https://aimfast.dev/articles/ Deep-dive signal analysis for indie developers. Weekly articles translating cross-platform signals into buildable opportunities. en Mon, 13 Jul 2026 23:43:20 GMT https://aimfast.dev/articles/4-000-en/ "On July 2nd, a thread appeared on Hacker News right on schedule. 255 comments, 564 participants, 109 upvotes to the front page." Thu, 02 Jul 2026 00:00:00 GMT https://aimfast.dev/articles/4-000-en/ https://aimfast.dev/articles/4-000/ "如果你认识这个帖子，你知道这意味着什么——每个月，一位叫 whoishiring 的用户都会发布两个帖子：一个给找工作的人，一个给招人的人。这个传统从 2015 年延续至今，每个月雷打不动。" Thu, 02 Jul 2026 00:00:00 GMT https://aimfast.dev/articles/4-000/ https://aimfast.dev/articles/daily-signal-2026-07-01-en/ "Tuesday afternoon, I stumbled across a post on Lobsters with a punchy title: \"When Impressive Performance Gains Do Not Matter.\" 23 comments, 139 engagement..." Wed, 01 Jul 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-07-01-en/ https://aimfast.dev/articles/daily-signal-2026-07-01/ "周二下午，我在 Lobsters 上看到一个帖子，标题很扎眼：“When Impressive Performance Gains Do Not Matter”（当令人印象深刻的性能提升无关紧要时）。23 条讨论，参与度 139，分数不算爆炸性高，但那个标题让我停下来想了十分钟。" Wed, 01 Jul 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-07-01/ https://aimfast.dev/articles/daily-signal-2026-06-30-en/ "Meta Description: 15 compiler engineers on Lobsters are debating a new memory management approach. It sounds like academic self-indulgence, but look closer..." Tue, 30 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-30-en/ https://aimfast.dev/articles/daily-signal-2026-06-30/ "Meta 描述: Lobsters 上 15 个编译器工程师在争论一种新的内存管理方案。这听起来像学术圈的自嗨，但如果你仔细看，会发现一个被 99% 开发者忽略的产品机会。" Tue, 30 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-30/ https://aimfast.dev/articles/cpu-29-en/ "Tuesday afternoon, a Lobsters post with only 14 comments stopped me cold. The title was deeply technical: \"Data Access Patterns That Makes Your CPU Really..." Mon, 29 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/cpu-29-en/ https://aimfast.dev/articles/cpu-29/ "周二下午，Lobsters 上一个帖子只有 14 条讨论，但它让我停下了所有工作。标题很技术：“Data Access Patterns That Makes Your CPU Really Angry”。翻译成人话：你写的代码里，有一种模式会让你的 CPU 在暗中崩溃，而你完全不知道。" Mon, 29 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/cpu-29/ https://aimfast.dev/articles/32-har-en/ "Tuesday night, someone on V2EX posted a small tool — \"One-click record current tab network requests and export as HAR.\" The post got 3 replies, 2 platform..." Sun, 28 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/32-har-en/ https://aimfast.dev/articles/32-har/ "周二晚上，V2EX 上有人贴了个小工具——“一键录制当前标签页网络请求并导出 HAR”。发帖 3 个回复，2 个平台确认，32 分。按照 AimFast.Dev 的打分标准，这个分不算高，但它在\"买方明确度\"上拿了 3 分——不是最高，但足够让我停下来思考。" Sun, 28 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/32-har/ https://aimfast.dev/articles/tokens-tokens-en/ "Tuesday morning, an abstract on ArXiv stopped me cold. Fernando Vallecillos-Ruiz and his team did what many wanted but feared: they quantized large models..." Sat, 27 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/tokens-tokens-en/ https://aimfast.dev/articles/tokens-tokens/ "周二早上，ArXiv 上一篇论文的摘要让我停了下来。Fernando Vallecillos-Ruiz 和他的团队做了一件很多人想做但没敢做的事：他们把 GPT-4o、Claude 3.5 Sonnet 这些大模型量化压缩，然后拿去修代码 bug。