--- title: FLUX 3 is a multimodal model for image, video, audio,... description: Black Forest Labs released FLUX 3, a unified multimodal model handling image, video, audio, and action prediction. Its robotics application (FLUX-mimic) is... canonical: https://daily.dev/posts/flux-3-is-a-multimodal-model-for-image-video-audio-and-action-prediction-h7wtyp1zw twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: FLUX 3 is a multimodal model for image, video, audio, and action prediction | daily.dev og:description: Black Forest Labs released FLUX 3, a unified multimodal model handling image, video, audio, and action prediction. Its robotics application (FLUX-mimic) is... og:url: https://daily.dev/posts/flux-3-is-a-multimodal-model-for-image-video-audio-and-action-prediction-h7wtyp1zw og:image: https://api.daily.dev/og/posts/H7WTYP1Zw.png og:image:alt: FLUX 3 is a multimodal model for image, video, audio, and action prediction og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # FLUX 3 is a multimodal model for image, video, audio, and action prediction **[Collections](https://daily.dev/sources/collections)** · 2 min read · 2 upvotes · 0 comments ## Summary Black Forest Labs released FLUX 3, a unified multimodal model handling image, video, audio, and action prediction. Its robotics application (FLUX-mimic) is notable: rather than mapping camera input directly to motor commands, the model first predicts future motion internally using knowledge gained from large-scale video pretraining, then a smaller control model converts that into joint commands. The Self-Flow architecture enables cross-frame and cross-modality information sharing, reportedly halving fine-tuning data requirements for new tasks compared to prior approaches. The core thesis is that video generation pretraining serves as a physics prior for robotics, reducing dependence on scarce teleoperated robot demonstrations. ## Content Black Forest Labs introduced FLUX 3, a single multimodal model that handles image, video, audio, and action prediction together. The robotics angle is the interesting part. Standard vision-language-action models (VLAs) are pretrained on static images and text, which means they have no built-in sense of how objects move, deform, or interact over time. They have to learn all of that — contact dynamics, temporal causality, recovery from failure — from a relatively small set of teleoperated robot demonstrations. That's a lot to ask from limited data. FLUX 3 approaches this differently. Its backbone is trained to generate temporally consistent video, jointly with images and audio. To do that well, the model has to internally represent object motion, contact transitions, deformation, and event ordering. That knowledge comes from large-scale video pretraining rather than robot demonstrations. The action prediction side, called FLUX-mimic, doesn't directly map a camera frame to a motor command. Instead, FLUX 3 first builds an internal prediction of what should happen next — how the hand, object, and scene are likely to move — and then a smaller control model converts that predicted motion into joint and gripper commands. The future video is never actually rendered, so the system stays fast enough to react in real time. The architectural piece that makes this work is something BFL calls Self-Flow. Many video models can produce realistic footage without organizing their internal representations in a way that's useful downstream. Self-Flow trains FLUX 3 to share information more explicitly across frames, objects, and modalities. According to BFL, this lets the robot learn new tasks with roughly half the fine-tuning data compared to earlier mimic-video approaches, which themselves already used around 10x less robot training data than a comparable VLA. The core idea is straightforward: if a model already understands how the physical world tends to unfold from watching a lot of video, it needs far fewer robot demonstrations to learn a specific task on top of that foundation. ## Similar posts on daily.dev - [FLUX 3 x mimic: The Next Generation of Video-Action Models](https://daily.dev/posts/flux-3-x-mimic-the-next-generation-of-video-action-models-ixm7y902g) · Hacker News · 0 upvotes · 0 comments --- Tags: [#robotics](https://daily.dev/tags/robotics), [#multimodal](https://daily.dev/tags/multimodal), [#video-generation](https://daily.dev/tags/video-generation), [#flux](https://daily.dev/tags/flux) [View this post on daily.dev](https://daily.dev/posts/flux-3-is-a-multimodal-model-for-image-video-audio-and-action-prediction-h7wtyp1zw) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"FLUX 3 is a multimodal model for image, video, audio, and action prediction","url":"https://daily.dev/posts/flux-3-is-a-multimodal-model-for-image-video-audio-and-action-prediction-h7wtyp1zw","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/flux-3-is-a-multimodal-model-for-image-video-audio-and-action-prediction-h7wtyp1zw"},"datePublished":"2026-07-23T22:33:53.724Z","dateModified":"2026-07-24T21:33:11.288Z","description":"Black Forest Labs released FLUX 3, a unified multimodal model handling image, video, audio, and action prediction. 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