Fei-Fei Li's team released ESI-Bench, a new embodied AI benchmark testing spatial intelligence through active perception-action loops. It reveals top models like GPT-5 struggle with action strategies, are misled by imperfect 3D reconstructions, and lack metacognition to know when they need more information, highlighting key gaps for future embodied AI research.