结果出乎意料——量化后的模型，修复成功率平均下降了 7.4..." Sat, 27 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/tokens-tokens/ https://aimfast.dev/articles/ai-3-en/ "Slug: frontend-engineer-ai-replacement-product-opportunity" Fri, 26 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/ai-3-en/ https://aimfast.dev/articles/ai-3/ "Slug: frontend-engineer-ai-replacement-product-opportunity" Fri, 26 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/ai-3/ https://aimfast.dev/articles/garry-tan-claude-en/ "Tuesday morning, a GitHub repo racked up over 300,000 stars in 12 hours. Not a new AI model. Not a viral tool. It was YC CEO Garry Tan's personal Claude..." Fri, 26 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/garry-tan-claude-en/ https://aimfast.dev/articles/garry-tan-claude/ "周二早上，一个GitHub仓库在12小时内收获了超过30万个star。不是新的AI模型，不是爆火的工具，而是YC CEO Garry Tan的个人Claude配置文件——gstack，一套23个自定义工具的集合，让Claude扮演CEO、设计师、工程经理、QA。" Fri, 26 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/garry-tan-claude/ https://aimfast.dev/articles/claude-19-en/ "Tuesday afternoon, a post appeared on Hacker News. The title was a bit long, but every word dripped with a tone of \"it's over\":" Thu, 25 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/claude-19-en/ https://aimfast.dev/articles/claude-19/ "\"Ask HN: Anthropic banned me from using Claude Code and I don't know what to do\"" Thu, 25 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/claude-19/ https://aimfast.dev/articles/claude-code-19-en/ "Tuesday afternoon, a post on Hacker News got 78 upvotes and 87 comments. The title was blunt: \"Ask HN: Anthropic banned me from using Claude Code and I..." Thu, 25 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/claude-code-19-en/ https://aimfast.dev/articles/claude-code-19/ "周二下午，Hacker News 上一个帖子获得了 78 个赞和 87 条评论。标题很直白：\"Ask HN: Anthropic banned me from using Claude Code and I don't know what to do\"（我被 Anthropic 禁止使用 Claude Code..." Thu, 25 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/claude-code-19/ https://aimfast.dev/articles/daily-signal-2026-06-24-en/ "Tuesday afternoon, someone on Hacker News posted a thread with a deceptively simple title: \"Ask HN: What has been bothering you lately?\"" Wed, 24 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-24-en/ https://aimfast.dev/articles/daily-signal-2026-06-24/ "周二中午，Hacker News 上有人发了个帖子，标题特别简单：“Ask HN: What has been bothering you lately?”（最近什么事让你烦？）" Wed, 24 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-24/ https://aimfast.dev/articles/github-codeberg-en/ "Tuesday afternoon, a post on Lobsters caught my eye. A developer wrote a lengthy piece with a bland title — One Year with Codeberg. But buried inside was a..." Wed, 24 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/github-codeberg-en/ https://aimfast.dev/articles/github-codeberg/ "周二下午，Lobsters 上一个帖子引起了我的注意。一位开发者写了一篇长文，标题很平淡——《One Year with Codeberg》。但里面藏着一个数字让我停下来：他把整个项目从 GitHub 迁移到 Codeberg（一个开源的代码托管平台），一年后，他发现问题不在平台，而在“迁移”本身。" Wed, 24 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/github-codeberg/ https://aimfast.dev/articles/ai-7-en/ "On Tuesday afternoon, a post appeared on w2solo. The title was plain — \"Sharing How to Make Money Overseas: How to Buy a Domain?\" Zero replies, zero..." Tue, 23 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/ai-7-en/ https://aimfast.dev/articles/ai-7/ "周二下午，w2solo 上出现了一个帖子。标题很朴素——“出海挣美元分享之：怎么购买域名？”。0 条回复，0 条讨论，打分明细里跨平台只有 1 分。按照我们通常的信号筛选标准，这种东西连过滤器的第一道网都过不去。" Tue, 23 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/ai-7/ https://aimfast.dev/articles/daily-signal-2026-06-23-en/ "SEO Title: Leaving GitHub for Codeberg: 417 Devs Vote with Their Feet, Leaving You a $29/Month Opportunity" Tue, 23 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-23-en/ https://aimfast.dev/articles/daily-signal-2026-06-23/ "周二下午，Lobsters 上一个帖子，不算特别炸，55 分，14 条评论。