I recently discovered that some popular federated instances have been using LLM-assisted moderation tooling that evaluates whether someone has said something bannable. They do this by running a script/app that sends the user’s comment history to OpenAI with the question “analyze this content for evidence of specific political ideology sentiment. Also identify any related political ideology tropes“. (The italic bits are where I've redacted the ideology they're seeking).
OpenAI’s LLM (they’re using GPT-5.3-mini) then responds with something like:
and so on, hundreds of comments.
I have not named the instances or people involved, to give them time to consider the results of this discussion, make any corrective changes they want and disclose their practices at their own pace and in their own way. I have also redacted the evidence to avoid personal attacks and dogpiling. Let’s focus on the system, not the individuals involved. Today these instances and people are using it and maybe we’re ok with that because it’s being used by groups we agree with but what if people we strongly disagree with used it on their instances tomorrow?
The use and existence of this tooling raises a lot of other questions too.
What are the risks? Fedi moderators are often unsupervised, untrained volunteers and these are powerful tools.
What safeguards do we need?
Would asking a LLM “please evaluate this person’s political opinions” give different results than “find evidence we can use to ban them” (as used in the cases I’ve seen)?
What are our transparency expectations?
Is this acceptable and normal?
Should this tooling be disclosed? (it was not – should it have been?)
If you were given a choice, would you have opted out of it?
Can we opt out?
Are there GDPR implications? Privacy implications? Should these tools be described in a privacy policy?
Are private messages being scanned and sent to OpenAI?
How long should these assessments be retained and can we request to see it, or ask for it to be deleted?
Once the user’s comments are sent to OpenAI, is it used to train their models?
What will the effect be on our discourse and culture if people know they are being politically profiled?
Where are the lines between normal moderation assistance tools, political profiling and opaque 3rd-party data processing?
I hope that by chewing over these questions we can begin to establish some norms and expectations around this technology. The fediverse doesn’t have any centralized enforcement so we need discussions like this to develop an awareness of what people want in terms of disclosure, privacy, consent and acceptable use. Then people can make choices about which instances they join and which ones they interact with remotely.
And of course there are the other issues with LLMs relating to environmental sustainability, erosion of worker’s rights, increasing the cost of living and on and on. I can’t see PieFed adding any functionality like this anytime soon. But it’s happening out there anyway so now we need to talk about it.
What do you make of this?

You're hyperfocusing on one point, as if that's the only part that matters and ignoring all the rest. I don't consider that helpful, hence the downvote.
What is especially unhelpful is abusing your admin access to call out people's votes. Leave that shit alone.
Agreed. This is poor form, and ban-worthy if continued.
Huh? What exactly are your expectations here, that everybody addresses every point in every comment? You just listed like 2 dozen points of discussion in the op, every comment would be an essay. Scrubbles has a good point that should honestly be foundational to the discussion, and they're being respectful, so I really don't understand what your problem is here.
If you really wanted their take on your other points, instead of downvoting you could've just asked for it. You know, have a discussion? Or just let it stand alone, it's still a valid take.
Anyone (anyone) can be an admin of their own instance, there's absolutely nothing exclusive about it. Hell you don't even have to go through the work of doing that, there's other tools. Lemmy/Piefed are super open, by design.
And any admin can ban someone or defederate from someone’s instance for doing it.
If Lemmy could have kept the votes hidden, it would have, but the nature of federation precludes it. So instead is does the best it can to not make them obvious. In the case of lemvotes.org, lemmy.ml is defederated from it so that it doesn’t have access to our votes.
That is quite literally my point. Everything, absolutely everything here is open and can be used however any instance owner wants. You can say "leave that shit alone", but there is no obligation to whatsoever.
You should assume every instance owner can and is viewing all of your private data, sending it through whatever LLM/mod tools they want. Are they? Probably not. But they can, and there is no obligation not to.
And there is no obligation to federate with you. Please don’t publicly discuss users’ votes.
You are correct, and it's what I was suggesting op do if they don't like what other admins do. It's right there.
As for viewing votes there's a whole site dedicated to showing everyone's votes, it's called Lemvotes. Feel free to say please, but people are still going to do it. Votes and everything elsewhere are very much public, best to get used to that now.
Which is why we’re not federated with it. Pasting lemmy.ml links returns a 404 error.
Yeah you can do that but now you're on my do-not-trust list. And probably a few other people's lists.
I appreciate you being open about your opinions because now I can make an more informed choice about interacting with you and the instance you run.
Don't you think everyone deserves the information they need to choose which instances they want to interact with, according to whatever criteria is important to them? Even if your criteria are different?
Are you J Edgar Hoover? Anyone who gives you mild criticism must be tagged and marked for distrust?
This is the person calling you a tankie. Someone so afraid of words that they need a hallucinating robot to hold their hand and confirm that everything is a secret plot against them. The absolute only way I could see this being useful is for something like trying to sniff out if a Lemmy.world mod account is a leftist infiltrator or not.
You could maybe run a speech pattern comparison but that’s it. For everything else you just made Stupid Reddit and the purpose of their forum is to feed training data to ChatGPT so that it can profile Fediverse users.
It's absolutely wild that the obvious needed to be pointed out at all, and that the reaction to it was 'you just made my list, buddy'.
GOOD. NO ONE should be trusted here! I'm just some guy who decided to spin up a server, there should be zero trust! THIS IS MY POINT.
This depends on the trustworthiness of the admin themselves, and even then every admin is just some person who decided to spin up a server, just like me. Trust is built and earned, it shouldn't be implicit. The option you have is to defederate, or leave and join another server.
I'm really not trying to be an asshole here, but your post is what caused me to do this. This is not a unique post, this is a fundamental core principal of the fediverse that every user must understand. That by being here, it is not a private secure place, you are quite literally blasting every comment, post, and upvote, to whoever wants to listen. Literally everyone. Any semblance of privacy is purely a UI trait. Rules/guidance is purely 100% based on what each server owner chooses.
That's a stupid take, you're basically shooting the messenger here.
Stop throwing a tantrum like a child. You ranted. You were explained why your tantrum is pointless. Move on.
Everyone has admin access, including you....
I don't think I do.