Ling-3.2-flash

Released
2026-11-05
Last refreshed
2026-11-06
Status
Researched 3d ago
ProprietaryCommercial use: restrictedMultimodalRAGAgentsLong contextVisionJSON / Tool use

Ling-3.2-flash is available now for rag, agents, and long context with 1M context; evaluate it while provider pricing coverage matures.

InclusionAI releases · 20 in the last 12 months · this family litChangelog →
Specifications
Family
Ling 3.0
Released
2026-11-05
Context
1M
Parameters
560B (25B active)
Architecture
Mixture of Experts
Specialization
general
Openness
Proprietary
License
ProprietaryRestricted
Weights
Not released
Code
Unknown
Training
Pretrained
Created by

InclusionAI is Ant Group's artificial general intelligence research lab, responsible for developing the Ling series of l

Hangzhou, China
Founded 2023
Website
Pricing

No tracked provider pricing is available yet.

About

Ling-3.2-flash is Ant Ling's (InclusionAI) native multimodal MoE, launched November 5, 2026 with 560B total / 25B active parameters and a 1M-token context window. It natively accepts image, text, and video input for complex visual understanding, multimodal long-horizon agents, 3D understanding, and medical multimodal tasks. It is available via Ant Ling's OpenAI- and Anthropic-compatible APIs.

Providers

No active provider routes are tracked for this model yet.

Capabilities

VisionMultimodalJSON / Tool use

Benchmark peer barsfor RAG

No task-mapped benchmark peers are available for this model yet.

Migration checks

No linked migration route is available for this model yet.

API versions

Ling-3.2-flash