It's like the energy costs of those supercomputers used for modeling or training CNN models.

Yes. But you're not just a computer, so it's good to use the rest of your body. This isn't a cyberpunk dystopia yet.

Yes: https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2018.01005/full

So apparently, a brain daydreaming or one fully immersed in a complex activity don't exhibit that much difference in energy usage, only consuming around 100 calories extra a day for mentally challenging activities.

Maybe, the brain can metabolize sugar or ketones. Kinda like a hybrid car that can run on gas or batteries.

https://www.frontiersin.org/journals/molecular-neuroscience/articles/10.3389/fnmol.2021.732120/full

Yes. Look at how many calories professional chess players are burning by just sitting and playing chess. You will be shocked.

Heck yeah it do. The brain is powered by glucose, and more brain activity will use much more of it. Jokingly, it's how I can tell a new engineer from one that is extremely experienced: A bright young engineer is usually skinny from problem solving all day. An older one is likely stuck in more meetings where brainpower is a liability and is probably on the heavier side.

Also, as an occasional eater of magic mushrooms, I keep packs of glucose in the house that are typically used for diabetic emergencies. Psilocybin pushes a brain into overdrive and causes my blood sugar to nosedive. (There are studies about possibly using psilocybin as a diabetic treatment to improve pancreatic function, btw..)

Have a refreshing SodaPop Zero and tell me all about it.

Teach me your ways, Master

Same. It took me years to figure out how to preempt it.