On AI Slop - Patrick's Dumping Ground

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On AI Slop<br>What is it?

Patrick<br>Jul 06, 2026

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I’m not reading your AI SLOP!<br>— Reddit Commenter

We find ourselves in an astonishing age, where science fiction speculations have been made plain. Substantiated and made mundane. Less than mundane actually, slop. Bottom-of-the-barrel. Not fit for human consumption.<br>Slop is the perfect term, as it wonderfully describes and evokes the intended, fervent, sincere feelings of disgust, revulsion, and deficient quality.<br>SLOP! SLOP! SLOP!<br>Not to mention, it’s fun to say!<br>Originally used to describe genuine articles of internet pollution. eg SEO’d-out-the-wazoo blog posts. Boomer Facebook engagement bait. Attention-stealing short-form videos. etc. Undoubtedly, increased production of such is deleterious, a caustic flood, eroding our information infrastructure — the digital commons.<br>Such low-quality works were more common a few years ago, and more easily identified. The six fingers, the👌😘🙊🎁 overuse of emojis, the rules-of-three. Features which emerged through rounds of RLHF, intended to please us, quickly became the hallmarks of slop. An “AI Smell”. A notion that what you were consuming was less the fruits of pure human toil, but the inferior, averaged, lazy, amalgamation of stolen works.<br>Certainly, previously able to flood-the-zone due to a perfect storm: a confluence of their novelty, real interest from users, and social algorithms having not yet built detection/defenses to gen ai. It was everywhere. But now, fatigue has set in. And defenses (both mental, digital, and social) have been erected.<br>The hallmarks, now antigens recognized by our collective social immune system. The condemnation: SLOP! is the immune response. A social deterrent meant to purge our communal watering holes of contamination, and to ostracize the vectors of its spread.<br>Entirely comprehensible to use the term in this way, though now, it has strayed from its plain reading: Where slop, implied something of low quality.

The Quality

Times have changed, and it’s not 2023 anymore, and the quality of gen ai’s outputs has significantly increased (and will only continue to do so).<br>Whether it’s digital music, videos, or writing, I’m frequently unable to differentiate human from ai authorship. We’ve absolutely flown past the uncanny valley, and the best ai-authored works are practically indistinguishable from those of skilled humans. Not just my opinion, whether it’s: Academic works, Bands on Spotify with thousands of listeners, Short-form videos, blog posts, or photographs; the public-at-large proves routinely unable to sniff out the difference as well.<br>Yet confusingly, accusations of slop still continue. The output of gen ai is of higher quality ie better than what I — or most people for that matter — could’ve produced, yet it is still called slop. The content, the ideas, the actual decisions made by a human are unique, informed by human experience, and may be contributive, however, at the end of the day, again, it’s still regarded as: SLOP! It’s a curious occurrence. The accusation has been disconnected from being in response to any measure of quality, or human effort.<br>This persistence reinforces the notion that SLOP! is an immune response, or an ethical/emotive condemnation, and not one generally directed at the quality of the work.<br>When all that is seen is the final output, and it has a whiff of AI-ness, any human contribution becomes hidden. It’s a veil camouflaging the humanity/craft/toil behind the work.<br>The Veil

Our priors have changed, and it makes sense that they would. The effort to produce a digital work has been significantly decreased, so works of skilled digital craftspeople that would’ve been cherished previously, are now inherently discounted, and worth less due to the competition/overproduction from gen ai.<br>There was a time where every shoe in existence was made by a cobbler, the product of years of training, and hours of manual labor. During this era, a buyer-of-shoes would assume such a provenance without a hint of skepticism, and would value the shoes appropriately ie highly, with this knowledge in mind.<br>However now, in modern times, our assumption is the opposite. That every shoe is mass-produced by the thousands and made by a soulless machine. This implicit knowledge changes our unquestioned dispositions, and how we approach the value of the average shoe. We devalue them. But not just the mass-produced shoes. Every shoe we encounter, when initially seen we’ll often rightly assume it too has been mass-produced.<br>This is a correct-enough heuristic, however like all heuristics it has edge-cases. With no other information, when actually encountering a handcrafted pair of shoes, the product of real human effort and skill, the heuristic will fail, and incorrectly assume the provenance is non-human, and of lower-value. Most people just can’t tell the difference between high-quality handmade shoes...