Artificial Intelligence · 2026-11-02

Violet Teaming in Practice: Lessons from a Pilot Expert Workshop on Governing Complex AI Systems

arXiv:2610.41018v1 Announce Type: new 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.

SHARE THIS ARTICLE LinkedIn X Facebook

arXiv:2610.41018v1 Announce Type: new 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.

Source and attribution

Original source: arXiv AI ↗

This is an attributed editorial digest. For the complete study and original reporting, follow the source link.

Reader feedback

0 likes · 0 dislikes

Sign in to like or dislike this research.

SHARE THIS ARTICLE LinkedIn X Facebook
← Back to research archive