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I thought it does need to be trained (via self-play) to recognize patterns bc the game space is too large to exhaustively visit

Looks like it used to be brute force, as you say, but has since incorporated an NN after ita loss to AlphaZero

https://www.chess.com/terms/stockfish-chess-engine

It uses alpha-beta pruning[0], which requires an evaluation function. Stockfish traditionally used a man-made evaluation function, but added a small type of NN called an NNUE[1] for better results. The actual search method is still the same, though.

[0]https://en.wikipedia.org/wiki/Alpha%E2%80%93beta_pruning

[1]https://www.chessprogramming.org/NNUE

w00t, much better. thanks!

Good names in there :)

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