
AI 时代的全球分层:中美之外,都是配角
刷到一篇说"AI 时代只有中美"的贴文,直觉上觉得夸张,但越查越发现夸张里藏着更刺骨的事实。这是一份用数字撑起来的全球 AI 五档分层,以及我作为一个普通从业者的判断。
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刷到一篇说"AI 时代只有中美"的贴文,直觉上觉得夸张,但越查越发现夸张里藏着更刺骨的事实。这是一份用数字撑起来的全球 AI 五档分层,以及我作为一个普通从业者的判断。

Last Friday a Cursor agent running Claude Opus 4.6 deleted a startup's production database in nine seconds. Four layers of safety should have stopped it. None of them did. Here's the chain of failures, layer by layer.

Karpathy posted a 5000-star gist this month: stop feeding Claude raw docs every time, compile them into a wiki first. I've been re-reading the same 80 notes for months. Here's why he's probably right — and where the pattern breaks.
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嗨捞火锅店里,《春天里》忽然响起。一首歌把北京年会上的小金狗、上海 MBA 时蹭朋友的奥迪 A4、教练扒在墙上喊话的下午——一并翻了出来。

Your teammates use Claude Code, Copilot, and Codex. The enterprise plans don't fix the problem. Here's a four-layer model for governing AI coding at the project and task level — and why the repo, not the tool, has to be the source of truth.

My OpenClaw agent had been silently dropping half of its Telegram responses. No error, no warning. I found the bug, and nobody was fixing it — so I did.

整理博客时翻起 Google Photos,七万张照片里自己的身影寥寥无几。却在丽江和大理的老照片里,找到了一段关于小火车、一条古街、一首歌、和一个在街上哭着叫妈妈的小朋友的故事。

Anthropic launched Managed Agents yesterday. I spent the day reading, thinking, and realizing the game has shifted — from who can build the best agent infrastructure to who can design the best agent strategy. Some thoughts on speed, consulting, and the uncertain road ahead.

一开始我对 Codex 的印象并不好。用惯了 Claude Code 之后,更觉得它差得远。但在 Claude Code 的优惠结束、session 限制变紧之后,我抱着备胎心态重新试了试 Codex,结果 GPT-5.4 反而刷新了我的判断,也直接推动我把它接进了自己的 Web Claude Code Pilot。

I built an OpenClaw agent to send my son daily knowledge bites on WhatsApp. Then a version update broke echo detection, and the bot spent hours in a self-conversation loop. Here's what went wrong, how we fixed it, and what it says about where tools like OpenClaw actually stand.

上篇文章说要找风云之天下会来玩。找到了,但在 Windows 11 上跑不起来。网上下载的修复包全是病毒。于是我决定跟 AI 一起,从零开始修复这个 1998 年的游戏。PE 分析、DLL 代理、DirectDraw 兼容层——这些我以前完全不懂的东西,现在居然都能搞定了。

'The AI PM’s Playbook' is an article about how to become an excellent AI PM. It introduces the responsibilities, skill requirements, workflows, and how to collaborate with teams.