>Unveiling the true potential of technology

想听周华健的《爱相随》，YouTube 却自己切到了下一首——他和李度合唱的《难以抗拒》。一首歌，把大二那年装进寝室的那台电视、满天风沙里周淮安最美的那场死、老三跟风买来的那双马靴，还有大学四年里三剑客的春夏秋冬，一并翻了出来。

开车去给小狗买狗粮，YouTube 切到了周杰伦的《稻香》。一首歌，把惠普那两年的耳机、一辆三个人拼出来的出租车、一把莫名其妙的切披萨的刀，还有望远镜里那张拽得不行的脸——一并翻了出来。

Opus 4.8 ships with dynamic workflows that can fan out to a thousand subagents. The docs aren't joking. Here's what that actually feels like from a metered Max 5x seat — and why the most-hyped feature of the release is, for small users, a beautiful gadget I'm not going to use.

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。

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.

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。

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。

看了袁腾飞聊五代十国食人魔的视频，想到黄巢、五胡乱华、文革，也想到我们这些普通人其实过好日子没多少年。

'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.