Khash (@digvan) header
Khash (@digvan) profile picture

When I’m not building software or analyzing equity markets, I’m usually behind the lens crafting visual stories.

Joined February 2008
Photo by Khash (@digvan)Photo by Khash (@digvan)Photo by Khash (@digvan)Photo by Khash (@digvan)Photo by Khash (@digvan)Photo by Khash (@digvan)Photo by Khash (@digvan)Photo by Khash (@digvan)Photo by Khash (@digvan)Photo by Khash (@digvan)
Four distinct TPU systems in a single generation in one year! Instead of waiting years for a traditional semiconductor cycle, hardware engineers co-designing systems alongside Google Deepmind means we can keep innovating quickly for customers.
Thrilled to share a big milestone from our AI & Infrastructure team at @Google. Today we’re expanding our 8th generation TPU portfolio with: • TPU 8i Max: Built for massive context windows and the highest compute density per rack • TPU 8tx: Purpose-built for secure, confidential inference This marks the first time we’ve introduced four distinct TPU systems in a single generation, in one year. For developers, hardware is only as good as the software stack. And we want you to be able to build with TPUs as easily and efficiently as we do at Google. You can now: ↳ Run native PyTorch & Hugging Face models via TorchTPU (zero code rewrites) ↳ Cut KV transfer latency >90% with open-source TPU Sync ↳ Eliminate idle compute waste with Agent Compute Engine Read more about our newest TPUs on our blog: bit.ly/3VfETPR I look forward to connecting with builders, researchers, engineers and organizations pushing the boundaries of AI and computing!
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Thrilled to share a big milestone from our AI & Infrastructure team at @Google. Today we’re expanding our 8th generation TPU portfolio with: • TPU 8i Max: Built for massive context windows and the highest compute density per rack • TPU 8tx: Purpose-built for secure, confidential inference This marks the first time we’ve introduced four distinct TPU systems in a single generation, in one year. For developers, hardware is only as good as the software stack. And we want you to be able to build with TPUs as easily and efficiently as we do at Google. You can now: ↳ Run native PyTorch & Hugging Face models via TorchTPU (zero code rewrites) ↳ Cut KV transfer latency >90% with open-source TPU Sync ↳ Eliminate idle compute waste with Agent Compute Engine Read more about our newest TPUs on our blog: bit.ly/3VfETPR I look forward to connecting with builders, researchers, engineers and organizations pushing the boundaries of AI and computing!
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Larry Page predicted the bitter lesson almost 20 years ago (video from 2007)
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Wer den Unterschied zwischen Persern und Pali-Arabern bis heute nicht kapiert hat, der möge sich die Bilder heute aus Frankfurt im Verglich zu denen von letzter Woche aus Frankfurt ansehen. 🇮🇷Hochkultur vs. 🇵🇸 Islamistischer gesellschaftlicher Bodensatz
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.@washingtonpost reports a new joint Harvard University and the University of Pennsylvania study finding data centers have "only a small effect on residential electricity prices." Data centers were responsible for "just 4 percent of the utility rate increases over the last five years." **Weak Connection Between Data Centers & Overall Electricity Prices** "Multiple studies by different researchers and organizations have failed to find a strong connection between data centers and the overall trajectory of U.S. electricity prices in recent years." archive.is/20261106122720/ht…
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Resetting everyone’s Gemini and Argon quota on Antigravity. Lots of updates this week so want to make sure everyone can build for the weekend. Lots more to come next week!
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Khash retweeted
🤣🤣🤣
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فرماندار فلوریدا: “انقلاب ایران اولش حاصل ائتلاف بین کمونیست‌ ها و اسلام‌گرایان بود.اما وقتی کار به رویارویی جدی میرسه، اسلام‌گرایان سرت رو از تنت جدا می‌کنند و قدرت رو به دست می‌گیرند. روش کارشون همینه”.
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.@RepYassAnsari, what exactly do you mean by “See you soon”? You’re a member of Congress responding to a private citizen who disagrees with your proposal to pause advanced AI development. Are you threatening congressional retaliation? Government investigations? Or just trying to sound intimidating? You’re a public official. Explain yourself.
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When Muslims conquered Persia, the first thing they did was to burn the books in Iranian libraries. This was 1400 years ago. Just an observation.
Top of the Democratic agenda on day 1 needs to be a pause on advanced AI development, regulation of this out of control industry, and a ban on artificial superintelligence.
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Mr. Vice-President, Please allow me to present a different perspective. The problem was not the Iran War. It was the cease fire. If you start a war, you need to win it and finish it – otherwise don’t start it. This war should have been over six months ago, with the Strait of Hormuz wide open and oil flowing. The second and third tiers of Iranian leadership should have been destroyed, and we should have supported the pro-western forces who could have taken leadership. We stood on the brink of a new, more peaceful Middle East - and then we blinked. We had a chance not only to deny Iran nuclear weapons, but to get rid of the world’s biggest supporter of terrorism. Instead, we had a cease fire, which was followed by months of will we or won’t we finish the job. Every day was a different message. There still is. Is the war over? Is it about to begin? No one knows. There is confusion and inconsistency. In June 2025, America was not involved. This was an Israel vs Iran issue. No one forced the United States to attack Iran then, or in February of 2026. It was a decision made by President Trump. In my opinion, it was the right decision. Once the decision was made, we should not have stopped until the regime fell. But instead, you negotiated a cease fire that didn’t last, didn’t work and left us in no man’s land, with higher prices and our troops still deployed. Our troops could have been home, the Navy returned to its bases, a peaceful regime in place , new alliances forged, and gas prices below $3.00 a gallon. No, Mr. Vice President. It’s not the war. It’s the so-called cease fire.
