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Akash Mahajan's avatar

Agents make continuous monitoring practical for products and their infrastructure. So security works less as a gate and more as bubble wrap around runtime.

This shifts from scan before ship to runtime controls plus evidence.

That evidence gets built from observability primitives. Tool-call logs, policy decisions, provenance, and fast rollback or kill switches. If you cannot show what the agent did, you cannot sell trust. And if you cannot show you can constrain the agent at runtime, you will not earn trust.

This makes org structure change more pronounced.

Whoever owns uptime and agent cost will own these controls. That usually means platform and product security engineering, not a compliance-only security lane.

CISO work shifts toward governance, vendor risk, and audit posture unless they also own the operating model for runtime safety.

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