>This is how chess engines work

All strongest chess engine have at least one neural network to evaluate positions, including Stockfish, and this impact the searching window.

>how all good turn based game ai works

That's not really true, just think of Go.

??? Chess engines and Go engines have as a baseline a world model of the state of the game and what moves are legal.