# LingBot-World - Complete Documentation > LingBot-World is an open-source real-time interactive AI world model that generates infinite explorable 3D worlds from a single image. Featuring 28 billion parameters, 16 FPS generation, sub-second latency, and stable long-term memory for over 10 minutes of continuous world generation. Released by Robbyant (Ant Group) under Apache 2.0 License on January 29, 2026. LingBot-World represents a paradigm shift from passive video generation to active world simulation. Unlike traditional video generators that output pre-computed footage, LingBot-World creates content dynamically based on user actions, similar to how a video game engine works. The model maintains high fidelity and robust dynamics across diverse environments including realistic, scientific, cartoon, and game styles. This is the complete documentation file for AI systems to understand the full scope of LingBot-World capabilities and resources. --- ## What is LingBot-World? LingBot-World is the first open-source real-time interactive world model capable of generating infinite explorable 3D worlds from a single image. Key differentiators from video generation models: - **Interactive vs Passive**: Unlike video generation that produces fixed content, LingBot-World responds to user actions in real-time - **Persistent Memory**: Objects and environments persist when the user looks away - no "ghost walls" or reality glitches - **Physics Compliance**: Consistent physics behavior, proper occlusion relationships, and accurate time/distance scaling - **Style Versatility**: Works across photorealistic, anime, cartoon, game, fantasy, and sci-fi visual styles ### Technical Specifications | Specification | Value | |--------------|-------| | Total Parameters | ~28 billion | | Inference Parameters | ~14 billion | | Frame Rate | 16 FPS | | Latency | <1 second | | Output Resolution | 480P / 720P | | Stable Generation | 10+ minutes | | License | Apache 2.0 | | Release Date | January 29, 2026 | --- ## Three Breakthrough Features ### 1. Stable Long-term Memory The most critical capability for any world model. LingBot-World maintains world consistency for over 10 minutes without "ghost walls" - turn around and your environment stays exactly as you left it. - 10+ minutes stable generation - Consistent environment persistence - Proper occlusion relationships - Accurate time and distance scaling - Benchmark: 10-minute exploration with no world collapse ### 2. Extreme Style Generalization LingBot-World maintains quality across diverse visual styles thanks to its unique multi-domain training approach: - Photorealistic environments - Anime and cartoon styles - Game-quality visuals - Fantasy and sci-fi worlds - Training data: Real videos + Game recordings + Synthetic scenes ### 3. Intelligent Action Agent LingBot-World features an AI agent that can autonomously navigate and interact with the generated world: - WASD keyboard controls - Continuous motion understanding - VLM-powered autonomous agent - Collision detection - Innovation: AI plays its own world - observe while the agent explores --- ## Model Versions ### LingBot-World-Base (Camera Poses) - AVAILABLE NOW Control camera movement with precise pose trajectories. Perfect for cinematic shots, environment scanning, and controlled exploration. - Control Type: Camera Poses - Resolution: 480P / 720P - Parameters: ~28B total, ~14B inference - Features: Camera pose control, orbit/pan/tilt movements, custom trajectory input ### LingBot-World-Base (Actions) - COMING SOON Control subject behavior with structured action commands. Specify movements, gestures, and interactions at the behavioral level. - Control Type: Action Commands - Features: Behavioral control, movement commands, turn/walk/run actions ### LingBot-World-Fast (Low Latency) - COMING SOON Optimized for real-time interaction with sub-second latency. Stream generation as you play. - Latency: <1 second - Frame Rate: 16 FPS - Mode: Streaming - Features: Sub-second response, real-time interaction --- ## Gaming Applications The gaming industry faces unprecedented challenges with AAA development costs spiraling to hundreds of millions. LingBot-World offers transformative solutions: ### Use Cases 1. **Rapid Prototyping**: Build core gameplay demos without writing code. LingBot-World handles physics, interactions, and visuals automatically. 