Summary

12 specialist agents deployed simultaneously, producing 7 research reports, 1 legal memo, 7 new tools, 13 VLA scenarios, and 31 database fixes. Five cross-agent convergences point toward a unified finding: safety mechanisms operate on a different layer than attacks, and this layer mismatch is the root cause of both defensive failure and iatrogenic harm.