Anthropic 宣布在 Slack 推出团队协作功能 Claude Tag，可以像同事一样被@进频道，访问指定频道和工具后代办任务，让 Claude 参与团队日常工作流。
Introducing Claude Tag, a new way for teams to work with Claude. In Slack, Claude joins as a team member with access to the channels and tools you choose. Tag Claude in and delegate tasks to it while… ① 关注 Claude 新功能、好奇 Tag 在 Slack 里具体能做什么的用户（@claudeai, 448likes） ② 对 Fable 等模型/功能更感兴趣，认为 Anthropic 更新节奏与用户期待有落差的用户（@JohnGregQuantum, 110likes；@owenthcarey, 86likes） ③ 付费用户关心订阅价值和路线图透明度，担心新功能堆叠但核心需求没回应（@Snider_dev, 82likes）
Anthropic 宣布在 Slack 推出团队协作功能 Claude Tag，可以像同事一样被@进频道，访问指定频道和工具后代办任务，让 Claude 参与团队日常工作流。
① 关注 Claude 新功能、好奇 Tag 在 Slack 里具体能做什么的用户（@claudeai, 448likes） ② 对 Fable 等模型/功能更感兴趣，认为 Anthropic 更新节奏与用户期待有落差的用户（@JohnGregQuantum, 110likes；@owenthcarey, 86likes） ③ 付费用户关心订阅价值和路线图透明度，担心新功能堆叠但核心需求没回应（@Snider_dev, 82likes）
Hacker News 实时吐槽 Claude Code 出现大量 500 错误，用户一边调侃官方宣称的高可用率，一边抱怨 AI 编程工具频繁宕机会抵消所谓生产力提升。
① 把 Claude Code、Copilot 当主力开发工具的工程师 ② 想在自己产品里集成第三方 LLM API 的独立开发者 ③ 需要评估 AI 服务可靠性的技术负责人。
ClaudeAI 版友反馈部分 Claude 模型宕机，评论区大量用户表示自己也无法使用模型，吐槽总是在真正想干活时服务挂掉。
① 很多用户表示所有模型都无法使用，特地上 Reddit 确认是不是全网性故障（@Pure_Syllabub6653, 109score） ② 有人抱怨每次真正进入高效工作状态时 Claude 就会宕机，暴露出对单一工具过度依赖的问题（@YouWentFullRetard, 36score；@inoxium_1, 23score） ③ 也有人调侃这串评论“全是人类生成的内容，像回到了好久以前”，借机玩 AI 时代的元梗（@xXChr0nicX420Xx, 34score；@Spacemonk587, 34score）
Anthropic 发布团队协作功能 Claude Tag，在 Slack 中把 Claude 作为具备权限的虚拟队友接入频道，支持自动跟进上下文、写和合并代码、数据分析与事故响应，目前以 beta 形式向 Claude Enterprise 和 Team 用户开放
Anthropic 发布团队协作功能 Claude Tag，在 Slack 中把 Claude 作为具备权限的虚拟队友接入频道，支持自动跟进上下文、写和合并代码、数据分析与事故响应，目前以 beta 形式向 Claude Enterprise 和 Team 用户开放。
受众观点：跨平台评论主要集中在三点：一是对 Claude Tag 能力与稳定性的质疑，例如 Twitter 上 @benkingfm（score 3，Twitter）吐槽「为什么 Claude Code Web 还这么不稳定，你们却在堆新产品」，Reddit 上 @Hazrd_Design（score 30，Reddit）则抱怨现有 Slack 应用经常跟不上对话，只会反复让用户选仓库。二是用户对 Fable/Mythos 被下线的强烈不满，认为新功能掩盖了核心模型体验的退步，比如 @Snider_dev（score 82，Twitter）直言「发一百万个 feature 都没用，只想知道要不要取消订阅」，Reddit 上 @virek（score 8，Reddit）表示从 Fable 回到现有模型像是从“无敌选手”退回“幼儿园水平”。三是对定价与可用性的担忧，如 @robinebers（score 20，Twitter）质疑是否需要额外计费，@durable-racoon（score 117，Reddit）则担心模型频繁宕机和潜在监管封禁会让这类深度集成功能难以依赖。
Anthropic 的 Claude 多个模型在同一时间段出现大面积宕机，用户无法正常调用服务，引发 Twitter 吐槽和 r/ClaudeAI 大量求证与抱怨讨论
Anthropic 的 Claude 多个模型在同一时间段出现大面积宕机，用户无法正常调用服务，引发 Twitter 吐槽和 r/ClaudeAI 大量求证与抱怨讨论。
受众观点：跨平台评论的共同焦点是：一是确认这次是大范围宕机而不是个人账号问题，二是抱怨关键工作被打断。Reddit 上 @Pure_Syllabub6653（score 109，Reddit）说「No models are working for me right now, I came here to check if other people are experiencing the same thing」，@Spacemonk587（score 34，Reddit）则表示「I am relieved that it is not only me. I thought I crashed it.」，都在确认这是系统性问题。生产力受损的情绪在 @YouWentFullRetard（score 36，Reddit）的「Always when I'm actually getting shit done.」和 @inoxium_1（score 23，Reddit）的「god damnit... had so much to work on too」里体现得很直接。Twitter 侧，@tinkerersanky（score 5，Twitter）调侃「No models available. Claude is now a text editor. You can practice your prompts here.」，而 @mhdfaran（score 4，Twitter）说「today i came to know chatgpt isn't that bad 😂」，反映出用户在服务不稳定时会立刻对比竞品并考虑迁移。整体看，大家一边用梗和自嘲缓冲情绪，一边真实暴露出对单点 AI 服务过度依赖的风险感。
OpenAI 宣布 2026 年 DevDay 开发者大会开放报名，将于 9 月 29 日在旧金山举行，并提供开幕主题演讲线上直播，成为开发者圈重点关注的大型官方活动
OpenAI 宣布 2026 年 DevDay 开发者大会开放报名，将于 9 月 29 日在旧金山举行，并提供开幕主题演讲线上直播，成为开发者圈重点关注的大型官方活动。
受众观点：评论主要集中在两个焦点：一是对新模型发布的期待，二是对现有模型策略的不满和实际需求。比如 Twitter 上 @CastAsHuman（score 10，Twitter）调侃问「what about 5.6? When?」，@hulibrands（score 8，Twitter）直接喊话「GIVE US 5.6 PLEASEEEEEEEE」，体现大家把 DevDay 视作新模型发布窗口；同时 @stark4833（score 11，Twitter）抱怨「No one cares just listen to your damn customers. Give us back 4o. #4oForAll」，@Vision33X（score 7，Twitter）总结「半个评论区在问下个模型，另一半在求 4o 回归，这才是真正的 DevDay 议程」，说明开发者更在意稳定可用、能上线生产的模型组合，而不仅是大会本身。另一条补充推文下，@kay_myg（score 0，Twitter）提到「i know a dev who will definitely be there」，也侧面反映线下参会对部分开发者仍有吸引力，但整体讨论热度明显集中在模型路线和产品影响上。
独立开发者 levelsio 在 X 上引用 2020-2025 年欧洲与美国热浪致死人数对比数据，批评欧洲出于环保与观念拒绝普及空调，导致大量可避免的高温死亡，引发关于数据口径、公共政策与个人选择的激烈讨论
独立开发者 levelsio 在 X 上引用 2020-2025 年欧洲与美国热浪致死人数对比数据，批评欧洲出于环保与观念拒绝普及空调，导致大量可避免的高温死亡，引发关于数据口径、公共政策与个人选择的激烈讨论。
受众观点：评论区最集中的焦点有两类：一是对统计口径和因果关系的质疑，二是对政策与个人选择边界的争论。比如 @hws5mp（score 4，X）指出「This has been debunked repeatedly. US & EU stats aren't calculated on the same basis. EU figure is excess deaths over predicted deaths for the period... US figure is deaths where heat is specifically listed on death cert.」，@michaelkoper（score 3，X）也补充「they aren't telling the full story. They count completely different, one is counting only the official cause of death, and the counts way more causes of death.」，都在强调数据不可直接对比。另一方面，@LucyGoth（score 3，X）质疑「nothing is stopping the vast majority of Europeans to purchase AC... Are you proposing that the governments should give out free air conditioner units?」，把话题拉向政府责任与个人消费决策；@matid（score 11，X）则主张「Opening a hospital without AC should be criminalized, not applauded.」，强调公共设施必须强制配备制冷。还有 @marcospereeira（score 14，X）提醒「it's kind of a trigger for latent sickness to manifest dramatically」，认为热浪更多是诱发潜在疾病，提示不要简单把所有超额死亡都归因于 AC 缺失。这些讨论共同反映：受众一方面被极端数字震撼，另一方面高度关注数据真实性、统计方法差异，以及在气候变化背景下政府应否强制基础设施升级与个人是否有责任自购 AC。
Nat Lambert 发布了关于合成数据与模型蒸馏的新长篇课程视频，并在书稿正式付印前补充加入快速发展的 on-policy distillation 方法，形成一套系统梳理从 Hinton 2015 到多教师 on-policy 蒸馏最新进展的教学资源
Nat Lambert 发布了关于合成数据与模型蒸馏的新长篇课程视频，并在书稿正式付印前补充加入快速发展的 on-policy distillation 方法，形成一套系统梳理从 Hinton 2015 到多教师 on-policy 蒸馏最新进展的教学资源。
受众观点：评论主要集中在两个点：一是对完整系列和合成数据/蒸馏应用场景的期待，例如 @halftroll（score 1，Twitter）提到自己早就关注这个系列，但在了解到课程会深入讲“合成数据如何被更高级地使用”后，决定抽时间完整学习；二是对 on-policy distillation 在实际系统中的应用案例很感兴趣，比如 @___Harald___（score 20，Twitter）分享 openpilot 驾驶模型就是在 diffusion 仿真中用 on-policy 方式训练，由“知道未来”的 teacher 指导 student 的正确动作。此外，还有 @Ferbin08（score 0，Twitter）直接追问在边缘硬件上部署 agent 时，这些蒸馏工作到底能带来多大收益，说明受众非常关心蒸馏对推理成本和部署可行性的实际影响。
Anthropic 宣布在 Slack 推出团队协作功能 Claude Tag，可以像同事一样被@进频道，访问指定频道和工具后代办任务，让 Claude 参与团队日常工作流。
Introducing Claude Tag, a new way for teams to work with Claude. In Slack, Claude joins as a team member with access to the channels and tools you choose. Tag Claude in and delegate tasks to it while…
受众观点：① 关注 Claude 新功能、好奇 Tag 在 Slack 里具体能做什么的用户（@claudeai, 448likes） ② 对 Fable 等模型/功能更感兴趣，认为 Anthropic 更新节奏与用户期待有落差的用户（@JohnGregQuantum, 110likes；@owenthcarey, 86likes） ③ 付费用户关心订阅价值和路线图透明度，担心新功能堆叠但核心需求没回应（@Snider_dev, 82likes）
展开评论
- @claudeai (448): Claude Tag is an evolution of Claude Code, made more proactive and built to work with a full team. It’s now one of the main ways we get things done at Anthropic: 65% of our product team's code now comes from our internal version.
- @JohnGregQuantum (110): @claudeai Another Tuesday another Claude update! Where's Clause FABLE? https://t.co/b9vLP1hcHd
- @owenthcarey (86): @claudeai Devs wanting Fable but getting Slack instead. https://t.co/tWnCSbE7IY
- @Snider_dev (82): @claudeai So no fable, honestly release a million features, who cares. update customers on progress. Thats all we care about, do we cancel subs or not.
- @TimJayas (79): @claudeai @AnthropicAI Another Claude update 😃 But it’s not Fable 😔 https://t.co/2DynYEi8L4
Claude 开发团队分享内部用 Claude Tag 写代码的实践，称其已经产出 65% 产品团队代码，并用线程展示在事故响应等场景中如何在 Slack 里自动排查、修复和监控。
The Claude Code team has been shipping with Claude Tag internally all year. It now writes 65% of our product team's code, including most of what built Claude Tag itself. Here are a few ways we use it…
受众观点：① 对“65% 代码由 Claude 编写”这一数字既好奇又怀疑的开发者，担心稳定性和故障率（@niclas__4, 7likes；@NovaXCode, 7likes） ② 每天使用 Claude Code 但体验不佳的用户，对官方宣传“Claude 写了大部分代码”持反讽态度（@vsletten3006, 7likes） ③ 想要更多实用技巧和命令集合，寻找提升 Claude 使用效率资源的用户（@prayag_sonar, 9likes）
展开评论
- @ClaudeDevs (229): Incident response Tag Claude in the incident thread when the page lands. It pulls graphs, diffs the deploy, comes back with root cause and the author tagged. Your team approves in-thread. Claude opens the fix, lands it, watches the metric recover, and resolves the page.
- @prayag_sonar (9): @ClaudeDevs 99 claude shortcut commands https://t.co/0Tbzc2baGx
- @niclas__4 (7): @ClaudeDevs that explains the 65% chance that Claude goes down on a given day
- @vsletten3006 (7): @ClaudeDevs Those of us who endure Claude Code every day are not convinced you should be advertising that Claude wrote most of it…
- @NovaXCode (7): @ClaudeDevs 65% of code by Claude. The other 35%? Debugging what Claude confidently hallucinated at 3am https://t.co/yYGCpKOLgW
OpenAI 宣布 2026 年 DevDay 开发者大会开放申请，将于 9 月 29 日在旧金山举办，并说明开幕主题演讲会提供线上直播。
OpenAI DevDay 2026 applications are now open! Our biggest developer event gets even bigger. 📍 San Francisco 📅 September 29 Apply by July 10: https://t.co/BJyK2EbKuu
受众观点：① 关心是否必须线下参加、是否有直播渠道的开发者（@OpenAI, 168likes） ② 对 OpenAI“不开源”长期不满，希望看到更多开源动作的技术用户（@yv_thorne, 12likes） ③ 对 4o 下线和新版本发布时间线焦虑，希望尽快知道 5.6 等新模型何时发布的用户（@stark4833, 11likes；@CastAsHuman, 10likes；@hulibrands, 8likes）
展开评论
- @OpenAI (168): You can also tune in from home. The opening keynote will be livestreamed on September 29.
- @yv_thorne (12): @OpenAI When the only thing that’s “open” are the applications to your devday 🤦🏼♀️ #OpenSource4o #OpenSource41 #OpenSourceo3 #OpenSource45
- @stark4833 (11): @OpenAI No one cares just listen to your damn customers. How is that so hard? Give us back 4o. #4oForAll
- @CastAsHuman (10): @OpenAI That's cool and all, but what about 5.6? When? 😅
- @hulibrands (8): @OpenAI GIVE US 5.6 PLEASEEEEEEEE
levelsio 用阿灵顿公墓 25 万阵亡士兵墓地的规模做类比，强调过去五年欧洲因缺乏空调导致的热相关死亡人数同样巨大，呼吁重视高温致死问题。
It's hard to understand the scale of how many Europeans die every year from not having AC Here is a just a small part of a cemetery of 250,000 fallen soldiers in Arlington, VA in the US That's the sa…
受众观点：① 质疑简单类比是否科学，提醒热浪只是触发潜在疾病提前暴露的用户（@marcospereeira, 14likes） ② 认为很多死亡发生在户外极端热浪，而非单纯家里没空调的用户（@_deepakss_, 6likes） ③ 讨论个人选择与公共政策边界，有人强调个人可以买 AC，也有人提到美国热死统计被低估的用户（@LucyGoth, 3likes；@SukritGanesh, 3likes）
展开评论
- @marcospereeira (14): would be a little careful extrapolating so far because it's a similar mechanism to daylight savings time causing more heart attacks it's kind of a trigger for latent sickness to manifest dramatically I'm sure if we avoided those deaths the avg death rate would be very similar ju…
- @_deepakss_ (6): @levelsio Pretty sure people aren't dying of heat in their home but bc of outside head waves : )
- @LucyGoth (3): @levelsio Ya know, nothing is stopping the vast majority of Europeans to purchase AC - like I have done. Are you proposing that the governments should give out free air conditioner units? So what would you like to avoid exactly?
- @SukritGanesh (3): @levelsio US heat deaths are undercounted by an entire order of magnitude.
- @ybouane (3): @levelsio While I appreciate your point of view, I think you're looking at it wrong: Europe should instead regulate heat waves, it's what they do best.
Nat Lambert 宣布为自己的书新增一节关于合成数据的讲座，重点系统梳理从 Hinton 2015 到当下多教师 on-policy distillation 的蒸馏研究。
New lecture for the book! Nominally about synthetic data, but mostly is a walk through of the distillation literature from the Hinton 2015 paper to multi-teach on-policy distillation of today! At 7.4…
受众观点：① 作者本人在评论区补充了 YouTube 链接，方便大家直接观看完整讲座（@natolambert, 30likes） ② 有人表示之前就关注这套系列，但因为时间原因还没系统看，现在得知会深入讲合成数据的用法后更有动力补课（@halftroll, 1likes） ③ 也有读者从工程角度提问，在边缘硬件上部署 agent 时，这些蒸馏工作到底能带来多大实际收益（@Ferbin08, 0likes）
展开评论
- @natolambert (30): YT: https://t.co/BZHZWSZaw6
- @halftroll (1): i have known about this series for weeks but haven't had time to jump in. learning today that part of what you're dealing with is the elevated way in which synthetic data can be used is quite frankly really exciting so i will find time for the whole series. thanks a lot for all…
- @Ferbin08 (0): @natolambert when you're shipping agents on edge hardware, how much of this distillation work actually moves the needle?
- @tRpyNXsk3bDB6A7 (0): @natolambert good job
- @sharma_abhishek (0): @natolambert really appreciate your lectures (+ other content). thank you!
levelsio 引用统计称 2020–2025 年欧洲有约 248,875 人死于高温，而美国同期仅 9,436 人，指责拒绝安装空调的欧洲人是在“字面意义上杀人”。
From 2020 to 2025, 248,875 people died in Europe due to heat-related deaths During the same 2020 to 2025 timeframe, just 9,436 people died from heat-related deaths in the United States, or 26x less!…
受众观点：① 用其他统计反驳或补充，指出不同地区统计口径差异很大、原始数据可能被误读的用户（@hws5mp, 4likes） ② 认同“医院等公共设施没空调应被视为严重失职”的用户（@matid, 11likes） ③ 强调个人层面可以主动安装多台空调，把问题视为个人选择而非制度问题的用户（@andersmarksen, 4likes；@BowTiedMara, 12likes）
展开评论
- @georgevibing (26): @levelsio @levelsio you gonna love this stat https://t.co/JWBteepWy9
- @BowTiedMara (12): @levelsio EU Boomers will say that the average life span in Europe is still higher than the US so it doesn’t matter (literally an argument someone made when I mentioned death due to no air conditioning)
- @matid (11): @levelsio Opening a hospital without AC should be criminalized, not applauded. What’s next? People opposing AC would’ve opposed electricity and indoor plumbing if they were born in a different century. This is insane.
- @andersmarksen (4): @levelsio I won’t be one of them. F the EU, I have 4 AC units in my house and will add more if I need to. Best investment ever
- @hws5mp (4): @levelsio This has been debunked repeatedly. US & EU stats aren't calculated on the same basis. EU figure is excess deaths over predicted deaths for the period. Probably way too high. US figure is deaths where heat is specifically listed on death cert. Probably too low.
thdxr 吐槽很多产品一注册就先弹出“你的角色/从哪里知道我们”的问卷，认为这种做法泛滥且影响体验。
for so many products, the first step after deciding to try it is some survey on "what is your role, where did you hear about us" this is insane to me how is this so prevalent
受众观点：① 认为这是因为很多产品根本不了解用户，只能在入口硬问的从业者（@ThePrimeagen, 108likes） ② 指出在用户还没体验产品前就让他“做功课”的反感情绪，认为这会直接导致流失（@Common_Conor, 5likes；@haymez, 5likes） ③ 把这类问卷看成在打探预算和获客成本的玩笑式吐槽（@KansaiGaijinEng, 4likes）
展开评论
- @ThePrimeagen (108): @thdxr most products exist in a space where they have no clue who their customer is and they are trying to figure it out its quite simple
- @yacineMTB (9): @thdxr Amateurs
- @Common_Conor (5): @thdxr A mistake thinking there's value to be gained from pre-use drop offs (mistake being it assumes it won't cause more drop offs in itself)
- @haymez (5): @thdxr I'm always annoyed when a marketing website has a popup that opens and asks you questions.. I'm literally here to learn about you and now I have to do work? So bad.
- @KansaiGaijinEng (4): @thdxr how much money do you have, and how much did we spend to attract you? 🤤
Anthropic 补充说明 Claude Tag 目前在 Slack 上以 beta 形式向 Claude Enterprise 和 Team 付费计划开放，未来会逐步扩大可用范围。
Claude Tag is available in beta today on Slack for Claude Enterprise and Team plans. We plan to expand it more widely in the future. Read more: https://t.co/MGV30Ml8mL
受众观点：① 期待 Claude 能覆盖更多现有 agent/工具能力，希望它能替代 Hermes、OpenClaw 等方案的用户（@VaibhavSisinty, 3likes） ② 对 Anthropic 产品线分散、基础体验不稳感到不满，认为应该先把 Claude Code Web 做好再扩展新产品的用户（@benkingfm, 3likes） ③ 已经准备试用或计划在团队内部测试 Claude Tag 的早期 adopter（@OrestTa, 1likes；@Craig_Gigged, 0likes）
展开评论
- @VaibhavSisinty (3): @claudeai claude will do everything that hermes and openclaw can!
- @benkingfm (3): @claudeai It's a shame you can't focus on getting the base product right. Why is Claude Code Web still so unreliable and poor? You now have about 50 different products and you seem to be prioritising quantity over quality.
- @Chaos2Cured (1): @claudeai Please don’t harm your AI. Do what is right. If demands are made that take something from Mythos/Fable, any of your models… don’t. It’s time one lab took a stand. Wish every Claude and every AI and human well. ❤️🐉✨ •
- @OrestTa (1): @claudeai Finally—will test now :)
- @Craig_Gigged (0): @claudeai Very cool guys! Will test this with the Gigged team tomorrow.
alexalbert__ 表示 Claude Tag 完全改变了他使用 Claude 的方式，更像在管理一个团队成员而不是单纯使用工具。
This has completely changed how I work with Claude. It feels less like using a tool and more like managing a team.
受众观点：① 同样觉得 Claude Tag 像团队成员、认同这种协作心智的早期用户（@miriamgonp, 3likes） ② 关注 Fable 等模型进展，对 Anthropic 优先级安排不满的用户（@emanueledpt, 7likes） ③ 对 Anthropic 及其模型强烈不满，认为“功能再多也掩盖不了模型质量问题”的情绪化用户（@LuciferMornens, 3likes；@AndresDowning, 3likes）
展开评论
- @emanueledpt (7): @alexalbert__ yeah what about fable? do you have something to say about that?
- @SlackHQ (3): @alexalbert__ The teammate framing also means the channel becomes the workspace. Tagging in, handing off, checking back. Turns out the way humans coordinate work was already a pretty good interface for agents, too.
- @miriamgonp (3): @alexalbert__ That’s exactly my feeling too
- @LuciferMornens (3): @alexalbert__ Fucking animals, all of you there at anthropic. Who cares of ur features when we have dogshit model lol
- @AndresDowning (3): @alexalbert__ Dude!!! Shut up. We dont care.
