Not to mention I can't hire lawyers, researchers, illustrators, and all the other things my company does for me. It would cost me so much more, both in dollars and time.
Yep! While yeah I am selling IP for some small bonus, it's way, way easier and a guaranteed return on my investment vs. creating a startup or trying to get someone to license a patent. I've done a few patents now at my current job, and it's literally about 4 hours of investment from me for each one to get the summary written up, talk to the lawyers, and then review their patent draft.
Also, the patent lawyers I worked with had so much domain experience (ML) that it was kinda scary.
Well it depends a lot on the patent, I guess. Some patents are definitely not worth a startup, so probably it's not a bad idea to get some bonus and be done with it.
However it's cool for big companies to show they have thousands of patents.