When “almost right” is catastrophically wrong: Evals for AI learning games

Imagine you’re solving a momentum puzzle in our Scientific Thinking course.You line up the shot, position the cue ball at the perfect angle, and... the eight ball stops just short of the pocket. You adjust and try again. Same result. Third attempt. You stop, reason through it,