Clean Sheets and Checkpoints: Evidence Complexity for Certifying Sequential Agent Risk.

arXiv:2610.39124v1 Announce Type: cross Abstract: Dangerous-capability evaluations often test an AI agent from prepared states at ordered milestones. A clean sheet records no successes. What it certifies about a campaign of $B$ attempts depends on what a faile