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?



Thank you for calling this out. I think people assume that since it’s held by private instance owners that the fediverse is secure. I’ve posted this comment many times, that no, the fediverse is quite literally by design open and unencrypted.
A post is literally blasted out to anyone who listens, same with comments, upvotes, downvotes, everything can be saved, stored, and used for whatever anyone who listens wants. It should be completely assumed that nefarious agencies are currently listening and storing everything we do here. This is by design. It’s the tradeoff we have of having an open platform. Anyone can spin up a server, and that means anyone.
DMs are similar, they’re blasted out to the other server. If the server admin of the user in question wants to read them, they can. Lemmy/the fediverse is not a secure messaging platform. That’s why the Lemmy devs literally put a Matrix handle option in the profile, to encourage people to use Matrix instead. A DM on here should be simple, to the point, and if need be, inviting them to speak on something secure.
Edit - As a perfect example of the fact that there should be no expectation of privacy here on Lemmy, as an Admin myself, I can see that @A_normy_mouse has been downvoting all of my comments here. Absolutely everything here is public and visible, even if I weren’t an admin there are tools to view this, regardless of your opinions. It’s imperative that everyone understand this.
Edit 2 OP as well has downvoted me. @rimu@piefed.social I’m sorry if you disagree, but it’s irrelevant. Everything you do here can and should be assumed will be used in any way that you disagree with, that is the nature of the fediverse. Mastodon, Pixelfed, Piefed, Lemmy: ActivityPub is an open and unencrypted protocol. Even if it were encrypted, you still put 100% of your trust in your server admin, and beyond that each server admin you are blasting your messages out to.
I’d highly suggest accepting this fact before trying to push for rules. The very nature of the Fediverse is that no one can dictate rules, and to do that the tradeoff quite literally is that everything is open and unecrypted.
Another way to think of this. I run a server myself. I made my own rules and decided how to run it. Now your server starts sending activity to my server. That’s your server’s choice. I didn’t agree to your rules, I may disagree with your rules, but you’re sending your data to my server, of which I have complete and total ownership over. I didn’t click accept on a ToS, I didn’t agree to anything. Hell on my server I could literally have a “By sending me your data you accept that I can do whatever I want with your data”. You sent me your data, I quite literally can do whatever I want. (Personally I won’t, but that’s how you should think of the fediverse)
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.
Everyone has admin access, including you…
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.
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?
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.
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.