OAIC 2026 / Full keynote / 52:53

AI Exploitation, Quantified.

Name: AI Exploitation, Quantified.
Uploaded: 2026-10-12T14:51:32-07:00
Duration: 52 min 53 s
Description: Dr. David Brumley examines how to measure AI systems’ ability to exploit real vulnerabilities. Drawing on ExploitBench and reinforcement-learning environments, he covers model performance on V8 vulnerabilities, recurring failures, and reward-hacking pitfalls in benchmark design.

Measuring real-world AI exploitation

Dr. David Brumley · Bugcrowd · Carnegie Mellon University

About the talk

Dr. David Brumley examines how to measure AI systems’ ability to exploit real vulnerabilities. Drawing on ExploitBench and reinforcement-learning environments, he covers model performance on V8 vulnerabilities, recurring failures, and reward-hacking pitfalls in benchmark design.

Recorded at Offensive AI Con 2026.

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The next wave of offensive AI