# 150 - AI Wanted to Give Up. The Human Didn’t.
Recently, while debugging an issue in the Intel Xe GPU driver, Linus Torvalds went through what he himself called a “debug session from hell.” The eventual fix was almost absurdly simple: changing a `round_up()` to a `round_down()`. But finding that single line took 24 debugging patches and 18 kernel boots. Much of the tedious work along the way was done with the help of AI.