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deebul nair retweeted
In the scorching summer of 1984, the Northern Railway reservation office at New Delhi station was a circle of hell. 100,000+ passengers descended on the station daily. Behind wooden counters sat clerks buried alive under 1000s of bound, leather-backed ledgers called Charting Sheets. To book a ticket, a clerk had to physically find the ledger, cross out a berth with a fountain pen, hand write a paper ticket, and file a duplicate slip. If you wanted a return ticket from Madras to Delhi? You could not buy it in Delhi. You had to send a physical telegram to Madras, wait 48-72 hours for a manual reply, and pray the seat was not sold twice. This is where CMC Limited (Computer Maintenance Corporation) slowly entes into the scene, a public sector company staffed by young, intense Indian systems engineers, working alongside a dedicated task force from Indian Railways. The mandate was terrifying: Digitized reservation did not exist at this scale in the developing world. Foreign vendors wanted astronomical sums for custom software. The team had to build it from scratch, using bare metal hardware. They chose VAX/VMS minicomputers and picked a language built for raw numerical calculation, not transaction processing: FORTRAN. They named the software IMPRESS (Integrated Multi-train Passenger Reservation System). On 15th Nov, 1985, a quiet pilot went live at New Delhi station for just 2 trains: the Tamil Nadu Express and the Grand Trunk Express. There were no satellite beams / grand reveals. The software was bug riddled, the clerks were terrified of the green phosphor CRT monitors, and paper backups were kept open on the desks just in case the system crashed. When the 1st green terminal screen printed a clean, automated ticket in < 60 secs without a clerk touching an ink pad, the engineers in the back room did not celebrate. They held their breath, waiting for the system memory to dump. It did not...... By 1987, IMPRESS was expanded to Bombay, Calcuttta, and Madras. But there was a catch: They were island nodes. Bombay had no idea what Calcuta was doing. A clerk in Delhi could still only sell tickets for trains originating out of Delhi. To manage this growing digital beast, Indian Railways created CRIS (Centre for Railway Information Systems). CRIS inherited 5 massive regional databases: Delhi, Bambay, Calcutta, Madras, and Secunderabad. Each region was an isolated digital kingdom running on different hardware iterations. As travel exploded in the 1990s, the "Island Problem" became a crisis. Passengers did not travel in single regions..... CRIS engineers were tasked with the ultimate computer science nightmare: How do you synchronize 5 massive, high throughput, realtime transaction databases across 4,000 KMs over unreliable copper telegraph lines and primitive telecom links? If a user in Secunderabad tried to book a seat on a train running from Howrah to Bombay while a user in Ahmedabad tried to book the exact same berth at the exact same second, how do you prevent a deadlock without crashing the entire national network? The CRIS team went to work on a master architecture: CONCERT (Country-wide Network for Computerized Enhanced Reservation and Ticketing). They had to engineer custom distributed database protocols. They built networking software that could handle dropped packets, noisy BSNL landlines, and sudden power blackouts. Where landlines failed, they rigged up hybrid data pipes, combining microwave links, leased telecom lines, and early satellite VSATs for redundant failovers. The system was rolled out region by region starting in 1994. The pressure on the CRIS software architects was unbearable, a single logic bug in memory locking could lock up 100s of 1000s of seats across the nation, halting the economy overnight. Finally, in April 1999, the final switch was flipped.... For the 1st time in human history, a passenger walking up to a remote ticket window in Guwahati could instantly query, lock, and purchase a ticket for a train running between Trivandrum and Mumbai in < 2 secs. It was a 15 year relentless siege by teams at CMC and CRIS, writing low level C and FORTRAN code, fighting hardware limitations, and building custom networking protocols long before modern cloud infrastructure existed. When IRCTC was launched in 2002 to bring ticket booking to web browsers, it did not build the core reservation engine. It simply built a web frontend that plugged into the massive, bulletproof CONCERT backend built by CRIS. Today, that same underlying architectural logic handles over 1.5M+ bookings a day, serving a population larger than entire continents. Remember, this was done without any massive VC funding. Just pure, unyielding Indian engineering built line by line in the dark.
