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    "Treat rollout as a service" This is the coolest paper i have seen. And kind of vindication - I have been working on building browser based rollouts for better codegen rewards for many months now (w8-rl). My thesis was always - that the big untapped piece in RL is
    BREAKING: NVIDIA just proved that the AI agent training bottleneck everyone blamed on model capability was actually an infrastructure design error. Every framework SkyRL, VeRL-Tool, Agent Lightning, rLLM, GEM embeds rollout inside the training loop. I/O-intensive execution
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    Niranjan was one of my bosses at my first company. It's terrible what he had to go through, but the sense of scientific charity is a class apart.
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    Super bullish India. Dear Indian startups & VC - now is the time to invest in Indian engineering talent moving back from the Bay Area. Any @OpenAI H1B engineers interested ?
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    Dear Indian founders incorporating in the US, Half a dozen people have now pinged to ask me about this. So I'm posting here to reduce the number of phone calls. here's collective wisdom of a few hundred YC India startups ok the correct company structure. h/t to Anand of @inklehq
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    300 applications for ML internship. Not a single one can write a scikit pipeline and normalise input data. Everyone has advanced ML and data science degrees from all kinds of cool programs. And everyone has worked on CNN. And everyone has published papers.
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    So @amazonIN is actually selling fake products through its own Appario seller. I got defrauded of 29K @sony_india headphones - sealed packet had fakes Amazon refused to take action. @amazonIN doesn't want to acknowledge insider fraud Anyone know if credit card chargeback works?
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    TCS on credit cards is such a bad idea, that it defies logic. I think this generation of babus have forgotten that Indians basically *invented* Hawala - a shadow global money transmission network, cos they wanted to buy microwave ovens abroad in the 80s.
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    this is very interesting. Kotak Securities analysis of all the big fintech apps in India - with their permissions usage. Fair disclosure - we ask for a bunch of these permissions as well. However, we are changing.
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    Interesting update on this case. So the Amazon Executive Relations (the "Jeff Bezos team") reached out after this message and offered to investigate. After investigation, they closed the investigation saying that Amazon has actually sent the genuine product and they cant do
    So @amazonIN is actually selling fake products through its own Appario seller. I got defrauded of 29K @sony_india headphones - sealed packet had fakes Amazon refused to take action. @amazonIN doesn't want to acknowledge insider fraud Anyone know if credit card chargeback works?
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    The RBI is competing with AWS & Azure ! No let me get this straight - the RBI is creating a cloud provider for financial sector in India? A regulator is actively competing with businesses? m.rbi.org.in/Scripts/BS_Pre…
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    2016 - CTOs burned by big crap of java monoliths think microservices are hot 2022 - CTOs burned by complexity introduced by microservices & kubernetes... crawl back to monoliths 2025 - CTOs burned by.....
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    Costliest part of running a datacenter is cooling. India will always have more expensive GPU data centers due to hotter weather, high oil prices & GPU import duties So, running LLM in India will ALWAYS be far more expensive Maybe... competing on Foundation Models is dumb ?
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    Congratulations to Sanjay Suri, Nykaa CTO and my ex co-founder. The secret sauce behind Nykaa's meteoric rise - all the way from founding to IPO - by building a stellar engg team in Mumbai (of all places) & Delhi It was hard & unsexy..but kudos on making it happen Godspeed!
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    I wish @levelsio was right. Unfortunately, regulations of India make this impossible. @PMOIndia @nsitharamanoffc this needs to be fixed - we can have millions of Indian software developers building for global markets. However RBI regulations make it IMPOSSIBLE. Due to ODI
    Literally not an excuse: 1. Register a company abroad (US, UK, SG) •Use Stripe Atlas to start a US LLC (Delaware) •Or use StartGlobal, Firstbase, or Doola •Costs ~$300–500 upfront + ~$100/year maintenance •You’ll need a US bank account (they help with that) 2. Use Razorpay