MiniMax M3.1 Flash

Today, we officially roll out MiniMax M3.1 Flash.

今天，我们正式发布 MiniMax M3.1 Flash。

Space Bunny 🐰, which processed more than 200 trillion tokens while operating anonymously, was an early version of MiniMax M3.1 Flash.

Space Bunny 🐰 是 MiniMax M3.1 Flash 的早期版本，它在匿名运行期间处理了超过 200 万亿个 token。

As a next-generation Flash model, M3.1 Flash delivers a generational leap in agentic tasks, coding, Computer Use and cybersecurity, while making online inference nearly three times faster and reducing usage costs by 70%.

作为下一代 Flash 模型，M3.1 Flash 在智能体任务、编程、计算机使用和网络安全方面实现了代际飞跃，同时将在线推理速度提高了近三倍，并将使用成本降低了 70%。

M3.1 Flash improves across a broad range of benchmarks, reaching the level of leading models in complex agentic tasks (cowork), computer use, software development (coding), and cybersecurity.

M3.1 Flash 在广泛的基准测试中均有提升，在复杂智能体任务（协同工作）、计算机使用、软件开发（编程）和网络安全方面达到了领先模型的水平。

Complex Tasks and Automation:

复杂任务与自动化：

Coding and Software Engineering:

编程与软件工程：

We have further optimized M3.1 Flash’s inference efficiency through more aggressive sparsity. In everyday use, output speeds can reach 200+ TPS (tokens per second), with median (P50) speeds consistently reaching 170+ TPS.

我们通过更激进的稀疏化进一步优化了 M3.1 Flash 的推理效率。在日常使用中，输出速度可达 200+ TPS（每秒 token 数），中位数（P50）速度稳定在 170+ TPS。

For agentic tasks, the model’s overall usage cost is 70% lower than its predecessor.

对于智能体任务，该模型的整体使用成本比上一代降低了 70%。

Flat pricing per 1M tokens: $0.15 input · $0.60 output · $0.015 cached input.

每 100 万 token 的统一价格：输入 $0.15 · 输出 $0.60 · 缓存输入 $0.015。

Across three benchmarks—Automation-Bench for complex agentic task execution, DeepSWE for real-world coding, and Agents’ Last Exam (ALE) for computer use in real-world tasks with economic value—M3.1 Flash delivers performance on par with top models at a very low task cost, setting a highly competitive new standard for performance and cost.

在三个基准测试中——用于复杂智能体任务执行的 Automation-Bench、用于真实世界编程的 DeepSWE，以及用于具有经济价值的真实世界计算机任务的 Agents’ Last Exam (ALE)——M3.1 Flash 以极低的成本提供了与顶级模型相当的性能，为性能和成本设定了极具竞争力的新标准。

M3.1 Flash is now available through the MiniMax API, M Plan, and MiniMax Code. Model weights will be released later.

M3.1 Flash 现已通过 MiniMax API、M Plan 和 MiniMax Code 提供。模型权重将于稍后发布。

Download MiniMax Code for desktop: https://agent.minimax.io/download

下载 MiniMax Code 桌面版：https://agent.minimax.io/download

Subscribe to M Plan: https://www.minimax.io/m-plan

订阅 M Plan：https://www.minimax.io/m-plan

API access: platform.minimax.io

API 访问：platform.minimax.io

Flash represents our ongoing exploration of the balance between efficiency and capability. Pro, which pushes the boundaries of intelligence, will also arrive later.

Flash 代表了我们对效率与能力之间平衡的持续探索。旨在突破智能边界的 Pro 版本也将于稍后推出。

Intelligence with Everyone.

让智能惠及每个人。