Ling 3.0 Flash

inclusionAI· released 23 Jul 2026

inclusionai/ling-3.0-flash
Input / 1M tokens
$0.021
Output / 1M tokens
$0.063
Context window262K tokens

Longest answer: 33K tokens

reads textopen weightstool callingreasoning

About

Ling 3.0 Flash is an inclusionAI model described as a 124B-parameter mixture-of-experts model, with about 5.1B parameters active for each token. Its design priorities are token efficiency and production-scale agentic inference. The model accepts text and returns text, with a context window of 262,144 tokens and a maximum output of 32,768 tokens. It supports tools and reasoning. Open weights are available, and its Hugging Face ID is inclusionAI/Ling-3.0-flash. Its model ID is inclusionai/ling-3.0-flash. Input costs $0.021 USD per 1M tokens and output costs $0.063 USD per 1M tokens. The maker and lab are inclusionAI. It was released on 2026-07-23. Those parameters and token rates are useful starting points for teams evaluating text-based agentic inference; the listed input modality is text only. The official listing is https://openrouter.ai/inclusionai/ling-3.0-flash.

Who it is for

It suits teams looking at text-based agentic inference, especially where token efficiency is a priority. Open weights may also matter to builders choosing a model they can access in that form.

What is good

  • Open weights are available
  • Tools and reasoning are supported
  • Context window is 262,144 tokens
  • Input costs $0.021 USD per 1M tokens

What to know first

  • Accepts text input only
  • Maximum output is 32,768 tokens

Verdict

Ling 3.0 Flash combines an MoE design with a stated focus on token efficiency and agentic inference. Its text-only input and 32,768-token output limit are important constraints to check against a workload.

Details

Lab
inclusionAIopenrouter.ai · 3 Oct 2026
Context
262Kopenrouter.ai · 3 Oct 2026
Input price
$0.021 / 1Mopenrouter.ai · 3 Oct 2026
Output price
$0.063 / 1Mopenrouter.ai · 3 Oct 2026
Max output
32,768 tokensopenrouter.ai · 3 Oct 2026
Inputs
textopenrouter.ai · 3 Oct 2026
Open weights
Yesopenrouter.ai · 3 Oct 2026

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