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.
This is literally what the whole article was about. Not only does the quote itself contain that context "and the lego group", but the very next paragraph is "And then… nothing. The Tintin votes dried up, and Lego rejected both his fan-favorite Avatar and Polar Express ideas. The company never says why it rejects an Ideas submission, only that deciding factors include everything from “playability” and “brand fit” to the difficulties in licensing another company’s IP."
oh hmm, the penguin/giraffe one when I first saw it I was like "that looks like an upside down penguin, where's the giraffe?" Whereas others I immediately saw what it was trying to be.
My understanding is that they trained a separate model to specifically estimate when they have enough context to begin translating, as a skilled translator would.