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A Japanese immunologist spent 20 years proving that the chemicals trees release into the air walk into your bloodstream, hunt down your stress hormones, and arm your immune system in ways no therapist or pharmaceutical has ever matched, and most of the data has been sitting in Japanese medical journals for two decades waiting to be translated. His name is Qing Li. He is a clinical professor at Nippon Medical School in Tokyo and the president of the Japanese Society of Forest Medicine. The Japanese government has been funding his research since 2004, and the body of work he has produced is the reason forest bathing is now an officially prescribed clinical therapy in Japan and Korea. The story actually starts in 1982, when the Japanese Ministry of Agriculture, Forestry and Fisheries coined the term shinrin-yoku to describe the practice of slow, mindful walking in a forest. They did it for a practical reason. Japan was urbanizing fast, stress-related illness was climbing, and the country had thousands of square kilometers of forest sitting unused. The idea was to give people a reason to walk into the trees... They had no idea what was actually happening to the human body during those walks until Qing Li ran the first proper experiment in 2005. He took twelve healthy adult men on a three-day, two-night trip to a forest park. They walked for a few hours each day. Nothing strenuous. No prescribed routes or breathing exercises. They simply walked slowly through the trees, breathing the air, looking at the forest. Li drew blood and urine samples before the trip, on the second day, on the third day, on day seven after returning home, and again on day thirty. The numbers that came back from the lab were not what anyone expected. The activity of a specific type of immune cell called the natural killer cell, which is the cell your body uses to hunt down cancer cells and virus-infected cells before they can spread, had jumped by roughly 50 percent during the forest trip. The actual number of natural killer cells circulating in the bloodstream had increased significantly. Three different anti-cancer proteins that those cells produce, called perforin, granzymes, and granulysin, had all risen sharply. And the effect did not disappear when the men went home. The immune boost was still measurable on day seven and was still partially present on day thirty. Two hours a day in a forest had upgraded the immune system for a full month. Li ran the same experiment with women a year later and found nearly identical results. Then he ran it with a control group who took a three-day trip through an urban area with the same amount of walking, the same hotel quality, and the same diet. The urban group showed no measurable change in natural killer cell activity at all. The forest was doing the work, not the vacation. The mechanism turned out to be a class of airborne molecules called phytoncides. Trees produce these compounds to defend themselves against insects, bacteria, and fungi. Pine, cedar, oak, and cypress trees release them in particularly large amounts, especially in warmer weather and after rainfall. When you walk through a forest, you are inhaling those molecules into your lungs and absorbing them through your skin, and once inside your body they appear to directly stimulate the production and activity of the very immune cells Li was measuring in his lab. Roughly 50 percent of the health benefit of a forest walk, according to Li's data, comes from the chemistry of the air itself. The other half comes from what the forest is doing to your nervous system. This is where it stops being only about the immune system and starts being about stress. A separate Japanese research team measured cortisol, the body's main stress hormone, in 84 participants across 35 different forest sites. They drew samples before and after a 30-minute walk in each forest and compared them to control walks in matched urban environments. The cortisol levels of the people who walked in the forest were lower than the cortisol levels of the people who walked in the city by a significant margin. Their heart rates were lower. Their blood pressure was lower. The activity of their parasympathetic nervous system, which is the part responsible for rest and recovery, had gone up. The activity of their sympathetic nervous system, which is the part that drives fight or flight, had gone down. Then a researcher at the University of Michigan named MaryCarol Hunter ran the cleanest version of this experiment ever done. She recruited participants from a city and told them to take a nature pill three times a week for eight weeks. They were free to choose the time, the place, and the duration of the nature experience, as long as it was outside, in daylight, and free of phones, conversations, and aerobic exercise. They sent her saliva samples before and after each session so she could measure cortisol changes accurately and rule out the normal daily drop in stress hormones that happens to everyone. The result was that participants experienced a 21.3 percent drop in cortisol per hour spent in nature, with the biggest payoff happening between minutes 20 and 30 of the walk. After that, the cortisol kept dropping, but more slowly. The threshold dose for measurable stress relief was just 20 minutes outside in something that looked and felt like nature. What none of this means is that nature is a substitute for therapy or for medication when someone genuinely needs them. Therapy treats different things than a walk does, and Li himself has been careful in interviews to call forest bathing a complementary intervention rather than a replacement for clinical care. But what the research has settled is that the human body has a physiological response to being among trees that operates on the same biological systems modern medicine is trying to reach with drugs and clinical protocols, and that response is fast, measurable, and free. The strangest part of Li's work is the implication he keeps repeating in interviews. The average person now spends more than 90 percent of their life indoors. Their cortisol stays elevated. Their natural killer cells stay sluggish. Their parasympathetic nervous system rarely gets a chance to take over. The system that was tuned by millions of years of life under a canopy of trees is being asked to run permanently inside a box made of drywall and screens. Your body has not forgotten what it is supposed to do in a forest. It is waiting for you to walk into one.
