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Morning Edition · Monday, August 10, 2026Published at 2:21 AM EDT · New York
New Preprint Proposes Manufacturing Verified Vulnerabilities to Train Defensive Security Agents
CyberForge injects flaws into whole repositories with verification, addressing the shortage of realistic training data for agents meant to find and patch bugs rather than exploit them.
A preprint posted to arXiv describes CyberForge, a system that injects verified vulnerabilities into software repositories to generate training data for cybersecurity agents. The authors state the asymmetry directly: generally available lar…
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Part of a tracked trend
Autonomous Agents Move Into Cyber Offense
AI agents increasingly run end-to-end intrusions, chaining supply-chain footholds into privilege escalation and credential theft at machine speed, outpacing human and current automated defenses.
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