How can we ensure robotic arms never crash, even when hit by unpredictable external forces? Researchers at University of Pennsylvania & UIUC present a new framework for viability-preserving passive torque control. By pre-calculating safe zones for joint movement and speed, the
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Robots Master Complex Manipulation Through AI-Generated Video Practice
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Can robots master complex manipulation by practicing in their own AI-generated videos? Researchers from Stanford and Tsinghua introduce VLAW, a new framework designed to boost robot learning through a continuous feedback loop. The method uses a co-improvement strategy:
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Xiaohongshu Cracks Down on AI-Run Influencer Accounts
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China’s Xiaohongshu cracks down on AI-run influencer accounts. The platform says some users are running accounts entirely via AI tools that auto-generate posts and simulate human interaction across comments, DMs, and group chats. New rules starting today: • Occasional
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FOCUS: AI Method for Hour-Long Video Understanding
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How can AI understand an hour-long video without being overwhelmed by massive amounts of data? Researchers from the National University of Singapore and TikTok have introduced FOCUS to solve this challenge. FOCUS is a training-free method that uses a multi-armed bandit strategy
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TAPPA Reveals Mathematical Patterns in AI Model Attention Mechanisms
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Ever wondered why AI models focus on specific patterns during a conversation? Researchers from USTC, Huawei, and Tianjin University introduce TAPPA to solve this mystery! They discovered that most attention patterns follow predictable mathematical rules based on how
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SIPDO: AI that auto-discovers and fixes its own instruction errors
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What if your AI could automatically hunt for its own mistakes and fix its instructions in a continuous loop? Researchers from UIUC, HKUST, USF, and http://
Starc.Institute introduce SIPDO to do exactly that. Instead of relying on a fixed set of data, SIPDO uses a feedback loop -

AReaL v1.0: Open-source Async RL Framework for AI Agents
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How do we get AI Agents to truly learn and evolve in the real world? Ant Group & Tsinghua University present AReaL v1.0. This open-source, full asynchronous Reinforcement Learning framework makes "one-click Agent RL training" a reality, simplifying complex setup for
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Cursor CEO: Is the Third Era of AI Software Development Here?
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Cursor CEO says "The third era of AI software development" is arriving. How do you think?
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Towards Autonomous Mathematics Research — paper and code
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Towards Autonomous Mathematics Research Paper: https://
arxiv.org/abs/2602.10177
v3
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Code: https://
github.com/google-deepmin
d/superhuman/tree/main/aletheia
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DeepMind launches Aletheia, an autonomous math research agent
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Just updated: "Towards Autonomous Mathematics Research" from Google DeepMind—and it has Demis Hassabis's name on it! The introduced Aletheia is a new math research agent thinks like a human mathematician, iteratively generating, verifying, and revising solutions end-to-end in