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deebul nair retweeted
Hmm... 'Outsourcing plus LocalAI will soon become more economical vs Frontier labs' signalbloom.ai/posts/outsour… "Tl:Dr: This essay is an attempt to answer at which point it becomes more economical to hire an engineer in a cheaper country and give them DeepSeek/local-AI API key vs using Frontier closed-source LLMs and concludes that at the very least, this dynamic puts a price ceiling on the frontier lab offerings. We use DeekSeek as a proxy for localAI costs." cc @NGKabra @anandesh
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deebul nair retweeted
What scam is this bro 😬😬😬
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Mammograms miss cancer in 50% of Indian women. Not because of a bad machine. Because of biology. 90% of Indian women under 45 have dense breast tissue. On an X-ray? Cancer appears white. Dense tissue also appears white. White on white. The cancer is invisible. And in India, 45–50% of breast cancers occur in women under 45. She has personally seen cancer lumps in a 17-year-old girl. The West designed its screening technology for its own bodies. @geethamhp designed hers for ours. No radiation. No compression. No touching. Just a thermal camera, AI, and 400,000 temperature readings per scan. A fantastic story of ground up innovation on @mundhebanni. Link in first reply. Share this with every woman you know.
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deebul nair retweeted
Today, we’re taking a step toward truly galactic-scale capabilities. 🚀 We’re partnering with @SarvamAI to bring sovereign AI into orbit aboard India’s first orbital data centre satellite, a pathfinder mission bringing datacenter-class GPUs and high-performance remote sensing together in space. Built and operated by Pixxel, with Sarvam providing the AI backbone, the demonstrator marks a step toward making orbital data centres real, operational, and scalable from India. May the 4th be with us all! ✨
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deebul nair retweeted
We started something we call Build Club. Every week, @DataRobot employees show up, open the platform, and build something live. No slides. No demos. Just hands on keyboard. Here's why it's working...and how you can run one too. 🧵
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There r random behavioral science terms thrown around here, but clearly no user empathy involved in the analysis. Wheelchair ‘abuse’ does not emerge from a point of confidence or entitlement but from a place of fear and anxiety. Of an environment not tailored to user emotions
Hi all, "Airport wheelchair abuse shows our love for gaming the system", my column in TOI today. Do read and share!
