OpenAI's automated vulnerability pipeline discovers 1,724 Linux kernel vulnerabilities
OpenAI's automated vulnerability research pipeline identified 2,308 candidate Linux kernel vulnerabilities, dynamically reproduced and confirmed 1,724 vulnerabilities, and generated 948 local privilege escalation exploits. The pipeline is divided into five stages: vulnerability discovery, dynamic validation, exploitability assessment, patch generation, and human review. The full-process cost of the second scan was approximately $1.21 million in API credits. Estimated by bug bounty standards, these 948 exploits are worth $18.9 million to $66.3 million, which is 16 to 55 times the cost; the agent used 10 new exploit techniques verified by third-party kernel vulnerability experts, and OpenAI is submitting vulnerability information and patches to Linux kernel maintainers.
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The original article presents the five-stage workflow of the automated vulnerability pipeline and a cost-benefit comparison, offering insight into the actual scale of output from agents in security research.
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OpenAI's automated vulnerability research pipeline identified a total of 2,308 Linux kernel vulnerability candidate samples, dynamically reproduced and confirmed 1,724 vulnerabilities, and generated 948 local privilege escalation (LPE) exploits; such vulnerabilities can allow unprivileged users to obtain the highest root privileges. The pipeline is divided into five stages: vulnerability discovery, dynamic verification, exploitability assessment, patch generation, and manual review. The full-process cost of the second scan was approximately $1.21 million in API credits, producing 948 independent local privilege escalation vulnerabilities. Estimated according to bug bounty standards, these 948 exploits have a value range of $18.9 million to $66.3 million, which is 16 to 55 times the pipeline cost. The agent used 10 entirely new vulnerability exploitation techniques, which have been verified by third-party kernel vulnerability experts as new methods. OpenAI is submitting vulnerability information and corresponding patches to Linux kernel maintainers.