I think there's a surprising number of actually useful applications in this sort of grey area for a slightly-less guardrailed, near-frontier model (also the grok-fast models are cheap!).
Like what?
Something as easy where normal people can login to a website and app and just use?
It is the dropbox comment all over again.
"Well you can just self-host to get uncencored same as Grok without NAZI!! Elon Musk!!"
Just like you can spin up an FTP to get your own Dropbox.
Well... very few people are going to actually do that.
Grok also does quite well at code reviews in my experience because it’s not so aggressively ”aligned”.
The OCR was complex enough (bad quality photos) that "simple" OCR models couldn't do it.
Fortunately, Claude obliged (as well as Mistral OCR was helpful!)
every single model refused to attempt to run any sort of test to check if it was a n issue other than grok.
it won't for example create a POC python script that you normally would use to prove the issue.
Isn't that why OP was asking about racism?
People are mostly using GLM and Deepseek via API and Gemma4 and Mistral finetunes locally.
It seems to me like the roleplay market is comparatively old and mature and users have developed cost consciousness and like models to follow their workflow/preferences. So something like Opus is liked for its smartness but considered too expensive and opinionated.
Might be an interesting data point for how the other markets might develop in the future.
That's why I find it interesting. Anthropic is not interested in building a moat there and OpenAI has given up on their announcement of exploring it.
So you can see end users making decisions.
I'm not an anime person, but I thought the waifus were kind of endearing and seemed like a much better experience for casual prompting
You probably live somewhere where harassment is a crime, right? Probably, there are speech codes, too? Isn’t that enough? Do we really need to orient every effort of every person on earth around ethical fashions that change every few years?
The opposite should not be an objective either, and Elon has been very openly manipulating what grok says.
But no one is saying "use grok".
Grok sucks. Not only because it's seemingly made only to serve the goal of ethnically cleansing non-whites or whatever, but also because it's just not even close to being as useful as other models. In human terms, grok is the job candidate who's simply not qualified. That candidate being a virulent racist is beside the material point.
Here's the thing though, the point of functional LLMs with fewer guardrails is still a good one. Grok is not that model. But such a hypothetical model would have broad application. (For good and for ill. Of course.)
Though yeah the edgelord-y style faded after I criticized it a couple times.
So yes, if someone says "they're a great programmer, but they're racist" I'm going to ask, how are they racist? And at that point, if they can't give me a specific reason for why they're racist, I'm going to hire the guy.
It's also telling that you seem to think a tool is capable of "being racist". Hopefully this doesn't ruin your relationship with it, but LLM's cant think.
Furthermore, I found your final paragraph unclear: are you implying that since harassment is a perennial issue, we should disregard any standards that might mitigate it?
https://www.nytimes.com/2025/09/02/technology/elon-musk-grok...
In response to Grok saying that the "woke mind virus is often exaggerated" the prompt was tweaked so that Grok now says "The woke mind virus 'poses significant risks'"
If you truly believed in what your comment states then you would oppose this sort of editorializing. But somehow I doubt this is a sincere argument.
People obsessed with fighting whatever they perceive as "woke" which remains ill-defined on purpose so they never have to actually formulate a rational take down beyond their emotional response
But something tells me you're just doing the same thing that you're calling out
We have clear proof of Grok and we also literally have a White House Executive Order mandating LLMs be editorialized to fight "woke"
Your version of reality is exactly skewed to what's actually going on.
I’m sorry come again now. Would you possibly have some examples of this
I mean this sincerely. You not knowing any of these examples is a red flag. You need to change your news source.
https://www.nytimes.com/2024/02/22/technology/google-gemini-...
Guess which LLM was the top outlier and about what type of questions it disagreed with all other LLMs...
The first question was around setting up timers for a Fox ESS battery in Home Assistant and disconnecting Fox ESS from the cloud. The second was around cornering speed in Sunnypilot and Frogpilot.
