Project Genie
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“世界模型”到底是什么?
虎嗅APP· 2026-03-08 03:04
Core Viewpoint - The article discusses the concept of "world models" in AI, emphasizing their potential to enable machines to understand, predict, and interact with the world, moving towards achieving Artificial General Intelligence (AGI) [4][6]. What is a World Model? - The definition of a world model is still evolving, but it is rooted in the idea that humans use mental models to predict outcomes based on their understanding of the world [7][8]. - World models are essential for AI to achieve true intelligence, allowing machines to simulate and predict the consequences of their actions [10][12]. - The concept has been explored since the 1940s, with significant developments in AI and reinforcement learning leading to the formalization of world models in recent years [9][17]. - A world model consists of three core components: observation of the world, prediction of future states, and learning to act within an internal representation of the world [18][24]. Why Study World Models? - World models differ from large language models (LLMs) in their objectives, training data, and outputs, focusing on dynamic understanding and interaction with the environment [28][30]. - The limitations of LLMs have prompted a renewed interest in world models, as they are seen as a necessary step towards achieving AGI [32][40]. - The emergence of multi-modal technologies has made it feasible to train effective world models, which require vast amounts of visual and action data [44][46]. Current Approaches to World Models - The industry is exploring various approaches to world models, which can be categorized into three layers: foundational theories, representation forms, and training objectives [49][50]. - The focus on world generation is crucial, as it lays the groundwork for understanding how the world evolves over time and how AI can interact with it [54][56]. - Two main technical routes for world generation are video generation and 3D spatial generation, each with its own advantages and challenges [56][70]. Impact on Key Industries - The robotics industry stands to benefit significantly from world models, as they can enable robots to understand and predict their environment, enhancing their adaptability and functionality [106][109]. - In autonomous driving, world models can improve the ability of systems to predict future scenarios, addressing current limitations in perception and decision-making [110][113]. - Wearable devices can evolve from simple data recorders to intelligent companions that understand and interact with the user's environment, fundamentally changing human-device relationships [114][116].
Project Genie | Skydiving
Google DeepMind· 2026-02-20 11:29
Project Genie is Google’s research prototype for creating playable worlds. With just a text or image prompt, you can generate interactive environments that build in real time, as you play them. Project Genie also features a gallery of premade worlds that users can play or remix. In this world, you can fly through the air as you descend from a mountaintop, and attempt to fly through the rings in your path. Learn more: https://labs.google/projectgenie ___ Subscribe to our channel https://www.youtube.com/@goog ...
Project Genie | Silver Sphere
Google DeepMind· 2026-02-20 11:29
Project Genie is Google’s research prototype for creating playable worlds. With just a text or image prompt, you can generate interactive environments that build in real time, as you play them. Project Genie also features a gallery of premade worlds that users can play or remix. In this world, try bumping off of the yellow balls, or check out the reflections in your smooth silver ball. racetrack. Learn more: https://labs.google/projectgenie ___ Subscribe to our channel https://www.youtube.com/@googledeepmin ...
Project Genie | Shine and Seek
Google DeepMind· 2026-02-20 11:29
Project Genie is Google’s research prototype for creating playable worlds. With just a text or image prompt, you can generate interactive environments that build in real time, as you play them. Project Genie also features a gallery of premade worlds that users can play or remix. In this world, scan the wetlands with your flashlight, and try to spot the foxes wandering in the dark. Learn more: https://labs.google/projectgenie ___ Subscribe to our channel https://www.youtube.com/@googledeepmind Find us on X h ...
Project Genie | Ruin Rover
Google DeepMind· 2026-02-20 11:29
Project Genie is Google’s research prototype for creating playable worlds. With just a text or image prompt, you can generate interactive environments that build in real time, as you play them. Project Genie also features a gallery of premade worlds that users can play or remix. In this world, you can explore the ruins of a mysterious monument as an RC car. Learn more: https://labs.google/projectgenie ___ Subscribe to our channel https://www.youtube.com/@googledeepmind Find us on X https://twitter.com/Googl ...
Project Genie | Rollerball
Google DeepMind· 2026-02-20 11:29
Project Genie is Google’s research prototype for creating playable worlds. With just a text or image prompt, you can generate interactive environments that build in real time, as you play them. Project Genie also features a gallery of premade worlds that users can play or remix. In this world, the blank space is your canvas, as your blue orb leaves a trail of paint everywhere you go, testing Genie's memory of your actions, reflections in the environment, and the physics of water. Learn more: https://labs.go ...
Project Genie | Puddle Jumper
Google DeepMind· 2026-02-20 11:29
Project Genie is Google’s research prototype for creating playable worlds. With just a text or image prompt, you can generate interactive environments that build in real time, as you play them. Project Genie also features a gallery of premade worlds that users can play or remix. In this world, you can hop through a rainy day on watercolor canvas as a pink rabbit. Learn more: https://labs.google/projectgenie ___ Subscribe to our channel https://www.youtube.com/@googledeepmind Find us on X https://twitter.com ...
Project Genie | Meadow
Google DeepMind· 2026-02-20 11:29
Project Genie is Google’s research prototype for creating playable worlds. With just a text or image prompt, you can generate interactive environments that build in real time, as you play them. Project Genie also features a gallery of premade worlds that users can play or remix. In this world, you can explore a mystical alpine woodland as a shiba inu at golden hour. Learn more: https://labs.google/projectgenie ___ Subscribe to our channel https://www.youtube.com/@googledeepmind Find us on X https://twitter. ...
Project Genie | Library Cat
Google DeepMind· 2026-02-20 11:29
Project Genie is Google’s research prototype for creating playable worlds. With just a text or image prompt, you can generate interactive environments that build in real time, as you play them. Project Genie also features a gallery of premade worlds that users can play or remix. In this world, you can wander around a cozy library, passing through doorways to explore the different rooms of an ever-expanding manor house. Learn more: https://labs.google/projectgenie ___ Subscribe to our channel https://www.you ...
Project Genie Gallery | Ice Palace
Google DeepMind· 2026-02-20 11:29
Project Genie is Google’s research prototype for creating playable worlds. With just a text or image prompt, you can generate interactive environments that build in real time, as you play them. Project Genie also features a gallery of premade worlds that users can play or remix. In this world, you can ride your snowmobile through a colorful city built in ice and bathed in light, navigating around obstacles. Learn more: https://labs.google/projectgenie ___ Subscribe to our channel https://www.youtube.com/@go ...