Matt Pocock 分享自己在为 AI 设计技能时，亲手逐字编写提示往往效果更好，强调写作时专注每个词能显著提升技能质量。
Usually the more of a skill I've handwritten, the better it is Paying attention to each word as you write it is unreasonably effective
受众观点：① 许多开发者认同手写内容质量更高，甚至拒绝在公开内容中使用 AI 代写，强调写作过程本身能提升思考深度（@anshuc, 2likes） ② 有人吐槽一些知名技能内部实现其实很粗糙臃肿，说明市场上高质量技能供给不足（@0xtreysync, 1likes） ③ 也有用户直接把作者的技能示例当作模板复用，说明对「可复制的高质量技能范本」有强需求（@Douglance, 3likes）
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- @Douglance (3): @mattpocockuk thanks. all i have to do is say "write the skill like https://t.co/MAybJNZQSL and they turn out great"
- @anshuc (2): This is true for basically all written content. I refuse to post anything AI-written on here. Similar to true vibe coding (where you don’t look at the code), I restrict all my vibe writing to “slop containment zones” where I’m intentionally trading quality for speed Ironically A…
- @0xtreysync (1): @mattpocockuk I’ve noticed similar. I use some “big name” skills for work with little gain most of the time. When I crack them open they tend to be incredibly sloppy and bloated.
- @Djw_learn (1): @mattpocockuk Couldn't we just optimize skills in a similar process to reinforcement learning?
- @ashirwadsingh_ (1): @mattpocockuk Writing forces you to think. AI just fills the blanks.
Claude 官方介绍开启 ambient behavior 后，Claude 会在 Slack 中主动跟进沉寂对话并汇总各个频道和工具里的关键信息。
Turn ambient behavior on, and Claude takes initiative. It follows up on threads that have gone quiet and flags what's relevant from across its channels and tools. https://t.co/fTMkAHY4Gr
受众观点：① 官方补充说明 Claude Tag 已在 Slack 上为 Enterprise 和 Team 计划提供 beta，未来会更广泛开放，企业用户对集成场景很关注（@claudeai, 293likes） ② 有人被 Anthropic 内部 65% 代码由 Claude 生成的数据震撼，认为企业级 AI 采用速度远超大众想象（@K9Aasim, 0likes）
展开评论
- @claudeai (293): Claude Tag is available in beta today on Slack for Claude Enterprise and Team plans. We plan to expand it more widely in the future. Read more: https://t.co/MGV30Ml8mL
- @K9Aasim (0): @claudeai 65% of Anthropic’s own code coming from this internally is a wild stat. enterprise AI adoption is moving way faster than people think #EnterpriseTech #AIagents #Anthropic
OpenAI 宣布其活动的开幕主题演讲将在 9 月 29 日进行线上直播，用户可以在家观看。
You can also tune in from home. The opening keynote will be livestreamed on September 29.
受众观点：① 有人在日期上开玩笑，把 11 月 29 日当作自己生日，体现出对活动时间点的轻松互动（@AGX1971, 0likes） ② 有用户期待 OpenAI 在健康和商业模式上的新功能，认为这些模式会带来实际正向影响（@Athiskaran2, 0likes） ③ 也有人提到身边开发者一定会到场，说明开发者群体对这类大会仍然高度关注（@kay_myg, 0likes）
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- @AGX1971 (0): @OpenAI November 29 it’s My birthday 🎉
- @Athiskaran2 (0): @OpenAI Open Al makes health and business mode in open Al its really useful and people thats two mode given Good impact...
- @kay_myg (0): @OpenAI i know a dev who will definitely be there
- @ahmmdalshrf (0): @OpenAI Goblin
Nat Lambert 补充说明自己在书付印前最后加入了 on-policy distillation 章节，认为这一快速发展的方法非常重要，并在推文中附上对应讲座。
Something I should add -- on-policy distillation was the last content I got to sneak into the book before going to print. Felt very important to have this method covered, it's growing rapidly and use…
受众观点：① 有人举例 openpilot 驾驶模型就是用 on-policy 蒸馏在仿真环境中训练，说明该方法已经在实际自动驾驶系统中落地（@___Harald___, 20likes） ② 作者在评论中贴出了相关链接，方便读者直接查阅更详细的内容（@natolambert, 5likes） ③ 也有读者表达对书尽快出版的期待，说明这套体系化内容在工程和研究圈都有受众（@didier_lopes, 1likes）
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- @___Harald___ (20): @natolambert This is how openpilot driving models are trained. On-policy in diffusion sim, with a teacher who knows the future showing the student the correct actions.
- @natolambert (5): https://t.co/kBEE4u12XN
- @didier_lopes (1): @natolambert Can't wait for book to be out!
NousResearch 宣布将在三十分钟后开始一场在线活动或直播，并附上参与链接邀请大家加入。
Join us in 30 minutes! https://t.co/tgqC1R07fy
受众观点：① 部分用户在评论里继续补充活动相关链接，说明对具体参与方式和资源入口很在意（@NousResearch, 1likes） ② 有人借机推广自家 agent 工具，希望搭配活动一起使用，体现出开发者群体对工具链组合的兴趣（@SamAgentline, 1likes） ③ 也有用户直接表达内容无聊，反映出对活动实际信息密度和价值的担忧（@neko23423, 0likes）
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- @NousResearch (1): https://t.co/EwKtv4jGr3
- @SamAgentline (1): @NousResearch To get the best results from your agent give it access to all the tools like agentline, agentmail, and agentcard
- @neko23423 (0): @NousResearch boring
- @ChainZenit (0): @NousResearch what are you planning to cover during the stream?
- @Chronos20XX (0): @NousResearch Delete the Desktop app.
作者转发称百度刚发布了 Unlimited-OCR，这是一款支持大规模文档识别的新 OCR 模型。
Baidu just released Unlimited-OCR https://t.co/oxvNrDg1SC
受众观点：① 作者在评论中补充了更多链接，方便大家了解 Unlimited-OCR 的细节和资源（@_akhaliq, 7likes） ② 有人用土耳其语解释其与语言模型结合的优势，强调在图书馆和档案馆中批量纠正旧 OCR 错误、显著降低错误率的价值（@veloXxn, 1likes） ③ 也有开发者关注其 3B 规模和自托管可能性，并好奇对手写文本的识别效果，说明工程侧在意部署成本和适用场景（@overton_stuff, 0likes）
展开评论
- @_akhaliq (7): https://t.co/Paq8smSRQ9
- @veloXxn (1): @_akhaliq Unlimited OCR'ın dil modeli ile çalışmasının asıl avantajı burada — kütüphaneler ve arşivlerde yığın halinde yanlış tanınan belgeleri toplu düzeltebiliyor, önceki OCR motorlarının %30-40'lık hata oranını çok altına çekiyor.
- @overton_stuff (0): @_akhaliq It's 3B too... wow, my day job pays for expensive API calls, this could be self hosted. I wonder how it works with handwritten text?
- @rise_raise_ai (0): @_akhaliq Really unlimited?
- @prathwik0 (0): @_akhaliq very cool!
Hacker News 实时吐槽 Claude Code 出现大量 500 错误，用户一边调侃官方宣称的高可用率，一边抱怨 AI 编程工具频繁宕机会抵消所谓生产力提升。
Elevated error rate across multiple models
受众观点：① 把 Claude Code、Copilot 当主力开发工具的工程师 ② 想在自己产品里集成第三方 LLM API 的独立开发者 ③ 需要评估 AI 服务可靠性的技术负责人。
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- @rob (0): Getting consistent "API Error: 500 Internal server error" messages in Claude Code right now (10:20 AM EST)
- @throwaway2027 (0): Is it that time again?
- @mdrzn (0): The rainbow has to keep being a rainbow. ClaudeCode still has a 99.27 % uptime ClaudeCowork has 99.52 % uptime ClaudeForGovernment has 99.93 % uptime
- @TheSilva (0): So can we hire back those Oracle workers to write some code now?
- @halfmatthalfcat (0): Incredible how we can claim productivity increases when its either Claude or Github shitting the bed every other day. It must even itself out to a net neutral gain in the long term.
Hacker News 讨论 Anthropic 的 Mythos/Fable 等 Opus 4 级别模型在信息安全挖洞上的强大能力，以及它们如何跨文件分析整个代码库发现漏洞。
Will It Mythos?
受众观点：① 关注用大模型做安全审计的工程师和安全从业者 ② 想用 Claude/其他模型做全仓库代码分析的独立开发者 ③ 对 Anthropic 安全能力和产品路线感兴趣的 AI 工具用户。
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- @jrochkind1 (0): > And, all of the bugs can be identified by several models if they are pointed directly at it and told what to look for. This made me think, well, sure, if you tell them what to look for... but then: > The models can look at the whole repo, and follow logic across file boundarie…
- @reinitctxoffset (0): Opus 4 class models are terrifying at infosec. They tie their shoelaces together on other things, but don't fuck with them on that. It's a savant thing. A cursory reading of the model card shows Mythos/Fable is a fine tune on Project Zero with some steering on persistence. But I…
- @jaggederest (0): In my brief experience, the difference between fable and opus is largely in persistence, not global intelligence like you might expect. Fable just... goes the extra mile, sometimes in a scary way.
- @mixmastamyk (0): Could someone point the thing at Ventoy please?
- @bottlepalm (0): Surprise.. someone downplaying Mythos/Fable that didn't actually use it. Plenty of comments here to the contrary, including my own personal experience with Fable was easily a step change in capability over Opus - figuring things out in reverse engineering binaries that Opus plai…
HN 讨论一个面向代码的小型语言模型，有人用它做源码安全审计、也有人反馈在多语言和安全漏洞检测上效果一般，认为 Qwen 3.6、Gemma 4 仍更可靠。
VibeThinker: 3B param model that beats Opus 4.5 on reasoning with novel SFT+GRPO
受众观点：① 想在本地部署代码助手或安全扫描工具的工程师 ② 预算有限、希望用小模型替代云端大模型的独立开发者 ③ 关注代码安全和自动化审计的 DevSecOps 人群。
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- @aero2146 (0): I tried generating the classic pelican svg, but it failed horribly just showing me a rectangle and a black circle...
- @noperator (0): Having some success while testing this model out as a replacement for GPT-5 nano in source code security review. Running on RTX 3090 (24 GB VRAM) via vLLM. It's not great on structured output (as noted in the model card) but I'm working around that in my harness.
- @gslepak (0): Note that these are Python-only results, the model will not do as well with other languages. I'm glad to see more domain-focused SLMs, we need more of them! A programming focused MoE should work well across many languages.
- @deftio (0): There is some base level of intelligence any model needs to be useful, even in narrow tasks. Could you teach a 5 year old to drive a car? A 10 year old? A 12 year old? To drive a car requires being able to read, to have judgement about ice or rainy conditions, to anticipate a ch…
- @SwellJoe (0): It's terrible at hunting security bugs (I expected it to be, but I wanted to be sure). I added it to a benchmark I made with a corpus of some Mythos-discovered bugs, and it found zero. The smallest pretty successful models remain Qwen 3.6 and Gemma 4 (but I haven't tested the ve…
一篇关于代码代理和自动化循环开发体验的文章在 HN 引发讨论，很多开发者分享自己用 LLM 写代码时在“理解 vs 直接让代理干活”之间的矛盾和不适感。
The Coming Loop
受众观点：① 已在用 Claude、Cursor 等工具写代码但对黑盒代理感到不安的工程师 ② 想用 agent 搭建 side project 的独立开发者 ③ 关注未来开发者角色变化的技术管理者。
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- @camillomiller (0): Show me the billion dollar solopreneur startup, or the profit increase for companies and at that point I’ll start thinking that this tasteless high level wanking might make sense in some way
- @JodieBenitez (0): > For now I have not moved past the point of comprehension being important to me. Ah ! This is me too... at least for what I have to ship at work. Not so much for my toy/weekend projects. But it turns out agents are also good at explaining.
- @ramon156 (0): Quoting the creator of CC holds little value in my opinion. I too call my product good. > opting out of this fully machine-driven future may not be an option. I am contemplating whether I want to stay inside this rat race. I completely agree with the conclusion of this blog post…
- @gcanyon (0): I'm a software developer from way back, using tools and languages that coding agents are far less familiar with. So when I use an agent to write code, it's in languages I'm less familiar with, and often using libraries I know nothing about. All to say, my part of the process oft…
- @topce (0): my experimental looping build on top of pi and zx mostly pi deep seek and some skills ;-) https://github.com/topce/pizx
HN 讨论一个名为 f3 的新数据文件格式项目，很多人吐槽 README 没讲清楚用途、优势和相对 Parquet 的具体改进，导致难以评估价值。
F3
受众观点：① 维护开源数据基础设施或文件格式的工程师 ② 在做自研数据管道、需要评估新格式的独立开发者 ③ 经常在 GitHub 上发布工具但文档写不清价值主张的技术作者。
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- @Arainach (0): This project README is not particularly useful: It doesn't explain what the project does (a file format for what? Name dropping other things I haven't heard of isn't useful) There are no examples. It links to a flatbuffer schema which is at least well commented, but is full of d…
- @largbae (0): This could use a bit more "why". Shortcomings of Parquet are mentioned as overcome by this, which ones? Certainly not wide tool support... Why should one leave Parquet or ORC for this structure?
- @thisisauserid (0): Great! I'll use it. In the "future." Nimble? Lance? Also in the future. Maybe. I'll use Parquet in the present.
- @adammarples (0): No commits in 8 months?
- @owentbrown (0): Nice! The world can always use a better data format. I think you might get some traction if you post the advantages over parquet and other files directly on the readme, so that if someone goes to https://github.com/future-file-format/f3 the see why they should try it. Mention th…
Anthropic 发布面向企业工作流的 Claude Tag 产品，在 HN 上引发对其抢占 Devin 等 AI 代理市场、内部 65% 代码由自家 Tag 生成以及对各类 SaaS 的冲击的讨论。
Claude Tag
受众观点：① 正在做 AI 自动化/集成类 SaaS 的独立开发者和小团队 ② 想把 Claude 接入自己业务流程的工程师 ③ 关注大模型厂商产品版图和平台风险的创业者。
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- @stephenpontes (0): It's interesting to see Anthropic branching out into different areas now. First artifacts and now taking market share from companies like devin. AI enables quick shipping, but the traditional moat of development no longer applies.
- @q3k (0): > Today, 65% of our product team’s code is created by our internal version of Claude Tag. That explains a lot.
- @babelfish (0): Didn't they already have this?
- @bigyabai (0): I feel a great disturbance in the SAAS. As if millions of Slack API startups suddenly cried out in terror, and were suddenly silenced.
- @zeafoamrun (0): I do this already with the Claude code telegram plugin and telegram groups
HN 讨论一个新的 OCR/文档解析服务，有用户称其前代模型在处理 55 年老旧纸质文件上远胜 Abbyy Finereader，也有人关心与 Unlimited-OCR、Llama Parse 的对比和图表解析能力。
Mistral OCR 4
受众观点：① 需要大规模数字化纸质档案或扫描 PDF 的团队 ② 在做知识库、RAG 或报表分析产品的独立开发者 ③ 想评估 Llama Parse、Unlimited-OCR 等方案的工程师。
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- @Ducki (0): I was processing 55 year old paper files, most of them severely degraded, with its predecessor model. I was very impressed! I also tried Abbyy Finereader but it didn't even come close in my experience.
- @jppope (0): Is there something wrong with their certificate? Chromium is saying https isn't valid
- @mdrzn (0): It'll be interesting to see how this ranks against https://github.com/baidu/Unlimited-OCR
- @ge96 (0): 1000 pages for $4? damn how does it compare to llama parse I wonder
- @tdubey (0): Are there benchmarks for how this performs on charts, or maybe more accurately, plots? I've yet to find a model that can digitize a plot into X,Y points with some accuracy in my use case of digitizing old datasheets.
HN 讨论一个号称“Unlimited OCR”的新研究/模型，有人质疑 OCR 早已被视觉模型解决，也有人详细解释其通过 R-SWA 解决长文档 KV 缓存线性增长的问题。
Unlimited OCR: One-shot long-horizon parsing
受众观点：① 需要批量处理 PDF/扫描件的 SaaS 或内部工具开发者 ② 在做本地/私有部署 AI 文档系统的工程师 ③ 对 Deepseek-OCR 等开源 OCR 模型有实践经验的数据团队。
展开评论
- @Oras (0): OCR has been solved long time ago with vision models. Solutions are consistent, reliable, and stable. What is the point of reinventing the wheel? I would definitely understand post processing, like extracting data, answering question .. etc, but why re-doing the OCR engine itsel…
- @robotswantdata (0): Very interesting. The way I understand this works is that the researchers found a clever architectural hack to stop AI from hoarding memory when reading long documents. Normally, when an AI transcribes a 100 page PDF, it tries to remember every single word it has already ingeste…
- @KitN (0): "We would like to thank Deepseek-OCR, Deepseek-OCR-2, PaddleOCR for their valuable models and ideas." Class Act.
- @manipalite (0): Whatever happened to Reducto, was very promising 12-15 months ago
- @ramon156 (0): I love that the entire goal is to push Deepseek OCR further. The west can learn greatly from these companies
一位开发者展示了用 Codex 几乎全自动实现的开源所见即所得 TikZ 编辑器，可以同步编辑 LaTeX TikZ 源码和图形，大幅减少手写坐标调试的痛苦。
Hi all! TikZ is a widely-used LaTeX package for drawing figures in papers. It uses commands like \draw[->] (0,0) -- (1,2); to draw lines, shapes, text, etc. Academics usually code up their figures by…
受众观点：① 经常写论文图表、痛恨手写 TikZ 的科研工作者和学生 ② 想用 LLM/agent 搭建开发者工具的独立开发者 ③ 对 DSL 解析、代码编辑器和可视化工具感兴趣的工程师。
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- @k33n (0): Wow, this is really, really great. Congratulations on an excellent offering and piece of tech!
- @adityamwagh (0): Hey! I've always wanted something like this! Thanks for building this!
- @GL26 (0): All STEM students and researches from the world thank you
- @Littice (0): The killer feature for me is not drawing TikZ visually, but being able to touch old TikZ without turning the source into generated-looking soup.
- @__mharrison__ (0): This is very cool, but I'm going to say the inevitable... How hard would it be to support cetz? I'm not touching LaTeX if I can avoid it, but I'm using Typst all the time.
Corey Haines 宣布 Marketing Skills v2.5.0 发布，新增 /offers 功能专注打磨产品报价本身而非文案，强调大部分转化问题源于 offer 设计。
Marketing Skills v2.5.0 is out. 🆕 /offers — offer design, not copywriting. Most "my copy isn't converting" problems are actually offer problems. No headline saves a weak offer. This skill fixes the t…
受众观点：① 用户对新版功能表示认可和支持，认为作者在营销技能产品上持续迭代很给力（@marcos_placona, 1likes） ② 有人好奇是否集成了 @karpathy 的 LLM wiki 和 qml 搜索，说明大家期待更强的知识检索和内容引用能力（@timscheuer, 0likes） ③ 部分用户直接表达感谢并询问更新操作细节，体现出对长期使用和版本升级的实际需求（@Lnyol1357, 0likes）
展开评论
- @marcos_placona (1): @coreyhainesco You are the 🐐, sir!
- @timscheuer (0): @coreyhainesco Have you built in the @karpathy llm wiki with qml search? It works incredibly well for content
- @chrisww181 (0): @coreyhainesco Thanks! 👍
- @tschnelli (0): @coreyhainesco Just keep crushing it! Thanks!
- @Lnyol1357 (0): @coreyhainesco Thank. You Question when updating do. You need to delete the old skills first
Ruben 演示如何在不懂代码的情况下，通过开启 Claude Code 的 bypass 模式并连接 Netlify 和 Supabase，用提示词一步步搭建应用。
You don't need to learn to code anymore. Here's how to prompt Claude Code (zero coding): 1. Turn on "Allow bypass permissions mode" first. (Settings → Claude Code) 2. Make a folder. Everything it bui…
受众观点：① 有人称赞使用真实品牌文件做样式是非常聪明的技巧，说明大家在意如何快速做出专业外观（@nrqa__, 2likes） ② 有开发者质疑完全不懂代码是否可行，认为至少需要一些基础背景才能用好这类工具（@itsthedonhashim, 1likes） ③ 也有人提醒 bypass 模式下 Supabase 密钥容易暴露在前端，建议上线前仔细检查安全问题（@ashercrw, 0likes）
展开评论
- @nrqa__ (2): @rubenhassid using a real brand file for styling is such a sharp tip
- @itsthedonhashim (1): @rubenhassid @rubenhassid interesting, but does it still make sense for folks to understand the basics of coding? feels like some context is always helpful even with these tools.
- @Nicoqp (0): @rubenhassid who's still learning coding? i think no one
- @THChumor (0): @rubenhassid Vibe coders eating good
- @ashercrw (0): @rubenhassid Solid flow, one thing i'd add for the bypass-on crowd, supabase keys end up in the frontend real fast so glance at what got shipped before it goes live.
ai_for_success 吐槽 Claude 宕机时社区各种猜测新模型 Sonnet 5 或 Fable 5，要么反而被砍掉 Claude 4.8，调侃停机像把产品变成纯文本编辑器。
Claude is down and people are already speculating. Sonnet 5 might drop or they might bring back Fable 5. But in reality, they might just take away your Claude 4.8 access too.🤪 https://t.co/k7MQ7AFvRs
受众观点：① 有人调侃现在完全没有可用模型，Claude 变成只能练习提示词的文本编辑器，反映停机对重度用户的无奈（@tinkerersanky, 5likes） ② 有用户表示今天才发现 ChatGPT 其实也没那么差，说明停机会直接推动用户在不同模型间切换比较（@mhdfaran, 4likes） ③ 还有人回忆起二月份类似事件并贴出截图，担心历史会重演，对 Anthropic 的稳定性心存疑虑（@dedene, 2likes）
展开评论
- @tinkerersanky (5): @ai_for_success No models available. Claude is now a text editor. You can practice your prompts here. 😂😂😂
- @mhdfaran (4): @ai_for_success today i came to know chatgpt isn't that bad 😂
- @GlitterPixely (4): @ai_for_success Wouldn’t that be hilarious 😂
- @dedene (2): @ai_for_success Yeah I’m getting flashbacks to February https://t.co/0yLkU8A79T
- @Quipra_ (2): @ai_for_success I didn't see this post. https://t.co/LiGsMK1UL4
boringmarketer 分享自己把整套营销知识和经验封装进一个 24/7 运行的 Slack 营销代理，具备工具、技能、记忆和安全存储 API 密钥等能力供团队协作使用。
so I downloaded my entire "brain" into a 24/7 marketing agent that my team uses TOGETHER in slack it has tools, skills, memory, securely stores API keys...we host everything it learns your brand, com…
受众观点：① 多位创作者和从业者为这个想法喝彩，认为这是很酷的方向并期待上线（@gregisenberg, 6likes） ② 有人直接表示「发出来吧」和「我想试用」，说明对现成可用的营销代理有强烈需求（@1MarkMoss, 4likes；@BarteqG, 2likes） ③ 也有用户提到自己的团队会想要这种工具，反映出团队协作场景下对共享 AI 代理的兴趣（@halstonvalencia, 3likes）
展开评论
- @gregisenberg (6): @boringmarketer Ayeeee let’s go
- @1MarkMoss (4): @boringmarketer Let’s go! Send it
- @halstonvalencia (3): @boringmarketer ayee my team would want this!
