Cello

truth (love) triumphs

[Cello @cello_utc]

ഈശോ വെള്ളത്തെ വീഞ്ഞാക്കിയപ്പോൾ ആ കുടത്തിനകത്ത് നിറച്ച വെള്ളത്തിനുണ്ടായ ഇംപോസ്റ്റർ സിണ്ട്രോമിനെ കുറിച്ച് ആലോചിച്ചിട്ടുണ്ടോ?

[Diam @diamai_]

@ErenChenAI Cute now. Slightly less cute if the roles reverse in a few years.

[Cello @cello_utc]

പണ്ട് സിലിക്കൻ വാലി എന്ന് വച്ചാൽ സിംഹവാലൻ കുരങ്ങുകളൊക്കെയുള്ള ഇന്ത്യയിലെ സൈലന്റ് വാലി പോലെ അമേരിക്കയിൽ ഉള്ള ഒരു കാടാണെന്ന് കരുതിയിരുന്നു...

[Cello @cello_utc]

@gazettedyakshi ഒണ്ട്

[Cello @cello_utc]

How to eat മുട്ടകോസ്?

[Cello @cello_utc]

ദുഷ്ടൻ ബലൂൺ പോലെ വലുതാകും. അതു കൊണ്ട് ഉള്ളിൽ വെറും കാറ്റാണോ എന്ന് വല്ലപ്പോഴും ചിന്തിക്കണം.

[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.

[Cello @cello_utc]

എന്തോ വലുത് വരാനിരിക്കുന്നു

[Jeremy Wayne Tate @JeremyTate41]

A light show honoring Antoni Gaudí has just lit up Sagrada Família.

It felt like the tallest church in the world, for a moment, let its impossible beauty be seen by its creator.

[Cello @cello_utc]

എല്ലാം ആദ്യം ലാൻഡ് ചെയ്യുന്നത് കോഴിക്കോട് ആണല്ലോ!

[Cello @cello_utc]

@ROACHINSIGHTS @litpxki Lizard person

[ഗ്രന്ഥപ്രിയ📖😍📖 @Grandhapriya]

ഇന്ന് അന്താരാഷ്ട്ര ആർക്കൈവ്‌സ് ദിനം

[Cello @cello_utc]

വൈകുന്നേരം രാവിലത്തെ ഭക്ഷണം കഴിക്കാം. അപ്പൊ നാല് നേരം.

[Cello @cello_utc]

@sharm42453 My room will be neat.

[Cello @cello_utc]

@MasonHerrick @TheStingisBack https://t.co/gJSOeQRKaS

[Cello @cello_utc]

@TheStingisBack The three years younger mary magdeline was a high maintainance woman.she kept her beauty the moment before she was caught. After finding Jesus she lost interest to keep herself beautiful. Thus she looks ten years older than she is. Beautifully fine costume changes.

[Cello @cello_utc]

@TheStingisBack The three years younger mary magdeline was a high maintainance woman.she kept her beauty the moment before she was caught. After finding Jesus she lost interest to keep herself beautiful. Thus she looks ten years older than she is. Beautifully fine costume changes.

[Cello @cello_utc]

@FredSimonTLM That s none of our business, unless any of us are willingly joining that community.

[Cello @cello_utc]

@Meesha07_ ചിലയിടത്ത് കല്യാണത്തിന് മുന്നേ പെണ്ണ് ചെക്കന്റെ വീട് കാണാൻ പാടിലത്രെ. നാട്ട് നടപ്പ്..

[Cello @cello_utc]

Defining what you don't know is the art of science.

[Cello @cello_utc]

@YanagitaRon @RosaryMum Jesus baptised in front of a man. Why?

[Cello @cello_utc]

@Ihunanya_chi Marriage models the love God has for us. In heaven we experience that love directly from God. Nothing else is needed.