We have dumped JAX/SGLang and rewritten the entire RL and inference stack from scratch in C/C++, which took some extra time.

Training (aka pre-training) is done. Lot of cleanup was needed on the…

vm2api 使用虚拟机完全拟真方案的订阅转api. Contribute to dofastted/vm2api development by creating an account on GitHub.

MiniMax-H3-Image is coming. Stay Tuned!

H3 Image Now Live on @MiniMax_Code

大家一定要注意，不要手动去除冰箱里结的冰

MCP 的发展方向越来越抽象了。

Clerk 开始用它给 Agent 发 Skills。

一个工具调用协议，干着干着成了快递员。

Gemini 4 Carbon is our strongest model with state-of-the-art cybersecurity and long horizon capabilities.

@Dimdv99 @tetsuoai Not as good. Opus 5.5 is a masterpiece.

But Grok 5 should exceed Opus 5.5 and maybe that happens in 2 or 3 months, with continued acceleration thereafter.

发现现在是一个很神奇的事情，叫主页割裂成了两个情况。
一边认为 opus 写的代码尽善尽美，任何地方无可挑剔；
一边认为 Astra 虽慢 但是写的尽善尽美，虽然防御 但无严重过错。

以至于我现在真的很好奇 大家究竟喜欢哪一边的。

We've given all Pro, Max, Ultra, and Team users one free full reset, across all models and limits. Use it anytime before December 10 at 2:00PM PT.

We recently fixed a few small issues that used m…

OpenCode 这次真要好好解释一下了。

今天看到一份第三方团队公开的入侵复盘报告，本来以为又是一次 API Key 泄露，结果越往下看越离谱。

据报告披露，攻击者最初的入口竟然是一个 2025 年发布的 npm 包，里面直接硬编码了生产环境的 MCP 口令和模型密钥。

随后一路横向渗透，拿下 28 个 AWS 账户、129 个 GitHub 仓库的读取权限，以及 8 个生产数据库…

We're turning our lessons from defending OpenAI into practical tools for our customers. On Thursday, join us at Cyber at the Frontier, a live keynote, for our latest cyber announcements.

Working…

We’re spending up to 100B tokens across 26,040 agent runs to answer one question: when you switch models, should you switch harnesses too?

Our v1.0 FrontierHarness leaderboard ranked harnesses on…