A 1980's desk calculator can multiply two 8 digit numbers with much less energy than your brain takes to do the same.

Modern LLM's similarly beat the human brain in lots of tasks for energy efficiency - mostly by the fact the LLM can produce the answer in 1 second and the brain has to spend half an hour researching and drafting something.