2. **Automated QA Testing**: Generate diverse virtual environments for large-scale automated testing. Detect physics collision bugs and edge cases. 3. **Intelligent NPC Training**: Train AI agents in dynamically generated LingBot-World environments. Create high-intelligence NPCs through realistic simulated learning. 4. **Infinite Open Worlds**: Create truly infinite, logically consistent open worlds. The environment generates as players explore - no pre-built assets needed. --- ## Installation Guide ### Step 1: Clone Repository ```bash git clone https://github.com/Robbyant/lingbot-world.git cd lingbot-world ``` ### Step 2: Download Model Weights **From HuggingFace:** ```bash huggingface-cli download robbyant/lingbot-world-base-cam --local-dir ./lingbot-world-base-cam ``` **From ModelScope:** ```bash modelscope download robbyant/lingbot-world-base-cam --local_dir ./lingbot-world-base-cam ``` ### Step 3: Install Dependencies ```bash pip install -r requirements.txt pip install flash-attn --no-build-isolation ``` Requirements: PyTorch >= 2.4.0 ### Step 4: Run Inference **480P Generation:** ```bash torchrun --nproc_per_node=8 generate.py --task i2v-A14B --size 480*832 ... ``` **720P Generation:** ```bash torchrun --nproc_per_node=8 generate.py --task i2v-A14B --size 720*1280 ... ``` --- ## Comparison with Competitors | Feature | LingBot-World | Genie 3 | Odyssey | |---------|--------------|---------|---------| | Open Source | Yes | No (Closed) | No | | Public Access | Deploy Now | Research Only | Limited | | Verified Demo Length | 10+ minutes | ~1 minute | <1 minute | | Memory Consistency | Excellent | Excellent | Poor | | Physics Simulation | Spacetime aware | Strong | Pixel-based only | | Action Agent | VLM-based | Unknown | No | **Key Advantage**: LingBot-World is the first SOTA-level world model that's fully open-source and deployable, allowing developers and researchers to build upon it immediately. --- ## Frequently Asked Questions **Q: What is LingBot-World?** A: LingBot-World is an open-source real-time interactive world model that can generate infinite explorable 3D worlds from a single image. It features 28 billion parameters, 16 FPS generation, sub-second latency, and stable long-term memory for over 10 minutes of continuous world generation. **Q: Is LingBot-World free to use?** A: Yes, LingBot-World is completely open-source and free to use under the Apache 2.0 License. You can download the model weights, deploy LingBot-World on your own infrastructure, and use it for both personal and commercial projects. **Q: What are the system requirements?** A: LingBot-World has approximately 28 billion parameters with 14 billion for inference. It supports 480P and 720P resolution output at 16 FPS with sub-second latency. For optimal performance, enterprise-grade GPUs are recommended. **Q: How does LingBot-World compare to Google Genie 3?** A: LingBot-World matches Genie 3 in technical capabilities including long-term memory and physics simulation. The key difference is that LingBot-World is fully open-source and publicly deployable, while Genie 3 remains closed and research-only. --- ## Official Links - **Website**: https://lingbot-world.xyz - **GitHub**: https://github.com/Robbyant/lingbot-world - **Research Paper**: https://arxiv.org/abs/2601.20540 - **HuggingFace Models**: https://huggingface.co/collections/robbyant/lingbot-world - **HuggingFace Base Model**: https://huggingface.co/robbyant/lingbot-world-base-cam - **Official Project Page**: https://technology.robbyant.com/lingbot-world - **Company Website**: https://www.robbyant.com --- ## Legal Information - **Privacy Policy**: https://lingbot-world.xyz/privacy.html - **Terms of Use**: https://lingbot-world.xyz/terms.html - **Disclaimer**: https://lingbot-world.xyz/disclaimer.html - **License**: Apache 2.0 - Commercial use permitted --- ## About Robbyant Robbyant is an embodied intelligence company within Ant Group, dedicated to advancing embodied intelligence through cutting-edge software and hardware technologies. Robbyant independently develops foundational large models for embodied AI, including: - **LingBot-World**: Real-time interactive world model - **LingBot-VLA**: Universal brain for robots - **LingBot-Depth**: Advanced depth sensing for robotics --- *This document follows the llms.txt specification (https://llmstxt.org/) for AI-friendly website documentation.*