We mobilized 250+ people to strengthen our defenses across hundreds of systems. Our latest cyber models helped us find and fix vulnerabilities we might never have discovered otherwise. We’re sharing what we learned, the architecture, and a practical playbook so you can build your own Defense Factory: a continuous loop where AI agents find vulnerabilities, validate them, and verify that fixes work.

Shows a concrete architecture for running AI agents in a continuous find-validate-fix loop against real infrastructure, a pattern security engineers can adapt for their own vulnerability management pipelines.
“We mobilized 250+ people to strengthen our defenses across hundreds of systems.”
“Our latest cyber models helped us find and fix vulnerabilities we might never have discovered otherwise.”
“We're sharing what we learned, the architecture, and a practical playbook so you can build your own Defense Factory: a continuous loop where AI agents find vulnerabilities, validate them, and verify that fixes work.”
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