Dheepak

Stalin has Chief Ministers and political leaders of several states campaigning for him! I don't know if Kalaignar had this. Insane aura farming!

Yann LeCun was right the entire time. And generative AI might be a dead end. For the last three years, the entire industry has been obsessed with building bigger LLMs. Trillions of parameters. Billions in compute. The theory was simple: if you make the model big enough, it will eventually understand how the world works. Yann LeCun said that was stupid. He argued that generative AI is fundamentally inefficient. When an AI predicts the next word, or generates the next pixel, it wastes massive amounts of compute on surface-level details. It memorizes patterns instead of learning the actual physics of reality. He proposed a different path: JEPA (Joint-Embedding Predictive Architecture). Instead of forcing the AI to paint the world pixel by pixel, JEPA forces it to predict abstract concepts. It predicts what happens next in a compressed "thought space." But for years, JEPA had a fatal flaw. It suffered from "representation collapse." Because the AI was allowed to simplify reality, it would cheat. It would simplify everything so much that a dog, a car, and a human all looked identical. It learned nothing. To fix it, engineers had to use insanely complex hacks, frozen encoders, and massive compute overheads. Until today. Researchers just dropped a paper called "LeWorldModel" (LeWM). They completely solved the collapse problem. They replaced the complex engineering hacks with a single, elegant mathematical regularizer. It forces the AI's internal "thoughts" into a perfect Gaussian distribution. The AI can no longer cheat. It is forced to understand the physical structure of reality to make its predictions. The results completely rewrite the economics of AI. LeWM didn't need a massive, centralized supercomputer. It has just 15 million parameters. It trains on a single, standard GPU in a few hours. Yet it plans 48x faster than massive foundation world models. It intrinsically understands physics. It instantly detects impossible events. We spent billions trying to force massive server farms to memorize the internet. Now, a tiny model running locally on a single graphics card is actually learning how the real world works.

If we don't get good cricketers arriving in Iceland soon, we will ensure the Strait of Denmark is blocked and bring the world to its absolute knees!

The "horror" is that HIV doesn't just infect you.....it becomes you!! Here is why we can't just clear it: • Genomic Integration: It stitches its own DNA into yours. You can't kill the virus without killing the host cell. • The Reservoir: It hides in resting memory cells for decades. It stays silent and invisible to both your immune system and our best drugs. • Mutation Rate: It evolves faster than any biological entity we know. By the time we target one version, it has already mutated into a hundred others. • Sanctuaries: It hides in the brain and other sites where most drugs can’t reach.

With conception, not everything is a woman's fault. Did you know that sperm have personalities?....

In 1945, a Sardinian scientist named Giuseppe Brotzu made one of the most unlikely and beautiful discoveries in the history of medicine — standing at the edge of a sewage outfall pipe near a beach in Cagliari, Sardinia. He had a theory that the sea near the outfall, despite being contaminated with human waste, seemed to have remarkably low rates of typhoid fever among locals who swam there. Rather than dismissing this as coincidence, Brotzu followed his curiosity into the filth — and from that sewage, he isolated a mold, Cephalosporium acremonium, that was producing something capable of killing the bacteria around it. What Brotzu had stumbled upon was nothing short of extraordinary. The crude filtrate from this humble sewage-dwelling fungus showed activity against both gram-positive and gram-negative organisms — something penicillin, discovered just years earlier, could not claim. He published his findings in a local Sardinian journal in 1948, largely ignored by the international scientific community. It was only when he sent his cultures to the Medical Research Council in Oxford — to Edward Abraham and Guy Newton — that the magic hidden inside this sewage mold began to be truly understood. They isolated the active compound, and by the 1960s, the first true cephalosporin antibiotics were born. The beauty of this discovery lies not just in the science, but in its poetry. Penicillin came from a contaminated Petri dish in a London laboratory — accidental, sterile, almost aristocratic in its setting. Cephalosporins came from sewage on a Mediterranean island, found by a man willing to look for healing in the most unglamorous of places. Brotzu essentially proved that nature hides its greatest medicines in its most overlooked corners — that the answer to saving millions of lives was quietly fermenting in human waste on a Sardinian coastline, waiting for one curious mind to notice. Today, cephalosporins span five generations, cover organisms from Staphylococcus aureus to Pseudomonas aeruginosa, and remain among the most prescribed antibiotics on the planet. Every time a patient receives ceftriaxone for pneumonia or cefepime for a nosocomial infection, the lineage of that drug traces back to a sewage pipe in Sardinia — to Giuseppe Brotzu, his unfashionable hypothesis, and a mold that had been quietly doing its job in the filth, long before anyone thought to ask it for help.

