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Black Forest Labs

The makers of FLUX opened a model that predicts a robot's next move together with how it will look

Black Forest Labs · event date: 22 September 2026Robotics

FLUX 3 Action is a 7-billion-parameter model derived from Black Forest Labs' video and image generator. Per the company it leads the RoboLab-120 ranking with less than half the parameters of the previous best open model. The weights are free for research, and commercial use needs a separate licence.

In short
  • The model takes camera frames, the robot's state and a text command, and returns the next moves and how they will look at the same time.
  • Per BFL, its guidance-distilled variant reaches 42.2% success on RoboLab, against 36.8% for Cosmos 3 Nano.
  • The FLUX Kommunity licence allows non-commercial use, including robotics; commercial use needs an agreement with BFL.
Checked on1 October 2026Responsible editorTsvetelin IvanovHow we workMethod · Corrections

A company known for image generators releases a model for robots. It sounds like a turn, but it is a natural continuation.

If a model can predict the next frames of a video, it already understands a little about how things move. Black Forest Labs take that understanding and make it predict the arm's next move as well: what the robot will do and how the scene will look afterwards.

The facts: on 22 September 2026 Black Forest Labs published FLUX 3 Action - an open-weight model with 7 billion parameters, derived from their multimodal FLUX 3 backbone, trained on video, images and audio, with video making up over 95% of the data. The model jointly predicts future video frames and robot actions from camera frames, joint positions and a text instruction. Per the company, the single-step variant reaches 38.3% success on the RoboLab-120 ranking and the guidance-distilled variant 42.2%, against 36.8% for NVIDIA's Cosmos 3 Nano with 16 billion parameters and 28.0% for Pi0.5, and in quantised form it is 1.52 to 3.95 times faster than Cosmos 3 Nano. Ready variants for the SO-101 and DROID robots are also published. The weights are under the FLUX Kommunity License v1.0, which allows use for non-commercial purposes, including non-commercial robotics; other commercial use requires a separate licence from the company, with an exception for firms with annual revenue under 5 million dollars, which may use the outputs commercially under conditions.

Fast and smart together

The most interesting experiment in the report is not the ranking. BFL put a large reasoning model, GPT-6 Astra, in charge, with FLUX 3 Action doing the work and the boss stepping in only when needed.

Pure reasoning solves every task, but by their figures each success costs $13.47 and about 16 minutes. The combination solves 90% and costs $8.77 for about 8 minutes. The slow thinker with fast hands comes out cheaper than the thinker doing everything alone.

A good foreman does not move every brick himself. He knows when to step in.

The ranking comes from simulation, and both it and the costs are the company's. There is also a test on a real arm: the independent Positronic Robotics ran the model on a Franka robot in its lab, and it completed 28 of 30 attempts across ten tasks. Thirty attempts are a start, not a verdict.

The weights are free for research and hobby. For a robot that will work at a client's, the licence is read first, because robotics is named in it explicitly.

The visual is generated code art. No third-party images.
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Official primary sources
→Black Forest Labs - FLUX 3 Action: A 7B World Action Model for Robot Control, 22.09.2026→Hugging Face - black-forest-labs/flux-3-action-base (model card and LICENSE)
Original: https://wearecoded.com/en/articles/flux-3-action-model-za-dvizhenieto-na-robot.html
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