# After Embodied AI Leaves the Demo Hall: From Grasp Recovery to Human Takeover

- Source: Guyuehome
- Published: 2026-10-29T06:10:00.000Z
- RoboHot: https://robohot.news/en/items/r9e86d7a3ovhmoin49flbulc8
- Original: https://www.guyuehome.com/detail?id=2115554099190591489

## Summary

As embodied AI moves from demos to real deployments, the key is not a single successful grasp but recovery after a missed grasp, task acceptance, and handling of failure data. The article discusses the distance to continuous delivery around these steps and analyzes how human takeover affects the cost of real deployment.