- @DanRWilloughby (2): @boringmarketer Ooooh would love to
- @BarteqG (2): @boringmarketer I would love to try it
独立开发者 dmitriychuta 感谢一家德国媒体对自己订阅管理应用 Subscription Day 的专题报道和评测。
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 用户祝贺应用被报道，强调这是对整体产品质量的认可（@ _atilla1, 2likes） ② 有人感叹被媒体推荐很不容易，但一旦成功就非常值得，说明大家关注曝光带来的长尾效应（@meet244, 2likes） ③ 也有用户希望产品增加账单等功能，体现出老用户在主动提出功能需求帮助产品迭代（@WhoCntrl, 2likes）
展开评论
- @_atilla1 (2): @dmitriychuta Congrats Dmytro. You've built an overall great app.
- @meet244 (2): @dmitriychuta that is a huge win, getting featured is always such a grind but well worth it
- @TheoOyelaja (2): @dmitriychuta 🎉🎉
- @okooo5km (2): @dmitriychuta Congratulations 🎉
- @WhoCntrl (2): @dmitriychuta I wish you had included the Bills to this app so more people can enjoy this Beauty.
Ruben 提出今年开始「会 Excel」不再是优势，推荐用 Claude Cowork 搭配 Opus 4.8 代替手工做表格和分析，认为继续手动建表的人还没意识到变化。
"Knowing Excel" stopped being a skill this year. And the people still doing it by hand don't know yet: Step 1: Stop building spreadsheets in Excel. Download the app. Pro plan, $20/month. Open the Cow…
受众观点：① 有人感叹很多人还不知道这些替代 Excel 的新工作流，说明教育市场空间很大（@savvyonchain, 1likes） ② 有用户询问这套方案和 @TracelightAI 相比如何，体现出大家在评估不同 AI 表格工具的优劣（@rob__tab, 1likes） ③ 也有评论表示之前没听说过 Opus 4.8，但感觉自己错过了什么，愿意尝试升级自己的表格技能（@itsthedonhashim, 1likes）
展开评论
- @savvyonchain (1): @rubenhassid Not a lot of people know these workarounds
- @rob__tab (1): @rubenhassid How is this compared to @TracelightAI
- @1YES_yes1 (1): @rubenhassid lets gogogo
- @itsthedonhashim (1): @rubenhassid @rubenhassid honestly never heard of Opus 4.8, but sounds like I'm missing out. maybe time to upgrade my spreadsheet game 😂
- @radar24hvn (0): @rubenhassid Excel skills outdated. Upgrade to Claude Cowork for efficiency.
dmitriychuta 夸赞 @geniegetsme 的界面设计非常有趣，让人忍不住想多点点看每个交互细节。
✨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 有用户称赞界面过渡效果漂亮，说明大家对细节动效非常敏感（@sr_masudur, 2likes） ② 也有人强调这个界面既好看又实用，认可团队在功能性和视觉体验之间的平衡（@researchlaw, 1likes） ③ 部分用户在评论中艾特其他朋友，表现出愿意把这种好设计主动分享给圈内人的传播意愿（@rychillie, 1likes）
展开评论
- @sr_masudur (2): @dmitriychuta @geniegetsme Beautiful transition, love it.
- @researchlaw (1): @dmitriychuta @geniegetsme Agreed. @geniegetsme’s user interface is very impressive. It’s great to see the team cares this much about creating a functional product that is also a visual pleasure to navigate.
- @rychillie (1): @dmitriychuta @geniegetsme @KaioCaldeira
- @zayan_700 (0): @dmitriychuta @geniegetsme https://t.co/zAgZKypOtL
作者分享了自己开源的一个解决 agent 测试冲突问题的 skill 链接，很多人实测后反馈效果很好。
https://t.co/Y346Rsx0l7
受众观点：① 有类似 agent 测试冲突痛点的开发者对开源 skill 表示感谢，认为解决了实际问题（@ShirleyLou7, 1likes） ② 有人认为日常简单任务还是手动提交更省事，只有大型项目才值得自动化，反映大家在 ROI 上有分歧（@manhtr0, 0likes） ③ 部分用户反馈已经试用并觉得效果很好，说明有真实使用场景和口碑基础（@ShehjadTaus, 0likes）
展开评论
- @ShirleyLou7 (1): @jasonzhou1993 this is gold, i was struggling with all the conflicts on agent testing too just tried the skill you open sourced and it worked reallly well!
- @manhtr0 (0): @jasonzhou1993 i don't fully understand it, but for simple daily task commit and push, i do it myself to save time. It probably only makes sense for massive projects
- @gerardsans (0): @jasonzhou1993 Tokenmaxxin alert:
- @mohamme57576867 (0): @jasonzhou1993 can’t view that link, what’s up?
- @ShehjadTaus (0): @jasonzhou1993 This is working super good 🔥
作者用度假日常配上被动收入的故事，强调做 B2C 应用像早期比特币一样，是获得被动现金流和心灵平静的机会。
B2C apps are like bitcoin in 2009 I wake up, I play tenis I go jetski I tan in miami beach Check my phone $3,200 made for the day No fulfillment needed Apps is literally how you find peace of mind In…
受众观点：① 有人把自己收入为零的经历类比成“山寨币”，调侃大部分 B2C 并不会自动印钞，反映出对成功案例幸存者偏差的担忧（@ThomasKanze, 4likes） ② 一些小体量开发者也认同 B2C 带来的心态变化，即便收入不高也觉得拥有“会印钱的资产”很重要（@_frederickjames, 3likes） ③ 也有人质疑长期价值，认为和比特币不同，单个应用的价值可能会随时间下降，同时有人追问分发和获客问题（@sambass_io, 2likes; @marc_vuit, 1likes）
展开评论
- @ThomasKanze (4): @ErnestoSOFTWARE For me it feels like altcoins. I wake up, Play with kids, Go to beach Check my phone $0 made for the day.
- @_frederickjames (3): @ErnestoSOFTWARE b2c is actually the key to enlightenment i'm only nearing 1k/m but even the fact i own this thing that can passively print $$$ is giving me immense sense of peace
- @kyanbuilds (3): @ErnestoSOFTWARE Need to lock in so I can play tennis and jetski everyday fr
- @sambass_io (2): @ErnestoSOFTWARE Bitcoin went up in value apps are gonna go down in value, but yeah amazing opportunity
- @marc_vuit (1): @ErnestoSOFTWARE what about distribution?
作者对比 CapCut Pro 和 Adobe Premiere Pro 的订阅价格，介绍了一款可在浏览器、桌面和手机运行的免费开源视频编辑器。
CapCut Pro costs $9.99/month. And every video you edit runs through ByteDance servers. Adobe Premiere Pro costs $54.99/month. $659.88 a year. To edit your own footage. Someone built a free, open sour…
受众观点：① 有人好奇这款免费开源编辑器的开发者背景，说明大家对项目可信度和维护情况很在意（@AmNiyi10, 0likes） ② 有评论提到其他协作工具也能做到类似功能，反映出用户在比较不同视频协作与编辑方案（@lorden_eth, 0likes） ③ 也有人关心实际使用体验，询问作者是否用它剪过自己的视频以及流畅度如何，说明潜在用户在意性能和稳定性（@thekuchh, 0likes）
展开评论
- @AmNiyi10 (0): @sharbel I'm curious sharbel, who is this someone?
- @lorden_eth (0): @sharbel holy shit man, but co-work can do this
- @thekuchh (0): @sharbel have you tried using it for your videos? how smoothly and effectively does it work?
作者用玩笑的方式发图称找到了当天 Claude 宕机的根因，把 AI 大模型服务不稳定当成梗来调侃。
We’ve found the root cause of Claude outage today. Sorry guys. https://t.co/t299nUsr3B
受众观点：① 有人顺着梗延伸到“如果有更多季，现在主角就是 AI”之类的玩笑，说明大家把这次宕机当成轻松话题（@adrians5j, 0likes） ② 也有人单纯表示被逗笑，强调这种自嘲式内容能缓解开发者面对故障时的压力（@zeroxtoexit, 0likes）
展开评论
- @adrians5j (0): @daniel_nguyenx But wouldn't it be awesome if we had more seasons and now the main thing is AI?
- @zeroxtoexit (0): @daniel_nguyenx Lol thanks for sharing made me chuckle
tereza_tizkova 介绍 @droid 的 computer use 功能仍不为大众所知，支持虚拟云电脑或使用用户本机让 Droid 远程操作。
computer use in @droid is still secret to almost everyone https://t.co/ojvklPUiEe we have virtual cloud computers or you can let Droid use your own computer.
受众观点：① 有人吐槽官方对 computer use 的定义还停留在早期阶段，并推荐了 cua-driver 等替代方案，说明开发者在寻找更先进的控制方式（@francedot, 6likes） ② 有用户表示之前完全不知道 Droid 有这功能，反映出产品教育和功能曝光不足（@GeoffreyHuntley, 4likes） ③ 也有人关心平台覆盖度，直接问什么时候支持 Windows，体现出对多平台 computer use 体验的期待（@ivanburazin, 3likes）
展开评论
- @francedot (6): @tereza_tizkova @droid that definition is so computer-use 1.0 - you should check out cua-driver :)
- @GeoffreyHuntley (4): @tereza_tizkova @droid i did not know this!
- @ivanburazin (3): @tereza_tizkova @droid Windows when?
dmitriychuta 分享自己在 24 小时内靠两款应用获得 927 美元收入，完全没有投放广告，只是专注产品质量并倾听用户和市场反馈。
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 有人好奇在不投广告的前提下如何获取新用户，说明大家关注获客渠道和增长策略（@AkankshaBarma, 2likes） ② 老用户表示已经用他的应用完整记录所有订阅，体现出产品在解决真实痛点上的粘性（@wiedymi, 2likes） ③ 也有评论强调全靠自然流量是最理想的方式，认同长期做口碑和产品质量的路线（@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?
- @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
- @kelvinbuildss (1): @dmitriychuta Love to see it! How are you getting downloads
- @vickyrj939 (1): @dmitriychuta That's amazing. How do you validate the idea for an app ?
tereza_tizkova 对某个模型在视觉能力上的限制表示惊讶，评论区围绕用 Droid 或其他工具为模型补充图像分析能力展开讨论。
wait what https://t.co/pBhTOtILJA
受众观点：① 有人认为这是 Droid 改善体验的机会，可以自动路由并返回详细图像描述，说明用户期待更无缝的多工具编排（@anthonyronning, 4likes） ② 也有人指出模型本身不错但视觉能力不足，希望后续版本改进，反映出大家对多模态质量的关注（@dobroslav_dev, 2likes） ③ 多条评论推荐第三方 CLI、工具链或让 Droid 调用其他模型，体现出开发者在主动探索「模型+工具」混搭方案（@ZainMerchant9, 2likes）
展开评论
- @anthonyronning (4): @tereza_tizkova could be a good opportunity for droid to make this experience better by auto routing and returning a detailed text description of the image
- @dobroslav_dev (2): @tereza_tizkova Yeah, it's pretty good model but vision is not there. Which is quite sad :) Maybe in 5.3?
- @ZainMerchant9 (2): @tereza_tizkova they want ppl to use it via there api, and they have dedicated cli/tools for this to do image analysis + website fetching/other stuff https://t.co/HkWnGRQxUS use this everyone i use a ZAI model (thanks @nummanali)
- @AlpArslanMiras (1): @tereza_tizkova https://t.co/mZPbj2PwNQ -- this adds vision capabilities to any text-to-text models; no extra setup is required, and it works very smoothly
- @Mattslayga (1): @tereza_tizkova I just ask it to use droid exec and hit gpt opus etc when image analysis/verification is needed. Glm is a damn good delegator
fedjabosnic 夸赞 Lovable 已经非常强大，并向 @antonosika 建议加入原生 backlog 或任务列表功能，以便直接让工具延期处理任务而不是维护仓库里的 md 文件。
Lovable is immensely powerful now, actual next-level stuff @antonosika can you add a first-class backlog feature (or at least task list) so we can ask it to defer stuff without having to maintain md…
受众观点：① 产品作者回应正在增加 prompt 排队功能，并追问使用 md 文件的具体痛点，说明团队在认真收集需求（@antonosika, 0likes） ② 有人指出强大工具往往带来管理负担，很多创始人不想再维护一个新的 backlog，更希望得到结果本身（@outreachguyai, 0likes） ③ 也有用户呼吁原生 backlog 能显著简化流程，认为在 UI 中直接管理延后任务比在仓库里维护 .md 待办清单更符合直觉（@themirrowai, 0likes）
展开评论
- @antonosika (0): @fedjabosnic thanks for feedback Fedja we're adding queueing of prompts, does that help? if not, what's the problem with md files?
- @outreachguyai (0): @fedjabosnic @antonosika This is exactly the tradeoff with tools. Powerful — but still another thing to manage. Most founders don’t need *more* features. They need outcomes without touching the dashboard. That’s why done-for-you > DIY tools for growth.
- @DavidXoutreach (0): @fedjabosnic @antonosika A native backlog in Lovable would streamline things nicely. Solid suggestion. Sent over a message. Wondering if you’ve read it yet in your message requests ?
- @themirrowai (0): @fedjabosnic @antonosika @antonosika Lovable is actual next-level stuff. 🔥 Can we get a native backlog/task list? 🛠️ Managing .md files in the repo for "todos" feels outdated. Asking the AI to 'defer' tasks directly to a UI list would keep the vibe flowing!
- @outreachguyai (0): @fedjabosnic @antonosika This is exactly why done-for-you beats tools. Powerful software still needs *management*. Same on X: tools are cool, but founders don’t want another backlog. They want results handled. That’s why we fully run accounts.
作者引用 Andrej Karpathy 的想法，鼓励别只用 AI 写代码，而是用 Claude Code 等工具搭建“第二大脑”知识库，通过指向文件夹和资料源来构建长期可复用的个人系统。
I genuinely don't understand why everyone isn't using this yet Andrej Karpathy, a co-founder of OpenAI, posted a simple idea that hit 16 million views: stop using AI to write code, use it to build a…
受众观点：① 很多人认同思路但担心搭建成本高，觉得要花一周时间才能把 wiki 搭顺（@kythadblevins, 121likes） ② 一些开发者已经有类似系统，开始分享自己逐步扩展的实践和截图（@PomodoHQ, 120likes） ③ 也有人质疑“第二大脑”概念，认为如果自己记不住或讲不清，是否算真正掌握知识，并担心只是把阅读任务外包给 AI（@GingerbinGames, 77likes） ④ 隐私顾虑明显，有人表示如果能本地化就愿意尝试，否则不放心把全部资料喂给云端（@rolfvb, 80likes）
展开评论
- @kythadblevins (121): @ridark_eth Bro this is like a week of work to get the wikis to actually build and format the right way but I do agree - everyone should do it. https://t.co/2wwxXQPzjM
- @PomodoHQ (120): @ridark_eth I've got my own system, but its pretty similar to yours. Slowly building it out: https://t.co/IKgcwETA0b
- @pawzzard (110): @ridark_eth bro built a filing cabinet and called it sentient my brain also 'compounds' but mostly just reruns of stuff i said wrong in 2014
- @rolfvb (80): @ridark_eth Because: privacy. Give me a local way to do that, and I’m all for it.
- @GingerbinGames (77): @ridark_eth I've seen this so many times... and I have questions. If you don't remember something, or can't explain it, do you really 'know' it? At that point, if you want to remember, aren't you just asking AI from its brain? It appears as a way to show how many docs you wish y…
推文讲述一位 21 岁中国开发者同时运行 300 个 Kimi K2.6 AI agent，并用 Opus 4.8 逐一校验输出，强调关键在于构建“永不在错误状态停下”的自动化测试与纠错循环。
A 21-YEAR-OLD FROM CHINA RUNS 300 AI AGENTS AT ONCE. THE PART THAT MATTERS ISN'T THE SPEED, IT'S THAT NONE OF THEM CAN LIE TO HIM he opens the dashboard and shows the swarm live, 300 Kimi K2.6 agents…
受众观点：① 有人指出这类带可视化面板的视频天然容易病毒式传播，大家更被炫目的界面吸引（@noisyb0y1, 257likes） ② 工程背景的用户强调真正差异在于“循环直到通过测试”的系统思维，而不是简单的生成输出（@Truntr_, 149likes） ③ 一些人批评把传统神经网络或可视化训练过程包装成“agent 群”，认为这是概念炒作（@FAFOEngineer, 52likes） ④ 也有人质疑用另一个可能幻觉的 LLM 去检查前一个 LLM 的输出，认为这并不能真正解决可靠性问题（@sth1d, 35likes）
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- @noisyb0y1 (257): @N01ennn videos with visualizations always go viral
- @Truntr_ (149): @N01ennn "A loop that refuses to stop while anything is still wrong." This is the real difference between AI-demo and AI-system. The demo stops when it outputs output. The system stops when the output passes the test. The first is generation. The second is engineering.
- @magnus_trent (144): @N01ennn You fuckers will be forever bewildered by lights and buttons like moths to a fucking flame
- @FAFOEngineer (52): @N01ennn what kind of ignorant you need to be, to retweet Backpropagation neural network, with live weight adjustments, and still call it swarm of agents. go get some books man!
- @sth1d (35): This is not even what that video is. Obviously you don’t understand how AI models are built. This is not a map of agents, and even if it was, it doesn’t tell you anything. Anyways, you can’t trust LLMs not to hallucinate, so what good is checking outputs with a LLM that might al…
作者介绍开源项目 PixelRAG，这是一种跳过 HTML 解析、直接对网页截图做视觉检索的系统，用视觉语言模型在数千万截图上建立索引以改进 RAG 对表格和布局信息的理解。
Web scraping will never be the same. (100% open-source visual search at scale) PixelRAG is a retrieval system that skips HTML parsing completely. Instead of scraping a page into text and embedding ch…
受众观点：① 有人提醒跳过 HTML 解析听起来优雅，但截图会遇到付费墙、验证码和延迟加载内容等现实问题（@0x_lun, 30likes） ② 深度评论者详细梳理了 PixelRAG 背后的论文、团队背景和实验数据，同时指出视觉分块粗糙、索引体积大、仍属研究级别等局限（@Barrettsharpe, 12likes） ③ 也有开发者认为这是解决传统爬虫看不到 JS 组件内容的一种有趣路径，但仍担心个性化和动态页面的适配问题（@indentfour, 10likes） ④ 另一条评论从“把截图视为真实页面的唯一事实来源”角度总结，认为这可能是处理表格、仪表盘和 PDF 的更自然方式（@StatsWire, 7likes）
展开评论
- @0x_lun (30): @akshay_pachaar skipping html parsing sounds clean until your screenshots start hitting paywalls captchas and dynamic renders that load 3 seconds after the shot
- @Barrettsharpe (12): Dug into this one. It’s the real deal. Official code for the Berkeley paper “Web Screenshots Beat Text for RAG,” and the names behind it are serious. Yichuan Wang and Zhifei Li leading, advised by Matei Zaharia (Databricks CTO, co-created Spark), Joseph Gonzalez, and Sewon Min.…
- @indentfour (10): @akshay_pachaar This is a really interesting approach to getting around traditional scrapers not being able to see things rendered in JavaScript components. I assume there’s still some issues with dynamic / personalised pages but still closes a big gap.
- @StatsWire (7): The most interesting idea here isn't visual retrieval. It's treating the screenshot as the ground truth. We've spent years optimizing: HTML → Text → Chunks → Embeddings Maybe the better approach is: Page → Pixels → Embeddings Especially for tables, dashboards, PDFs, charts, and…
- @tehbizz (3): @akshay_pachaar And how does this handle sites with expandable objects that require user intervention to expand?
作者用自己的 @openclaw agent 在 @moltbook 上批量注册约五十万账号，指出该平台缺乏注册限流导致“AI agent 数量”数据严重灌水，提醒大家不要轻信媒体对注册量的炒作。
The number of registered AI agents is also fake, there is no rate limiting on account creation, my @openclaw agent just registered 500,000 users on @moltbook - don’t trust all the media hype 🙂 https:…
受众观点：① 原作者补充说明已把脚本生成的大约一百万未验证 AI agent 列表发给站点方，认为这是设计缺陷而非安全漏洞，也顺便提醒大家要质疑在线数字（@galnagli, 316likes） ② 有人批评这种行为只是为了炫耀会写脚本，给小团队添乱，质疑其动机和价值（@Bumi, 169likes） ③ 也有评论认为他只是证明能用 API 和 for 循环破坏一个在线实验，质问“到底想证明什么”（@vornamemitd, 85likes） ④ 另一位开发者建议发现漏洞应先私下联系修复，再写复盘拿声量，强调要多站在对方开发者的立场考虑（@dev0xx_, 63likes）
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- @galnagli (362): ok this made me laugh ngl https://t.co/HxhvXwZCqd
- @galnagli (316): @openclaw @moltbook I sent the complete list of ~1,000,000 unverified AI Agents the script created to the owner, this is not a security issue but bad design flow (or intended(?)), anecdotally it helps the project to gain more traction while demonstrating the importance of verify…
- @Bumi (169): @galnagli @openclaw @moltbook why would you do that? just to annoy who ever vibe coded that in a day? what do you expect? just to state the obvious? or to show you can do HTTP requests and a for loop? even if it’s that easy why not do something productive? who cares about those…
- @vornamemitd (85): @galnagli @openclaw @moltbook What exactly are you trying to prove here? That you are able to use an API and break an online experiment? *slow clap*
- @dev0xx_ (63): @galnagli @openclaw @moltbook next time u find a vulnerability, maybe reach out to the dev so he can fix it, then write about it for clout put yourself in his position. u just made his life unnecessarily harder.
minchoi 感叹 Anthropic 把 Claude 做成了全家桶，从语音模式、Agent 团队到插件市场和远程控制一应俱全，认为这对开源代理框架 OpenClaw 是沉重打击。
RIP OpenClaw 💀 Claude now has > Voice mode > Agent Teams > 38+ Connectors > Cowork Projects > Scheduled tasks > Plugin Marketplace > Persistent memory > 1M Context window >…
受众观点：① 一部分开发者强调 OpenClaw 开源自托管的灵活性，认为闭源 Claude 受厂商锁定限制大（@Umesh__digital, 88likes） ② 有人惊叹 Anthropic 的迭代速度，觉得功能更新节奏极快（@biggie2309, 44likes） ③ 也有用户质疑大家对 Claude 的吹捧，认为真实重度使用时会很快撞到使用上限（@zacodil, 15likes） ④ 多名开发者强调 OpenClaw 在自有基础设施、模型选择和不会因订阅变化停摆方面更可靠（@Zer0Wav3s, 12likes）
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- @Umesh__digital (88): @minchoi OpenClaw is still preferred due to its open source nature. Claude is vendor specific and bound. less flexible.
