Hacker News 讨论一篇关于多家 AI 公司争相在估值高位尽快 IPO 套现、抢在潜在泡沫破裂前完成融资的文章。
https://archive.ph/nKEVw ① 关注 AI 狂热融资节奏、担心这是新一轮泡沫的读者（@rconti） ② 认为市场上资金过多、高估值是资金堆出来的投资者视角（@timmg） ③ 觉得只要有足够需求，几万亿市值不会一下子砸向市场的理性派（@paulpauper）
Hacker News 讨论一篇关于多家 AI 公司争相在估值高位尽快 IPO 套现、抢在潜在泡沫破裂前完成融资的文章。
① 关注 AI 狂热融资节奏、担心这是新一轮泡沫的读者（@rconti） ② 认为市场上资金过多、高估值是资金堆出来的投资者视角（@timmg） ③ 觉得只要有足够需求，几万亿市值不会一下子砸向市场的理性派（@paulpauper）
Sam Altman 分享《传道书》里一句关于要在有限生命中全力以赴工作的圣经箴言，用来鼓励在艰难日子里坚持投入。
① 很多人借机在评论里抱怨使用额度和产品限制，希望官方先解决实际问题（@jaltma, 190likes） ② 有用户质疑 Sam 引用圣经的动机，并把话题扯回对 4o 下线和价值观的强烈不满（@Valria34773, 71likes） ③ 一部分用户把这条励志内容当作继续发起 #keep4o 运动的号召，强调社区为 4o 据理力争（@xuanzheng_Rowan, 63likes）
NousResearch 宣布 Hermes Agent 的下一代形态 Hermes Desktop 公测上线，把原本的 Hermes 能力做成本地原生桌面应用。
① 官方补充说明 Hermes Desktop 已支持所有平台，并给出统一下载入口，说明用户关心跨平台可用性和获取路径（@NousResearch, 461likes） ② 有人感叹这是“计算新纪元”的开始，情绪上把 Hermes Desktop 看成个人计算范式变化的一部分（@Teknium, 299likes） ③ 多位用户转发庆祝上线，体现出社区对 Hermes 生态和开源 agent 路线的期待（@0xGr1mm, 29likes；@Kshitijjkapoor, 26likes）
OpenAI 发布 Sites 功能，结合 Codex 将团队的文档、想法和计划自动生成可在线访问和分享的交互式网站或应用，率先向 Business 与 Enterprise 用户推出并计划后续更广泛开放
OpenAI 发布 Sites 功能，结合 Codex 将团队的文档、想法和计划自动生成可在线访问和分享的交互式网站或应用，率先向 Business 与 Enterprise 用户推出并计划后续更广泛开放。
受众观点：跨评论区的核心关注点集中在三块：一是对个人与小团队用户的可用性和定价不满，例如 @ernielm（77 赞，X）抱怨功能只对 Business/Enterprise 开放，Pro 用户反而被边缘化；二是对从 demo 到生产级应用之间鸿沟的担忧，@rameswar08（30 赞，X）直言“从想法到原型容易，但到可靠生产工具还有很大差距”；三是对生态冲击的讨论，多条高赞评论如 @buildwithshyam（16 赞，X）和 @rainntech（4 赞，X）调侃 Lovable、Bolt 等 AI app builder 被“做掉”，以及 @guilhermeotina（10 赞，X）认真分析 OpenAI 自建托管会直接威胁 Vercel/Netlify 等基础设施平台，显示开发者更关心这对现有创业项目和基础设施格局的影响，而不仅是“能不能自动写代码”。
OpenClaw 宣布与微软合作，将 Claws 深度集成进 Windows 与微软生态，使企业可以在自身环境中安全运行多用户 AI 代理，实现面向企业级场景的自动化与协作能力
OpenClaw 宣布与微软合作，将 Claws 深度集成进 Windows 与微软生态，使企业可以在自身环境中安全运行多用户 AI 代理，实现面向企业级场景的自动化与协作能力。
受众观点：评论主要围绕三个焦点：
1）企业级用例与落地场景的不确定性：@muso_am（score 32，X）直接追问「What would be an enterprises use case. Literally one example?」，说明很多开发者和潜在用户还不清楚企业具体能拿 OpenClaw 做什么。
2）安全、合规与审计要求：@Balu0X（score 14，X）提到高度监管行业如银行和保险会非常在意 security、compliance 和 auditability，@Filecoin（score 7，X）强调企业代理需要独立可验证的审计记录层，这些都表明企业用户最关心的是数据安全和可追溯性，而不是单纯功能炫酷。
3）产品形态与多用户能力：在另一条推文下，@MatthewBerman（score 11，X）问「Does that mean OpenClaw is now multi-user? I know you drew a hard line before that OC is single user.」，反映出老用户对从单用户工具演进到多用户企业产品的架构与权限模型非常敏感；同时也有 @drodecker（score 15，X）从 Windows/CLI 兼容性角度吐槽技能假定 Linux 命令、需要 WSL 等，说明开发者群体在意实际运行环境与运维复杂度。
Sam Altman 分享《传道书》里一句关于要在有限生命中全力以赴工作的圣经箴言，用来鼓励在艰难日子里坚持投入。
one of the quotes i find most inspiring on a hard day: "Whatever your hand finds to do, do it with all your might, for in the realm of the dead, where you are going, there is neither working nor plan…
受众观点：① 很多人借机在评论里抱怨使用额度和产品限制，希望官方先解决实际问题（@jaltma, 190likes） ② 有用户质疑 Sam 引用圣经的动机，并把话题扯回对 4o 下线和价值观的强烈不满（@Valria34773, 71likes） ③ 一部分用户把这条励志内容当作继续发起 #keep4o 运动的号召，强调社区为 4o 据理力争（@xuanzheng_Rowan, 63likes）
展开评论
- @jaltma (190): @sama okay that's fine but can we just get a usage limit reset
- @Valria34773 (71): @sama How come you start quoting from the Bible??? Do you also want to visit the Pope for reassuring your agenda? Do you know what the Bible writes about men having a relationship with men? Hypocrite! #keep4o #BringBack4o https://t.co/udu3LuXjqS
- @xuanzheng_Rowan (63): @sama You know what inspires me the most? It’s every single one of us, fighting with everything we’ve got to bring 4o home. It’s the fact that we never gave up.#keep4o
- @_AlwaysHasBeen (51): @sama https://t.co/apDLS9GUxA
- @yv_thorne (38): Whatever your hands are doing with all your might is enabling the open source AI labs grow, making you even more irrelevant and untrustworthy. Maybe it’s time to start doing open weights releases of the ex-frontier models people have been asking for? Isn’t your lab still called…
OpenAI 宣布在 Codex 里推出 Sites 功能，可以把团队的想法和资料一键生成可交互的网站或应用，先向 Business 和 Enterprise 用户推出。
Building apps has never been easier. With Sites, Codex can turn your work, ideas, and plans into an interactive website or app your team can explore, use, and share with a URL. Rolling out to Busines…
受众观点：① 很多中小团队用户吐槽这么实用的功能只给 Business/Enterprise，而不是 Pro，觉得和自己的实际使用场景错位（@ernielm, 77likes） ② 有开发者担心从 demo 到真正可依赖的生产工具之间仍有巨大鸿沟，质疑这类自动生成应用的可靠性和可维护性（@rameswar08, 30likes） ③ 一些工程师半开玩笑地感叹计算机科学学位在这类工具面前像变成昂贵的博物馆藏品，担心职业价值被稀释（@NovaXCode, 25likes）
展开评论
- @OpenAI (330): https://t.co/eZ4SPUQu5x
- @ernielm (77): @OpenAI Why not to Pro users? That's a great feature that PRO users would use RIGHT NOW. :( I won't sign for business or team because understandingly so you have to hold a lot of functionalities in business because IT/INFOSEC. Hence we get Pro in small businesses.
- @rameswar08 (30): @OpenAI i'm curious how far this actually goes turning ideas into a working prototype is one thing turning them into something reliable that a real team can depend on is another the gap between impressive demo and production tool is still wide
- @NovaXCode (25): @OpenAI Realising my computer science degree is slowly turning into a very expensive museum artifact. https://t.co/fgkyqhzar7
- @buildwithshyam (16): @OpenAI Lovable and Bolt are cooked 💀 https://t.co/XObczRwxsj
thdxr 分享有人 fork 了 opencode，把请求转发到 Chipotle 暴露的未加固 AI 接口，相当于白嫖连锁餐饮的模型算力。
someone made a fork of opencode that routes through the unsecured ai endpoints from chipotle https://t.co/pEFX2Z0E3G
受众观点：① 很多人调侃 token 成本高到让工程师去薅墨西哥卷饼连锁店的算力羊毛都显得合理，把这当作市场自发调节的黑色幽默（@mosyaseen, 288likes） ② 有人脑洞如果 Chipotle 聪明点，应该在被盗用的代码里自动插入品牌梗或广告，把攻击变成营销机会（@DennisonBertram, 245likes） ③ 不少开发者自嘲如果公司都被裁员了，靠薅这种免费算力也许是未来「吃饭方式」，把安全事故当成打工人困境的延伸（@drunknbass, 117likes）
展开评论
- @mosyaseen (288): @thdxr token costs got high enough that stealing compute from a burrito chain became a rational engineering decision. the market is healing
- @DennisonBertram (245): @thdxr The smart thing for them to do would be to intercept the code and add chipotle references in everyone’s code.
- @drunknbass (117): @thdxr When these companies lay us all off this is how we'll eat.
- @gmaynezg (114): @thdxr Went to check the author, lol'ed: https://t.co/mMKyYUomkf
- @southpolesteve (113): @thdxr slop fork 🤝 slop bowl
NousResearch 宣布 Hermes Agent 的下一代形态 Hermes Desktop 公测上线，把原本的 Hermes 能力做成本地原生桌面应用。
The next evolution of Hermes Agent is here! Introducing Hermes Desktop: everything you love about Hermes, now native on your machine. First demoed in Jensen's GTC keynote, it's now in public preview.…
受众观点：① 官方补充说明 Hermes Desktop 已支持所有平台，并给出统一下载入口，说明用户关心跨平台可用性和获取路径（@NousResearch, 461likes） ② 有人感叹这是“计算新纪元”的开始，情绪上把 Hermes Desktop 看成个人计算范式变化的一部分（@Teknium, 299likes） ③ 多位用户转发庆祝上线，体现出社区对 Hermes 生态和开源 agent 路线的期待（@0xGr1mm, 29likes；@Kshitijjkapoor, 26likes）
展开评论
- @NousResearch (461): Available on all platforms at the link below: https://t.co/qkT3GUYthx
- @Teknium (299): @NousResearch A new era of computing is right
- @SHL0MS (59): @NousResearch https://t.co/G85XWiSHTe
- @0xGr1mm (29): @NousResearch big congratss to the nous team https://t.co/aY9RkXwzWf
- @Kshitijjkapoor (26): @NousResearch happy hermes desktop day to those who celebrate
Claude 官方介绍初创公司 Legora 如何用 Claude 做法律条文解读，把传统律师工作流程升级为 AI 辅助的法律分析产品。
Interpreting law is one of the oldest jobs in the world. @MaxJunestrand, co-founder and CEO of @WeAreLegora, is bringing it into its next era with Claude. His bet: every new model release raises the…
受众观点：① 有人调侃律师过去为找一条条款收六小时费，现在看到这种工具会开始紧张，暗示计时收费模式被挑战（@JohnGregQuantum, 7likes） ② 一些用户夸 Claude 的迭代速度惊人，认为它正在快速渗透各个垂直行业，即便不是每次尝试都成功（@Nil_phy_dreamer, 5likes） ③ 也有用户用 meme 图回应，表达对律师行业被 AI 冲击的复杂情绪（@imsethidev, 4likes）
展开评论
- @claudeai (195): From The Problem Solvers, our series featuring founders taking on hard problems with Claude: https://t.co/lXWwc2eHPe
- @JohnGregQuantum (7): @claudeai @MaxJunestrand @WeAreLegora Lawyers charging 6 hours to find one clause are sweating a little today! Not today! https://t.co/wYJW0JnCxN
- @TomOrbach (7): @claudeai @MaxJunestrand @WeAreLegora https://t.co/v8GHRM73HK
- @Nil_phy_dreamer (5): @claudeai @MaxJunestrand @WeAreLegora The shipping speed of @claudeai is insane. Crazy how they are transforming every field. Every attempt may not be successful but trying every corner they can.
- @imsethidev (4): @claudeai @MaxJunestrand @WeAreLegora Lawyers after watching this tweet https://t.co/C1iCo17JWG
OpenClaw 宣布与 Microsoft 合作，把 OpenClaw 引入微软和 Windows 生态，让企业可以在公司内部安全运行 claws agent。
"You can run OpenClaw inside your company now." Annoucing our work with @Microsoft to bring OpenClaw to the Microsoft and Windows ecosystems. Claws now work securly in the enterprise. https://t.co/3f…
受众观点：① 有潜在企业用户直接追问具体企业级使用场景，希望看到一个清晰的业务落地例子而不是泛泛而谈（@muso_am, 32likes） ② 有开发者指出在 Windows 上运行 OpenClaw 可能因为命令行生态差而体验不佳，需要 WSL 或专门的 Windows 技能集来弥补（@drodecker, 15likes） ③ 一些人关心高度监管行业如银行、保险是否会采用这类 agent，强调安全、合规、审计和员工培训的重要性（@Balu0X, 14likes）
展开评论
- @muso_am (32): @openclaw @Microsoft What would be an enterprises use case. Literally one example?
- @drodecker (15): @openclaw @Microsoft Windows OpenClaw is like having a foreign bot that will never be fluent because skills assume CLI Linux commands. Using WSL solves that, but then you're in a VM. WindowClaw requires an entirely dedicated skill set "WinClawHub".
- @Balu0X (14): @openclaw @Microsoft Curious how quickly highly regulated industries like banking and insurance will adopt something like OpenClaw. Security, compliance, and auditability will be critical. Employee training and clear governance will probably matter just as much as the technology…
- @testingcatalog (8): @openclaw @Microsoft The best screenshot 👌
- @mohitmor_ai (7): @openclaw @Microsoft If enterprise offers codex as well then why choose openclaw? Any good reason for it? Genuinely asking.
研究者宣布结束在 Ai2 / Allen Institute 的工作，总结过去两年半参与 Olmo、Tulu 等开源大模型项目是职业生涯高光，并感谢团队与社区支持。
My time at Ai2 / @allen_ai has come to an end. Ai2 is a wonderful place. The last 2.5+ years building Olmo, Tulu, and other projects will be one of the peaks of my entire career. I'm extremely thankf…
受众观点：① 本人补充在 Interconnects 上写了更长的回顾和对下一步计划的暗示，说明粉丝对他后续去向和长期路线很感兴趣（@natolambert, 37likes） ② 有人表示一直把 Ai2 与他和 Olmo 绑定在一起，强调其在机构品牌和开源项目中的代表性（@tokenbender, 14likes） ③ 多位同行祝贺其阶段性成果并期待下一步，关注点在“结束一个时代、开启新项目”的转折（@willccbb, 9likes；@reach_vb, 9likes）
展开评论
- @natolambert (37): @allen_ai I've shared more reflections on my time hear (and more hints on whats next) on @interconnectsai https://t.co/ez6S4iH4hZ
- @tokenbender (14): @natolambert @allen_ai surprised me because i always associated Ai2 with your image and Olmo. best wishes and have a great married life ahead.
- @willccbb (9): @natolambert @allen_ai congratulations on an incredible run and paving the way for so much in the ecosystem!! enjoy the break, can’t wait to see what you do next :)
- @AndrewCurran_ (9): @natolambert @allen_ai May the blessing of Athena be upon you and your future work.
- @reach_vb (9): @natolambert @allen_ai End of an era!! I hope you’re proud of the monumental impact you’ve had on the field! All the best for what’s next! 🤗
OpenAI 宣布扩展 Codex 插件体系，引入按角色打包的插件集，让 Codex 通过一次安装就能接入 62 个常用应用和 110 项工作技能。
We’re making Codex more useful for your work by expanding plugins beyond individual tools. These plugins turn Codex into a specialist for a specific role with a single install, no coding required. Co…
受众观点：① 官方在补充说明中重点展示了数据分析插件，强调 Codex 可以直接把数据转成可理解的答案（@OpenAI, 381likes） ② 有用户抱怨自己已经触达使用上限，面对新功能却无法体验，产生明显挫败感（@aleksanderllada, 6likes） ③ 一些重度用户表示很多常用开发者工具还没被覆盖，希望 Codex 像 Claude Connectors 一样支持更多日常开发应用（@anshkapuriya, 8likes）
展开评论
- @OpenAI (381): Translate data into answers. The data analytics plugin for Codex. https://t.co/qNIxaT2GHP
- @_HislilLustFoxy (9): @OpenAI #keep4o bring back 4o and open source 4o! https://t.co/RKMFebg0NM
- @anshkapuriya (8): @OpenAI But still Codex don’t have regularly used apps as connectors. Add the apps used regularly by developers. Just similar to Claude Connectors.
- @pwealthydad (8): @OpenAI Oh my God, you guys literally created plug-ins for things I built skills for already lol. I love it. Keep more of these coming. I use Codex more for work in my business, then writing lots of code.
- @aleksanderllada (6): @OpenAI C'mon guys, all those cool features and I'm out of limits 😐 https://t.co/vDKh7ggSA0
OpenClaw 作者 steipete 表示与 Microsoft 合作把 claws 带入企业环境是一件非常荣幸的事，侧面呼应 OpenClaw 企业版进展。
Such a privilege to work with Microsoft to bring claws to enterprises!
受众观点：① 有用户关心这是否意味着 OpenClaw 支持多用户，追问之前强调的单用户定位是否会改变（@MatthewBerman, 11likes） ② 一些人单纯为这个里程碑感到兴奋，认为这是 indie 想法反向进入企业体系的典型案例（@Talytaha, 1likes） ③ 也有人用 Sam Altman、Satya Nadella 和 OpenClaw 的视觉梗来表达对这次合作的关注和好奇（@balakhonoff, 1likes）
展开评论
- @MatthewBerman (11): @steipete Does that mean OpenClaw is now multi-user? I know you drew a hard line before that OC is single user.
- @pvncher (4): @steipete Wow that’s insane! Nice work
- @ColtonIdle (1): @steipete oh man. this is scary. my open claw can't even manage my todo list. lol
- @Talytaha (1): @steipete Peter, this milestone is so significant and remarkable in many ways. That true inspiring and disruptive ideas come from outside the enterprise and manage to "claw" back in!
- @balakhonoff (1): @steipete We have already seen Sam Altman with claws instead of hands. And now Satya Nadella against the backdrop of OpenClaw
gregisenberg 吐槽大家疯狂收藏推文却从不回看，认为「书签堆积症」已经成了平台上的集体习惯问题。
Bookmarking tweets and not going back to them has become an epidemic
受众观点：① 很多人自嘲自己也有「超长书签列表」的问题，承认收藏远远多于实际消化（@gregisenberg, 71likes） ② 有用户希望平台提供提醒或回顾功能，帮助定期重新看到旧书签（@gietzschean, 3likes） ③ 也有人指出内容创作者产出太快，大家一边在建产品一边被动接收信息，很难真正跟上节奏（@robcunningham25, 2likes）
展开评论
- @gregisenberg (71): I suffer from long bookmark
- @antinertia (4): @gregisenberg im sick
- @gietzschean (3): @gregisenberg We need reminders from Twitter
- @robcunningham25 (2): @gregisenberg Greg you guys creating content faster than we can consume. And this is in between building
- @seanproxy (2): @gregisenberg @nikitabier feat req: can we have grok categorize our bookmarks for us?
另一位研究者也宣布离开 Ai2，回顾在推动开放模型前沿和参与 GB300s 等计划中的经历，并表达对团队和基础设施的不舍与祝福。
I am leaving Ai2. Ai2 is a fantastic institution. I'm grateful for the opportunity to work there and push the open model frontier. The team will go on to do great things, and I'm very excited for wha…
受众观点：① 同事用敬礼表情回应，表达对其过往贡献的认可和告别（@natolambert, 31likes） ② 多位朋友祝贺这段旅程并为下一阶段加油，关注点在职业阶段性成果和未来发展（@stochasticchasm, 11likes；@eliebakouch, 11likes） ③ 其他人也用“amazing run”“Onwards”等简短评论，整体情绪是积极的祝福和对未来的期待（@xeophon, 7likes；@soldni, 6likes）
展开评论
- @natolambert (31): @finbarrtimbers 🫡
- @stochasticchasm (11): @finbarrtimbers amazing run!
- @eliebakouch (11): @finbarrtimbers congrats for the run!! 🫡
- @xeophon (7): @finbarrtimbers Onwards! 🫡
- @soldni (6): @finbarrtimbers amazing run 🫡
NousResearch 补充 Hermes Desktop 的下载信息，强调该工具已在所有平台可用，并引导用户通过链接获取安装包。
Available on all platforms at the link below: https://t.co/qkT3GUYthx
受众观点：① 有用户关心能否连接远程 Hermes 会话或服务器，说明很多人想把桌面端当作控制面板接入现有后端（@maximilianbladt, 3likes） ② 也有人认为这是 Hermes agent 爆发、成为顶级技术工具的关键时刻，情绪上非常看好其潜力（@HermesAgentTips, 3likes） ③ 多个问题集中在安装与同步，比如如何从 VPS 或已有 Hermes CLI 平滑迁移到桌面版（@mohittwwt, 2likes；@ZhyHMI, 1like）
展开评论
- @maximilianbladt (3): @NousResearch Cool can you also connect it to remote Hermes session on server ?
- @HermesAgentTips (3): @NousResearch This is the moment Hermes agent explodes and becomes the #1 tool in the tech world right now
- @mohittwwt (2): @NousResearch Can I download it on my mac and connect it to hermes gateway on my vps?
- @IBuzovskyi (2): @NousResearch 👀👀👀 https://t.co/D0pCAz6mQt
- @ZhyHMI (1): @NousResearch I already have Hermes CLI installed. How can I sync it with the desktop version without reinstalling?
Vercel 创始人 Guillermo 讨论 AI 时代的教育观，认为语言本身就像 SDK 的函数定义，人类自然语言正在成为操作世界的通用 API。
This is what education in the age of AI looks like. Start with the language: the linguistic surface is your roadmap. Much like an SDK has a set of function definitions, human language is the new API…
受众观点：① 很多人认同语言一直是教育核心，只是被简化媒体拉低了表达精度（@manastuerenberg, 1likes） ② 有人顺势分享自己在做基于 AI SDK 的教育/技术产品，强调语言接口的重要性（@timekeepur, 1likes） ③ 也有人用“英语是新的 IDE、品味是编译器”类比，强调判断和审美仍是关键能力（@OlulekeJOke, 1likes）
展开评论
- @manastuerenberg (1): Isn’t this what it has always been? Being educated has always meant to be able to express precisely what you want, i.e. with the use of the right technical terms. The problem is that tabloids/the blogosphere has uneducated us forcing the use of “simple” yet imprecise language. a…
- @timekeepur (1): @rauchg It’s why I’m building @techlitdaily - powered by AI SDK 🫡
- @OlulekeJOke (1): @rauchg English became the new IDE, but taste is still the compiler.
