Marianna and Roberto have been quietly working on something that has been bugging them for a while: how do you tell whether a model actually understands physics, or has only learned what physics tends to look like?

The answer was to build the violations on purpose — objects vanishing, bodies passing through walls, things floating without support — and then measure which ones frontier VLMs notice, and which ones they walk straight past.