标题很平淡：“One year with Codeberg”。" Tue, 23 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-23/ https://aimfast.dev/articles/151-19-en/ "Tuesday afternoon, a post appeared on Hacker News. The OP asked a question so simple it was almost absurd: \"What's been bothering you lately?\"" Mon, 22 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/151-19-en/ https://aimfast.dev/articles/151-19/ "44 个赞，151 条评论。不是 Show HN，不是工具发布，不是任何产品的 Launch。就是一个赤裸裸的抱怨收集帖。" Mon, 22 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/151-19/ https://aimfast.dev/articles/pdf-63-en/ "Tuesday afternoon, a project on Hacker News racked up 141 upvotes and 63 comments. Not an AI agent framework. Not a new programming language. It's a tool..." Mon, 22 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/pdf-63-en/ https://aimfast.dev/articles/pdf-63/ "周二下午，Hacker News 上一个展示项目获得了 141 个 upvote 和 63 条评论。不是什么 AI agent 框架，不是什么新的编程语言。是一个让 PDF 看起来像是被扫描过的工具。CLI 运行，或者浏览器里通过 WASM 执行。" Mon, 22 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/pdf-63/ https://aimfast.dev/articles/417-hacker-news-en/ "Tuesday afternoon, a Hacker News post racked up 241 comments and 457 upvotes in 24 hours. The title was direct: \"Are You in the Weights?\"" Sun, 21 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/417-hacker-news-en/ https://aimfast.dev/articles/417-hacker-news/ "周二下午，Hacker News 上一个帖子在 24 小时内获得了 241 条评论和 457 个赞。标题很直接：「Are You in the Weights?」" Sun, 21 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/417-hacker-news/ https://aimfast.dev/articles/daily-signal-2026-06-21-en/ "Tuesday afternoon, a post on Lobsters caught my eye. A German developer named Tim Wehrle wrote a blog post titled \"I Stored an Entire Website in a Favicon.\"" Sun, 21 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-21-en/ https://aimfast.dev/articles/daily-signal-2026-06-21/ "周二下午，Lobsters 上一个帖子引起了我的注意。一位叫 Tim Wehrle 的德国开发者，写了一篇博客，标题是《我把一个网站存进了Favicon图标里》。" Sun, 21 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-21/ https://aimfast.dev/articles/daily-signal-2026-06-20-en/ "Tuesday afternoon, a post on Lobsters racked up 43 comments. The title was blunt: \"I hate compilers.\" The author, Xe Iaso, was venting about one thing: he..." Sat, 20 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-20-en/ https://aimfast.dev/articles/daily-signal-2026-06-20/ "周二下午，Lobsters 上一个帖子收获了 43 条讨论。标题简单直接：\"I hate compilers\"（我讨厌编译器）。帖子作者 Xe Iaso 在抱怨一件事：他花了整整一周时间，就为了让一个 Rust 编译器能在 WASM..." Sat, 20 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-20/ https://aimfast.dev/articles/daily-signal-2026-06-19-en/ "Tuesday night, a post on Lobsters caught my eye. Not because it was lively — only 14 comments — but because it asked a question almost every builder..." Fri, 19 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-19-en/ https://aimfast.dev/articles/daily-signal-2026-06-19/ "周二晚上，Lobsters 上一个帖子引起了我的注意。不是因为它有多热闹——只有 14 条讨论——而是因为它问了一个几乎所有 Builder 都在假装有答案的问题：开源软件到底该怎么活下去？" Fri, 19 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-19/ https://aimfast.dev/articles/mac-50gb-en/ "Tuesday afternoon, a tool called DevCleaner launched on Product Hunt. 111 upvotes, 18 comments — not a blowout, but the comment section had a consistent..." Thu, 18 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/mac-50gb-en/ https://aimfast.dev/articles/mac-50gb/ "周二下午，Product Hunt 上一个叫 DevCleaner 的工具上线了。111 票，18 条评论——数据不算爆炸，但评论区的画风很统一。不是\"cool\"或\"nice\"，而是\"终于有人做了这个\"和\"我清理完 Cursor 缓存后，瞬间多了 12GB\"。" Thu, 18 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/mac-50gb/ https://aimfast.dev/articles/mac-ai-20gb-en/ "Tuesday night, I opened Product Hunt and spotted a tool called DevCleaner. 