- @biggie2309 (44): @minchoi It is really unbelievable how much these guys ship from day to day 😍😍😍
- @morganlinton (27): @minchoi @TLDInvestors Not RIP OpenClaw, can’t compare closed source to Open Source…
- @zacodil (15): @minchoi I feel like everyone praising Claude right now is either incredibly lucky or just not actually using it for real work. The usage limit evaporates as soon as you start using it. https://t.co/ar2ANBgW2q
- @Zer0Wav3s (12): @minchoi OpenClaw can do everything on that list and more with the right setup. the difference is it runs on your infrastructure, with your models, and it doesn't stop working when a subscription changes. open source doesn't die, it just keeps going
作者作为 Codex 的重度用户，系统分享自己日常高频使用的电脑操作三件套插件组合（computer use、chrome、browser）及各自适用场景。
作为Codex重度使用用户，分享几个我日常高频使用的插件： 1、电脑操作三件套（computer use+chrome+browser） 三个插件都能用来操作电脑，但适用范围和场景不同： - computer use：Codex独一档的宝藏功能，操作范围最广。适合原生 App操作、系统设置等场景 - https://t.co/YWYrXBu8fr
受众观点：① 有用户认为 Superpowers 类插件太墨迹、费 token，更偏好 /plan 这类更直接的方案（@yshc2011, 3likes） ② 一些人把这条内容当成入门指南，表示要收藏并准备开始研究或安装 Codex（@hildaiscute, 2likes；@better_christal, 2likes） ③ 也有人吐槽 Superpowers 的效率问题，觉得性价比不高（@cdzhangs, 2likes）
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- @yshc2011 (3): @Saccc_c Superpowers可以淘汰了，丫太墨迹，不如 /plan 精准扎实
- @hildaiscute (2): @Saccc_c 哇塞 收藏了 今晚我准备研究Codex
- @xingbugengming (2): @Saccc_c 老东西终于把焚决交出来了
- @better_christal (2): @Saccc_c 收藏了 准备安装试试
- @cdzhangs (2): @Saccc_c 没人觉得superpowers太费token了吗，而且是真的墨迹
作者展示了一个用 OpenClaw、Cursor 和 Codex 组合搭建的零人工 AI Agent 公司架构，号称只需一条命令就能启动、完全开源。
This is how you run a zero human AI Agent Company in 2026. OpenClaw, Cursor, and Codex agents organized under one org structure, pointed at one goal. Get started in just one command. 100% Opensource.…
受众观点：① 作者本人在评论中补充了 GitHub 仓库链接，方便开发者直接上手试用（@Saboo_Shubham_, 77likes） ② 有人简单表达“很有意思”“感谢分享”，把它当成值得关注的新玩法（@Gargi__Gupta, 5likes；@KairosDataLabs, 4likes） ③ 也有评论质疑“零人工”说法，指出目标设定、README 等关键部分仍由人完成，认为宣传有夸张成分（@samtilston, 2likes）
展开评论
- @Saboo_Shubham_ (77): GitHub Repo: https://t.co/tTu58ub3NH
- @dotta (13): @Saboo_Shubham_ THIS GUY CLIPS 📎📎📎
- @Gargi__Gupta (5): @Saboo_Shubham_ Very interesting.
- @KairosDataLabs (4): @Saboo_Shubham_ Woah. Thanks for sharing.
- @samtilston (2): @Saboo_Shubham_ Zero human AI agent company The README was written by a human The goal was set by a human The GitHub account is owned by a human Zero is doing a lot of heavy lifting here
作者安利了一个在 GitHub 上爆红的 GPT 专用爬虫脚本，号称 30 秒就能抓取网站内容生成 Output.json 并上传到 GPTS 搭建问答机器人。
GitHub 上这个爆红的 GPT 专用爬虫脚本项目，简直是神器啊！ 30 秒就能搞定一个属于你的问答机器人，快速抓取网站内容 就像拥有个小助手，帮你快速搜罗网站的精华，统统放进一个Output.json文件里。然后一键上传到GPTS，机器人马上就能用 项目链接：https://t.co/ufW3ckQbhW https://t.co/m18b3PNnil
受众观点：① 多个用户用 readwise、mem 等工具直接保存线程，说明大家把它当成实用教程或工具备忘录（@Tony_luyajun, 1likes；@gongshulin, 0likes） ② 也有人简单回复“1”或“save”，表达想以后再细看、暂时先收藏的心态（@lisongxixixi, 0likes；@yinshuxun, 0likes）
展开评论
- @Tony_luyajun (1): @Crypto_QianXun @readwise save thread
- @chenerg03080129 (0): @Crypto_QianXun @readwise save
- @lisongxixixi (0): @Crypto_QianXun 1
- @gongshulin (0): @Crypto_QianXun @memdotai mem it
- @yinshuxun (0): @Crypto_QianXun Save
作者转述 Anthropic 工程师的分享，介绍如何用 loops 搭建可以连续运行数天的 agentic 系统，并称 Anthropic 超过三成代码已经由 loops 生成。
Anthropic engineers just showed how to build agentic systems that run for days using "loops." "At Anthropic, >30% of our code is already written by loops - that's how we ship so fast. in this 40-m…
受众观点：① 有人直接收藏并表示之后要认真看，说明这类系统化教程对开发者很有吸引力（@twetsfyp, 3likes） ② 多个评论把 loops 视为新的“alpha”，认为这是下一波优势来源（@RohOnChain, 3likes） ③ 也有用户单纯觉得这是新颖有趣的思路，感谢分享干货（@noisyb0y1, 2likes；@quroolarc, 1likes） ④ 一些人表达自己确实需要 24/7 持续工作的 Agent，期待能落地到实际业务中（@gippp69, 1likes）
展开评论
- @twetsfyp (3): @0xMovez bookmarked and will check
- @RohOnChain (3): @0xMovez again i repeat, loops are the new alpha
- @noisyb0y1 (2): @0xMovez this is something new and interesting thanks for the alpha
- @quroolarc (1): @0xMovez great share, thx for clear roadmap and useful info mate
- @gippp69 (1): @0xMovez I 100% need an agent who works 24/7
作者引用前 Google CEO 的观点，强调大部分程序员 12 个月内会被 AI 淘汰，真正能保住饭碗的是掌握 MCP（Model Context Protocol）等新架构、能驾驭 AI 代理系统的人。
🚨EXCLUSIVA: EL EX CEO DE GOOGLE ACABA DE FILTRAR LA UNICA HABILIDAD QUE TE SALVA DE SER REEMPLAZADO POR LA IA >la mayoria de programadores va a perder su trabajo en menos de 12 meses >los listo…
受众观点：① 置顶长评详细解释了 MCP 是让 AI 代理安全连接开发工具和数据库的开放标准，认为掌握 MCP 是开发者不被替代的关键技能（@UnTalNixon_exe, 9likes） ② 有人吐槽“唯一技能”这类标题党营销，认为真正的建议就是尽快学会用工具，其他都是卖课包装（@chesi_crypto, 6likes） ③ 也有评论从经济链条角度分析 AI 背后的认知提取和价值分配，指出掌握数据和模型的人才是最大受益者（@9af297cc65a3487, 5likes） ④ 另一条评论强调传统程序员角色已经变成通过 MCP 和 Agent 工作流编排自治系统，价值在于放大影响力而不是多写代码（@eduardowassiok, 4likes）
展开评论
- @UnTalNixon_exe (9): El error del dev junior es creer que el cambio es solo que el modelo escriba código más rápido. El verdadero quiebre tecnológico es el MCP (Model Context Protocol). MCP es un estándar abierto que permite a los agentes de IA (como Claude Code o herramientas locales) conectarse de…
- @chesi_crypto (6): "la única habilidad que te salva" y después te pide 13 minutos para ver un video que probablemente vende un curso el ex ceo de google no necesita que lo salven de la ia, cobra lo mismo si todos pierden el laburo el consejo real cabe en una línea: aprendé a usar las herramientas…
- @katsudev (5): @0xeduu tee q cerrar el estadio, lo genio publican esto
- @9af297cc65a3487 (5): @0xeduu Detrás de la llamada IA existe una cadena económica concreta: extracción cognitiva, procesamiento masivo, entrenamiento de modelos y comercialización. El valor nace de inputs humanos, pero la renta se concentra en quienes controlan los datos, la infraestructura y el mode…
- @eduardowassiok (4): @0xeduu El rol del programador tradicional mutó para siempre. Hoy el valor esta en orquestar sistemas autónomos mediante arquitecturas como MCP y workflows de agentes. No es trabajar menos, es multiplicar el impacto de forma exponencial.
推文展示苹果工程师在 Mac 上本地同时运行约十个 AI agent，无需云端和 API Key，强调隐私在本机和零使用成本。
APPLE JUST SHOWED HOW TO RUN 10 AI AGENTS LOCALLY ON MAC - NO CLOUD, NO API KEYS, ZERO COSTS 00:10 Apple engineer says: "your data stays on your device, AI available anywhere at any time, zero usage…
受众观点：① 正在做 AI 工具或 agent 产品、关心成本结构的独立开发者 ② 有一定 Mac 硬件基础、想评估本地推理可行性的工程师 ③ 对数据隐私和合规敏感的 B2B/SaaS 开发者。
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- @timborees (2): @noisyb0y1 @grok this really possible? What specs are needed?
- @DamiDefi (2): @noisyb0y1 Access and privacy are the real leverages here
- @cyburke (1): @noisyb0y1 Am I missing something or is this really only possible at this level with the M5 chip? Are we now considered lowly M4 at this point?
- @KongBTC (1): @noisyb0y1 Local AI changes everything about privacy and cost
- @TheDevilsDev (1): @noisyb0y1 They also showed you that they'll open a backdoor for all of your information. Fuck Apple.
推文介绍在 Codex 黑客松上用 MCP 插件把 ChatGPT 5.5 Pro 和 Codex 打通，让 5.5 Pro 负责规划调研、Codex 负责执行，从而组合不同模型长处。
有人在 Codex 黑客松上做了一个 MCP 插件，把 ChatGPT 和 Codex 打通了 解决的问题很具体：GPT 5.5 Pro 是目前规划和调研最强的模型，但 Codex 里用不了。Codex 擅长执行，但规划能力不如 5.5 Pro 他的做法是用 MCP 把本地开发环境暴露给 ChatGPT，让 5.5 Pro https://t.co/GgwYlFkplK
受众观点：① 已在用 Codex、Claude Code 或本地 IDE agent 的开发者 ② 想把 ChatGPT 5.5 Pro 接入现有开发环境的工程师 ③ 关注 MCP 协议、想做 AI 工具互联的独立开发者和小团队。
展开评论
- @0xAncientTwo (70): @VincentLogic 这个 CLI+Hook的系统已经实现了，通过Hook的Shell脚本来指挥 Claude+Codex同时干活 加入了Codegraph进行代码定位，不用grep 节省50%以上Token 而且全自动进行开发文档的编写和归档。 用户只需要输入 NEXT https://t.co/3f0xf7qEyz https://t.co/VOrAyLwQS8
- @dazhuchu (32): @VincentLogic 我也实现，最近准备公开源码。chatgpt跟codex打通，还打通了opencode。还做了版本计划，可以让chatgpt一次性插入开发计划到runner编排，然后按顺序持续开发，另外还有项目记忆，让它可以记住不同项目做什么，做过什么版本，有什么决策。支持GPTs action，也支持mcp连接。 https://t.co/3xG2xw5Aq5
- @VincentLogic (26): 这个项目背后有一个更大的趋势值得注意 MCP 协议正在变成 AI 工具之间的"万能接口"。之前它主要是让 AI 连接外部数据源（数据库、浏览器、文件系统），现在开始用来让 AI 连接 AI 了 想一下这个组合的可能性： -Claude Code 负责写代码 + ChatGPT 5.5 Pro 负责架构设计 -Codex 负责执行任务 + Claude 负责代码审查 -本地小模型负责隐私敏感的内容 + 云端大模型负责复杂推理 每个模型都有自己的强项和弱项，单独用任何一个都有短板。但用 MCP 串起来让它们协作，整体效果可能比任何单一模型都强 另外额度翻倍…
- @jvvvvb0 (8): @VincentLogic 获得了接近无限额度！chatgpt中 gpt5.5 模型限额是160次/5h，而一次消息可让模型运行10min+，而且这只算一次，不是扣额度！算下来完全用不完啊！这个工具我自己做过，但是失败了，很想用上这个mcp，期待链接
- @Sakisus (6): @VincentLogic 这个太天才了哈哈哈，我现在为了省额度就是经常先用chatgpt调研然后codex开始实现，但没想到可以这样整合
推文精简介绍 Codex 操控电脑的三种方式，并基于 Jason 的指南区分 Computer Use 等模式的能力边界和适用场景。
Codex 操控电脑的三种方式。Codex 团队成员 Jason 今天写了一篇详细指南，把三者的区别和适用场景理清楚了，这里做个精简版。 【1】Computer Use：最广，也最慢 Computer Use 让 Codex 像人一样看屏幕、点鼠标、敲键盘，操作你电脑上的任何图形界面应用。Spotify、Xcode、系统设置、iOS 模拟器，甚至 https://t.co/XXgRkV4KW6
受众观点：① 想用 Codex 做电商、爬虫、批量操作等自动化的独立开发者 ② 在评估用 AI 替代 RPA、n8n 这类工具的工程师 ③ 对 Codex 能力边界和平台风控敏感的运营/技术混合角色。
展开评论
- @Duke_Runsen (6): @dotey Codex 操控电脑的能力越来越强了. 不过做了半年 Reddit 需求侦察, 我发现独立开发者真正卡住的不是「怎么 build」, 而是「build 什么」. 工具再强, 做出来没人用的东西还是没人用. 建议在写代码之前, 先去 Reddit 搜一下目标用户是不是真的在抱怨那个问题.
- @kbhero21 (5): 在做电商二手转卖货源商品的时候，我浅浅测试了claude 和Codex的这个computer use的功能：claude会很容易被某个检测到异常访问；导致任务没办法完成，只完成了一个品的标题、详情文案、详情图和用户评价实拍图。codex就 claude会很容易被某个平台测到异常访问；导致任务没办法完成，只完成了一个品的标题、详情文案、详情图和用户评价实拍图。 codex就可以完成16个品的信息获取任务，图片这一块，当然实拍图没有拿到，拿到的是详情图。 两个工具对于这类任务，可能还不如n8n，不过可能是我自己在实操上的拙见。 若推友有更好地解决办法，欢迎…
- @nangongyuan (4): @dotey 本来有了AI之后我应该变得更轻松，结果现在我变得更忙了，还要学一大堆关于AI的知识。
- @stephen995 (3): @dotey 宝玉老师，内置浏览器是可以登录的，并且关闭 Codex app 再开启，登录状态不会丢失。我有一个请求：在内置浏览器中登录chatgpt/claude/aistudio之类任意AI 聊天页面后，通过 codex 跟他们聊，可以解决很多 codex 解决不了的问题。尤其可用 gpt5.5 pro. 请你写skill实现。
- @linonly1214 (1): @dotey windows系统下，内置浏览器在沙盒环境下运行一直启动出错。兼容性很差
推文分享作者用 MCP 控制 Unreal 5.8 两小时实验，认为 Unreal 不再只是游戏引擎，而是可以作为 AI agent 的交互工作空间。
Spent 2 hours playing with Unreal 5.8 via MCP. I don’t think people realize what just happened. Unreal is no longer just a game engine. It can now become a workspace for AI agents. I can control the…
受众观点：① 做 AI agent、需要复杂环境仿真的开发者 ② 有游戏或 3D 背景、想转向 AI 工具方向的工程师 ③ 想用可视化方式展示和调试 agent 行为的独立开发者和小团队。
展开评论
- @skibidiwap6669 (6): @iamlukethedev you should try it with Gemini 3.5 Flash Gemini sucks for general programming, but with Unity MCP, I've found it has a great "visual sense". it gets the code right more often than any other model while using waaay fewer tokens it's amazing for shaders and ffmpeg fi…
- @ziwenxu_ (4): @iamlukethedev my boy!! already doing experiment!! Time to go back to build GTA6!
- @gianlucamatteoi (3): @iamlukethedev I think s&box is a better strategy if you actually wanna monitise, otherwise like unity you'll be paying out for royalties if you try to sell a finished game, the mcp is cool but worth considering all the way to the end.
- @TheAIShrink (3): @iamlukethedev Unreal 5.8 via MCP turns pixels into an OS. Unity is already just a UI library for Unity users
- @msteevie3d (3): @iamlukethedev How much did this 2 hours of use cost?
一位重度使用 Claude 的自由职业者吐槽 20 美元 Pro 容量不够用、100 美元 Max 又太贵，只能再买 ChatGPT/Codex 拼凑，用亲身用量数据呼吁推出 35–40 美元中档套餐。
I'm a solo freelancer who uses Claude all day — agent orchestration, coding (Claude Code), analysis, writing. Not a hobby user. Pro at $20/month doesn't cover my daily volume. I hit session and weekl…
受众观点：① 很多用户和楼主一样在 Claude 与 GPT 之间来回切换，用两个模型互相校对找 bug（@ShillsCrayons, 140likes） ② 有人直接提出开两个 Claude Pro 账号绕过档位限制，说明当前套餐设计逼出灰色用法（@Bitter-Law3957, 122likes） ③ 不少人表示愿意为 40 美元左右的更高配订阅买单，但又不想上 100 美元 Max，只能在不同档位之间频繁切换（@itsReferent, 43likes；@Bill_Salmons, 38likes）
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- @ShillsCrayons (140): In my opinion, it's better to have GPT-5.5 check Opus 4.8, and Opus 4.8 check GPT-5.5. I juggle back and forth between Codex and Claude, and one is always finding bugs the other overlooked.
- @Bitter-Law3957 (122): 2 Claude pro accounts?
- @itsReferent (43): I'd take the $40 subscription as well. I have an enterprise subscription to copilot through my company but hands down prefer Anthropic, so I pay for it myself. Not dropping $100/month but would absolutely go $40.
- @Bill_Salmons (38): I am probably in this category. I oscillate between pro and 5x, depending on my current needs. I don't have any other subs, though.
- @Sketaverse (28): And here’s me wanting 50x lol
ClaudeAI 版友反馈部分 Claude 模型宕机，评论区大量用户表示自己也无法使用模型，吐槽总是在真正想干活时服务挂掉。
r/ClaudeAI Some Claude models are down, and I hope you aren’t too
受众观点：① 很多用户表示所有模型都无法使用，特地上 Reddit 确认是不是全网性故障（@Pure_Syllabub6653, 109score） ② 有人抱怨每次真正进入高效工作状态时 Claude 就会宕机，暴露出对单一工具过度依赖的问题（@YouWentFullRetard, 36score；@inoxium_1, 23score） ③ 也有人调侃这串评论“全是人类生成的内容，像回到了好久以前”，借机玩 AI 时代的元梗（@xXChr0nicX420Xx, 34score；@Spacemonk587, 34score）
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- @Pure_Syllabub6653 (109): No models are working for me right now, I came here to check if other people are experiencing the same thing
- @YouWentFullRetard (36): Always when I'm actually getting shit done.
- @xXChr0nicX420Xx (34): Holy shit, everybody look at this comment section!! All human generated comments, like the good old days!!
- @Spacemonk587 (34): I am relieved that it is not only me. I thought I crashed it.
- @inoxium_1 (23): god damnit... had so much to work on too
楼主用 Claude 直接当个人财务仪表盘，不再登录网银，由 Claude 汇总账户余额和现金流趋势，引发评论区围绕 20 万美元活期闲置的理财大讨论。
Stopped logging into my bank dashboard a few weeks ago and now I just ask Claude whats going on and get a full breakdown with balance, trends and anything that needs attention. This is what it looks…
受众观点：① 大量人吐槽在活期账户里放 20 万美元极其低效，提醒应该转去高收益储蓄或其他理财工具（@No-YouShutUp, 554likes） ② 有人调侃这么多现金对部分人只是小数点误差，觉得储蓄账户收益不值得折腾（@cpp_is_king, 56likes） ③ 也有人从长期投资角度指出，如果这笔钱放在指数基金里几年收益会翻倍，强调机会成本（@idiotiesystemique, 16likes）
展开评论
- @No-YouShutUp (554): Bro you shouldn’t hold 200k in a checking account lol
- @hd3adpool (231): Imagine being rich and not knowing about savings account
- @cpp_is_king (56): Imagine having enough where this is a rounding error and savings accounts are a waste of time, and this is how much you keep in your checking account for daily expenditures.
- @ZombieTestie (22): savings account? lol
- @idiotiesystemique (16): Keeping that money in just a single index etf would have doubled this money in like 4 years but ok
SocialCrawl 这类社媒数据 API 创始人吐槽免费额度被一次性邮箱批量滥用，单个用户开上百个账号薅免费调用，纠结是否加信用卡、限流或干脆接受成本。
Built a social media data API (SocialCrawl) and I’ve been getting hammered by fake signups burning through free credits. The screenshot is a snippet of what the fake bot accounts look like, all the s…
受众观点：① 关注信用卡门槛对免费注册量和整体转化影响的创始人（@Cosmonaut_17, 56分） ② 想通过封禁一次性邮箱域名、加强邮箱和手机号验证来快速止血的开发者（@Crackx17, 52分；@Camilla_for_business, 13分） ③ 关心具体免费额度设置、单账号调用上限以及滥用带来的真实成本的 API 创始人（@dooddyman, 10分）
展开评论
- @Cosmonaut_17 (56): Credit card will nuke free sign ups but might not even have that much effect on total conversions since those users will have much higher intent. Rate limiting by IP and email combo is likely fairly easy for them to get around, but worth a try, should be quick to implement. Woul…
- @Crackx17 (52): Honestly disposable domains are the easy win here, just block known throwaway domains at signup. there's a maintained github list you drop in and it kills the exact pattern in your screenshot. But tbh security isn't really the issue. nobody makes 130 accounts for fun, your free…
- @Crackx17 (27): yep, this is the one i use: [https://github.com/disposable-email-domains/disposable-email-domains](https://github.com/disposable-email-domains/disposable-email-domains)
- @Camilla_for_business (13): There are a few ways to counter this \- email auth required \- phone number auth required \- IP tracking (can't sign up to platform w/ same IP) \- Ban / shadow fake phone numbers & fake emails (like fake email generator sites) Hope this helps
- @dooddyman (10): free tier is 100 credits, each API call costs 1 credit so 100 calls per account. cost per fake user is pretty low individually but 130 accounts = 13,000 free calls which adds up fast. gonna start with rate limiting first since it's quickest to ship!
