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LingBot-World 2.0 (Infinity) is out on Hugging Face interactive world model with: Hour-long generation with zero quality drift Rich actions & events: attack, cast spells, shoot, summon storms Agentic world: a Director Agent drives real-time world evolution 720p/60fps. Playable like a game

AK

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28,721 次观看 • 9 天前 •via X (Twitter)

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Robbyant released LingBot-World 2.0 (Infinity), a new open-source World model capable of generating hour-long experiences. > No quality decay, stable 720p / 60 fps real-time output. > Users can interact with the world via Actions. > The world is dynamic, with built-in agents generating new events in real time. > Multiplayer is supported within the same world. Testing time 👀

Robbyant released LingBot-World 2.0 (Infinity), a new open-source World model capable of generating hour-long experiences. > No quality decay, stable 720p / 60 fps real-time output. > Users can interact with the world via Actions. > The world is dynamic, with built-in agents generating new events in real time. > Multiplayer is supported within the same world. Testing time 👀

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15,272 次观看 • 8 天前

No words. Just wow. LingBot-World: A playable open-source world model built on Wan2.2+Qwen3-VL-2B; - real-time interactive simulation at 720p@16fps, <1s latency; - minute-long contextual memory. - open source!

No words. Just wow. LingBot-World: A playable open-source world model built on Wan2.2+Qwen3-VL-2B; - real-time interactive simulation at 720p@16fps, <1s latency; - minute-long contextual memory. - open source!

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36,604 次观看 • 5 个月前

🚨 The biggest challenge for interactive world models isn't image quality. It's drift Small prediction errors compound over time until the generated world falls apart. That's exactly what LingBot-World 2.0 (LingBot-World-Infinity) sets out to solve. A few things that stood out to me 🧵👇

🚨 The biggest challenge for interactive world models isn't image quality. It's drift Small prediction errors compound over time until the generated world falls apart. That's exactly what LingBot-World 2.0 (LingBot-World-Infinity) sets out to solve. A few things that stood out to me 🧵👇

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One of the biggest challenges LingBot-World 2.0 (Infinity) is trying to address isn't image quality. It's keeping an interactive world coherent over long periods. Once a model starts conditioning on its own predictions, small errors accumulate, eventually leading to visual drift. Here's how it works:

One of the biggest challenges LingBot-World 2.0 (Infinity) is trying to address isn't image quality. It's keeping an interactive world coherent over long periods. Once a model starts conditioning on its own predictions, small errors accumulate, eventually leading to visual drift. Here's how it works:

Markandey Sharma

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I've been reading through the LingBot-World 2.0 paper today, and I think one detail deserves more attention than the hour-long demo itself. Most interactive world models can generate impressive moments, but keeping an explorable world coherent over long sessions is a much harder problem errors gradually accumulate. LingBot-World 2.0 tackles that challenge by upgrading both world prediction and interaction, sustaining hour-level generation at stable 720p and 60 fps while remaining responsive in real time. The paper argues this comes from its causal training strategy, rather than simply extending generation length. Robbyant

I've been reading through the LingBot-World 2.0 paper today, and I think one detail deserves more attention than the hour-long demo itself. Most interactive world models can generate impressive moments, but keeping an explorable world coherent over long sessions is a much harder problem errors gradually accumulate. LingBot-World 2.0 tackles that challenge by upgrading both world prediction and interaction, sustaining hour-level generation at stable 720p and 60 fps while remaining responsive in real time. The paper argues this comes from its causal training strategy, rather than simply extending generation length. Robbyant

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Microsoft just dropped MineWorld on Hugging Face a Real-Time and Open-Source Interactive World Model on Minecraft

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We’re open-sourcing HY-World 2.0, a multimodal world model that generates, reconstructs, and simulates interactive *3D worlds* from text, images, and videos. Outputs can be integrated into game engines and embodied simulation pipelines. Key highlights: 🔹 One-click world generation Turn text or image into interactive 3D worlds automatically. 🔹 Pipeline-ready 3D outputs Editable 3D worlds for Unity and Unreal Engine, with standard 3D exports including mesh, 3DGS, and point clouds. 🔹 Unified world model system One model family for world generation and reconstruction across synthetic and real-world scenes. 🔹 Interactive character mode Explore generated 3D worlds in real time with physics-aware movement and collision support. ✨ Apply for access: 🔗 GitHub: 🤗 Hugging Face: 📄 Technical Report:

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Tencent Hy

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it's open source time, with a real leap for world models 🎉 NVIDIA's SANA-WM: a camera-conditioned world model that fits on one GPU. 60s of 720p in 34s on a single 5090 - 2.6B params and Apache 2.0!

it's open source time, with a real leap for world models 🎉 NVIDIA's SANA-WM: a camera-conditioned world model that fits on one GPU. 60s of 720p in 34s on a single 5090 - 2.6B params and Apache 2.0!

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At Avalon we are building "Real-time creating" - the ability to generate gameplay ready persistent worlds prompted from text. While others are building real-time video world models, Avalon is building real-time world generation inside a fully playable, persistent multiplayer engine. Internally running at 3840×2180 at 60 FPS. Built on Unreal Engine. Multiplayer by default. Persistent by default. Gameplay-ready by default. This is not a video latent replay. Not a simulation of interaction. It is a real 3D world with physics, logic, and authoritative multiplayer state. Avalon is trained on proprietary Avalon interaction data and powered by a hybrid system that combines language understanding, 3D model generation, procedural systems, and structured gameplay logic synthesis. Players can walk through a live world and generate environments, assets, mechanics, and entirely new gameplay modes using natural language. We accomplish this through a combination of 3D model generation, game logic generation based on our proprietary systems, and AI driven world creation. While other players are inside it. Changes persist instantly. State is synchronized in real time. Creation happens inside the world, not outside of it. Describe a biome. Spawn a civilization. Create a survival mode. Build a dungeon crawler. Launch a new game inside the world. Avalon interprets intent and integrates it directly into the live multiplayer environment. This is not a world model predicting video. This is a gameplay engine that understands language. If you can describe it, you can build it. And others can walk into it instantly.

At Avalon we are building "Real-time creating" - the ability to generate gameplay ready persistent worlds prompted from text. While others are building real-time video world models, Avalon is building real-time world generation inside a fully playable, persistent multiplayer engine. Internally running at 3840×2180 at 60 FPS. Built on Unreal Engine. Multiplayer by default. Persistent by default. Gameplay-ready by default. This is not a video latent replay. Not a simulation of interaction. It is a real 3D world with physics, logic, and authoritative multiplayer state. Avalon is trained on proprietary Avalon interaction data and powered by a hybrid system that combines language understanding, 3D model generation, procedural systems, and structured gameplay logic synthesis. Players can walk through a live world and generate environments, assets, mechanics, and entirely new gameplay modes using natural language. We accomplish this through a combination of 3D model generation, game logic generation based on our proprietary systems, and AI driven world creation. While other players are inside it. Changes persist instantly. State is synchronized in real time. Creation happens inside the world, not outside of it. Describe a biome. Spawn a civilization. Create a survival mode. Build a dungeon crawler. Launch a new game inside the world. Avalon interprets intent and integrates it directly into the live multiplayer environment. This is not a world model predicting video. This is a gameplay engine that understands language. If you can describe it, you can build it. And others can walk into it instantly.

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61,831 次观看 • 5 个月前