Pablo E. Peña P.

New Media Artist | Generative Art & Sound | Rebel scum | I make art and music with code and simulations.

[Pablo E. Peña P. @P3P510]

My audiovisual live set part of the Expanded Code Live program within the framework of the Bogota Experimental Film Festival is already up in the yt channel of @creativecodeart https://t.co/UMWGJy3tCj

[Abubaker Abed @AbubakerAbedW]

The @FIFAWorldCup have enabled this

[Seyed Mohammad Marandi @s_m_marandi]

I'm not even bothering to comment on Trump's delusions. We're ready for war.

[CAT & KAT 22 @luisgonzal37396]

🏐

[Ramy Abdu| رامي عبده @RamAbdu]

Two worlds, one moment: Mexico and Gaza.

#FIFAWorldCup #WeAre26 #FWC26

[marah khalad @mar80549]

My fundraiser is no longer receiving any donations. I can’t afford to buy art supplies or food for my family. Please, my friends, help us. We are living through extremely difficult conditions. 💔

[Antifa_Ultras @ultras_antifaa]

2026 World Cup.

[Inca @LaInca_]

Subido el análisis de lo político en las letras del Indio Solari
Tres horas, desde los discos de los ochenta hasta los últimos días, sin monetización ni publicidades, como no podría ser de otra manera
https://t.co/df2i9hUOnt

[Siru Arts @siruarts]

#WordCup2026

[Bushra Shaikh @Bushra1Shaikh]

I can't take this FIFA World Cup seriously when the host country is embroiled in an illegal war.

Boycott this nonsense.

[syrian princess اشلي @LupeVirgilMom]

by thomas wykes. had me crying laughing

[Antifa_Ultras @ultras_antifaa]

#BoycottWorldCup2026

[Abubaker Abed @AbubakerAbedW]

Boycott the World Cup!

[Khamenei.ir @khamenei_ir]

The post-American era has begun. 

Feb. 7, 2021

[Andre2000 🔻 @ComradeAndre2k]

Mood

[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.

[Explosive Media @ExplosiveMediaa]

The first LEGO-style series is here:
"Football Against Enemy"

As the World Cup kicks off,
get ready for Episode 1 😁☝️

[Jorge Taiana @JorgeTaiana]

Se cumple un año de la condena a @CFKArgentina
Desde el primer momento sostuvimos que se trató de una sentencia injusta, bajo un proceso plagado de irregularidades y cuestionamientos en el que no se garantizaron plenamente sus derechos.
La democracia se debilita cuando la Justicia es utilizada como herramienta de persecución política.

Seguimos exigiendo la libertad de Cristina.

#CristinaInocente
#CristinaLibre

[Pablo E. Peña P. @P3P510]

This is going to be the best World Cup ever.

[Polymarket Sports @PolymarketSport]

🚨JUST IN: A camera fell onto the pitch during the Hungary vs. Kazakhstan match

[Inca @LaInca_]

Cristina Libre

[Pablo E. Peña P. @P3P510]

Says the white South African.

[Coinvo @Coinvo]

ELON MUSK: "I don't believe Africa's poverty is caused by colonialism."