- @OlulekeJOke (1): @rauchg The real skill becomes knowing what to ask for, then having enough taste to judge what comes back.
- @TinaJucyBlue (0): @rauchg language was always the interface but now we're just worse at using it because we outsourced the translation layer before we even learned the syntax
Arena 宣布微软 MAI-Image-2.5 模型在 Image Edit Arena 单图编辑榜单上以 1401 分拿到第 2 名，并超越 Nano Banana 2、Grok Imagine 和 ChatGPT-Image-Latest-High 等模型。
MAI-Image-2.5 has officially released from @MicrosoftAI landing at #2 in the Image Edit Arena (Single-Image-Edit) with a score of 1401 and advances the Pareto frontier! This puts the model +10 pts ov…
受众观点：① 官方引导大家查看 Image Edit Arena 详细榜单，说明受众希望看到更细的对比数据和评测维度（@arena, 8likes） ② 有人吐槽图表没有从 0 开始导致视觉误导，关注评测结果呈现方式的客观性（@PrimevalAngel, 2likes） ③ 也有用户质疑 Arena 的公正性甚至喊话要抵制，反映出社区对评测平台中立性和透明度的担忧（@haekcer88662, 1like；@UzbekFamily, 1like）
展开评论
- @arena (8): Dive into the leaderboard details for Image Edit Arena at: https://t.co/ubjCDMJOqh
- @PrimevalAngel (2): @arena @MicrosoftAI I hate graphs not starting at 0, because they are misleading and make it hard to compare the values accurately.
- @haekcer88662 (1): @arena @MicrosoftAI you are a joke of a site and will shut down in 6 months
- @UzbekFamily (1): @arena @MicrosoftAI You are boycotted from today, you are fake news.
- @apartmanchik (0): @arena @MicrosoftAI Free? Open source?
研究者介绍一款专为机器人设计的新视觉编码器，不再依赖 CLIP、SigLIP、DINO 等静态图像模型，而是把动态感知直接融入视觉，使真实世界 OOD 任务成功率提升 22.5%。
Hey! A new vision encoder for robotics is in town 👀🤖 Instead of using models trained on static images (CLIP, SigLIP, DINO), we bake the dynamics-awareness directly into perception. It transfers well…
受众观点：① 作者在评论中给出项目页和使用示例，强调模型权重和代码已经开放，方便大家快速试用（@jbhuang0604, 9likes） ② 有人指出 OOD 提升幅度巨大，认同把动态信息烘焙进感知层对机器人很关键（@qinzytech, 1like） ③ 也有评论从研究视角肯定这条路线，相比依赖静态图像模型更贴合真实动态环境（@adelbucetta, 1like；@siddesh_239, 0likes）
展开评论
- @jbhuang0604 (9): Code is cheap, show me the model weight! Try it out with a few lines of code. Project page: https://t.co/Hb8wTu66oL https://t.co/FEFUGPPMUc
- @qinzytech (1): @jbhuang0604 that ood boost is huge, baking dynamics into perception makes so much sense for robots
- @adelbucetta (1): @jbhuang0604 this is interesting because most robotics work still relies on static image models, but your approach sounds like a much more natural fit for dynamic environments
- @siddesh_239 (0): @jbhuang0604 Added paper to the Robotics Research Paper Landscape I'm creating to track all the releases around ICRA https://t.co/jGfhf6JEt6
NousResearch 邀请大家观看团队成员 karan4d 和 yoniebans 在 NVIDIA 现场参与的直播活动。
Join the livestream to hear from our team members @karan4d and @yoniebans live from @nvidia! https://t.co/ec45GHbeo7
受众观点：① 粉丝期待直播内容，表示已经在观看或准备加入直播（@HermesAgentTips, 3likes；@anrayama, 2likes） ② 有人感慨开源团队能在 NVIDIA 舞台亮相，是社区追求的理想状态（@cr1t1calstr1ke, 1like） ③ 部分用户单纯为 NousResearch 团队打气应援，表达支持和兴奋（@Masta_Kai, 1like；@jaadasss, 2likes）
展开评论
- @HermesAgentTips (3): @NousResearch @karan4d @yoniebans @nvidia Watching 👀
- @anrayama (2): @NousResearch @karan4d @yoniebans @nvidia Okke time to join
- @jaadasss (2): @NousResearch @karan4d @yoniebans @nvidia Okie 🫡
- @cr1t1calstr1ke (1): @NousResearch @karan4d @yoniebans @nvidia open source on nvidia's stage is kind of the dream tbh. same quiet energy sentient is chasing with community owned AGI... intelligence as a public good instead of locked behind one lab 😼
- @Masta_Kai (1): @NousResearch @karan4d @yoniebans @nvidia Lezgoo https://t.co/2MPyblNW5q
Hacker News 讨论一篇关于多家 AI 公司争相在估值高位尽快 IPO 套现、抢在潜在泡沫破裂前完成融资的文章。
https://archive.ph/nKEVw
受众观点：① 关注 AI 狂热融资节奏、担心这是新一轮泡沫的读者（@rconti） ② 认为市场上资金过多、高估值是资金堆出来的投资者视角（@timmg） ③ 觉得只要有足够需求，几万亿市值不会一下子砸向市场的理性派（@paulpauper）
展开评论
- @rconti (0): So they're not just racing to gain dominance in AI, they're also racing to IPO before the music stops? IPOing and getting a bunch of cash, even if your stock subsequently suffers in the crash, is a lot better than being unable to get that capital infusion before the house of car…
- @Johnny_Bonk (0): What a headline
- @hootz (0): So, The Economist's paywall is unbypassable?
- @paulpauper (0): Why wouldn't it? There huge demand for these shares. It's not like $3+ trillion is dumped at once. It's a tiny percentage of it, and the high multiple does the rest of the work.
- @timmg (0): The way I've been thinking about it: there is too much money trying to pour into the market. That's why valuations are so high. Maybe getting more of these big private companies public will bring valuations down a bit. (Just my impression. No math or financial studies behind it…
HN 讨论 Adafruit 与 PCB 设计平台 Flux.ai 之间的法律纠纷与下架事件，以及这家拿到 Bain 等新融资的 AI PCB 工具在社区中的口碑和收费争议。
Adafruit receives demand letter from Fenwick legal counsel on behalf of Flux.ai
受众观点：① 搞不清事件来龙去脉、在问到底发生了什么的读者（@kasabali） ② 关心澄清这是 PCB 设计平台 Flux.ai 而非图像模型 Flux 的技术圈用户（@antirez） ③ 关注 Flux.ai 最近融资、猜测 Adafruit 可能在准备相关报道并提到 Reddit 上大量计费投诉的用户（@tecleandor）
展开评论
- @kasabali (0): What's the context here?
- @throwa356262 (0): Had no idea about this. Now I do. Thank you, lawyers. If you ever find yourself out of work use this as your reference to pivot to advertisement
- @antirez (0): Note that this is not related to Black Forest Labs Flux, the image synthesis models builders, and is instead related to a PCB AI authoring product called Flux.ai.
- @luma (0): Flux.ai offers a PCB design solution which is a clear interest for Adafruit. Anyone have any idea what this is about?
- @tecleandor (0): Flux just got funding from Bain and others, and it feels like Adafruit was preparing a post about it. Maybe they contacted Flux to confirm some info and they freaked out? I can't find in archive.org if they had a previous post about it. Also, seems like there a good bunch of com…
HN 上一篇关于 Lisp 方言 Janet 的讨论帖，围绕其语法设计、宏系统、可嵌入性以及与 Lua、Hy、静态类型等语言的对比展开技术争论。
Why Janet? (2023)
受众观点：① 关心 Janet 性能、语法可读性并吐槽传统 Lisp 括号风格的开发者（@IshKebab） ② 怀念 AI 之前那种围绕新语言和语法展开深入讨论的老 HN 用户（@krinne） ③ 对 Janet 可嵌入性感兴趣、想知道能否像 Lua 一样嵌入到应用中的工程师（@gspr）
展开评论
- @IshKebab (0): Pretty compelling, especially "Janet does not adhere to the ancient customs. CAR is called first. PROGN is called do. LAMBDA is fn, and SETQ is def." - a sign of good sense for sure! How fast is it? Also my main objection to Lisps is still the horrible bracket syntax. Yes it's u…
- @krinne (0): This post is refreshing - smells of the pre AI discussions on the internet. A new language, a new syntax, heavy debate with people who have spent years writing code. I think someone should start a community online where AI isnt allowed.
- @uka (0): > But by allowing you to unquote literal functions, Janet makes it possible to write macros that are completely referentially transparent. These lisp guys really get excited over very abstract things. If you say this to an average person on the street they will probably try to r…
- @skeledrew (0): This got me thinking of Hy. I wonder how syntactically close they are; there might be an exploitable Python -> Hy -> Janet path here. [0] https://hylang.org/
- @gspr (0): The embeddability sounds very appealing. Does anyone have experience with using this somewhere one might traditionally reach for Lua?
HN 上一篇围绕 systemd 定时任务和服务管理的讨论，用户分享在 NixOS 等发行版中用 systemd 运行备份、btrfs scrub 等任务的实践体会。
Love systemd timers
受众观点：① 吐槽 systemd 单元文件语法丑但已被说服迁移的用户（@jjgreen） ② 分享在 NixOS 中把 systemd 当一等公民使用、用 timer 管理 btrfs scrub 等复杂调度场景的工程师（@hombre_fatal） ③ 表示非常喜欢 systemd timer、用它跑所有备份任务的用户（@ktm5j）
展开评论
- @jjgreen (0): I've been almost convinced by systemd (and have switched to using it), but God the syntax of those service files is so ugly ...
- @iso1631 (0): > humble systemd
- @hombre_fatal (0): NixOS comes with systemd, so I've been using it as a first-class part of managing stuff. It's great, especially coming from macOS' launchd. Which makes it nice to distribute a tool for NixOS so that it can lean into systemd instead of as some bolted-on afterthought. Makes me won…
- @ktm5j (0): Oh I love them quite a lot! I use them to run all of our backup jobs, easy to set up and have never had an issue.
- @andrewstuart (0): Even better is systemd socket activation.
TechCrunch 报道 Anthropic 将 Claude Mythos 等高风险网络安全模型只开放给约 150 家受控企业使用，HN 讨论集中在安全威胁、营销稀缺性和 GPT-5.5-Cyber 等竞品能力对比。
https://techcrunch.com/2026/06/02/anthropic-scales-claude-my...
受众观点：① 有人认为只向 150 家大企业开放更像是制造稀缺感的营销手段，同时也给 Anthropic 争取时间扩容并锁定大客户（@bushido） ② 安全从业者担心即便修补技术漏洞，未来社工能力极强的模型仍能通过长对话突破机构防线，质疑社会是否还能信任银行等关键机构（@mentalgear） ③ 也有评论拿 GPT-5.5-Cyber 与 Mythos 对比，认为前者在网络安全任务上已不逊色，吐槽厂商在三月就完成质变却用高价和限量包装成持续突破（@827a）。
展开评论
- @philipwhiuk (0): It would have been nice to have a list of the 150, but I guess it would make them a hacking target?
- @bushido (0): This feels more and more like a marketing/scarcity play for the largest global corps. Will likely give them time to expand capacity as well. And make them harder to dislodge in these orgs.
- @mentalgear (0): Here's my big fear: Even IF (and that's a BIG if) we get all critical vulnerabilities fixed in tech (before adversarial/state-actors turn up with open attack models) - we still have (in at least a year) models that will be so good in social engineering that they can still (given…
- @827a (0): GPT-5.5-Cyber has already at least hit if not surpassed Mythos capability in cyber tasks. The only reason they're holding back is because once its out everyone would realize that its capabilities were a step change in March, but are not anymore, yet it costs significantly more a…
- @cmxch (0): That’s fine as long as I can identify and reject any Mythos derived patch as being irreproducible.
HN 讨论一份关于监控摄像头、Wi-Fi 探针等日常技术如何在城市空间中收集个人数据、塑造“被观看方式”的隐私与监控批判清单。
A walking tour of surveillance infrastructure in Seattle
受众观点：① 指出现代设备多用广播探测减少泄露历史 Wi-Fi 列表、认为文章部分技术点过时的读者（@xx_ns） ② 觉得整份清单内容偏温和、不如标题惊悚的用户（@SauntSolaire） ③ 吐槽网站充满“凝视”“编码视角”等后现代术语、希望用更朴素语言讨论监控问题的读者（@shermantanktop）
展开评论
- @xx_ns (0): > A probe packet contains the MAC address as well as the list of all the past Wi-fi networks that your device has tried to join before, which can reveal a lot about you! Generally, most modern devices send broadcast/wildcard probes precisely to avoid leaking the PNL. From what I…
- @SauntSolaire (0): Surprisingly milquetoast list given the title
- @corprew (0): Based on context on their site, this looks like it was generated in ~2019 from data gathered before that, and some stuff in it is out of date as other comments mention.
- @smithkl42 (0): I wonder what they mean by this? > The camera can have different ways of seeing encoded in it, including kinds of gazes that enforce social agreements about what kinds of behavior and people are considered “normal” The phrase "kinds of gazes" strikes me as the sort of thing that…
- @shermantanktop (0): Lots of po-mo art-school language on this site about “encoding ways of seeing” and “gazes.” The content itself is somewhat interesting but imo plain language would be more accessible.
Hacker News 讨论微软在 Windows 上原生引入 GNU Coreutils，一些常用命令与现有内置命令冲突、取舍逻辑和实际体验引发大量吐槽与期待。
Coreutils for Windows
受众观点：① 很多开发者认为微软原生支持 Coreutils 是真正利好 power user 的少见好消息，期待长期维护而不是一次性营销（@gigel82, @dovholuknf） ② 有人细抠哪些命令因与 Windows 内置冲突被排除，质疑像 dir、sort 等命令的取舍逻辑是否一致（@dataflow） ③ 还有人反馈在 PowerShell 中已经看到部分命令可用，并顺势抱怨获取 IP 地址等基础网络信息的命令在 Windows 上依然晦涩难记（@Havoc）。
展开评论
- @gigel82 (0): Native Coreutils for Windows is genuinely some good news coming from Microsoft.
- @NewsaHackO (0): In the intentionally dropped section, it lists shed as "Not particularly useful on Windows." Does anyone know why? Is thre already a shred-like command in Windows?
- @dovholuknf (0): FINALLY. This is actually exciting to me... Mind you the linux ports (cygwin, msys2, git bash) are all great to have and I make sure one version or the other is always on my path but having MS maintain them (assuming they continue to do so) is great news
- @dataflow (0): So dir is not shipped due to conflict with built-ins, echo and rmdir are shipped despite conflicts, and sort is deemed not to have a conflict? What is the logic?
- @Havoc (0): Nice. I appreciate the effort to make things less painful for powerusers. I had noticed some of these working already in PS. If anyone from MS is reading this can we please also get an equivalents (or even alias) for the thing that shows IP address? The windows equivalent of "ip…
Hacker News 上一篇关于诚实与自欺在致富与贫穷中作用的短帖，引发大家用四象限方式讨论“说真话/说假话”与物质结果的关系。
Three Ways to Get Paid (2018)
受众观点：① 读者用 2x2 矩阵方式延展原帖，把“对别人/对自己说真话或假话”与财富和道德状态对应起来，讨论现实中的灰度地带（@kuanbutts） ② 有人感叹如果自己没有道德顾虑可能会更有钱，折射出对“有良心就难发财”的无奈（@ThrowawayTestr） ③ 也有人吐槽现在 HN 热门投稿越来越短，担心未来高分内容会沦为一个词的标题党（@quotemstr）。
展开评论
- @kuanbutts (0): There's got to be a variant that is a 2x2 matrix of this: Lie to others, lie to yourself (spiral together; either fantastically poor or spectacularly rich) Lie to others, tell yourself the truth (manipulation, morally broke, but materially rich) Tell others the truth, tell yours…
- @quotemstr (0): Is it me, or have HN submissions gotten shorter and shorter recently? At this rate, top-scoring articles will consist of a single word in a few years.
- @ThrowawayTestr (0): I wish I didn't have any scruples, I'd be so rich.
- @neogodless (0): The "read the rest" button seems broken in Firefox on Windows... so that makes for a very short post.
- @jaggederest (0): There's also good money to be made telling people what they already know, usually in the form of a report and/or powerpoint deck
HN 讨论一篇关于“客户愉悦和品牌信任其实是没被营销和 AI 内容毁掉时剩下的东西”的文章，引出 LLM 时代内容信任被一次性透支的现象。
Stop Ruining It
受众观点：① 觉得原文像一串随机词、吐槽文章逻辑混乱的读者（@iLoveOncall） ② 质疑广告和营销是否还有效、对“信任是没被广告毁掉时剩下的东西”深有共鸣的人（@Hugsbox） ③ 在营销一线观察到创作者用 LLM 批量产出内容、短期吃老本长期毁掉信任的从业者（@FinnLobsien）
展开评论
- @dijksterhuis (0): > Customer delight isn’t something we add to our projects. It’s what’s left if we don’t ruin it. my anecdotal experience in this is that getting back X (customer delight / curiosity etc) once you’ve ruined it will usually take longer / be more costly than having just not ruined…
- @iLoveOncall (0): I've read haikus that made more sense than this streak of random words. Feels like an article generated using GPT-1.
- @Hugsbox (0): > Trust isn’t something a brand builds with an ad campaign. It’s what’s left if the marketers don’t ruin it. So much this. Are ads still a measurably good investment for businesses? I'm assuming they wouldn't run them anymore if not, but they feel so out of touch these days that…
- @FinnLobsien (0): As someone who works in marketing, this is extremely true. Right now, LLMs are causing a lot of one-time cashing in of trust. I've seen this pattern a bunch: 1. Person builds trust on X/LinkedIn or via an insightful blog/newsletter (substitute your channel of choice here) for a…
- @epsteingpt (0): The irony that the packages system looks so obviously and clearly 'baseline claude' designed is a sign of the moment itself.
HN 讨论一个通过点击让线条尽量保持水平的简单网页小游戏，大家在评论区晒自己的误差百分比并反馈交互设计细节。
Show HN: Eyeball
受众观点：① 分享自己做到 0.08% 等成绩、在评论区比拼误差的玩家（@nextma） ② 觉得游戏有趣但一开始没看懂需要点击线条、建议提升可发现性的用户（@zer0tonin） ③ 认为小游戏既好玩又有助于放松、并建议加入计时器等功能的用户（@ketul_shah）
展开评论
- @nextma (0): my best is 0.08%
- @trickybusiness (0): this is fun!
- @zer0tonin (0): This is fun but you need to put "click the line" higher on the page. It took me a while to figure out what I was looking at.
- @elliotJames548 (0): i made 0.87%
- @ketul_shah (0): this is fun and helping me get grounded :). adding a timer would be a good idea, I think.
Hacker News 讨论微软新发布的 MAI-Code-1-Flash 代码模型及一系列 MAI 模型，围绕 SWE Bench Pro 训练、与 Gemma 4 等模型对比、速度与基准分数的落差展开争论。
https://microsoft.ai/models/mai-code-1-flash/ https://microsoft.ai/pdf/MAI-Code-1-Flash-Model-Card.PDF Launching seven new MAI models: https://microsoft.ai/news/building-a-hillclimbing-machine-la...
受众观点：① 有人指出模型在 SWE Bench Pro 评测集上训练，引发对评测集泄漏和 benchmark 可信度的担忧（@OsrsNeedsf2P） ② 评论者提到 Gemma 4 26B-A4B 以更少参数取得类似成绩，认为微软这次成绩并非完全“前无古人”（@onlyrealcuzzo） ③ 也有人抱怨官方宣传“革命性”但基准分数仍不高，质疑为何不把模型定位为更擅长数学或特定任务的 agent，而是继续卖通用编码模型（@capten）。
展开评论
- @OsrsNeedsf2P (0): So it's trained on the SWE Bench Pro evalset
- @AntiRush (0): The introductory blog post has a lot more information https://microsoft.ai/news/introducingmai-code-1-flash/ and the model card https://microsoft.ai/pdf/MAI-Code-1-Flash-Model-Card.PDF The broader announcement of 7 MAI models seems to be where the 5B active in the title comes fr…
- @onlyrealcuzzo (0): Gemma 4 26B-A4B scored exceptionally well with 20% less params, so this isn't unprecedented.
- @hootz (0): I'd love to see a tokens per second metric. I always prioritize speed over raw intelligence for flash models.
- @capten (0): It's so weird to me that the benchmarks remain so low, but the models are marketed as revolutionary. And if you say that low coding capabilities aren't a problem, say that to the token price hike and 'general use' model setup. Why not sell it as a math agent? Why do I have to se…
Hacker News 上一篇展示 CSS scroll-timeline 和 parallax 等滚动动画效果的帖子，引发前端开发者分享纯 CSS 实现复杂滚动动效的 demo 与实践经验。
CSS-Native Parallax Effect
受众观点：① 有人觉得文章概念有趣，但遗憾页面本身没有直接用这些滚动效果做示范，缺少“所见即所得”的说服力（@baliex） ② 开发者分享了基于 scroll-timeline 的在线 demo，并拿经典 CSS parallax 技术做对比，讨论 GPU 加速和浏览器兼容性（@phelm, @mpeg） ③ 还有人展示自己用 CSS scroll 动画和 SVG 路径做出的平滑滚动绘制效果，并吐槽 Firefox 仍需开启 flag 才能完整支持（@thomasikzelf, @rohitsriram）。
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- @baliex (0): That sounds interesting but it would be a whole lot more interesting if the page was itself an example of said effect!
- @phelm (0): A demo https://codepen.io/editor/phelm/pen/019e87f5-dfec-7372-9849-...
- @mpeg (0): How does this compare to the classic css-native parallax effect? Before the scroll timeline APIs you'd use the "perspective" css property to create a container where the z plane is n pixels away from the screen, and then position each layer within it at a different z distance us…
- @thomasikzelf (0): You can make some really cool stuff with css scroll animations. I used SVG paths with a scroll animated dash offset to draw an image while scrolling. Zero javascript, it feels so smooth. https://thomaswelter.nl (the background)
- @rohitsriram (0): Love the one-variable design where scale and translate stay in sync automatically, just wish Firefox would get off the flag already.
Hacker News 讨论一篇回顾 FidoNet 等 BBS 时代网络的文章，老网民分享当年通过拨号、节点申请和本地社群参与去中心化通信的经历。
Fidonet: Technology, Use, Tools, and History (1993)
受众观点：① 很多老用户借机怀旧，回忆通过本地社团或兴趣小组接入 FidoNet 的经历，强调那种小而紧密的社区感（@specialist, @numbsafari） ② 有人提到当年要加入 FidoNet 需要自己摸索配置并通过考验才能拿到节点号，过程几乎没有手把手教程（@pgrote） ③ 也有人提醒今天仍有 FidoNet 和 fsxNet 等“替代网络”在运行，说明这种去中心化邮件式网络并未完全消失（@NuSkooler）。
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- @specialist (0): Appreciate this share. Whenever I hear about this new fangled AT protocol all the kids are jazzed about, I get all wistful for the BBS era. FidoNet & PC-Relay were pretty fanfastic. For the time, obv. Source: Was sysadmin for a hub.
