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Himanshu Vaghela
Himanshu Vaghela

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Shadow AI Is Not Your Real Problem. Shady AI Is.

In March, a Meta engineer used an approved AI agent to answer a technical question on an internal forum.

The agent posted its answer publicly. Without approval. The engineer followed the advice. Two hours later, a large volume of sensitive company and user data was sitting in front of employees who were never authorized to see it. Sev 1.

Here is the part most people miss: this was not shadow AI. The tool was vetted. It was approved. It was rolled out. Nothing was rogue and nothing was smuggled in.

The tool was fine. The approval was the problem.

A new category is forming. Shadow AI is the unapproved tool you cannot see. Shady AI is the approved tool doing something nobody anticipated, in plain sight, inside your own perimeter. And you cannot block it, because you already said yes to it.

A July 2026 survey found 76% of security teams now carry some responsibility for governing enterprise AI. But the controls are still built for tools, not for actions. We approve which software is allowed in. We rarely verify what that software does in the moment it acts.

The agent did not break in. It was invited, given a seat, and nobody was standing at the door checking what it was about to hand over.

So the question is no longer whether the model was approved.

It is whether anything verified what it did before the data was already out the door.

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