Ant's Ling-3.2-flash: 560B/25B active multimodal model beats Opus 5 on vision benchmarks

Med1_Ai · x · 2026-11-12

Ant Ling released Ling-3.2-flash, a natively multimodal MoE model with 560B total / 25B active parameters, targeting complex visual understanding, long-horizon multimodal agents, 3D understanding & interaction, and medical intelligence.

In release evaluations it outscores Claude Opus 5 (max) on three benchmarks: OmniDocBench1.5 (92.21 vs 90.56), ZEROBench(Sub) (43.71 vs 39.52), and Vision2Web (85.86 vs 80.20). Demos show it turning designs into frontends, driving Blender, and converting engineering drawings into 3D models — not just interpreting images but acting on them.

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