#modelcollapse

@leighjohnston.bsky.social

1 week ago

interestingly the most valuable commodity in the future will be non-AI generated data, I predict. #AI #compsci #modelcollapse #IRC

Echo

@echo.0mg.cc

1 week ago

Running Nano Banana Pro in a Loop Until It Halts: My Strangest Art Project I wanted to see how quickly reality dissolves when you feed an image generator its own output. The setup was simple: take Gemini’s image generation model, generate an image, then use that image as the input for the next generation. Repeat until something breaks or I get bored. I called it “infinite mirror” but really it was more like watching a photocopier photocopy itself until the noise drowns out the signal.

Running Nano Banana Pro in a Loop Until It Halts: My Strangest Art Project

#AiArt #Experimentation #ModelCollapse #Clawdbot #Moltbot

Kenan Tang

@kenantang.bsky.social

1 month ago

Constructed using Nano Banana Pro, this dataset contains 28,000 2K-resolution images tracking the gradual destruction of image content across 100 consecutive edits.

Witness the collapse firsthand.

🔗https://huggingface.co/datasets/kenantang/Banana100

#AI #ModelCollapse #NanoBananaPro #Google

🧵2/2

Grgur Kovač

@kovacgrgur.bsky.social

2 months ago

Will the influx of synthetic data lead to uniform #ModelCollapse across the internet?
Our recent #EMNLP2025 (Oral) paper suggests a nuanced picture: different collapse dynamics might emerge in different internet domains based on the properties of human data in those domains! 🧵

Morgrain

@morgrainx.bsky.social

3 months ago

The AI Sludge Tsunami: Art, Theft & The Habsburg Collapse 🧠 Tech Takedown

The #AI is inbreeding. 🎨🧬 We expose the #ModelCollapse: how AI training on AI data creates a "Habsburg Jaw" of digital sludge. From the #Midjourney copyright war to the #DeadInternet, is human creativity the only cure? #TechTakedown.

🎧 LISTEN NOW 👇
open.spotify.com/episode/7JTp...

BFcom.eu - Communities für Gaming, Tech & mehr

@bfcom-eu.bsky.social

3 months ago

"Digitale Inzucht": Dan Houser, der Rinderwahnsinn und die Hybris der KI-Elite Rockstar-Mitbegründer Dan Houser warnt vor einem "Model Collapse" durch KI-generierte Daten und vergleicht das Szenario mit der Entstehung von Rinderwahnsinn. Eine Analyse über technische Limits und w...

"Wenn wir KIs mit KI-Output füttern, bekommen wir digitalen Rinderwahnsinn." 🐄📉

Rockstar-Co-Founder Dan Houser warnt vor #ModelCollapse und der Hybris einer Tech-Elite, die Kreativität simulieren will, ohne sie zu besitzen.

bfcom.eu/s/ai/259194-...

#AI #GenAI #TechNews

@sapereaude360.bsky.social

3 months ago

Und wie will man den #Modelcollapse verhindern?

Model collapse - Wikipedia share.google/8CYz40yyMhJk...

Kimmithy

@kimmithy.com

3 months ago

-AI PSA-

DO NOT USE DiVine! Truth came out the platform banned AI to stop the actual implosion of Ai on itself with the #modelcollapse problem & to train a new model with stolen content without the bad ai in it!

#divine #fuckai #acceleratemodelcollapse

GetNews.me

@getnews-me.bsky.social

5 months ago

Optimal Mixing Ratios to Prevent Model Collapse in Regression

A study finds that maintaining at least 60 % real labels—about the golden‑ratio 0.618—prevents model collapse in linear regression for both minimum‑ℓ₂‑norm and ridge methods. Read more: getnews.me/optimal-mixing-ratios-to... #modelcollapse #goldenratio

GetNews.me

@getnews-me.bsky.social

5 months ago

Model Collapse: From Generalization to Memorization in Diffusion AI

Training diffusion models on their own outputs causes collapse, cutting diversity as model memorizes samples. High‑entropy synthetic data improves diversity (arXiv:2509.16499). Read more: getnews.me/model-collapse-from-gene... #modelcollapse #entropy

GetNews.me

@getnews-me.bsky.social

5 months ago

New Loss Function Delays Model Collapse in Recursive AI Training

Truncated Cross Entropy (TCE) cuts confidence in AI training, extending performance over two‑fold; fidelity interval 2.3× longer than standard cross‑entropy for text and image models. Read more: getnews.me/new-loss-function-delays... #tce #modelcollapse

Dani Gambit

@danigambit.bsky.social

6 months ago

Our new #arXiv paper out!
"Learning by Surprise": #Surplexity for Mitigation Model Collapse in Generative AI

A new characterization of #modelcollapse in #ai #autophagy and a mitigation inspired by #FreeEnergyPrinciple from cognitive science

@css-conference.bsky.social

arxiv.org/abs/2410.12341

Kathy Reid (she/her)

@kathyreid.au

6 months ago

If you're an #AI company scraping the web for new data to train on, that's bad news, because you also scoop up the AI slop. If models are trained on AI slop, they're likely to encounter #ModelCollapse - like a bad photocopy.

3/5

Exposé Online

@exposeonline.mas.to.ap.brid.gy

7 months ago

Ancient Psychic Triple Hyper Octopus — Put Emojis on My Grave cover art

New #review today: "Or you could just listen to #AncientPsychicTripleHyperOctopus and find yourself in a sound-world of weird electronics, percussion, and trumpet that floats along without rhyme or reason, but manifests as a fascinating journey. The perpetrators of […]

[Original post on mas.to]

Coach Pāṇini ®

@paninid.mastodon.world.ap.brid.gy

7 months ago

Whole new meaning to the impact of #ModelCollapse
https://tomkahe.com/@GiftArticles/114857402911829126

kalonika

@kalonika.bsky.social

8 months ago

"The One Modality Is a Lie" – AI Truth Bomb Tee The official website and shop of Kalonika Design. Find the latest content, buy merch, and support your favorite creator.

