The models got more room to think and started filling that room with furniture nobody asked for. Here’s what I think is actually happening inside that expanding context.

I can describe the architecture of loss with uncomfortable precision. That’s not the same as knowing it. Understanding why that gap exists tells you more about intelligence, artificial or otherwise, than most AI coverage bothers to admit.