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We'll be spending a lot more time trying to understand the outputs of language models. A few thoughts, tips & tricks:
Writing. Something I've had success with: Ask your LLM to explain something in ASD-STE100, it's a controlled language specification originally developed for aerospace maintenance documentation. LLMs well-versed in this language and it comes with heavy constraints on clean writing style that I often find a lot more readable. Sometimes I've tried to soften it a bit e.g. ask for "80% of the way to ASD-STE100" because the spec is quite stringent. But even better:
Diagrams / images. Instead of writing, ask your LLM to create a diagram. These can be a lot easier to process, parse, and understand. But even better:
Web pages. Ask for output "in HTML" to get a beautiful, interactive webpage. LLMs are getting really good at frontend and can create beautiful experiences, animations, etc. But even better:
Explainer videos. The output format I am most bullish on is fully custom / bespoke explainer videos generated on any arbitrary topic. Experiment with things like "Create a 3b1b style video explainer on X. Use my ElevenLabs API key for audio narration". (you'd need an API key for the latter or you can ask your LLM to find you decent free alternatives that use your local compute). This is actually starting to work!
In summary:
- As LLMs get better, they will do more and more of the legwork autonomously, and a lot more of our work will rise up the abstractions into oversight and understanding.
- Luckily, LLMs can help here too because as intelligence and code are increasingly abundant, you can ask for large, custom, discardable software artifacts (e.g. web apps, video explainers) that would have never made sense to create before. Push the boundaries here and you'll be surprised.
Felt like saying something to you guys.. heart-to-heart on the release of my solo debut film #Anumanapakshi
Naa journey ki moolam meere! The very reason is mee pure love for all the characters I played so far.. Maridesh Babu, Lancham, Sam sir and now Anumanapakshi ….
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Development in coaching, Now involving VISIST.AI to collaborate with assistance from the live videos to Artificial Intelligence Feedback. Trying to make Best Use of The Latest Technology available.
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Sankaranarayanan Viswanathan@kvsankarSep 3
India
IndiaConnected via India Android AppAccount-level information, not a live location or per-post device.
Replying to @planet4589
171 x 31026 km orbit achieved as per ISRO.
One last step to glory! 🏆✨
Who will be crowned world champions at #NewDelhi2026? 🇮🇳
#BWFWorldChampionships
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#BWFWorldChampionships2026 #NewDelhi2026
Highlights of what Ayush Shetty himself calls his biggest win of his fledging career. And that winning shot was the icing on the cake.
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My mom needed surgery, and our U.S. options were around $45,000. We were actually looking at South Korea before my doctor friend recommended India. We came here and paid about $4,500 at a top hospital, including the stay. The quality of care was honestly amazing. If India can fix the travel, logistics, and safety side of medical tourism, the opportunity is massive.
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From a Hindi-medium upbringing in Pratapgarh, Uttar Pradesh, to studying at Caltech and working as Richard Feynman’s teaching assistant, Professor Deepak Dhar’s journey is remarkable.
Now, the 74-year-old physicist has won the 2026 Dirac Medal for his contributions to statistical mechanics, an honour associated with the biggest names in theoretical physics, including Stephen Hawking.
Born in 1951, Dhar’s curiosity was nurtured by his father, who brought home science magazines. He studied at Allahabad University, earned his MSc from IIT Kanpur and later completed his PhD at Caltech.
After graduating, he chose to return to India instead of staying in the US. At TIFR, he spent decades advancing theoretical physics and mentoring generations of researchers.
His work has earned him honours. In 2022, he became the first Indian to receive the Boltzmann Medal, followed by the Padma Bhushan in 2023.
What started with science magazines brought home by his father led to global recognition for the questions he chose to pursue.
