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 ...

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 ...

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

How OpenAI’s Core Experimentation team uses Codex to remove unused code, clean up stale experiments, and improve CI.

We’re giving developers, enterprises, scientists, and consumers access to Gemini 4 Argon, our latest frontier model.

"I spent half a day trying to set up a local Python environment only to have it break due to library version conflicts..." "I ...

The Gemini app gains more agentic functionality, including persistent tasks that can continue while users are away from their ...

Meta has released Muse Wonder and Muse Wonder Full, its most capable models so far. Muse Wonder is a frontier model from Meta ...

Alphabet is rated a Hold, as it is fairly valued at current levels, with a baseline DCF price target of $353.70, just 2% ...

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

Datalab’s OmniParseBench is an open OCR benchmark scoring parsers with 16,288 pass/fail tests across 2,937 pages, 92 ...

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