Angela Pinilla @CSR4Development

l #Sustainability l interface of #Science, Business #Strategy & Safe #chemicals I SME at @cisl_cambridge, Dr l Prev @carrcenter | own-views Boston, 🇺🇸 Joined June 2012

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Angela Pinilla @CSR4Development

4 minutes ago

It is a game ! It is a game !

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Angela Pinilla @CSR4Development

10 minutes ago

Thanks man!

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Angela Pinilla @CSR4Development

17 minutes ago

@elonmusk Wooohhhh!

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Angela Pinilla @CSR4Development

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@elonmusk Cool 😎

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Angela Pinilla @CSR4Development

15 hours ago

@PolicarBizar Omg 😱

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Cats That Make You Go Awww @CuteAdorableCat

2 days ago

Girls with their cats

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Angela Pinilla @CSR4Development

a day ago

@Polymarket Hahaha

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Angela Pinilla @CSR4Development

a day ago

El director de la ONG de papel 😶😶😶

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Bloomberg @business

a day ago

Amazon.com Inc. said its data centers used 2.5 billion gallons of water worldwide last year, or about 5% of the amount metro Seattle consumes annually. bloomberg.com/news/articles/…

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Angela Pinilla @CSR4Development

a day ago

@dualipabrasil Great choice ! 🙌🏻💙

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Ocean Wonders @Oceanwonders01

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Sharks and rays

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Impressions @impression_ists

2 days ago

Claude Monet by Thomas Bossard

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On June 14th, Switzerland will vote on whether to become the only country in the world to officially cap its population, with a limit of 10 million people until 2050. The initiative could upend the nation’s economy and rupture ties with the European Union. newyorkermag.visitlink.me/E69c-6

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Angela Pinilla @CSR4Development

a day ago

—> @EspinosaRadio ✅

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Angela Pinilla @CSR4Development

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@InvisiblesMuros ‼️⁉️

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Nav Toor @heynavtoor

2 days ago

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.