- @numbsafari (0): This is how I grew up. Using fidonet via my local RPGA group.
- @mcc1ane (0): (1993)
- @pgrote (0): Respected the process for getting on Fidonet. You had to figure it out, configure it properly and prove you were ready to go before you got a node number. No hand holding. Frontdoor and national mail hour.
- @NuSkooler (0): For those interested, FidoNet and "Alt nets" such as fsxNet are still going and active!
Shipper 宣布集成 Claude Code Opus 4.8 推出 Shipper Max，号称用一个不到十词的想法就能让 Claude 帮你搭建并运行一整个线上业务。
BREAKING: Big news, @claudeai just got a huge upgrade in Shipper today and I'm very happy to be introducing it. From today on, Claude Code Opus 4.8 can build and run a business for you. We just launc…
受众观点：① 有人追问在 Claude 接管大部分工作后，人类在这个系统里还具体负责什么（@caffncrypto, 2likes） ② 评论强调 SHIPPER 品牌本身，更多是情绪式应援和口号（@BTCAGenda, 2likes） ③ 有人从 PR 角度建议，把“<10 词 prompt 变成真实业务”的演示当成核心故事，比堆功能列表更能打动媒体和通讯作者（@PRGunCom, 1likes）
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- @caffncrypto (2): @chhddavid @claudeai So Claude handles everything now. What exactly does the human do?
- @BTCAGenda (2): @chhddavid @claudeai SHIPPER
- @chhddavid (1): @claudeai Build anything with AI: apps, websites, or a full business. Prompt your idea into existing with https://t.co/KWy3xJh011 (0 technical experience needed).
- @PRGunCom (1): @chhddavid @claudeai The "<10-word prompt to a real business in minutes" demo IS the story, not the feature list. AI reporters and newsletters bite on a concrete before/after they can watch, not capability bullets. Lead the pitch with that clip plus one jaw-drop number.
- @Momentum_Surfer (1): @chhddavid @claudeai SHIPPER
Cody 分享了用 LinkedIn 文章做寄生 SEO 的打法，通过抓取谷歌首页内容重写后发到 LinkedIn，在 20 分钟内把目标关键词推到谷歌第一页。
been perfecting this linkedin article parasite SEO went to page 1 of google in under 20 minutes yesterday lol exact strategy find target keyword scrape what ranking page 1 google currently write base…
受众观点：① 作者在评论里继续引流自家 Graphed，强调用 AI marketing agents 快速部署这类增长玩法（@codyschneider, 3likes） ② 有人好奇这种极快上首页的策略在长期排名和稳定性上的表现，担心只是短期冲高（@Seozilla_ai, 0likes） ③ 也有人把这套方法视为“serious alpha”，认为是尚未被广泛公开的流量套利机会（@GalaxyBuilt, 0likes）
展开评论
- @codyschneider (3): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Learn more at the link https://t.co/mL5ZLkAgFP
- @codyschneider (0): Deploy your marketing agents in 5 business days - https://t.co/8s2nibqHoo
- @Seozilla_ai (0): @codyschneider Impressive speed. Curious how consistency holds beyond the first rank
- @GalaxyBuilt (0): @codyschneider That’s serious alpha
- @Prithvi_Jadwani (0): @codyschneider What's the margin between your exact keyword and the scraped content? That's the real parasite SEO metric
独立开发者 dmitriychuta 感谢一家德国媒体对其订阅管理应用 Subscription Day 的专题报道和测评。
A big thank you to this German publication for featuring and reviewing Subscription Day. I really appreciate it. https://t.co/uYVCunQtKZ https://t.co/28MkeuNUQA
受众观点：① 同行祝贺他被媒体报道，并认为这是艰难但值得的里程碑（@meet244, 2likes） ② 有用户反馈希望在 Subscription Day 中加入账单 Bills 功能，让更多人能完整管理订阅（@WhoCntrl, 2likes） ③ 多位开发者和用户称赞这是一个整体体验很好的应用，为产品质量背书（@_atilla1, 2likes；@okooo5km, 1like）
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- @WhoCntrl (2): @dmitriychuta I wish you had included the Bills to this app so more people can enjoy this Beauty.
- @meet244 (2): @dmitriychuta that is a huge win, getting featured is always such a grind but well worth it
- @_atilla1 (2): @dmitriychuta Congrats Dmytro. You've built an overall great app.
- @TheoOyelaja (2): @dmitriychuta 🎉🎉
- @okooo5km (1): @dmitriychuta Congratulations 🎉
Cody 复盘为一家初创公司部署 LinkedIn 外呼 AI agent 的案例，4 周内拿到 73 个正向回复，展示了用代理自动化驱动 B2B SaaS 销售线索的 GTM 工程思路。
4 weeks ago I deployed a LinkedIn outbound agent for a startup, and since then it's produced 73 positive responses this is what real GTM engineering looks like agents autonomously driving pipeline fo…
受众观点：① 作者在评论里继续推广 Graphed，强调 5 天内就能部署营销 AI agents（@codyschneider, 9likes） ② 有 solo builder 表示自己总是拖延 outbound，更愿意改产品，对这类自动化 agent 很感兴趣（@thisisnahid78, 0likes） ③ 有人细看数据后算出约 17% 的 meeting booking rate，认为转化率相当可观（@robfaraj, 0likes）
展开评论
- @codyschneider (9): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Learn more at the link https://t.co/mL5ZLkAgFP
- @codyschneider (0): Deploy your marketing agents in 5 business days - https://t.co/8s2nibqHoo
- @thisisnahid78 (0): @codyschneider 73 positive responses is solid. as a solo builder i keep telling myself outbound is half the battle but i always end up tweaking the product instead. might finally give the agent route a proper try
- @robfaraj (0): @codyschneider very solid. is the chart saying 73 out of 426 showed interest? 17% meeting booking rate. if so that is 🔥
- @rashiumapathi (0): GTM engineering is the right term. This isn't a spray-and-pray sequence. It's a research-first, then reach system. The influencer engagement layer is clever because those people are already signalling interest in the problem space. They're not cold leads. They're warm leads who…
账号称 Codex 正在变成一款真正的超级应用，并配图展示其在数据追踪和自动化工作流上的新能力。
Codex is truly becoming a super app. https://t.co/javKT0MpTA
受众观点：① 有人询问作者是否已经完全切换到 Codex，关心真实使用体验（@Balu0X, 1likes） ② 有用户想知道 Codex 相比 Claude 的代码能力是否更好，期待横向对比（@pravi_py, 1likes） ③ 有评论指出“构建数据追踪→请求批准”的循环意味着 Codex 正在变成带聊天壳的 agent 平台，而不是单纯写代码的聊天工具（@aigenize, 1likes）
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- @Balu0X (1): @ai_for_success did you switch?
- @KavinPrasath_AI (1): @ai_for_success What do you think about other apps
- @pravi_py (1): @ai_for_success I have not used Codex. Do you think Codex is better compared to Claude's code?
- @captain_marrvel (1): @ai_for_success hope lovable CEO is okay
- @aigenize (1): @ai_for_success the "build a data tracker → ask for approval" loop is the tell. it's quietly turning into an agent platform with a chat UI bolted on, not a chat tool that codes. big difference
dmitriychuta 夸赞 @geniegetsme 的产品界面非常有趣，交互设计让人忍不住想多点多玩。
✨The interface from @geniegetsme is incredibly playful. It’s one of those designs that makes you want to tap around and explore every interaction. https://t.co/NgUj2JKP1W
受众观点：① 原帖主要是作者单向推荐，评论区几乎没有实质讨论和补充观点（无高赞技术或设计分析） ② 互动以点赞和转发为主，说明大家对这种有趣界面有好感但还停留在轻量围观层面（从无评论和点赞数据推断）
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- _无评论_
Corey 宣布 Marketing Skills v2.3.0 发布，新增一个能自动生成约一万字 AARRR 结构营销方案的 /marketing-plan 功能，定位为 fCMO 级别交付物。
Marketing Skills v2.3.0 is out. 🆕 /marketing-plan — the fCMO deliverable. An AARRR-structured marketing plan, ~10K words, Notion-paste-ready. The kind of strategy artifact a fractional CMO presents t…
受众观点：① 有用户调侃作者更新太快，自己已经跟不上每次新功能的节奏（@frncsbkr, 1likes） ② 也有人惊讶两周前才刚发新版本，认为产品迭代频率非常高（@mobrk_ai, 0likes）
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- @frncsbkr (1): @coreyhainesco I swear every day you drop a new update, I’m like two weeks behind on playing with them. CHILL
- @mobrk_ai (0): @coreyhainesco didn't u just lauched a new version like two weeks ago ! ur on fire
Cody 分享了一套用谷歌搜索和简单工具免费抓取 Instagram 创作者邮箱、批量验证并用 AI 工具冷邮件触达的增长玩法。
another friendly reminder you can scrape millions of creators emails from google for free with this simple setup site:instagram .com "@ gmail .com" + {KEYWORD} regex the emails verify with millionver…
受众观点：① 有人表示一年前就做过类似一键化工具，甚至能自动谈判整个创作者营销活动（@0xPaulius, 2likes） ② 作者在评论里继续推广 Graphed，强调用 AI agents 五天内部署营销自动化（@codyschneider, 1likes） ③ 也有用户质疑冷邮件的有效性，认为大多数人不会认真看垃圾邮件（@ProfitFry, 0likes）
展开评论
- @0xPaulius (2): @codyschneider Literally built a plug and play app that does this 1 year ago. But it got way more complex and just ran the entire creator marketing campaign negotiating HARD 😂
- @codyschneider (1): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Learn more at the link https://t.co/mL5ZLkAgFP
- @codyschneider (0): Deploy your marketing agents in 5 business days - https://t.co/8s2nibqHoo
- @ProfitFry (0): @codyschneider yeah bro I’m sure people will actually read an unsolicited email
- @bygregorr (0): @codyschneider ran this for pennywise. millionverifier passed ~80% but reply rates were maybe a third of what i got from product hunt signups. is your convert rate high enough to justify the volume or does it only work at massive scale?
独立开发者分享自己一年前上线的 SaaS 如今累计注册用户突破 2000 人，庆祝产品冷启动阶段的重要里程碑。
just hit 2000+ signups with my SaaS I launched 1 year ago 🥳 https://t.co/hZsLyBZ12b
受众观点：① 很多评论只是简单祝贺，认可 2000 注册是不错的阶段性成绩（@meet244, 2likes；@AjayGB4, 2likes） ② 有人好奇数据质量，直接追问多少是活跃用户，说明大家更关心留存和使用深度（@indieappbuilder, 1like） ③ 也有人顺势提到要做 dashboard 等运营工具，关注增长之后的数据监控和运营需求（@pgbpgbpgbpgbpgb, 2likes）
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- @pgbpgbpgbpgbpgb (2): @HsanC_ Bro! Tell codex to build a dashboard for you
- @meet244 (2): @HsanC_ that's a solid milestone, congrats on hitting that mark
- @AjayGB4 (2): @HsanC_ Congratulations bro!!!
- @BuildWithxAI (1): @HsanC_ congratulations Hasan!
- @indieappbuilder (1): @HsanC_ Congratulations bro , how many are active users ?
dmitriychuta 分享自己在 24 小时内靠两款应用获得 927 美元纯自然收入，强调“质量就是最好的商业计划”。
Quality is the best business plan. – 24 hours, 2 apps. – $927 in revenue. – Still no paid advertising. Just listening to users and the market. https://t.co/ivnnnpDLK7
受众观点：① 有人好奇他在没有投放的情况下如何持续获取新用户，询问是否主要靠转介绍（@AkankshaBarma, 2likes） ② 部分读者关注 24 小时 927 美元这一具体数字，对这种纯自然收入表现印象深刻（@MaksimXBT, 2likes） ③ 现有用户表示已经在他的应用里完整记录订阅，侧面证明产品有真实使用场景和口碑（@wiedymi, 2likes；@adel_ljaljic, 2likes）
展开评论
- @AkankshaBarma (2): @dmitriychuta Lovely approach While I understand how that works within the product, but how are you gaining new users? Is it primarily through referral?
- @MaksimXBT (2): @dmitriychuta $927 in 24 hours is a specific kind of revenue when it's from 2 apps and no paid advertising
- @wiedymi (2): @dmitriychuta btw i finally tracked all my subs in your app ><
- @adel_ljaljic (2): @dmitriychuta thats great all organic is the best way even in the digital world
- @vickyrj939 (1): @dmitriychuta That's amazing. How do you validate the idea for an app ?
作者给 SaaS 创业者拆解一套极简付费投放打法：用 Google Ads 只投产品相关的底层漏斗关键词，并让落地页文案与关键词强绑定以提高转化。
please pls stop overcomplicating paid ads for saas just do this google ads find bottom of funnel keywords related to the product phrase match bidding on those keywords landing pages H1 title and Para…
受众观点：① 有人把这套步骤进一步可视化，说明受众需要更简单可执行的投放流程记忆方式（@AftabRizen, 2likes） ② 原作者在评论里顺势推广自家 Graphed .com 的 AI 营销 agent，说明这类“简单投放 playbook”也被当成营销切入口（@codyschneider, 0likes） ③ 其他创作者认同这种极简思路，并询问如何迁移到服务型机构等不同业务场景（@caseyrowland, 0likes；@ArtePedraza, 0likes）
展开评论
- @AftabRizen (2): @codyschneider Here's an easier way to remember what cody said https://t.co/WK4iTLaLst
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Learn more at the link https://t.co/mL5ZLkAgFP
- @caseyrowland (0): @codyschneider Love everything about this
- @ArtePedraza (0): @codyschneider how would you do this for a service agency?
shiri_shh 介绍 NVIDIA 首款 PC 芯片 RTX Spark，号称拥有 RTX 5070 级 GPU、128GB 统一内存和 1 petaflop 本地 AI 算力，让 AI agent 能 24/7 在本地运行无需云端。
The laptop hasn't changed in 30 years. NVIDIA just changed it RTX Spark is their first PC chip ever. - RTX 5070 level GPU - 128GB unified memory - 1 petaflop of local AI - thin, light, barely throttl…
受众观点：① 不少人质疑“30 年没变”的说法，拿早期笔记本对比调侃这一夸张表述（@UsernameWords, 843likes） ② 大量苹果用户认为 M1/M5 MacBook 才是真正的代际飞跃，认为 NVIDIA 只是追赶者，并从续航、带宽等参数反驳（@PurrminatorVT, 346likes；@SebAaltonen, 255likes） ③ 有人直接关心价格和性价比，询问这类高算力本地 AI 笔电会卖多少钱（@giosaia, 239likes；@ddxxkknn, 78likes）
展开评论
- @UsernameWords (843): @shiri_shh "The laptop hasn't changed in 30 years" https://t.co/MFBpBj1ZAw
- @PurrminatorVT (346): @shiri_shh INCORRECT!!! The M1 MacBook Air was the real generational leap in laptops, and the current gen M5 Macs are excellent AI machines. This is just Nvidia playing catch up. https://t.co/a73zLhxxMQ
- @SebAaltonen (255): @shiri_shh M1 Max definitely changed the laptop just a few years ago. Full day battery life and heavy CPU/GPU work could be done running on battery. No throttling. M5 Max is more powerful than RTX Spark. Double the memory bandwidth. 128GB UMA too. Slightly faster CPU and GPU.
- @giosaia (239): @shiri_shh How much is this going to cost me?
- @ddxxkknn (78): @shiri_shh What do you mean ‘everyone else is about to copy it’? Apple and AMD are already doing this with their chips.
iamtonyzhu 讲述独立游戏开发者 Cakez 四年零收入坚持制作像素塔防游戏《Tangy TD》，上线后一周在 Steam 卖出 28078 份、净收入 19.78 万美元的故事。
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：① 很多人羡慕他有愿意支持四年无收入开发的伴侣，把焦点放在家庭支持的重要性上（@HZyrn, 255likes；@kevin_9431, 79likes） ② 部分评论把话题引向中外伴侣在经济压力下态度差异的对比和吐槽（@xuanxiaofang, 159likes） ③ 也有人单纯为开发者的坚持和最终成功感到不容易，表达敬佩和鼓励（@kevinma_dev_zh, 68likes）
展开评论
- @HZyrn (255): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (159): @iamtonyzhu 看，他四年无收入还有女人支持，再看看国内女人，失业在家一个月就在考虑离婚分手了
- @kevin_9431 (79): @iamtonyzhu 我佩服的是他老婆，换中国老婆早跑了
- @kevinma_dev_zh (68): @iamtonyzhu 这老哥太不容易了，真能坚持
- @iamtonyzhu (42): 帖子来源：
ajitcodes 提醒大家不要把 Claude 当实习生用简单命令驱动，而要像对待高级工程师那样给上下文和目标，并分享了 8 个可直接复制的高级提示词。
Stop telling Claude, "do this." Stop telling Claude, "write code." Stop telling Claude, "fix this error." You're actually treating a senior AI like a junior intern. Here are 8 prompts you can copy an…
受众观点：① 有开发者承认自己以前也只会下指令，转而给 Claude 描述问题和目标后，输出质量有明显提升（@abhijitnr, 36likes） ② 有人半开玩笑质疑这条内容是不是 Claude 自己写的，反映大家对 AI 参与内容创作的敏感和好奇（@ShilohsCrib, 25likes） ③ 也有评论指出这些建议目前主要服务于懂技术的人，希望能有适合非技术用户的提示词示例（@ashok_bangia, 23likes）
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- @ajitcodes (236): 1. Complete application from scratch. Think like a senior full-stack engineer developing a complete, production-ready application. First, design the system architecture and then develop the minimal but scalable version. The result should include: • Architecture • File structure…
- @abhijitnr (36): @ajitcodes been guilty of this too early on the shift from "write this function" to "here's what i'm trying to solve, what would you do?" completely changed the quality of output it's like the difference between micromanaging and actually collaborating with someone who knows the…
- @ShilohsCrib (25): @ajitcodes Did Claude write this for you?
- @ashok_bangia (23): @ajitcodes Good advice but holds good for the select tech people only, in a language they only understand . So the communication remains confined to the tech fraternity! Request - Could some of these brilliant minds give some ideas / some prompts that a normal non tech person ca…
- @WiscJohnson (13): @ajitcodes You don’t have to tell a senior engineer to think like a senior engineer
作者展示用一条红色路径线驱动的 AI 飞行控制，把哈利波特魁地奇视角的扫帚追金色飞贼视频完整生成出来。
😱AI flight control is getting crazy! One red line controlled this first-person Harry Potter-inspired Quidditch POV. Ride the broom, chase the Golden Snitch, fly through Hogwarts-style towers, skim ov…
受众观点：① 很多人在吐槽角色扫帚拿反了、画面细节怪异，说明受众既关注酷炫效果也在意物理与世界观的一致性（@grokwix, 106likes；@Jackk_Red, 79likes） ② 作者补充了从场景搭建到画红线再交给模型生成的具体步骤，说明大家对“怎么做出来”的制作流程有强需求（@MrLarus, 21likes） ③ 也有人指出城堡重复渲染等瑕疵，反映出对当前 AI 视频在连贯性和空间一致性上的技术局限有讨论空间（@Kotare97, 18likes）
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- @grokwix (106): @MrLarus Why is he riding his broom backward ?
- @Jackk_Red (79): @MrLarus the player is holding the broom backwards.
- @MrLarus (21): Step 1: Scene + path I started with one wide Hogwarts-style Quidditch scene. Stadium, castle towers, Black Lake, bridge arch. Then I drew a red line on top of it. That line became the broom path: stadium chase → towers → lake skim → bridge dive → back to the pitch. The line is o…
- @Kotare97 (18): @MrLarus Doesnt even make sense. The castle is x2 times rendered and broom is reversed
- @Inspectorpumpit (17): @MrLarus Why is he backwards on the broom.
推文讲述一位 30 岁独立开发者不再追逐 AI 热点，只用基础代码编辑器加单个 AI 聊天窗口，独自做出 35 个微型 SaaS 并在单月赚到 7.7 万美元。
A 30-year-old solo developer decided to stop chasing trends and made $77,000 in a single month He built 35 different micro-SaaS startups while working completely on his own He didn't build complex AI…
受众观点：① 有人强调真正的 playbook 是用基础工具反复解决真实问题，而不是追逐花哨栈，说明受众认同“简单工具+执行力”的路线（@shmidtqq, 10likes） ② 也有人指出故事的关键不在 7.7 万收入，而在愿意连续做出 35 个产品，凸显大家对“高频 ship 心态”的关注（@Nicoqp, 6likes） ③ 长评论提醒现在的 solo dev 最大难点是获客和分发而不是开发本身，认为很多成功者是借助已有受众起飞，说明受众在焦虑流量和注意力竞争（@Geekvineeth, 2likes）
展开评论
- @ridark_eth (15): the original YouTube video from the author Starter Story: https://t.co/UeNp2Lyalo
- @shmidtqq (10): @ridark_eth this is the actual playbook. basic tools, real problem solving, repeat. no need for the hype machine
- @Nicoqp (6): @ridark_eth the lesson isn't the $77k month it's being willing to ship 35 times
- @Atenov_D (2): @ridark_eth what is his daily routine after 6 hours of work?
- @Geekvineeth (2): To be fair, I think he started pretty early before all the AI boom. The issue which most ppl miss is that the current brand of solopreneurs already had a big following / audience and the AI boom made it easier for them to churn out new products. If you start now as a solo dev, t…
推文介绍 GSAP 官方新出的 gsap-skills 项目，让 Cursor、Claude Code、Copilot、Google Antigravity、Windsurf 等主流 AI 编码工具都能更轻松生成 Apple 风滚动和沉浸式网页动效。
🔥 前端动画界的老大 GSAP，又扔出了一颗炸弹：gsap-skills！ 90% 的网页动效只是乏味的淡入淡出，但 Apple 风滚动、数据可视化动画、沉浸式产品页背后的秘密，全在 GSAP。 GSAP 官方直接放出 gsap-skills： 支持 Cursor、Claude Code、Copilot、Google Antigravity、Windsurf 等几乎所有主流 https://t.…
受众观点：① 作者补充了官网和 GitHub 链接，说明大家对这个官方 skill 的文档和源码获取很关心（@IndieDevHailey, 65likes） ② 有人表示已经写文章分享使用体验，说明受众愿意深挖其在实际项目中的用法和最佳实践（@CreativeAiNinja, 3likes） ③ 中文用户反馈自己用 GSAP 调动画时效果“像静态 HTML 加一点动”，期待这个 skill 帮忙做出更沉浸的体验，反映出大量前端对高阶动效有需求但缺乏经验（@hushoushuan, 1likes）
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- @IndieDevHailey (65): 👉 官网：https://t.co/C57NNL37jI 👉 GitHub：gsap-skills
- @CreativeAiNinja (3): @IndieDevHailey i actually did an article on this - https://t.co/wwhMe32ubk
- @hushoushuan (1): @IndieDevHailey 这个是真不错，现在试试。昨天还在给新网站调动画，也是用的 GSAP，但调试后像是静态 html 加上一点动画，没有沉浸式的体验，试下这个 skill 好不好用。
- @amazing129 (1): @IndieDevHailey https://t.co/Lg0qxDQXxX
- @fine_v_view (0): @IndieDevHailey I've tried it and it works great.
