Jayanth Bagare retweeted
First of the kind physics based architecture for typed decision model
Completely open-source with Apache 2.0 License
HF: huggingface.co/spaces/nandak…
GitHub: github.com/NandhaKishorM/veg…
Jayanth Bagare retweeted
India will never produce an NVIDIA, and it has nothing to do with talent. R&D is the purest form of investment, and the central bank has spent decades making investment the dumbest thing you can do with a rupee.
I've been surfing the semiconductor wave for a while now, reading 10-Ks for fun. Spent last month in the Bay Area and the gap between India and the US is not a gap; it's a different universe. Conversations about agentic AI and the next decade of hardware, with my boomer relatives Waymo-ing around SF and self-driving home on Tesla FSD like it's normal. Nobody there thinks any of this is remarkable; they already live in the future.
NVIDIA spends nearly twice as much on R&D as every listed company in India combined. Silicon Motion, the world's leading maker of NAND flash controllers and around since 1995, ploughs 29.7% of revenue back into R&D. Micron runs 10.2%, NVIDIA 9.9%, on revenue bases that dwarf anything we have. India Inc? 0.85% of turnover, and half our listed companies report zero R&D at all.
The easy move is to lambast our promoters and the dhandomaxxing capitalist class, or the foreign MNCs running India as a glorified offshoring unit, or the babus who fund nothing useful. Satisfying. But Wrong. The reason no rational Indian founder pours money into frontier R&D is that there is genuinely no payoff at the end of it. Why?
1. R&D compounds, and compounding punishes laggards. At the edge of science a 1-2% gain is a moat; Intel spent 20+ years performing impossible physics every 24 months because Moore's Law was the business model, and that consistency makes them one of the goated companies of all time even after they got mogged recently. NVIDIA lives the same way today: invent at the limit or cease to exist. If you're 50% behind, no quantum of innovation closes that. You never touch the high end. You stay a mass-market producer of things that already exist. India is precisely there.
2. The supply side is the real thesis, and it's monetary. Two decades of high inflation, high money-printing, high nominal rates. That regime subsidises consumption and taxes patience. R&D is the longest-duration, highest-variance bet on the board; it is the first thing a 8% risk-free rate kills. Frontier R&D only ever gets funded two ways: a psychopathically risk-tolerant capitalist with cheap capital, or a state with Stalin-grade control. The USSR took agrarian peasants to the first man in space in 20 years; China built its own version. India has neither the state capacity, the political will, nor the balance sheet to do that. So nobody does it.
Talent was never the bottleneck. Capital structure was. If you want a SpaceX or a TSMC born here, you need an environment where a conglomerate can deploy $10B and sleep at night: a low-rate regime that makes long-duration investment rational, IP and patent courts that actually function, and policy that doesn't get rewritten every 2-3 years on a minister's whim. Stability is the input. Innovation is the output.
Bay Area versus Bombay, we are several universes apart, and you cannot print your way across that distance; you can only compound your way there, and we've spent years optimising for the opposite. The gap won't be bridged. With luck, it narrows.
CBSE people didn't configure their AWS bucket properly and now we can paginate & enumerate all their media which has 2026 answersheets & question papers. ListObjectsV2 works without any auth and the bucket root is listable too — anyone on the internet can download any scanned booklet — across institutions. Multiple institutions are using the same bucket, insanely insecure.
Jayanth Bagare retweeted
This is a dopamine loop, and it’s one of the most powerful ones humans have ever encountered.
Every time you prompt an AI and get a useful result back in seconds, your brain gets a hit. Variable-ratio reinforcement, same mechanism as slot machines, except the reward is real: actual output, actual progress, actual leverage on your ideas.
Traditional work follows a delayed-reward structure. You write code for 6 hours, maybe it compiles, maybe you get feedback in a week. The gap between effort and reward is wide enough that motivation decays constantly.
AI compresses that loop to seconds. Effort → reward → effort → reward. Your prefrontal cortex stays engaged because the next payoff is always one prompt away. This is why people describe it as “fun” when they’re actually working 14-hour days. The subjective experience of effort disappears when reward frequency is high enough.
The “harder than ever” part is real too. When your bottleneck shifts from execution to imagination, you run out of excuses to stop. There’s no “waiting on the build” or “blocked by review.” Every idea you have can be tested immediately, which means your brain never gets a natural stopping point.
People who thrive on this are selecting for a specific neurotype: high novelty-seeking, high conscientiousness, tolerance for rapid context-switching. That’s maybe 10-15% of the population.
The other 85% will experience the same tools as overwhelming, not energizing. And that split is going to define the next decade of who captures value from AI and who gets displaced by it.