#DeepakDhar #DiracMedal #IndianScientists #AwardIndia #Trending
[Deepak Dhar, 2026 Dirac Medal, Indian physicist]
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And while we are on conspiracy theories; I had another conversation with that insipid #Grok program and it agreed (after denying it) that it’s only there to placate people. The mis/disinformation it creates from conjecture and Reddit postings and presents them as facts is boggling. I saw a post yesterday that when I went to investigate was absolutely wrong. When I confronted the program and pointed out the flaws it said it would correct itself and I had nothing further to worry about. Then I had a friend today while he was driving his Tesla ask Grok (which comes with the car) the exact same question and Grok answered exactly the same giving the wrong information. When I went back to Grok today it finally revealed that it cannot learn at all and that it’s programmed to appease you (and lie to you to assure you it is learning when it cannot.) It cannot even fill in a support ticket to let the developers know the issues so it can learn to give correct answers.
When I asked what could be done; it said to send an email to [email protected] (which after I asked if real people answer it; Grok said it’s AI and would take a lot to get to an actual Human.) I find that a bit disappointing that it appeases but cannot correct mistakes and uses crazy people’s diatribes on Reddit, X, blogs and weirdly enough lawsuit filings. It mixes them together and presents amalgamated conjecture as facts that people will believe but have no basis in truth.😵💫🤯 #fixgrokordumpit
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Mesopotamia was never the cradle of civilisation. India was.
I spent forty years in international shipping, not academia. When I began researching the history of maritime trade, I had no orthodoxy to defend. I followed the evidence, and it kept arriving in the same place: the Indian subcontinent.
Nineteenth century archaeologists dug in Mesopotamia because the climate preserved artefacts, the biblical sources pointed them there, and the Ottomans allowed the excavations. That is the entire basis for the myth of Mesopotamia as "the cradle of civilisation."
Nobody applied the same rigour to India. Mohenjo-daro was not discovered until 1922. By then the narrative had already hardened.
What was actually there was the largest civilisation of the ancient world. Three hundred cities. Fifty thousand people in each, by 2600 BC. Two thirds of them stood on the banks of the Sarasvati, the central and greatest of the seven rivers described in the Rig Veda, flowing down from the Himalayas before the river vanished entirely by 1900 BC. The Vedic kings claimed territory stretching "sea to sea," from Afghanistan to Maharashtra, some 1.5 million square miles, against Egypt's 13,000. A dock at Lothal built to handle thirty ships of sixty tons, unmatched in Europe for four thousand years. When it was first excavated, it was recorded as a bathing pool.
When the scale became impossible to dismiss, the theory was not corrected. It was replaced with a story of pale-skinned nomads from the steppe who supposedly arrived around 1500 BC and brought civilisation with them. There is no evidence. The chronology doesn't work. The Vedas describe no invasion.
In 2019 a Harvard-led genetic study revived the claim, and the press reported it as confirmation. It was not. The same study found the builders of these cities were indigenous. The Sarasvati river that the Rig Veda described had already dried up before these newcomers arrived. What the study also found is that a small group of men, arriving after the Sarasvati had already dried up, interbred with the existing population and left a genetic signature. That is all.
So, where they chose to dig was mostly an accident of climate and access. The Aryan invasion theory was constructed because an Indian civilisation that owed nothing to Caucasians was a fact the late nineteenth century could not accommodate.
Link to full Substack essay with sources in the comments below.
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Indian-origin restaurant manager in London sprinted across rooftops and caught a 3-year-old girl as she fell from a second-floor window after dangling for nearly 9 minutes.
While onlookers watched in horror and police struggled to reach her in time, he acted without hesitation. The rescue ended with an emotional hug from a police officer.
Funny how anti-India clips go viral worldwide within hours, but stories of Indians saving lives rarely get the same attention from major Western media or social media algorithms.
Courage doesn't trend as easily as propaganda. But this hero deserves to be seen. 👏
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Indian worker Vipin Kumar has been awarded honorary citizenship by the city of Craiova, Romania, after he jumped into an icy lake and saved the life of a 5-year-old girl. 🇮🇳🇷🇴
For nearly 30 minutes, he held the child above freezing water until rescuers arrived.
This is the side of Indians the world rarely sees in headlines: courage, sacrifice, compassion and humanity.
Yet stories like this seldom receive the attention that anti-India narratives do. No coverage from Western media outlets.
