Introducing Ling-3.2-flash, Ant Ling's native multimodal model:...
Ant Ling@AntLingAGI
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Nov 06, 2026
~1 min read
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Introducing Ling-3.2-flash, Ant Ling's native multimodal model: 560B total / 25B active parameters.
Stronger complex visual understanding, long-horizon multimodal agents, 3D understanding & interaction, and medical intelligence.
Outscores Opus 5 (max) in release evaluations:
- OmniDocBench1.5: 92.21 vs 90.56
- ZEROBench(Sub): 43.71 vs 39.52
- Vision2Web: 85.86 vs 80.20
Stronger complex visual understanding, long-horizon multimodal agents, 3D understanding & interaction, and medical intelligence.
Outscores Opus 5 (max) in release evaluations:
- OmniDocBench1.5: 92.21 vs 90.56
- ZEROBench(Sub): 43.71 vs 39.52
- Vision2Web: 85.86 vs 80.20
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Demo: Multi-agent collaboration
Ling-3.2-flash coordinates specialist agents using shared context to turn Q2 financial data into an analysis report, a six-slide board deck and a highlights video, then refines the deliverables in response to user feedback.
Ling-3.2-flash coordinates specialist agents using shared context to turn Q2 financial data into an analysis report, a six-slide board deck and a highlights video, then refines the deliverables in response to user feedback.
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Demo: Frontend design & professional tools
Ling-3.2-flash turns visual intent into responsive frontends with animation, operates Blender through UI actions and parameter changes, and turns engineering drawings into 3D models for the web.
Ling-3.2-flash turns visual intent into responsive frontends with animation, operates Blender through UI actions and parameter changes, and turns engineering drawings into 3D models for the web.
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Demo: 3D scenes from 2D references
From one 2D reference image, Ling-3.2-flash recreates game and simulation assets. It inspects headless renders of material spheres, compares roughness, normal maps and bump detail, and iteratively refines scripts for high-fidelity results.
From one 2D reference image, Ling-3.2-flash recreates game and simulation assets. It inspects headless renders of material spheres, compares roughness, normal maps and bump detail, and iteratively refines scripts for high-fidelity results.
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Demo: Documents into deliverables
Ling-3.2-flash reads research PDFs, including equations and diagrams, and implements the algorithms in working code. It also turns business materials into brochures, using visual previews to refine layout and spacing.
Ling-3.2-flash reads research PDFs, including equations and diagrams, and implements the algorithms in working code. It also turns business materials into brochures, using visual previews to refine layout and spacing.
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Demo: Everyday health assistance
From meal photos to a weekly food journal: Ling-3.2-flash identifies ingredients, estimates portions and uses nutrition data to estimate calories and nutrient balance, then organizes the results into an illustrated log.
From meal photos to a weekly food journal: Ling-3.2-flash identifies ingredients, estimates portions and uses nutrition data to estimate calories and nutrient balance, then organizes the results into an illustrated log.
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Try Ling-3.2-flash on Computrix.
Bring your own images and real-world tasks, and explore what it can do.
computrix.ai/sg/models/mode…
Bring your own images and real-world tasks, and explore what it can do.
computrix.ai/sg/models/mode…
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Join the Ant Ling community on Discord.
Share what you build with Ling-3.2-flash, exchange ideas with other developers, and tell us what you want to see next.
discord.gg/jQtDsU5J6C
Share what you build with Ling-3.2-flash, exchange ideas with other developers, and tell us what you want to see next.
discord.gg/jQtDsU5J6C
