An agent-driven security platform that deploys fleets of AI security agents on a live production knowledge graph to autonomously triage, verify, and remediate security issues across code, CI/CD pipelines, cloud applications, containers, and databases. Agents escalate to humans only when necessary, keeping pace with the rapid growth of AI-driven codebases.