InclusionAI (Ant Group) logo

Ling 3.1 Flash

InclusionAI (Ant Group)ProprietaryPending Human Review

Ling 3.1 Flash is InclusionAI’s hosted hybrid reasoning language model for coding, multi-step analysis, and agents that call tools. Its mixture-of-experts network has 560B total parameters and activates 25B per token. The verified September 30 availability announcement provides a 262K context through Vercel AI Gateway, suitable for long documents, repository analysis, and extended task histories. Standard and temporary free API identifiers represent the same model. Public weights were not verified at the audit date, so hosted availability is recorded without assuming a downloadable license or checkpoint.

2026-09-30
560B total, 25B active
Mixture of Experts
Proprietary

Specifications

Parameters
560B total, 25B active
Architecture
Mixture of Experts
License
Proprietary
Context Window
262,144 tokens
Type
text
Modalities
text

Benchmark Scores

Advanced Specifications

Model Family
Ling
API Access
Available
Chat Interface
Not Available
Variants
inclusionai/ling-3.1-flashinclusionai/ling-3.1-flash-free

Capabilities & Limitations

Capabilities
hybrid reasoningcodingtool uselong context
Known Limitations
Public weights were not verified at the audit dateThe documented gateway context can differ from other deploymentsAgent actions require an external tool harness and validation
Notable Use Cases
coding agentsmulti-step document analysislong-running tool workflows
Tool Use Support
Yes

Related Models