Étiquette : world model

FLUX 3 – Real World Models: Towards Multimodal Flow Models as the Backbone of Visual Intelligence. | Black Forest Labs

FLUX 3 is our new multimodal foundation model. It jointly learns from images, videos, and audio within a unified architecture, because what it needs to learn is not any one of these elements in isolation. Instead, a model must learn a representation of the world: how objects hold together, how things move, and how events sound.

No single modality provides a complete description. Each is a projection of the same underlying reality, captured by different sensors, each of which loses some information in the process. Images capture spatial structures and relationships at a specific point in time. Videos restore the dimension of time and reveal temporal dynamics and physical laws. Audio reveals causal relationships between mechanical phenomena and acoustics that vision alone cannot detect. Language links these perceptions to goals, abstractions, and instructions.

Learn from one and you get a good model of that projection. Learn from all of them at once and their mutual constraints tell you more: the sound has to match the impact, the motion has to obey the mass, the future has to follow from the past. The modalities stop being separate and start being evidence about one underlying reality.

Source: FLUX 3 – Real World Models: Towards Multimodal Flow Models as the Backbone of Visual Intelligence. | Black Forest Labs

AMI Labs

“Advanced Machine Intelligence (AMI) is building a new breed of AI systems that understand the world, have persistent memory, can reason and plan, and are controllable and safe.We’ve raised a $1.03B USD (~€890M) round from global investors who believe in our vision of universally intelligent systems centered on world models.”

Source : AMI Labs – Updates

Meta chief AI scientist Yann LeCun plans to exit and launch own start-up

Mark Zuckerberg and Yann LeCun stand in front of a large Meta logo on a yellow background

“Zuckerberg’s pivot followed the botched release of Meta’s most recent Llama 4 model, which performed worse than the most advanced offerings from Google, OpenAI and Anthropic, while its Meta AI chatbot has failed to gain traction with consumers.LeCun, however, has long argued that the LLMs that Zuckerberg has put at the centre of his strategy are “useful” but will never be able to reason and plan like humans, increasingly appearing at odds with his boss’s AI vision.
Within Fair, LeCun has instead focused on developing an entirely new generation of AI systems that he hopes will power machines with human-level intelligence, known as “world models”. These systems aim to understand the physical world by learning from videos and spatial data rather than just language, though LeCun has said it could take a decade to fully develop the architecture.”

Source : Meta chief AI scientist Yann LeCun plans to exit and launch own start-up

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