In my limited experience, their root cause analyses are really impressive as well with lots of internal attention and resources. I'm not allowed to talk about any Intel issues, but we reported a very strange issue to Nvidia, sent a couple of dozen cards back and six months later got a truly fascinating report back we with hundreds of pages of compute test result tables and electron microscope images and chemistry lab reports. Anything that hints of a manufacturing problem is taken incredibly seriously.