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PROACT-Agent: Progressive Runtime Oversight and Active Circuit-breaking for Real-Time Safety

PROACT-Agent synthesizes causally consistent agent trajectories to train real-time guardrails that achieve 91.46% unsafe F1 and cut AgentDojo targeted attacks from 20.82% to 0.40%.

Ding Jia, Wei Liu, Xianglong Du, Yingjie Li and 4 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 1/5