AI IntelligenceAug 23, 2026AI Intelligence
Article
A Robot That Learns from Short Videos in 29 Seconds — X Square Robot's HOST Changes the Embodied-AI Recipe: X Square Robot...
Open-sourced HOST, an inference-time learning framework that lets a humanoid robot watch a 29-second human demonstration and reproduce the skill with a 62 percent success rate. The method shifts embodied AI from offline fine-tuning to on-the-fly imitation.
Frontier EditorialSource: Pandaily
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Source Brief
A Robot That Learns from Short Videos in 29 Seconds — X Square Robot's HOST Changes the Embodied-AI Recipe: X Square Robot open-sourced HOST, an inference-time learning framework that lets a humanoid robot watch a 29-second human demonstration and reproduce the skill with a 62 percent success rate. The method shifts embodied AI from offline fine-tuning to on-the-fly imitation.
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