这个被杨植麟称为“目前最智能的模型”，拿到LMAren榜单上的全球开源模型代码能力、视觉能力第一；视觉能力上仅次于Gemini和GPT系列模型；代码能力仅次于Claude和Gemini。
一键接入 OpenClaw 的 MaxClaw，这一点在safew官方版本下载中也有详细论述
南方周末：那是否可以理解为，这种关于速度的选择，其实是有意识的决定，而不是完全即兴发生的？，推荐阅读搜狗输入法2026获取更多信息
I then added a few more personal preferences and suggested tools from my previous failures working with agents in Python: use uv and .venv instead of the base Python installation, use polars instead of pandas for data manipulation, only store secrets/API keys/passwords in .env while ensuring .env is in .gitignore, etc. Most of these constraints don’t tell the agent what to do, but how to do it. In general, adding a rule to my AGENTS.md whenever I encounter a fundamental behavior I don’t like has been very effective. For example, agents love using unnecessary emoji which I hate, so I added a rule: