It's the very process of looking at something that makes it beautiful.
- David Hockney
Saddened to hear that he has passed away. We need more artists to see & reveal the beauty in this broken world.
@Volodiem@ionebelarra Sois mala gente. No sabes nada de mí y sin embargo ahí te luces de ignorante e impertinente. Sois violentos y lo único que queréis es guerra en vez de entendimiento. Asco es lo que siento por esa España que estáis dejando.
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.
@Miquel_R Hay un problema grave que la izquierda nos negamos a ver y a tener esa discusión de manera honesta. La inmigración en masa causa grandes fricciones y eleva el racismo. Hablemos del tema YA sin romanticismo. Se puede ser solidario a la vez que protegemos la fragilidad social?
Fascism does not arrive saying “I am fascism.” It arrives saying “law and order,” “border security,” “anti-woke,” “election integrity,” and “national emergency.”
Crazy that this is getting barely any coverage. This year’s European Press Prize was just awarded to an investigative report by the Dutch newspaper De Volkskrant. It is entitled “What the Wounds Tell” and in it the journalists Maud Effting and Willem Feenstra document the cases of 114 children in Gaza under the age of 15 who were struck by a single bullet to the head or chest. Almost all of them died or were left severely disabled. They chose to document only the cases of boys and girls under the age of 15 (though often much younger: aged 3, 4 or 7) because these are children who can be immediately identified as such. “A single bullet in these parts of the body is a clear indication that these children were deliberately targeted“, the two journalists write.
This is the article: https://t.co/YkZrpqBWBQ
The Iranian navy, which has been destroyed eight times, has apparently closed the Strait of Hormuz again, because the United States, for the seventh time, won the war that wasn’t a war, so now the United States has to open the Strait of Hormuz that was already open before the not-war began.
The not-war began because Iran had uranium that was totally, completely, beautifully obliterated, so they can’t build the nuclear bomb they weren’t building, which is why the United States had to start the not-war it definitely didn’t start.
Now the United States, which has nuclear weapons, is threatening to use nuclear weapons to stop Iran from getting nuclear weapons, because nuclear weapons are far too dangerous for countries with nuclear weapons to allow other countries to have.
If the United States saw the United States doing what the United States does in other countries, the United States would invade the United States to liberate the United States from the tyranny of the United States.
El expresidente Aznar compaginó su asignación pública d 80.000€ con millonarios negocios privados: fue asesor de Endesa por 200.000€, cobró 4M€ de Murdoch, pactó comisiones del 1% en Libia con Abengoa y fue lobista de tabacalera. Negocios que ni la UCO ni la UDEF investigaron.