> A coding agent solving a software-engineering task spends dozens of steps reasoning
No. That's simple PR hype. Parrotry is not reasoning.
There is a certain amount of irony in your comment that I hope you appreciate.
What exactly do you consider reasoning?
You keep repeating this throughout the thread, one could even say just like a certain class of exotic birds :)
Why couldn't parroting, after a certain level and complexity of the parroting infrastructure, be reasoning? What a priori restriction forbids it from being such?
Flipping a NAND is not calculation either. Billions of them? Things change.
Copying someone else's reasoning process (as best you understand it) is still a limited form of reasoning, even if it might be considered as cargo-cult reasoning (copying without understanding).
Why not? I think there’s fairly strong evidence that there is something that convincingly looks like reasoning. I think anthropic has done some nice circuit tracing and mechanistic interpretability work on this for instance.