One of the most persistent logical fallacies surrounding generative AI is the idea that it operates like a high-tech scrapbook, simply cutting, pasting, and collaging pieces of its training data to form an output. According to a new study out of MIT CSAIL published yesterday in Nature Communications, this assumption is mathematically false.

The research, led by Zheng Dai and David Gifford, thoroughly dismantles the idea that an AI-generated image can be traced back to a specific artist or photograph. They identified a measurable phenomenon called attribution decay: as generative models scale up their training data, the causal link between any single training example and the final output effectively vanishes.

The Science of "What If?"

To prove this without relying on rough estimations, the MIT team surgically altered the model itself to prove it past than just looking at the outputs.

They built an architecture called a diffusion ensemble. Instead of one massive model, the ensemble is composed of smaller independent components, each trained on different slices of data. This setup allowed the researchers to perform exact ablation: literally turning off the parts of the model that had "seen" a specific image, or every piece of art by a specific artist, without having to retrain the entire system from scratch.

They were testing a counterfactual universe: What would this model produce if it had never, ever seen this specific piece of data?

The result? At scale, nothing changes. You can remove a specific image, all the works of a given creator, or every photo of a specific person, and the model still generates the exact same output. The counterfactual radius (the measurable difference between the original output and the output generated without the targeted training data) shrinks to near zero.

True Synthesis Over Derivation

This isn't unexpected, as it is a feature of how diffusion models map statistical patterns rather than memorizing pixels. When a dataset is small, the model relies heavily on individual data points. But as the dataset grows into the millions or billions, the features required to generate an image become distributively and redundantly encoded.

The implications here are massive, cutting straight through the noise of current legal and privacy debates:

• Copyright and Fair Use: If removing an artist's entire portfolio from the training data changes absolutely nothing about the generated output, it becomes legally and logically impossible to claim that the output is a derivative work of that specific artist. As Gifford notes, these models are creating truly novel works, not copies.
• Built-in Privacy: The sheer volume of data naturally protects individuals. The model becomes causally independent of the people used to train it, effectively anonymizing the output.

Read more at: https://www.ainightwatch.com/post/the-end-of-the-collage-fallacy-mit-study-proves-that-ai-art-has-no-single-author

Huh, would you look at that? (Interview source from bloomburg.com, towards the bottom of the article.

https://www.bloomberg.com/features/2026-studio-ghibli-future/

Remember all the uproar?

I'm posting this to bring attention to the state of things out there. It's absolutely wild that people will treat others like garbage just because of the mechanisms they used to bring something to life. The genuine lack of human empathy and core understanding of how AI generation actually works (and its real world impacts) also blows my mind. People can basically tell me to unalive myself for creating something I enjoy and sharing it with the world, while in the same breath tell me the technology I used to create it is what's ruining humanity. What a strange world. 20 years ago people probably said anything made with photoshop wasn't art too, but here we are.

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Below is a cleaned up version (so I don't anger any other DCC fans) of what I posted on a large Dungeon Crawler Carl sub before the floor dropped out from underneath me and I was downvoted into oblivion.
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TITLE:
I couldn't find a DCC wallpaper that fit my mental image, so I made my own.

BODY:
I wanted to share a desktop background I put together, with a huge disclaimer up front: I know this takes some heavy liberties with the strict canon!

I work long hours in a pretty demanding career, dealing with a never-ending barrage of inbound emails and messages. Reading DCC at the end of the day is honestly my only real escape when I’m feeling burnt out. I usually read when my brain is fried, so my mental image of the characters has definitely drifted from the exact book descriptions.

I wanted a "stealth geek" desktop background for work. Something dark, and moody with the slightest illusion of professionalism. Something where a massive glowing fireball isn't flash-banging my screen while I try to focus. I couldn't find anything that matched how I see the characters, so I built my own personal interpretation.

AI was involved in the build process. It was a heavy hybrid workflow. I'd prompt a base composition, pull it into Photoshop to chop up the layout, hack the lighting, and mask out elements, then feed those specific pieces back through to re-render them. Once the core pieces were in place, I took it back into Photoshop for a heavy manual pass cleaning up all the AI artifacts, painting out the weird junk, color-grading the shadows, and putting my personal touches on things.

A few specific design choices for my personal head-canon:

• Carl: I’m in my 40s, so my brain naturally aged him up a bit as I read (and no, he's not a self-insert!). He was Coast Guard and fixed electrical systems on boats. I picture him with dense, functional, blue-collar muscle rather than looking like a jacked bodybuilder. Just a tired, dangerously competent guy with a 5 o'clock shadow (even if it breaks canon).
• Mongo & Donut: I know Mongo is supposed to be feathered, and Donut is canonically a Tortoiseshell Persian. But this is what I see when I read the story. I scaled Mongo to how his presence feels to me by Book 5, casually investigating some tunnel debris. Donut is perched right where she belongs, though I left her glasses off for now.
• The Details: I gave Carl a gauntlet to illustrate a message from the system AI. I know it's not his chistera and his kneepads aren't totally to spec, but it felt right for the scene. It was a fun way to bring the system AI into the mix without having a massive, bright blue holographic box floating in the middle of my monitor.
• The Layout: I designed the composition with dark negative space on the sides to leave room for icons without cluttering the art.

I'm currently midway through The Butcher's Masquerade and finally feel like I have a desktop that gives me a piece of my favorite escape during the workday. I have massive respect for everyone who has the lore perfectly memorized; this is just the flawed-but-loved version that lives in my head.

Note: My laptop is an ASUS ROG G18, so the default resolution is a non-standard 2560x1600. If anyone actually likes it, I could probably be convinced to spend some time out-painting and building it for standard 16:9 resolutions.

Before commenting, do a simple reverse image.

Also now imma just do it exclusively for art.

I used to be constantly making AI pics for the last few years but recently I’ve gotten into drawing more, and so far I’ve been enjoying it. Though I still have friends who use AI and they’re still good, I’m not pushing them towards picking a side, just that we have free will and can choose how we can express ourselves.

Oh, and feel free to train LORAs with my art or send my drawings to AI image generators, I don’t mind people doing it unlike many artists.

Was looking through one of my hard drives and came across this drawing I did a while back that I honestly kinda forgot about. I made it just to troll someone on Facebook who was going on and on about how it's impossible to be a "real" artist (whatever that means) and also like A.I. generated images. Thought some people here may get a chuckle, so I decided to share