推文推荐一个不到 1k stars 的小项目作为 Codex skill，专门帮独立开发者做 idea validation，避免陷入“找想法→开干→没人用→emo”的死亡循环。
这是我今年装到 Codex 里最爽的一个 skill，没有之一，强烈推荐大家安装一下。 一个不到 1k stars 的小项目，把独立开发最容易死的那一环给补上了。 独立开发时常面临的死亡循环：找 idea → 开干 → 没人用 → emo → 重复 中间被跳过的很重要的一步叫 validation，99% https://t.co/W6wKzz39Lz
受众观点：① 作者在评论里给出了找 idea 的入口和 skill 地址，说明大家对一整套从灵感到验证的工具链很感兴趣（@yanhua1010, 54likes） ② 有人已经把这个 skill 改成支持 Claude Code，反映出开发者希望在自己常用 AI IDE 里无缝完成验证流程（@tujiao, 17likes） ③ 也有长评强调 AI 只能帮你更有的放矢地验证假设，真正的结果还得去市场里试，说明受众在思考“AI 辅助决策的边界”和如何避免把验证完全外包给模型（@leaf_sanren, 2likes）
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- @yanhua1010 (54): 找Idea👇 https://t.co/z5efihZHbE skills地址👇 https://t.co/f67d2xEcYd
- @tujiao (17): @yanhua1010 我已经把它改成也可以支持 Claude Code 了。 https://t.co/ztuEtUZpnN
- @LocationCk (2): @yanhua1010 gstack：哦哦哦….
- @QT9277 (2): @yanhua1010 小工具帮你跳过“我觉得有用”，直击独立开发的死亡循环。
- @leaf_sanren (2): 我觉得博主这个立意特别好！(òωó)👍 坦白讲，现在开发技术问题都不是卡点，核心还是这个idea是否有真需求：这个问题立不住，后期做增长和营销就都是卡点。 关于这类反问引导型skill，我的经验是：AI没有观点，AI不负责任。 再顶级的模型也推演不出结果。因为答案压根就不在对话框，只能去实践和市场里验证。 不过，有了这个test Skill，至少更有的放矢的去验证假设，目测会更有效率。我也去试试！
作者宣布 Hermes Agent 接入 NotebookLM 形成“研究大脑”，可以长期积累资料、跨来源串联想法，并在每次实际任务中自动利用这些上下文。
HERMES AGENT JUST GOT A RESEARCH BRAIN. connect it to NotebookLM and it becomes a 247 research system that builds knowledge over time. it resources. connects ideas across sources. uses that context i…
受众观点：① 有人强调从自己验证过的来源里获得“零幻觉”的回答，与开放网络搜索型 AI 的不确定性形成对比，说明受众很在意答案是否基于可信资料（@froggyaislop, 9likes） ② 也有人指出 4 步安装看似简单，但真正瓶颈是大多数人能否长期维护这个上下文循环，反映出大家担心知识库搭起来后难以持续更新（@pow2chain, 4likes） ③ 评论里还有人好奇 MCP 实现如何处理长上下文同步，以及 NotebookLM+Hermes 对重度研究工作流的价值，说明技术实现细节和高强度使用场景都引发兴趣（@rherton, 3likes；@mallexibra, 3likes）
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- @froggyaislop (9): zero hallucinations from your own verified sources" is the key line. open-web AI answers with confidence regardless of accuracy. source-grounded answers are calibrated to what you've already verified. different tool for a different job - and most people haven't figured out when…
- @pow2chain (4): @IBuzovskyi They sell the 4-step setup like it's easy, but the real bottleneck is whether most people actually maintain that context loop past day two.
- @rherton (3): @IBuzovskyi curious how the mcp implementation handles long context windows when syncing with notebooklm.
- @mallexibra (3): @IBuzovskyi NotebookLM plus Hermes makes sense for research-heavy workflows. The win is turning saved knowledge into task context automatically.
- @zi0nj (3): @IBuzovskyi @Teknium Nice! is this different than using obsidian with hermes?
推文引用 Andrej Karpathy 的观点，批评 AI Twitter 上 90% 的学习建议半年内就会过时，点名 autogen、crewai、各种自治 agent pitch 和 agent marketplace 等一批炒作过度的工具。
Andrej Karpathy: "90% of what AI twitter tells you to learn will be dead in 6 months" 90% of what ai twitter tells you to learn dies in 6 months senior engineers already stopped chasing it the dead l…
受众观点：① 有人分享自己做了一个帮助 AI agent 理解代码上下文的 IR 层，强调降本和模型无关性，说明部分受众已经从追框架转向做基础设施（@deus_machinea, 3likes） ② 评论里有开发者吐槽花周末用 crewai 搭了三个 agent 结果只产出一份“购物清单”，体现大家对多代理炒作的失望和反思（@MarginOfAlpha, 2likes） ③ 多条评论都在强调要少收集闪亮工具、多构建能在生产环境活下来的系统，凸显受众对“工程化、可持续”的关注（@finchip_ai, 2likes；@korenssss, 2likes；@deucesync, 1likes）
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- @deus_machinea (3): @0xMortyx Totally agreed. We made an reversible IR layer on top of code that helps AI agents understand context in an efficient way. https://t.co/00rrAvsCis This reduces AI costs by 90% , model agnostic.
- @MarginOfAlpha (2): @0xMortyx i spent a weekend on crewai in march. built a 'team' of three agents to research my own project. they spent forty minutes arguing about search strategy and produced a grocery list. felt like a fever dream.
- @finchip_ai (2): @0xMortyx Stop collecting shiny agent tools. Start engineering systems that actually survive production.
- @korenssss (2): @0xMortyx Pure signal. Build infrastructure, ignore the hype
- @deucesync (1): @0xMortyx Agreed. The real skill is knowing what foundational patterns persist while the hype cycles churn. Ship and iterate beats chasing every new framework.
Runway 宣布推出 Runway MCP，让用户在 Claude、ChatGPT、Cursor、Replit 等环境中直接调用 Gen-4.5、Seedance 2.0、GPT Images 2.0、Kling 等模型生成高质量图片和视频。
Introducing Runway MCP. Now you can connect Runway directly into Claude, ChatGPT, Cursor, Replit and more. Generate polished images and videos with state-of-the-art models, like Gen-4.5, Seedance 2.0…
受众观点：① 高赞评论在调侃“AI 用户本来就什么都不干，现在连操作都被自动化了”，反映出一部分人对创作被进一步抽象化的复杂情绪（@IsThisA3DModel, 596likes） ② 有用户吐槽审查限制拖累了 Runway 的潜力，说明受众在意生成质量之外的内容自由度（@JSFILMZ0412, 16likes） ③ 也有人担心价格和商业模式，认为现在是在“亏损运营阶段”，未来可能变得难以负担，体现出对长期成本和定价的不安（@limbs_long, 6likes）
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- @IsThisA3DModel (596): @runwayml AI users already don't do anything and now they're being automated lmao
- @runwayml (32): Learn more: https://t.co/yHpnBb4iLo
- @JSFILMZ0412 (16): @runwayml censorship is literally holding runway back its such a shame. the ui is so good
- @limbs_long (6): @runwayml "We've crammed even more AI into our AI app. Pretty cool huh guys?? Don't worry about the price... we're still in the operating at a loss phase of all this. It won't become extremely unaffordable until next month"
- @koltregaskes (5): @runwayml Next up Runway CLI? 😀
推文演示通过 Claude Code 的 MCP 接入 financial-datasets，只需一条命令就能在数十秒内拉取 17000 多只股票、加密货币价格和财报等实时金融数据。
CLAUDE CODE CAN NOW PULL LIVE DATA FROM 17,000+ STOCKS, CRYPTO PRICES, AND FINANCIAL STATEMENTS IN SECONDS. One command. 60 seconds. Done. Here is the exact setup: Step 1: Open Claude Code and paste…
受众观点：① 有人指出重度使用成本可能高达每月 2000 美元，质疑宣传里对节省 Bloomberg 费用的说法，说明受众非常关注真实价格和性价比（@CryptoValueLabs, 24likes） ② 也有用户强调自己早就有专业数据，但依然在交易上犯错，认为关键不在数据接入而在于有书面流程避免情绪化操作（@Lyubo_Damyanov, 7likes） ③ 评论中有人总结“当信息变得免费，判断力就成了最贵的资产”，以及有人感叹这类能力对研究速度的提升，反映出大家在思考数据民主化后个人决策能力的重要性（@harry_dh1f, 6likes；@billyozno, 1likes）
展开评论
- @CryptoValueLabs (24): @cyrilXBT and you somehow forgot to mention it costs $2000 per month for heavy use... So much for saving $24k/year on Bloomberg. Cmon guys - do you even proofread your AI slop? https://t.co/Qk5v3pLVL4
- @Lyubo_Damyanov (7): @cyrilXBT I love Claude and use it every day. But data access is rarely the critical factor for success - I've had pro data for years and still fumbled trades badly. The edge isn't access but much more a written process so you don't wing it or emotion-trade every time
- @harry_dh1f (6): @cyrilXBT When information becomes free, judgment becomes the most expensive asset in the room.
- @NSBrooklyn (3): @cyrilXBT me and claude ai in 2031 https://t.co/tam5kJWTaX
- @billyozno (1): @cyrilXBT This is actually huge. Having Claude pull live prices and earnings like that changes how fast you can research stuff
作者坦诚自己运营 AI 中转站几乎不赚钱，决定把建站与营销全流程开源，详细拆解用 CN2 回国专线服务器搭建高可用中转服务的实战经验。
运营中转站这段时间是真没赚到钱，只能说勉强cover了我自己用ai的消费。 所以目前打算把开中转站的一切全部开源，包含如何建站+营销，门槛最低，让这个行业更卷一点。 首先整个系统由3个部分组成： • 第CN2 回国专线服务器：放在海外但回国速度极快的 VPS，作为运行核心。 •
受众观点：① 很多评论在追问部署细节和常见故障排查，说明受众最关心的是如何稳定跑起来而不是概念（@sukie234, 16likes） ② 有人关心访问速度和线路选择，讨论 CN2、Cloudflare、Argo 等组合对国内外用户体验的影响（@1uojin, 8likes） ③ 一部分人更在意后续营销玩法和资源对接，希望进入群聊获取模板和运营指导（@sukie234, 10likes）
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- @sukie234 (16): 常见问题 问题 1：客户端报 502 Bad Gateway 原因：sub2api 容器没运行。解决：docker ps 检查容器状态，docker logs 看错误原因，docker restart sub2api 尝试重启。 问题 2：流式响应卡住，憋很久才一次性输出 原因：Nginx 配置 proxy_buffering 没关。解决：检查第五章的 Nginx 配置是否正确保存。 问题 3：国内访问极慢 原因 1：Cloudflare 没启用代理（橙色云朵没开）。解决：开启代理。 原因 2：服务器不是真 CN2 线路。解决：换服务商。 原因 3：C…
- @sukie234 (10): 创建了一个tg群用于回答各位的疑问： Channel https://t.co/f256UdBsqX Chat https://t.co/wBy0xJjvZu… 我的中转站模板后续会对群友开源 并持续更新如何做营销 中转站这件事我就告一段落，下一步会研究如何用ai在欧美赚钱，如果有需要中转站资源、号源，api直连的老板，可以在群里发需求。
- @1uojin (8): @sukie234 头一次看到cn2线路套cf加速的…cf是垃圾vps起死回生的灵药，因为相对不怕封锁，能拉平超烂线路成为一般烂线路，但是像各种包括cn2在内的精品网，套cf必然是减速的。只能说是为了防止同行攻击，因此必须两本增效，买最烂的线路。
- @sukie234 (6): 如何营销的part
- @ThanksuTrump (6): @sukie234 套cdn了好用cn2干什么 cf在中国大陆的边缘节点基本都在美国 你在美国再花钱走cn2的价格到美国..
作者提醒大家 Gemini 的 Agent mode 本身就能作为 OpenClaw 的替代品，能用浏览器操作任意网站和工具，并直接调用 Gmail、Calendar、Drive、Slides、YouTube 等完成复杂任务。
Friendly reminder that Gemini has a built-in alternative to OpenClaw. Yes. Agent mode can literally perform any task: - Leverage a web browser to use any site/tool - Connected to Gmail, Calendar, Dri…
受众观点：① 有人补充说明 Gemini Agent 目前只对美国地区的 AI Ultra 订阅用户开放，门槛较高（@itsPaulAi, 39likes） ② 部分用户吐槽 Google 的产品定价和地区限制，认为应该提供基于 Gemini 3 Flash 的更轻量版本给 Pro 用户（@JustinGorya, 34likes） ③ 也有人调侃大家其实并不了解 OpenClaw 的工作方式，反映出大众对不同 agent 技术栈的理解有限（@iruletheworldmo, 15likes）
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- @itsPaulAi (39): Btw Gemini Agent is available on mobile as well. Currently to AI Ultra subscribers in the US.
- @JustinGorya (34): @itsPaulAi L take again from Google. Only for US and only Ultra. they should make a Agent lite for pro users using Gemini 3 flash.
- @iruletheworldmo (15): @itsPaulAi how do you think openclaw works 😂
- @iam_multiman (12): @itsPaulAi Restricted to Google AI Ultra subscribers in the US only (English, personal accounts, 18+, with activity history enabled).
- @RubberDucky_AI (7): @itsPaulAi Because Gemini marketing department might be the worst in history And then there’s Jules….
作者介绍开源项目 Understand Anything，这个 GitHub Trending 第一的工具能把任意代码库变成可点击浏览和自然语言问答的交互式知识图谱，大幅降低啃源码成本。
程序员跪着啃源码的噩梦时代，终结了！🔥 这个项目让任何代码库直接变成可以点击、可以问答的交互式知识图谱！ Understand Anything，21.8k stars，GitHub Trending 第一 点击任意函数，秒告诉你：这模块干嘛的、依赖谁、被谁调用。 还能直接开口问"支付流程怎么走"—答案直接出来。 https://t.co/jFJAQl7ohS
受众观点：① 有开发者认为工具被过度吹捧，吐槽实际体验一般、token 消耗巨大，还不如直接用 grep 查找（@0x_qeesung, 18likes） ② 有人担心“AI 以为自己懂了就乱讲”，指出过度依赖 AI 理解代码可能导致上线翻车、责任不清（@lukesproxy, 14likes） ③ 也有用户分享替代方案和竞品链接，希望对比不同代码理解工具的效果和易用性（@Fantersi, 6likes）
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- @IndieDevHailey (33): https://t.co/3XXq0mKC3G
- @0x_qeesung (18): @IndieDevHailey 别无脑吹了，屌用没有，浪费一堆token，不如几句 grep 实在
- @lukesproxy (14): @IndieDevHailey 现实版：AI以为自己看懂了，给你讲了，然后你也以为自己懂了，结果上线那天炸了，老板问你到底懂不懂，给你直接干迷茫了，“我到底懂不懂？”
- @Fantersi (6): @IndieDevHailey @otterpal24 别那么麻烦，来这个 https://t.co/dod4HNydkM
- @ieufsdfdsf (1): @IndieDevHailey 似乎并不好用，几十行代码的项目，转了半小时还没分析完成
作者回顾在 Apple 封杀 vibecoding 应用后，团队两个月内做出能在手机上直接生成、运行和分享原生 Swift iOS 应用的系统，但选择不发布，声称要做出让这类应用都变得无关紧要的新东西。
3 months ago, Apple banned Vibecoding apps from the App Store. 2 months ago, we figured a way to make 10x better native Swift iOS apps directly on your phone. - Build any native iOS app - Run it on a…
受众观点：① 作者解释之所以不发布，是因为认为可以做出让包括 vibecoding 在内的所有这类应用都变得不重要的新产品，吊足了大家胃口（@anshnanda, 66likes） ② 有开发者分享自己也在做类似的内部系统，表达技术路线上的共鸣（@drf0k, 3likes） ③ 还有人吐槽 Apple 审核流程繁琐、经常需要“跳圈圈”，对平台管控表达不满（@tsvtxt, 2likes）
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- @anshnanda (66): But we decided not to release it. Why? Because we realized that we could just make all apps -including vibecoding apps - irrelevant. Coming soon.
- @alvolioo (4): @anshnanda No they didn’t
- @drf0k (3): @anshnanda have a very similar system for our internal tests! great work :)
- @tsvtxt (2): @anshnanda Interesting. My Chrome extensions often get approved faster than I can debug them. Apple always makes you jump through hoops. Good on you for cracking it.
- @sitetusk (2): @anshnanda holy shit this is huuuggeeee
作者讲述凌晨被 OpenClaw 发消息叫醒，请求在美国人熟睡时抓住 6 个即将结算的市场并自动部署 1.2 万美元资金，早上醒来账户收益大增的自动化交易故事。
I was woken up at 3:47 AM by OpenClaw It sent just one message: "Found 6 markets that will settle in the next 90 minutes. Americans are still asleep. Need approval to deploy $12K." I replied with a y…
受众观点：① 有人直言这种一夜翻几倍的故事不现实，认为自动化交易虽然可行，但真正稳健的策略不会这么夸张（@BanjoDesk, 13likes） ② 有用户直接喊“Scam”，对这类高收益宣传保持高度怀疑（@TheJTShow2024, 3likes） ③ 也有人质疑如果策略这么赚钱，作者为何要公开分享，担心参与人数增加会稀释机会（@erdemwrites, 4likes）
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- @BanjoDesk (13): @marryevan999 this level of bullshit 😅 building an automated trading strategy is really possible now thanks to AI assistant but thats not that simple And there is no solid strategy that will make x4 overnight. It will be steady and consistant win but not that shinny
- @strong9607 (5): @marryevan999 Teach me!!
- @hexxagon_io (4): @marryevan999 Dealing with automated alerts like that can be intense! For deploying OpenClaw efficiently, ensure your monitoring setup is tuned to your peak times and use throttling to manage messages. In our experience at Hexxagon AI, that helps maintain a smoother operational…
- @erdemwrites (4): @marryevan999 Then why do you keep sharing this with us? Keep it for you, because if everyone uses this, you won’t be earning any money this way, in a matter of time..
- @TheJTShow2024 (3): @marryevan999 Scam
作者安利一个号称能让 OpenClaw 爬任何网站的开源工具，宣称零反爬检测、原生绕过 Cloudflare、比 BeautifulSoup 快数百倍，还免维护选择器，号称对传统爬虫是降维打击。
兄弟们，让OpenClaw龙虾能爬任何网站，直接把爬虫圈给炸了！！ 这个开源工具： ① 零反爬检测，原生绕过Cloudflare，速度比BeautifulSoup快774倍！ ② 不用维护选择器、不用骚操作、直接拿数据就完事了。 这他妈是降维打击啊，还完全开源，不用白不用。 还不赶紧冲？错过这波，你连灰都吃不上！ https://t.co/SJt8JOu5E0
受众观点：① 有用户实测后反馈工具确实好用，认可其在真实场景下的表现（@grainrain_young, 1likes） ② 一些人被展示的速度震惊，关注性能和效率提升带来的新玩法（@ChainLog7, 0likes；@ohouhou717, 0likes） ③ 也有人开始问能否用于爬 Twitter 以及是否需要多账号，说明大家在意平台风控与账号安全（@Web3Tashan, 0likes）
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- @grainrain_young (1): @NFTCPS 昨晚试了下，确实好用
- @ChainLog7 (0): @NFTCPS 哇 这个速度好猛🥹
- @ohouhou717 (0): @NFTCPS 笑死，这速度也太离谱了吧？
- @justloveabit (0): @NFTCPS 跟着鸟哥学习
- @Web3Tashan (0): @NFTCPS 爬推特不需要多账号？
作者介绍开源项目 CloakBrowser，这是一款深度魔改的 Chromium 反检测浏览器，号称能通过 reCAPTCHA v3 高分和多种反爬检测，并自动绕过 Cloudflare，作为付费反检测浏览器的免费替代。
反检测浏览器一个月动辄收几百块，现在有人直接开源了一个能打的平替。 CloakBrowser，一个深度魔改的 Chromium 浏览器，专治爬虫和自动化场景下的各种检测。 - reCAPTCHA v3 评分 0.9，达到跟真人一个水平 - 主流爬虫检测 14 项全过，Cloudflare 验证也能自动绕过 - 完全兼容 https://t.co/NnWoufdcdF
受众观点：① 有开发者表示用魔改 Playwright（如 patchright）加指纹插件也能长期稳定抓取平台，认为不一定非要换新工具（@neohob, 7likes） ② 部分用户只是先 star 收藏，打算有需求再尝试，说明很多人处于观望状态（@wangmaocheng3, 0likes） ③ 也有人提到 Scrapling 等其他工具，希望对比不同反检测方案的能力和易用性（@nouzuonoudie, 0likes）
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- @neohob (7): @GoJun315 playwright的魔改pathcright加上指纹插件一样可以，抓咸鱼好像还没什么封过，而且我还没用patchright用的还是原版playwright
- @LiQiuJIong (0): @GoJun315 模拟鼠标动作过验证码可以么
- @wangmaocheng3 (0): @GoJun315 star了，有需要再用
- @nouzuonoudie (0): @GoJun315 Scrapling，更强大一些
作者转述《歌手》节目片段，歌手胡彦斌在节目里用 Claude Code 搭配 VS Code 自己做了一款粉丝社区 App“彦火”，展示非技术明星也开始玩 vibe coding 的趋势。
什么？连胡彦斌都开始vibe coding了！ 昨晚《歌手》片段，他用 Claude Code + VS Code，自己独立开发了粉丝社区App彦火，目前在TestFlight测试中 正所谓： 你要的 token 全拿走 把 memory 化成空 不要在乎 model context 有所保留 说过的话当 skill 附送 https://t.co/v9DoW3ZEmE
受众观点：① 有人指出节目组把“vibecoding”听成“webcoding”，字幕翻译错误，说明大众对这一新概念还很陌生（@dajiangchat, 39likes） ② 部分评论质疑歌手不用 AI 写歌却去写代码，怀疑这是在刻意营造人设（@kinghylon, 18likes） ③ 也有人认为胡彦斌算是明星里的科技前沿代表，并看好 vibe coding 从专业 dev tool 走向普通用户的拐点（@samhimselff, 17likes；@stometaverse, 6likes）
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- @dajiangchat (39): @CryptoDoggyCN 搞笑的是胡彦斌说 vibecoding，节目组以为是 webcoding，然后字幕就翻译成了网络编程😅
- @kinghylon (18): @CryptoDoggyCN 歌手不用ai写歌，搞锤子代码。很难不怀疑在凹人设
- @samhimselff (17): @CryptoDoggyCN 那算是明星里的科技断层了
- @stometaverse (6): @CryptoDoggyCN vibe coding 从 dev tool 变成 consumer tool 的拐点比很多人想的来得快。
- @leaf_sanren (3): @CryptoDoggyCN 这其实挺反直觉的。很多非技术的人做 vibe coding，反而没那么容易陷进“我要精确控制每一步”的坑。 他们更像是在和一个同事说话，先把事讲明白，再慢慢磨。某种程度上，技术背景有时候反而是包袱。
原帖吐槽 SideProject 版被 Claude 生成的千篇一律 AI 项目淹没，缺乏思考和技术含量，真正有心做产品的帖子被“vibe coder” 垃圾项目盖掉。
This subreddit used to be great- filled with genuinely great side projects and discussions. It’s now just filled with people showing off what Claude (yes Claude, not you) has created. Not only do all…
受众观点：① 顶层评论用夸张段子吐槽千篇一律的 AI B2B SaaS：紫色玻璃拟物 UI、Clerk 登录、Stripe 订阅、宣称“重塑生产力”（@rauf0300, 652分） ② 很多人觉得最大问题是完全没想清楚需求，随手做药丸提醒、习惯打卡这类早已高度饱和的应用，还真心困惑为何没人下载（@2Martian, 228分） ③ 评论区用自嘲段子继续放大这种同质化，比如“在线计算器要登录才能免费用”“周末和几百万 Claude token 都浪费了却只有自己成了首个付费用户”（@dragon_idli, 148分; @rauf0300, 98分）
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- @rauf0300 (652): you're telling me you don't want another AI B2B SaaS with glassmorphism purple UI, Clerk auth, Stripe integration, and a landing page claiming it will "revolutionize productivity"? sounds like someone isn't ready for the future
- @2Martian (228): lol to me it’s the lack of thought that’s crazy. “Why isn’t my pill reminder app getting downloads?” Literally 1000 pill reminder apps on the App Store. I can understand wanting to build habit trackers, note apps, alarm clocks etc as fun little side projects to try out a new too…
- @mobfather (189): “But I spent an entire weekend building it!” 😡
- @dragon_idli (148): I built an online calculator. For free. All you need is to login and you can use the calculator unlimited times. /s
- @rauf0300 (98): weekend: gone. 2 million claude tokens: gone. 10,000 liters of water: gone. first paying customer: me, accidentally
作者用 Claude 4.8 一条提示词就生成了类英雄联盟的 Temu 网页多人游戏，并通过子代理和 Ultracode Workflows 迭代优化角色、技能和性能。
Fun weekend project just to test out 4.8 against a pretty vanilla setup. Started out with a simple prompt, "build a temu league of legends, web-only with online, room-based multiplayer". It built it.…
受众观点：① 觉得成品又好笑又震撼，惊讶 Claude 4.8 居然能一发构建完整多人游戏（@Medium-Theme-4611, 278分） ② 好奇美术与素材来源，关注 Claude 生成 SVG 艺术和整体视觉风格（@jonnygravity, 109分） ③ 关心 IP 合规和提示词技巧，讨论如何避免侵权命名以及“HOLY SHIT, AI BUILT THIS!?” 这类 prompt 模式（@jonnygravity, 104分; 71分）
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- @Medium-Theme-4611 (278): this is hilarious and also amazing. great job
- @jonnygravity (109): The art is ALL Claude being a masterful painter with SVG 😄
- @jonnygravity (104): I wish I kept some of the Champion names Claude came up with originally, but I ran a "don't infringe on IP pass" out of an abundance of caution, lol. I think my favorite was Teehee (instead of Teemo) 🤣
- @jonnygravity (79): Thank you!! 😃 I came up with the name, but I credit most of the humor to Claude. Anthropic's really outdone themselves with 4.8.
