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NewsTopic · 蚂蚁百灵Ling模型1 min read·2026-10-15

Ant Group's Bailing Open-Sources Ling-3.1-flash: 560B Parameters, 1M Context, Targeting High-Cost-Efficiency Agent Tasks

Ant Group's Bailing has open-sourced the Ling-3.1-flash model, featuring ~560B total parameters and a 1M context window, aimed at office automation and complex agent tasks with low cost.

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2026-10-15 13:20 GMT+8

Ant Group's Bailing officially open-sourced its latest large model, Ling-3.1-flash, on October 15. The model has approximately 560 billion total parameters, activates about 25 billion parameters per token, and supports a context window of up to 1 million tokens. It is primarily designed for daily office work, long-cycle software development, and complex agent tasks.

According to a report by Zhidongxi, in public tests conducted by third-party evaluation agency Artificial Analysis, Ling-3.1-flash achieved an intelligence index of 41, with an output speed of approximately 210 tokens per second and a mixed calling price of about $0.19 per million tokens. This combination demonstrates a significant cost-performance advantage.

Zhidongxi's editorial team conducted hands-on tests covering financial statement analysis, work information organization, 3D scene construction, and mobile app development. The tests showed that the model could complete the entire workflow from data retrieval and organization to visualization, exhibiting comprehensive execution capabilities in complex long-horizon agent tasks.

It should be noted that these test results are based on specific task scenarios from the media editorial team and are not independent standardized benchmarks. Furthermore, although the model is now open-source, its stability and safety in broader production environments still require further validation by the community.

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  • 报道出处zhidx.com↗
Topic

蚂蚁百灵Ling模型

【背景】蚂蚁集团InclusionAI团队于2026年9月30日发布并随后开源了Ling-3.1-flash大模型。该模型总参数量约560B,每Token激活参数约25B,主打高性价比智能体任务。

3 steps0 piecesUpdated 2026-10-15 21:38

How it got here

  1. 2026-09-30蚂蚁InclusionAI发布Ling-3.1-flash,启动为期两周的免费试用,上下文限制为256K,权重暂未开源。
  2. 2026-10-08Ling-3.1-flash在OpenRouter上线,由Novita托管,继续提供免费访问至10月13日。
  3. 2026-10-15Ling-3.1-flash正式开源,解锁1M上下文窗口,公布560B总参数、25B激活参数及性价比数据。

What is still unsettled

  • Ling-3.1-flash的最终开源许可证具体条款是什么?是否完全兼容商用?
  • 在真实工作流中,1M上下文窗口的稳定性如何?是否存在因显存或推理优化导致的实际可用长度缩水?
  • ‘先试用后开源’的模式是否会成为未来超大参数开源模型的标准发布流程?
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