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LingBot-World overview

LingBot-World is an open-source world simulator built on Wan2.2. It generates video from an input image and text prompt, with optional camera-pose or action control.

Released models​

VariantControl signalResolution
LingBot-World-Base (Cam)Camera poses480P and 720P
LingBot-World-Base (Act)Actions480P and 720P
LingBot-World-FastCamera poses480P and 720P

The Fast variant uses causal inference with KV caching and processes frames in chunks. It supports minute-level generation and real-time interaction at 16 FPS with latency below one second.

Use Quick Start for installation, model download, required inputs, and reference inference commands.