Paul

Portuguese mix, living in the Dieselboom Women+WineZone, German province of Portugal, also a Vegan and my best friends are Biogen and Roche!

[Paul @1ens]

This is our reality EU/AFRICA https://t.co/CxpF8Ja9Lg

[Paul @1ens]

Interestingly logical

[Nav Toor @heynavtoor]

You have noticed it. ChatGPT feels dumber than it used to. Your prompts that worked six months ago produce worse results now. The writing sounds flatter. The ideas sound safer. The internet itself feels like it is shrinking. Every article reads the same. Every email sounds the same. Every answer sounds like it was written by the same voice.

You thought it was you. It is not you.

Researchers at Oxford and Cambridge published a paper in Nature proving what is happening. They call it Model Collapse.

Here is the mechanism in one sentence. AI trained on AI-generated data gets dumber every generation until it forgets what real human data looked like.

The internet is filling with AI-generated content. Blog posts. Articles. Reviews. Comments. Social media. AI companies scrape the internet to train the next generation of models. Which means the next generation of AI is being trained on the output of the current generation.

Each cycle loses information. Not randomly. It loses the rarest, most unusual, most creative parts first. The researchers call these the "tails of the distribution." The weird ideas. The unexpected perspectives. The things that made the internet feel human. Those disappear first.

What remains is the average. The safe. The expected. The bland.

Then the next generation trains on that. And loses more. And the next generation trains on that. And loses more. The researchers proved this is not a slow decline. Major degradation happens within just a few iterations. Even when some of the original human data is preserved.

They tested it on large language models. On image generators. On statistical models. The pattern was the same every time. The output converges toward a narrow, flattened version of reality that looks nothing like the original data.

The lead researcher put it plainly. "Large language models are like fire. A useful tool. But one that pollutes the environment."

The pollution is invisible. You cannot see which sentence on the internet was written by a human and which was written by AI. Neither can the AI that is about to train on it. And once the tails are gone, they do not come back. The damage is irreversible.

This is not a prediction anymore. It is a diagnosis.

The internet you grew up on was built by humans writing things no algorithm would have written. Strange, personal, imperfect, alive. That internet is being diluted. One generation of AI at a time. And the models trained on what remains are learning a smaller and smaller version of the world.

Model Collapse is not a technical problem. It is a cultural one. The thing that made the internet worth reading is the thing that disappears first.

[Paul @1ens]

What is the next hysteria?
Any guesses’

[Jimmy Dore @jimmy_dore]

This is “environmentalist” Mark Zuckerberg’s yacht. It’s 87 feet longer than a football field. It burns over 1100 gallons of fuel per hour.

In a college commencement speech he urged students to help “stop climate change before we destroy the planet” as one of the defining issues for their generation.

Either he doesn’t really think man made Climate Change is a problem, or he’s one of the biggest selfish narcissistic assholes the world has ever produced.

These are the same people who say we should live in 15 minute cites, use electric stoves, drive electric scooters & eat bugs.

Whatever these Billionaires say, I’m doing the opposite.,

[Paul @1ens]

@niccruzpatane Cats in heat!

[Paul @1ens]

@creepydotorg @grok Eishhh this real?

[Paul @1ens]

@LeeHarris It’s quite modest, the Overton window has tainted too many people

[Paul @1ens]

@hammertime_one Given the quality of movies the last two decades I suspect AI can indeed replace script writers and actors

[Paul @1ens]

@elonmusk You know why

[Paul @1ens]

@F1 Wish he would come out

[Paul @1ens]

@therealmissjo @Aristos_Revenge @CanonFrancais So nice and welcoming, what are they worried about

[Paul @1ens]

@MAVERIC68078049 Diddy affects?

[Paul @1ens]

Wow

[DD Geopolitics @DD_Geopolitics]

If you're wondering why Edi Rama is selling his homeland off to Kushner, here is his Knesset speech from January 2026.

[Paul @1ens]

@zamaniii00 Friend and 450M😂😇

[Paul @1ens]

@catdeans @denbypottery Damn that’s sad. Really good quality gone forever. Bad management?

[Le Crapaud @Le_Crapaud47]

British Police :

[Paul @1ens]

@RadioGenoa Oh gawd is this real? When it was anglicized they would be shot

[Paul @1ens]

@elonmusk She’s weak. A Nigel Farage at best and not the answer. They have been sanitized by the usual ones

[Paul @1ens]

Been reading that congress will vote for a bill that will give Israel automatic access to new US weapon systems😳

Humm a foreign country?

[Paul @1ens]

@XanaYoung13166 @75Alcaide Nothing ever changes….

remember this.
Control is total

[Paul @1ens]

@NehraWorkss You need a Linux distro for the normies or it won’t work