Francois'(the creator of ARC-AGI benchmark) whole point was that while they look the same, they're not. Coding is solving a familiar pattern in the same way (and fails when it' s NOT doing that, it just looks like it doesn't happen because it's seen SO MANY patterns in code). But the point of Arc AGI is to make each problem have to generalize in some new ay.