If anything it seems to me that doing the most work under constraint of resources is precisely what intelligence is about. I've always wondered why the consumption of compute resources is itself not treated as a significant part of the 'reward' in ML tasks.

At least if you're taking inspiration from biological systems, it clearly is part of the equation, a really important one even.