RyanLee

Head of DevRel @MiniMax_AI.
Building @MiniMaxAgent and @Hailuo_AI.
Find me:

[RyanLee @RyanLeeMiniMax]

No.1. Again! 🎉 Thanks for all OSS developers!

MiniMax M2.7 has only 230B parameters with 10B activated, yet delivers excellent results and outstanding performance. @MiniMax_AI

It is particularly well-suited for open-source agents such as @openclaw , hermes @NousResearch , and @opencode etc.
Moreover, it is totally free for individual developers.

We will continue to provide better models and updates to the community.

@huggingface

[RyanLee @RyanLeeMiniMax]

@Yifan_Ye @vidhanmertiya 😂

[RyanLee @RyanLeeMiniMax]

🔥 MiniMax-M3 just got faster.

Thanks for all the excitement around MiniMax-M3 — the response has been far beyond our expectations.
Last night, we rolled out a major inference upgrade:

🛠️ Fixed an issue that could occasionally produce abnormal tokens
💾 Increased memory and improved cache efficiency
🚀 ~50% higher throughput, with most users now seeing 50–70 TPS

You should notice a much smoother experience today.
More optimizations are on the way. ❤️

[RyanLee @RyanLeeMiniMax]

@butaji For all user

[RyanLee @RyanLeeMiniMax]

@hao47582057 @Designarena @MiniMax_AI @Zai_org @Kimi_Moonshot 你好 有具体的 case 吗 我们排查一下

[RyanLee @RyanLeeMiniMax]

MiniMax-M3 is rank #6 on https://t.co/myhk0Z6tSp

[Vals AI @ValsAI]

MiniMax just released MiniMax-M3, their first multimodal model. It is the new open-weight SOTA on the Vals Index and the Vals Multimodal Index, and #6 overall.

[MiniMax (official) @MiniMax_AI]

Watch M3 reach the frontier 🚀

[实践哥MinLi @MinLiBuilds]

跟祖传的 20K context 说 bye bye 了。

MiniMax M3 发布了，三个亮点：
1M context、原生多模态、Agentic。

我这次做了一次完整评测，使用CC workflow 、 @ZenMuxAI和MiniMax M3：

给一张截图，做一个“凡人修仙剑阵对决手势游戏”。

要求是：支持双人对决 、使用 workflow 拆解任务、加入石头剪刀布机制。

2 小时后，游戏真的跑起来了。

这一代LLM的版本答案我知道了：
1M 上下文 + 多模态+ agent 模式。
1M context 是推理深度的基础，多 agent 负责拆任务和执行。

[RyanLee @RyanLeeMiniMax]

@2cute2bird @MiniMax_AI we will fix it, something bug

[RyanLee @RyanLeeMiniMax]

@willccbb Will be openweight next week

[RyanLee @RyanLeeMiniMax]

MiniMax-M3 will by arrive on HuggingFace openweight at next week!

[MiniMax (official) @MiniMax_AI]

Introducing MiniMax M3: The First Open-Weights Model to Combine Three Frontier Capabilities

- Coding & Agentic Frontier: 59.0% SWE-Bench Pro, 66.0% Terminal Bench 2.1, 34.8% SWE-fficiency, 28.8% KernelBench Hard, 74.2% MCP Atlas
- MiniMax Sparse Attention scales context to 1M
- Natively Multimodal from Step Zero

API: https://t.co/fHRdSV7BwZ
Token Plan: https://t.co/BDCycxepZw
🚀New! MiniMax Code: https://t.co/GvB4YiB6Ul

Weights & Tech Report in ~10 Days

[MiniMax (official) @MiniMax_AI]

Introducing MiniMax M3: The First Open-Weights Model to Combine Three Frontier Capabilities

- Coding & Agentic Frontier: 59.0% SWE-Bench Pro, 66.0% Terminal Bench 2.1, 34.8% SWE-fficiency, 28.8% KernelBench Hard, 74.2% MCP Atlas
- MiniMax Sparse Attention scales context to 1M
- Natively Multimodal from Step Zero

API: https://t.co/fHRdSV7BwZ
Token Plan: https://t.co/BDCycxepZw
🚀New! MiniMax Code: https://t.co/GvB4YiB6Ul

