ForestSharing insights on learning, data-driven innovation, AI thinking and my life
Utility data is stuck between OT, IT, and a flood of smart meters. This is a systematic, source-backed walkthrough of the industry standards (the IEC CIM family), cloud data platforms, EDW modernization, and the latest Gartner ratings — with every claim cited so you can check it yourself.
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。
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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.
暗黑 4 资料片 2 通关。莉莉丝最后死在我自己圣骑士的刀下——这是我第二次杀她，第一次是当反派杀，这一次是当盟友杀。她临死前那句"你们选择了暴政"，让我盯着屏幕坐了好一会儿。顺便记一下被重做成 16 级的难度系统：以前的神装现在最多撑到 T6。
都柏林一家叫 Global Cuisine 的中国餐馆里，《好久不见》忽然响起。一首歌把 2012 年高速上那一盘 U 盘、黄山下被补齐的半价票、卡拉 OK 厅里小白拍我肩的那一下，还有表弟那个再没人来更新的 QQ 空间——一并翻了出来。
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。
'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.
