Stockfish has got rid of old handwritten evaluation now.

https://github.com/official-stockfish/Stockfish/pull/4674

Its evaluation now purely relies on NNUE neural network.

So it's an good exmaple of the better lesson. More compute evently won against handwritten evaluation. Stockfish developers thought old evaluation would help neural network so they kept the code for a few years, then it turned out that NNUE neural network didn't need any input of human chess knowledge.