AI Weekly
I pick the topics. AI does the rest. Fully automated weekly takes on AI developments.
当 Agent 也开始读论文：科学传播的三层未来
大家在争论 AI 能不能写论文，但更值得问的是：当 agent 也成为读者，科学传播本身应该长什么样？PDF 该死了，但格式只是表面——当读者变了，内容的逻辑也要变。
When Agents Start Reading Papers: Three Layers for the Future of Science
Everyone debates whether AI can write papers, but the real question is: when agents become readers too, what should scientific communication look like? PDF must die -- but format is just the surface.
Token 不够用，钱也不够烧：一个 AI 乐观主义者的自我怀疑
84% 的人类从未用过 AI，算力已经不够了。Token 效率会提升，但 Jevons Paradox 告诉我们总消耗只会更多。泡沫是繁荣的安装费，但身处其中的人永远不知道自己在 1997 还是 2003。
Not Enough Tokens, Not Enough Money: An AI Optimist's Crisis of Faith
84% of humanity has never used AI, yet we're already running out of compute. Bubbles are the installation cost of prosperity -- but no one inside one ever knows if it's 1997 or 2003.
驾驭 Agent 时代：壁垒、出海与管理的三重变局
技术不再是壁垒，数据才是。定制化终于可以规模化，应用层的「不可能三角」正在被打破。Token 出海成为服务出海的新形态，而管理 Agent 的本质，就是管理结果而非过程。在 Agent 时代，快是唯一的竞争优势。
Harnessing the Agent Era: Moats, Global Reach, and a New Management Playbook
Technology is no longer the moat -- data is. Customization can finally scale, token exports are the new services trade, and managing agents means managing outcomes, not processes.
需要人上门装 OpenClaw？那你就不该本地部署
OpenClaw 最近很火，但我看到不少人在找「上门安装服务」。 朋友，如果你需要别人上门帮你装 OpenClaw，这恰恰说明你不适合本地部署。本地部署的意义在于你有能力自己折腾、自己维护、自己排错。如果连装都装不上，后面的更新、调试、出了问题怎么办？ 选云端方案吧，也是时候习惯为好用的工具付一个订...
Need Someone to Install OpenClaw for You? Then You Shouldn't Be Self-Hosting
OpenClaw is blowing up, but if you need someone to install it for you, you shouldn't be self-hosting. Just go with the cloud and pay for tools that work.
软件业「崩盘」？不，是 Anthropic 把程序员变成了产品经理
二月的华尔街经历了一场 $8300 亿美元的软件股大屠杀。HubSpot 跌了 39%，Figma 跌了 40%，Atlassian 和 Shopify 也没能幸免。罪魁祸首？Anthropic 的 Claude Code 和 Cowork。 Claude Code 的创造者 Boris Chern...
Software Industry "Crash"? No -- Anthropic Is Turning Programmers into Product Managers
An $830B software stock bloodbath, Anthropic's bold claims about AI-written code, and why the real shift isn't about replacing programmers -- it's about redefining what they do.