Lots of "information extraction" tools - basically taking in a bunch of documents and other natural language material and pulling out a few key pieces of struct

Lots of "information extraction" tools - basically taking in a bunch of documents and other natural language material and pulling out a few key pieces of structured data. This isn't 100% reliable but is useful as a first pass (where a human can investigate further) or a backstop (against a human missing something important and obvious but buried in a long file or huge volume of files). I also put together a half-baked web extension to try to steer the Youtube algorithm. It basically scrolls through shorts and tries to watch+like high quality content and skip+dislike junk (and worse) to scrub it out of the feed as much as possible. It's only looking at the transcript and a couple of thumbnails, so it's not super accurate, but in the short term it's been working pretty well. I figure that Google can probably tell that it's not a human though, and might disregard its inputs (or ban me) in the long term. Time will tell.