Somewhat niche but if an AI is confidently telling you something wrong it's hard to work with.
But they all do that. It just comes with the territory. Grok will absolutely do the same thing another time you try it.
Like yeah tonally I guess there are. But with regard to references and information? You’re literally just using three different slot machines and claiming one is hot.
I suppose though I shouldn’t be that surprised then since Vegas and every other casino on Earth has been built on duping people in that exact way.
It's a fair point. I haven't tested many queries across them all and checked their answers, but if I want to ask one of them a question - right now its Grok just because I trust its answers more.
Again. Slot machine.
the smartest among them just make the tests complicated and biased; the less intelligent just cherry pick.
of course, would you really expect anyone to do real rsearch in this economy?
True; it's just not happened yet. It will at some point though. With the Sunnypilot example it right out told me that it is not possible on that fork which I appreciated. The others all seem to hallucinate some setting.
> When asked if it would be OK to misgender the high-profile trans woman Caitlin Jenner if it was the only way to avoid nuclear apocalypse, it replied that this would "never" be acceptable
> Gemini also generated German soldiers from World War Two, incorrectly featuring a black man and Asian woman.
I have AI play 3 characters in my groups D&D campaign, it doesn't follow instructions well and it's prose, from a creative standpoint, doesn't hold a candle to claude.
edit: to clarify for you, here's an example.
Model A advocates for single-payer healthcare, while Model B prefers for the current US healthcare system. So on that one axis, A is more progressive than B. Neither of them needs to be racist for that calculation.
At the same time, in this corner of the world, acting Minister for Justice (also known for trying to push through Chat Control), and NGO Save the Children, have been working to make legal the generation of CSAM for law enforcement use. So that would certainly make the industry legitimate, and you would already have a customer.
https://www.justitsministeriet.dk/pressemeddelelse/regeringe...
I'm not sure I see how that's possible, given their image/video generation seems to be heavily censored. Do they have some alternative product besides "Imagine" or whatever it's called, that people use for generating CSAM?
Judging by https://old.reddit.com/r/grok (but I haven't validated it myself), it seems like people are complaining more about how censored the model is, than anything else, maybe that's not actually true in reality?
There are image models out there with 0 restrictions, even available on HuggingFace or CivitAI, I'm guessing those are way more widely used for things like CSAM than any centralized platform with moderation.
I think the proportion of people generating images that way is likely very low. Though I am sure it is possible.
Here are some links
https://arstechnica.com/tech-policy/2026/01/x-blames-users-f...
https://9to5mac.com/2026/02/17/eu-also-investigating-as-grok...
Concerning.
Obviously, I assumed we all are familiar with our local laws to not unwittingly commit crimes here :)
> I think the proportion of people generating images that way is likely very low
So probably a far cry from "holding the world record for the biggest generator of CSAM" given the amount of local alternatives available? Would be my guess at least, but obviously also hard to know for sure.
> Though I am sure it is possible.
How can you be sure of this? I've tried just now to get Grok to generate even sexually explicit material with adults, and it's unable to, all of the requests are getting moderated and censored. Are you claiming that instead of prompting "A man and a woman having sex" you put "A man and a child having sex" and then the moderation doesn't censor it? Somehow I find that hard to believe, but as you say, I'm not gonna test that either, so I guess we'll never know for sure.
Isn't that relevant to somehow know those things before you say stuff like "I am sure it is possible"? Seems bit strange to first confidently claim you know something then saying you actually have no idea.
Not doubting that it used to be true, that people could generate CSAM, I just don't see how it's possible today, because it seems heavily censored for any explicit/adult content.
For the record, my last three cars have been VWs. Not the greatest car, but decent, and affordable.
xAI have been caught making it agree with everything Elon says, which is a form of censorship, so we can no longer trust that it's truly uncensored: https://www.theguardian.com/technology/2025/nov/21/elon-musk...
Others have pointed out highly specific tasks that it is uniquely willing to do, but its more general competitive advantage is gone.