@treeni Man its hard to corroborate this snap of a story. Where is the mother in this scene? Who else knew about this?
This girl and the unborn child were not suppose to depart this way. They were humans too. Father's too Selfish for only thinking about himself.
@theskindoctor13@TheoAryavarta Valid points. I wonder who in the Ministry are so disconnected from consumer behaviour given India being a price sensitive market. How the hell are they oblivious to the second and third order effects of their policies. Kahin ye -40 wala to nahi?
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.
@LtGenDPPandey Its a systematic take over by 'you know who' and 'you know why'.
Karma is coming back for UK much earlier than anyone can expect. Sad state of affairs, and the worst part, Brits are silently enduring this or are too scared to be labelled.
@LtGenDPPandey@tanvi_madan How do we enforce accountability upon those responsible? And the bigger question is who is responsible to enforce it?
The ones who are responsible are the one being more corrupt.
Open corruption need open threats and consequences.
BJP has started showing characteristic of Congress for the past 2-3 years. At this rate, BJP will turn into Congress well before 2029.
Why there's no clarity on the Ethanol policy and why options for E0 are not being made available for the public?
ये बिहार के गोपालगंज जिले के रामनगर गांव गांव की लड़की है इसके पिता नहीं है मां मजदूरी करती है और ये लड़की 2km दूर स्कूल ऐसे ही जाती हैं।
Wheelchair के लिए कई बार आवेदन दिया गया है लेकिन इसको नहीं दिया जा रहा हैं। क्या आप इस लड़की की मदद कर सकते हैं?