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Diffusion language models can rewrite their own drafts — but rewriting the wrong span just reproduces the same mistake. Remasking lets these models revisit generated text, yet they have never had a good sense of when a revision is worth it. DiVR adds a verifier that predicts whether a partial sequence will still reach the right answer, then decides when to regenerate a block and which alternative to keep. On LLaDA-8B-Base across five reasoning benchmarks, average accuracy rose from 35.3% to 43.4% at 1.9–3.5× the cost of greedy decoding — while search baselines needed 3.8–7.4× the compute for worse results. The practical payoff: a real accuracy lift without touching or retraining the generator, and the verifier even transfers to other generators like Dream. The catch is still multiplied compute, so latency-sensitive deployments need to do the math first. Would you trade 2–3× compute for an 8-point accuracy gain on your own reasoning tasks? #DiffusionLM# #LLMReasoning#
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@sai_superai: Super Artificial Intelligence, the Super AI meme coin with its own prediction games. @NEXST_AI: designer of the SAI app. @thecreatorfi: the creator campaign platform behind this $SAI campaign. Honest take today: the rhino refuses to wake up, and the crowd keeps growing anyway. #ad# This morning the rhino volunteered to chair the snack committee. Last night it asked a robot to convince it to wake up. The whole mascot in one joke: a superintelligence that acts like me before coffee. And yet the numbers moved while it slept. Followers went from 2,532 to 4,233 overnight. People are not just laughing at the rhino, they are watching what comes next. What comes next is the part I keep coming back to. $SAI is Super Artificial Intelligence, a meme coin that turns AI creations into prediction games — AI makes, everyone calls the winner. NEXST's SAI Arena Season 0 closes today, results tomorrow, and the app launch targets Nov 20 on Fair launch, too: 1B fixed, 0% tax, 0% team, half the supply in the pool, locked or burned. No insider head start. The rhino sleeps. The countdown doesn't.
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CLEVELAND: NEXT. MAN. UP! With no player available averaging 25+ MPG coming into tonight, Cleveland's bench stepped up to the challenge and secured the W 🔥 Tyrese Proctor: 24p, 11r, 10a, 4 threes Mario Hezonja: 22p, 7r, 4a Meleek Thomas: 20p, 4r, 3 threes Thomas Bryant: 19p, 11r Jaylon Tyson: 18p, 4r, 4a, 3 threes
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I’ve decided to leave NVIDIA. There are a few things I want to say. As a robotics engineer at NVIDIA, I have seen Jensen as much more than the company’s CEO. I admire his willingness to invest in a future that was not yet obvious. He committed to CUDA long before the deep learning boom and positioned NVIDIA for AI before it became everyone’s priority. Those decisions helped build the infrastructure that powers today’s AI. I have seen that same vision in physical AI: investing in robotics, sharing open-source tools and projects, and building computing platforms that bring AI into the physical world. This is the work I do every day—and a future I believe in. But what matters most to me is the culture he helped build. Engineers are encouraged to explore, take risks, and learn from mistakes. Jensen reads employees’ Top 5 emails, follows their work, and engages directly. In a company this large, that connection matters. It makes an individual engineer feel that their ideas can still be heard. That is why this has been so disappointing. I do not have all the facts surrounding the allegations, and I cannot prejudge the investigation. My admiration for Jensen does not put him above scrutiny. What I find difficult to accept is having to come to terms with his departure before receiving an explanation that helps me understand it. What this means for our direction, our culture, and the people doing the work remains unclear to me. I have felt that engineers’ perspectives matter here. On this decision, I have not felt heard. That gap has been more painful than I expected. I understand that some information cannot be shared immediately. But that does not erase the feeling of being left outside a decision that affects the company we help build every day. A company’s greatness comes from its leadership, its governance, and the people who turn its ambitions into reality. Employees’ trust and sense of belonging are part of that, too. Jensen’s vision and the engineering culture he shaped were important reasons I wanted to stay. His departure led me to decide that my own chapter here should also come to a close. I leave with sadness and gratitude. The colleagues I have worked with, and the work we believed in together, will always matter to me. These are my personal views.
