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Hello World, we’re We eval frontier models by putting them in simulations. So what happens when 6 frontier models compete in #Minecraft for GPUs? Video and 🧵

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Kradle

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94,703 просмотров • 10 месяцев назад •via X (Twitter)

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Frontier models are expensive, slow, and the default choice for most builders. We ran SERV Reasoning against three of them simultaneously. Watch what happens. (The gap is bigger than you think)
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"Most enterprise workflows don't require frontier AI models. Outside of coding, tasks like summarization, document generation, and briefing can often be handled effectively by lower-cost open-source models. The real value is knowing when you need frontier performance and when cheaper models are more than good enough." Michael Mignano What percent of enterprise workflows requires frontier models today Nikesh Arora Matan Grinberg Aaron Katz Lin Qiao
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"Most enterprise workflows don't require frontier AI models. Outside of coding, tasks like summarization, document generation, and briefing can often be handled effectively by lower-cost open-source models. The real value is knowing when you need frontier performance and when cheaper models are more than good enough." Michael Mignano What percent of enterprise workflows requires frontier models today Nikesh Arora Matan Grinberg Aaron Katz Lin Qiao

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Capability overhang means too many gaps today between what the models can do and what most people actually do with them. 2026 Prediction: Progress towards AGI will depend as much on helping people use AI well, in ways that directly benefit them as on progress in frontier models themselves. 2026 will be about frontier research AND about closing this deployment gap — especially in health care, business, and people's daily lives.
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Capability overhang means too many gaps today between what the models can do and what most people actually do with them. 2026 Prediction: Progress towards AGI will depend as much on helping people use AI well, in ways that directly benefit them as on progress in frontier models themselves. 2026 will be about frontier research AND about closing this deployment gap — especially in health care, business, and people's daily lives.

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"There should be as many models in the world as firms in the world." Satya and I dig into when to own vs. rent your intelligence, why every company should be building and climbing its own private evals, and what makes for a stable frontier.
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Introducing Odyssey-2 Pro—a frontier world model that generates long-running, interactive simulations in 720p! We're also launching the first world model API, to enable devs to build magical apps. We're now in the GPT-2 era of world models. Let the explosion of apps commence!
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Introducing Odyssey-2 Pro—a frontier world model that generates long-running, interactive simulations in 720p! We're also launching the first world model API, to enable devs to build magical apps. We're now in the GPT-2 era of world models. Let the explosion of apps commence!

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👨‍💻Have you tested models in the new Code Arena yet? In this thread, we’re showcasing real Gemini 3 Pro by Google DeepMind creations and the exact prompts used, all of them built inside the Code Arena. You can directly compare Gemini’s outputs against other top frontier models on real web development tasks. Build, compare, vote, and share your own creations directly from the chat. See examples in the thread. 🧵
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👨‍💻Have you tested models in the new Code Arena yet? In this thread, we’re showcasing real Gemini 3 Pro by Google DeepMind creations and the exact prompts used, all of them built inside the Code Arena. You can directly compare Gemini’s outputs against other top frontier models on real web development tasks. Build, compare, vote, and share your own creations directly from the chat. See examples in the thread. 🧵

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The next frontier after language models is world models, and learning to predict the next state of a world. Hear from our researchers how these models really work at a low-level and the mountain we're climbing. A general-purpose world simulator (AKA sci-fi) is now in sight.

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Wave 9 is here: a frontier model built for software engineering. Introducing our new family of models: SWE-1, SWE-1-lite, and SWE-1-mini. Based on internal evals, it has performance nearing that of frontier models from the foundation labs. Available now, only in Windsurf!
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Wave 9 is here: a frontier model built for software engineering. Introducing our new family of models: SWE-1, SWE-1-lite, and SWE-1-mini. Based on internal evals, it has performance nearing that of frontier models from the foundation labs. Available now, only in Windsurf!

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✨Spotlight: Top 4 Code Arena open models Open models are moving fast, and this community is directly shaping how that progress shows up in real use. Your builds, votes, and experiments surface what frontier models can actually do in practice. To celebrate the momentum, we’re spotlighting the top open models in Code Arena (WebDev) 🧵👇 🔥 MiniMax (official) — MiniMax-M2.1 🤖 Z.ai — GLM-4.7 ✨ DeepSeek — Deepseek-v3.2-thinking 🚀 Xiaomi MiMo — Mimo-v2-flash (non-thinking) Let’s keep building in the open and raising the bar together 🚀
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Who’s the real “all-star” among today’s frontier AI models? We tested them on expert-level prompts—and the top performers might surprise you. 🎥 Watch the full video on YouTube:
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Who’s the real “all-star” among today’s frontier AI models? We tested them on expert-level prompts—and the top performers might surprise you. 🎥 Watch the full video on YouTube:

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We raised $165M at a $1.15B valuation to stop doing demos. 2026 is about 1) deployment and 2) research. We will start shipping Memo with our new frontier models in a few months. Our series-B is led by Coatue, with Thomas Laffont joining the board. ->🧵
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Frontier has pocketed 40 MILLION from harassing its own customers - who paid for their flights - over their carry-on bags In what world is this defensible? And why hasn't its CEO apologized for it? And when will Frontier REIMBURSE its customers?
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Frontier has pocketed 40 MILLION from harassing its own customers - who paid for their flights - over their carry-on bags In what world is this defensible? And why hasn't its CEO apologized for it? And when will Frontier REIMBURSE its customers?

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Hiring RL Engineer! Started off as a curious project at Lossfunk to push the boundaries of LLMs in social reasoning - we are now building RL environments, data, and benchmarks to simulate more real-world scenarios. If you want to train SoTA RL models over multi-GPUs (H200s/B200s) to unlock next AI frontier, this is for you.

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Introducing 𝐃𝐫𝐞𝐚𝐦𝐆𝐞𝐧! We got humanoid robots to perform totally new 𝑣𝑒𝑟𝑏𝑠 in new environments through video world models. We believe video world models will solve the data problem in robotics. Bringing the paradigm of scaling human hours to GPU hours. Quick 🧵

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Sundar Pichaei on Gemini 3.0 Flash&more: "We don't have Flash yet. We don't have any of, any of our other sort of models in the, in the 3.0 category" "Every 6 months or so, we are pushing that frontier." "Gemini Flash 3.0, we are working on, and is coming"

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