波兰警方称克拉科夫枪击事件造成至少三人死亡，枪手在试图逃跑时被抓获。

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.

S&P says Poland's public finances will remain unusually weak over the next few years.