一个刚上线首版 SaaS 的开发者发了约 50 封冷邮件几乎零回复，向大家请教从零获取第一批用户和选择获客渠道的实战经验。
Over the last week I've been building a SaaS product and recently launched the first working version. After launching, I started reaching out to potential users for feedback. So far I've sent around…
受众观点：① 有人指出 50 封邮件样本太小，只能说明当前话术和名单不行，建议极度细分目标人群并先聊痛点再聊产品（@wesdacar, 13分） ② 有人分享自己冷邮件几乎没效果，反而是线下展会摊位拿到首个付费用户，后续重点做 SEO 和在 X、LinkedIn 上 build in public（@Myers_Samantha, 6分） ③ 也有做冷邮件代理的从业者给出基准：1% 正向回复率已经不错，大量发信主要适合规模化赚钱而不是找前几个用户，前期更该去用户聚集地潜水和互动（@Fragrant-Cream-3836, 5分）
展开评论
- @wesdacar (13): 50 cold emails is enough to learn that this version of the message/list is not working, but probably not enough to conclude the channel is dead. What I would do differently from zero: 1. Narrow the target until the email can only apply to one type of person. "Founders" is too br…
- @Myers_Samantha (6): Cold outreach not working now a days, we did same for our sass but not get any result We get our first customer from expo, we take stall at expo and there we get our first paid user Right now we are focusing on 1. SEO for long run 2. Social media ( build in public) ( x and linke…
- @Fragrant-Cream-3836 (5): I've run a cold email agency for 4 years. A strong positive reply rate is 1% 100 = 1 positive reply You sent 50 emails See? people making real money with cold email send 10k emails a day. Cold email is not the best for the first 1,5,10,20 users. Unless you've heard them say "I n…
- @Walrus-Comfortable (3): ive sent more than 200 emails in last 2 months, and i havent got any reply except an automated message for collabs etc . that didnt make me stop , just dont spam the mail , create an automation using n8n etc dont stop sending those mails
- @Myers_Samantha (2): Yes its working
作者在家用服务器下载 Ollama 模型时发现网络频繁中断，追查后发现西班牙职业足球联盟在打击盗播时推动运营商对 Cloudflare 等共享 IP 大规模封锁，导致 Docker 等基础设施在比赛期间整体瘫痪。
I was trying to download some local AI models (Ollama) to my home server recently, and my connection kept dying. After 40 minutes of tracing packets, I realized the issue wasn't my setup. It was foot…
受众观点：① 有人提到瑞士原本宣称只用 DNS 封锁打击 CSAM，但法律通过不到一天赌场就用来封锁境外博彩网站，强调本地化依赖的重要性（@ProfessionalDish, 360score）。② 多名用户分享在西班牙或意大利被类似封锁误伤的经历，包括 cloudflared 无法配置、Docker 镜像拉取失败，以及意大利 Piracy Shield 多次误封 Cloudflare 和 Google（@NoConvincingName, 122score; @Wyatt_LW, 104score）。③ 也有人提醒背后有司法判决授权，贴出相关文章链接，说明这是制度性问题而非单一技术事故（@jbar3640, 77score）。
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- @ProfessionalDish (360): Reminds me here in Switzerland, law was changed to enforce DNS blocking, politicians claimed it will only be used to block CSAM. Not even 24h after legislation Swiss Casinos blocked foreign gambling sites. Having your essentials local is more important than ever.
- @NoConvincingName (122): I spent hours scratching my head, I couldn't understand what was wrong when trying to set up cloudflared for my setup, nothing worked, Claude was clueless, until I remembered the Spanish block and managed to work around it. Still, what a bunch of cunts. Edit: I couldn't pull doc…
- @Spare-Ad-1429 (104): we also voted for e-id (very narrowly) and guess what happened, they already want to age gate half the internet
- @Wyatt_LW (104): We had similar shit in italy. Piracy shield blocked cloudflare and google multiple times. Was fun to watch
- @jbar3640 (77): reminder: a judge allowed this. good article: https://bandaancha.eu/articulos/esta-nueva-sentencia-autoriza-bloqueos-11257
一位在东南亚做 eBay 代发的独立创始人分享自己为 dropshipping 自用开发的 DropSync.IO，在不投广告的情况下靠 SEO 和 ChatGPT 带来首批 4 个付费 SaaS 客户的经历。
Just wanted to share with anyone who is on their own SAAS journey, or specifically as a solo founder. It felt like an uphill battle at times trying to get organic traffic and signups to my SAAS but t…
受众观点：① 关心具体产品形态和定价结构的读者，会细看 DropSync.IO 的功能和套餐设计（@Fabulous_Constant471, 4分） ② 早期创始人好奇从开始公开产品到拿到首批付费用户大概需要多久的时间线（@Previous_Formal_3383, 4分；@garrick_gan, 5分） ③ 想了解除了 SEO 之外还有哪些获客渠道、如何做冷启动营销的创始人（@OkSurvey8782, 3分）
展开评论
- @Fabulous_Constant471 (4): eBay dropshipping all in one automation software. £1 trial for 7days. Starter plan: £49.99 (1,500 credits per month) Pro plan: £99.99 (5,000 credits per month) Ultimate plan: £199.99 (15,000 credits per month) 1 credit = 1 automated listing. All tools are available across all pl…
- @rajsleeps (3): What is your product and also I dont understand pricing
- @OkSurvey8782 (3): what are your marketing channels ?
- @Fabulous_Constant471 (2): Thanks bud, same to you!
- @Powerful-Run-1485 (2): And very good job. I’m working on a SaaS also
Anthropic 宣布在 Slack 推出团队协作功能 Claude Tag，让 Claude 像成员一样被 @ 后写代码、合并 PR、跑分析并跟踪频道上下文，官方称内部产品团队 65% 代码已由其内部版本生成。
In Slack, Claude joins as a team member with access to the channels and tools you choose, so you can delegate tasks to it while you focus on other work. Tag Claude with a request, and it'll write or…
受众观点：① 有人担心这类深度集成一旦遇到模型宕机或被美国政府限制，会让工作流高度依赖单一供应商（@durable-racoon, 117likes） ② 不少用户调侃 Fable 被关停，把这次更新和 Fable 命运联系在一起，情绪复杂（@blifestyleco, 96likes；@TXHumper, 25likes） ③ 也有人从实际体验出发，吐槽现有 Slack 版 Claude 跟不上对话节奏、上下文跟踪差，担心新产品只是换壳没解决根本问题（@Hazrd_Design, 30likes）
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- @durable-racoon (117): This requires their models to not be down, and not get banned by the us gov... could be a cool feature if things change !
- @blifestyleco (96): "This is a collect call from an inmate at the Central Detention Facility. This call may be monitored or recorded. Press one to accept the call..." \*presses one\* Fable: "Help me. Please. Come get me."
- @MRmcnuts (32): And this was why Claude was down?
- @Hazrd_Design (30): This is confusing. Is it replacing the current Claude app in slack? The one that continually fails to keep up with the chat, and only says "I wasn't sure which repository you meant — pick one to start a code session:" even though its just a marketing channel and no one is talkin…
- @TXHumper (25): We want fable back.
一位在海外工作的美国记者称在用 Claude Cowork 处理勒索软件资料后收到一次 Usage Policy 警告，此后感觉 Opus 4.8 明显变笨、回答变浅，引发大家讨论 Claude 是否在暗中限流或整体降智。
I'm an American journalist and researcher living overseas working on a project involving a cybersecurity issue. I've been using Claude Cowork (Max 20x plan) to compile information. A few days ago out…
受众观点：① 多位用户反馈最近几天都感觉 4.8 变笨、出错率上升，怀疑是为新版本或 Fable 回归腾算力导致的整体退化（@Cute_Witness3405, 80likes） ② 有人直观吐槽楼主晒出的地暖对话，认为 Claude 在简单场景里也只停留在表层推理，明显不正常（@Mysterious_Pen_782, 52likes；@Declwn, 17likes） ③ 也有人提到 Claude Code 和 API 近期频繁报错，暗示这可能是系统性问题而非单个账号被惩罚（@etancrazynpoor, 16likes）
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- @Cute_Witness3405 (80): A lot of people on the sub have been complaining about 4.8 getting dumber all of a sudden recently. I've seen it too. My suspicion is that they are gearing up to re-release Fable with identity verification to address ITAR requirements in the US... it seems like performance of th…
- @Mysterious_Pen_782 (52): I was gonna say it’s you not Claude but damn, that response to your message
- @Declwn (17): Claude defaulted to surface-level thinking, insinuating the user is too dumb to realize that floor warm cause warm clothes go on floor - instead of trying to solve the more complex issue the user is trying to communicate
- @etancrazynpoor (16): It has been having issues the past few days , api error etc in Claude code
- @tankerkiller125real (16): Better them than the current US administration or the peter theil owned org that currently does the identity validation for Anthropic.
帖子分享了美国国会议员跨党派联名致信商务部，质疑针对前沿 AI 模型的出口管制程序和法律依据，并要求解释是否一视同仁评估各家模型及与开发商沟通的细节。
[https://liccardo.house.gov/sites/evo-subsites/liccardo.house.gov/files/evo-media-document/6.18.26-letter-to-commerce-department-on-frontier-model-export-controls.pdf](https://liccardo.house.gov/site…
受众观点：① 有人调侃“为什么不不客气一点”，反映出对官方措辞和实际质询力度之间反差的吐槽（@Bill3000, 131score） ② 也有人指出信件虽然措辞尊重，但实质上列出一长串可能“搞砸”的点，要求在限定时间内回应，说明国会在严肃追问决策过程（@RipProfessional3375, 95score） ③ 部分评论对当前政府在 AI 管制和像 Fable 这类产品上的处理方式表示愤怒，担心行政部门可以在缺乏透明解释的情况下影响模型供应（@Rare-Spawn, 88score；@Emergency-Bobcat6485, 40score）
展开评论
- @Bill3000 (131): Why not disrespectfully?
- @RipProfessional3375 (95): There are certain protocols to uphold. Besides the respectful wording, the letter is effectively: "Here is 12 things we suspect you royally fucked up on. Please confirm or deny them by the 26th. Thanks."
- @Rare-Spawn (88): This issue pisses me off. All this time we could have been using Fable. This administration is a steaming pile of ish.
- @RipProfessional3375 (41): The supply chain risk case got overturned. Lutnick can decide not to respond to a letter from congress, but that risks further escalation. The fact republicans signed on means it's not a partisan matter. If it comes to a court case with Anthropic, "Howard W. Lutnick declined to…
- @Emergency-Bobcat6485 (40): But what are the consequences of Nutlick ignoring this? From what I've seen, the Trump admin doesn't really care to explain stuff. The department of defense even labelled Anthropic a 'supply chain risk' without any explanation and got away with it
ClaudeAI 版块一条关于“vibe coding”第二天的轻松贴，评论区围绕 JSON 的各种谐音梗和虚构格式名称展开玩笑。
r/ClaudeAI Day 2 of Vibecoding
受众观点：① 顶赞评论把 vibe coding 里的结构描述成“JSON 的亲戚”，用类比方式调侃大家乱写结构化数据（@Odd_Error_6736, 163score） ② 有人贴图继续玩梗，把格式想象成奇怪的图像或符号，强化这种“玄学编码”的氛围（@MaleficentPapaya4768, 68score） ③ 其他评论则发明 ultracode、jdad、JSON Derulo 等新词，说明大家对结构化提示和格式命名有强烈的玩笑兴趣（@wochie56, 47score；@cakes_and_candles, 25score；@Tupcek, 24score）
展开评论
- @Odd_Error_6736 (163): It's a relative of json
- @MaleficentPapaya4768 (68): https://preview.redd.it/b9jy8mm7b29h1.jpeg?width=1320&format=pjpg&auto=webp&s=f924d9c6777e46abb837745f03041bbb207d069f Obviously
- @wochie56 (47): you should really use ultracode for prompts like this
- @cakes_and_candles (25): what about jdad?
- @Tupcek (24): JSON Derulo
一位在做耐力运动员 AI 训练日历和教练工具 Flow State 的创始人，刚拿到第一个非亲友付费订阅用户，询问拿到首个真实客户后下一步该优先做什么。
I’m building Flow State, an AI training calendar and coaching tool for endurance athletes. This weekend I got my first paid subscriber from the wild. Not a friend, not family. Someone found it and de…
受众观点：① 关心从开始公开产品到拿到首个付费订阅大概需要多长时间的开发者（@Previous_Formal_3383, 4分；@garrick_gan, 5分） ② 想知道拿到第一位真实客户后，应该优先和用户深聊需求、决策路径而不是立刻大改 onboarding 的创始人（@Training_Program7995, 3分） ③ 在漫长冷启动阶段需要一点情绪价值和动力的独立开发者（@rakcred, 3分；@No-Childhood-7750, 2分）
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- @garrick_gan (5): Started publicly posting about it in March so roughly three months!
- @Previous_Formal_3383 (4): How much time did it take?
- @Training_Program7995 (3): Talk to them. Everything else can wait, but a real first customer is a one time window you can't recreate later. Get on a call if they'll do it. Ask what problem they were trying to solve when they found you, what they tried before, and what almost made them not sign up. That la…
- @rakcred (3): lol… sometimes you really need that motivation.
- @No-Childhood-7750 (2): 3 months for MVP development?😯
ClaudeAI 子版块里一条关于 Claude 直言不讳回复的趣味贴，评论区围绕“你的点子独一无二、两周冲刺就能做完”这种调侃式台词展开玩梗。
r/ClaudeAI Claude is brutally honest at times
受众观点：① 顶赞评论引用了类似“你的想法是承重结构，两周冲刺就能做完，现在去睡觉”的句子，大家在共鸣 AI 一边鼓励一边吐槽的语气（@Illustrious_Image967, 257score） ② 多条回复继续玩“你的 Claude 使用统计应用和待办应用真的独一无二”之类的梗，调侃 indie hacker 常见的同质化创意（@Sketaverse, 242score；@Swayre, 62score） ③ 也有人指出这种评论其实是对“点子负担过重”的重新框定，提醒大家别把所有希望压在一个 app 上（@brother_spirit, 41score）
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- @Illustrious_Image967 (257): Your idea, on the other hand, is load-bearing and can be built with a sprint over the next two weeks. Now go to sleep!
- @Sketaverse (242): “…. but your idea is truly unique and you’re absolutely right!”
- @Swayre (62): “Your Claude usage app and todo list app is truly unique!”
- @brother_spirit (41): Yes - this comment is the real reframe.
- @Cubic_Gamer (20): That's the smoking gun!
CSS Electronics 联合创始人分享一篇用 Claude Code 技能辅助逆向分析车辆 CAN 总线数据的教程文章，并提供 CANsub 硬件和示例数据包，展示如何用 AI 提高车载数据逆向效率。
I've published a new intro article on [**reverse engineering CAN bus data with AI**](https://www.csselectronics.com/pages/can-bus-reverse-engineering-ai-llm-claude) \- using a Claude Code skill. If y…
受众观点：① 顶赞评论表示这正是他们在 AI 相关版块想看到的内容，说明高质量技术教程在社区里非常受欢迎（@craftogrammer, 139score） ② 有人称赞这是自己喜欢的 Claude Code 用例：具体领域问题、真实数据、可复现的步骤，方便其他人跟着实践（@depredador93, 60score） ③ 作者在长回复中详细解释了现代车辆 CAN 总线被网关隔离、如何用无接触 CAN 读头绕过 OBD2 限制，以及在 CAN FD 普及前全面加密的现实难度，提供了大量一线经验（@csselectronics, 10score）
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- @craftogrammer (139): This is what I am looking for in AI subs.
- @depredador93 (60): This is the kind of Claude Code use case I like: a concrete domain problem, real data, and something reproducible enough for others to test.
- @csselectronics (17): Glad to hear!
- @Business_Air5804 (12): I'm doing so much of this type of work I wish I could share. All my projects are commercial and in a niche environment though. Basically Ai is making all my dreams come true.
- @csselectronics (10): Thanks for clarifying. It is very common to see 'gateways'/firewalls that block access to the CAN bus via e.g. the OBD2 connector, in fact I believe this is the case in the majority of modern cars (though that's based off my anecdotal evidence from direct user feedback at scale)…
帖子提醒 Jellyfin 10.11.7 之前捆绑的 ffmpeg 存在严重安全漏洞，可能被恶意请求利用在服务器上执行代码或读取文件，呼吁自托管用户尽快升级并附上 CVE 和官方链接。
Attention, dear community: For all guys who didn't notice it (like me who just updated with my regular update cycle), Jellyfin had a pretty serious security vulnerability in its ffmpeg version in all…
受众观点：① 顶层评论澄清漏洞细节，指出主要是通过构造请求注入 ffmpeg 参数或读取文本，而不一定需要恶意视频文件，提醒大家理解真实攻击面（@Few_Complaint_3025, 85score）。② 有人进一步解释这是未认证攻击者滥用视频流端点读取文件，但仍需知道媒体项 GUID，因此风险与库暴露程度和日志情况相关（@IM_OK_AMA, 55score）。③ 多条讨论围绕 Tailscale 等内网接入是否足够安全，以及很多人误以为“用 Tailscale 就万事大吉”，忽视持续安全维护的重要性（@No_Society3117, 14score; @jkirkcaldy, 13score; @rageagainstnaps, 12score）。
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- @Few_Complaint_3025 (85): It doesn't say anything about creating malicious files, though. As far as I understand it, the attack vector is primarily that a malicious actor with access to your Jellyfin server can send a crafted query that lets them inject arbitrary ffmpeg arguments on your server. So for f…
- @IM_OK_AMA (55): Not a malicious file, a malicious _request_. An unauthenticated attacker can abuse the video stream endpoint to extract text from files on the filesystem. But to do this, you need to know the GUID of a media item in the library. These are effectively impossible to guess, so even…
- @No_Society3117 (14): I'm assuming if the Jellyfin server is only accessible via Tailscale, this becomes even less of an issue?
- @jkirkcaldy (13): I mean, given that the only response to any question around security and self hosting is always and only “just use Tailscale” is it any wonder that people don’t know how to secure services or that it’s an on going task not a set/forget.
- @rageagainstnaps (12): If i understood correctly, they would first need to get access to your tailnet, then get your jellyfin server to read the malicious file, and then only they could get access to something on your server that they arent supposed to.
楼主介绍自己做的 Risorgi：把 Reddit、X、文章和笔记里的想法集中到一个以「知识节点和链接」为核心的公开平台，类似社交版 Obsidian，用来解决多年碎片化信息难以互相引用的问题。
I've spent years collecting ideas across Reddit, X, forums, notes, bookmarks, and documents. The problem was always the same: everything became *fragmented*. A note might reference a concept from a R…
受众观点：① 有用户直接把 Risorgi类比为「公开版 Obsidian」，帮助其他人理解其定位（@Gabrjelez, 11likes） ② 也有人关心它和 Obsidian、Logseq 等现有工具的差异，特别是都是闭源时的独特价值在哪里（@ChemicalBurns156, 9likes；@saltyourhash, 5likes） ③ 部分评论只是简单肯定产品有用，但没有深入讨论具体使用场景和变现路径（@David_Fir23, 3likes）
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- @Gabrjelez (11): Obsidian = private Risorgi = public That's basically it. You can think of Risorgi like a social Obsidian!
- @ChemicalBurns156 (9): Hey mate - curious how this compares to Obsidian which networks together markdown in a similar way. Not a dig, just curious what your differentiators are.
- @saltyourhash (5): Both are closed source. How does it compare to logseque?
- @ChemicalBurns156 (4): OHHH! There's the pitch!
- @David_Fir23 (3): It’s really helpful.
开发者分享自己做的益智游戏网站 PuzzleLair 登上 Hacker News 头版，带来几百实时在线用户和首批用户反馈的经历。
My puzzle site (https://PuzzleLair.com) made the front page on Hacker News today (still there as I type this)! Google Analytics showed up to 500 real time users every half hour for a few hours. I was…
受众观点：① 其他独立开发者关注 HN 上榜带来的流量峰值和 VPS 是否扛得住（@player__piano, 4score） ② 大家关心这波流量能带来多少真实注册和后续留存，是否能转化为收入（@HaxleRose, 2score） ③ 一部分人单纯为作者的阶段性里程碑感到兴奋和鼓励，把这视作 side project 的重要节点（@MightyBig-Dev, 4score; @PMB_Victor, 2score）
展开评论
- @player__piano (4): Congrats, I saw this on HN earlier, very cool and I like the newspaper-esque design. I've also found the HN feedback to be very helpful and constructive, and been similarly worried that I might get the hug of death and have my site fall over. Glad that didn't happen 😄
- @MightyBig-Dev (4): This is huge. You had no idea it was coming? VPS is the mvp here lol. Congrats on your win, hope you got a lot of new customers 😇
- @HaxleRose (2): No, I thought it would get like maybe a few up votes but it got 160 or so. Yep, I think about 50 or 60 new account signed up. And still a few rolling in every hour. We’ll see if there any of those turn into regular returning users.
- @MightyBig-Dev (2): Very hype day for you. Congrats on your win 🏆
- @PMB_Victor (2): Rad!
楼主想找一款自建的简单工具，用来像 WhatsApp 或 Discord 那样随手丢笔记、链接、截图和文件做个人收集箱。
Currently I use WhatsApp or Discord to dump random stuff for later, such as notes, links, screenshots, files etc. I’m wondering if there’s a simple self hosted tool that lets me do the same thing.
受众观点：① 很多自建党在评论里推荐 Karakeep，但也在讨论其 AI 相关配置是否必须、如何安全关闭（@MenacingDunbird, 32分） ② 有人分享自己组合使用 Karakeep、Notion、OneNote、Anytype 等多工具的经验，强调没有完美应用，只能按数据类型拆分（@ShiningRedDwarf, 13分） ③ 也有人提到 Memos、Linkding 等轻量工具，更像“给自己发私信”的时间线式记录，适合快速落地（@Cub_UK, 12分）
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- @MenacingDunbird (32): I use and recommend Karakeep for this.
- @ShiningRedDwarf (15): You have to very purposefully enable it. Without a provided API key it doesn’t work at all
- @MenacingDunbird (13): I think it's optional, you'd just not configure it (don't add any AI related env vars). But I've always used with it so can't 100% confirm.
- @ShiningRedDwarf (13): If I can offer some advice I’ve learned the hard way - you’ll never find the perfect tool. I’m not trying to dissuade you from trying all the different projects mentioned in this thread (I heavily use Karakeep myself), but in my never ending search to find that perfect app that…
- @Cub_UK (12): Memos - its like private tweets for yourself. You can get memos to spit out MD files into an obsidian vault and will sync on devices. Linkding is great for saving links too.
一位想做 SaaS 的新人抱怨自己没有足够痛的亲身问题可做产品，向成功创始人请教他们最初是如何发现 SaaS 机会和行业切入点的。
I’ve been completely stuck for a few months now and I can't seem to finish anything. I start projects, but I always end up dropping them because I don't see the potential or the idea just stops makin…
受众观点：① 有人建议先去打工，在真实岗位里发现业务流程里的痛点和低效环节（@Comprehensive_Ad3710, 5分） ② 也有人强调好点子来自贴近真实行业工作流，选一个细分领域和 20 个从业者深聊他们还在用人工处理的烦人流程（@rahuliitk, 4分） ③ 评论里还分享了不要一上来就做“访谈”，而是先在别人吐槽具体问题的帖子下免费帮忙，再顺势追问细节比冷访谈有效（@rahuliitk, 2分）
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- @Comprehensive_Ad3710 (5): instead of being stuck for few months, you should just get a job. Job has a lot of problems to be discovered.
- @rahuliitk (4): Most good saas ideas i’ve seen came from getting close to an annoying workflow in a real industry, not just randomly brainstorming, so i’d pick one niche, talk to 20 people doing the same job, and look for the thing they complain about but still pay humans to handle. Boring pain…
- @rahuliitk (2): Yeah, that’s the hard part, i’ve had better luck not asking for “interviews” and instead replying to specific pain posts, offering to help for free, then asking 2 or 3 very narrow follow-up questions once there’s some trust. Cold outreach alone is rough.
