How Amazon uses agentic AI for vulnerability detection at global scale

Amazon Science · 3 months ago

Amazon built RuleForge, an agentic AI system that automatically generates security detection rules from vulnerability exploit code. The system achieved 336% faster rule creation compared to manual methods over the final four months of 2025 while maintaining production-grade accuracy. This automation allows security teams to translate vulnerability disclosures into protective detection logic at scale, significantly reducing the time gap between when vulnerabilities are publicly disclosed and when defenses are deployed.