
Senior Scientist @GE_Aerospace Research. PhD Computer Science @UMBC; @ebiquity alum. Tweets about Technology, Computer Science, India. Views here are personal.
Mumbai
Joined October 2008
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Varish Mulwad retweeted
Fun fact: Bangladesh now have the same number of Test wins in Australia as England do in the last 15 years!
Varish Mulwad retweeted
Suryakumar Yadav at Mumbai T20 League:
“Very happy for Shreyas Iyer. We played a lot of cricket for Mumbai and India together. Most importantly 3 back to back T20i captains for India from Mumbai now and it it very proud moment for all of us at Mumbai cricket”.
Varish Mulwad retweeted
Just launched “Good Air” for India. An app that shows you the AQI around you in real time. Now live on iOS.
Thanks to @Rainmatterin and @Nithin0dha for providing an open platform OAQ that inspired and enabled us to create Good Air.
Varish Mulwad retweeted
Now that the 131st Amendment Bill failed, allocation of Lok Sabha seats will be based on 2026 census data.
As per current estimates, seven States will likely lose 35 seats: AP (-5), Telangana (-3), TN (-10), Karnataka (-2), Kerala (-7), Odisha (-4), and WB (-4).
Four States will likely gain 34 seats: UP (+12), Bihar (+10), MP (+5), and Rajasthan (+7).
BJP is widely believed to be the potential beneficiary of redistribution of seats to States based on 2026 population.
In a stunning act of self-denial, the NDA government came forward to freeze the current share of States based on the 1971 census data. There could be many reasons for BJP committing to such a freeze - putting the nation above the party, paving the way for expanding their footprint in the South, or avoiding a divisive issue when the nation has to focus on growth and prosperity in the face of global challenges. Whatever be the motivation of BJP, the seven States that lost share of population are offered an unexpected gift. You don't look a gift horse in the mouth!
Surprisingly, the parties which have great stakes in the South and East have scored a spectacular self goal. This is a classic case of cutting the nose to spite the face.
In 2001, as the freeze in seats was expiring, I was deeply involved in persuading the then Vajpayee government to continue the freeze in the number of seats allocated to States for another 25 years. An unwieldy coalition and the economic challenge posed by external sanctions after the Pokharan explosion demanded national unity, and the parties responded with the 84th Amendment. Now again a priceless opportunity arose, and the Opposition squandered it without any strategic thinking.
If political animosity makes you oblivious of your own interest, or larger interests of fostering unity and focusing on growth and harmony, it is a sign of dysfunctional politics.
I appeal to all parties to come together and find a harmonious solution to the thorny problem of seats allocation in the face of demographic imbalances. National unity and our quest for opportunity and prosperity for all demand a fair and swift resolution.
In the long run migration will resolve the imbalances. Already millions of migrant workers are building and sustaining the economies of several States in the South, West and North. That is why, despite low fertility rate, Maharashtra's share of the population is increasing.
In the US, dramatic internal migration changed the demography and representation over the years. People move freely to States where there is growth and jobs are created. In a century, Florida increased its representation in the US Congress from 4 to 28, California from 11 to 52, Texas from 18 to 38, and Washington from 5 to 10. Owing to outward migration, New York lost seats, from 43 to 26, Pennsylvania from 36 to 17, Illinois from 27 to 17, Ohio from 22 to 15, and Missouri from 16 to 8.
We should make it easy for people to migrate to other States and recognize and respect their constitutional rights everywhere and make their life easier and safe. That will resolve our demographic challenges. Most states reached low fertility levels, and Bihar, UP, MP, Rajasthan and Jharkhand too are going to reach there in a few years.
We need a reasoned and pragmatic approach to grow together and become strong. Let us persuade parties to shed inflammatory and divisive rhetoric and focus on quality education and skills and opportunities for all.
Varish Mulwad retweeted
just so we're clear:
Antigravity is a Windsurf wrapper
Windsurf is a VSCode wrapper
VSCode is an Electron wrapper
Electron is a Chromium wrapper
Chromium is a C++ wrapper
C++ is a C wrapper
C is an Assembly wrapper
Assembly is a Machine Code wrapper
Machine Code is a Binary wrapper
Binary is a Physics wrapper
Physics is a Math wrapper
Math is a Logic wrapper
Logic is a Philosophy wrapper
Philosophy is a Humans wrapper
Humans are a Carbon wrapper
Carbon is a Star-forged-matter wrapper
Stars are a Gravity wrapper
Gravity is… definitely not an Antigravity wrapper
Varish Mulwad retweeted
There are questions about where Zoho is developed and where the data is hosted and who hosts it. There is a lot of false information we want to correct.
1. All the products are developed in India. Our global headquarters is in Chennai and we pay taxes in India on our global income. As a global corporation headquartered in India, we have offices in over 80 countries and have a strong presence in the US which is a big market for us.