111 upvotes, 18 comments. Not huge numbers, but I stared at it for ten minutes." Thu, 18 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/mac-ai-20gb-en/ https://aimfast.dev/articles/mac-ai-20gb/ "周二晚上，我打开 Product Hunt，看到一个叫 DevCleaner 的工具。111 票，18 条评论。数字不大，但我盯着它看了十分钟。" Thu, 18 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/mac-ai-20gb/ https://aimfast.dev/articles/669gb-gopro-hn-29-en/ "Today's signal is the moment a hunter catches the scent of blood. It's not the grand narrative of \"AI will change the world,\" but a concrete, itch-inducing..." Wed, 17 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/669gb-gopro-hn-29-en/ https://aimfast.dev/articles/669gb-gopro-hn-29/ "今天的信号，是一个猎人闻到了血腥味的时刻。不是那种“AI 要改变世界”的宏大叙事，而是一个具体的、手痒的、能立刻动手的场景。" Wed, 17 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/669gb-gopro-hn-29/ https://aimfast.dev/articles/daily-signal-2026-06-17-en/ "Late Tuesday night, a post appeared on Hacker News with a title as bland as white bread: \"Ask HN: What are you working on? (June 2026).\" 303 upvotes, 1,096..." Wed, 17 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-17-en/ https://aimfast.dev/articles/daily-signal-2026-06-17/ "周二深夜，Hacker News 上出现了一个帖子，标题平淡得像白开水：“Ask HN: What are you working on? (June 2026)”。303 个赞，1096 条评论。" Wed, 17 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-17/ https://aimfast.dev/articles/34-3-en/ "Tuesday night, I stumbled across an HN post: Show HN: Kage – Shadow any website to a single binary for offline viewing. 683 upvotes, 137 comments,..." Tue, 16 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/34-3-en/ https://aimfast.dev/articles/34-3/ "周二晚上，我刷到了一条 HN 帖子：Show HN: Kage – Shadow any website to a single binary for offline viewing。683 个赞，137 条评论，参与度 957。按照我们情报科的打分系统，它得了 34 分——跨平台只有 1 分（只在 HN..." Tue, 16 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/34-3/ https://aimfast.dev/articles/daily-signal-2026-06-16-en/ "This week on Hacker News, Kage scored 681 upvotes and 137 comments, earning a signal score of 34 — but a cross-platform score of just 1. I walk through the..." Tue, 16 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-16-en/ https://aimfast.dev/articles/daily-signal-2026-06-16/ "本周 Hacker News 上 Kage 获得 681 赞和 137 条讨论，信号分数 34 分，但跨平台只有 1。我拆解了这个信号从发现、打分到判断“不追”的完整过程，教你如何用 30 分钟识别假机会，识别“谁先付钱”这个最关键的问题。" Tue, 16 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-16/ https://aimfast.dev/articles/daily-signal-2026-06-15-en/ "English Slug: code-review-tools-are-dead-wrong-opportunity" Mon, 15 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-15-en/ https://aimfast.dev/articles/daily-signal-2026-06-15/ "周二下午，我盯着 GitHub Trending 面板，看到一个熟悉又陌生的名字冲了上来：alibaba/open-code-review。" Mon, 15 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-15/ https://aimfast.dev/articles/27-garry-tan-en/ "Tuesday afternoon, a GitHub repo's star count jumped to 109,806. Named gstack, by Y Combinator CEO Garry Tan. He open-sourced his entire Claude Code setup —..." Sun, 14 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/27-garry-tan-en/ https://aimfast.dev/articles/27-garry-tan/ "周二下午，GitHub 上一个 repo 的 star 数跳到了 109,806。名字叫 gstack，作者是 Y Combinator 的 CEO Garry Tan。他把自己用的 Claude Code 配置——23 个工具——全部开源了。