam Kaufman, James Lucassen. BashArena: A Control Setting for Highly Privileged AI Agents. 2025-12-17. v1 [arXiv]; Author affiliations on the original paper title page; Research background and discussion in the original publication; 2 Dataset