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Flux 3 X Mimic: The Next Generation of Video-Action Models

FLUX 3 x mimic: The Next Generation of Video-Action Models

bfl.ai

July 24, 2026

11 min read

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51/100

Summary

FLUX 3 is a new multimodal foundation model that is currently operational on robots. The collaboration with mimic robotics has led to the development of FLUX-mimic, enhancing video-action model capabilities through their expertise in robot learning and deployment.

Key Takeaways

  • FLUX 3 is a multimodal foundation model capable of generating audio-visual content and predicting actions, developed in collaboration with mimic robotics for use in robots deployed at Audi.
  • Video prediction accounts for over 95% of the compute costs in training FLUX 3, requiring the model to learn complex physical interactions such as contact, motion, and cause and effect.
  • Incorporating action prediction into FLUX 3's training initially reduced video generation quality by up to 10%, but the model regained its performance after 3500 steps while also learning to predict actions.
  • FLUX 3 operates on a single backbone that supports both video generation and action prediction, allowing for a unified approach to content creation and Physical AI applications.
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Community Sentiment

Mixed

Positives

  • The partnership between European startups is exciting and shows potential for innovation in the AI space.
  • The video demonstration of the robot arm's attempts to reseat the window trim was impressive, showcasing advanced capabilities in video-action models.
  • The integration of a multimodal video generation model with a world representation model indicates significant progress in AI's understanding of the physical world.

Concerns

  • While the concept of a world model in video generation isn't new, the implementation raises questions about originality and real-world applications.
  • Critics highlight that less disentangled representations limit the model's usefulness for complex tasks requiring nuanced world understanding.

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