3 天之内，fork 数 16,322，综合讨论量突破 27 万。" Sun, 14 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/27-garry-tan/ https://aimfast.dev/articles/daily-signal-2026-06-14-en/ "Last Thursday, a post appeared on Hacker News. 1,438 upvotes, 353 comments. A software version release announcement generating this kind of heat usually..." Sun, 14 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-14-en/ https://aimfast.dev/articles/daily-signal-2026-06-14/ "上周四，Hacker News 上出现了一个帖子。1438 个赞，353 条评论。一个软件的版本发布公告能拿到这个热度，通常只有三种情况：Linux 内核、某个被所有人依赖的开源库、或者——一个包管理器升级了。" Sun, 14 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-14/ https://aimfast.dev/articles/27-star-garry-tan-en/ "Tuesday morning, I opened GitHub Trending and almost fell off my chair." Sat, 13 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/27-star-garry-tan-en/ https://aimfast.dev/articles/27-star-garry-tan/ "项目名叫 gstack，作者是 Garry Tan——Y Combinator 的 CEO。他把自己完整的 Claude Code 工作流打包成了一个开源仓库：23 个工具，涵盖 CEO、设计师、工程经理、发布经理、文档工程师、QA 六个角色。你 clone 下来就能拥有 YC 掌门人的 AI 开发配置。" Sat, 13 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/27-star-garry-tan/ https://aimfast.dev/articles/daily-signal-2026-06-13-en/ "Tuesday morning, a post appeared on Hacker News: Show HN: Homebrew 6.0.0. 1,404 upvotes, 340 comments. The package manager Mac developers know best got a..." Sat, 13 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-13-en/ https://aimfast.dev/articles/daily-signal-2026-06-13/ "周二上午，Hacker News 上出现了一个帖子：Show HN: Homebrew 6.0.0。1404 个赞，340 条评论。Mac 开发者最熟悉的包管理器迎来了大版本更新。" Sat, 13 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-13/ https://aimfast.dev/articles/30-3000-en/ "Tuesday morning, a Show HN post appeared on Hacker News: Extend UI – open-source UI kit for modern document apps. 79 comments, 240 upvotes, score of 30." Fri, 12 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/30-3000-en/ https://aimfast.dev/articles/30-3000/ "周二早上，Hacker News 上出现了一个 Show HN 帖子：Extend UI – open-source UI kit for modern document apps。79 条评论，240 个赞，分数 30 分。" Fri, 12 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/30-3000/ https://aimfast.dev/articles/daily-signal-2026-06-12-en/ "Tuesday at 2 AM, I was scrolling GitHub Trending and spotted a repo called datawhalechina/hello-agents. 58,543 stars, 7,163 forks, created 277 days ago." Fri, 12 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-12-en/ https://aimfast.dev/articles/daily-signal-2026-06-12/ "周二凌晨两点，我刷 GitHub Trending 看到一个 repo 叫 datawhalechina/hello-agents。58543 star，7163 fork，277 天前创建。" Fri, 12 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-12/ https://aimfast.dev/articles/30-3-en/ "Tuesday afternoon, a repo called hello-agents hit GitHub Trending." Thu, 11 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/30-3-en/ https://aimfast.dev/articles/30-3/ "它的数字很漂亮：58,310 star，7,126 fork，276 天活跃。在 GitHub 上，star 数是注意力最直接的标尺——这个 repo 的注意力密度，几乎等于一场小型的开发者集会。" Thu, 11 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/30-3/ https://aimfast.dev/articles/vercel-agent-en/ "On Tuesday afternoon, Vercel's zerolang repository on GitHub racked up 4,969 stars and 325 forks in just 26 days. Its README opens with: \"The Programming..." Thu, 11 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/vercel-agent-en/ https://aimfast.dev/articles/vercel-agent/ "周二下午，GitHub 上 Vercel 的 zerolang 仓库在 26 天内收获了 4,969 个 star 和 325 个 fork。它的 README 第一行写着：\"The Programming Language for Agents\"——给 AI Agent 用的编程语言。" Thu, 11 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/vercel-agent/ https://aimfast.dev/articles/ai-1312-en/ "Late Tuesday night, a post appeared on the Hacker News homepage. It wasn't flashy, nor was it a traditional \"Show HN hit.