# LiberAI reports robot learning results using fewer robot demonstrations

_Published Thursday, November 5, 2026 at 10:53 PM EST · Robotics, AI · Latest · Tier 2 — Notable_

![LiberAI reports robot learning results using fewer robot demonstrations — Primary](https://www.therobotreport.com/wp-content/uploads/2026/11/beijingyongqi-sponsored-featured-image-november2026.png)

LiberAI says its Liber-0 model achieved a progress score of 75.6 using 25% of a robot demonstration pool plus a full glove-recording pool, compared with 72.8 using the full robot pool alone. The eight-task experiment appears in company-sponsored coverage in The Robot Report.

The model combines human video, measured hand motion and information about robot bodies to predict future observations and actions. In a separate 60-task evaluation, it achieved 36.0% success across 600 trials without robot demonstrations collected specifically for those tasks. Pretraining still included robot data; success on challenging manipulation and long-horizon tasks was 10.5%.

## Sources

- [The Robot Report](https://www.therobotreport.com/liberai-unveils-liber-0-a-world-action-model-that-grounds-human-experience-in-robot-action/)

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Canonical: https://techandbusiness.org/newswire/sedM5zwxIdtL2F0S3RITtM
Published: 2026-11-06T03:53:36.867Z
Story chronology: 2026-11-04T15:02:57.000Z
Retrieved: 2026-11-06T22:48:32.233Z
Publisher: Tech & Business (techandbusiness.org)