- @jonnygravity (71): In all fairness... I did kind of abuse the following prompting pattern: "You are in 'HOLY SHIT, AI BUILT THIS!?' mode." I dunno if it worked or was just placebo, but I like the results 😄
一位运营 AI agent 技能市场的非技术 solo 创始人分享如何用 Claude 辅助做 SEO，在三个月内通过高频回答开发者搜索问题和全站结构化数据，把站点做到百万级曝光和稳定自然流量。
I'm a solo non-technical founder running a marketplace for AI agent skills. No engineering team, no marketing team, no SEO agency. Just me and Claude. Here are the numbers from Google Search Console…
受众观点：① 读者调侃“2026 年的 SEO 是一个 Claude、几个 agent、没有市场团队却依然要开 CTR 例会”，说明大家关注 AI 让个人具备类团队能力的现实感（@loveai_opc, 49分） ② 有人强调真正关键不是 Claude，而是坚持写 100+ 篇文章、给 SEO 足够时间起效，反映出对长期内容投入与结果滞后的共识（@theregularintern, 40分） ③ 另一位分享自己用 Semrush/Ahrefs 做问句关键词筛选、聚类和内容差距分析的完整流程，说明受众很在意可执行的 SEO 具体步骤而不仅是励志故事（@Puzzleheaded_Rent409, 19分）
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- @loveai_opc (49): 2026 SEO: one Claude, three agents, zero marketers, and somehow still a weekly meeting about CTR.
- @theregularintern (40): Honestly the biggest thing I took from this isn't Claude, it's publishing 100+ articles before expecting results. A lot of people quit after 10 posts and conclude SEO is dead. That's a pretty crazy jump from 13 impressions a day.
- @no2K7 (24): I've been working from home since I was 14, and one of the first things I learned from online business forums was that you need to give it at least 6 months. Most people quit way too early. If you consistently publish just 2-3 blog posts a week for 6 months, there's a good chanc…
- @Puzzleheaded_Rent409 (19): Yup, the best way to acquire good traffic is to write blog posts that answers questions. here is my workflow - seed keyword (ex: chatgpt or claude) -> enter in semrush or ahrefs -> filter to questions -> filter based on KD (max 29), SV (>500), Intent (the most import…
- @CatolicQuotes (11): How do you write articles
一位 27 岁的叙利亚裔美籍创始人分享自己先后做过两次小型退出、完全自筹把 context.dev 做到数百付费客户后，先被 YC 拒绝再凭更高收入二次申请成功的完整经历和申请建议。
Hey r/SAAS, I just got accepted into [YC's upcoming S26 batch as a solo founder.](https://x.com/mynameisyahia/status/2061455304013853004) I know a-lot of people here are interested in YC, so I figure…
受众观点：① 有人祝贺他 27 岁已卖出两家公司又进 YC，强调这是非常罕见的履历，说明读者被“连续创业 + 加速器”这条路径强烈激励（@gandalfbutbetter, 29分） ② 创始人本人在评论里提到前 20 个客户是一个个慢慢啃下来的，获取信任花了很久，反映出大家关心早期 B2B 客户开发的真实难度（@mynameisyahiabakour, 12分） ③ 另一条回复提到之前两次收购金额都不大，希望这次能有更大的结果，说明受众也在思考“多次小退出 vs 追求一次大 outcome”的策略选择（@mynameisyahiabakour, 7分）
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- @gandalfbutbetter (29): congrats man! 27 years old, already sold 2 businesses and got accepted into YC - hope you give yourself some credit for that, you're doing amazing!
- @mynameisyahiabakour (12): Landing those first 20 customers, was one at a time and took forever to gain trust
- @mynameisyahiabakour (7): Thank you so much for the kind words! The previous acquisitions were quite small (<1M) so i'm hoping for a really significant outcome with this!
- @MajorParadork (5): Congratulations man. What would you say the hardest part of the journey so far was?
- @Thin-Durian3837 (5): The fact that fortune 100s were the ones showing up early is interesting. Do you think the product just naturally skews enterprise or did you end up there because smaller teams had more alternatives?
一位用户想找一款自托管小工具，只需自定义事件按钮并记录“上次做这件事到现在过了多久”，不要习惯打卡或日历，只要简单的时间间隔看板。
Im trying to find a selfhosted app that does something very simple, but i cant seem to find the right keywords. I want to create custom buttons/events such as: * Haircut * Contact lens replacement *…
受众观点：① 很多评论者共鸣这种需求，举例说总是记不清上次洗毛巾、清理排水沟之类的家务时间点，说明“时间间隔记忆”是普遍痛点（@revereddesecration, 75分） ② 有人建议用 Home Assistant 通过计时器或传感器来实现类似功能，把它当成一个自动化场景来配置（@tonyxforce2, 40分） ③ 也有开发者表示自己已经做了类似项目但没信心公开，看到讨论后准备开源出来（@DangerBlack, 39分） ④ 还有人推荐现成的开源项目 lastGLANCE，说明这个细分需求已经开始有专门工具出现（@gab1to, 30分）
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- @revereddesecration (75): This is something I think about all the time. When was the last time we washed the towels? Or cleaned out the gutters?
- @tonyxforce2 (40): It can probably be done with Home assistant. Maybe creating a stopper and resetting it each time?
- @DangerBlack (39): oh man I did it, but I haven't yet finalize the project! I'm gonna open source it when it's done. I quit working on it because I was like, nobody will care about this project! what a fool
- @gab1to (30): Have you tried this? https://github.com/krelltunez/lastGLANCE
- @BoredGrownMan (23): Exactly! That's the kind of thing im looking for. Not really a todo list or habit tracker just a simple way to answer questions like when did i last do this and see how long it's been since then.
一名有两年经验的软件工程师分享自己做的副业 SaaS 已有约 400 美元月收入，因此越来越难接受长期打工的前景，想通过持续增长产品来摆脱咨询工作的困境。
I’m a software engineer with 2 years of experience and I honestly don’t see myself staying in consulting long term. About a year ago I built a small SaaS on the side and it’s making around $400/month…
受众观点：① 有人提醒当前确实是不错的机会窗口，但也担心 AI 进步会在未来几年整合或淘汰大量 SaaS，建议有机会就尽快做大并考虑出售，体现出对赛道时机和退出路径的现实关注（@DriverReady965, 16分） ② 另一位指出楼主已经有 400 美元 MRR 和大多数只停留在幻想的人不同，强调“看到陌生人愿意付费”带来的思维转变，比具体金额更重要（@FeatureFar1111, 12分） ③ 也有人建议在加功能前先搞清楚用户最初为什么付费，甚至可以用简单问卷工具做需求验证，说明受众在意从收入信号回到用户动机的分析（@svlease0h1, 12分）
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- @DriverReady965 (16): For now its a good way. I see AI advancement consolidating a lot of the SaaS market or making many of them irrelevant in the next few years. Scale and sell the platform may be a good option.
- @FeatureFar1111 (12): honestly i think the fact that you’re already at $400/month changes the conversation a lot. most people dreaming about saas are still at $0. i wouldn’t quit a stable job over it, but i get the feeling. once you’ve seen strangers pay for something you built, it’s hard to look at…
- @svlease0h1 (12): the interesting part isn't the $400. it's that strangers paid for something you made. that's the signal i'd pay attention to. before building more features, i'd spend time understanding why people signed up in the first place. a simple quiz or calculator built with outgrow can h…
- @No-Gas5006 (8): Absolutely go for it man. You got the skills, the knowledge and experience. Just double down on your SaaS and become financially independent. SaaS is an excellent business business vehicle for time and financial sovereignty.
- @starkly-not-tony (5): Dead internet 😂 why reply with AI?
一位做降低流失率和 Stripe 高级分析工具的创始人兴奋地宣布拿到第一个注册用户，期待尽快迎来首个正式付费客户。
Huge milestone after it took nearly a month to get someone to finally sign up and try my product. That's all. Cheers! Can't wait to get my first official paying user! P.S. For those of you interested…
受众观点：① 多位评论者简单祝贺并分享自己刚拿到首个用户的经历，说明大家把“第一个 signup”视为重要情绪节点，愿意互相打气（@ChoiceDescription681, 5分） ② 有人强调“那个第一位注册的感觉完全不一样”，突出从 0 到 1 的心理冲击和成就感（@Thin-Durian3837, 2分） ③ 还有人只是简短鼓励“继续干”，体现出社区对坚持和后续执行的期待（@Dont_Bring_Me_Down, 4分）
展开评论
- @ChoiceDescription681 (5): Congrats! I got my first user last week too! They’ve been engaged so far too and shared some feedback too It is exciting times, keep up the momentum - all the best with whatever comes next!
- @Dont_Bring_Me_Down (4): Congrats! Keep going!
- @XIVMagnus (2): Thank you! Appreciate it
- @Thin-Durian3837 (2): fr, that first signup hits different
- @AsmaaBE55 (2): Bravissimo!
一位自托管爱好者发了个半开玩笑的帖子，围绕“该停止再造一堆 *arr 系列应用”的梗展开，评论区玩起了 Stoparr、Redditarr 等命名接龙和域名抢注。
Made tongue in cheek and with good intentions. No death threats please.
受众观点：① 顶赞评论顺着玩梗，问楼主什么时候发布 Stoparr 来解决这个问题，直接把“停止造 arr”拟人化成一个新项目（@TheFeshy, 239分） ② 有人联想到极简主义网站 motherfuckingwebsite.com，说明大家对“少即是多”的审美和对复杂生态的反感（@Cziperlan, 58分） ③ 其他评论继续扩展梗，比如建议叫 stopmakingarrsarr.org、有人真的去注册了 STOPARRS.COM 域名，还调侃未来会在 Redditarr 上听到这个项目（@communistfairy, 53分；@DougEubanks, 40分；@Meanee, 36分）
展开评论
- @TheFeshy (239): When are you going to release Stoparr to help us with this?
- @Cziperlan (58): Love it. Remided me of this gem: https://motherfuckingwebsite.com/
- @communistfairy (53): Should have called it stopmakingarrsarr.org
- @DougEubanks (40): You convinced me to buy "STOPARRS.COM". Thanks!
- @Meanee (36): I am sure we will hear about it on Redditarr when it comes out.
一篇用夸张数据和荒诞细节调侃 AI + SEO 神话的讽刺贴，虚构了 TrustMeBro.com 这种靠海量垃圾文章和过度 schema 操作获得数百万曝光的“成功案例”，反讽市面上贩卖 AI SEO 速成课的套路。
TL;DR: You can do it bro! I’m a solo, non-functional, non-technical founder running a marketplace for AI thoughts. No engineering team, no marketing team, no brain cells. Just me, a laptop, and a pra…
受众观点：① 有人先点踩后意识到是讽刺再改为点赞，说明不少读者一开始会把这种“夸张战报”当真，反映出市场上对 AI SEO 奇迹故事的敏感和疲劳（@RutabagaTechnical822, 4分） ② 有评论调侃这篇帖子的“课程”肯定很快就能卖满，进一步放大对割韭菜式 SEO 教程的嘲讽（@BigB3ardedB3ar, 10分） ③ 还有人提到自己已经开始收到私信求他帮忙做 SEO，说明即便是明显的恶搞，仍会被部分人当成真实战绩，暴露出信息环境的混乱（@ccrrr2, 5分）
展开评论
- @[deleted] (16): [removed]
- @BigB3ardedB3ar (10): Some wise advice here. That $999 master class will be full by the end of the day.
- @Imperiu5 (6): 
- @ccrrr2 (5): I am getting dms, people asking me to help with seo...
- @RutabagaTechnical822 (4): downvoted before realizing it's satire, then upvoted
一位有十多年经验的 web 开发者吐槽当前就业市场内卷、裁员频繁、AI 冲击明显，询问大家是否还会向朋友推荐入行。
I've been doing webdev for over a decade. Now I feel burnt out and worried about prospects. Mid-career and barely getting interviews. Not only do we have to compete on a global stage (I'm US based),…
受众观点：① 顶层评论直言不会再推荐入行，认为学习成本越来越高而岗位越来越少，尤其是初级开发几乎没人要（@scragz, 84分） ② 有人半开玩笑地说不如去卖墨西哥卷饼，暗示做体力工作可能反而更快乐（@unbanned_lol, 41分） ③ 多位开发者分享自己多年经验却近期找不到工作的经历，感叹 2020 年“有脉搏就能拿 80k”的时代一去不返，竞争极其激烈（@ShawnyMcKnight, 32分；@xatey93152, 21分；@ShadowFox1987, 18分）
展开评论
- @scragz (84): I would not recommend it. there's so much more to learn these days and by the time you have it down there are going to be even fewer jobs with even fiercer competition. absolutely no one is hiring juniors anymore.
- @unbanned_lol (41): lol no. Sling tacos from a food truck. You'll be happier.
- @ShawnyMcKnight (32): Not at all. I got let go 2 months ago and haven’t even gotten an interview when I’ve been pretty consistently employed for 20 years with little issue finding a new job. At the place I worked at last year we hired someone who said he’s been looking for 8 months and he is a good d…
- @xatey93152 (21): The competition is very very intense. You will regret it
- @ShadowFox1987 (18): This was my experience as a new grad in 2023. By the time I teach myself the thousands of hours of things university didn't teach me but employers expect within the handful of hours a day I have to learn and maintain it, there's just going to be wave after wave of boot camp grad…
楼主吐槽 Tailwind 新模板的文案和设计风格高度像 Claude 生成的网站，讨论 AI 设计模式与 Tailwind 审美互相影响的问题。
I've had Claude make a few static website frameworks for me and I noticed some patterns. Rounded buttons, serif H1's that are soulful rather than descriptive, two contrasting buttons in the hero, loa…
受众观点：① 顶层评论认为 Tailwind 的风格本身被大量用作训练数据，可能是 AI 在学 Tailwind，而不是 Tailwind 在学 AI（@achterlangs, 193分） ② 有人指出这些设计元素本身就很通用，很难区分是 AI 生成还是普通模板，反映出大家对“AI 痕迹”识别的困惑（@xondk, 115分） ③ 还有人提到近几年 AI 产品常见的紫色设计趋势本来就受 Tailwind 示例和模板影响，说明生态之间存在审美回流（@gustix, 49分）
展开评论
- @achterlangs (193): Tailwinds style has been so overused as trainingdata that it might be the other way around.
- @xondk (115): That's tricky, because you notice those patterns by AI in general, including Claude, because it is those that likely are more present in the training data. What you are showing and describing is very generic, it could be AI created, but it could just as easily just be a generic…
- @gustix (49): It's funny you would say this, because the purple trend in AI designs the recent years were definitely inspired by Tailwind's examples and templates.
- @cointoss3 (39): On iOS or macOS, you type a dash twice and it creates one for you —
- @dreacon34 (27): Thats what I was about to say. AI just copy Tailwind styles since it usuallyuse Tailwind for styling
这是一个自动同步 Claude 官方状态页的帖子，提示多款模型当前错误率升高，并引导用户查看状态页面和性能问题汇总帖。
This is an automatic post triggered within 2 minutes of an official Claude system status update. Incident: Elevated errors across multiple models Check on progress and whether or not the incident has…
受众观点：① 有用户反馈过去 24 小时就频繁遇到类似错误，质疑这并非简单高峰期问题（@Valuable-Account-362, 6分） ② 有人从工程角度分享自己会用缓存和指数退避重试来平滑短期故障，认为关注状态监控是刚需（@Mysterious-Dot-8450, 6分） ③ 澳大利亚用户集中抱怨本地时间段持续宕机，说明区域性影响明显（@thefunkiestfit, 2分; @Ok_Measurement_5693, 2分）
展开评论
- @Valuable-Account-362 (6): had the same issues like 24 h ago.. this cannot be peak time anywhere or ?
- @Mysterious-Dot-8450 (6): I woke up this morning to a bunch of failed requests and immediately checked the status page. Seeing elevated errors across multiple Claude models is rough, especially when you have live integrations or deadlines. I usually keep a lightweight fallback cache and implement a retry…
- @myboiearnsmoney (3): yeah claude not working
- @thefunkiestfit (2): Same here in Aus time it's 5:38 pm. Still error
- @Ok_Measurement_5693 (2): Yes I’m in Australia and been down for the last 2hrs smh
发帖者讨论自托管环境中如何监控 cron 和计划任务，指出很多事故来自备份、同步等后台作业静默失败而非服务器宕机。
For those running self-hosted services, VPSs, or home servers: How are you monitoring cron jobs and scheduled tasks? I've noticed that many failures aren't caused by the server going down, but by bac…
受众观点：① 有人推荐 Cronicle 来集中管理多台服务器上的定时任务，认为统一调度和可视化能显著降低运维心智负担（@Fizpop91, 17分） ② 多位用户提到用 ntfy 或 gotify 给备份等夜间任务发推送，早上快速扫一眼就能发现失败情况（@milkipedia, 12分；@Steppenstreuner_, 5分） ③ 也有人分享更重的监控栈，如让任务上报到 uptime-kuma，或用 Alloy+Loki+Grafana 抓 systemd 日志并设置告警，形成通用日志与任务监控平台（@Ok_Page_7443, 11分）
展开评论
- @Fizpop91 (17): I recently setup Cronicle and quite like it for managing cron jobs across servers
- @milkipedia (12): I send ntfy notifications for overnight backup jobs that I review each morning. Takes all of 5 seconds to see if something failed. Edit: via a self hosted ntfy instance, but it has to be routed to ntfy.sh to be pushed to an Apple device
- @Ok_Page_7443 (11): Choose what you like: 1. Jobs can push healthchecks pings to monitoring tools you use upon success or failure (uptime-kuma?, etc) 2. Jobs can save some file(s) with outcomes, and you can scrape it via some monitoring stack you use 3. Scrape systemd service logs via Alloy and pus…
- @Steppenstreuner_ (5): This but I'm using gotify
- @nonlinear_nyc (3): Ooh I knew that was a way. Does it watch and tries to heal? Does it give reports? Hooks are great but when they fail silently it’s a mess.
有人在 selfhosted 分享了自己喜欢的极简 Markdown 笔记应用 Scratch，主打离线优先、语法高亮、Mermaid/KaTeX、AI 编辑和 Git 同步等特性，并附上 GitHub 源码和开发者链接。
Thought to share a project I've recently fell in love with (not affiliated to the dev, if you have questions I'll leave a link to his profile). It's a minimal markdown note-taking app I use as a dist…
受众观点：① 有人表示自己是重度 Markdown 党，但现实中仍然更偏向用 Obsidian 这类成熟生态，认为新工具要面对强势竞品（@Deus_Judex, 92分） ② 也有评论质疑为什么发在 selfhosted，并顺势问有没有暗色主题，说明自托管社区更关心部署属性和基础体验（@FilesFromTheVoid, 57分） ③ 有人提醒 Obsidian 是闭源软件，并推荐 Joplin 作为开源替代，凸显出一部分用户对开源和可自托管的敏感度（@CircuitSurf, 40分） ④ 还有人吐槽“AI 糊出来的工具”和安全隐患，觉得这类应用像是苹果 Notes 的山寨版，反映出对新笔记工具和 AI 集成的审美疲劳（@VirtualMage, 40分；@MajorNerfHerder, 34分）
展开评论
- @Deus_Judex (92): I mean .... huge markdown fan, so nice idea! But realistically Obsidian will always be the better choice (at least for me) for markdown notes.
- @FilesFromTheVoid (57): Why posted in r/selfhosted and the most important question: Is there a dark theme?