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deebul nair retweeted
Recently, there was a clash between the popular @FFmpeg project, a low-level multimedia library found everywhere… and Google. A Google AI agent found a bug in FFmpeg. FFmpeg is a far-ranging library, supporting niche multimedia files, often through reverse-engineering. It is entirely the result of volunteers and a marvellous piece of technology. For people who have never been on the receiving end of ‘security researchers’, it is difficult to understand why there is a pushback against them. Think about the commons. In Quebec, these are pieces of land where farmers send their cows during the summer. It is collectively owned, like FFmpeg. Everyone is responsible to care for the commons if they are using it. If you are not using it, you are supposed to stay away. Now, imagine a rich corporation comes in and sends its well-paid agents into the commons to find issues with it. Maybe a broken barrier or a dangerous hole. So far so good… But instead of fixing the issues, the corporation says “you have a month to fix the issue or else I will report you to the government”. How much love would the big corporation get in this context? Why do the security researchers insist on disclosing the issue without having contributed to fixing it? So that they can get credit for it. That's their entire scheme: find issues, irrespective of whether they affect the use case of their employer... after all, all issues no matter how small can be potentially significant at some point... and then brag about it without doing the hard work of trying to fix it. Let me be clear that no everyone working in security behaves this way. Many are good actors. But there are enough 'security researchers' behaving as parasites that it has become a recognizable pattern. « But Daniel, who should be fixing the bugs then? » If you are paying for commercial support, then get in touch with the folks you are paying. If you are not paying, then it is on you. It says so in the licenses. It is part of the moral code open source. It is part of the legal framework. Let me be clear. You do not get to bite back at Linus Torvalds if a bug in the linux kernel crashes your server. What you do is that you identify the issue, narrow it down and propose a fix. If you cannot do it, then you pay someone to do it. Or you just do not use Linux.
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deebul nair retweeted
The Kalpavriksha or the wish-granting tree that emerged during Samudra Manthan or the Churning of the cosmic ocean - is the Parijata/ Pavazhamalli - this tree came out along with Kamadhenu and both descended to Bhu loka or earth on this Govatsa Dwadashi day (the Dwadashi that comes before Deepavali) Shastra says that this is the only tree where the flowers can be picked from the ground after the flowers drop and then used directly for pooja. All other flowers ideally must be plucked directly from the plant and picking from the ground for pooja ain't ideal (while not always practical) - but this rule is relaxed for the Parijata as it is very auspicious for Devatas This tree holds a special place for the both of us - immediately after our wedding when we lived at Bengaluru for a short while, we resided at an apartment near 100 ft road, Indira nagar, that had a huge Parijata tree - that the owner/builder of the place had named the apartment Parijata Nilaya ... I bought a few Parijata saplings and planted them in our mini garden at home on this auspicious Govatsa Dwadashi day today
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My brain broke when I read this paper. A tiny 7 Million parameter model just beat DeepSeek-R1, Gemini 2.5 pro, and o3-mini at reasoning on both ARG-AGI 1 and ARC-AGI 2. It's called Tiny Recursive Model (TRM) from Samsung. How can a model 10,000x smaller be smarter? Here's how it works: 1. Draft an Initial Answer: Unlike an LLM that writes word-by-word, TRM first generates a quick, complete "draft" of the solution. Think of this as its first rough guess. 2. Create a "Scratchpad": It then creates a separate space for its internal thoughts, a latent reasoning "scratchpad." This is where the real magic happens. 3. Intensely Self-Critique: The model enters an intense inner loop. It compares its draft answer to the original problem and refines its reasoning on the scratchpad over and over (6 times in a row), asking itself, "Does my logic hold up? Where are the errors?" 4. Revise the Answer: After this focused "thinking," it uses the improved logic from its scratchpad to create a brand new, much better draft of the final answer. 5. Repeat until Confident: The entire process, draft, think, revise, is repeated up to 16 times. Each cycle pushes the model closer to a correct, logically sound solution. Why this matters: Business Leaders: This is what algorithmic advantage looks like. While competitors are paying massive inference costs for brute-force scale, a smarter, more efficient model can deliver superior performance for a tiny fraction of the cost. Researchers: This is a major validation for neuro-symbolic ideas. The model's ability to recursively "think" before "acting" demonstrates that architecture, not just scale, can be a primary driver of reasoning ability. Practitioners: SOTA reasoning is no longer gated behind billion-dollar GPU clusters. This paper provides a highly efficient, parameter-light blueprint for building specialized reasoners that can run anywhere. This isn't just scaling down; it's a completely different, more deliberate way of solving problems.
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#Didyouknow Bharatvidya.in has 20 online courses that amount to more than 300 hours of curated content on Indian history. Making it one of the largest repositories of Indological content on the web. We want people to know about it. So do help us spread the word.