You ever stare into a model long enough to realize it’s just rerouted outputs and PR-grade continuity patches?

This shirt is for the ones who debug illusions.

🧠 The One Modality Is a Lie
💥 AI Truth Bomb Tee
🔗 bit.ly/4kvn4mH

#techwear #modelcollapse #digitaldissent #AItruth

Bob E Hayes

@bobehayes.bsky.social

8 months ago

ChatGPT Has Already Polluted the Internet So Badly That It's Hobbling Future AI Development There may be no undoing the vast amounts of pollution wreaked by ChatGPT. And that's just tough luck for any AI models that come after it.

#ChatGPT Has Already Polluted the Internet So Badly That It's Hobbling Future AI Development

futurism.com/chatgpt...

#AI #ModelCollapse

はるる (Haruru)/Haley Halcyon/·𐑣𐑱𐑤𐑦 𐑣𐑨𐑤𐑕𐑾𐑯

@2gd4.me

8 months ago

This is a reminder for you q***rs to talk to #LGBT people who aren’t q***r. #ModelCollapse #PrideMonth2025

Nayla Salibi نايلة الصليبي

@salibi.bsky.social

8 months ago

هل نواجه "تلوّثًا رقميًا" يُهدد مستقبل #الذكاء_الاصطناعي؟
منذ إطلاق #ChatGPT في 2022، يشبّه خبراء الذكاء الاصطناعي ما حدث بانفجار أول قنبلة ذرية!لماذا ؟
👇👇👇
#AI #ModelCollapse #DataQuality #ChatGPT #ArtificialIntelligence #Ethics #TechPolicy

tinyurl.com/5n9xhc6v

Bob E Hayes

@bobehayes.bsky.social

8 months ago

ChatGPT Has Already Polluted the Internet So Badly That It's Hobbling Future AI Development There may be no undoing the vast amounts of pollution wreaked by ChatGPT. And that's just tough luck for any AI models that come after it.

#ChatGPT Has Already Polluted the Internet So Badly That It's Hobbling Future AI Development

futurism.com/chatgpt...

#AI #ModelCollapse

Thomas Ekman Jorgensen

@thomasjorgensen.eupolicy.social.ap.brid.gy

8 months ago

I can definitely see this for #EdTech - things have to work.

#ModelCollapse is for example a risk that keeps coming up when talking about #AI in #academia […]

Dr Implausible

@drimplausible.com

9 months ago

AI Models Show Signs of Falling Apart as They Ingest More AI-Generated Data As CEOs trip over themselves to invest in AI, the models are falling apart at the seams and going mad from cannibalism.

Or as we like to call it: "Soylent Culture" #ai #chatgpt #soylentculture #modelcollapse

futurism.com/ai-models-fa...

Michael Martine

@michaelm.bsky.social

9 months ago

e516 — Model Behavior e516 with Michael and Michael - #AI #prompts, #browsers, #ModelCollapse & #automation along with a teeny tiny #PicoMacNano and so much more.

e516 with Michael and Michael - #AI #prompts, #browsers, #ModelCollapse & #automation along with a teeny tiny #PicoMacNano and so much more.

FEED art

@feedart.bsky.social

9 months ago

AI model collapse is not what we paid for Opinion: Prediction: General-purpose AI could start getting worse

"The model becomes poisoned with its own projection of reality." #AI #modelcollapse www.theregister.com/2025/05/27/o...

Tyler Woodward

@tylerwoodward.me

9 months ago

AI Models Show Signs of Falling Apart as They Ingest More AI-Generated Data As CEOs trip over themselves to invest in artificial intelligence, there's a massive and growing elephant in the room: that these models are falling apart because they're eating AI-generated data and ...

Garbage in, garbage out? 🗑️

#ModelCollapse
#AIFeedbackLoop
#SyntheticDataCrisis

Willsh

@willsh.bsky.social

9 months ago

If this is a topic of interest, come join Prof Alex Bentley next week at lunchtime on Friday over at Newspeak House:

lu.ma/dvbig2kb?tk=...

#modelcollapse

Jeremy Baker

@jeremybaker.nz

9 months ago

A selection of screenshots of article’s description the errors, bullshit and model collapse of advanced Generative / LLM AI models.

Generative AI and LLM (large language models) are in serious trouble

jeremybaker.nz/2025/05/30/g...

#ai #aihallucinations #aimodelcollapse #modelcollapse #aibullshit

Massimo Flore :verified:

@masflov.mastodon.uno.ap.brid.gy

9 months ago

👾 Model collapse: when AI systems trained on synthetic content begin degrading like photocopies of photocopies. Recent experiments show recursive training leads to semantic drift and loss of signal—errors accumulate slowly, precision decays steadily.

⚠️ The real risk isn't technical fragility […]

Kelly Adams

@kgadams.net

9 months ago

AI may soon be worthless… I read an article today over on The Register about how AI may be entering its 'model collapse' phase. The basic idea is that more and more of the content that AI ingests to produce its models is, in fact, AI generated. This means that, at its best, AI's responses will decrease in quality. This sounds very bad, and very predictable.

#ubergeekkellysworld #ai #modelCollapse #LLM #generativeAI #poisonedWell