# MIT researchers open-source VERA 14B video-to-action model for generalist robot policies

_Published Friday, June 26, 2026 at 3:50 PM EDT · Robotics · Latest · Tier 2 — Notable_

MIT researchers have open-sourced VERA, a 14-billion-parameter video-to-action model for generalist robot policies. The project page at vera.csail.mit.edu describes VERA as a closed-loop policy that pairs a 14B video generative model with an embodiment-specific inverse dynamics model built on the robot's Jacobian.

The site states that the approach leaves the video planner untouched and translates dreamed futures into low-level actions. According to the page, the policy achieves zero-shot manipulation on a Panda arm and 16-DoF dexterous in-hand reorientation with the same planner. It demonstrates performance on tasks including zero-shot pick-and-place on a real-world Panda arm and contact-rich re-orientation of a cube with a 16-DoF multi-fingered hand.

The page lists a paper at arxiv.org/pdf/2605.27817 and code at github.com/sizhe-li/VERA. X posts from MIT-affiliated researchers announce the open-sourcing of the 14B video-to-action system that controls robots across embodiments, skills, and environments, citing zero-shot pick-and-place on a real Panda arm. The preprint is dated 2026.

## Sources

- [MIT CSAIL](https://vera.csail.mit.edu/)

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Canonical: https://techandbusiness.org/newswire/dwShKCC5FBZlnWiQ1OwDwy
Published: 2026-06-26T19:50:16.976Z
Story chronology: 2026-06-26T12:00:00.000Z
Retrieved: 2026-09-25T05:57:31.705Z
Publisher: Tech & Business (techandbusiness.org)