搭一个 AI Agent Demo，可能一个下午就够了。但要把它真正做到可以投入生产，完全是另一回事。 一个生产级 Agent 必须稳定在线、足够安全、控制好成本，而且当它不可避免地出问题时，你还得有足够的可观测性去弄清楚到底哪里出了错。这些能力几乎都不是模型本身提供的，而是来自你围绕模型搭出来的所有东西：记忆、工具访问、模型路由、护栏、成本控制，以及当 ...

When automating tasks with Python, you often want to call other programs on your machine. However, there is not just one ...

I leave my daily announcement posts to my PC. I only use X's official API and Python's standard features. No additional ...

Include the Python module in your pipeline, as a utility file. This works best if the module is specific to the pipeline. Add a shared module to your pipeline environment, in any pipeline that needs ...

Python 3.15 is expected to speed up some programs and simplifies handling immutable data. UTF-8 as standard requires testing.

The tiniest AI model I've tried on a Raspberry Pi 5 is only 29MB, and it's surprisingly handy ...

Big update to the open-source rigging framework adds unified facial rigging, a new animation picker, and 3D onion skinning.

Python 3.15 introduces lazy imports, UTF-8 as the default encoding, faster experimental JIT performance, and new profiling ...

Splice it in with one filter_complex: the original audio up to the start (atrim, then a 10 ms afade out), the new voice ...

Marking tasks done from the command line can't get better than this.

Build your own Apex Legends tier list calculator in 12 Python steps using real Season 29 pick-rate and win-rate data, not one ...

With Antigravity IDE and its coding agents, it takes no time at all to build a functioning web app with Astro, HTMX, and ...