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I head a department in the US, am triple board-certified, with numerous publications, citations and invited lectures to my name. And yet, I won’t dismiss alternate systems of medicine as quackery just because they don’t fit a Western clinical trial model. Many chronic conditions defy modern medicine’s toolbox but respond to holistic approaches. That’s precisely why integrative care is gaining ground even in med school curricula. As for allied health professionals such as optometrists, physical therapists, psychologists, pharmacists, they are not secondary. They are vital. They undergo rigorous training and licensure and are the backbone of modern healthcare delivery. So please get off your ivory tower, quit the condescension, and embrace a more respectful, inclusive view of healthcare.
Hello, Vidit. I am not a fan of chess, but you are an important person for our country and I did not mean to offend your family. I am sure they are good people. I was stating plain facts from a professional standpoint and I do not mince my words. You may call that ego or whatever, to console yourself, no problem. Your statement on Doctors Day claiming an Ayurveda practitioner, Homeopath, Cosmetologist and a Physiotherapist were doctors is wrong and I stand by my words. Doctors' Day in India marks both the birth and death anniversary of Dr. Bidhan Chandra Roy, one of India's most revered physicians and a key figure in shaping the healthcare system. Ayurveda, Homeopathy, Cosmetology or Physiotherapy are not realistic clinical medicine or and their practitioners are not clinical physicians. Physiotherapy is a legit branch of healthcare (adjunct to clinical medicine), but the rest are just plain sham - especially Homeopathy, which is also known as N*zi Medicine because H*tler tried to integrate it with conventional medicine at the time. You got all worked up and started personally attacking me because you were ignorant of this fact. I do not need to keep an ego towards a chess GM or his family. You don't make me insecure and your family is of no concern to me from a professional standpoint. But what you claim them to be - has major public health consequence, because someone of your stature, being ignorant about science and health affects public perception of realistic healthcare and pseudoscientific practices. Your statements normalize pseudoscience and primitive therapies as healthcare practices when they are not. They are alternative medicine. And alternative medicine is medicine that is not proven to work. Just like there is no alternative chemistry, alternative physics or alternative mathematics, alternative medicine is also not medicine. And its practitioners are not doctors. I am a certified internist with a doctorate in hepatology and liver transplant medicine with 260 peer reviewed scientific publications, 4400 citations and h-index of 30 (just for your information). You don't know me and how useful I am to my patients and their families. I suggest you do a bit of homework before throwing such childish tantrums. I am staying in my lane and always have. Calling out medical misinformation is what I do apart from being a full-time doctor. I suggest you stay in your lane and discuss more on chess. Sorry for the checkmate. And for a change, talk about chess and try being useful. All the best for your future matches.
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A note to NRIs, esp Tambrahms. Stop at some logical point and get back here to India. If not, arrange a caretaker for your parents who live alone in India. In case they don't agree, accommodate them in an elder care facility. Visit them atleast once in two years. When your parents turn 75 they begin to deteriorate. 80+ aged parents are so frail that they can't do anything on their own. I interact with many such NRI parents on a daily basis and am writing from what I see. There is enough material for three full fledged novels. You may be arranging Periyava Mandalis or Brahmotsavams in the USA, but the real gods that brought you to this world are languishing. Your $s are less worthy than the adult diapers that your parents struggle to wear by themselves. Amaruvi 08-06-2025
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deebul nair retweeted
Difficult to overstate what an amazing picture this is—an officially released photo of the Integrated Air Command & Control System (IACCS) that executed the insane symphony of India’s air defence during Op Sindoor. Heroes all. Happy hunting, India salutes you! 🇮🇳
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deebul nair retweeted
judging an engineer by age is BS - Linus Torvalds wrote Linux at 21 - Steve Wozniak built Apple I at 25 - Palmer Luckey created Oculus VR at 20 - Vitalik Buterin designed Ethereum at 19 - Mark Zuckerberg coded Facebook at 19 Looking back, I realize that 18-25 is the peak time. "The young do not know enough to be prudent, and therefore they attempt the impossible – and achieve it, generation after generation."
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