2. Indian customer data is hosted in India (Mumbai, Delhi and Chennai, soon Odissa). We have over 18 data centers globally and they host the respective country or regional data. We are committed to hosting each country data in their own jurisdiction.
3. All our services run on hardware we own and software frameworks we developed, on top of open source like Linux OS and Postgres database.
4. We do not host our products on AWS or Azure. Arattai, specifically, is not hosted on AWS or Azure or GCloud. We use some of those services for regional switching nodes to speed up traffic but data is not stored in them. We are adding many such "points of presence" (POPs) as we speak.
5. Our Zoho Developer account in the App Store and Play Store lists our US office address because the account was registered in the very early days of those stores by one of our employees in the US just to test them out. We never changed that.
We are proudly "Made in India, Made for the World" and we mean it🙏
Varish Mulwad retweeted
bit.ly/AIbd70 70 years ago today, on August 31, 1955, the term "Artificial Intelligence" was first used by John McCarthy in a proposal for the Dartmouth Summer Research Project on Artificial Intelligence. Held in 1956, it is considered a founding event of the field.
Varish Mulwad retweeted
Slides for my lecture “LLM Reasoning” at Stanford CS 25: dennyzhou.github.io/LLM-Reas…
Key points:
1. Reasoning in LLMs simply means generating a sequence of intermediate tokens before producing the final answer. Whether this resembles human reasoning is irrelevant. The crucial insight is that transformer models can become nearly arbitrarily powerful by generating many intermediate tokens, without the need of scaling the model size (arxiv.org/abs/2402.12875).
2. Pretrained models, even without any fine-tuning, are capable of reasoning. The challenge is that reasoning-based outputs often don’t appear at the top of the output distribution, so standard greedy decoding fails to surface them (arxiv.org/abs/2402.10200)
3. Prompting techniques (e.g., chain-of-thought prompting or "let’s think step by step") and supervised finetuning were commonly used to elicit reasoning. Now, RL finetuning has emerged as the most powerful method. This trick was independently discovered by several labs. At Google, credit goes to Jonathan Lai on my team. Based on our theory ( see point 1), scaling RL should focus on generating long responses rather than something else.
4. LLM reasoning can be hugely improved by generating multiple responses and then aggregating them, rather than relying on a single response (arxiv.org/abs/2203.11171).
Varish Mulwad retweeted
Replying to @richapintoi
I’m good with the best of office spaces for civic employees. Like corporate offices, I’d like to see the corporator enforce corporate level productivity, and more importantly, accountability when they screw up roads, footpaths, and sanitation.
Varish Mulwad retweeted
A Tik Toker in fancy dress who calls himself ‘Capt Steeeeve’ (no typo) pops up, smears the just perished AI-171 co-pilot’s reputation in mud & so many Indian TV channels lap up all he says. Engagement farming done, ‘Steeeeve’ reverses his opinion.
More views, you see.
For Indian news TV this is the third self-inflicted humiliation in five weeks: Op Sindoor with hype, Raghuwanshi murder with AI reconstructions and now this.
For heaven’s sake, wouldn’t you pause before platforming on such a serious issue a Steve who puts four ‘e’s in his name and is dressed for interviews supposedly like a pilot and looking like a character from the Borat genre? The only one to benefit is this criminally cynical “Capt Steeeeve.” He’s collecting eyeballs and appearance fees playing both sides of an argument over nearly 300 corpses and professional reputation posthumously.
Some of our news TV, sadly, a willing accomplice.
Varish Mulwad retweeted
Operation SINDOOR wasn’t just a strike—it was India’s hi-tech war debut. Homegrown missiles, attack drones, jammers, radars & satellites. Pakistan’s China-Turkey tech was jammed & shredded.
This was ‘Made in India’s biggest agnipariksha.
My take:
Varish Mulwad retweeted
Let’s be under no illusions why today’s ceasefire happened. My quick 90-second view:
Varish Mulwad retweeted
I’m not sure how the “International Community” thinks the current tension in the subcontinent will be de-escalated when the IMF essentially reimburses Pakistan for all the ordnance it is using to devastate Poonch, Rajouri, Uri, Tangdhar & so many other places.
Varish Mulwad retweeted
#GEAerospace has innovative technology that helps maintain quality as our engines fly on-wing.
One is the blade inspection tool enabled with AI that helps technicians detect potential issues early. 🔗 bit.ly/4k1nFwA
Varish Mulwad retweeted
𝐈𝐜𝐨𝐧𝐢𝐜. 𝐇𝐢𝐬𝐭𝐨𝐫𝐢𝐜. 𝐌𝐮𝐦𝐛𝐚𝐢 𝐈𝐧𝐝𝐢𝐚𝐧𝐬. 🔥
We become the first team in #TATAIPL history to register 150* wins 📈💙
#MumbaiIndians #PlayLikeMumbai #MIvLSG





















