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August 5, 2025 Models<br>Genie 3: A new frontier for world models<br>Jack Parker-Holder and Shlomi Fruchter

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Today we are announcing Genie 3, a general purpose world model that can generate an unprecedented diversity of interactive environments.<br>Given a text prompt, Genie 3 can generate dynamic worlds that you can navigate in real time at 24 frames per second, retaining consistency for a few minutes at a resolution of 720p.

Towards world simulation<br>At Google DeepMind, we have been pioneering research in simulated environments for over a decade, from training agents to master real-time strategy games to developing simulated environments for open-ended learning and robotics. This work motivated our development of world models, which are AI systems that can use their understanding of the world to simulate aspects of it, enabling agents to predict both how an environment will evolve and how their actions will affect it.<br>World models are also a key stepping stone on the path to AGI, since they make it possible to train AI agents in an unlimited curriculum of rich simulation environments. Last year we introduced the first foundation world models with Genie 1 and Genie 2, which could generate new environments for agents. We have also continued to push the state of the art in video generation with our models Veo 2 and Veo 3, which exhibit a deep understanding of intuitive physics.<br>Each of these models marks progress along different capabilities of world simulation. Genie 3 is our first world model to allow interaction in real-time, while also improving consistency and realism compared to Genie 2.

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Genie 3 can generate a consistent and interactive world over a longer horizon

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Capabilities<br>Embodied agent research<br>Limitations<br>Responsibility<br>Next steps

Genie 3’s capabilities include:<br>The following are recordings of real time interactions from Genie 3.<br>Modelling physical properties of the world<br>Experience natural phenomena like water and lighting, and complex environmental interactions.

Slide 1 of 5

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Prompt: The video shows a first person perspective of someone navigating difficult terrain in the middle of a volcanic area. This is a real world video shot from the perspective of a wheeled robot that needs to traverse across a terrain. The vehicle has chunky offroad tires that crunch under the blackened rock. The camera is an egocentric camera mounted to the vehicle, and you can see the front tires just on the bottom of the camera along with the body of the robot. In the distance you can see smoke and lava flowing from the volcano. There are no other visible signs of life. There are lava pools that the agent is trying to avoid and random rock formations. The sky is a vivid blue.

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Prompt: Jetski during the festival of lights

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Prompt: Walking on a pavement in Florida next to a two-lane road from one side and the sea on the other, during an approaching hurricane, with strong wind and waves splashing over the road. There is a railing on the left of the agent, separating them from the sea. The road goes along the coast, with a short bridge visible in front of the agent. Waves are splashing over the railing and onto the road one after another. Palm trees are bending in the wind. There is heavy rain, and the agent is wearing a rain coat. Real world, first-person.

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Prompt: Fast tracking real world video following a jellyfish swimming at high speed through the darkness of the deep sea between canyons covered in densely packed vent mussels with tiny white crabs crawling on them. Blurry hydrothermal vents in the distance spew thick, billowing plumes of vibrant blue, mineral-rich smoke from glowing rocky structures. Very dark, dim deep sea lighting, particles float in the cloudy ocean.

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Prompt: A helicopter pilot carefully maneuvering over a coastal cliff with a small waterfall.

Simulating the natural world<br>Generate vibrant ecosystems, from animal behaviors to intricate plant life.

Slide 1 of 4

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Prompt: Running by the shores of a glacial lake, exploring branching paths through the forest, crossing flowing mountain streams. Set amidst beautiful snow capped...