The robot arm pauses halfway through a grasp. Motors humming. Vision model confident. Plan graph pristine. And still it hesitates, jittering like a nervous hand hovering over a hot stove.

Nothing is wrong in the code. Nothing is wrong in the math. Nothing is wrong in the dataset.

What is wrong is that the world pushed back.

This is where most...