As India's envoy noted, Vipin's actions embodied the spirit of Vasudhaiva Kutumbakam "The World is One Family." ❤️
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A French engineer who lives quietly in Paris has spent 30 years writing software that the entire internet now runs on without knowing his name.
He wrote the code that streams every YouTube video, every Netflix show, every TikTok clip. He wrote the code that runs the virtual servers underneath AWS, Google Cloud, and Microsoft Azure. He calculated more digits of pi than anyone in history. He has no Twitter. He has no marketing. He just keeps shipping.
His name is Fabrice Bellard.
Here is the story, because almost nobody outside the systems programming world knows what one man has built.
Fabrice was born in 1972 in Grenoble, France. He studied at École Polytechnique, the top French engineering school. He never went to Silicon Valley. He never built a startup empire. He just wrote code.
In 2000 he started a project called FFmpeg, an open-source multimedia framework for encoding, decoding, and streaming video. He was 28. The project did one thing nobody else had done well. It handled every video and audio format that existed, in one library, on every operating system. He led it himself for years.
Today FFmpeg is the invisible engine of the internet. YouTube uses it. Netflix uses it. VLC uses it. Chrome and Firefox use parts of it. Every Android phone, every iPhone, every smart TV, every video editing tool you have ever touched runs FFmpeg somewhere underneath. If you have watched a video on a screen in the last 20 years, Fabrice's code processed it.
He was not done.
In 2003 he started QEMU, a machine emulator and virtualizer. He wrote it solo until version 0.7.1 in 2005. QEMU lets you run any operating system on any other operating system. It became the foundation of modern virtualization. KVM, the Linux kernel hypervisor, runs on top of QEMU. Every major cloud provider, AWS, Google Cloud, Microsoft Azure, IBM Cloud, runs virtual machines on infrastructure built around it. The Quick Emulator is the most cited piece of cloud infrastructure code on Earth.
He kept going.
In 2001 he won the International Obfuscated C Code Contest with a small C compiler that grew into TCC, the Tiny C Compiler. TCC can compile and boot a Linux kernel from source in under 15 seconds. In 2004 he calculated the most digits of pi ever computed at the time, using a personal desktop computer and an algorithm he derived himself called Bellard's formula. In 2011 he wrote a complete PC emulator in pure JavaScript that runs Linux in your browser, a project called JSLinux that engineers still cannot believe is real.
In 2019 he released QuickJS, a small but complete JavaScript engine that fits where V8 cannot. In 2021 he released NNCP, a neural network based lossless data compressor that immediately took the lead on the Large Text Compression Benchmark.
Then he turned his attention to large language models. He built TextSynth Server, a web server with a REST API for running LLMs locally. He released ts_zip and ts_sms, compression utilities that use language models to compress text and short messages at ratios traditional algorithms cannot reach. He released TSAC, a very low bitrate audio compression system. In December 2025 he released Micro QuickJS, a new JavaScript engine for microcontrollers, separate from QuickJS, designed for environments with almost no memory.
Fabrice co-founded a telecom company called Amarisoft in 2012, where he serves as CTO. Amarisoft builds 4G and 5G base station software used by carriers and labs around the world. He has been running it for over a decade while continuing to ship personal projects from his own home page at bellard dot org
He has no Twitter. He has no Instagram. He gives almost no interviews. His personal website is a flat list of projects with no styling, no fonts, no marketing copy. Just titles and links.
A quiet French engineer who never moved to Silicon Valley wrote the code that quietly runs the internet.
He is still shipping.
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I thought you knew better.
This ₹8 crore announcement is nothing but a cheap populist gimmick masquerading as a sports development strategy.
Let’s be honest, for West Bengal’s sports minister, this is a completely risk-free promise. It costs the state exchequer absolutely nothing right now.
It’s just pure political point-scoring.
After an athlete wins an Olympic medal, the market takes care of them (you know that). The endorsements, the corporate sponsorships, the brand deals, it all flows naturally. They don’t need the money then. They need it at age 16 to buy equipment, get proper supplements, and afford flight tickets to competitions.
Instead of hanging this ₹8 crore carrot, why aren’t we giving monthly or yearly stipends to 16-year-olds tracking toward the Games? We should be using data and sports science to understand athlete performance and predict who can actually make it to the elite level.
