Ling 3.1 Flash

by InclusionAI Intelligent Reasoning Fast Agentic

Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.

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Specifications

Specifications for Ling 3.1 Flash
LabInclusionAI
Context window262.1K tokens
Input price $0.00/1M
Output price $0.00/1M
ReleaseOct 2026

Strengths

  • 560B MoE with 25B active params per forward pass
  • Hybrid reasoning with tool-call support for agents
  • 262K context with 32K max completion tokens
  • Zero-cost launch pricing on OpenRouter

Weaknesses

  • No independent benchmark scores published yet
  • No open-weight release listed at launch
  • Launch pricing is likely temporary

Best for

  • Agentic tool-use workflows on a budget
  • Long-context reasoning and document work
  • Prototyping before 3.1 pricing settles

In Depth: Ling 3.1 Flash

Summary

Ling 3.1 Flash is an AI model from InclusionAI.

Released in Oct 2026. It takes text input and produces text output, with a context window of 262.1K tokens. Input pricing is $0.00 per 1M tokens and output is $0.00 per 1M tokens on OpenRouter.

Sources & Further Reading

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