You should get at least 100 tokens/s on this bad boy!
SYSTEMS
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Organizational Structures for Managing AI Error Rates and Risk
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Human organizations are structures designed, in part, to take error-prone, highly variable humans and minimize risk from their mistakes and flaws. I think it is very possible to imagine many organizational structures (with humans involved) that similarly deal with AI error rates
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Grok 4 Heavy Multi-Agent System Architecture
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Grok 4 Heavy utilizes a multi-agent system, deploying several independent agents in parallel to process tasks, then cross-evaluating their outputs for the most accurate and effective results. pic.twitter.com/FCky1UKR7e
— xAI (@xai) 11 juillet 2025Grok 4 Heavy utilizes a multi-agent system, deploying several independent agents in parallel to process tasks, then cross-evaluating their outputs for the most accurate and effective results.
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o3 Pro Predicts Your Next 50 Years Life Trajectory
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Ask o3 Pro: “Based on everything you know about me, reason + predict what the next 50 years of my life will look like.”
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Agent mode: autonomous exploration and execution
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Agent mode has an "infinite" icon (A2A?) and comes with the following description: "Autonomous Exploration, Planning and Execution" Full scoop
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AI-Powered Browser as Future Operating System Platform
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I think the browser with AI becomes the new OS. Building an actual OS requires too much work, for now. Maybe in a few years it can evolve into an actual OS when AI can just code the entire thing.
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FlashAttention less useful with MLP GEMM latency dominance
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Maybe FlashAttention is not that useful when you have MLP GEMMs that eat so much latency? Interesting graph in the latest blog post from @gpus_go_brrr!
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India Launches E-Passport with Automated Border Control Gates
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Finally got latest Indian E-Passport. E-Gates here we come.