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AWS Security Agent: Continuous Penetration Testing and Threat Modeling for the AI Development Era


AWS Security Agent: Continuous Penetration Testing and Threat Modeling for the AI Development Era

Most security programs are still built around a calendar, not a codebase. A pen test gets scheduled once or twice a year. A design review happens at a milestone meeting. By the time either one produces a finding, the application it was testing has already shipped four more releases.

That mismatch isn’t a staffing problem — it’s a structural one. AWS’s own teams have pointed out that more than 60% of organizations update their web applications weekly or more often, while nearly 75% test those same applications only monthly or less. Manual review simply can’t move at the speed code ships. AWS Security Agent is AWS’s answer to that gap — and it’s worth understanding regardless of which cloud you run on, because the underlying shift it represents is bigger than one vendor’s product.

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Michael Tayo

Founder, CyberSHIELD | CybersecurityOS

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CyberSHIELD | CybersecurityOS 🛡️

Engineering security from first principles. I'm d0uble 3L, I write CybersecurityOS, where I break down secure-by-design architecture, DevSecOps, cloud security, and emerging-tech risk into practical frameworks for engineers, leaders, and teams. Weekly perspectives, clarity over complexity.

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