~25 years from conception to maturity, millions and billions of years of brute force development... There is a lot of energy involved in typing this sentence to you. I am not sure LLMs use more.

Yes, but the inference cost of humans is extremely low. We're constantly making decisions and generating thoughts, most subconscious, while using extremely little energy. It's remarkable how energy efficient the human body and mind, and animals in general, are.