# Embodied AI reaches its API moment as PI, Dream Labs and Dexmal open model services

> Original title: 具身智能，也到了 API 时刻？

- Source: GeekPark
- Published: 2026-11-09T02:18:55.000Z
- Bad Influence: https://badinfluence.news/items/r49grtjtu2rebnm87gvt7otcj
- Original: http://www.geekpark.net/news/373683

## Summary

Physical Intelligence opened API testing in October, letting developers upload robot data, fine-tune models and run cloud inference, while Dream Labs launched Dream API billed by task duration. Dexmal upgraded its MaaS platform on November 3 with data upload, training and deployment, and the article argues that post-training on real-robot failures determines API quality.