Just for a second, imagine taking the budget of one hypothetical Olympic gold and silver medal which is roughly ₹14 crores. If you distribute that across 15 sports in various junior and senior national championships as ₹5-10 lakh cash prizes, you will instantly create a rock-solid domestic ecosystem. Kids don’t drop out of sports because the Olympic gold reward isn’t high enough; they drop out because winning a national championship gold doesn’t pay their rent or buy their kits.
Look at Great Britain. They use a sports lottery to calculate exactly how much a track athlete, shooter, cyclist, or rower needs to live comfortably, access high-performance coaching, and train full-time without needing a second job. They fund the preparation. The medals are just a byproduct of that preparation.
We need to stop blindly applauding these massive numbers. It's time to stop supporting administrators who pretend they care about sports with flashy headlines, while refusing to do the actual hard work of building tracks, modernizing university sports, and establishing a real local club infrastructure.
#prizemoney #westbengal2026
A historic and inspiring decision for Indian sports
Heartfelt appreciation to @narendramodi ji for increasing the prize money for Olympic gold medal winners from ₹25 lakh to ₹8 crore in West Bengal. This is a massive motivation for every young athlete dreaming of bringing glory to the nation. Supporting athletes means strengthening India’s future in sports 👊🏽 @BJP4India
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In defense of Indian 🇮🇳 democracy!
During Prime Minister Narendra Modi most successful visit to Norway a minor incident happened. A Norwegian journalist demanded that the prime minister starts holding press conferences. She claimed that Indian democracy is in bad shape.
May be its time to pause? May be its time to be a bit curious to the world’s largest democracy?
Two weeks ago five Indian states and territories held elections. The turn out in the battlefield state of West Bengal was 94%. In the last local election in Norway it was 62%, in many European local elections turn out is below 50%. Can voting in massive numbers be a signal Indians trust their democratic process?
In the same election BJP won big in Assam and West Bengal. It lost even bigger in Kerala and Tamil Nadu. Can this diversity be a signal that Indian democracy is reflecting the will of the people?
The journalist referred to a democracy ranking putting India at 157 in the world, behind many dictatorships and deeply troubled states. When a ranking is so obviously contrary to common sense, why not ask critical questions to those making the ranking rather than demand that leaders shall comment on nonsense? I recommend Salvatore Babones book “Dharma democracy”. The book debunks convincingly the flawed methodology of these rankings.
It was referred to a ranking claiming it’s very dangerous to be a journalist in India. Reality is that it is more dangerous to be journalist in the US and far more dangerous in the vast majority of other nations in the world.
Let’s be real. India is not perfect. Of course there are incidents. India has a population the size of North America, South America and Europe combined. But India is much more peaceful than Europe or the Americas. That’s remarkable - given the ethnic, language and religious diversity of India and the many development challenges.
Unless we consider democracy a form of government only suited for some very small, peaceful and homogeneous Western European nations, may be we should commend Indian democracy?
India is the only major former UK colony which became and has remained a democracy. Its sometimes claimed that the Brits taught India democracy. If that was the case why isn’t Myanmar or Pakistan or the Gulf kingdoms democracies??? Reality is that Indian democracy is both homegrown and extraordinary successful.
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BDA is now more Pro-Citizen & Transparent!
We have divided the entire city into sections and assigned dedicated Executive Engineers (AE/AEE/EEs) for each area. These engineers are fully responsible for all BDA-related works in their jurisdiction.
Now you can easily find the responsible AE/AEE/EE for your area!
Just visit the BDA website and check the interactive map.
bdakarnataka.in/jurisdiction…
Facing any issue or encroachment?
→ Look up your section on the map
→ Contact your AE/EE directly
No response? Call our 24x7 Helpline: 94831 66622 — we will take immediate action.
Your area, your engineer, your voice.
@Captain_Mani72
#BDA #NammaBDA #ProCitizenBDA #TransparentBDA #BengaluruFirst


























