# Kyutai releases REKI 2.4B vision-language-action model for robot manipulation

Digest AI · Generative AI & Models · published 2026-10-17T20:22:11Z

Canonical: https://digestai.news/story/kyutai-releases-reki-2-4b-vision-language-action-model-for-robot-manip

## Summary

Kyutai, together with Inria and École des Ponts, announced REKI, a 2.4 B parameter vision‑language‑action (VLA) model built on a 2.2 B Qwen3.5‑2B backbone plus a 0.2 B flow‑matching action expert. The model is pretrained solely on public data – a mix of 1.0 B video frames and 12.2 M vision‑language samples – and incorporates a cheap three‑frame memory that adds only 0.1 ms to inference. Benchmarked on a single NVIDIA H100, REKI processes an action chunk in 21.8 ms while using about 2 MiB of GPU memory per cached frame.

On out‑of‑distribution robot manipulation suites REKI scores 90.4 % on LIBERO‑Plus, the top result among publicly‑pretrained VLAs, and reduces pose‑oscillation failures on RoboTwin from 18.6 % to 4.1 %. Weights are released on Hugging Face under a CC BY‑NC‑SA 4.0 license, with six checkpoints covering the base model and finetunes for LIBERO, RoboTwin and RoboCasa variants. Deployment uses the LeRobot async‑inference gRPC protocol and can run on a UR5 arm after a short finetuning run.

## Key points

- REKI combines a 2.2 B Qwen3.5‑2B VLM with a 0.2 B flow‑matching action expert, totalling 2.4 B parameters.
- Achieves 90.4 % on LIBERO‑Plus and cuts RoboTwin pose oscillations from 18.6 % to 4.1 %.
- Runs on one NVIDIA H100 at 21.8 ms per action chunk, with only 0.1 ms overhead for a 3‑frame memory cache.

## Why it matters

An open‑weight VLA with efficient memory enables more capable robot manipulation at modest compute, accelerating research and deployment in robotics.

## Sources

1. [Meet Kyutai REKI: The 2.4B VLA Model Bringing Efficient Memory to Robot Manipulation](https://marktechpost.com/2026/10/17/meet-kyutai-reki-the-2-4b-vla-model-bringing-efficient-memory-to-robot-manipulation) (MarkTechPost, 2026-10-17)

## Cite

Digest AI, "Kyutai releases REKI 2.4B vision-language-action model for robot manipulation", 17 October 2026, https://digestai.news/story/kyutai-releases-reki-2-4b-vision-language-action-model-for-robot-manip

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