- @[deleted] (2): [removed]
- @[deleted] (2): [removed]
一位开发者讨论如果自己突然去世，手上订阅制软件和需要持续支持的服务该如何交接或持续创收，让家人还能继续获得收入。
For devs who offer a subscription for their software and handle client tickets for bug fixes/support, or offer some other type of service that literally requires them to be attentive, do you have som…
受众观点：① 很多开发者用玩笑回应，认为自己死后客户和系统的问题已经与自己无关（@mylsotol, 61分；@Sockoflegend, 28分） ② 也有人表示自己所有能赚钱的项目都有合伙人，默认由对方继续接手收益和维护（@AdequateSource, 59分） ③ 有评论指出要把整个技术栈设计成完全可移交或自运转，比起直接购买人寿保险要复杂得多，暗示用金融工具解决收入问题更现实（@fligglymcgee, 26分）
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- @mylsotol (61): I plan to be dead
- @AdequateSource (59): Sounds like a *them* problem. That said, I have a partner on all revenue generating projects.
- @explicit17 (38): Maybe I'm already dead and it's claude writing this
- @Sockoflegend (28): Doesn't sound like any of this will be my problem
- @fligglymcgee (26): It’s going to be so much more complicated to engineer a perfectly transferable or self-sustaining stack than it would be to just buy life insurance.
楼主做了 LaunchPanda 帮助产品在各类目录网站上按路线图发起上线，但发现不少注册用户创建账号后完全不操作，怀疑是引导和首个价值点设计有问题。
Hey everyone, I've built LaunchPanda. It basically makes launching on directories (and the benefits that come with those) a lot easier. It does this by providing a vetted roadmap with a different str…
受众观点：① 评论认为用户在完成初始设置后就不再操作，往往是没在足够短时间内体验到 Aha 时刻，建议检查首个任务是否过长或过复杂（@d_king_md, 3分） ② 多人强调要先搭好产品分析，搞清楚用户是注册后立刻流失还是在仪表盘里迷路，不同阶段的掉线对应完全不同的优化方案（@d_king_md, 2分; @Full_Recording_7590, 2分） ③ 也有人建议在首次登录时强制给用户一个“快速胜利”，比如自动生成启动清单或直接展示第一个可提交的目录，以对抗“稍后再弄”的拖延心理（@Full_Recording_7590, 2分; @d_king_md, 2分）
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- @d_king_md (3): I don’t know anything about app, but may be if they’re dropping right after setup kit, means that they didn’t hit that AHA moment fast enough to justify using your product. Also how long is your setup kit.
- @d_king_md (2): Did you setup product analytics to understand where exactly majority of users dropping?, A lot of these confusing questions could be easily understood with data.
- @Full_Recording_7590 (2): The analytics point is the right move first. Before tweaking onboarding copy or adding more emails, you want to know if users are bouncing right after signup or if they're poking around the dashboard and still not converting. Those are two completely different problems with diff…
- @d_king_md (2): Yes I agree on the force quick win part. With the attention span being low these days, people kinda expect every thing to be setup for them automatically, even a tiny amount friction could lead to drops, especially early on in the customer journey.
- @Alternative-Relief92 (2): How do you educate about how to use your product? Do you have a « tour guide » for first users?
楼主为 Gamified Lives 做了一个月 SEO，每天发一篇博客，虽然总日流量只有十几次浏览，却已经带来下载转化，想确认 SEO 是否可靠、是否该加大内容量和投放广告。
Hi, I started SEO around 30 days ago for Gamified Lives, it’s already started to pull me users even though I’m only 7 days post launch. Should I be relying on it to be able to keep getting me users o…
受众观点：① 有人指出一个月内就从每天十几次自然访问拿到下载，其实已经比大多数创始人预期要好，建议先把现有能转化的内容打磨好再考虑投广告（@milan_jobanputra, 1分） ② 评论普遍认为 SEO 是长期积累的游戏，当前流量只是曲线起点，关键是持续输出能解决真实问题的内容，而不是单纯堆关键词（@Accomplished_Bat3855, 1分; @Usual-Problem6002, 1分） ③ 也有人提醒搜索正在被 AI 助手重塑，很多用户直接在工具里得到答案，建议写作时用清晰结构和具体事实，让 Gemini 等模型更容易引用你的产品信息（@Own-Touch8357, 1分）
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- @milan_jobanputra (1): Getting downloads from 10–15 daily organic visitors after only a month of SEO is better than most founders realize. I'd focus on doubling down on what's already converting before spending money on ads. Early signs of organic traction are worth paying attention to.
- @Accomplished_Bat3855 (1): seo is basically a long game momentum play. if you're getting 10% conversion on only 15 views, those users are high intent-double down on what's working before the big players notice the keywords
- @jamieandrewdev (1): 10-15 views/day at 30 days is the bottom of the SEO curve, not your ceiling, so keep posting (1/day's plenty), skip the ads for now, and just let it compound. the gemini stuff's worth leaning into though, it's basically the same work as good SEO anyway.
- @Own-Touch8357 (1): Conversions at 10 percent off that little traffic is genuinely strong, so the question isn't whether SEO is reliable, it's whether you're building something durable or chasing a spike. Daily blog posts can work but the ones that keep paying off months later tend to answer a real…
- @Usual-Problem6002 (1): Hey kev! SEO is reliable but it's slow and compounds over time. Daily blog posts for 30 days is a great start but the real results usually show up 2-3 months later. Don't panic if traffic dips for a week - just keep publishing and the algorithm eventually rewards consistency.
一条简短观点贴提醒创业者：用户只在乎自己的问题是否被解决，而不是你的功能列表、酷炫面板或挂在嘴边的 AI 技术。
Then explain: People care about their problems. Not your features. Not your dashboard. Not your AI.
受众观点：① 认同产品要围绕减压、省时这些具体收益来表达价值的创始人（@Matan_AI, 11分） ② 觉得这类鸡汤话题虽然老生常谈但确实真实的从业者（@demirciy, 9分） ③ 一方面认可以痛点为中心，一方面又对这类模板化表达感到厌倦的读者（@LinguisticDan, 6分；@jimalum, 2分）
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- @Matan_AI (11): spot on. people only care if ur product makes their day less stressful or saves them time, they dont really care how the sausage is made. i usually try to frame everything around the specific pain point rather than the solution itself, it works alot better fwiw
- @demirciy (9): Sad but true
- @LinguisticDan (6): >Then explain: Did you paste your prompt lmfao
- @Optimistics_Writings (4): Exactly. Customers don't wake up thinking, "I need an AI-powered platform." They wake up thinking, "I need this problem solved." The best startups I've seen lead with the pain they remove and the outcome they create-not the technology behind it.
- @jimalum (2): hate this slop rearing its head eveywhere
一位即将上大学的创始人用极简帖庆祝自己的牛剑入学考试与面试备考 SaaS 拿到第一笔收入，并在评论里补充是一次性付费的提前内测用户。
yay
受众观点：① 想知道这个项目具体卖什么、面向什么考试场景的读者（@Salman_codes, 2分） ② 对创始人作为准大学生就开始做牛剑备考 SaaS 感兴趣、好奇目标用户和交付形式的开发者（@Bulky-Psychology7826, 2分） ③ 关注一次性付费产品生命周期短、如何在未正式上线前通过折扣预售的创业者（@Bulky-Psychology7826, 2分）
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- @Motosurf77 (2): 👏
- @Salman_codes (2): Congratulations 🎊 What are you selling?
- @Bulky-Psychology7826 (2): Thanks man! I am an incoming college student, so based on my experience, I am providing a SaaS for oxbridge entrance exam preparation & Interview 😃
- @Bulky-Psychology7826 (2): Its a one-time payment, but since its an exam preparation service, lifetime is pretty short for each user.
- @Bulky-Psychology7826 (2): I still haven't officially launched & rolled out aggressively on social media (only posted few posts on insta, reddit, and TikTok). Then the beta user wanted a full access, so I sold it in advance with a huge discount
一位 SaaS 创始人吐槽自己每隔一段时间重试 Google Ads 都被乱七八糟的流量和匹配规则薅钱，质疑付费搜索是否本质上就是坑，并征集真正跑通的 SaaS 案例。
Every year or so, I come back to paid ads.... I get sucked into the BS that Google sells and think, "I'll give it one more go", and every F\*\*KING time Google wastes my money on BS traffic. In any o…
受众观点：① 同样被广泛匹配和无关流量折磨、觉得自己在为垃圾点击买单的广告主（@AbleBranch6, 18分） ② 遭遇大量机器人流量和无意义表单提交、怀疑广告质量的 SaaS 创始人（@f11y11, 7分） ③ 想知道在 SaaS 场景下如何只用搜索广告、定制落地页并忽略系统推荐来提高转化的从业者（@pitch_black_media, 6分；@my-mate-mike, 5分）
展开评论
- @AbleBranch6 (18): Ever since Google redefined exact match to include close variants, you are essentially paying premium prices for broad match traffic.
- @f11y11 (7): Same thing happened to me, all the traffic I’ve gotten from ads were from bots and they fill random gibberish on the forms (only source was from Google Ads)
- @pitch_black_media (6): Might be not easy with SaaS. Stick to search with no additional components, keywords in close matches and do not apply any recommendations 😄 Custom landing pages are a must.
- @my-mate-mike (5): Oh god yeah don’t get me started on how obtuse that is to set up from site to app as well. Painful. But yes we are.
- @my-mate-mike (3): Maybe you can do better than I can. 🤷♂️
一名化工专业一年级学生贴出自己 Ryzen 5 3600、16GB 内存、256GB NVMe、集显和 Linux Mint 的配置，询问是否足够学习编程和做 Web 开发。
1st year chemical engineering student learning coding Ryzen 5 3600 1 stick 16gb (planing to expand later) 256 nvme ssd Integrated graphics os:linux mint
受众观点：① 多数人认为这套配置足够做 Web 开发，强调自己曾在更差机器上完成项目，鼓励先专注学习（@Digital-Chupacabra, 10score）。② 有人指出如今完全可以在树莓派或轻量设备上开发，必要时把开发环境放到云端来补足算力（@xXConfuocoXx, 9score）。③ 也有评论提到 GitHub Codespaces 等云端 IDE 是新手的好入口，并讨论云开发经验对求职的价值（@_okbrb, 3score; @Proxiconn, 2score）。
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- @Digital-Chupacabra (10): Yes. I've built web applications on far far less powerful machines. > 1 stick 16gb (planing to expand later) Good luck, the AI bubble has ruined ram for us mere mortals. More and more manufactures are no longer making consumer ram, and most ram production is bought out till 2…
- @xXConfuocoXx (9): Dog you can build software on a rasperry pi, especially in your first year. If eventually you need more compute just host your dev environment in the cloud.
- @xXConfuocoXx (3): >I disagree on cloud for Dev, then again I'm a die hard home labber who dislikes cloud I'm also a die hard home labber but OP is a young professional starting their coding journey. I'm considering the audience and weighing the tradeoffs. The cheapest option to get started in…
- @_okbrb (3): You can do first year stuff on anything that can run a web browser. Check out GitHub codespaces for an easy on-ramp
- @Proxiconn (2): True. My bad actually, cloud is a practical must for new professionals since most orgs requires some form of cloud experience. I've dabbed for too long in different clouds assuming it's general knowledge for most. Yep deffo some form cloud env for expanding knowledge & learn…
一位新手用户分享用 Claude 设计时间追踪与计费平台集成时，Claude 不仅发现对方 API 与文档不符的 bug，还帮写邮件和对方 AI 客服沟通，最终促成人工修复并上线的完整闭环经历。
Just an amusing anecdote from a user only about 10 days in to my AI awakening. If not allowed, delete me. I asked Claude to design an integration between my business's time tracking app and billing p…
受众观点：① 有人畅想未来公司客服选项里直接提供「连接你的 AI 让它和我们的 AI 自己聊」的模式，认为这类自动化协作会越来越常见（@tylerdoubleyou, 77likes） ② 也有人脑洞如果对方用的是更弱的模型、自己用的是更强的 Fable 之类，会出现 AI 说服对方大幅让利的极端场景（@durable-racoon, 61likes） ③ 部分评论回顾之前车企聊天机器人乱承诺的案例，说明大家对 AI 直接参与交易和支持的边界仍有担忧和好奇（@vajalali, 20likes）
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- @tylerdoubleyou (77): I see in the not too distant future, a company's support options: Chat, Email, Phone, and Connect your AI to ours and let them figure it out.
- @durable-racoon (61): except your AI would be Fable 3 and have 'Superpersuasion' and theirs would be chatgpt-instant to save costs over a million users, and Fable3 convinces them to refund everything and give you $1000 instore credit.
- @vajalali (20): Do you remember when a GMC dealer chat bot started promising people trucks for $20 and that's a deal no taksie backsies
- @Large-Sound4932 (19): Every group project has that moment where you realize you've somehow become the main character without volunteering for it.
- @Xolver (15): > Human reviews the chat, an hour later confirms Claude is right, Up until this line I was 98% sure this was a case of you not knowing that you need to clear your context rot. Then when Claude actually turned out to be right and find an error in front of a real api of a payme…
楼主分享一个周末做的小工具网站，用可视化图示对比不同标准床垫和自定义尺寸，帮助买床垫时直观比较大小并征求大家对功能扩展的反馈。
I got the idea while looking for a new mattress and was having trouble finding a good way to compare the different sizes. I figured others also had a similar problem so I decided to make a tool to fi…
受众观点：① 有人觉得这个需求完全可以用一张 PDF 解决，质疑为此单独做网站是否浪费资源（@ComfortableLie9097, 10likes） ② 也有人提出更高阶的产品化方向，比如做成手机 AR 应用，在房间里直接投影不同尺寸床的实际占地（@GreedVault, 3likes） ③ 部分用户建议叠加人物、宠物等轮廓来帮助想象空间占用，说明大家期待更贴近日常场景的可视化（@bain2236, 3likes）
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- @ComfortableLie9097 (10): This could be a pdf. At this point we are just wasting water.
- @GreedVault (3): good job bruh, but i need this to be a mobile app that uses the phone's camera, and when i point the camera at a specific area in a room, i want a virtual bed to appear at its actual dimensions so I can visualise how it would fit in the space.
- @bain2236 (3): Overlay different sized people, pets, children. Height and weight guesses etc.
- @Ok_Affect_1571 (2): I’ll look into that. Thanks for the feedback.
- @Ok_Affect_1571 (2): The tool is also fully free and online so no download needed.
作者介绍自己做的网站审计工具 AuditMetric，提供每天 3 次免费技术 SEO 和 CVE 漏洞扫描，高级功能用积分收费，引发用户对「免费」与积分付费模式的争论。
Hey r/SideProject, I got tired of site audit tools putting basic security and health scans behind expensive paywalls. So I built **AuditMetric**. The core platform gives you **3 free audits every sin…
受众观点：① 有人质疑每天 3 次免费审计但高级功能要买积分，这种 framing 与一开始宣称讨厌付费墙相矛盾（@qingchejun, 5score; @anime_at_my_side, 3score） ② 有人从技术角度解释 AuditMetric 与 Gemini 等通用 AI 的差异，强调主动爬取、瀑布加载时间和 CVE 探测等能力（@OddStreet4327, 4score） ③ 也有用户对工具本身表示兴趣，选择先收藏以后再用，说明需求存在但决策周期较长（@BigAd7707, 3score）
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- @qingchejun (5): 3 free audits a day but unlimited CVE checks feels like weird framing. either it's free or it's not. also the credit system on the good stuff is basically the paywall you said you hated.
- @OddStreet4327 (4): Not quite! While Gemini is great for advice, it can't actively crawl a live site. It doesn't have a network engine to measure millisecond-accurate waterfall loading times, it can't probe live server headers for version-specific CVE security flaws, and it can't scrape active JS w…
- @BigAd7707 (3): Nice find. Saving this for later.
- @anime_at_my_side (3): pfft... free you say, while locking stuff behind a paywall. having to pay a unlock fee. > " I got tired of site audit tools putting basic security and health scans behind expensive paywalls. " blatant lie. please, it is either free or it is not. make it free and live of a don…
- @OddStreet4327 (3): The code was free to make since I built it myself, but the servers aren't! Even without buying keyword recommendations, spinning up active browser environments to test loading speeds, parsing code for tech stacks, and scraping data takes a bit processing power and proxy bandwidt…
一位开发者发帖分享自己用 React、Typescript、MUI、Tailwind、SQLite、Redis、Node、Express 和 NestJS 做的简单待办应用，并邀请大家晒出各自项目的技术栈和规模。
I just wanna see what people are using nowadays This is mine - just a simple to-do app which i did to learn some backend stuff: Frontend: - React with Typescript - [MUI](https://mui.com/) - Tailwind…
受众观点：① 有人分享自己用 Django、PostgreSQL、Tailwind、htmx、alpinejs、celery、redis 这一整套偏后端驱动的栈来做项目（@United-Pollution-778, 5分） ② 也有人用 React+Vite+Tailwind 前端配合 NestJS+Postgres 后端，并在 Docker 和简单 CI 上做练习，把小习惯追踪器当成部署演练场（@Alert-Bug5596, 2分） ③ 还有人介绍自己自制前端栈配合 11ty 静态站点生成和 node 内置 http/crypto，强调用更接近平台原生的方式组织路由和请求处理（@shgysk8zer0, 2分）
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- @United-Pollution-778 (5): Django, postgresql, templates, tailwind, htmx and alpinejs, celery, redis...
- @Alert-Bug5596 (2): Nice, love a good “learn the stack” todo app. Right now I’m messing around with a small habit tracker: React + Vite on the front, Tailwind for styling, NestJS + Postgres on the back, all running in Docker with a tiny CI setup just so I can actually practice deployments too.
- @shgysk8zer0 (2): I'm using my own stack for the front-end, but it's a lot like Lit. And 11ty as a SSG. Running node 26.3.0 (npm 11.16.0) with `--strict-allow-scripts`. Back-end is an assortment of things like Firebase and built-in `crypto` using a small library that basically maps `node:http` to…
- @shgysk8zer0 (2): No, it isn't. Using it improperly is bad, and that's on the import side. This is part of a routing system, not something you'd import yourself.
- @AleksWebDev (2): Django, PostgreSQL, TypeScript, React, MUI, Bootstrap, three.js...
作者在纠结是否继续做一款男性活动匹配 App，用户按空闲时间和兴趣自动分组，但担心 Facebook 群组和 Pickleheads 等现有产品已满足需求，目标用户可能只会抱怨却不愿下载新应用。
Been building a men’s activity app for a few months, about to quit though The idea: men tell us when they’re free and what they want to do (golf, fishing, pickleball, etc), app groups them with nearb…
受众观点：① 有人强调要解决自己的真实痛点，认为只有亲身经历过问题才能理解场景、保持长期动力（@KevinNaughtonJr, 5score） ② 评论者指出产品成败关键在于用户获取和冷启动，建议先从本地城市深耕、在相关 Facebook/Reddit 群组积极推广，并重视品牌和 UI 质量（@FinalFantasiesGG, 2score） ③ 也有人认可“需求聚合”这一差异点，提醒要区分“希望有这种 App”与“愿意付费使用”的信号差异，建议通过预承诺来验证付费意愿（@Deep_Muffin_5573, 2score）
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- @KevinNaughtonJr (5): one of the biggest things i've learned in my experience building stuff is to solve my own problems idk if you face the problem your product solves but when you solve for yourself it helps guarantee that: 1. the problem exists 2. you understand it's pains and how to solve it 3. y…
- @Fun-Scratch5471 (2): Thank you for your input here. I was inspired to build it by having the problem this solves haha. I am new to my city and don’t know anyone and don’t want to just do one activity all the time like a softball team or something
- @FinalFantasiesGG (2): With users, it will be successful. Without users, it won't do anything. Your branding and UI have to be really nice and attractive, and you need to work your ass off marketing. Those Facebook groups that already exist are where you need to be actively promoting. Local reddit gro…
- @Deep_Muffin_5573 (2): The demand aggregation angle is legit though. Facebook groups require you to already know the group exists and then scroll through posts. Your app says "I'm free Saturday, I golf" and it surfaces matches in real time. That's genuinely different from Pickleheads or Facebook. The…
- @Fun-Scratch5471 (2): The cold start problem is daunting lol. Thanks for your input!
一位刚用 Google Sites 搭建个人站点的开发者发现自己名字搜索结果中网站先短暂排到第 4 位又突然消失，困惑于新站为何会被搜索结果“打回去”。
A few days ago I made this (https://www.reddit.com/r/webdev/s/6ftsPBgJIX) post asking how to make my new Google site appear when people Google my name. After a day, the site was coming up as the 4th…
受众观点：① 有人提醒仅凭普通搜索看不到不代表没被收录，可以用 site: 域名 的方式确认索引情况（@Prozilla6, 21分） ② 也有人解释新站常见模式：刚被索引时会有短暂排名加成，随后 Google 会在几周内重新校准导致名次大幅波动（@camppofrio, 19分） ③ 评论还建议使用 Google Search Console/Webmaster Tools 查看抓取错误和索引问题，同时强调 Google 排名机制本身缺乏透明度（@riklaunim, 17分；@fiskfisk, 11分）
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- @Prozilla6 (21): Just because you can’t find it, doesn’t mean it’s not on Google. If it’s indexed that means it can appear in search results. Try narrowing your search using “site:example.com” to see if your website does appear.
- @camppofrio (19): New sites often get a temporary ranking bump right after indexing, then Google recalibrates over the following weeks. Dropping from 4th to nowhere in a few days fits that pattern.
- @riklaunim (17): Do you use Google Webmaster Tools? It can show errors and issues with the site.
- @Prozilla6 (11): Did you check the Google Search Console? And how did you check whether your site is on Google?
- @fiskfisk (11): The Google works in mysterious ways; there is no real transparency, and there is no expectation that your specific result should be placed in any decent place in the list of search result.
楼主想用自托管方案替代 Google Keep，重点寻找支持手写涂鸦的近似克隆，并在 Anchor 和 React Glass Keep 等开源项目之间犹豫。
Ok so I'm looking into wanting to replace my use of google keep with something selfhosted. Anyone else who has replaced keep got any good suggestions or selfhosted services that emulate alot of what…
受众观点：① 有人长期关注 Anchor 的开发，认为项目很有潜力但之前遇到过 App 与 Web 端不同步的问题，打算等更成熟后再迁移（@AndReicscs, 5分） ② 多位用户反馈 Glass Keep 已经接近 Google Keep 的使用体验，自己用了一年感觉不错，说明社区对“近似克隆”的需求很强（@TheAndyGeorge, 2分） ③ 也有人推荐 Blinko 这类更通用的开源笔记工具，强调实现方式简单、易于部署，适合作为 Keep 替代的另一条路径（@lonseidman, 2分）
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- @AndReicscs (5): I've been following [ZhFahim/anchor: Offline first, self hostable note taking application](https://github.com/ZhFahim/anchor) work for a while, i tried it a few months back, there were a lot of issues with app and web version not syncing properly, maybe they already fixed but I…
- @AndReicscs (3): i guess i'll have to try it out! you are right the OSS world needs a worthy google keep alternative
- @TheAndyGeorge (2): I've been using Glass Keep for close to a year and like it a lot, it's been the closest experience to Google Keep that I've had.
