I'm currently writing a compiler (forever garage project) the speed at which Claude is able to debug with gdb what was wrongly generated is insane. I had not much prior expertise so maybe a professional in the field would be able to do it faster, but now people new to the field are able to debug at a very fast pace as well. It looks at ask code generated, understands llvm, can read and instrument gdb, all for 15$ a month