Monday, February 16, 2026

Discovering the important thing to the AI agent management airplane

Brokers change the physics of danger. As I’ve famous, an agent doesn’t simply suggest code. It might probably run the migration, open the ticket, change the permission, ship the e-mail, or approve the refund. As such, danger shifts from authorized legal responsibility to existential actuality. If a giant language mannequin hallucinates, you get a nasty paragraph. If an agent hallucinates, you get a nasty SQL question working towards manufacturing, or an overenthusiastic cloud provisioning occasion that prices tens of 1000’s of {dollars}. This isn’t theoretical. It’s already occurring, and it’s precisely why the business is out of the blue obsessive about guardrails, boundaries, and human-in-the-loop controls.

I’ve been arguing for some time that the AI story builders ought to care about is just not alternative however administration. If AI is the intern, you’re the supervisor. That’s true for code technology, and it’s much more true for autonomous techniques that may take actions throughout your stack. The corollary is uncomfortable however unavoidable: If we’re “hiring” artificial workers, we’d like the equal of HR, id entry administration (IAM), and inside controls to maintain them in test.

All hail the management airplane

This shift explains this week’s largest information. When OpenAI launched Frontier, essentially the most attention-grabbing half wasn’t higher brokers. It was the framing. Frontier is explicitly about transferring past one-off pilots to one thing enterprises can deploy, handle, and govern, with permissions and limits baked in.

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