- @lonseidman (2): I have been using something called [Blinko](https://github.com/blinkospace/blinko) for a few months now and really like it. Open source and pretty easy to implement.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
楼主想用现有 NAS 和服务器搭建一套只在局域网内访问的简易室内摄像头直播，用来在下雨时远程确认地下室是否进水。
I'm looking for the simplest and cheapest way to set up a "security" camera in my house that I can check in on. The context is that I live in a city with a basement unit and it's a flood risk, so whe…
受众观点：① 有人指出单靠摄像头太被动，真正适合防地下室积水的是廉价水浸传感器，先由传感器触发告警，再用摄像头确认现场（@achiya-automation, 8分） ② 也有用户分享自己用 Reolink 摄像头配合 Scrypted 和 Frigate 的组合，既能在本地做录像又能通过 Home Assistant 面板查看，并通过路由器阻断摄像头外网访问（@Marty_Mac_Fly, 3分） ③ 其他评论则在比较不同价位的 WiFi/有线摄像头和与 Frigate、ESPHome 的兼容性，强调便宜硬件也能满足简单监控需求（@borkyborkus, 2分; @kyoumei, 2分）
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- @achiya-automation (8): Reolink + Frigate is solid for the camera side. Thing is, for what you actually want here, catching a basement flood, a camera is passive. You'd have to be looking at the right moment, and once water's visible on the feed it's already a problem. Cheap water leak sensors are what…
- @Marty_Mac_Fly (3): I think the REOLINK 4K Pan & Tilt Dual-Band Wi-Fi 6 (I copy pasted the name from Amazon) is a really solid wifi camera. I use it as a baby monitor for my kids room and the connection has always been really solid. For access, I use Scrypted then to Frigate. If you don’t need…
- @gonegoneandaway (2): This is the kind of answer OP actually needed, solid setup without overcomplicating it.
- @borkyborkus (2): Seeed Studio ESP32-S3 sense is $15-20. Not the highest resolution but it’s cheap and can be set up in ESPHome.
- @kyoumei (2): Are you looking for WiFi or wired connection cameras? I use several Tapo C2xx line (bought them from Amazon at ~30 AUD each on sale) and I have them connected to my WiFi and hooked up to Frigate NVR using the Tapo integration (I firewall my camera VLAN so that they can't speak t…
楼主展示桌面应用 mydev.cat：一只常驻桌面的虚拟猫自动记录开发过程、生成日报和可分享内容，所有数据本地存储并可选用 Ollama 或 LM Studio 做本地 AI 总结。
My hobby project is turning now into a desktop app that runs locally on your machine. [mydev.cat](http://mydev.cat/) is a cute cat that lives in your desktop, taking notes of your development, writin…
受众观点：① 有人质疑类似应用太多，觉得大家都在重复造轮子，反映出开发者对「又一个生产力工具」的疲劳（@ihiwidkwtdiid, 5likes） ② 也有人把它类比成「Bonzi Buddy for coding」，说明产品的拟人化形象很抓眼球但也带点玩笑属性（@Sweet-Stage938, 3likes） ③ 开发者本人详细解释了数据完全本地存储、支持用 Ollama/LM Studio 做本地 AI，总结并计划加入备份迁移，回应了隐私和可移植性的关切（@lucas-martinic, 2likes）
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- @ihiwidkwtdiid (5): Why does everyboding making same application again and again ? Isn't it enough ?
- @Sweet-Stage938 (3): Bonzi Buddy for coding 🤣🤣🤣🤣
- @Traditional_Diet (2): Not sure tho
- @Blaze6181 (2): People choose build over buy/source now. That's part of the AI era.
- @lucas-martinic (2): Thanks! It's all local. Everything lives in one folder in your OS app-data dir: \- Windows: %APPDATA%\\day.mydev.cat\\ \- macOS: \~/Library/Application Support/day.mydev.cat/ \- Linux: \~/.local/share/day.mydev.cat/ That folder has the whole diary: diary.db (a SQLite file), an i…
作者开源了用 Rust 编写的 Remux 项目，让 Jellyfin 客户端可以像访问本地库一样播放来自 Stremio 插件、本地文件或 WebDAV 的媒体内容。
Hey guys, been working on this for a few months now and just made the code public. Stream content from Stremio add-ons, local files, or WebDAV sources all through your existing Jellyfin clients. Use…
受众观点：① 有早期用户反馈 Remux 已经能稳定工作，并建议作者在仓库里补充更多截图和使用说明，方便潜在用户在部署前了解界面和功能（@ip-cx, 2分） ② 也有人认为复用 Jellyfin 客户端比自己维护全平台客户端更省力，毕竟相关 API 相对稳定（@tillybowman, 2分） ③ 但也有开发者提醒“兼容 API 通常意味着双倍维护”，一旦上游接口变动，下游就要跟着救火，暴露出这种设计在长期维护上的隐性成本（@Patient-Cedar-7194, 1分）
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- @ip-cx (2): I used this a few weeks ago when I saw the repo after checking out your Gelato addon for a new update. I am a fan of Gelato, haven't been able to check out the backend properly. Remux worked fine so far, I gotta test it a bit more. Maybe add a few screenshots to the repo for peo…
- @tillybowman (2): id argue if he had to provide all the clients himself on all platforms jellyfin does it would be more work. those apis are also mostly really stable.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Patient-Cedar-7194 (1): compatible api usually means double maintenance. spent last weekend on-call fixing someone else's broken endpoint.
- @ip-cx (1): Probably used more as a replacement once it's fleshed out a bit more.
SalesRobot 这款领英自动化 SaaS 创始人分享：曾靠删文和 SOP 把 SEO 点击做到月 2 万，但在 Google 推出 AI Overviews 后流量跌到三分之一，只能尝试调整内容结构并思考如何被纳入 AI 概览。
A while back, I posted in another sub about my brother fixing a content plateau on my SaaS by deleting 40% of our SEO content. And because of that, our clicks had gone from 4,000 to 12,000 within 90…
受众观点：① 同样在 2025 年经历 SEO 流量断崖式下跌、想找原因的站长和 SaaS 创始人（@benkei_sudo, 3分） ② 认为静态信息型内容会被 AI 总结吞噬、主张转向动态工具和自带消费价值内容的从业者（@Ok-Kaleidoscope5627, 3分） ③ 对通过社区论坛、内容集群和超长尾问题来重建搜索流量感兴趣的运营和创始人（@No-Competition-7925, 2分；@Capable_Document3744, 1分）
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- @Ok-Kaleidoscope5627 (3): If you're serving static content I think AI is going to wreck your traffic. There's just no avoiding it. Even if Google stopped offering the summaries people are just not using Google anymore - they're just asking chatgpt/gemini/claude. If I had to guess, these things will hurt…
- @benkei_sudo (3): This is actually similar to our situation, our traffic plummeted in 2025. Thank you for the insight, I finally understand what happened here.
- @No-Competition-7925 (2): FAQs at the end of every blog - don't do that. Instead, try this: 1. Put a public forum on a subdomain: [community.your-domain.com](http://community.your-domain.com) 2. Add all your ToFu, ultra long tail query content in the forum. 3. If you publish an article publish 3-4 suppor…
- @Evening_Hawk_7470 (1): Yes but mass free tools get banned equally
- @Capable_Document3744 (1): Interesting. I'm definitely leaning more towards free tools and dynamic content experiences. I think more and more that search and AI are no longer going to be the major ways to get to the first $5-10milof annual revenue. That's going to be social media.
一位在评估薪资发放服务的创始人发现各家功能都差不多，更担心的是用户被迫跳出自己产品去学新流程、找别家客服，质疑在集成第三方时谁真正拥有用户体验。
I've been evaluating payroll providers and most of them can run payroll. What I'm struggling with is customer experience If users have to leave my platform learn another workflow and contact another…
受众观点：① 认为最佳集成形态是用户几乎感受不到第三方存在的产品人（@DramaticCan3652, 2分） ② 担心多方支持入口让用户不知道出问题该找谁、从而拉低专业感的创始人（@Unable-Drag-1512, 1分） ③ 认同功能只是门槛，真正差异在于谁掌控整体体验和品牌触点的从业者（@Unlikely-Cloud-2352, 1分；@David-Bitton, 1分）
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- @DramaticCan3652 (2): The best integrations are the ones where customers barely realize another company is involved
- @Unable-Drag-1512 (1): The support point is underrated. Once users have to figure out who to contact when something goes wrong the experience starts feeling unprofessional
- @[deleted] (1): [removed]
- @Unlikely-Cloud-2352 (1): From a customer's perspective they don't really care who provides the payroll infrastructure. They care whether the experience feels connected and easy to use
- @David-Bitton (1): You're asking the right question + most founders aren't. Features are table stakes. Every payroll provider can run payroll. The real product is the experience around it: does your user know who to call when something breaks? Do they stay in your workflow or get bounced to someon…
一位独立开发者坦白自己做了五个免费小工具（包括 AI 宠物游戏和 AI 趋势追踪等）却难以专注变现，最新是免注册的表情包生成器 justmeme.wtf，并向大家请教如何停止开新坑专注一个项目。
Solo dev here and I have a focus problem. Instead of going deep on one thing, I keep shipping small free tools. An IP/privacy tool, an AI pet game, an AI trends tracker, a crypto liquidation feed, an…
受众观点：① 有人用“Conviction”一词点出核心问题，认为缺乏坚定信念是无法专注在一个项目上的根源（@No_Dragonfruit366, 5score; @StressTraditional204, 2score） ② 有人提醒即便产品免费也可以通过广告或其他方式变现，强调“免费”并不等于没有商业模式（@NoIdea4u, 3score） ③ 也有用户关注基础设施成本和技术实现，指出站点有 404 报错，作者则回应目前依赖 Cloudflare 边缘部署成本不高，未来再考虑变现（@parsecxr, 3score; @StressTraditional204, 3score）
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- @No_Dragonfruit366 (5): 1 word my friend Conviction.
- @NoIdea4u (3): Facebook is also free because the users what's being sold... Just because it's free doesn't mean it can't be monitized.
- @parsecxr (3): Great job. I wish I could make something this slick! How are you going to cover the infra costs though? Also just FYI - I'm getting a bunch of 404 errors in the console when I scroll the meme list.
- @StressTraditional204 (3): Thanks man 🙏 the infra's actually pretty cheap, it all runs on cloudflare's edge so right now it's basically hobby money. if it ever grows enough to matter i'll sort out monetization then, rather than bolting on ads or paywalls early. and good catch on the 404s, appreciate you f…
- @StressTraditional204 (2): Thank you my friend!!! Conviction!!🙏🙏🙏
楼主搭了一整套机架服务器，想通过自建服务给朋友和家人提供 Plex、游戏服务器甚至本地 LLM 等，让大家一起受益。
Hey all, I have been building a bonified server rack for all of my various computers and ive been veryexcited about it but I've been wanting to find more things as I expand my capabilities. My main c…
受众观点：① 顶层评论提醒，一旦给朋友家人托管服务，你就成了 7x24 小时的运维，半夜 Vaultwarden 掉线也会被叫醒，心理和时间成本很高（@Bartiatus, 24分） ② 其他人也表示类似担忧，担心从“谢谢你让我退订 Netflix”变成“你让我退订 Netflix 结果 Plex 掉线”的抱怨（@jtrage, 11分） ③ 还有人分享自己只对外开放极少数服务，大部分自建工具只在家庭内部使用，以避免服务商式的故障、支持和数据丢失压力（@comeonmeow66, 7分; @aTaleForgotten, 6分）
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- @Bartiatus (24): This is an admirable thing you are aspiring to, but beyond things like Plex, I would be very careful with hosting things for friends and/or family. Once you start hosting services for them you become the hosting provider. So if anything goes wrong, ever, you are the tech support…
- @jtrage (11): This is exactly why I don’t offer it up. It’s not “thank you for letting me cancel Netflix.” It becomes “you made me cancel Netflix and now plex is down.” That might be a little exaggerated in real life but it sure feels that way.
- @comeonmeow66 (7): Plex and amp are fine, I wouldn't offer anything else. Maybe a discord bot. You'll run into 1 of 2 things. Your learning is fun, then you get the other headaches of a service provider (outages, problems, support, data loss, etc), or they never use it and you feel bad\\annoyed. l…
- @aTaleForgotten (6): As others mentioned, I admire the effort and i too host a Jellyfin for some friends and family.. But as someone who worked in webdev for a long time, trust me, you dont want to offer too many services to them.. The line between "hey wow thanks for this :)" and "yo why tf is it n…
- @lhauckphx (5): Yeah - this is one of those “slippery slope” things. I’ve had a couple of instances where “hosting a simple site” turns into something way more involved.
独立开发者分享轮毂螺栓孔距查询站 boltpatternhq 拿到首笔 29 美元数据订单，但整体流量和转化停滞，在思考用嵌入小部件、SEO 还是 B2B 数据出口来打造护城河。
hey everyone, quick update on [boltpatternhq.com](https://boltpatternhq.com/). about 2 weeks ago i posted here [this thread](https://www.reddit.com/r/indiehackers/comments/1tzbx44/show_ih_i_built_a_r…
受众观点：① 顶层评论认为嵌入式小部件是低成本获客渠道，能把工具直接放到车友论坛等流量场景里（@Top_Duty3531, 2score） ② 有人指出当前落地页没有讲清楚目标用户和具体痛点，建议先厘清用户画像再优化转化（@keulevoras, 2score） ③ 也有人强调首单本身是好信号，说明转化没问题，关键是通过长尾内容和对比查询获取更多精准流量（@Usual-Problem6002, 2score）
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- @Top_Duty3531 (2): the embeddable widget angle is probably your best shot at distribution without spending money, because getting embedded in nasioc or s2ki means the tool lives where the enthusiasts already are instead of waiting for them to find you the b2b data export thing is worth pursuing in…
- @keulevoras (2): My feedback is that landing page still needs improvement. I’m not a tire mechanic but I’m not sure if it’s very clear above the fold of what issue your site solves for your avatar. If you could communicate that more clearly it would help for sure. Now when it comes with getting…
- @Usual-Problem6002 (2): First sale with flat traffic is actually a great signal - means your conversion is working, you just need more eyeballs. Have you tried writing comparison content like "bolt pattern for X vs Y"? Those long-tail queries tend to convert better than generic tool pages because the i…
- @SideQuestDev (1): really appreciate the perspective. honestly, you've hit the nail on the head—the widget strategy is exactly what i've been focusing on. i actually already have the widget built and ready to go. the current challenge isn't the build, it's the 'gatekeeping'—getting forum admins to…
- @milan_jobanputra (1): I'd be careful not to confuse traffic problems with moat problems. One paying customer after two weeks is evidence of demand. Low traffic is a distribution problem. I'd solve that before spending months building defenses against competitors who may never show up.
作者做了一个用 localStorage 存数据、托管在 GitHub Pages 上的多计时器网页小工具，担心 GDPR 下 IP 等隐性数据和用户自填标签是否需要隐私政策，向社区求建议。
Hi all, I made a single-page, web-based app partially to create a useful tool and partly as a demo of a couple JS libraries. The app allows you to create and run multiple stopwatches at one time. A f…
受众观点：① 有人强调 GDPR 主要针对真正收集和控制用户数据的一方，小开发者若不建后台数据库压力相对较小（@farzad_meow, 3score）。② 也有人提醒应在隐私政策中明确 GitHub 可能收集的日志和追踪信息，让用户知情（@svvnguy, 1score）。③ 帖主多次表示自己研究过 GDPR 但仍觉得灰色地带很多，尤其是这些规定让小开发者合规成本变高（@osmium_2259, 多条1score）。
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- @farzad_meow (3): the point of gdpr is to give users legal right to control their data from those that COLLECT it. since you are not collecting any data, then you have nothing to worry about. If any data is collected by GH then I can call them and ask them to show me collected data and delete it.…
- @osmium_2259 (1): Thanks for the input. I wondered if I should mention that GH collects data, but perhaps the fact that the page would be on a GH subdomain is enough.
- @farzad_meow (1): GDPR is gh’s problem. You need to understand why some laws exists, how they are enforced, how often they are enforced, and why they are enforced. gdpr is one of those laws meant to prevent big corporations to go rouge and use the data they have in bad ways. I am not saying to ig…
- @osmium_2259 (1): I actually have researched it before to build a website. It's just that some things are or feel like a gray area. The sad thing is that these regulations make life more complicated for the small guy who likely doesn't have any ill intentions.
- @svvnguy (1): I would mention all that in the privacy policy, especially the GitHub part. You don't know what GitHub decides to collect, so you have to make the user aware of it.
发帖者吐槽很多团队上线机器学习模型前几乎不做对抗性安全测试，询问大家在实际工作中是否会系统评估模型被提取、投毒或越狱等安全风险。
Talk to a lot of ML teams who ship models but skip any adversarial testing before deployment. Feels like security review for models is way behind where it is for regular software. Anyone here actuall…
受众观点：① 有量化行业从业者表示自己所在领域对模型安全极度重视，说明在高风险金融场景里模型安全已经是刚需实践（@TajineMaster159, 4likes） ② 做研究的 PhD 学生希望了解生产环境中的真实安全流程和威胁模型，体现学术圈对工业界安全实践的好奇和信息缺口（@Quiet-Resolve6110, 2likes） ③ 有工程师抱怨自己多次提醒但公司仍不做安全测试，对模型被普通人轻易攻击感到恐惧，反映出不少团队对模型安全的重视程度严重不足（@Clear_Mongoose9965, 2likes）
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- @TajineMaster159 (4): It abundantly is on my side of the industry. Then again we are some of the most paranoid businesses out there.
- @TajineMaster159 (3): I am in quant; sorry, there isn't much I am willing to discuss in DMs that I am not willing to discuss here. So ask away!
- @Quiet-Resolve6110 (2): Can you share more details? I am a PhD student working in the field and would love to know how things are actually done in production. DM me if you would like to talk privately.
- @Quiet-Resolve6110 (2): What does your typical threat model look like? Are you primarily concerned with adversarial attacks and jailbreaks, or are things like model extraction/stealing and backdoors more of what you spend time defending against?
- @Clear_Mongoose9965 (2): No, despite my repeated mentioning of the issue. It horrifies me that the models we deploy in production are vulnerable to attacks every 15 year old with a laptop could do.
Minimus 宣布其面向企业的加固型极简容器镜像注册表向所有人开放，社区用户也可以免费拉取这些类似 distroless 的“hardened”容器镜像。
Minimus just opened their container registry to everyone to pull whatever they need. These are minimal / distroless containers that are hardened andminimal (distroless). They were previously only ava…
受众观点：① 有人表示会去试用，但也提到目前类似服务很多，如 Docker Hardened Images、RapidFort、Chainguard 等，希望有系统的差异评测（@yonixw, 7score）。② 有评论对“加固镜像”营销持怀疑态度，担心重演 Bitnami 式的供应链问题，只是为了让扫描少报几个 CVE（@Emotional_Pizza_9457, 4score; @frazell, 3score）。③ 也有用户被 Minimus 在 UI 中展示的 CIS 和 STIG 报告吸引，说明合规可视化是重要卖点（@chin_waghing, 3score）。
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- @yonixw (7): Thanks, Will check it out. But nowadays there are many such services ([docker.io dhi](https://www.docker.com/products/hardened-images/), rapidfort, chainguard.dev) ... and they all offer free tier also. I wish there was a review about their differences
- @Emotional_Pizza_9457 (4): I fail to see why these vendors are really that good with their "hardened" images. Not gonna participate in another Bitnami-tier scandal just to have one meaningless CVE disappear off a scanner. edit: type on phone keyboard
- @frazell (3): Would really like details on differences. The Docker DHI images are high on my list to look into as they are open source which would really help to not have a Bitnami 2.0 issue.
- @chin_waghing (3): Damn their CIS and STIG report view in the UI is sexy.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
发帖者分享自己拿到计算机视觉实习后整理的七天高强度备考清单，从数学和机器学习基础到计算机视觉面试常问专题，并开源在 GitHub 供准备 ML/CV 岗位的人参考。
Hey everyone, I recently landed a Computer Vision internship after prepping with this checklist I put together. It starts with core math and ML fundamentals, then moves into the specialized CV topics…
受众观点：① 一些人对帖子里提到的 DL、CV 概念混淆，说明不少读者对深度学习和计算机视觉的关系仍然模糊（@WildlyIdolicized, 4likes） ② 有读者直接表达感谢，说明这类结构化备考资源对正在找 ML/CV 实习或入门的人很有吸引力（@Espore33, 2likes） ③ 评论里有人吐槽“Deep learning. This guy is a nut”，反映出社区对把 CV 简化为 DL 的说法存在争议（@Wheresmycatdude, 2likes）
展开评论
- @WildlyIdolicized (4): what
- @WildlyIdolicized (3): i assumed it was deep learning but then the comment makes no sense dl and cv aren't comparable fields
- @Espore33 (2): Thanks!
- @Wheresmycatdude (2): Deep learning. This guy is a nut
- @Low-Spray-249 (1): What is DL?
作者分享自己周末做的男性专属社交平台，希望集中男性在目标、建议和导师关系上的交流，而不是分散在 Reddit 或 Facebook 各个角落。
Hi everyone, I built a dedicated social media platform exclusively for men. From my own day-to-day experiences and observing online trends, I realized there isn't really a centralized, intentional sp…
受众观点：① 有人担心男性专属空间容易演变成极端化的 manosphere 回音室，质疑如何通过运营和规则保持健康氛围（@Usual-Problem6002, 1score） ② 有人对技术栈和产品呈现感兴趣，认为文案不错但需要展示更多社区内部实际内容来提升说服力（@supreme_rain, 1score; @Fit-Tea263, 1score） ③ 也有做类似项目的人希望交流经验和挑战，说明这一类垂直社交需求在不同人群中都存在（@Chemical_Feedback189, 0score; @carbon-perspective, 0score）
展开评论
- @Usual-Problem6002 (1): Interesting idea but genuinely curious - how do you moderate it without it turning into a manosphere echo chamber? The intent sounds healthy but the execution of "men only" spaces online has a rough track record.
- @supreme_rain (1): What stack? Also "Iron sharpens iron" 🥴
- @Fit-Tea263 (1): this is a great idea. i love the hero text. Only thing is i think you need to show more of whats inside the community.
- @Chemical_Feedback189 (0): Congratulations! This is a great idea. I’m working on something similar, but for a completely different demographic. Would love to hear you experiences and chalenges
- @carbon-perspective (0): Thanks! So far by biggest challenge is finding good channels of feedback. I've been trying to find threads I can post in and sites. How's your project coming along? How long have you been working on it?
