Pankaj Gupta @pankaj
Cooking smthng new + Advisor @Coinbase. Ex-VP Eng, Consumer Products, Coinbase. Ex-Google, Twitter. Co-founded 3 startups. Into AI & Crypto. PhD Stanford CS. Joined November 2008-
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GPT-6 will be known by the shapes made by the wheeling of starlings over Palo Alto, as well as certain signs in the heavens, and the first letters of every third tweet by @tszzl
For people thinking of testing context size on lmsys (e.g. gpt2-chatbot): it's not gonna work.
Jerry Seinfeld is making his directorial film debut at 70. When asked why he is still grinding so hard, Seinfeld says, “the only thing in life that’s really worth having is good skill…pursue mastery, that will fulfill your life.”
“Generative AI is a marvel. Is it also built on theft?” “Today’s GenAI tools were built with stolen goods”. economist.com/business/2024/…
Parameters and data is all you need, independent of architecture?
Excited to share what I've been up to this year! On the cover of this week's @TheEconomist is a 6-part special report on India’s economy by Tom Easton+me. It asks - What it would take for India beat 6% growth? - And is Modi up to the task? 🧵on the key arguments 1/
Big time... I felt it every time I switched a job. It always felt bigger in my head than in real.
Big time... I felt it every time I switched a job. It always felt bigger in my head than in real.
Crypto is back. @stripe will start supporting global stablecoin payments this summer. Transactions instantly settle on-chain and automatically convert to fiat. Join the waitlist stripe.com/use-cases/cryp… and watch the demo (h/t @solana) from Sessions.
The dataset is everything. Great read: nonint.com/2023/06/10/the…
@pankaj It’s a good supplement. Particular for well bound areas (eg chess, arithmetic, etc). But really we’re bound by human generated data. Right now only the human brain really can turn the chaotic universe into something sensible and predictable.
At this point I feel like we understand pretty well what's going on with LLMs: - Outputs are roughly equivalent to kernel smoothing over positional embeddings (arxiv.org/pdf/1908.11775…) - The learned computation model is *probably* bounded by RASP-L (arxiv.org/pdf/2310.16028…) -…
Being good (in either sense) will bring you what seems like good luck, but isn't as random as it seems. People will talk about you behind your back, just as they do if you're bad, but instead of secretly harming you, they'll secretly help you.
No coercion required. No central authority susceptible to corruption required. No expert class with a particular politics required. Just incentives and the human instinct to make it all happen. Miners are remarkable.
No coercion required. No central authority susceptible to corruption required. No expert class with a particular politics required. Just incentives and the human instinct to make it all happen. Miners are remarkable.
Shreyas Doshi @shreyas
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63K Followers 2K Following Building something wonderful at @0xmozak, @morphicfilms. Previously, Founder @0xPolygonNirant @NirantK
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276K Followers 994 Following Led a couple of Stripe's most successful products from their early days. Led & grew several products at Twitter, Google, Yahoo. Now advising, coaching, teachingPrashant Singh @pacificleo
12K Followers 3K Following Flaneur, Fallibilist, Product @JarAppHQ, Past: VP-Product @Paytm, Co-Founder @getshifu (acquired by @paytm), Glass half full kind of guy.Jaynti Kanani (JD) @jdkanani
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29K Followers 97 Following chief scientist / cofounder @RekaAILabs 🫠 past: research scientist @google brain 🤯 currently learning to be a dad 🍼lmsys.org @lmsysorg
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@pankaj @simonw Lmsys cuts of input after 12,000 characters which is usually around 3,000 tokens. But in a strange text like yours GPT tokenizer will actually use around 1,500 tokens platform.openai.com/tokenizer This is why you cannot test context size on lmsys, you cannot even reach 4k tokens
Glad to see research from our team at @eigen_labs find its first step to production. The technical whitepaper on universal intersubjective staking is here: eigen.eigenlayer.xyz The blogpost summarizing it is here: blog.eigenlayer.xyz/eigen/
Our Metrics @SuperKalam_ have gone up crazily 🚀 Here's a snapshot of 'Average Time Spent' by our students on AI based Self-learning product. The focus has been simple: - Build something that people want. - Talk to users (students) Don't complicate stuff! Stay tuned. #edtech…
Excellent set of resources on gaining an intuitive understanding of ICL in the replies to my question. I've put together a reading list and will try and summarize when I get through it. But recommend those who are interested to look through the comments below.
Does anyone have a good intuitive explanation of why in context learning works? Unlike content creation and conversation, it’s not obvious to me why this ability would fall out of next token prediction.
Amongst the most ironic policies in India used to be that we won't allow FDI in defence, but will happily buy arms from foreign firms. Kind of like that with Governance now. Can't have a Dubai/HK etc type governance in India. So why don't you just emigrate, that's just fine.
Countries around India, if they are smart, would create replica Dubais and Singapores where Indians with rising incomes can escape to. Maybe UAE should start a 'Govt as a Service'. Incorporate a Dubai-in-Burma and the like (just like BITS-Pilani-Goa).
@pankaj 💯 agree! That’s the reason we have so less job creators. The world needs more entrepreneurs.
Big time... I felt it every time I switched a job. It always felt bigger in my head than in real.
It’s interesting to observe people’s perception vs reality of the risk they think they are taking in a decision. Seems to me that most people take much less risk in entire careers because of misplaced estimation of the risk they can *afford* to take at any point in their life.
An amazing moment! Felt like a baraat (groom’s procession) in an Indian wedding!
Today we celebrate @rubrikInc officially becoming a publicly traded company. #RubrikIPO
Everything can be formulated as an optimization problem.
once @ylecun told me (heavily paraphrased), it's not F=ma but \min (F-ma)^2. i didn't realize its importance, but it is perhaps the most enlightning perspective i've ever heard.
@pankaj I can see distilling good models from this for certain domains
If you visit coinbase.com you're now using a server-rendered platform powered by @vite_js! 🚚 ~200kb module reduction ⚡️ 2x faster local + CI builds 👨💻 Instant reloads for engineers 📦 Enabling ESM very soon We're now working on rolling Vite out to all of @coinbase
if you are in Queen’s Terminal in Heathrow, you might see a couple of familiar faces. This is quite the milestone and I wanted to reflect on how we got here. I still remember the distinct moment we decided to start the show. @aarthir popped into my room - this was during COVID…
@martin_casado @pankaj we've used up the internet :)
@pankaj It’s a good supplement. Particular for well bound areas (eg chess, arithmetic, etc). But really we’re bound by human generated data. Right now only the human brain really can turn the chaotic universe into something sensible and predictable.
I was putting together some study materials for my nephew and realized a good way to teach/motivate dot-products for a first-timer is to show them how to compute the cost of a recipe. (From: Artin)
A 50kg #Paris2024 quota for India through Vinesh PHOGAT 🇮🇳 📍Bishkek, Kyrgyzstan 🇰🇬 🗓 FS = Friday, WW = Saturday, GR = Sunday Qualification: 10:30 Paris Olympic Qualification = 18:00 #️⃣: #WrestleBishkek 🖥: uww.org / UWW+ 📱: UWW+ #Paris2024 | #PathToParis