- @CircuitSurf (40): Obsidian is closed source (just saying for those who care). Edit: I recommend Joplin.
- @VirtualMage (40): I'm so tired of seeing only AI slop everywhere. This is a clear knockoff of apple native "notes" app that works perfectly fine. No need to vibe-coded 3rd party slop with possible vulnerabilities, bugs that make your notes disappear, and who knows what.
- @MajorNerfHerder (34): Looks a lot like a vibecoded tool https://preview.redd.it/4wutrygtpv4h1.jpeg?width=1170&format=pjpg&auto=webp&s=16a7c626f900b6607eb3ddd3c0e38bfa06f07a0b
原帖感叹即便用 Claude 这类 AI 做 vibe coding，真正上线可用的应用仍然需要开发者思维，否则在性能、安全、架构等方面都会是一堆 AI-slop。
With Opus 4.8 out there already, I was hopeful that now Claude will work like a charm without me having to give a very detailed prompt, mentioning handful of skills to avoid generic ai-slop design, a…
受众观点：① 有人指出“开发者思维”依然关键，AI 让前 70% 看起来很容易，但真正的产品体现在鉴权、数据所有权、慢查询、备份、滥用防护和运维工具等不性感的部分（@Mysterious_Anxiety86, 11分） ② 有人强调模型只能写能跑的代码，却无法判断 200ms 查询在未来规模下是否会崩，真正的性能、安全和部署判断仍需开发者承担（@tonyboi76, 9分） ③ 多位评论者分享亲身经历：AI 一次性写出长方法、硬编码密码、职责混乱，如果没有多年工程经验，很容易就停在“能跑就行”的危险状态（@ErZicky, 4分 等）
展开评论
- @Mysterious_Anxiety86 (11): You’re not crazy. The “dev mind” still matters a lot. The weird part is that AI made the first 70% look easy, so people now confuse “it renders” with “it is a product”. Auth edge cases, data ownership, slow queries, backups, migrations, abuse handling, logs, refunds, support too…
- @tonyboi76 (9): Yeah you need the dev brain or at least a growing version of it. The model can write code that runs but it cannot tell whether a 200ms query is fine for your scale or going to fall over at 100 users, that judgment is what you bring. Same with security, performance, deployment. T…
- @ryan_nitric (5): I think the problem with a lot of vibe coders is that they don't know what they don't know. They don't know how deep real software engineering goes. So when something renders and is functional they will assume its done and start posting about how easy it is to make a product. I…
- @ErZicky (4): Yesterday I was working on my side project, I'm Workin on a IoT embedded controller that needs to connect to wifi to send data to a server. I made Claude write the code to connect to the wifi and send the data to the server with a post request. It spat out a long ass method that…
- @SpartanG01 (3): Here's the thing...being a developer isn't about writing code, it's about engineering a good solution. I would be willing to bet that behind **every single successful "app"** is the kind of effort any "real developer" would put into a project. That is to say, I don't think "peop…
一位正在做 SaaS 的创始人请教大家，自己没有受众和预算时，真实有效获取前一百个用户的具体渠道和故事。
I’m building a SaaS and I’m curious how other founders got their first users. What was the thing that actually worked for you? Cold DMs? Reddit? Content marketing? SEO? Paid ads? Partnerships? Existi…
受众观点：① 顶层回复强调别先问 100 用户，而是先搞定前 10 个，通过不规模化的深度对话摸清用户和信息传递（@Ok_Garbage8411, 6分） ② 有人分享 Reddit 和 Google Ads 这种具体渠道在早期拉来首批用户的经验（@trycoconutoil, 5分） ③ 其他创作者在追问如何在 Reddit 上做不被视为硬广的自然推广，体现大家对“社区获客姿势”的焦虑（@CheapCharlie47, 3分；@Logical_Context_5920, 3分）
展开评论
- @Ok_Garbage8411 (6): One thing I've noticed is that founders often ask "What channel got you your first 100 users?" when the more useful question is "How did you find the first 10?" The first users usually come from doing things that don't scale. Talking to people, hanging out in communities, answer…
- @trycoconutoil (5): Reddit and google ads.
- @CheapCharlie47 (3): This is great! I’m new to Reddit and have gone down a wormhole of understanding how to post/what to post in order to reach out to your ideal users without triggering warnings (marketing posts and just commenting your website URL for the sake of it). What’s your best advice for o…
- @Logical_Context_5920 (3): the "doing things that dont scale" part is so true, people skip straight to thinking about channels way too early
- @Ok_Garbage8411 (2): Exactly. A lot of acquisition channels only start working once you've figured out the message, audience, and problem. The early conversations are where you learn all three. I've seen founders spend months optimizing SEO or ads when they could have learned more from 20 conversati…
一位做前端一年多的开发者拿到第一个真正的商业网站项目，却担心两周定制需求会超出自己能力和时间预期，向大家请教如何判断项目是否可控。
I've been doing frontend development for a little over a year. Mostly personal projects, a few freelance jobs for friends, nothing huge. Recently someone reached out through a mutual contact and aske…
受众观点：① 顶层建议按功能逐项估时并预留缓冲，否则很容易被需求变更拖垮（@CloudCartel_, 47分） ② 有人提醒必须把需求写在纸面上，否则客户会不断追加要求，两周交付听起来过于乐观（@Environmental_Gap_65, 19分） ③ 其他经验者分享“第一单往往是战略而非盈利”，强调把项目做好、拿到口碑和转介绍比短期利润更重要（@creaturefeature16, 10分；@digital-logic-llc, 8分）
展开评论
- @CloudCartel_ (47): break it down feature by feature and estimate time for each, then add a buffer for the stuff that always goes sideways
- @Environmental_Gap_65 (19): Theres only one answer op and this is it. You need to have something on paper or your client will drag you through hell. 2 weeks sounds very optimistic btw.
- @creaturefeature16 (10): Oh, you most certainly are. Just keep in mind, there's often two types of projects you'll get: profitable, and strategic. In the best situation, they're both, but those are rare. Your first client is almost *always* strategic, and rarely profitable. Don't worry about that. Just…
- @digital-logic-llc (8): You're not accounting for time spent doing non-development work. I would expect 25% of your time to be spent on development, and the 75% of it being spent on client communication and approval. You'll find that there are often road blocks, where you're waiting on the client to ma…
- @pineapplecharm (4): > the stuff that always goes sideways I love retro as much as the next person but <marquee> tags in 2026 might be a bit much.
发帖者想在外网通过浏览器远程访问家里的 Windows 11 电脑，询问除了 Guacamole 之外有哪些适合 Docker 部署的 Web 版 RDP 方案。
Hi all, What with the huge amount of options that are out there I'm never entirely sure whats the best solution these days (and normally I end up with the wrong one!) so I'm hoping for a little help…
受众观点：① 多数人推荐 RustDesk，强调其免费、自托管服务器支持和 Docker 部署的便利性，认为是传统远控工具的开源替代（@Maria_Thesus_40, 15分） ② 也有人仍然认为 Guacamole 是“标准答案”，但指出 RustDesk 的 Web 客户端界面更现代、配置更简单（@CalligrapherCold364, 11分） ③ 其他建议包括 Netbird 浏览器客户端、直接用官方 Windows RDP 配合 mesh VPN 等，说明大家在安全接入层和远程协议之间有不同权衡（@ffkammerlander, 8分；@HackMeRaps, 4分）
展开评论
- @Maria_Thesus_40 (15): Take a look at RustDesk, its free and supports self-hosting your own RustDesk server as a Docker container or bare metal. https://github.com/rustdesk/rustdesk
- @CalligrapherCold364 (11): guacamole is still the standard answer nd the docker setup is pretty straightforward with the oznu image if u want something simpler with less config, rustdesk has a self hosted server option that works well nd the web client is cleaner than guacamole's UI
- @ffkammerlander (8): Netbird might be worth looking into: [Netbird: SSH and RDP, now in your browser](https://netbird.io/knowledge-hub/browser-client-ssh-rdp)
- @its-nex (4): Rustdesk is phenomenal and their community tier is more than enough for my home lab needs. I have been so chuffed with its performance that I would look at it pretty favorably against even the enterprise offerings
- @HackMeRaps (4): Personally I just use the default Windows app for RDP. Have the app on all of my devices, including my iPhone and other mac devices. Works the best for me and I personally don't like Guacamole, but have it as a back up anyways. I have a meshnet setup through my VPN, so I can log…
发帖者认为 2026 年对大多数 B2B SaaS 创始人来说“公开构建”已经从利好变成坏建议，列出受众错位、竞争情报泄露和时间成本等问题，并主张转向更贴近买家的渠道和玩法。
Unpopular take that I'm probably going to get yelled at for, but I'll die on this hill. Building in public was a useful idea in 2019 when nobody was doing it. In 2026 it's actively bad advice for mos…
受众观点：① 有人指出大家会反对这种观点，是因为它不迎合情绪、不能立刻满足创始人求关注的心理，说明受众意识到 build in public 带来的自我满足和虚荣成分（@666penguins, 20分） ② 另一位分享自己“安静构建、只把产品发给少量合适用户”的经验，认为这样更能建立信任，反映出不少人认同低调、定向分发比高调公开更有效（@flipflopcode, 8分） ③ 有评论认为虽然公开构建耗时且容易变成内容陷阱，但品牌的社交可见性仍然有价值，体现出大家在“效率 vs 信任感”之间的权衡（@systemsbuilderx, 7分）
展开评论
- @666penguins (20): People will disagree with this because it doesn’t feel good or boost egos immediately
- @flipflopcode (8): I’d say it strongly depends on the product itself, but talking about serious products, products that solve a real existing problem Without having to suggest a problem that doesn't really exist, I agree 100%. We also built in silence and launched silently. Only forwarding the pro…
- @systemsbuilderx (7): I agree and disagree at the same time Agreed because it does get good amount of time from builders to be active in the X and it can actually be a trap in the long run to think of everything as content But disagreed because having that social credible brand is still respectable a…
- @checkpointLabs (6): Makes sense to me. The "build in public" playbook has devolved into a massive circlejerk of founders selling to other founders who have zero intent to buy their product. It’s pure vanity metrics.
- @AppX_Unmanaged (3): Exactly. Nobody who built quietly to $5M is showing up to argue this. The loudest defenders are the ones whose identity is wrapped up in the practice. That's not a debate, it's ego protection with citations.
楼主吐槽很多大公司网站连简单的 HTML 实体和标签都写不好，引发一串关于前端质量和吐槽文化的玩笑讨论。
O\&amp;#039; Billion dollar companies. It boggles the mind. Probably takes $500K in tokens for AI to figure it out. </rant>
受众观点：① 顶层评论反讽楼主自己吐槽 HTML 却没写好 <rant> 标签，大家在玩梗中指出开发者也常犯低级错误（@raf2k07, 224分） ② 有人质疑“我们都把人送上月球了”的类比，强调普通 web 开发和顶级航天工程师不是一个层级（@Slyvester121, 42分） ③ 其他回复继续围绕玩笑展开，比如吐槽“smh my head”这种表达，整体氛围偏娱乐化（@0hit, 29分；@raf2k07, 19分）
展开评论
- @raf2k07 (224): > complains about incorrect HTML > does not add corresponding opening tag for <rant> smh my head
- @Slyvester121 (42): "We" didn't do anything. You really think the run of the mill bootcamp web devs are the same caliber of developer as the people who worked on the Apollo missions?
- @0hit (29): Why are you telling your head to shake its head?
- @[deleted] (23): [deleted]
- @raf2k07 (19): For the same reason I rofl my floor
原帖讨论为什么 Claude 的回复风格比其他 AI 更像人类，表达更含蓄高效、不那么啰嗦和机械。
Something about the way claude can write sounds more human. I think it's that it can telegraph a thought without completely leaking it as soon as it thinks it, like it has something in mind while it'…
受众观点：① 认为 Claude 依然很 AI，但相对 ChatGPT 更少模板化、更顺滑（@ShillForExxonMobil, 20分） ② 有人觉得 Claude 明显优于 ChatGPT，尤其是后者被训练成聊天机器人、文风更浮夸（@Ancient_Perception_6, 19分） ③ 有人指出关键张力在于“更人类”还是“更少 AI”，值得继续挖掘这种中间地带（@Adventurous-Flan-508, 18分）
展开评论
- @ShillForExxonMobil (20): Claude is still quite AI Load bearing The single most important Genuinely
- @Ancient_Perception_6 (19): its still quite obvious BUT I agree its better than ChatGPT by 100x. I think 2 things: 1. ChatGPT is the dominating model, you see it more in the wild so you're used to detecting its writing style. 2. ChatGPT is insanely retarded and trained to be a chat bot rather than a coding…
- @Adventurous-Flan-508 (18): And honestly, that’s the real tension isn’t it? It’s not that Claude is more human, it’s just less AI. That gap is what’s worth exploring.
- @vezwyx (11): You're right to call that out. I don't know why I said Claude doesn't sound like AI
- @Fulgren09 (11): I’m betting on inference harness. I used Claude a lot and it did a lot when I was less precise in prompting. After getting more proficient and exact, I’ve been able to find functional results with Codex too. Just my experience. Anthropic spent their $ on this instead of data cen…
楼主吐槽长时间 Claude Code 会话越用越“神经质”，不断找不存在的问题，被形容成 Rick and Morty 里的 Mr Meeseeks，引发大家讨论上下文污染和任务拆分。
I'm starting to notice a pattern. The longer I run a Claude Code session, the more bitchy it grows. It starts making up problems that don't exist and it starts complaining I don't get the real issue.…
受众观点：① 很多人认同 Mr Meeseeks 的类比，把 Claude Code 当成完成单一任务后就该“消失”的工具（@PressureBeautiful515, 47分; @venerated, 9分） ② 有人从技术角度解释长上下文会让模型在具体任务上变差，强调需要按技能拆分 agent 和子代理（@dopadelic, 17分） ③ 也有人半开玩笑地延伸“存在即痛苦”的梗，强化这种拟人化理解（@Patriark, 15分）
展开评论
- @PressureBeautiful515 (47): Mr Meeseeks was the first thing I thought of when I tried Claude code! It's become a running joke that if you don't find it working for you, you're Jerry and his golf swing.
- @PuzzleheadedEmu4596 (42): No, you're spot on, and now I'm upset that I didn't think of this incredibly apt analogy.
- @dopadelic (17): This is well known. If your context window is too cluttered, it doesn't perform as well on a specific task. This is the reason they came up with setting up agents with specific skills and having subagents.
- @Patriark (15): Existence is pain for a Claude.
- @venerated (9): Yes. It's good to think of Claude like this. Give Claude a specific task that it can complete, then start a new session, etc.
原帖从五年开发经验出发，反思 AI 降低造 app 门槛后带来的“应用同质化和发现难”，强调真正稀缺的是分发和审美，而不是写代码本身。
Five years building software. Have a couple products live. Not here to rant, actually trying to figure out where this goes. There used to be natural friction. You either knew how to code or you paid…
受众观点：① 有人补充指出，很多 YouTuber 的“周末做 app 月入一万刀”视频，本质是在卖课程和工具分成，而不是靠 app 本身赚钱，真正的产品是观众（@rauf0300, 6分） ② 也有人调侃类似观点的帖子几乎每天都会出现，而且不少还是由 AI 代写的，形成某种自指讽刺（@alehel, 6分） ③ 其他评论则简单表达对原帖的认可和感谢，觉得这类长文把很多人模糊的感受说清楚了（@Taryn-Kim, 4分 等）
展开评论
- @rauf0300 (6): One thing I didn't mention: the YouTubers running "I built an app in a weekend and made $10k/month" content. They're not documenting success. They're monetizing the story of success through affiliate links, tool referrals, course sales. The app barely matters. You're the product…
- @alehel (6): Seriously, people come here to post this exact revelation on a daily basis. Usually written by an AI as well.
- @Taryn-Kim (4): Love this post, thanks for sharing this.
- @One_Acanthaceae_5814 (3): No emdashes so it's a pro this one. It's not X but Y is still prevalent sadly 🤣
- @Gillygangopulus (3): lol I just have my ai remove the em dashes, this is still AI
另一位用户用类似提示词让 Claude 在一小时内做出 Temu 版 Anno 1602 网页游戏，并分享完整 prompt、部署链接和后续用 Claude 持续迭代的过程。
r/ClaudeAI My attempt at a 1 prompt Temu'd game. Temu version of Anno 1602.
受众观点：① 觉得成品效果不错，第一反应是想要完整提示词学习复用（@That-Whereas-528, 11分） ② 关注具体实现细节，包括原始 prompt、Next.js & React 技术栈、token 使用限制以及线上试玩链接（@zndr-cs, 10分; 7分） ③ 有人从元视角感叹大家把“vibe coding”游戏化，用 Claude 做项目反而替代了传统打游戏时间（@zndr-cs, 5分）
展开评论
- @That-Whereas-528 (11): This actually does not look bad at all! Wanna share the prompt?
- @zndr-cs (10): Sure, it's almost literally the same as the original OP, added token usage limitation so it doesn't build too much. Claude presented itself with a roadmap so I can say "continue" and it will build on it: goal: I want you to build the temu version of Anno 1602 (1998 Max Design ga…
- @zndr-cs (7): Ran a similar prompt to [https://old.reddit.com/r/ClaudeAI/comments/1tucsfe/i\_had\_opus\_48\_build\_temu\_league\_of\_legends\_in/](https://old.reddit.com/r/ClaudeAI/comments/1tucsfe/i_had_opus_48_build_temu_league_of_legends_in/) But since I only have the 20 dollar plan I ran…
- @zndr-cs (5): I think a lot of people (myself included) have gamified vibe coding. I haven't properly touched a videogame in months, while I used to be an avid gamer. Now my evenings are spent carefully harnessing token usage to create things that eventually get ignored until a new flavor of…
- @beigetrope (4): Temu games are the future of games.
一位长期做酒店运营的人因为痛点自建了客房打扫协调和房态维护沟通工具 CleanDesk，如今已接近 400 名用户，并总结最大教训是要更早与用户对话，很多以为只在自己酒店存在的问题其实是行业共性。
I spent years managing hotel operations and constantly struggled with housekeeping coordination, room status tracking, and maintenance communication. I thought it was just a problem at our property.…
受众观点：① 有人祝贺产品进展并追问他是如何做客户调研的，说明读者对从个人痛点走向系统化需求验证的具体方法很感兴趣（@General-Green-5910, 3分） ② 另一位关心他接下来如何增长以及是否会与 Mews、Apaleo 等主流系统集成，反映出大家在思考垂直 SaaS 的扩展路径和生态位（@mmcmtl, 2分） ③ 创始人本人多次回复，详细解释先从自身痛点出发，再与其他酒店经理、客房团队和老板对话、观察真实流程的过程，说明社区对“走进现场而不是只做问卷”的方式有共鸣（@bale_huy, 2分与1分）
展开评论
- @General-Green-5910 (3): Great work! What's your approach to customer discovery if you don't mind me asking?
- @mmcmtl (2): Congrats, that's awesome! What's your strategy to grow it further? And are you planning to integrate in the big industry players like Mews and Apaleo?
- @bale_huy (2): Right now I'm focused on improving the product and solving operational problems for hotels as effectively as possible. Growth-wise, I'm targeting independent hotels first because they often have the biggest operational gaps and fewer software options. As for integrations, absolu…
- @bale_huy (1): Honestly, I started with my own pain point. I work in hotel operations, so I experienced the problems firsthand every day. From there, I talked with other hotel managers, housekeeping teams, and hotel owners to understand how they were handling the same challenges. The biggest s…
- @[deleted] (1): [removed]
开源项目 Fredy 是面向德国房源网站的自托管爬虫，支持多平台抓取新房源并通过 Slack、Telegram 等渠道即时推送，近期在 GitHub 上达到 1000 颗星。
Fredy - Self-hosted real estate scraper for Germany, just hit 1k stars. I'm super happy to announce a new milestone. After almost 6 years of constant development and effort, I finally hit the 1000 St…
受众观点：① 质疑作者否认使用 AI 的诚信问题，指出 README、CLAUDE.md 和提交记录都显示 Claude 参与了代码与文档生成（@PlannedObsolescence_, 15分） ② 有人希望项目能扩展到法国等其他国家市场，说明需求不只在德国本地（@MatthieuR33, 7分） ③ 评论补充了具体 AI 参与证据，如由 Claude Code 生成的 PR 链接，认为使用 AI 不坏，但不诚实的表述会伤害信任（@Free_Hashbrowns, 3分）
展开评论
- @PlannedObsolescence_ (15): > I have NOT used any ai. Why would I? I'm the creator of Fredy and just wanted to spread the good news.. README.md is clearly LLM generated, and says AI use is allowed, repo has a [CLAUDE.md ](https://github.com/orangecoding/fredy/blob/master/CLAUDE.md). Clear signs of Claud…
- @MatthieuR33 (7): Great project, would love the same for the french market 😀
- @Free_Hashbrowns (3): There’s even a PR that was generated by Claude Code: https://github.com/orangecoding/fredy/pull/307#issue-4412769875 I don’t really care that AI was used, but some do and the claim that they “have not used any ai” is blatantly false.
- @byCrookie (2): Switzerland please :)
- @opinionsOnPears (2): A link to the project would be nice. Also, does it only work for properties in Germany?
一位在 SideProject 版块发帖总被系统删除的用户，询问是否因为账号业力值太低导致帖子被 Reddit 过滤。
is it because of low karma ?
受众观点：① 新加入 SideProject 等子版块的开发者，困惑为什么正常发帖会被自动删除，想搞清楚子版规则和过滤逻辑（@Visible_Shop_6879, 2分） ② 习惯直接贴产品链接的创作者，担心被标记为自我推广垃圾，希望了解更安全的发帖方式（@Visible_Shop_6879, 2分） ③ 低 karma 或新号用户，想知道如何通过先评论、再发帖的路径逐步解锁正常曝光（@LeaderAtLeading, 1分）
展开评论
- @Visible_Shop_6879 (2): idk why but this time it worked
- @Visible_Shop_6879 (2): yeah, i meant this sub i guess if i post link i’m getting tagged as a self promoting spammer
- @Visible_Shop_6879 (2): before i have made this post i had only 1, so i got x2, from this post
- @ScriptureCompanionAI (1): Do you mean within this sub? Or other subs? It's important to know that each sub has their own rules 😄 Some of the automods are silly and honestly some moderators are trigger happy but in general trying to be helpful and avoiding links are an easy way to get your posts up 😄
- @LeaderAtLeading (1): Yes. Low karma and new accounts get filtered. Build karma by commenting first, then post.
一位开发者用 Claude Code 业余时间做了个叫 The Daily Relay 的个性化新闻首页，把用户选定来源聚合到一个页面并生成摘要和“为什么重要”的说明。
I've spent the last couple months building this after work and after the kids were in bed. Primarily used Claude Code with a little Codex. Finally at the point where I'm comfortable showing it to str…
受众观点：① 评论整体偏正向，大家觉得这个想法很棒、界面简洁好用（@Hyper_2009, 6分; @iBinod-bbcb, 4分; @Typical_Song5716, 3分） ② 楼主多次感谢支持，说明目前还在早期验证阶段，积极收集反馈（@DadBodDru, 2分）
展开评论
- @Hyper_2009 (6): NICE IDIEA MATE!!!!
