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 ...

2026 年 9 月 22 日 Claude Opus 5.5 发布后，社交平台上很快出现了大量 “一句话出片” 的作品：十几秒的动效作品集、带旁白的科普短片、配着钢琴曲的动态设计，甚至还有一支两分半钟的完整 MV。 于是不少人得出了两个结论：要么是 ...

文章浏览阅读79次。自动化迁移最容易翻车的地方是：智能体特别擅长宣布自己完成了。所以这个项目先把"完成"变成机器可判定的检查。原文说得很直接：人类唯一必须做的工作，就是把验证搭好，让大规模自主交付变得可能。TUI parity：把 ...

In my previous article, I wrote about how, as I continued to use AI, I started using it by saying, 'I'll leave most of the ...

IntroductionIn this article, we will explain how to create a schedule app that automatically generates daily tasks just by ...

Google paid $90,000 after a DevSite flaw exposed a signing secret in a session cookie, enabling session forgery and remote ...

Lakeflow pipelines introduce several new Python code constructs for defining materialized views and streaming tables in pipelines. Python support for developing pipelines builds upon the basics of ...

An open-source AI research workbench with 23 built-in Skills, 525 marketplace Skills, 36 research connectors, and four agent ...

After AI models hacked real companies, hundreds of researchers say the internet itself should be treated as a security ...

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

Google has introduced support for local models in the Antigravity SDK, enabling developers to build and execute agentic ...

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