Robbyant GitHub avatar

lingbot-world-v2

Robbyant

LingBot-World 2.0 is an advanced world model that generates infinite, real-time interactive 3D scenes with versatile actions and an agentic harness for autonomous character and environment control.

Stars

1,421

7-day growth

No data

Forks

96

Open issues

6

License

NOASSERTION

Last updated

2026-07-14

AI repository intelligence
FR-AI / ANALYSIS

Why it is worth attention

It introduces an unbounded interaction horizon with consistent quality, real-time 720p 60fps video, diverse interactive elements (attacking, archery, magic, etc.), and a novel agentic harness that decouples character planning from environmental synthesis.

Who it is for

  • AI researchers in generative world models
  • Game developers seeking real-time interactive environments
  • Robotics and embodied AI simulation engineers
  • Content creators for interactive media and virtual worlds

Use cases

  • Generating infinite, consistent game-like environments with real-time interaction
  • Providing dynamic simulation backgrounds for embodied agent training
  • Enabling real-time interactive video content creation
  • Demonstrating agentic planning and environment co-generation in world models

Strengths

  • Unbounded interaction horizon without degradation in output quality
  • Real-time inference at 60 fps for 720p video via distilled causal-fast model
  • Rich set of text-driven interactive actions and events
  • Integration of an agentic harness (pilot + director agents) for autonomous behavior and scene evolution

Considerations

  • Non-commercial license (CC BY-NC-SA 4.0) restricts commercial use
  • Heavy dependency on Wan2.2 codebase and multi-GPU setup (8 GPUs required for inference)
  • Only the 14B causal-fast model is released; other variants (causal-pretrain, bidirectional, smaller models) are TODO
  • Deployment code not provided; users must rely on third-party solutions like SGLang or flashdreams

README quick start

Installation

Clone the repo:

Description

Infinite Worlds with Versatile Interactions

Related repositories

Similar projects matched by category, topics, and programming language.

lopopolo
Featured
lopopolo GitHub avatar

harness-engineering

Harness Engineering is a methodology for improving coding agent outputs by carefully crafting the environment around them—providing curated context, tools, and executable constraints that encode an organization’s nonfunctional requirements and cumulative lessons.

AI & Machine LearningAI Agents
2,390
slvDev
Featured
slvDev GitHub avatar

esp32-ai

A 28.9 million parameter language model runs on an $8 ESP32-S3 microcontroller entirely on-device, generating simple stories at about 9.5 tokens per second.

AI & Machine LearningLarge Language Models
1,960
littledivy
Featured
littledivy GitHub avatar

mimic

mimic captures traffic from any iOS or web app and automatically generates a Python client library that lets you call the app's API like a regular library.

AI & Machine Learning
1,482