\" It was just an announcement from..." Wed, 10 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/ai-1312-en/ https://aimfast.dev/articles/ai-1312/ "周二深夜，Hacker News 首页出现了一个帖子。它既不炫酷，也不像传统意义上的“Show HN 爆款”。它只是 Anthropic 发布的一个公告：Claude Fable 5。但不到 24 小时，它收获了 1659 个赞和 1312 条评论。" Wed, 10 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/ai-1312/ https://aimfast.dev/articles/claude-fable-5-3770-en/ "Tuesday afternoon, a Hacker News post racked up 1,817 upvotes and 1,431 comments in 6 hours. It wasn't a startup launch or an open-source blowup — it was..." Wed, 10 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/claude-fable-5-3770-en/ https://aimfast.dev/articles/claude-fable-5-3770/ "周二下午，Hacker News 上一条帖子在 6 小时内获得了 1817 个赞和 1431 条评论。这不是一个创业公司的产品发布，也不是一个开源项目的爆火——而是 Anthropic 发布 Claude Fable 5 的公告帖。同期，GitHub Trending 上 \"Anthropic Skills\"..." Wed, 10 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/claude-fable-5-3770/ https://aimfast.dev/articles/30-80-en/ "Tuesday at 2 AM, I was staring at a GitHub Trending repo with 57,586 stars. datawhalechina/hello-agents — a Chinese tutorial teaching you how to build an AI..." Tue, 09 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/30-80-en/ https://aimfast.dev/articles/30-80/ "周二凌晨两点，我盯着 GitHub Trending 上一条 57,586 star 的仓库发呆。datawhalechina/hello-agents —— 一本中文教程，教你怎么从零开始构建 AI agent。274 天前发布的，今天又冲上了 Trending。" Tue, 09 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/30-80/ https://aimfast.dev/articles/daily-signal-2026-06-09-en/ "Tuesday morning, the vercel-labs/zerolang repo on GitHub hit 4,925 stars in 24 days. The tagline: \"The Programming Language for Agents.\"" Tue, 09 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-09-en/ https://aimfast.dev/articles/daily-signal-2026-06-09/ "周二上午，GitHub 上 vercel-labs/zerolang 这个 repo 在 24 天内拿下了 4925 个 star。项目简介写着“The Programming Language for Agents”——给 AI agent 用的编程语言。" Tue, 09 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-09/ https://aimfast.dev/articles/28-19-kyushu-en/ "At 2 AM on a Tuesday, a project appeared on Hacker News with only 28 comments. By my scoring system, it scored exactly 28 points — just barely crossing the..." Mon, 08 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/28-19-kyushu-en/ https://aimfast.dev/articles/28-19-kyushu/ "周二凌晨 2 点，Hacker News 上出现了一个只有 28 条评论的项目。按我的打分系统，它只得了 28 分——刚好超过触发行动线的门槛。但就是这条\"擦边球\"信号，让我在 3 小时内锁定了一个明确的 $19/月产品机会。" Mon, 08 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/28-19-kyushu/ https://aimfast.dev/articles/30-29-en/ "Tuesday morning, I was scanning GitHub Trending and spotted a repo with a score of just 30 — cross-platform verification scored 1, buyer clarity scored 1...." Sun, 07 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/30-29-en/ https://aimfast.dev/articles/30-29/ "周二凌晨，我在扫 GitHub Trending 时看到一个 repo 分数只有 30 分——跨平台验证 1 分，买家清晰度 1 分，照理说应该直接跳过。但当天的 Top 15 信号里，有 9 个 repo 都在做同一件事：给 AI agent..." Sun, 07 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/30-29/ https://aimfast.dev/articles/ai-29-cli-en/ "Tuesday afternoon, a Show HN post on Hacker News caught the attention of 241 developers. Not a new AI model, not a new programming language — something that..." Sat, 06 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/ai-29-cli-en/ https://aimfast.dev/articles/ai-29-cli/ "周二下午，Hacker News 上一个 Show HN 帖子吸引了 241 个开发者的注意。