20 years after Mark Zuckerberg’s infamous ‘hot-or-not’ website, developers have learned absolutely nothing.


Two decades after Mark Zuckerberg created FaceMash, the infamously sexist “hot-or-not” website that served as the precursor to Facebook, a developer has had the bright idea to do the exact same thing—this time with all the women generated by AI.

A new website, smashorpass.ai, feels like a sick parody of Zuckerberg’s shameful beginnings, but is apparently meant as an earnest experiment exploring the capabilities of AI image recommendation. Just like Zuck’s original site, “Smash or Pass” shows images of women and invites users to rate them with a positive or negative response. The only difference is that all the “women” are actually AI generated images, and exhibit many of the telltale signs of the sexist bias common to image-based machine learning systems.

For starters, nearly all of the imaginary women generated by the site have cartoonishly large breasts, and their faces have an unsettling airbrushed quality that is typical of AI generators. Their figures are also often heavily outlined and contrasted with backgrounds, another dead giveaway for AI generated images depicting people. Even more disturbing, some of the images omit faces altogether, depicting headless feminine figures with enormous breasts.

According to the site’s novice developer, Emmet Halm, the site is a “generative AI party game” that requires “no further explanation.”

“You know what to do, boys,” Halm tweeted while introducing the project, inviting men to objectify the female form in a fun and novel way. His tweet debuting the website garnered over 500 retweets and 1,500 likes. In a follow-up tweet, he claimed that the top 3 images on the site all had roughly 16,000 “smashes.”

Understandably, AI experts find the project simultaneously horrifying and hilariously tonedeaf. “It’s truly disheartening that in the 20 years since FaceMash was launched, technology is still seen as an acceptable way to objectify and gather clicks,” Sasha Luccioni, an AI researcher at HuggingFace, told Motherboard after using the Smash or Pass website.

One developer, Rona Wang, responded by making a nearly identical parody website that rates men—not based on their looks, but how likely they are to be dangerous predators of women.

The sexist and racist biases exhibited by AI systems have been thoroughly documented, but that hasn’t stopped many AI developers from deploying apps that inherit those biases in new and often harmful ways. In some cases, developers espousing “anti-woke” beliefs have treated bias against women and marginalized people as a feature of AI, and not a bug. With virtually no evidence, some conservative outrage jockeys have claimed the opposite—that AI is “woke” because popular tools like ChatGPT won’t say racial slurs.

The developer’s initial claims about the site’s capabilities seem to be exaggerated. In a series of tweets, Halm claimed the project is a “recursively self-improving” image recommendation engine that uses the data collected from your clicks to determine your preference in AI-generated women. But the currently-existing version of the site doesn’t actually self-improve—using the site long enough results in many of the images repeating, and Halm says the recursive capability will be added in a future version.

It’s also not gone over well with everyone on social media. One blue-check user responded, “Bro wtf is this. The concept of finetuning your aesthetic GenAI image tool is cool but you definitely could have done it with literally any other category to prove the concept, like food, interior design, landscapes, etc.”

Halm could not be reached for comment.

“I’m in the arena trying stuff,” Halm tweeted. “Some ideas just need to exist.”

Luccioni points out that no, they absolutely do not.

“There are huge amounts of nonhuman data that is available and this tool could have been used to generate images of cars, kittens, or plants—and yet we see machine-generated images of women with big breasts,” said Luccioni. “As a woman working in the male-dominated field of AI, this really saddens me.”


  • So your understanding of something like racism is that it can only be racism if it involves a live real human? What about racist fiction? I don’t think your idea of sexism or racism holds up…

    • is a generated image of a white person racist?
      we haven’t discussed anything about the details of this theoretical image of a black person. in order for it to be racist, the very act of depicting a black individual would have to be a racist act in and of itself.

      now if the image somehow reinforces, or perhaps exemplifies, racist stereotypes, then perhaps it would be racist.

