Ex-NVIDIA GR00T team's Dream Labs launches Dream-1 robot model with a public API from $3/hour and a $90M seed round

Why it matters

【Key points】

Dream Labs, founded by former leaders of NVIDIA's GR00T robotics research team, came out of stealth on Oct 19 (17:00 UTC). It launched Dream-1, a robot foundation model, and announced a $90 million seed round led by B Capital and Kindred Ventures.

Dream Labs calls Dream-1 a "World Action Model". It is trained on video of people doing everyday tasks, predicts what will happen next in a scene, and then works out the robot's action. The company says any bimanual robot with parallel grippers can send its camera feed and a plain-English instruction to the API and perform tasks zero-shot, with no data from that robot.

Access: the public Dream API is billed by the hour. The official post lists $3/hour for Dream-1 and $2/hour for the lighter Dream-1-flash, with each call returning 1.6 seconds of actions. Tasks are mostly tabletop work such as pick-and-place and laundry folding. For unfamiliar robots, Fine-tuning-as-a-Service adapts the model with 5 minutes to about 1.5 hours of that robot's data in the company's demos. Dream Labs says it has more than 20 hardware partners. Forbes reports that the company puts zero-shot pick-and-place success at about 80%, and other tasks at 50–60%.

【Verifiable】

Official launch post: https://dreamlabs.ai/research/dream-1/

Funding release (Business Wire): https://www.financialcontent.com/article/bizwire-2026-10-19-dream-labs-raises-90m-seed-to-build-the-brain-for-everyday-robots

【Our read】

1. Robot models usually ship as demo videos. A public, hourly-billed API that outside teams can test themselves, failures included, matters more than the headline scores.

2. Zero-shot transfer across robot bodies is one of robotics' hardest problems. Current success rates are far from production quality, and the company itself relies on fine-tuning to close the gap.

3. Cost and performance comparisons come from the company and a third-party evaluation it cites. Independent developer testing will tell more.