For reference for anyone who missed it, the 2021 NetHack challenge results: https://nethackchallenge.com/report.html

That was a whole half a decade ago, but back then deep learning AIs were defeated very badly by handcrafted scripts. Even the best bot in the neural net category was actual a symbolic script/neural net hybrid.