Leonardo da Vinci described the heart as vortex-oriented around 1512–1513, suggesting that blood flows in spiral patterns through the ventricles and forms vortices in the aortic sinuses, which are essential for closing the aortic valve, rather than flowing in a simple, straight line. Modern 4D-MRI and fluid modeling techniques have confirmed these predictions 500 years later, proving that the heart acts as a biological vortex generator, improving efficiency and reducing energy loss.

When your grandmother was pregnant with your mother, the egg that eventually became you was already present in your mother's ovaries.

Pendant la grossesse, des cellules du bébé traversent le placenta et s’installent dans le corps de la mère, son sang, ses os, son cœur, son cerveau. Elles y restent des décennies, même après une perte. Et une piste fascinante : elles(ces cellules du bébé) semblent migrer vers les tissus abîmés de la maman pour aider à les réparer. Une mère porte une trace vivante de chaque enfant qu’elle a conçu.

Most mammals are born with a "budget" of one billion heartbeats; the faster you spend them, the sooner the clock runs out. Modern medicine lets humans cheat that limit, but a slow resting heart rate is still the ultimate biological insurance policy!

This is what political maturity looks like 🙏 KEJRIWAL: I’ve come to campaign for Stalin because Tamil Nadu has progressed under him. REPORTER: What if BJP–AIADMK wins? KEJRIWAL 🎯: The good work will be undone. I’ve seen it happen in Delhi. Not every leader chooses ego. Some choose results 🔥

He used to create IT parks earlier.

🥵Every summer in #Bengaluru, we declare, “It has never been this hot.” Then it rains, we forget the trees we felled, lakes we encroached, and glass we kept adding—until next summer, when we start cribbing again.

These three IIT Madras scientists are insane. Their startup Sthyr Energy is literally turning electricity into metal. Which you can keep for months and turn it back into electricity when you need it. And this is incredibly huge. Let's break this down. Right now, India alone generates enough renewable energy to power countries like France. But we can either use it as soon as its generated or its lost forever. Because no one has figured out a way to store electricity for more than a few hours at scale. If Sthyr's solution works - we won't just be able to store it for years but we could also transport it on roads - without creating any new infrastructure. And it would change how the world uses electricity forever.

த.வெ.க தலைவர் விஜய்யின் விமர்சனங்களுக்கு பதிலளிக்காததற்கான காரணம்! #SunTV #MKStalin #TNElection2026

Standard BJP ruled state, in effect.

This doesn't bode well for the region, and those invested in peace and stability in West Asia.

No worries, we have IPL and UPI.

States own revenue as % of total income Telangana : 77% Karnataka : 76.8% Tamil Nadu : 75.3% Kerala : 72.6% Uttar Pradesh : 48.2% Madhya Pradesh : 44.8% Chattisgarh : 53.8% Bihar : 25.9% How is this sustainable? One can understand very small states or states that have been created recently to have low %. But why are UP, MP, Bihar with such large populations and geographical area lagging so much behind? Every large state should hit 75% and small states should be encouraged to be above 50% for federalism to be equitable. Some states can’t be generating income and taxes to feed doles for laggard states. Economically laggard states gaining more political power suits Modi and BJP. No wonder they want UP and Bihar to have more and more MPs. A new formula for economic and power sharing has to be evolved which encourages states delivering governance. Else India will go from bad to worse. And the time for it is now.