Karpathy 用《指环王》开头一段作为提示词，给 Opus 5 一个约 100 万 token 的预算，探索从简单"画鹈鹕骑车"到长篇生成的新型 LLM 测试方式。
We're starting to leave the territory where you'd test an LLM by e.g. "create an svg of pelican on a bicycle". As one idea to generalize it, I was interested what Opus 5 would do if I gave it the fir… ① 关注 Elon Musk 简短回应，觉得这类长篇生成实验代表下一阶段 AI 创作形态（@elonmusk, 2031likes） ② 讨论《指环王》细节和彩蛋，比如是否会写出 Tom Bombadil 等角色，体现原作粉丝的好奇（@AdamTzag, 235likes） ③ 对"鹈鹕骑自行车"这类经典测试梗延伸，分享更多可复现的实验链接和玩法（@karpathy, 211likes）
Karpathy 用《指环王》开头一段作为提示词，给 Opus 5 一个约 100 万 token 的预算，探索从简单"画鹈鹕骑车"到长篇生成的新型 LLM 测试方式。
① 关注 Elon Musk 简短回应，觉得这类长篇生成实验代表下一阶段 AI 创作形态（@elonmusk, 2031likes） ② 讨论《指环王》细节和彩蛋，比如是否会写出 Tom Bombadil 等角色，体现原作粉丝的好奇（@AdamTzag, 235likes） ③ 对"鹈鹕骑自行车"这类经典测试梗延伸，分享更多可复现的实验链接和玩法（@karpathy, 211likes）
Hacker News 讨论 Andrej Karpathy 分享的 Anthropic 多模型基准对比链接，引发大家对跑基准烧 token、AI 娱乐内容指数级发展以及大厂营销话术的质疑。
① 认为这类基准只是方便大厂多烧 token、对真实应用帮助有限的开发者（@c0rruptbytes） ② 更关心 AI 如何改变内容和娱乐形态、意识到个性化媒体只差几个数量级算力的技术乐观派（@matchagaucho） ③ 对 Karpathy 从相对冷静的技术声音转向为 Anthropic 站台、质疑其立场变化的 AI 观察者（@quantumleaper）
这条 HN 讨论的是 Go 1.27 中更强大的泛型特性和相关改动，社区围绕新语法可读性、语言团队态度转变以及在实际项目中的应用前景展开争论。
① 有人贴出 Go 1.27 官方文档链接，方便大家快速了解新特性细节（@Hixon10） ② 开发者关注到此次发布修复了与 Android MTE 兼容的问题，对 gomobile 等场景的安全性提升表示期待（@chenxiaolong） ③ 多条评论围绕"Go 终于真正拥抱泛型"展开，有人惊讶语言路线的转变，也有人认为新语法难读但功能强大，体现出社区对泛型设计取舍的分歧（@stingraycharles, @lilbigdoot, @nu2ycombinator）
独立开发者 Rob 用 5 小时搭建的站点 canivibecodeit 在短时间内拿下多位高价赞助商，月经常性收入迅速涨到约 6–7.5k 美元并带来数万访问量，已经超过他过去全职工作的收入
独立开发者 Rob 用 5 小时搭建的站点 canivibecodeit 在短时间内拿下多位高价赞助商，月经常性收入迅速涨到约 6–7.5k 美元并带来数万访问量，已经超过他过去全职工作的收入。
受众观点：评论区最关注的有三点：一是「时间投入 vs 收益」的巨大反差，很多人被 5 小时构建、几天内接近 5–7.5k MRR 的结果震撼，例如 @emanueledpt（14 赞，X）说“im here wrapping my head around what to build next and you just built an almost-5k MRR project in 5 hours teach me the ways”，@JeremieWorks（3 赞，X）感叹“Effort to reward ratio is mindblowing”。二是对流量与赞助 ROI 的好奇，Rob 自己在多条评论中补充“7k+ views in last 12 hours on @canivibecodeit”（@robj3d3，8 赞，X）以及“60k views from 15k visitors in 72 hours”（@robj3d3，4 赞，X），并强调赞助商已经在几小时内看到回报。三是对增长路径和营销策略的追问，比如 @roeytechai（1 赞，X）直接问“What is your marketing strategy?”，@ibocodes（3 赞，X）则从收益结构角度对比他在 SuperX 的分成，试图理解这个新项目在其整体收入中的权重，整体讨论集中在如何复制这种爆红和赞助变现模式，而不是产品本身的技术实现。
Karpathy 用“pelican on a bicycle”测试和《指环王》长文本为素材，驱动 Opus 5 在百万 token 预算下自动生成可在浏览器中游玩的霍比屯游戏世界，并开源源码作为新一代 LLM 世界构建与评测基准
Karpathy 用“pelican on a bicycle”测试和《指环王》长文本为素材，驱动 Opus 5 在百万 token 预算下自动生成可在浏览器中游玩的霍比屯游戏世界，并开源源码作为新一代 LLM 世界构建与评测基准。