One of the things the data analysts on our side obsessed over was "composition"—whether the electorate looked close enough to 2024 for Republicans to win. And despite polls that showed a Democrat blowout, the data kept on telling us the same story: in some states turnout was merely OK, in other states it was downright amazing, and in no state was it catastrophic. There was a genuine sense of optimism on our team: our people were showing up. So, I asked the smartest data guy I know, does that mean we're going to shock the world? "No," he told me. "We might do better than the polls suggest. But the data is telling us that a lot of Trump/Vance 2024 voters are pissed and planning to vote for the other guys. Our voters are turning out, but they may not vote for us." Well, that looks prophetic now. Our voters did show up. In Florida, for example, the electorate was 9 points more Republican than Democrat, just a couple points worse than 2024. Undoubtedly there were places we could have done better on turnout. But the main problem is not turnout. The main problem is that many people who voted for Trump/Vance in 2024 voted for Democrats in 2026. There will be a lot of infighting and arguing over what happened and why that is. One of the pollsters I really respect told me that our economic messaging wasn’t sharp enough down the stretch. I’m sure that’s true. But the real reason we lost is obvious to almost everyone. Another pollster—one of the smartest people I know in politics, told me yesterday we’d lose the generic ballot by 13 points. I felt negative going into Tuesday, but even I was shocked by this. In his polling, he saw that a lot of Trump 2024 voters were angry and planning to vote for Democrats. He asked those voters who had abandoned us what would cause them to come back on our team. The top four answers, accounting for nearly all of the responses were: 1) End the war 2) Focus on cost of living/inflation 3) Put America First 4) Change our relationship to Israel Our voters showed up. And the above four reasons are why many of them voted for Democrats. This is according to a pollster who nailed the results. While many spent Monday attacking Rachel Campos Duffy for calling for a diplomatic resolution to the conflict, it turns out her political advice was sound. (She’s also a great person.) In the next few months, there's going to be a lot of gaslighting. Expect to hear any number of establishment politicians say the solution to our woes is amnesty. I'm open to the idea that we should change enforcement—by focusing more on businesses that hire illegal labor, for instance. But anyone pushing amnesty is lying to you. The reason we lost is the war. The president himself said so last night. If you'd like to argue it was worth it, that losing the Senate for the next 6 years was worth it, then do so. Argue it was a worthwhile cost to pay. Agree or disagree, that's at least honest. But everyone knows why we lost. And any honest conversation about where we go from here must start there. I remain hopeful about our country. To the people who are pissed off and want to say, “I told you so”: you’re right, you did tell us so. Take that energy into electing Republicans who share your worldview. To the people who are just pissed at the results, you should be. Let’s take that anger and get back to the work of saving our country.
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No.1 💎
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carbon
i really hate to say it, but… gemini who? 🏎️💨
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I did say we'd be releasing our models periodically...introducing Gemini 4 Carbon, our next frontier model. Following Argon's release just two weeks ago, Carbon shows the pace at which we’re pushing the frontier, it ranks #1 on the recently updated v5.0 of @ArtificialAnlys Intelligence Index at 59. It also leads across key cybersecurity evaluations scoring 88.2% on SEC-bench Pro for finding vulnerabilities, 54.8% on ExploitGym for exploitation, and 71.0% on CWE-bench for patching. We’re seeing significant improvements in long-horizon tasks even compared to Argon, and we’ve strengthened frontier safeguards. As we did with Argon, we’re going to roll it out gradually + responsibly. Some trusted cyber defenders will get access starting this week. We'll be expanding it to more partners through our Fairwind Program, ahead of wider availability soon, so hang tight!
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ثبت‌نام هکاتان دیوان داره تموم میشه. قراره کلی از همدیگه یاد بگیریم. اپلای اینجا: hackathon.divan.ac/
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openai's ai might have just disproved one of the most important assumptions in theoretical computer science... something hundreds of research papers have relied on for the past 30 years. it's called the exponential time hypothesis (ETH). basically, computer scientists have long believed that certain problems, like finding a solution to a boolean satisfiability problem, fundamentally require exponentially increasing computation as they get bigger. the model apparently found a way to solve these problems in subexponential time, and the result has been formally verified in lean. this doesn't mean p = np, or that these problems suddenly become easy in practice. but it means a foundational assumption about how hard computation has to be may have been wrong all along. the downstream implications could be enormous... graph algorithms, computational biology, databases, optimization, and hundreds of conditional hardness results may need to be revisited. and openai has brought in two of the original researchers who proposed ETH to help understand the proof of its own refutation...
Announcing three major scientific discoveries, one each in mathematics (harmonic analysis), computer science (complexity theory), and physics (quantum field theory). AI starting to help us improve our understanding of the universe! openai.com/index/building-sc…
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Estoy aquí. Con ustedes
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I came back to Google to work on AI infra. Instead we got pulled in to solving the problem of exploding use of agents across the company. Announcing Agent Compute Engine: bringing planet scale agentic infra to Google services and now to Google Cloud. cloud.google.com/blog/topics…
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🔐 Node.js security updates are now available! New releases for Node.js 22.x, 24.x & 26.x address multiple vulnerabilities, including high-severity issues. Review the details and update your systems to stay secure. 🔗 nodejs.org/en/blog/vulnerabi… #NodeJS #Security
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PyTorch 🤝 Google TPUs. TorchTPU is officially open source! 🚀
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