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SenseTime study: GPT-6 Astra aces simulated embodied tests, stumbles on real robots

AI summary

A SenseTime SenseNova team, with Daxiao Robotics, Ropedia, NTU and the University of Tokyo, published "Has GPT-6-Astra Achieved Embodied Intelligence?", a systematic evaluation of OpenAI's GPT-6 Astra across 12 simulated benchmarks and 8 real robot platforms. With in-context learning and up to a 10x action-step budget, the model scored 100% on LIBERO-Long++, 99.3% on LIBERO-Pro, 98.8% on SIMPLE and lifted RoboDojo from 27.6% to 81.9%, but reached only 37.0% on the long-horizon BEHAVIOR benchmark and 28.9% on LHPR-VLN navigation. On real hardware it succeeded 17 of 18 times at rigid pick-and-place, yet failed all 11 plug-insertion attempts across three platforms; placing a pen in a holder took over four hours and cost $55, and in a cooking task it decided an egg was done but turned off the stove about 90 seconds later, burning it. The report concludes GPT-6 Astra has largely crossed the embodied-intelligence threshold but remains far from practical deployment, and presents SenseNova-RoboRSI, a harness that improves from execution feedback without updating model weights.

In-depth insight

The report argues that high scores on conventional embodied benchmarks do not translate into reliable physical execution, with misjudged task success and hard-to-reverse mistakes as key bottlenecks, and notes its RoboRSI approach has so far been validated mainly in simulation.

上月发布 GPT-6-Astra 时,OpenAI 称它为「全球智能程度最高且最符合人类意图的模型」。具身社区则是惊讶的发现,VLA vs WAM 的路线之争,被通用大模型用文字模态「降维打击」了,大家不禁想问:

「GPT-6-Astra 的具身能力上限到底在哪?具身社区下一步最值得做的是什么?」

近日,商汤联合大晓机器人、Ropedia、新加坡南洋理工大学和东京大学的研究团队在《Has GPT-6-Astra Achieved Embodied Intelligence?》中,给出了覆盖 12 项仿真评测、8 个真实机器人平台的系统分析。

他们还分析了 GPT-6-Astra 与底层机器人控制系统的协作方式,搭建了一套更贴近真实家庭需求的具身评测原型。

#OpenAI#GPT-6 Astra#SenseTime#SenseNova#SenseNova-RoboRSI#Unitree G1#Franka 3#AgiBot G2#LIBERO-Long++#DexJoCo#RoboDojo#NVIDIA Isaac Sim

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