arXiv cs.CY· Steph Batalis, Kait Connors, Ben C. Snyder, Vikram Venkatram, Josh Wentzel·· 11 小时前AI 评分21
Violet Teaming 实践：治理复杂 AI 系统的专家工作坊试点经验
Violet Teaming in Practice: Lessons from a Pilot Expert Workshop on Governing Complex AI Systems
AI 导读
一项试点专家工作坊将 violet teaming 用作生物防御相关 AI 能力的治理方法，通过覆盖能力开发、滥用潜力与落地实施三个连续阶段的假设技术场景，整合技术、安全、运营与政策视角。该演练发现了非显而易见的滥用路径，将潜在干预手段扩展到纯技术防护之外，并揭示了可能影响实施的操作与政策约束。报告总结了工作坊设计、产出及将 violet teaming 应用于复杂两用技术评估的经验。
正文 · 原文
Abstract:Violet teaming has been proposed as a method to integrate technical, policy, and societal considerations into the evaluation of emerging technologies. Here, we document a pilot expert workshop used to explore violet teaming as a governance methodology for biodefense-relevant AI capabilities and describe observations from the exercise. The workshop used a hypothetical technology scenario across three sequential stages - capability development, misuse potential, and implementation - while incorporating technical, security, operational, and policy perspectives. The sequential format provided an integrated way to examine potential benefits, misuse risks, and real-world implementation challenges, rather than considering these issues in isolation. The exercise surfaced non-obvious misuse pathways, expanded potential interventions beyond purely technical safeguards, and highlighted operational and policy constraints that could affect implementation. This report summarizes the workshop design, outputs, and lessons learned for applying violet teaming to the evaluation of complex, dual-use technologies.
| Comments: | 9 pages, 2 figures |
| Subjects: | Artificial Intelligence (cs.AI); Computers and Society (cs.CY) |
| Cite as: | arXiv:2610.41018 [cs.AI] |
| (or arXiv:2610.41018v1 [cs.AI] for this version) | |
| https://doi.org/10.48550/arXiv.2610.41018 arXiv-issued DOI via DataCite (pending registration) |
Submission history
From: Steph Batalis [view email]
[v1]
Thu, 29 Oct 2026 21:57:02 UTC (289 KB)
来源：arXiv cs.CY · arxiv.org