When AI Models of Physical Systems Fail

Current-generation AIs are particularly good at finding and generating corresponding patterns. This can be useful when classifying images as cats or dogs (classifiers) or creating new sentences or images (genAI). But those patterns in physical systems arise from the behavior of physical laws . Oscillators are a good example -- a pendulum's behavior is due to its own potential and kinetic energy,…