#ChinarCorps joins @Sukhwindermusic in his DUA-prayer for Waadi-e-Kashmir. #Kashmir #Kashmirbeats #Kashmirrejectsterrorism @adgpi @NorthernComd_IA @suryacommand

Ex-Army Chief Gen. Naravane on why he doesn't watch Bollywood war movies "These movies don't show you the truth. War is a bloody game. They romanticise things which gives people the wrong idea that war is a normal thing..But declaring war should be our last resort"

On the left is Nikhil Ravishankar. He went to school in New Zealand, worked all his life in NZ. Yet in 2025 when he was appointed CEO of Air New Zealand, the wave of online racism directed at him became such a tsunami that the country's 3 leading media outlets, the New Zealand Herald, 1News and Radio New Zealand, had to shut down their comments section. The sheer volume of racist comments made it impossible for moderators to do their job. It was like half the population of New Zealand had decided to be racist on Ravishankar. On the right is Air India’s current CEO - New Zealander Campbell Wilson whose appointment in 2022 attracted no such backlash in India. Wilson hails from Christchurch, arguably the most racist city in New Zealand.

#Pakistan | Back in October, a list of demands was put forward and we were assured they would be accepted. How many times can you sit across the table, talk, and still see no action?: @kartha_tara, Former Director, NSCS It wasn't just one reason. There were political, social, financial and economic factors involved. This was simply the triggering point: @rajaaijazali, Former IGP #PoK #Protests #AsimMunir #TheRightStand | @AnchorAnandN

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.

Indian strategic-military system, which has thus far been platform-centric, must now metamorphose into a software enterprise. The 3 services must launch a mega drive to upgrade their data readiness: the creation, cleansing, sharing & integration of data. swarajyamag.com/defence/in-d…