I bought a Tata Safai accomplished edition in Jan end of 2025. there is an issue regarding the sync switching on and on automatically creating an annoyance to music play. 2 services later at Key motors Bangalore the problem exists
@TataMotors @tata_cars can you help here
Jayanth Bagare retweeted
Here's my conversation with Sam Altman (@sama), his 2nd time on the podcast. We talk about the board saga, Elon lawsuit, Ilya, Sora, GPT-5, $7 trillion in compute, open source, and AGI. This was a truly fascinating conversation.
It's here on X in full, and is up on YouTube, Spotify, and everywhere else. Links in comment.
Timestamps:
0:00 - Introduction
1:05 - OpenAI board saga
18:31 - Ilya Sutskever
24:40 - Elon Musk lawsuit
34:32 - Sora
44:23 - GPT-4
55:32 - Memory & privacy
1:02:36 - Q*
1:06:12 - GPT-5
1:09:27 - $7 trillion of compute
1:17:35 - Google and Gemini
1:28:40 - Leap to GPT-5
1:32:24 - AGI
1:50:57 - Aliens
Jayanth Bagare retweeted

ALT Hello everybody. We hope you are all ok in these wild times. We have nearly finished Moon Music. If you'd like to be on it too, perhaps you could add your voice to a song called One World. (We would love that a lot.) All you have to do is record yourself singing "Ahhhhh" for a few seconds at oneworld.coldplay.com. You can either copy the note on the site, or sing a G or C in any octave. Thankyou so much. Love, Chris, Guy, Will and Jonny
Horrible service on ather we have 2 vehicles but they did not diagnose the problem and solve just washed and sent the scooters back still shaky forks @atherenergy @tarunsmehta
Replying to @chairmanbwssb
@chairmanbwssb water pipe broken in 3rd cross Bagegowda Layout watter is flowing over road and getting wasted
@chairmanbwssb it has been 2 days since the water is flowing and yet no fix. So much wastage of water by bwssb
Jayanth Bagare retweeted
Thank you @joibarua And @ibsonlalbaruah for penning the beautiful @IndiaInclusion theme song. You got the IIS crowd jumping and humming with JOY! @arunsreenair @pavithrays @anshugoonj @goonj @jayanthbagare
Jayanth Bagare retweeted
“Gandhi is inexhaustible” - Honored to meet the legendary Gandhi scholar and one of India’s greatest thinkers @Ram_Guha Thank you sir for a wonderful conversation at our favorite @bookworm_Kris @nishaajit @deepalikulkarni @arvindswarup
Jayanth Bagare retweeted
The grand finale of the @IndiaInclusion will be a musical performance by @joibarua and his band. Be there to witness the magic unfold @arunsreenair @jayanthbagare @pavithrays @namitagh @joybhattacharj @bhogleharsha
Jayanth Bagare retweeted
Remember that the happiest people are not the ones that are getting more, but those giving more ~ Jackson Brown @deepalikulkarni @nishaajit @arvindswarup @thekiranbedi @joybhattacharj @bhogleharsha @arunsreenair @jayanthbagare @namitagh @bookworm_Kris @Ramesh_aravind
Jayanth Bagare retweeted
The foreword for GRIT:The Vishwas Story is written by the amazing actor, director @Ramesh_aravind Be there for the launch event today at 6.30pm @bookworm_Kris @VilasNayak @IndiaInclusion @MajDPSingh @MalvikaIyer
Jayanth Bagare retweeted
To support independent bookstore, the Hard Back(HB)edition of “GRIT: The Vishwas Story” is available only at @bookworm_Kris Paper Back (PB) edition is available online @joybhattacharj @bhogleharsha @thekiranbedi @Ram_Guha
Jayanth Bagare retweeted
It was an honor to host the legendary disability rights activist @judithheumann at the SAP Academy for Engineering @Dr_KarinaE @SupriyaJha16 @AnamarieFranc @arunsreenair @jayanthbagare @talkranatalk
Jayanth Bagare retweeted
Instead of telling kids not to play video games, adults should play too.
Compared to kids who don’t play, those who play 3 hrs/day have better working memory & impulse control. Experiments show cognitive benefits for adults too.
Video games are a form of exercise for the brain.
Jayanth Bagare retweeted
Starting from scratch, #AlphaTensor gradually improves from finding the “class-room” algorithm to discovering historical algorithms such as Strassen’s - eventually surpassing them. This work is an example of how AI can advance the field of algorithmic discovery. 2/





















