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Humanoid robots learn skills in 29 seconds with X Square Robot's HOST framework

By PulseAugur Editorial · [3 sources] ·

X Square Robot has open-sourced HOST, a framework that enables humanoid robots to learn new skills by watching short video demonstrations. This approach allows robots to learn a skill in as little as 29 seconds, achieving a 62% success rate in reproducing the action. HOST shifts the paradigm of embodied AI training from lengthy offline fine-tuning to rapid, on-the-fly imitation. AI

IMPACT This framework could significantly speed up robot training and deployment by enabling rapid skill acquisition from video.

RANK_REASON This is a product release from a company that is not a tier-1 frontier model lab, focusing on a specific robotics framework.

Read on Pandaily →

AI-generated summary · Google Gemini · from 3 sources. How we write summaries →

Humanoid robots learn skills in 29 seconds with X Square Robot's HOST framework

COVERAGE [3]

  1. Pandaily TIER_1 English(EN) · [email protected] (Pandaily) ·

    Embodied AI's 'DeepSeek Moment': X Square Robot Out-Sorts Figure 03 With Hardware 70% Cheaper

    In a one-hour livestream, X Square Robot's dual-arm system with standard grippers sorted 1,816 parcels, a short-burst throughput 45% above Figure 03's 200-hour benchmark of 1,248 parcels per hour, at roughly 70% lower hardware cost. The WALL-B world unified model carries the comp…

  2. Pandaily TIER_1 English(EN) · [email protected] (Pandaily) ·

    A Robot That Learns from Short Videos in 29 Seconds — X Square Robot's HOST Changes the Embodied-AI Recipe

    X Square Robot has open-sourced HOST, an inference-time learning framework that lets a humanoid robot watch a 29-second human demonstration and reproduce the skill at 62 percent success. The approach flips the embodied-AI recipe from offline fine-tuning to on-the-fly imitation.

  3. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    X Square Robot has open-sourced HOST, a framework allowing humanoid robots to learn skills from a 29-second video and reproduce them on the first attempt with 6

    X Square Robot has open-sourced HOST, a framework allowing humanoid robots to learn skills from a 29-second video and reproduce them on the first attempt with 62 percent success. The approach replaces hours of offline fine-tuning with inference-time learning, potentially transfor…

    LINKS pandaily.com/x-square-robot-host-29-secon…

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