wow how well does it work in japanese?
LLMS
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Why Macs Fall Short for Agentic LLM Workloads
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this is exactly why I tell people to NOT get a Mac anything for LLMs useless for concurrency and agents, basically a single chat interface that doesn’t scale up neither with sessions nor with kvcache you want to be ready for the agentic world you Buy a GPU
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Mixture-of-Depths Attention: Transformer Architecture Innovation
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"Mixture-of-Depths Attention" This paper teaches a Transformer to attend not just across tokens, but also to depth KV from its earlier layers. That helps recover shallow-layer signals that standard residual stacking tends to dilute, improving performance with only a small extra
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Maximum Likelihood RL Framework for Math Reasoning Models
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The current RL setup might not be the right objective for reasoning models In our latest AI4Science talk, Fahim (
@FahimTajwar10
), PhD student at CMU, presented “Maximum Likelihood Reinforcement Learning”, a new framework for binary-reward tasks like math reasoning, navigation, -

Claude OAuth Service Outage Confirmed by Users
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Okay it REALLY isn't just me, it's Claude's OAuth being down So annoying!
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Managing AI Agent Threads Requires Intense Cognitive Work
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There's worry that people will stop using their brains with LLMs, but managing several AI agent threads in parallel has been some of the most cognitively intensive work I've done in years
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NVIDIA Releases Open Models for Agentic AI and Robotics
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NVIDIA open models provide the foundation to innovate across agentic AI, robotics, autonomous vehicles, and research. 🤖
— NVIDIA (@nvidia) 18 mars 2026
This release contributes 10 trillion language tokens, 500,000 robotics trajectories, and 100 terabytes of vehicle sensor data to the community. These… pic.twitter.com/ALZ7HKHtpTNVIDIA open models provide the foundation to innovate across agentic AI, robotics, autonomous vehicles, and research. This release contributes 10 trillion language tokens, 500,000 robotics trajectories, and 100 terabytes of vehicle sensor data to the community. These
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Google Testing Google Play Books Integration for NotebookLM
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Google is working on a possibility to use Google Play Books as a source for NotebookLM. PlaybookLM
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Gemini ChatGPT Claude Positioned for Distinct AI Market Roles
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Gemini will be the Android / iOS model ChatGPT will be the enterprise model Claude will be the specialized agents model