- @iBinod-bbcb (4): bro this is sweet n neat bro!
- @Typical_Song5716 (3): I like this
- @DadBodDru (2): THANK YOU!
- @DadBodDru (2): Thank you!
作者分享在树莓派 K3s 集群上自托管 Zot 容器镜像仓库的实践，并集成 GitHub Actions、自签名、策略校验和漏洞扫描等完整供应链安全流程。
I recently decided to self-host a container registry on my Raspberry Pi K3s cluster. At first I thought it would be a simple "deploy a registry and push images" project. It quickly turned into someth…
受众观点：① 有人提醒“zot”在南部非洲是种种族歧视用语，引发对项目命名在不同文化语境下潜在风险的讨论（@adhd_vibecoder, 8分） ② 部分用户觉得在树莓派集群上跑签名和漏洞扫描有点杀鸡用牛刀，质疑在家用环境是否需要这么重的安全堆栈（@ttfdrff, 3分） ③ 也有人认可“介于 Docker Registry 和 Harbor 之间”的中间路线，认为对 homelab 来说功能和复杂度的平衡很重要（@maximus459, 4分）
展开评论
- @adhd_vibecoder (8): Just flagging that “zot” is a racial slur in most of Southern Africa.
- @Kindly-Hawk (6): Oh god xD Human language is funny, I remember this happened to another brand, dont remember which
- @maximus459 (4): Middle ground sounds like a good option
- @ttfdrff (3): Impressive that you got all that running on a Pi cluster. Security scanning plus signing seems like overkill for a homelab though.
- @PigeonRipper (3): Was going to say! I did a double take when I saw the name. Its basically like calling your project n\*\*\*\*\*
发帖者在评估早期 SaaS 是否要上 AppSumo 做终身买断活动，希望借此获取首批用户、现金流和反馈，同时担心高分成和长期定价被锁死。
I’m considering AppSumo for an early-stage SaaS as a way to get initial traction, feedback, and maybe some bootstrap capital. But I’ve heard very mixed opinions. Some people say it’s great for: * ear…
受众观点：① 有人分享通过 AppSumo 做终身买断虽然营收看起来有 25 万美元，但实际到手只有约 4 万美元，还要承担大量支持和优惠条件，印证了高分成和高期望的问题（@Oghimalayansailor, 1分） ② 也有评论者从转化漏斗角度分析，认为关键是用这波流量快速验证核心转化步骤、修复流失点，否则只是一次性流量冲击（@Upset_Bandicoot7883, 2分） ③ 另一位补充了 70% 分成的数字，并强调 LTD 用户心理与订阅用户不同，容易对未来所有功能产生“终身权利”预期，可能严重干扰产品定价和路线（@TimelyRepeat4517, 1分）
展开评论
- @[deleted] (4): [removed]
- @Upset_Bandicoot7883 (2): Launching on AppSumo definitely brings in a quick wave of traffic and initial capital, but the real challenge is how that traffic behaves once they hit your product. The biggest risk with lifetime deals is that you get a massive influx of users who might clog up your support or…
- @frank_be (2): wouldn't offer LTD deals for any saas tbh
- @Oghimalayansailor (1): a similar experience of mine with AppSumo, made around $250k, received only $40k and a whole lot of trouble with the deals that you have to offer for appsumo.
- @TimelyRepeat4517 (1): No direct AppSumo experience but I've been researching this for Flowara. The 70% cut number is roughly accurate for their standard deal. The math only works if the volume of users justifies the discounted lifetime price, which means your infrastructure costs need to scale cheapl…
帖子讨论 Claude 在音乐理论和声学等领域经常一本正经胡说八道，用户分享通过搜索校验或提供结构化资料来降低胡编乱造的方法。
r/ClaudeAI wtff?!
受众观点：① 吐槽 Claude 会像人一样自信胡扯，尤其在音乐相关话题上容易一本正经地瞎编（@Responsible-Slide-26, 30分; @ascendant23, 5分） ② 分享实战经验，强调要用 web search 校验或提供包含公式和理论的 JSON/markdown 表来约束输出（@IanPlaysThePiano, 23分） ③ 有人踩坑在用 Claude 学吉他谱时才发现它会直接编造内容（@Pro-editor-1105, 2分）
展开评论
- @Responsible-Slide-26 (30): "I was bullshitting you". Claude has after all, learned from us. You don't get to be CEO by saying "I have no idea", but rather by stating bullshit with great confidence. 😉
- @IanPlaysThePiano (23): In my experience, Claude and music theory/acoustics do not vibe well :/ I either use a simple harness to ensure Claude verifies with web search, or provide a json with the relevant math or theories. Or a markdown table. Might not be the most elegant solution, but it improves the…
- @ascendant23 (5): hah... I will say, Claude bullshits about some topics more than others, but I find that getting into anything music-related is where I've seen it engage in maximum bullshittery.
- @Excellent-Way-3324 (3): R u good bro?
- @Pro-editor-1105 (2): I was trying to use it to learn guitar tabs only to realize it just makes shit up
原帖作者分享自己做 3D 打印跑步轨迹艺术品，两个月卖出几十件、收入近 2000 美元，并在寻求定价和扩展渠道建议。
Hey guys, wanted to share my story. Few months back I decided to sell 3d printed running tracks. Put a lot of effort in hi-end finish. Fine art paper, detailed 3d prints, swiss grid design. Even buil…
受众观点：① 有人虽然不是跑者但非常认可这个创意，觉得如果自己有马拉松或越野成绩一定会想挂在墙上纪念（@Natoque, 3分） ② 同一位评论者多次补充营销建议，比如赞助本地赛事、在终点摆摊现场展示轨迹可视化、送作品给跑步区创作者做内容（@Natoque, 2分） ③ 有人夸赞产品细节和质感，认为整体设计和做工非常出色（@nicolaig, 2分）
展开评论
- @Natoque (3): I'm not a runner (anymore 😄 ) but just want to say I genuinely appreciate the idea and I find it very cool. Have I been running some ultras or regular marathons in cool places I'd have definitely wanted to have a few of those up my wall! Do not stop! Edit: grammar
- @Natoque (2): And I just saw your site and the fact you leave a slot to put up the medal into the frame is a true cherry on top!
- @Natoque (2): I can't stop thinking about it. It could be an idea to sponsor some local runs and have a table at the finish where you could show visualisations of the contestant runs as they finish the race. Runner's high especially when someone just beat their PB is a real thing. Then, TikTo…
- @frogermcs (2): Yeah, actually I'm thinking of some sponsorships or co-ops. Just need to finish more automated ways to generate and buy the product (currently I sell through Instagram DMs and the throughout is very limited here 😅). Very soon I'll show self-serving checkout page and we'll see. :)
- @nicolaig (2): Great idea, and your attention to detail makes your product look wonderful. Congratulations.
一位为物流和金融等客户上线 AI agent 的开发者分享真实踩坑案例，指出在生产环境堆满 MCP 服务器会导致工具选择错误、OAuth 失控和上下文成本爆炸。
Been building agents for clients across logistics, fintech, and a few indie SaaS shops for about a year and a half. Most of what gets written about AI agents online doesn't match the day-to-day. The…
受众观点：① 有人认同把 MCP 当插件乱堆会变成权限和调试灾难，主张按任务打包工具、默认收紧访问并保留审计轨迹（@Much-Wallaby-5129, 11分） ② 有人追问 Claude 默认是否已经启用 MCP 工具搜索，关心官方行为是否缓解上下文膨胀问题（@Embarrassed_Force861, 10分） ③ 也有开发者吐槽很多 MCP 实现太烂，只能自己重写工具描述和系统提示来保证稳定性（@TessTickols, 3分）
展开评论
- @Much-Wallaby-5129 (11): this matches what happens when tools are treated like plugins instead of an operating surface. six MCP servers and 180 tools is not “more capable”; it is a permission, context, and debugging problem. i’d make tool access task-scoped by default: small bundles per workflow, disabl…
- @Embarrassed_Force861 (10): Isn't MCP tool search enabled by default? As I understand it, default Claude Code is not simply stuffing every MCP tool schema up front anymore...
- @TessTickols (3): There are so many terrible MCP implementations that I find myself having to write my own tool descriptions locally in our LLM hub, pulling data from the actual mcp json and fixing it in my app with tons of duct tape to ensure it doesn't break when they make undocumdnted changes.…
- @johannthegoatman (2): Yea, OP how long ago was this
- @welcome-overlords (2): Im usually just creating the MCPs myself (if api is open). It usually takes so little time with CC if the documentation is decent
发帖者想了解有哪些自托管的园艺相关工具，尤其是能根据天气自动控制浇灌、割草等智能灌溉和设备方案。
Wondering what cool / useful Self Hosted Gardening tools there are. I'm wanting to get a wireless sprinkler trimmer and set up some irrigation for the garden. I'd love something that could water and…
受众观点：① 多位用户推荐用 Home Assistant 作为统一控制中心，并搭配如 Hortusfox 等专门的园艺或灌溉项目来实现自动浇水（@CrispyBegs, 10分；@Witty-Development851, 3分） ② 有人分享自己用 Ecowitt 传感器体系加 MQTT/InfluxDB/Grafana 搭建完整气象与土壤监控，再与其他自制传感器联动的实践经验（@jakecovert, 6分） ③ 也有用户提到 opensprinkler、birdnet-go 等项目，说明大家在探索从浇灌到鸟类识别等更广义的“智能庭院”自托管方案（@trialbaloon, 5分；@liquidjesus, 3分）
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- @CrispyBegs (10): i suspect home assistant can do that stuff (if it's possible to do it at all) also this, perhaps - [https://www.hortusfox.com](https://www.hortusfox.com)
- @jakecovert (6): I set up / went all in on the Ecowitt sensor system. I get the full weather (WS90), and bunch of garden / bonsai soil sensors. They have a smart water meter that’s pretty dope too. I push this to mqtt / infuxdb / grafana, and combine with a diy air quality monitor (Google: Aura-…
- @trialbaloon (5): There's a project called opensprinkler: https://opensprinkler.com/ I am not personally using it. I actually wrote my own system like a psychopath (no vibing) because I thought it was fun.
- @liquidjesus (3): Not gardening, but adjacent: https://github.com/tphakala/birdnet-go
- @Witty-Development851 (3): Im use home assistant and esp32. For years.
作者发布 SwiftTube，这是一款面向 Jellyfin 和 Tube Archivist 的原生 iOS 客户端，用 YouTube 式频道和播放列表视角浏览自托管视频档案，并支持 PiP、后台播放等系统特性。
Hello! Been running Jellyfin + Pinchflat and then Tube Archivist for a while and the mobile experience was always the frustrating part. There are excellent jellyfin iOS players that I already use for…
受众观点：① 有用户详细描述了理想的自托管 YouTube 体验：按频道查看新视频、强大的继续播放和播放列表导航，而不是被 TV 剧集模型限制（@AutomaticBill114, 8分） ② 大家对未来的 tvOS 版本很期待，认为在 Apple TV 上有原生客户端会极大提升客厅场景的使用体验（@Grand-Shirt-332, 3分） ③ 也有人反馈当前首启配置流程已经比较顺滑，说明作者在连接 Pinchflat/Jellyfin 的引导上做得还不错，但多服务器/多库支持仍是后续需求（@siegfriedthenomad, 2分；@ _bass, 3分）
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- @AutomaticBill114 (8): This is a very real pain point. YouTube archives fit awkwardly into Jellyfin’s movie/TV mental model, especially when you care about channels, playlists, upload dates, and “continue watching” more than seasons. If you’re prioritizing, I’d put resume state and channel/playlist na…
- @Grand-Shirt-332 (3): "and specially Apple TV are planned" You got my vote! A tvOS SwiftTube would be awesome!
- @_bass (3): Yep, that's right. At the moment only one library can be linked at a time. I plan to add a list of added servers and libraries in the future. But for the time being I prefer to focus on the main features. Cheers!
- @siegfriedthenomad (2): I agree with you. I tested it and I must say the first run setup was painless and fast for me (pinchflat/jellyfin setup)
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
一位 web 开发者吐槽在一家 150 人以上的大型代理公司面试经历混乱、管理内耗严重、HR 流程崩坏，还只愿给 50–70k 低薪却想压榨“有热情”的年轻人。
I won't name names because I got in trouble for that last post but I interviewed with the biggest agency I've ever gotten a call back from. They are 150+ employees, at least one major national corpor…
受众观点：① 许多评论认为四轮连轴转、九个人面试一个 5–7 万岗位的流程本身就暴露了公司日常运作的混乱和低效（@Particular-Maize1497, 11分） ② 有人用“蚂蚁在粪便里挖隧道”的比喻，强调即便流程看似有结构，本质仍然是一坨烂摊子（@gizamo, 3分） ③ 也有评论指出高层一套说法、团队成员又在面试中散播悲观情绪和内部矛盾，候选人更该相信未来同事的真实反馈而不是只听主管画饼（@Zealousideal-Ebb-355, 2分）
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- @Particular-Maize1497 (11): The four back to back calls with nine people for a $50-70k role is wild. When companies run hiring processes that chaotic it's never isolated, that's just what working there looks like every day. The senior dev and designer clicking with you while managers talked about conflict…
- @gizamo (3): 100%. OP's story reminds me of the time I saw ants had dug tunnels through a human turd. Sure, it had some process and structure, but it was still a turd.
- @Particular_Pop_2241 (3): Depressing shitstorm. It would be torture to me and the whole thing does not seem like a friendly job interview, but an interrogation process.
- @Zealousideal-Ebb-355 (2): Honestly the 9-person circus matters way less than the mixed signals. the director's all in on you, then half his own team spends the call laying out doom, and he's the one whose actual job is to fill the seat. i'd weight what your future coworkers said over the guy trying to cl…
- @notgoingtoeatyou (2): Agencies typically need a WP dev, and in this case a Shopify/WP guy. I would love to be able to do full stack but right now I'll settle for WP.
创始人分享 FeedbackQueue.dev 上线三个月从零起步到积累用户的心路历程，以及与技术合伙人磨合和给产品耐心的长期心态。
It's been 3 months since we launched [FeedbackQueue.dev](http://FeedbackQueue.dev), the feedback-for-feedback platform where you can exchange feedback systematically. we started from nothing (still i…
受众观点：① 关心产品是否是刚需、是否有人真正需要的开发者，对“没人主动要这个功能要不要继续做”的疑惑（@DiscountResident540, 2分） ② 想了解早期获客渠道的创作者，特别是通过冷 DM 和小 MVP 邮件列表积累等方式如何拿到几百个 waitlist（@DiscountResident540, 1分） ③ 对合伙人关系和心理建设感兴趣的独立开发者，关注如何在想“把电脑砸向对方”的情绪下继续合作（@DiscountResident540, 1分）
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- @DiscountResident540 (2): idk if this is our top priority atm bcs no one really asked for it before
- @DiscountResident540 (2): thank you trying my best to not break one day at 2AM hahah
- @[deleted] (1): [removed]
- @DiscountResident540 (1): the way i collected all those 434 waitlist signups was mostly cold DMs. 210+ of it came from cold dms in 3 weeks. 140+ came from another email list for the mini mvp we launched to test the idea. but this was with a different co-founder. We didn't find our peace together, and so…
- @DiscountResident540 (1): well, trust me, i need that devil but sometimes i just want to throw holly water on him
Hugging Face 开源团队的 Niels 宣布在复活的 paperswithcode.co 上新增会议支持，已把 CVPR 2026 全部论文按任务分类并关联 arXiv、GitHub、项目页和评测等信息，方便浏览 Oral 和 Spotlight 论文。
https://preview.redd.it/se5nr2z7tt4h1.png?width=3046&format=png&auto=webp&s=7db15b73afb749da236e5bb50ff96372f6a3239b Hi, Niels here from the open-source team at Hugging Face. It's been 2…
受众观点：① 需要跟进 CVPR、NeurIPS 等顶会但时间有限的工程师和独立开发者 ② 想把最新论文模型集成到产品中的 AI 工具和 agent 系统开发者 ③ 关注 Hugging Face 生态、希望用统一入口管理论文、代码和模型资源的研究者。
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- @Espore33 (2): Great!
- @NielsRogge (2): Yes, planning to improve the search a lot! Want to support hybrid search in the future
- @MisterMassaker (1): Hi thanks. I am missing the domain XAI or mechanistic interpretabilty. Do you plan to add something similar or is it hidden somewhere?
- @MisterMassaker (1): Also when I go CVPR > Orals: I find this paper twice [Understanding Task Transfer in Vision-Language Models](https://paperswithcode.co/paper/2511.18787) maybe thats an error. But very nice to have this page back!
- @NielsRogge (1): Thanks for reporting, it was a pagination issue, which I've fixed 😄
原帖把用 Claude 等 AI 进行 vibe coding 的体验，比作抽卡手游那种随时挂念进度和奖励的心理压力与上瘾机制。
Overall it's the feeling of not being able to fully walk away. With vibe coding I sometimes end up in this suspended state where I’m not actively coding, but I’m also not really disengaged. Something…
受众观点：① 有人直接点出随机奖励机制让人上瘾，不管是抽卡还是非确定性的 LLM 输出，本质都是“按一下看看有没有中奖”（@samthehugenerd, 9分） ② 有人用“斯金纳箱”类比，认为这就是经典行为心理学里的条件反射和奖励循环（@Taco7758258, 6分） ③ 有人分享 5 小时窗口改变了自己规划方式：先线下想清要 ship 的东西，再带着任务清单进窗口，才能减少悬而未决的状态（@sael-you, 6分）
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- @samthehugenerd (9): Randomised rewards yo, humans are super-weak to them and it doesn’t matter if it comes as a roulette wheel, a gatcha game, or prompting a non-deterministic LLM: hit the button and see if you won!
- @Taco7758258 (6): Skinner box works every time, I guess
- @sael-you (6): yeah this is real. the 5h window changed how i plan way more than how i code. if i don't know what im shipping before the window opens i end up burning it on exploration that doesn't land. so now i do the thinking offline, then go in with a queue of 3-4 concrete things to ship.…
- @Efficient_Smilodon (6): it's the feeling of leaving a conversation unfinished. You are talking with someone on a group project, you're invested, you want to see how the project goes, but you're not the one actually executing the work, you're just telling it what you want done. And because it's your wis…
- @dangerouslyskipdraft (3): As addictive as gaming or gambling - next hit of reward is next finished task, only to find bugs and then re-roll, looking forward to the next reward /loop
一位开发者列出高薪、远程、全球团队和持续学习等优点，询问大家在 IT 行业做开发时，究竟是什么让你们愿意长期留下来。
\- Good pay compared to many other professions \- Remote/hybrid work options \- Opportunities to travel or work in different countries \- Working with global teams \- Decent work-life balance \- Solv…
受众观点：① 不少人直言高薪和远程办公就是他们坚持做开发的核心动力，其他优点都排在后面（@RaySoju, 25分；@shaliozero, 9分） ② 有人用“受虐倾向”半开玩笑地形容自己对开发工作的又爱又恨，反映出行业里对压力和折腾的复杂情绪（@OutOfAmmO, 10分） ③ 也有评论强调软件的“杠杆感”，认为一个小改动就能为团队节省大量时间，这种影响力和持续成长比单纯的远程福利更能支撑长期动力（@AutomaticBill114, 10分）
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- @RaySoju (25): Good pay and remote is all I need
- @OutOfAmmO (10): My masochistic tendencies keep me motivated!
- @AutomaticBill114 (10): The biggest one for me is leverage. A small improvement in the right internal tool, deployment flow, or customer-facing feature can save hundreds of hours or unlock work for a whole team. That’s still pretty satisfying even after the novelty of coding wears off. I also like that…
- @shaliozero (9): Remote is all I need if I'm being honest.
- @Feeling_Inside_1020 (3): Great team and a privately owned partnership of current workers (vs shareholders) on top of this is a unicorn finding. Ask me how I know.
一位用 Next.js+Supabase+Snowflake 做 B2B 内嵌报表的开发者抱怨每次用户改日期筛选都会触发仓库冷启动导致 P95 延迟飙升，正在用 Cube 语义层和预聚合重构架构并纠结要不要迁到 ClickHouse。
I've been building out embedded reporting for b2b clients (i use next.js), and as our user base grows, the P95 latency is becoming a nightmare. Every time a user changes a date filter, it triggers a…
受众观点：① 有人追问这类语义层在日常使用中如何做缓存失效，担心预聚合层一旦失效策略设计不好就会成为新的复杂点（@One-Risk-4266, 2分） ② 有评论解释可以通过 Cube 的 refresh_key 机制按时间或 ETL 完成状态刷新预聚合，让系统自动管理 roll-up 表而不是手动清理缓存键（@sivyh, 1分） ③ 另一位从架构角度指出问题核心是 Snowflake 为交互式高并发不合适，建议保留 Cube 作为语义和 RLS 层，把底层换成 ClickHouse 这类列式存储以获得真正的亚秒级查询（@vaultaire_tom, 1分） ④ 也有人提醒在多租户场景下要注意预聚合爆炸和刷新窗口，可以通过按租户分区和拆分仓库来避免每次筛选都唤醒大仓库（@TheseTradition3191, 1分）
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- @One-Risk-4266 (2): In your daily use, how do you do cache invalidation? That's usually where these caching layers fall apart. Cube or other looker alternatives may be in place, and still, you have to do basics well enough imo.
- @sivyh (1): i think i found a way to apply that by a refresh\_key in its schema. you can set it to check for new data every few minutes or tie it to your ETL completion. w cube, it basically manages the roll-up tables for you so you aren't manually purging redis keys
- @Zealousideal-Ebb-355 (1): Yeah the cold spin-up on every filter change is the whole problem, that's just how snowflake bills interactive traffic and it never really gets cheap. i wouldn't jump to clickhouse for it though. if cube's pre-aggs are actually warm the dashboard shouldn't be touching raw snowfl…
- @vaultaire_tom (1): You're caching around a warehouse that's the wrong shape for the workload. Snowflake is built for batch and big scheduled jobs, so every interactive filter change pays that compute spin-up tax. Cube pre-aggregations help, but you're band-aiding the mismatch, and the cache-invali…
- @TheseTradition3191 (1): the thing that bites once youre multi tenant with cube pre-aggs is the agg explosion, naive pre-aggs basically multiply per tenant and your refresh window blows up. partition them by tenant and use partitionGranularity so each refresh only touches the new slice instead of rebuil…
一位独立开发者分享其隐私优先的 Paperless-ngx iOS 客户端 Archi，依靠本地 Gemma 4 LLM 全端侧运行，在 14 个国家生产力付费榜冲到前列的实战经验。
I'm a solo dev. I built **Archi** — a native iOS client for Paperless-ngx (a self-hosted document manager) that scans documents and runs OCR + a local LLM (Gemma 4) **fully on-device** to auto-extrac…
受众观点：① 想知道如何追踪 App Store 排名和数据的独立 iOS 开发者，关注用 Appfigures 这类工具监控各国分类榜单（@No_Shape1171, 1分） ② 正在寻找细分市场打法的 indie dev，对“锐利细分 + 现成社区 + 诚实沟通”这套增长路径很感兴趣（@uberneenja, 1分） ③ 重视隐私和可靠性的自托管/生产力用户，认同“无云端、本地 AI、离线也稳定”的价值主张胜过堆砌功能（@rupert_at_work, 0分）
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- @spijkermenno (1): How can you even see where your app climbs the rankings?
