Meet LingBot-World-Infinity: An Open Causal World Model With An Agentic Harness

Short summary

Ant Group released LingBot-World-Infinity, a 14B causal video model with a Director-Pilot agentic framework tackling long-horizon interactive scenarios through MoBA attention and distribution matching. Designed to overcome texture smearing and geometry warping in traditional world models. Release is constrained to one checkpoint under non-commercial CC BY-NC-SA license with no deployment code or benchmarks.

• •14B causal video model with Director-Pilot agentic harness from Ant Group's Robbyant unit
• •Uses MoBA attention and distribution matching to handle long-horizon drift in world models
• •Non-commercial license with limited release (one checkpoint, reference script only)

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