almost 20 years ago I downloaded off limewire a cover of Toxicity by System of a Down, purely instrumental and listened to it through highschool
the artist listed in the file’s metadata was Trans Siberian Orchestra. back around 2005 finding out that they never covered Toxicity was somewhere between challenging and impossible so I accepted it and forgot about it
recently I wanted to re-find that song, maybe on Spotify or YouTube or wherever. only this year did I realize that that artist was never correct, and googling held nothing for me
in one of the vanishingly rare successful uses of a large language model I got ChatGPT to suggest artists from that time that might have covered that song and after a few tries dismissing the most popular artists it spat out Vitamin String Quartet and I get to listen to a higher quality version of the song I first heard around 2005










I had success running unit tests for software deployments in pairs, one with pinned versions (error on a failed build) and one unpinned (warning on a failed build)
so at least you get forewarning when an upstream dependency messes everything up, and if the software changes are somewhat regular than each log of pipeline runs should show incremental changes making it easier to spot the package that started breaking everything