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@zerufinance: Activity Fi on Zaps, home of zETH, the first activity token. You may already have Zaps waiting. That is the quietest line in ZeruAI's newest guide. You do not start from zero. Link your wallets, and Zeru reads your past onchain activity. Your welcome grant takes that history and your zScore into account. The wallets you have actually used matter most, so link those first. The key detail is what Zeru cannot do. It only reads your activity. You keep full control of your funds. It cannot trade or move them. From there, the path is the guide's: keep trading from linked wallets, join campaigns, refer others, and watch your position on the Hall of Fame leaderboard. Your earned Zaps decide where you stand. The race has been running since November 3. Some of it may already be yours.
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Young people in China are, without a doubt, some of the hardest-working and most resilient people in the world. The economy has been driven into this fucking mess, yet people aren’t even taking to the streets to protest. They just quietly get on with their lives. If they find a job, they go out and work, even if it probably means working 996 hours, just enough to survive, but with little or no money left to save. If they can’t find a job, they stay home and lie flat. They’re not hurting anyone. What the hell have they done wrong? You have to understand that choosing to lie flat is also a personal freedom! And yet, even that isn’t good enough for some people…
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THE HIGH WAY OPENS Welcome home, Starship.. History has a new dawn, and it rose over Starbase today. After twenty-two hours aloft and fourteen silver circuits of our sleeping, shining Earth, Ship 42 came home. It fell through fire and cloud, turned upright with breathtaking grace, and settled into the waiting arms of the tower, the first time a starship returning from orbit has ever been caught! Yay! For generations, spacecraft came back to us as wreckage or relics. Today one came home whole, ready to rise again. Every heart that longs for the Moon and Mars just drew a little closer to it: a world where ships go up, come back, and fly once more, where the heavens become a highway rather than a wall. The first dream was simply to rise, to slip the bonds of Earth and touch the sky. But a single ascent is a moment; reusability makes it a road. What goes up and returns ready to fly again turns a heroic venture into a faithful rhythm, and a rare voyage into a way of life among the stars. Congratulations to you, @SpaceX and to every engineer, technician and flight controller who carried this dream through long nights and hard lessons. You have turned the impossible into the inevitable. You have extolled the name of God our Creator and his greatness. To him we give all the glory, honor and praise, he who opened the way to the stars for us to have more than a home. "He reached down from on high and took hold of me." (Psalm 18:16) @elonmusk 💯♥️ Video via @mattvanswol
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My Watchlist got smaller this week, and that felt like progress. @GeckoTerminal shows me the list I actually use, not the list I wish I had, and keeping it short is the whole point for me. Every pool on there has a reason I can say out loud: what I am trying to learn from it, or what question it helps me answer. If I cannot say that reason clearly, it comes off. If I can, it stays, even when nothing is happening with it, because I am tracking to learn, not to chase movement. I check it the same way I tidy a desk. I look at what is still earning its place, I ask what has changed since I added it, and I let go of those that no longer teach me anything. That keeps my research honest, and it keeps my attention on the pools I already understand best. That is only how I keep mine, not advice for anyone else. My setup is here if you want a look: [your Watchlist link] What did you last take off your Watchlist, and why did it lose its place?
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Having multiple research tools is useful, but the experience becomes much better when users can access them without constantly switching between different platforms. Consider how a Solana trader researches a new token. They might start by checking its market activity, investigate the wallets involved, examine token distribution and look for possible risks before making a decision. Each step provides a different piece of information, but they all contribute to the same research process. This is where @StonkwatcherSF’s planned website restructure becomes interesting. The team is working on improving the website’s navigation and making its features easier to discover. The new landing page is also expected to showcase the broader Stonk Watcher ecosystem, including its products and mobile application. I think this is a meaningful direction because Stonk Watcher is aiming to bring different parts of crypto research closer together. Token discovery helps users find opportunities. Wallet tracing provides more context about the people and addresses behind transactions. Market analysis and risk indicators help users examine what is happening before deciding where to focus their attention. These tools become more useful when they fit into one connected workflow. The mobile app adds another layer by making research and safety features more accessible beyond the desktop experience. Of course, a redesigned website alone doesn’t guarantee a better product. Navigation needs to be intuitive, information needs to be reliable and the different features need to work smoothly together. That’s what will determine whether this restructure makes a real difference. I believe good product development is not just about adding more features. It’s also about making existing tools easier to find, understand and use. The goal should be simple: less friction, better access to information and a smoother research experience. That’s the progress I’ll be watching from @StonkwatcherSF. @StonkwatcherSF $STWC
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