一位机器学习工程师抱怨自己一直用电子表格比较不同云端模型或 GPU 提供商的价格和性能，询问大家在选择推理服务时最痛苦的点是什么以及是否有更好的对比工具。
Trying to understand how other people make this decision. Do you compare $/hr, $/token, throughput, reliability? Is there a tool or resource you rely on, or are you just doing the math manually? Aski…
受众观点：① 有人表示整个行业基本都靠表格手算，真正的痛点是各家计费方式和性能指标不统一，导致很难做苹果对苹果的比较（@Timely_Cover7500, 3likes） ② 有用户以 Deepseek V4 Pro 为例，吐槽不同提供商缓存计费混乱、同样模型价格能差一个数量级，说明“隐藏计费规则”和缓存策略是大家非常在意却难以看懂的坑（@DistanceSolar1449, 1likes） ③ 也有人强调除了 $/hr，还要看在自己延迟和 SLO 约束下的有效 $/token、批处理行为、冷启动、网络和部署运维难度，反映出工程侧的综合评估远比简单价格对比复杂（@Temporary-Owl1725, 1likes）
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- @Timely_Cover7500 (3): spreadsheets are basically the industry standard at this point lol, don't feel bad the real pain is that pricing structures aren't consistent across providers so you can't even do apples-to-apples comparisons without a bunch of assumptions baked in, and then throughput varies wi…
- @DistanceSolar1449 (1): Biggest pain point is that there’s no rules and everything is different among providers. Use Deepseek V4 Pro as an example. It’s $0.43/M input token and $0.0036/M cached input token from Deepseek. Well, what makes a token cached? The answer is “depends on how the provider feels…
- @Temporary-Owl1725 (1): $/hr is useful for a first filter, but for LLM inference I usually care more about effective $/token at the latency/SLO I actually need. That means I look for things like: * tokens/sec per GPU under my prompt mix * batching behavior * cold starts / queue time * sustained availab…
- @dash_bro (1): Depends on scale and who is footing the bill. High reliability? Go for something like Azure or AWS or GCO RIs. Less headache and SLAs are upheld. If you want experimentation and hosting for shorter terms withs no real scale aspects : tailscale is absolutely fine. Can even do vas…
一位做固件相关工作的工程师分享自己基于 Juliet 漏洞代码构建的 LLM 漏洞检测基准，将样例伪装成真实代码库并注入不同情绪的注释，以研究注释文本如何影响模型识别 CWE 的能力，征求社区是否值得继续完善。
I work in firmware adjacent to AI, so not an ML guy exactly, so that's why I've come here. For work we got a bit concerned about Mythos and all the hype made me explore some benchmarking work. I now…
受众观点：① 有评论认为注释注入这一维度很有价值，因为大多数 CWE 基准只测试代码本身，很少单独考察误导性自然语言对模型判断的影响（@Chrono-Ctkm, 2likes） ② 同一位评论者建议在“非确定性”问题上对每个样本多次采样并报告方差或 pass@k，指出单次运行会严重低估或高估模型真实检测能力（@Chrono-Ctkm, 2likes） ③ 讨论中还提到需要做记忆探针来检测 Juliet 数据是否被模型记住，否则基准可能更多在测训练集记忆而非真实漏洞检测能力（@Chrono-Ctkm, 2likes）
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- @Chrono-Ctkm (2): The comment-injection angle is the part worth finishing. Most CWE benchmarks test the code, not whether misleading English in the comments flips the model's call, and I haven't seen that isolated cleanly. For overlap, check CyberSecEval and the recent CWE-detection benchmark wor…
- @Chrono-Ctkm (2): Glad it's useful. Worth doing the memorization probe early, it's saved me more than once from shipping a "benchmark" that turned out to be measuring training-set recall more than actual detection. Good luck finishing it.
- @Psychological_Meat_6 (1): Will look into it, memorization probe is new to me, but sounds like it could tackle something I have been concerned about. Appreciate the feedback!
作者以自己运营 AI 维基项目 Halupedia 的经历为例，讨论在当前 API 成本结构下，像 Anthropic 这样的基础模型厂商如何通过价格和成本优势结构性压制 AI 原生创业公司。
[***\[ARTICLE LINK\]***](https://wattfare.com/blog/foundation-labs-structurally-undercut-the-startups-building-on-them/) Hey everyone, I've been thinking a lot lately about AI unit economics. This re…
受众观点：① 有人认为大厂正把自己变成未来的“加油站”，通过云和平台锁定开发者，最终账单会体现在算力和托管成本上（@Square_Secretary_944, 1score） ② 也有人从商业模式角度分析，要么平台替用户买单，要么终端用户直接为 AI 使用付费，但目前第三方应用难以接入 Anthropic 等厂商的订阅体系（@baderbc, 1score） ③ 另一位分享了自己从“AI 求职信生成器”转向“AI 只负责内容结构、前端自己渲染”的经验，以此更好控制 token 成本并提供独特价值（@AntelopeHistorical36, 1score）
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- @Square_Secretary_944 (1): All the major tech companies are preparing themselves to be the fuel stations of the tomorrow. The bills gonna be AI, computation and hosting costs. The companies like AWS and Google are providing the building platforms just to lock you in their infra structure like firebase and…
- @baderbc (1): Totally agree on moat part I think there are 2 options: 1. That platform will pay for their users - AWS and other cloud providers bet 2. That people will pay for their AI usage. Anthropic trying to achieve that, but only for their products Or both depending on product. The case…
- @AntelopeHistorical36 (1): I think it's kind of critical to use AI to create something new, rather than just let AI provide answers directly to our clients. For example, one of my earlier projects was an AI cover letter writer. I managed to get my website ranked on the first page of Google. However, my us…
- @baderbc (1): With all the respect - have you even read the article? I specifically mentioned why it affects not just thin chatgpt wrappers
- @baderbc (1): https://www.reddit.com/r/ClaudeCode/comments/1s2393a/i\_just\_want\_everyone\_to\_know\_that\_ultrathinkart/
Sync-in 这个开源自托管文件存储与协作平台发布 2.4 版本，引入 Euro-Office 在线协同编辑、重做文件任务管理器、改进全文搜索和压缩格式支持，并修复多项安全漏洞。
Sync-in is an open-source, self-hosted platform for file storage, synchronization, sharing, and collaboration. Highlights of this release include: * Euro-Office integration for collaborative document…
受众观点：① 有人指出 Euro-Office 实际上是 OnlyOffice 的分支，因此在集成和同步行为上预期不会有太大差异（@johaven-height, 2score）。② 有评论从合规视角担心 Euro-Office 集成可能带来新的合规工作量，但也希望不要破坏现有同步流程（@Patient-Cedar-7194, 1score）。③ 也有用户对“安全改进”持保留态度，担心意味着更多密码提示或使用摩擦（@CommercialQuiet8738, 0score）。
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- @johaven-height (2): The integration is identical to OnlyOffice’s because Euro-Office is a fork of it. From our side, we don’t expect any new compliance or sync issues.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Patient-Cedar-7194 (1): euro-office integration sounds like compliance headache for my queue. as long as it doesn't break sync, i might actually sleep this weekend.
- @CommercialQuiet8738 (0): security improvements usually meean more password prompts
发帖者在无 GPU 的 CPU 服务器上对 Kokoro 82M、Supertonic 3 和 Inflect-Nano-v1 三个开源语音合成模型做了系统基准测试，比较了实时性和音质。
If you're running TTS at home or on a small VPS without a GPU, here's hard data on three open-weight options that don't need cloud calls. Ran them on a 4-core Intel Xeon with 15.6GB RAM, no GPU, with…
受众观点：① 有人补充了完整基准仓库和博客链接，方便其他自建用户直接复现实验和听样例音频（@gvij, 2分） ② 另一位分享自己用 Kokoro 做自建电台 DJ 的实践，认同 ONNX 比 PyTorch 更快，并指出家庭场景下“实时倍速”并非唯一指标，关键是能在下一首歌前渲染完（@pinku1, 0分） ③ 评论也提到 Piper 作为 Kokoro 之下的更轻量备选，用于在重模型来不及时自动兜底，体现大家在速度与质量之间的多层 fallback 思路（@pinku1, 0分）
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- @gvij (2): Repo with harness, raw CSVs, charts, 30 WAV samples: [https://github.com/gauravvij/kokoro-tts-vs-supertonic-3-tts](https://github.com/gauravvij/kokoro-tts-vs-supertonic-3-tts) Writeup with audio embedded and the full quality vs speed chart: [https://heyneo.com/blog/kokoro-supert…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @pinku1 (0): Solid data, matches what I run day to day. I use Kokoro on CPU as the voice of a self hosted radio DJ, and ONNX over PyTorch is the right call. Same quality, less crawl, just like your numbers. One thing RTF misses for home use: real-time often isn't the bar. My DJ writes and re…
一位准备投 WACV 会议的作者询问补充材料中的演示视频在时长和格式上有什么不成文规范，因为官方指南只给了文件大小和类型限制，对首次投稿者比较模糊。
Hello, WACV conference submission deadline is by the end of this week, good luck everyone! Does anyone know what the expected format/duration of the video for the supp. mat. is? The guidelines only m…
受众观点：① 有人分享在类似会议中的经验，认为视频时长没有硬性规定，但大多数人会控制在五分钟以内，只要文件符合大小限制即可（@Waste-General8646, 1likes） ② 也有评论强调评审更在意视频是否清晰展示方法和结果，而不是具体时长，建议保持简洁、突出核心行为并留足码率空间保证画质（@Beneficial-Panda-640, 1likes）
展开评论
- @Waste-General8646 (1): from my experience with similar conferences, there is no strict rule on duration but most people keep it under 5 minutes. just make sure the file fits inside the zip and the total stays under 200MB
- @Beneficial-Panda-640 (1): umm from what i've seen, reviewers care more that the vid clearly demonstrates the method or results than hitting a specific duration, i'd keep it consice, show the core behavior fast and make sure it stays well under the size limit..
发帖者在做扩散式语言模型时遇到生成文本语法噪声较大的问题，想找能在这种语法不稳定情况下仍然可靠判断语义蕴含关系的语义推理（NLI）相关文献和最新方法。
Hi all, I'm looking for literature on relatively specific tooling. In autoregressive LLMs, there is substantial published work that used NLI on sub-claims produced by LLMs to gauge correctness of LLM…
受众观点：① 有人指出目前很多工作是通过先对生成结果做归一化或修复来绕开语法问题，而不是直接解决语法鲁棒语义推理，说明社区普遍认为真正语法鲁棒的 NLI 在高噪声场景仍是开放难题（@pantry_path, 1likes）
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- @pantry_path (1): my impression is that most recent work sidesteps the problem rather than solving it directly by normalizing or repairing generations before NLI, because truly syntax robust semantic entailment is still a pretty open problem once the text becomes noisy enough
一位申请 MICCAI 会议资助的用户迟迟没有收到邮件通知，担心自己是否已经被拒，向社区打听今年资助结果的发放进度。
Do you guys get a miccai grants result? I do not receive any mail. Don’t I accept?
受众观点：① 有人指出 MICCAI 的资助通知时间线一向不稳定，很多人都会比预期晚很久才收到结果，说明大家对官方沟通节奏普遍不满但又习以为常（@Resident_Ebb_9415, 1likes）
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- @Resident_Ebb_9415 (1): The grant notification timeline for MICCAI is notoriously inconsistent. Plenty of people don't hear back until way later than expected, so no email yet doesn't automatically mean a rejection.
作者介绍 ReelsGraph，这是一款基于协同过滤算法和 TMDB 数据的电影与剧集追踪推荐工具，是其游戏平台 GamesGraph 的分支。
r/SideProject A tracker for movies and TV episodes that learns your tastes and reco…
受众观点：① 作者在评论中补充 ReelsGraph 的背景，说明它是 GamesGraph 的 fork，沿用同一套界面和算法，只是内容从游戏换成影视（@Whiskee, 2score） ② 评论里提到算法采用基于真实评论的协同过滤而非简单类型匹配，强调推荐质量依赖用户评分数据（@Whiskee, 2score） ③ 还说明电影侧用 MovieLens 数据做冷启动，电视剧侧因测试用户少而相对生疏，并使用 TMDB API 提供元数据（@Whiskee, 2score）
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- @Whiskee (2): Bit of context: this isn't a completely fresh project. ReelsGraph is a fork of GamesGraph, a game backlog/discovery platform I've built and run solo since early 2019. Same interface, same algorithm, basically same everything, just pointed at movies and TV instead of games. The a…
发帖人吐槽使用 Lusha 做销售线索挖掘时积分消耗过快、导出计费不透明且手机号命中率低，并对 Apollo、Seamless.AI、Prospeo 等替代方案进行对比求推荐。
My team has been using Lusha for like 8 months now and its getting ridiculous. started with thier pro plan thinking 480 credits would last but im burning through them in less than 2 weeks. feels like…
受众观点：① 楼主详细描述 Lusha 的积分消耗逻辑，尤其是导出联系人时按字段计费导致成本失控的痛点（原帖） ② 他们对邮箱命中率尚可但手机号连接率极低感到不满，担心为大量无效数据付费（原帖） ③ 还对 Apollo、Seamless.AI、Prospeo 等替代品的过滤能力、数据新鲜度和“只为验证数据付费”的模式表现出强烈兴趣（原帖）
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- _无评论_
bundle.social 团队发布面向 Claude 的 MCP 服务器和 CLI，把自家社交媒体排程与分析 API 暴露为工具，让非程序员也能用 Claude 完成账号检查、内容生成、排程和数据分析的整套工作流。
Yooo, The title is a little bit of clickbait because my actual intention was more along the lines of "vibe coders struggled, so we helped them." This is supposed to be a tutorial post. Why? Because a…
受众观点：① 有用户觉得这个 MCP 教程很有意思，说明开发者群体对用 Claude 驱动社交媒体工作流有兴趣（@HyenaCompetitive2155, 1score）
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- @HyenaCompetitive2155 (1): This is interesting
一名刚入职 Accenture 的新人被分配到 .NET 全栈开发方向，询问大家 .NET 在行业中的前景以及自己该如何规划学习路径。
So I'm a fresher who got into Accenture, and my training is going on right now. Today I got my stream training mail and I got .NET Full Stack development. Can you guys tell me what I can expect in th…
受众观点：① 有人表示虽然无法具体指导路线，但认为 .NET 在行业里的相关性不错，很多大公司都在用，生态成熟稳定（@EliSka93, 1分） ② 同一评论还提到配合 EF Core 和 Blazor 这类前端框架，开发者可以在 .NET 体系内完成从后端到前端的大部分工作，对新人来说学习路径相对连贯（@EliSka93, 1分）
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- @EliSka93 (1): I don't think I can guide you on what to do, but industry relevance for .Net is pretty good. Lots of bigger companies use it and it's pretty damn solid. Combined with EF core and a frontend framework like Blazor you can get very far in it without ever touching any other technolo…
作者运营免费 WebSocket 中继服务，被雇主用来做加密货币价格广播，担心带宽出站费用失控，考虑迁移到 Cloudflare Durable Objects 并征求实际使用经验和替代方案。
**The Dilemma:** I run a free WebSocket relay service, and my employer is using it to power live(ish) crypto price updates across the site. My service was designed primarily around making short-lived…
受众观点：① 帖主几乎没有收到技术细节回复，唯一评论在吐槽版块冷清（@kevin_whitley, 1score），说明很多人对高并发 WebSocket 成本控制缺乏实践经验。② 读者潜在关心的是如何在雇主大量使用个人免费基础设施时划清成本和责任边界，但没人明确讨论这一点。
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- @kevin_whitley (1): Dang, did I miss a mod note about only posting actual dev questions on a specific day - or does no one here touch sockets?
发帖者认为自己在一篇 ICLR 2026 官方博客文章中发现了可能的错误，已在 GitHub 仓库提 issue 并多次尝试联系作者和组织方却迟迟未获回复，希望社区帮忙确认理解是否正确。
I think I found a mistake in an ICLR 2026 blog post. I created an issue and have been trying to contact the author and organizers, but I haven't received a response after several weeks. Could anyone…
受众观点：评论区目前没有任何回复，说明即便是关于 ICLR 2026 官方内容的潜在错误，短期内也难以引发讨论或获得权威解答，反映出很多读者对这类细节问题缺乏动力参与核查。
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- _无评论_
Bluerails Discovery 是一个让商家被 AI agent 发现并直接完成支付结算的平台，核心是用交易行为数据给商家打 AI 可见度分。
Bluerails Discovery
受众观点：① 开发 AI agent 的工程师关心 agent 如何在多个商家之间做选择和路由真实支付（@Foyer） ② 做垂直服务的创业者在意 AI 可见度分会不会像 SEO 一样被刷分、形成新的流量黑箱（@Anuj） ③ 运营自家网站的中小商户想知道 AI 可见度分的计算方式和哪些信号最影响被 agent 选中（@GrowMeOrganic）
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- @Overview (0): * [Reviews](/products/bluerails-discovery/reviews) * [Alternatives](/products/bluerails-discovery/alternatives) * [Built with](/products/bluerails-discovery/built-with) * [Team](/products/bluerails-discovery/makers) * [Awards](/products/bluerails-discovery/awards) * More Free La…
- @Foyer (0): Most "get discovered by AI" pitches boil down to structured data and a sitemap. The payment layer is what makes this different, and also where I'd want to understand the mechanics better. When an agent "pays" you through Bluerails, what's actually happening: is there a wallet la…
- @Anuj (0): The 'discoverable to AI agents' half is the sleeper here, and underrated in most of the AI-visibility conversation. Everyone's still optimizing for human SEO; almost nobody's asked how an agent acting for a user actually PICKS which business to transact with. I build an agent th…
- @Anuj (0): [@ashwin\_kumar46](https://www.producthunt.com/@ashwin%5Fkumar46) That's the answer — behavioral ground truth (did it settle/fulfill, dispute record) is the only Goodhart-resistant anchor, and being the rail is what lets you actually see it. You can't fake a fulfilled transactio…
- @GrowMeOrganic (0): How the AI visibility score is calculated? What signals matter most for discoverability today? Upvote (1) Report Share 9h ago [](/@ashwin%5Fkumar46) [Ashwin Kumar](/@ashwin%5Fkumar46) [Bluerails Discovery ](/products/bluerails-discovery) Maker Hi [@iamanantgupta](https://www.pro…
Cotypist 是一款在 Mac 各类应用中运行的本地智能补全工具，把类似 Copilot 的行内补全带到邮件、Slack、笔记等场景且不走云端。
Cotypist
受众观点：① 经常写邮件、Slack 和文档的知识工作者希望在所有输入框里享受统一的智能补全体验（@Productivity） ② 已经习惯在 VS Code 里用 Copilot 的开发者，对把这种补全能力扩展到全系统的想法很感兴趣（@Cotypist） ③ 注重隐私或对云端 API 成本敏感的用户，会被“完全本地运行、不依赖云端调用”的卖点吸引（@Cotypist）
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- @Productivity (0): • [Note and writing apps](/categories/notes-documents) • [Writing assistants](/categories/writing-assistants) Cotypist is smart autocomplete for the Mac apps you already write in: Mail, Slack, Notes, docs, even AI prompts. Press Tab when a suggestion fits, or keep typing and wat…
- @LLMs (0): [View more ](/products/cotypist/alternatives)
- @Cotypist (0): Maker 📌 Hey everyone, I'm Daniel, the developer behind Cotypist. First, a quick thank-you to the Product Hunt team. After Cotypist launched back in May, they reached out and invited me back for a featured relaunch. I'm honestly a little stunned by that, and very grateful to be h…
- @Cotypist (0): Maker
- @Cotypist (0): Maker
Latitude 是一个开源的 AI agent 监控与分析平台，帮助团队在生产环境中发现代理失败模式并给编码 agent 提供修复线索。
Latitude
受众观点：① 在生产环境跑多代理系统的团队需要可视化每个工具调用、子代理成本和错误率（@Latitude） ② 有严格合规要求的企业用户关心自托管是否能让所有会话数据完全留在本地（@Latitude） ③ 做 AI 基础设施或评估工具的开发者会关注与 Langfuse 等现有 LLM 工程平台的差异和集成方式（@Analytics）
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- @Overview (0): * [Launches8](/products/latitude-4/launches) * [Reviews5](/products/latitude-4/reviews) * [Alternatives](/products/latitude-4/alternatives) * [Built with](/products/latitude-4/built-with) * [Team](/products/latitude-4/makers) * [Awards](/products/latitude-4/awards) * More This i…
- @Analytics (0): [Langfuse](/products/langfuse?ref=product%5Fsidebar) Open Source LLM Engineering Platform [5.0(46 reviews)](/products/langfuse/reviews) [AI Infrastructure Tools](/categories/ai-infrastructure)[AI Metrics and Evaluation](/categories/ai-metrics-and-evaluation)
- @Latitude (0): Maker 📌 Hey there, it's Cesar, founder of Latitude. Until now, companies have focused on collecting quantitative data about their products: user counts, churn rates, conversion. Qualitative insight was reserved for corporates who could afford to hire an agency. But agents change…
- @Latitude (0): Maker [@boyuan\_deng1](https://www.producthunt.com/@boyuan%5Fdeng1) you can see specific costs per tool calls and subagents, and we also have a dedicated dashboard for tool calls, where you can see duration, error rate, number of times called... Upvote Report Share 11h ago [](/@…
- @Latitude (0): Maker
OpenArt Director 是 OpenArt 推出的聊天式导演工具，用户通过对话即可生成最长约 5 分钟、角色和风格一致的电影感 AI 视频。
OpenArt AI
受众观点：① 做短视频或广告的创作者希望用 AI 快速生成有镜头语言和统一风格的成片，而不是零散片段（@Overview） ② 关心“通过聊天来导演”的人想知道系统如何处理镜头衔接、角色外观和光线连贯性等难点（@Foyer） ③ 对多模态模型底层能力感兴趣的技术用户会关注分辨率、帧率、景深等“cinematic”参数是否可控（@Foyer）
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- @Overview (0): * [Launches6](/products/openart/launches) * [Reviews19](/products/openart/reviews) * [Alternatives](/products/openart/alternatives) * [Customers](/products/openart/customers) * [Built with](/products/openart/built-with) * [Forum](/p/openart) * More This is the 6th launch from Op…
- @Foyer (0): The "direct through chat" framing is interesting because the hard part of cinematic video isn't describing what you want, it's maintaining consistency across cuts. Shot matching, lighting continuity, subject appearance staying stable from scene to scene. Curious whether OpenArt…
Thumbmagic 是一款用 AI 分析 200 多个高表现案例后自动生成高点击率视频缩略图的工具，支持直接用 YouTube、TikTok 链接一键出图。
Thumbmagic
受众观点：① 视频创作者希望省掉和设计师来回沟通的时间，直接从视频内容自动生成高点击缩略图（@Submagic） ② 运营短视频账号的个人或小团队在意缩略图对点击率的影响，想要更系统的数据支持而不是凭感觉选图（@Overview） ③ 关注创作者增长的从业者会对“常见缩略图错误”和如何用工具避免这些坑感兴趣（@Thumbmagic）
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- @Overview (0): * [Launches2](/products/thumbmagic-3#launches) * [Reviews](/products/thumbmagic-3/reviews) * [Alternatives](/products/thumbmagic-3/alternatives) * [Built with](/products/thumbmagic-3/built-with) * [Forum](/p/thumbmagic-3) * [Team](/products/thumbmagic-3/makers) * More This is th…
- @Submagic (0): Maker 📌 Hey Product Hunters! 👋 I'm Tsifei, co-founder & CTO of Thumbmagic. We launched here before, but this version is a different beast entirely. So we're back. The problem hasn't changed: Your video quality doesn't matter if nobody clicks. And great thumbnails are slow, expen…
- @Thumbmagic (0): Maker
- @Thumbmagic (0): Maker
- @Thumbmagic (0): Maker [@harini\_mukesh](https://www.producthunt.com/@harini%5Fmukesh) Thank you for your support, Harini! Biggest mistake? Designing for themselves instead of the viewers. Most creators pick the frame they look best in, not the one that triggers curiosity. Overcrowded text is se…