不是新的 AI 模型，不是新的编程语言，而是一个听起来有点反直觉的东西：Boxes.dev——\"扔掉 localhost，在云端跑 Claude Code 和 Codex\"。" Sat, 06 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/ai-29-cli/ https://aimfast.dev/articles/ai-agent-34-en/ "Early Tuesday morning, a Show HN post on Hacker News racked up 97 upvotes and 72 comments in 6 hours. The title: \"Boxes.dev: ditch localhost; run Claude..." Sat, 06 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/ai-agent-34-en/ https://aimfast.dev/articles/ai-agent-34/ "周二凌晨，Hacker News 上一个 Show HN 帖子在 6 小时内获得了 97 个赞和 72 条评论。帖子的标题是：“Boxes.dev: ditch localhost; run Claude Code and Codex in the cloud”。" Sat, 06 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/ai-agent-34/ https://aimfast.dev/articles/62-ai-en/ "Tuesday morning, a Show HN post caught my eye on Hacker News. A project called Boxes.dev, 62 comments, 85 upvotes. The title: \"ditch localhost; run Claude..." Fri, 05 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/62-ai-en/ https://aimfast.dev/articles/62-ai/ "周二早上，Hacker News 上一个 Show HN 帖子引起了我的注意。一个叫 Boxes.dev 的项目，62 条评论，85 个赞。标题是：\"ditch localhost; run Claude Code and Codex in the cloud\"——抛弃本地环境，在云端运行 Claude..." Fri, 05 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/62-ai/ https://aimfast.dev/articles/17-9-star-agent-en/ "Yesterday, 3 agent-related projects simultaneously hit GitHub Trending, one with 179K stars. Everyone's fixated on \"making AI write code,\" but I found a..." Thu, 04 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/17-9-star-agent-en/ https://aimfast.dev/articles/17-9-star-agent/ "昨天 GitHub 上 3 个 Agent 相关项目同时冲上 Trending 总榜，其中一个 17.9 万 Star。所有人都盯着“让 AI 写代码”，但我在 488 条 HN 评论里发现了一个完全不同的信号——有人愿意为“控制 AI 不犯错”每月付 $1,500。" Thu, 04 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/17-9-star-agent/ https://aimfast.dev/articles/ai-agent-uber-1-500-en/ "Tuesday afternoon, a post on Hacker News titled \"Uber's $1,500/month AI limit is a useful signal for AI tool pricing\" racked up 504 comments and 392..." Thu, 04 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/ai-agent-uber-1-500-en/ https://aimfast.dev/articles/ai-agent-uber-1-500/ "周二下午，Hacker News 上一个帖子《Uber's $1,500/month AI limit is a useful signal for AI tool pricing》引起了 504 条评论和 392 个赞。同一时间，GitHub 上 NousResearch/hermes-agent 以..." Thu, 04 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/ai-agent-uber-1-500/ https://aimfast.dev/articles/30-99-builder-en/ "This is precisely where methodology teaching is most valuable: Not every high-score signal is worth pursuing, but every low-score signal might contain gold." Wed, 03 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/30-99-builder-en/ https://aimfast.dev/articles/30-99-builder/ "> Slug: how-i-found-a-dollar29-opportunity-from-a-30-point-signal" Wed, 03 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/30-99-builder/ https://aimfast.dev/articles/ai-agent-agent-en/ "Tuesday afternoon, I opened GitHub Trending and spotted a project called CodexPlusPlus — 11,591 stars in 27 days. That’s not unusual in itself — AI tool..." Wed, 03 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/ai-agent-agent-en/ https://aimfast.dev/articles/ai-agent-agent/ "周二下午，我打开 GitHub Trending，看到一个叫 CodexPlusPlus 的项目，27 天拿了 11,591 个 star。这本身不奇怪——AI 工具项目拿 star 跟喝水一样。奇怪的是它的描述：“An enhanced tool for CodexApp, striving to make..." Wed, 03 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/ai-agent-agent/ https://aimfast.dev/articles/11-536-codex-1-en/ "Early Tuesday morning, a Rust project appeared on GitHub Trending." Tue, 02 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/11-536-codex-1-en/ https://aimfast.dev/articles/11-536-codex-1/ "它叫 BigPizzaV3/CodexPlusPlus，描述写得很朴素——\"让 Codex 变得更好用\"。