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Co-founder Gao Yang expects a mid-2027 leap in robots’ ability to follow spoken instructions, while warning that useful household robots remain much further away.
Lumos pitches NexCore as a faster route from task descriptions to factory-ready robot skills, citing Mitsubishi Electric applications but offering limited benchmark detail.
Figure reports 56% full-task success for Helix 2.5 across 30 unfamiliar homes, testing whether human-data pretraining transfers to household chores.
XPENG’s XPACE combines human demonstrations and simulated recoveries to improve IRON’s manipulation skills, with gains in small real-robot tests.
Physical Intelligence (Pi) has unveiled Multi-Scale Embodied Memory (MEM), a hybrid architecture that combines short-term video encoding with long-term textual summarization to help robots master long-horizon tasks like kitchen cleaning and in-context error recovery.
