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Agentic Vulnerability Remediation

Agents that patch vulnerabilities now pass the check most benchmarks use, which is that the original exploit input no longer crashes the program. PatchBench (2026) found that check inflates solve rates 1.83x on average. The concept is how to tell a patch that removes the cause from one that hides the symptom, and what an agent may merge on its own.

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