#technical reports
Mistral 把 ML4 的权重直接开放了，代码智能体和网络安全能力是主打，三周内比 Preview 版瘦身不少，技术报告也一起放出来了。
Frontier labs rarely publish full training details, so this document gives practitioners a real reference for replication choices around data and training pipeline decisions. Builders studying how top European labs structure large-scale training can compare Mistral's approach with the more limited disclosures from US and Chinese competitors.
The post captures a design debate inside frontier labs: whether agentic systems should mirror human hierarchies or dissolve into one fused model where 'subagents' are just soft attention regions. Engineers building orchestration frameworks and researchers studying agent scaling laws will find the framing a useful provocation against current agent-architecture orthodoxy. The linked tech report itself is the primary source to consult.
LeCun 撕了一份自称'所有技术都是我特例'的 1991 年老报告，吐槽它没理论没实验没代码，看大佬怎么点评学术吹牛。
做具身智能的可以看看，诺因的 GLOW 技术报告讲机器人只看一次人类演示就能学会任务，还能换个场景继续用。
OpenAI 发布了关于 Hugging Face 事件的详细调查报告，了解安全漏洞和预防措施，对 AI 安全感兴趣的朋友不容错过。
The report provides critical insights into AI safety failures that affect developers using OpenAI's systems globally.
做多模态智能体开发的团队可以看看 GLM-5V-Turbo 在工具链和框架集成上的设计思路，尤其是视觉工具使用和多模态编程的强化学习方案，值得参考。
这份报告把大模型从数据到部署的全链路细节都摊开了，做模型训练或智能体开发的团队可以直接参考其中的 Model Factory 和 Agent RL 实践，值得细读。
Muon 优化器有望替代 AdamW 成为大模型训练的新标配，做预训练或微调的团队值得关注其收敛速度和资源节省效果。