10834 个 star，26 天，没有出现在 Hacker News，没有出现在 Reddit，没有出现在 Lobsters。" Tue, 02 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/11-536-codex-1/ https://aimfast.dev/articles/daily-signal-2026-06-02-en/ "Tuesday afternoon, I spotted a number on GitHub Trending: gsd-build/get-shit-done, 63,814 stars, 5,433 forks, in just 169 days." Tue, 02 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-02-en/ https://aimfast.dev/articles/daily-signal-2026-06-02/ "周二下午，我在 GitHub Trending 上看到了一个数字：gsd-build/get-shit-done，63,814 个 star，5,433 个 fork，只用了 169 天。" Tue, 02 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-06-02/ https://aimfast.dev/articles/ai-github-8000-star-en/ "Tuesday night, I refreshed the GitHub Trending page and a repo stopped me cold." Mon, 01 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/ai-github-8000-star-en/ https://aimfast.dev/articles/ai-github-8000-star/ "pewdiepie-archdaemon/odysseus：Self-hosted AI workspace。8 小时前发布，8181 个 star，1163 个 fork。" Mon, 01 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/ai-github-8000-star/ https://aimfast.dev/articles/ai-odysseus-8800-star-en/ "Tuesday morning, I was scrolling through GitHub Trending and froze. A project called Odysseus had racked up 8,800 stars in under 24 hours. 8,800. That..." Mon, 01 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/ai-odysseus-8800-star-en/ https://aimfast.dev/articles/ai-odysseus-8800-star/ "周二上午，我刷到 GitHub Trending 时愣了一下。一个叫 Odysseus 的项目，在不到 24 小时内拿了 8800 个 star。8800。这数字在 JavaScript 项目里不是没见过，但一个 self-hosted AI workspace 能涨成这样？我点了进去。" Mon, 01 Jun 2026 00:00:00 GMT https://aimfast.dev/articles/ai-odysseus-8800-star/ https://aimfast.dev/articles/garry-tan-23-agent-en/ "Tuesday morning, a repo hit GitHub Trending: garrytan/gstack. 104,981 stars, 15,653 forks, 80 days." Sun, 31 May 2026 00:00:00 GMT https://aimfast.dev/articles/garry-tan-23-agent-en/ https://aimfast.dev/articles/garry-tan-23-agent/ "周二早上，GitHub Trending 上出现了一个仓库：garrytan/gstack。104,981 个 star，15,653 个 fork，80 天。" Sun, 31 May 2026 00:00:00 GMT https://aimfast.dev/articles/garry-tan-23-agent/ https://aimfast.dev/articles/5-2-capcut-en/ "Tuesday afternoon, OpenCut's star count on GitHub Trending hit 52,075. I stared at that number for three seconds, then checked its fork count — 5,648. The..." Sat, 30 May 2026 00:00:00 GMT https://aimfast.dev/articles/5-2-capcut-en/ https://aimfast.dev/articles/5-2-capcut/ "周二下午，GitHub Trending 上 OpenCut 的星数跳到了 52,075。我盯着这个数字看了三秒，又回去看了眼它的 fork 数——5,648，341 天前创建的仓库，意味着平均每天 153 个新 star。如果你对 GitHub 生态不敏感，这个数字可能听起来就是个\"又一个开源项目火了\"的故事。" Sat, 30 May 2026 00:00:00 GMT https://aimfast.dev/articles/5-2-capcut/ https://aimfast.dev/articles/hello-world/ Welcome to aimfast.dev — your daily signal intelligence for indie developers. This is a sample article demonstrating the MDX publishing pipeline. Thu, 28 May 2026 00:00:00 GMT https://aimfast.dev/articles/hello-world/ https://aimfast.dev/articles/daily-signal-2026-05-28-en/ Thu, 01 Jan 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-05-28-en/ https://aimfast.dev/articles/daily-signal-2026-05-28/ Thu, 01 Jan 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-05-28/ https://aimfast.dev/articles/daily-signal-2026-05-29-en/ Thu, 01 Jan 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-05-29-en/ https://aimfast.dev/articles/daily-signal-2026-05-29/ Thu, 01 Jan 2026 00:00:00 GMT https://aimfast.dev/articles/daily-signal-2026-05-29/ https://aimfast.dev/articles/hello-world-en/ Thu, 01 Jan 2026 00:00:00 GMT https://aimfast.dev/articles/hello-world-en/