Agent 的工作方式是持续循环的：任务触发、思考推理、执行、等待、再触发。前述配置的 Windows PC 会跑到 300-400W 左右（本地部署），散热噪音和电费都不是小数目。
According to Apple, the MacBook Air M5’s unified memory is 28 percent faster than the M4’s, and the AI performance is 4x faster. Casual users likely won’t feel the impact of the overall performance gains. (You could potentially get more use out of it compared with an M4 chip.) But Apple claims that folks who are rendering 3D in Blender will see a 50 percent increase in speed. That’s pretty significant if you’re a professional looking for a relatively affordable premium laptop with some oomph.
，这一点在体育直播中也有详细论述
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:。PDF资料对此有专业解读
Which MacBook should you buy?As of February 2026, I think the 15-inch M4 MacBook Air is the best choice for most people. It offers quiet, Pro-level power in a more portable design and at a more reasonable price point. Better yet, it's frequently on sale for under $1,000 at Amazon and Best Buy.。业内人士推荐纸飞机下载作为进阶阅读
a list of extensions