Weights & Tech Report in ~10 Days

[RyanLee @RyanLeeMiniMax]

@indrawxyz @jiayuan_jy @SkylerMiao7 Here it is
https://t.co/h41HwaCnVE

[elie @eliebakouch]

new minimax sparse attention compared to deepseek v3.2 (DSA) and v4 (CSA)

main changes:
- based on GQA not MLA
- block level selection like in CSA but attention is done on the real KV, not in the compressed dimension

[RyanLee @RyanLeeMiniMax]

@bleysg Agree, we will run this DeepSWE

[RyanLee @RyanLeeMiniMax]

Recently, we took time to consolidate all of the work behind M2 and published it here: our M2 paper on arXiv

It’s been just over six months since we first open-sourced M2 on December 23 last year.
During that time, a number of our ideas and systems have been broadly adopted by the open-source community — including CISPO, Forge RL System, Self-Evolution.
Over the past six months, we’ve felt incredible enthusiasm from the open-source community. Nearly every model release reached the #1 spot on the Hugging Face leaderboard.

Now it’s time for a new chapter.
We’re getting ready for M3.

MSA paper is on the road.
https://t.co/jeLPMhtuIx

[RyanLee @RyanLeeMiniMax]

Hello Discord Team

We are the official MiniMax team, and we are reporting a Discord server that is impersonating MiniMax and using our brand name in a misleading way. The impersonating server is using the invite link: https://t.co/LjRORax8gE invite link has been registered by an unauthorized party before us, and it is being used in a way that misleads users into believing that the server is affiliated with the official MiniMax community. This creates confusion for our users and may harm our customers’ rights and safety. Reported unauthorized Discord server/channel: https://t.co/5La2XR06oy official MiniMax Discord server/channel is: https://t.co/hFvV48P0Xz We request Discord to review this case and remove or revoke the unauthorized custom invite link “minimax” from the impersonating server. We also request that Discord take appropriate action against the server if it violates Discord’s policies on impersonation, misleading identity, abuse, or intellectual property conflict.

[RyanLee @RyanLeeMiniMax]

Hello Stanislav
We are the official MiniMax team, and we are reporting a Discord server that is impersonating MiniMax and using our brand name in a misleading way.
The impersonating server is using the invite link:
https://t.co/kXioUyg8ZR
This invite link has been registered by an unauthorized party before us, and it is being used in a way that misleads users into believing that the server is affiliated with the official MiniMax community. This creates confusion for our users and may harm our customers’ rights and safety.
Reported unauthorized Discord server/channel:
https://t.co/ydavzDQn0k
Our official MiniMax Discord server/channel is:
https://t.co/hFvV48P0Xz

We request Discord to review this case and remove or revoke the unauthorized custom invite link “minimax” from the impersonating server. We also request that Discord take appropriate action against the server if it violates Discord’s policies on impersonation, misleading identity, abuse, or intellectual property conflict.

[RyanLee @RyanLeeMiniMax]

[IMPORTENT]
Hello Discord Team,
We are the official MiniMax team, and we are reporting a Discord server that is impersonating MiniMax and using our brand name in a misleading way.
The impersonating server is using the invite link:
https://t.co/kXioUyg8ZR
This invite link has been registered by an unauthorized party before us, and it is being used in a way that misleads users into believing that the server is affiliated with the official MiniMax community. This creates confusion for our users and may harm our customers’ rights and safety.
Reported unauthorized Discord server/channel:
https://t.co/ydavzDQn0k
Server ID:
1497142936683413546
Our official MiniMax Discord server/channel is:
https://t.co/hFvV48P0Xz
Official Server ID:
1448635100148535461
We request Discord to review this case and remove or revoke the unauthorized custom invite link “minimax” from the impersonating server. We also request that Discord take appropriate action against the server if it violates Discord’s policies on impersonation, misleading identity, abuse, or intellectual property conflict.
MiniMax is the legitimate owner/operator of the MiniMax brand and official community. The unauthorized use of the “minimax” invite link is misleading users and interfering with our ability to provide a safe official community experience.

Thank you for your help.
Best regards,

[RyanLee @RyanLeeMiniMax]

@ToNYD2WiLD @DataLearnerAI API first, and open weights when the weight is ready