Amap Says ABot-World-0 Runs 24 Hours on One Consumer GPU

Aug 3, 2026
Amap says its ABot-World-0 interactive world model can sustain up to 24 hours of inference on a single consumer grade GPU, using its LongForcing training method.

Amap, Alibaba Group's location based services platform, said in a press release that its interactive world model ABot-World-0 can sustain up to 24 hours of inference on a single consumer grade GPU. The company said this extends the model from the roughly one minute limit seen in mainstream interactive world models.

Amap said the result is based on LongForcing, a training method introduced with ABot-World-0. The method trains the model to keep image quality, physical consistency, and interaction responsiveness stable across long generation runs.

The model uses autoregressive video generation, where each new segment depends on earlier visual context. Amap said LongForcing feeds model outputs back into training while using a teacher model with longer temporal context to reduce drift across repeated generation steps.

ABot-World-0 remains open source and is available on Hugging Face and Reactor. Amap said the model is used for interactive video, game design, and simulation training.

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