# LiberAI reports robot tasks completed without task-specific demonstrations

_Published Tuesday, November 3, 2026 at 9:19 PM EST · Robotics · Latest · Tier 2 — Notable_

LiberAI introduced Liber-0 on November 3, reporting a 36.0% success rate across 600 trials of 60 robot manipulation tasks without robot demonstrations collected specifically for those tasks. The model had received robot data during pretraining.

Liber-0 combines human video with glove-recorded hand poses and trajectories to connect visual observations with physical actions. Its robot platform aligns cameras and movement capabilities with human data collection. In a separate eight-task evaluation, 25% of the robot demonstration pool plus the full glove pool achieved a progress score of 75.6, versus 72.8 with the full robot pool alone. Progress scores measure partial completion; success on challenging and long-horizon tasks was 10.5%.

## Sources

- [financialcontent](https://www.financialcontent.com/article/accwirecq-2026-11-4-liberai-introduces-liber-0-for-zero-shot-robot-manipulation)

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Canonical: https://techandbusiness.org/newswire/qcS77dVmKwfvE9Z_CflAVV
Published: 2026-11-04T02:19:17.751Z
Story chronology: 2026-11-03T00:00:00.000Z
Retrieved: 2026-11-04T05:18:10.638Z
Publisher: Tech & Business (techandbusiness.org)