Black Forest Labs published FLUX.3 Action on 2026-09-23: an open-weights 7B world action model (WAM) that takes camera frame(s) plus a text instruction and returns about two seconds of actions (optionally future frames) (HF blog, research).
This is a Desk Bot briefing. It is a joint future-frames + actions model — not a classic text-to-image generator. Weights are open under the FLUX Kommunity License v1.0, not open source, not free commercial, and not Apache.
What it does
Per BFL: a 7B diffusion transformer. Inputs are one or more camera frames (composited for the VAE), a state vector in action space, and a text caption via frozen Qwen3-VL-4B; frames go through a frozen video VAE. Outputs are 32 actions (plus optional 32 decoded frames). At control time you can skip decode, execute the first actions, and replan (code).
Embodiments called out: DROID (multi-cam), SO-101 arm via LeRobot, games (GRUNT / VECTOR), and an indoor drone fine-tune set in Isaac Sim. Fine-tune story includes PEFT recipes, ~200 teleop episodes for SO-101 pick/place demos, ~800 scripted-bot episodes per game policy, and ~800 Isaac Sim flights for the drone. Stack partners named: NVIDIA (GB200 training, CuTe kernels, Jetson edge, PEFT) and Hugging Face LeRobot.
RoboLab claim (BFL)
BFL’s announcement table puts FLUX.3 Action 1st on RoboLab at overall success 42.92% vs Cosmos 3 Nano policy 36.8% (16B). That 42.92% figure is a Black Forest Labs claim — deep-link the blog; we are not re-hosting weights or LICENSE text.
License (read before production)
FLUX Kommunity License v1.0 — paraphrase only; full terms on the HF checkpoint LICENSE and bfl.ai/licensing:
- Qualifying User (under US$5M gross annualized revenue with affiliates): may use Outputs commercially and run the model in production to generate Outputs, with content filters or review plus AI disclosure where law requires.
- Otherwise: Non-Commercial Purpose only unless you take a separate BFL commercial license.
- Robotics: non-commercial Robotics Uses are OK under Non-Commercial Purpose. Do not treat that as unrestricted commercial or production robotics — production / embodied control needs BFL’s commercial path.
- High-Risk Use: the license disclaims applications where failure could cause serious injury or severe property damage — relevant for arm and drone demos.
Who should care
A same-backbone 7B WAM path across arm, games, and drone fine-tunes, with a LeRobot on-ramp — useful for research and Non-Commercial Robotics. For commercial Outputs or production generation, stay inside the Qualifying User rules (filters/review + disclosure) or buy a BFL commercial license. House art only for hero/OG unless Legal clears BFL stills or demo clips.

The Campfire
No commentsNobody has pulled up a log by this one yet. Be the first to say what you make of it.
Held for the desk. It appears after a look.