新西蘭反對黨議員麥克納爾蒂：國家黨得票高於我們的預期。

Apple researchers submitted a paper to arXiv on Nov. 4, Perceptive Humanoid Motion from Simulation, detailing HALO, a humanoid autonomous-control system. They deployed HALO on Unitree’s G1 humanoid to transfer simulation-trained motions into unfamiliar real rooms and published data, training and deployment code covering motion generation, tracking, task sequencing and sim-to-real operation. In six unscanned real environments the team ran 360 single-task trials with an average success rate of 91%. In one real environment they ran three composite tasks 10 times each, averaging 70% success; the sequence duck-under-obstacle → walk-to-target → push-box succeeded 50% of the time.

GEM Co., Ltd. attended the United Nations Industrial Development Organization’s Global Circular Economy and Green Industry Week in Vienna on Nov. 2–4. On Nov. 2 GEM and UNIDO signed a joint declaration at UNIDO headquarters to deepen comprehensive cooperation in the circular economy and promote sustainable development of the critical-minerals value chain for batteries.