      • The details are literally women being objectified, and blackface. You have intentionally chosen to not read words to… What exactly are you trying to achieve here? Actually read the post and the comment you have responded to and think deeply about your rhetoric and the meaning and time you chose to dedicate.

        • someone tried to shift the narrative to racism, comparing generating ai images of women to wearing blackface, asking the above poster if they thought that wasnt racist. I don’t think these are in any way equivalent, or even related, so I provided an example i considered comparable, and asserted that that would not be racist.

          • I don’t try to shift the narrative, I use the same method than Simone De Beauvoir in The Second Sex to highlight a discrimination.

            Generating the picture of a black person is not racist (the AI could have bias, but that’s an other subject). But generating pictures of persons in different skin tons on a website called apartheid.ai and making people vote “white or black”, that would be racist.

            The problem here is not generating picture of women, but how these pictures are used.

          • We are certainly agreed that the circumstances surrounding and contained within an image impact the harm it does, be it racism or sexism or anything else.

            Which begs the questions, do you know that the person you initially responded to was using hyperbole to draw out a point from the person they were responding to? Do you not care for analogy? Why did you choose to specifically not read the comment you were responding to to make a tangential point after being grilled for two additional comments to actually make your point?

            The most charitable explanation to all of the above is that you’re here to win an argument, content and rhetoric or implications or literal interpretations of your comments text, be damned, despite otherwise actually (nominally) agreeing in no uncertain terms with the commenter you responded to negatively.

      •  liv   ( @liv@beehaw.org ) 
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        10 months ago

        in order for it to be racist, the very act of depicting a black individual would have to be a racist act in and of itself.

        Wait, are you implying that in order for this app to be sexist, the very act of depicting a female individual would have to be a sexist act in and of itself?

        Because I don’t think the author of the article is arguing that, nor anyone in here.

        • no, not at all. but the other person who was arguing me seemed to be saying that they thought I was wrong for saying an ai generated image of a black person wouldn’t automatically be racist.

          this app isn’t sexist because it generates images of women, it’s sexist (or not, since that’s what’s being debated) because it lets men (people) rate them, and perhaps because it seems to generate female images that overemphasise features that are considered to appeal to the male gaze.

          personally, I’m unsure if I consider this app sexist. i would say that rating real women this way definitely is, but is it sexist to ask (your audience, or viewers) if a painting of a woman is attractive? even if it’s of a fictional woman? what if the intent is to appeal to people who are axially attracted to women? there’s a lot of pornographic art out there, is it sexist to make these images?

          the sexist part here, if anything, seems to be giving people the opportunity to rate the fictional women, and as i said, I think it is sexist to do that to real people, so even if this app isn’t sexist per se, I’d still consider it bad if it encourages people to do that to actual women. but if people only behave that way in the context of the app, then I think it’s at worst harmless and possibly even beneficial, if it gives a harmless outlet for some urge which would otherwise be inflicted on real women.

          I don’t think this situation is nearly as clear cut as most people seem to be taking it to be, in either direction.

          •  liv   ( @liv@beehaw.org ) 
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            10 months ago

            I see what you’re saying. I think a better example to test what you are saying about real vs imaginary people would be if there was a realistic app where you whipped AI generated black people with a virtual whip and made them dance for watermelon.

            Would that app be non racist simply because the depicted people are not real?

            Would making the app/using the app be non-racist?

            Note I’m not trying to say whipping people is equivalent to rating their looks. Obviously it’s not. I’m just making a thought experiment to unpack this idea that imaginary interactions can’t be -ist.

            • oh, i’m not denying in the slightest that interactions with imaginary people can still be racist, sexist, whatever. even if you were rating AI generated people of colour according to their looks, or probably nearly any other criteria, that could very well be racist.

              In regards to the original topic, I just think there’s too much to unpack to give an easy verdict of sexist or not, at least for myself. But, i don’t know, if it were an app that rewarded you for discriminating (or abusing, definitely) someone, even an entirely fictional person, that would definitely be sexist, or racist, or whatever else.