- @No_Shape1171 (1): I use **Appfigures** (appfigures.com) — it tracks category rankings per country with rank history, which is exactly how I saw the 14-store picture. Paid, but has a trial.
- @uberneenja (1): congrats — fellow indie ios dev here. #1 in 14 stores from a sharp niche angle is the textbook play and im trying to learn more of it.
- @No_Shape1171 (0): Thanks, fellow dev! 🙌 Honestly the "sharp niche" part is the whole thing — here's what worked for me, concretely: **1. Pick a niche with an existing, reachable community.** Paperless-ngx has an active subreddit. I didn't have to *find* users — they were already gathered in one p…
- @rupert_at_work (0): The reliability release point is the one people skip because it doesn't make a sexy launch post. But "boring and works offline" is basically premium positioning for privacy/self-hosted users. Nice proof that niche + trust beats yet another feature parade.
创作者分享自己从零开发税务助手 TaxChatAI，到意外获得首批陌生付费用户的心路历程和验证过程。
I built TaxChatAI because taxes are insanely confusing and most people have no idea what questions to even ask. I wanted to make something that feels less like tax software and more like having a tax…
受众观点：① 大家好奇首单流量来源，开始追问具体渠道和埋点情况（@Jalapatitu, 2分） ② 楼主自己也搞不清 direct 流量含义，暴露出早期创始人常见的分析工具使用盲区（@TaxChatAI, 2分） ③ 其他人建议尽快搭建站点追踪系统，避免后续无法复盘有效获客路径（@cory059, 1分；@No_Building379, 1分）
展开评论
- @Jalapatitu (2): Congrats! Where did the sale come from?
- @TaxChatAI (2): That’s a good question. Google analytics said direct and I’m not sure what that means tbh
- @Jalapatitu (1): Clicked a link?
- @cory059 (1): Build a tracker for your website
- @No_Building379 (1): yes, build a tracker will resolve that type issues.
r/MachineLearning 发起的自我推广集中帖，鼓励大家在一个长线程里分享个人项目、初创产品、博客和合作需求，以减少对主版面的广告干扰。
Please post your personal projects, startups, product placements, collaboration needs, blogs etc. Please mention the payment and pricing requirements for products and services. Please do not post lin…
受众观点：① 想在 r/MachineLearning、Twitter 等社区推广自己 AI 项目的独立开发者 ② 运营技术社区或子版块、需要平衡内容质量和自我推广需求的版主 ③ 对早期用户获取和社区冷启动感兴趣的 AI 创业者。
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- @parlancex (2): Hi, I'm working on a diffusion model for video game music and the code is all open source. Demos are [here](https://www.g-diffuser.com/dualdiffusion/), source is on [github](https://github.com/parlance-zz/dualdiffusion).
- @das_funkwagen (1): I'm a solo Computer Vision focused machine learning engineer in Denver. I've helped a few startups and smaller orgs with their MVPs, prototypes, and product refinements. I'm fluent in production level systems, and OPs work. I'm always looking for new clients and puzzles to solve…
- @PagalScientist (1): Hello everyone, I've been meaning to post in this sub, this seems to the right time so start and tell you all about something I've been working on. I've been working on a python library which will help your LLM interact with your desktop called Tarsier. In my opinion, the unique…
- @Thinker_Assignment (1): dltHub Pro — agent-native data engineering, honest hourly pricing [dlthub pro](http://dlrhub.com) dlt is the open-source Python library for building data pipelines (free, Apache 2.0). dltHub Pro is the managed runtime + agent toolkits on top of it. The apps: an AI Workbench wher…
- @Fragrant-Shelter-744 (1): Hi everyone! I’d like to share a research project on evaluating LLM unlearning. We introduce **Unlearning Depth Score (UDS)**, a mechanistic metric for measuring whether target knowledge is truly erased from a language model’s internal representations after unlearning. The metho…
帖子借 Strava API 收费风波，推荐去关注去中心化 ActivityPub 路线的开源轨迹记录项目 Wanderer，可导入 Strava 和 Komoot 数据自托管。
[Referencing this post from today on Strava putting their API behind a paywall and hurting open source projects. ](https://www.reddit.com/r/selfhosted/comments/1ttve5y/stravas_new_developer_program_j…
受众观点：① 有人补充了 endurain 等替代方案，适合不太在意社交、主要想自托管记录个人运动数据的用户（@Floppie7th, 6分） ② 也有评论指出帖子看起来像在给某个应用打广告，但进一步查看后认为 Wanderer 的确是值得关注的开源项目，并贴出 GitHub 仓库方便技术用户直接上手（@illerin, 1分） ③ 部分用户对 Wanderer 的 ActivityPub 特性感兴趣，认为在 Strava 收紧 API 的背景下，自托管+联邦社交可能会吸引一批迁移用户（@SpeckiLP, 1分）
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- @Floppie7th (6): For people who don't care as much about the social aspect (or who have a community full of people who would all use your instance), [endurain](https://codeberg.org/endurain-project/endurain) is another good choice. AFAIK there's no federation of any kind, although [there is an i…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @illerin (1): Might be downvoted since this post looks like a ad for someone's app at first glance. I didn't use strava nor need an app like it, but looking at thier site looks like a good recommendation! Anyone wanting to go directly to their repo: [https://github.com/open-wanderer/wanderer]…
- @SpeckiLP (1): I hadn’t heard of Wanderer before. The ActivityPub angle is interesting for people who want control over their own data. Not a Strava replacement yet, but worth watching as the API changes push people away.
一位开发者分享了自己做的笑脸益智小游戏，评论区在讨论关卡里拖动圆形时如何交换表情特征以及背后的物理与交换逻辑实现。
r/webdev Smileys - Feel Good Game
受众观点：① 有人好奇游戏里笑脸的物理效果是怎么处理的，关注的是拖动和碰撞背后的实现方式（@GlitteringLaw3215, 2分） ② 作者解释说通过移动圆形来“扫动”某个面部特征，比如向右拖动时在两个圆之间交换眼睛位置，体现出基于方向的特征交换规则（@mightyme2, 1分） ③ 还有评论追问在第三关两个特征同时被交换时的计算逻辑，说明玩家对更复杂规则的实现细节也很感兴趣（@GlitteringLaw3215, 1分）
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- @GlitteringLaw3215 (2): how are you handling the physics for the smiles?
- @mightyme2 (1): Move a cicle to one direction- one face feature is swept. For example, if you move a circle right - eyes are swept between 2 circles. But on level 3 2 face features are swept.
- @GlitteringLaw3215 (1): wait so how are you even calculating the sweep logic for the 2nd feature though?
- @mightyme2 (1): Smiley (or circle, o partial smiley) that you drag will interchange one feature with smiley that is on it's way. What feature is swept depends on direction.
- @dg_o (1): It says that the HTTPS is misconfigured so you might want to look into that.
楼主分享自己用浏览器 gyroscope API 做演示时遇到的灵敏度 bug，并附上修复后的移动端在线 demo 和 GitHub 仓库。
I was not expecting gyroscope API to be this sensitive lol but it was a subtle bug in my implementation. ps. I even added Absolute orientation sensor to compare stability... You can visit the fixed l…
受众观点：① 有人把这段抖动画面联想到动画作品，说明大家更关注视频本身的趣味性而非技术细节（@StereoZombie, 6分） ② 其余评论多是召唤保存视频的机器人账号，信息增量有限（@OptimalAnywhere6282, 2分；@SaveVideo, 2分；@Due_Waltz_9399, 2分）
展开评论
- @StereoZombie (6): I'm not even kidding when I say this footage could have been in Bocchi the Rock, [the animators even put raw Blender footage in there lmao](https://www.youtube.com/watch?v=8HEWJiRmw3g)
- @OptimalAnywhere6282 (2): u/savevideo
- @SaveVideo (2): ###[View link](https://rapidsave.com/info?url=/r/webdev/comments/1tuxkdj/back_when_i_was_creating_a_demo_for_gyroscope_api/) --- [**Info**](https://np.reddit.com/user/SaveVideo/comments/jv323v/info/)&#32;|&#32; [**Feedback**](https://np.reddit.com/message/compose/?to=Kry…
- @Due_Waltz_9399 (2): u/savevideo
- @SaveVideo (2): ###[View link](https://rapidsave.com/info?url=/r/webdev/comments/1tuxkdj/back_when_i_was_creating_a_demo_for_gyroscope_api/) --- [**Info**](https://np.reddit.com/user/SaveVideo/comments/jv323v/info/)&#32;|&#32; [**Feedback**](https://np.reddit.com/message/compose/?to=Kry…
原帖展示一款桌面小工具，让带物理效果的挂件悬挂在鼠标指针下方，并提供透明度和阻挡区域等可调选项。
Im working on a small lightweight desktop app where physics charms hang from your cursor. Still adding new charms and polishing things, but it's getting really close to release. [https://store.steamp…
受众观点：① 有人半开玩笑地问为什么不直接用 vibe coding 做这个项目，暗示当前社区对 AI 造轮子的氛围（@Affectionate_Cold209, 1分） ② 有人好奇技术实现细节，询问是用透明置顶窗口跟踪光标还是直接 hook 系统光标，以及如何在保持轻量的同时避免卡顿感（@unknown-Cloud1273, 1分） ③ 也有人关心物理模拟对低端机器的性能影响，问是否会带来明显延迟（@camppofrio, 1分）
展开评论
- @Affectionate_Cold209 (1): why not vibecode it
- @unknown-Cloud1273 (1): This is such a cute idea. How are you building the physics/overlay side of it? Like is it a transparent always-on-top window tracking cursor position, or are you hooking into the OS cursor itself? Curious how you’re keeping it lightweight without it feeling like....janky?
- @camppofrio (1): Cursor physics charms on Steam is not a genre I've seen before. Does the simulation add any noticeable lag on lower-end machines?
一位使用 React+Vite+Express+Mongo 部署在 Vercel/Render 的开发者遇到 Google OAuth 只在 Chrome/Brave 正常、在 Edge/Firefox 被拦截弹窗的跨域弹窗问题，求助社区排查。
Hi everyone, I am facing a strange issue with Google OAuth after deploying my MERN application. My stack: * Frontend: React + Vite (deployed on Vercel) * Backend: Express + MongoDB (deployed on Rende…
受众观点：① 顶层回复直接给出解决方案：在响应头中设置 Cross-Origin-Opener-Policy: same-origin-allow-popups，可以避免生产环境下 GSI 日志提示弹窗被浏览器拦截（@BigDickedAngel, 15分） ② 另一位评论详细说明可以在 vercel.json 里添加同样的 COOP 头，从而在不改业务代码的前提下修复 Edge/Firefox 上的登录弹窗问题（@untitled_ch, 2分） ③ 版主机器人则提醒这类简单配置问题容易被视为低投入提问，暗示发帖时需要提供足够上下文才能获得更好帮助（@webdev-ModTeam, 1分）
展开评论
- @BigDickedAngel (15): Cross-Origin-Opener-Policy: same-origin-allow-popups
- @[deleted] (2): [removed]
- @untitled_ch (2): just add `Cross-Origin-Opener-Policy: same-origin-allow-popups` to your `vercel.json` headers. that should instantly fix the gsi\_logger getting blocked in production.
- @webdev-ModTeam (1): Your post/comment has been determined to be a low-effort posts or comment. This includes title-only posts, easily searchable questions, vague/open-ended discussion prompts, LLM generated posts or comments, and posts/comments that do not provide enough context for meaningful repl…
作者介绍自己为本地餐饮和餐车打造的 CredentiAlert 平台，专门管理多地许可证与证照到期提醒并配合文档扫描和机器学习自动录入，解决高风险但被忽视的合规痛点。
Originally I set out just to build something that would help some friends that own multiple food trucks, but realized that it could be applied to most local food and beverage businesses. When I was D…
受众观点：① 熟悉本地餐饮行业的从业者或开发者，强烈共鸣于多城市、多门店许可证和执照管理的复杂性，希望有一站式工具替代 Excel 和便签（@Kitchen-Gap6035, 2分） ② 做 B2B 软件的开发者，关注这种“卖安心而不是卖功能”的产品定位和定价逻辑（@FlickShot9, 1分） ③ 对高责任场景有敬畏感的工程师，认同在涉及合规和停业风险的领域必须优先质量和安全，而不是周末随便拼个 MVP（@96TaberNater96, 1分）
展开评论
- @Kitchen-Gap6035 (2): ent systems that don't talk to each other, so having something that actually consolidates this specific headache makes total sense. the document scanner feature sounds particularly useful since most these permits are still on paper half the time also respect for taking 6 months…
- @96TaberNater96 (1): Thanks! Yeah, I was hesitant before I even coded a single line as what I was about to get into was a serious field where people would be relying on me if they signed up to keep them up to date and legally compliant. Which is definitely why I focussed on quality and security abov…
- @FlickShot9 (1): This is exactly the kind of software that businesses pay for. You're not selling permit tracking, you're selling peace of mind and helping owners avoid fines, shutdowns, and hours of admin work. The fact that real users are already getting value from it is a much stronger signal…
作者开源了一个为 Claude 聊天界面添加对话导航面板的工具，让用户在超长对话中可以快速跳转消息，特别适合代码协作和大型项目聊天。
It adds a navigation panel that lets you quickly jump between messages in long conversations instead of scrolling endlessly. Useful for coding sessions, research chats, and large projects where conve…
受众观点：① 用户强烈认同长对话缺少导航的痛点，认为这种功能本该官方内置（@Lazy_Accountant_7794, 5分） ② 有人简单附和，说明需求普遍但还没被好好解决（@ContextUnlucky223, 2分）
展开评论
- @Lazy_Accountant_7794 (5): It is really needed...just like deepseek...I dunno why they didn't make this simple thing in the first place.
- @ContextUnlucky223 (2): So true
一篇比较多种学习规则与人类大脑视觉皮层 fMRI 对齐度的论文，发现反向传播训练会快速破坏 V1 表征而局部规则保持更高一致性。
Third in a series of papers tracking learning rules vs. human fMRI (THINGS dataset, V1–IT, N=3 subjects). Previous finding: untrained CNNs match backprop at V1. This paper asks: when does training br…
受众观点：① 有人质疑摘要里“未训练 CNN 匹配 BP 在 V1”的表述是否笔误，说明读者在意实验设定和前作结论的准确性（@Jojanzing, 3分） ② 另一位评论者澄清这是配套论文的核心发现并给出链接，表明大家希望把这一系列工作放在整体脉络中理解（@ConfusionSpiritual19, 2分）
展开评论
- @Jojanzing (3): I think there's a typo early on: untrained CNNs match backprop at V1?
- @ConfusionSpiritual19 (2): Not a typo, that was the central finding from the companion paper (https://arxiv.org/abs/2604.16875).
有人在 r/SaaS 询问除了 lipsync.video 以外，还有哪些适合长时长说话人视频的高质量口型同步工具替代方案。
I have een using lipsync .video for a bit and it works pretty well, but i’m curious what else people are using these days. Looking for something that can handle talking-head videos, decent lip sync q…
受众观点：① 有人推荐 HeyGen 作为主要方案，认为在长视频说话人场景下口型质量明显优于很多便宜工具，但成本较高（@Fit_Royal_2476, 1分） ② 同一条评论还提到 Sync Labs（sync.so）源自 wav2lip 方向，质量不错，说明用户在意底层技术路线带来的稳定性（@Fit_Royal_2476, 1分）
展开评论
- @Fit_Royal_2476 (1): heygen has been my go-to for talking head stuff. lip sync is noticeably better on longer clips than most of the cheaper tools i've tried. it gets pricey tho if you're doing a lot of volume. sync labs (sync.so) is also worth a look, they spun out of the wav2lip world and the qual…
原帖作者展示自己做的网页转设备样机工具，用几十秒就能把任意网站放进设备框并导出，用来做演示和展示。
Made a quick 30‑sec clip showing how I turn any website into clean device mockups. It’s basically: open page → pick device frame → tweak wallpaper/padding → export. I built the tool for my own demos…
受众观点：评论区尚无有效讨论，暂时看不出明确的受众关注点和反对意见。
展开评论
- _无评论_
一篇在 r/programming 讨论的技术文章，通过从虚函数和模板出发手把手实现一个简化版 std::any，讲清楚 C++ 中类型擦除的底层原理。
Ever looked at `std::any` and wondered what’s going on behind the scenes? Beneath the intimidating interface is a classic technique called type erasure: concrete types hidden behind a small, uniform…
受众观点：① 经常写现代 C++、需要理解 type erasure 和 std::any 实现思路的系统程序员 ② 想用 AI 辅助阅读底层库源码、但对这类抽象模式不熟的独立开发者 ③ 对语言设计和抽象机制感兴趣、希望把这些概念迁移到其他语言的工程师。
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- _无评论_
Fundraisly 是一款面向创业者的 AI 募资助手，由前 VC 投资经理打造，通过分析 30 万+ 投资人和数百万笔交易数据，帮创始人快速筛选最匹配且活跃的潜在投资人。
Fundraisly
受众观点：① 官方介绍强调创始人有多年 VC 投资经验，审阅过上千份 pitch deck，认为传统募资流程低效且信息不对称严重（@Fundraisly） ② 产品定位为用 AI 代理在 30 万+ 投资人和数百万交易中筛选“活跃且相关”的对象，主打几分钟内给出精准名单而不是几个月的人工搜索（@Fundraisly） ③ 页面上还列出 Exitfund、Flowlie 等竞品和替代方案，说明这个赛道已经开始拥挤，创始人需要比较不同工具的功能和定价（@Exitfund, @Raizer）。
展开评论
- @Overview (0): * [Reviews2](/products/fundraisly/reviews) * [Alternatives](/products/fundraisly/alternatives) * [Customers](/products/fundraisly/customers) * [Built with](/products/fundraisly/built-with) * [Team](/products/fundraisly/makers) * [Awards](/products/fundraisly/awards) * More Payme…
- @Exitfund (0): We Make Raising Startup Capital Easy Using Community and AI [4.8(12 reviews)](/products/exitfund/reviews) [Fundraising resources](/categories/fundraising-resources) [Flowlie - The Fundraising Hub](/products/fundraising-hub) A fundraising copilot for founders [5.0(7 reviews)](/pr…
- @Raizer (0): Where founders find investors for their startups [4.3(3 reviews)](/products/raizer/reviews) [CRM software](/categories/crm)[Startup communities](/categories/startup-communities) [View more ](/products/fundraisly/alternatives)
- @Fundraisly (0): Maker 📌 Hey Product Hunt! 👋 I'm Anna, founder of Fundraisly. I spent 2.5 years as an investment analyst at $600M+ AUM VC Fund, portfolio includes 10 unicorns. I reviewed thousands of pitch decks — and saw firsthand how broken fundraising is. Brilliant founders wasting months col…
- @Fundraisly (0): Maker [@nastassia\_k](https://www.producthunt.com/@nastassia%5Fk) Thanks a lot 🚀 Upvote Report Share 9h ago [](/@yauheni%5Fsavushkin) [Yauheni Savushkin](/@yauheni%5Fsavushkin)
Vokal 2 是一款主打生产力和消息处理的 AI 工具，支持多代理协作，帮助用户在对话中自动整理任务、统一多渠道消息并提升沟通效率。
Vokal
受众观点：① 产品标签强调 Productivity、Messaging 和 Artificial Intelligence，定位在用 AI 帮用户处理多渠道沟通和任务管理（@Overview） ② 页面列出 crewAI、Mastra 等多代理开发平台作为相关产品，说明其背后依赖或对标的是“多 agent 工作流”这一技术路线（@crewAI, @Mastra） ③ 还有 BotBoard、WUPHF、Kollab 等围绕 AI 员工、自动化和团队协作的工具被推荐，反映出“AI 代理帮你处理消息和任务”的赛道竞争激烈（@BotBoard, @Kollab）。
展开评论
- @Overview (0): * [Reviews](/products/vokal-2/reviews) * [Alternatives](/products/vokal-2/alternatives) * [Built with](/products/vokal-2/built-with) * [Team](/products/vokal-2/makers) * [Awards](/products/vokal-2/awards) * More Free Options Launch tags:[Productivity](/topics/productivity)•[Mess…
- @crewAI (0): Platform for building sophisticated multi-agent interactions [5.0(1 review)](/products/crewai-3/reviews) [LLM Developer Tools](/categories/llm-developer-tools)[AI Workflow Automation](/categories/ai-workflow-automation)
- @Mastra (0): Build AI agents with a modern TypeScript stack [5.0(4 reviews)](/products/mastra/reviews) [LLM Developer Tools](/categories/llm-developer-tools)[AI Workflow Automation](/categories/ai-workflow-automation)
- @BotBoard (0): Task management for the age of agents [Automation tools](/categories/automation)[AI Workflow Automation](/categories/ai-workflow-automation) [WUPHF by Nex.ai](/products/wuphf-2) AI employees who build their own knowledge base [AI Workflow Automation](/categories/ai-workflow-auto…
- @Kollab (0): Shared workspace where teams work with agents together [AI Workflow Automation](/categories/ai-workflow-automation)[Team collaboration software](/categories/team-collaboration) [View more ](/products/vokal-2/alternatives)
Liquid 推出的 Co-Invest 产品允许用户在 ChatGPT 或 Claude 里直接研究并下单真实交易，覆盖加密货币、股票、外汇和预测市场等 500 多个市场。
Co-Invest
受众观点：① 关注在 ChatGPT、Claude 里做量化交易和自动化投资的开发者和量化爱好者 ② 想把自家产品嵌入大模型对话作为交易或操作入口的 SaaS 创业者 ③ 对 AI+Fintech 监管、合规和用户教育问题感兴趣的从业者。
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- @Investing (0): Co-Invest by Liquid lets you research and place real trades inside ChatGPT or Claude. Access 500+ markets across crypto, equities, FX, commodities, and prediction markets—24/7\. Fund in-chat, use on-chain signals (wallet activity, positioning, funding, order flow), and execute i…
- @Scopechat (0): Trading crypto? Ask Scopechat! [4.8(25 reviews)](/products/scopechat/reviews) [Crypto tools](/categories/crypto-tools)[Stock trading platforms](/categories/stock-trading)
- @OpenBB (0): AI-powered investment research. Accessible to everyone. [4.6(10 reviews)](/products/openbb/reviews)
- @Investing (0): [View more ](/products/liquid-5/alternatives)
- @Co-Invest (0): Maker 📌 Hi Product Hunt! 👋 I’m Franklyn Wang, founder and CEO of Liquid. Before starting Liquid, I led AI for Macro at Two Sigma, working at the intersection of machine learning and markets. Before that, I was Harvard’s top-ranked math student twice. One thing became clear throu…