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智东西China AI News

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Zhidongxi is China's leading AI industry media outlet, providing news and insights on China's LLMs, robotics, AI agents, AI applications, and AI Hardware.

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Unitree G1 just learned how to rescue itself when trapped under obstacles. Chinese researchers developed ROOF, a reinforcement learning strategy that teaches G1 to figure out how to escape. Instead of relying on cameras or pre-built 3D maps, the system uses a geometric reward to guide the G1 as it organically senses spatial constraints. The less the robot overlaps with obstacles and the greater the distance it creates, the more reward it receives. But the researchers don't prescribe how or which direction it should move. G1 has to figure that out on its own. With this guidance, G1 learns to shift its body, use its limbs to find stable support, push movable obstacles aside, and stand up using proprioception alone. In real-world tests, the G1 successfully escaped and stood up in 95 out of 150 trials across 7 trapped environments, a 63.3% success rate. ROOF turns getting up while trapped into a skill that robots can learn and measure.

Unitree G1 just learned how to rescue itself when trapped under obstacles. Chinese researchers developed ROOF, a reinforcement learning strategy that teaches G1 to figure out how to escape. Instead of relying on cameras or pre-built 3D maps, the system uses a geometric reward to guide the G1 as it organically senses spatial constraints. The less the robot overlaps with obstacles and the greater the distance it creates, the more reward it receives. But the researchers don't prescribe how or which direction it should move. G1 has to figure that out on its own. With this guidance, G1 learns to shift its body, use its limbs to find stable support, push movable obstacles aside, and stand up using proprioception alone. In real-world tests, the G1 successfully escaped and stood up in 95 out of 150 trials across 7 trapped environments, a 63.3% success rate. ROOF turns getting up while trapped into a skill that robots can learn and measure.

20,191 Aufrufe

🚨3.402m! Team Tianzhuo just took the high jump crown — and shattered the record while doing it.🏆 The team cleared 3.402m, nearly 50cm higher than Tiangong’s previous 2.8843m mark.🚀 #WHRG2026

🚨3.402m! Team Tianzhuo just took the high jump crown — and shattered the record while doing it.🏆 The team cleared 3.402m, nearly 50cm higher than Tiangong’s previous 2.8843m mark.🚀 #WHRG2026

77,282 Aufrufe

One universal rule: babies are the cutest. Even when they're robots with tiny backpacks. 🤖🎒 #WHRG #HumanoidRobot

One universal rule: babies are the cutest. Even when they're robots with tiny backpacks. 🤖🎒 #WHRG #HumanoidRobot

56,119 Aufrufe

Qwen3.7-Max IS OUT🚀 In 35h autonomous core tests with 1000+ tool calls, it maintained coherent reasoning, achieved a 10× speedup. It can: Build frontend prototypes+ complex multi-file projects Automate workflows with MCP+ multi-agent collaboration Support mainstream frameworks

Qwen3.7-Max IS OUT🚀 In 35h autonomous core tests with 1000+ tool calls, it maintained coherent reasoning, achieved a 10× speedup. It can: Build frontend prototypes+ complex multi-file projects Automate workflows with MCP+ multi-agent collaboration Support mainstream frameworks

58,054 Aufrufe

🚀UPDATE: #Xiaomi humanoid robots advance in EV factory operations Self-tapping nut loading reached 98% success rate, just 1% behind human after one quarter of optimization. First long-duration flexible manipulation tasks reach 90% success in panel sorting and bin folding👇

🚀UPDATE: #Xiaomi humanoid robots advance in EV factory operations Self-tapping nut loading reached 98% success rate, just 1% behind human after one quarter of optimization. First long-duration flexible manipulation tasks reach 90% success in panel sorting and bin folding👇

14,297 Aufrufe

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