AI modelsSeptember 25, 2026
23
š¶ļø
Black Forest Labs Enters Robotics Race
Black Forest Labs' FLUX 3 Action tops RoboLab-120 at 42.92% task success.
#Robotics#World Model#Open-Weights#Black Forest Labs#VLA

š„ What happened
Black Forest Labs dropped FLUX 3 Action ā a 7B open-weights World Action Model for robot control. It reads camera frames, robot state, and text instructions, then predicts future video frames and the next action chunk together. It ranks first on the RoboLab-120 leaderboard at 42.92% task success.
š” Why it matters
The model beats NVIDIA's Cosmos 3 Nano by 6.1 percentage points ā with 56% fewer parameters. In FP8, it runs up to 3.95x faster than Cosmos 3 Nano and plans 2.13 seconds of motion per call, versus 1.0 second for Ļ0.5. Without pretraining, DROID-only training stayed below 1% ā with pretraining, the same protocol hit 11.6%.
ā” Our take
BFL just proved World Action Models don't have to be slow. If you're still betting on pure VLAs, it's time to rethink ā joint video and action prediction is the new baseline.
The title, summary and analysis of this item were produced automatically by an AI system and have not been editorially reviewed. They may contain errors, bias or omissions ā when in doubt, read the linked original source.

