Also, it seems to include data they should not have been able to give under any circumstance, including that of deactivated blogs, private messages and conversations, stuff from private blogs, and so on.

Do not believe that "AI companies will honor the "opt-out request retroactively". Once they've got their hands on your data (and they have), they won't be "honoring" an opt-out option retroactively. There is no way to confirm or deny what data do they have: The fact they are completely opaque on what do they currently "own" and have, means that they can do whatever they want with it. How can you prove they have your data if they don't give everyone free access to see what they've stolen already?

So, yeah, opt out of data sharing, but be aware that this isn't stopping anyone from taking your data. They already have been taking it, before you were given that option. Go and go to Tumblr's Suppport and leave your Feedback on this (politely, but firmly- not everyone in the company is responsible for this.)

Finally: Opt out is not good under any circumstance. Deactivated people can't opt out. People who have lost their passwords can't opt out. People who can't access internet or computers can't opt out. People who had their content reposted can't opt out. Dead people can't opt out. When DeviantArt released their AI image generator, saying that it wasn't trained on people who didn't consent to it, it was proven it could easily replicate the styles of people who had passed away, as seen here. So, yeah. AI companies cannot be trusted to have any sort of respect for people's data and content, because this entire thing is just a data laundering scheme.

Robin