AI Slop as a Social Immune Response

Patrick

Jul 06, 2026

I’m not reading your AI SLOP!

— 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.

Slop is the perfect term, as it wonderfully describes and evokes the intended, fervent, sincere feelings of disgust, revulsion, and deficient quality.

SLOP! SLOP! SLOP!

Not to mention, it’s fun to say!

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.

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.

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.

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.

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).

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.

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.

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.

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.

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.

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.

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.

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 and mass-produced shoes. We don’t have the taste. Or experience. The difference is too subtle. We just see shoes.

Most shoes are mass-produced, and therefore the shoes in question are probably also mass produced, and around the same (lower) value. Our priors have been anchored lower.

The parallel here is obvious. We are now in an era of digital mass-production, your blog posts, songs, videos, etc. are now shoes in the mass-produced era. The average human-authored digital work is now devalued, and automatically worth less.

Given that the consumers’ priors have changed, and digital craftspeople must compete with a sea of cheaply-produced substitutes it’s imperative that we figure out a way for human craft to stand out. Both in traditional works (now undervalued) and modern ai-assisted works (that are undervalued because they smell of ai)

Piercing The Veil

For the human craftsperson, producing traditional un-ai assisted works, the solution to get consumers to more appropriately value your work is to take a page out of the book of modern cobblers.

Modern cobblers do not attempt to compete with big brands like Nike or Adidas. No. The cobblers would be undercut and demolished in the marketplace. The masses are no longer the customer of individual cobblers. The majority of us are better served by low-cost brands, and we can’t appreciate many of the subtle quality differences anyways. So, losing the sponsorship of the average man, modern cobblers are forced to move up-market, to sell to people with actual taste, and money. To sell almost exclusively to the sorts of people who value not only the quality of the shoe, but the human craftsmanship behind it.

This lesson applies 1-to-1 with digital craftspeople: Low-taste & low-cost ai-assisted works will dominate when serving the masses — think things like: sports recaps, product descriptions, simple QAs, elevator music, shortform video slop, Facebook memes, etc. If this is where you collected your bread, you’ll have to find a different bakery. And ai-free works have to move up-market, to sell to those that can actually appreciate the quality difference.

There is a catch here though! It’s only feasible to market your improved quality over ai if your human-authored works are actually still of a higher quality than AI-assisted works. This is true for now, for the most skilled humans, but in the near future will likely not be. So, what then? What do you do if the quality of your work can’t hope to match that of ai-assisted works (which is already true for most of us)?

Tell Your Story, Embrace Imperfection, Build Relation

The Story

A finished product, whether AI-assisted or otherwise, can’t speak for itself and needs a narrative infrastructure to elevate its value to its rightful place. Again, you can see this today with modern cobblers. A shoe can’t communicate its quality or provenance, so a brand, a story, must be sculpted around it to sell it.

Document your work. Share it. Show the actual creation process, or else you will fall to the default assumption. Your value is veiled.

Imperfection

Try to make your works more human. Less polished, perhaps. Actually, make the work slightly worse? To err is human. The imperfections aid your ability to dodge the creation of antigens, the landmines.

The quality isn’t the only thing that matters anymore. The story, the humanness, does.

Just as the value of photorealism in painting took a massive nosedive after the advent of cameras, and no longer stood as the hallmark of quality. So too will go traditional marks of quality we currently value. We’re all impressionists now.

Relation

Communicate who you are as a human, and your relation to the consumer: the groups you share, the values, etc. Over time, consider how you, the creator, can best build a genuine connection. Share things about yourself the same way you would when building any interpersonal relationship. Let your unique perspective, background, and personality shine through. It must.

If AI Was Used, the Bar Has Been Raised

As a Reddit comment I saw earlier put it:

We celebrate a human who ran a marathon. But not a human driver for driving 26.2 miles.

The reason for this difference is obvious. The human effort is drastically different. However, that doesn’t mean we don’t also celebrate human drivers. Just not for identical achievements. If a driver drove millions of miles, that would definitely be impressive, and a genuine feat. The bar has been raised. We haven’t adjusted to it. Think bigger.

Theo Browne has said something similar: “Entire startups from the before-times can now just be a markdown file given to an AI agent.” What is expected from a single person using AI is now exponentially more if they want the same recognition.

What now? What is SLOP!?

SLOP! Is an immune response: a reaction to a lack of communication, a lack of humanity, or a lack of effort for ai-assisted works in particular.

For humans still working at crafts which generative AI will soon, or already has, mastered, your job is to be the most human. The most relatable. To tell your individual story, and make clear the effort that went in.

The benefit of the doubt that a human toiled over something is no longer the default assumption.

The recent proliferation, and subsequent backlash against AI has actually highlighted to me that people do value the work by other humans inherently. The accusation of SLOP! is an invitation to better communicate the provenance narrative. The craft, story, process, individuality, and humanity are valued, but they are veiled and need to be communicated.

We are in the ai era. Adjust accordingly.