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Oversight Is Not a Control

Real-world security lessons from deploying action-centered governance: why dashboards, reviews, and logs are not enough once agents can act.

The field lesson behind OSuite is blunt: watching an agent is not the same as governing it.

The manuscript frames runtime approval, closure semantics, proof bundles, and action-centered evidence as the missing control layer between agent capability and enterprise accountability.

Security framing

The paper is written for security leaders who need pre-execution control, not another observability dashboard that only becomes useful after a mistake has already happened.

Approve high-risk AI work before it runs.

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