# LiberAI releases Liber-0 world action model with 36% zero-shot robot success

Digest AI · Robotics & Physical AI · published 2026-11-04T15:02:57Z

Canonical: https://digestai.news/story/liberai-releases-liber-0-world-action-model-with-36-zero-shot-robot-su

## Summary

LiberAI, a Beijing-based startup, introduced **Liber-0**, a world action model pretrained on **2.2 million hours of human experience** to enable zero-shot robot manipulation. The model combines human video, glove-recorded hand motion, and embodiment-conditioned learning to transfer human manipulation skills to robots without task-specific robot demonstrations.

Liber-0 was tested on **60 GPT-6-proposed tasks**, achieving a **36% overall success rate** across 600 trials. Breakdowns show **63.5% success on pick-and-place tasks**, **34% on non-pick-and-place manipulation**, and **10.5% on challenging multi-step tasks**. The model uses **LiberSense Glove**, a data-collection system that records precise hand movements, alongside a robot platform designed to mimic human motion. LiberAI claims this approach reduces reliance on expensive, task-specific robot demonstrations by up to **75%**, as shown in controlled experiments. The startup also highlights that the pretrained model already captures most task capabilities, with minimal gains from additional robot post-training.

## Key points

- Liber-0 achieves 36% zero-shot success on 60 GPT-6 tasks without robot-specific training
- Pretrained on 2.2M+ hours of human video and glove-recorded hand motion data
- LiberSense Glove reduces robot demonstration needs by up to 75% per LiberAI’s tests

## Why it matters

Liber-0 bridges the gap between human activity data and robotics, potentially cutting costs and time for training robots to perform real-world tasks. If scaled, it could accelerate adoption of AI-powered robotics in logistics, manufacturing, and home automation.

## Sources

1. [LiberAI Unveils Liber-0, a World Action Model That Grounds Human Experience in Robot Action](https://therobotreport.com/liberai-unveils-liber-0-a-world-action-model-that-grounds-human-experience-in-robot-action) (The Robot Report, 2026-11-04)

## Cite

Digest AI, "LiberAI releases Liber-0 world action model with 36% zero-shot robot success", 4 November 2026, https://digestai.news/story/liberai-releases-liber-0-world-action-model-with-36-zero-shot-robot-su

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