LLM Reference

Ling-3.0-flash-VL

Released
2026-09-04
Last refreshed
2026-09-08
Status
Researched today
Open sourceCommercial use: permittedMultimodalRAGAgentsLong contextVisionJSON / Tool useMultimodalAgent

Ling-3.0-flash-VL is available now for rag, agents, and long context with open-source and 131k context; evaluate it while provider pricing coverage matures.

Use it for

  • Teams evaluating rag, agents, and long context
  • Workloads that can use a 131k context window

Do not use it for

  • Cost-sensitive launches that need sourced token pricing
  • Teams that need a tracked hosted API route today
Specifications
Family
Ling 3.0
Released
2026-09-04
Context
131k
Parameters
124B (5.5B activated)
Architecture
Mixture of Experts
Specialization
multimodal
Openness
Open source
License
MITOSI-approvedCommercial use: permitted
Weights
Available
Code
Unknown
Training
Fine-tuned
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 token pricing is available yet.

About

Ling-3.0-flash-VL is InclusionAI's vision-language fine-tune of Ling-3.0-flash (124B total / 5.5B activated MoE) for image and video understanding, reasoning, function calling, and agentic tool use. Native config context is 131,072 tokens; the Hugging Face model card documents YaRN extension up to 1M tokens. MIT-licensed weights on Hugging Face (inclusionAI/Ling-3.0-flash-VL). No first-party USD API pricing published yet.

Top use-case fit: coding, agents, and build tasks

RAG

Included by capability and metadata signals in the decision map.

Agents

Included by capability and metadata signals in the decision map.

Long context

Included by capability and metadata signals in the decision map.

Provider price ladder

No tracked provider token pricing is available for this model yet.

Capabilities

VisionMultimodalReasoningJSON / Tool useStructured Outputs

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

inclusionAI/Ling-3.0-flash-VL