受众观点：评论区一大焦点是对这种世界构建式评测的兴奋与玩笑式期待，例如 Twitter 上 @isweepyou（2 赞）提到“pelican test 就是看模型在没有 Reddit 线程可抄时还能不能工作，并调侃 GTA Hobbiton 打败 GTA VI 会是最搞笑的 benchmark 结果”，而 @Telestijl（1 赞）则从评测角度指出，开源可玩的版本让每个发现穿墙或菜单 bug 的玩家都在“捐赠免费 eval 数据”，基准会随 fork 探索新边界而自动变难。另一类讨论集中在技术与版权现实问题上，如 @Zen_with_AI（0 赞）担心托尔金基金会是否会追究版权，@cunkpyber（44 赞）则直接问“音频是怎么做的，Opus 是否也生成了音频”，显示开发者既关心玩法和评测价值，也在意实现细节与法律边界。
Karpathy 用《指环王》开头一段作为提示词，给 Opus 5 一个约 100 万 token 的预算，探索从简单"画鹈鹕骑车"到长篇生成的新型 LLM 测试方式。
We're starting to leave the territory where you'd test an LLM by e.g. "create an svg of pelican on a bicycle". As one idea to generalize it, I was interested what Opus 5 would do if I gave it the fir…
受众观点：① 关注 Elon Musk 简短回应，觉得这类长篇生成实验代表下一阶段 AI 创作形态（@elonmusk, 2031likes） ② 讨论《指环王》细节和彩蛋，比如是否会写出 Tom Bombadil 等角色，体现原作粉丝的好奇（@AdamTzag, 235likes） ③ 对"鹈鹕骑自行车"这类经典测试梗延伸，分享更多可复现的实验链接和玩法（@karpathy, 211likes）
展开评论
- @elonmusk (2031): @karpathy Yah
- @AdamTzag (235): @karpathy Bombadil fan or a hater? https://t.co/MDPy8BLwhY
- @karpathy (211): More on the pelican on the bicycle test from @simonw: https://t.co/OXmtODyTKj I uploaded the source here so it's playable in the browser, forkable etc. https://t.co/w3Nctc888d Look out for GTA Hobbiton dropping before GTA VI :)
- @This_Liss (157): @karpathy "Add white linen blazers and horse theft. Make no mistakes" https://t.co/hpey2kqYFH
- @Teknium (127): @karpathy @lu_sichu I doubt opus would let a regular user generate anything lord of the rings..
Ryan Lowe 提到一篇数学家写的关于 AI 冲击数学研究的心碎长文，并在最新 AI 进展消息后再次引用引发讨论。
thinking of this heartbreaking essay written by a mathematician last week, before this most recent news dropped https://t.co/BjmpNOYHx3
受众观点：① 有人分享自己第一次对 AI 产生近未来恐惧的具体场景，担心 AI 在专业领域的替代性（@imjmcinnis, 2189likes） ② 也有人认为用 AI 辅助阅读和验证证明是非常正向的用例，强调不会直接下岗而是扩展数学边界（@confusionm8trix, 265likes） ③ 部分评论关注原文作者的精神状态，担心其对 AI 的悲观情绪已经影响身心健康（@goodhorsemen, 193likes）
展开评论
- @imjmcinnis (2189): @ryan_t_lowe This vision here was my first visceral near-term AI fear https://t.co/O5RXwIOVCj
- @hunecart56068 (1676): @ryan_t_lowe interesting https://t.co/HWHyKZayPQ
- @confusionm8trix (265): @ryan_t_lowe can't agree, this is like one of the most straightforwardly good use cases for AI. you still need training to read + verify proofs so no downskilling/replacement, and most mathematicians don't know most of math anyway. the horizons just expand for everyone
- @ryan_t_lowe (209): https://t.co/AC0FoDnTub
- @goodhorsemen (193): @ryan_t_lowe this person is unwell and someone should check on them
Sebastien Bubeck 宣布新模型 Astra 证明了非索菲克群存在等多个重要数学结果，并将公开十个带 Lean 证明和推理过程的示例。
yes, nonsofic groups exist: this statement is one of many new beautiful results proved by Astra, our next major model. We're releasing 10 such Astra proofs, complete with lean certificates and CoT wa…
受众观点：① 大量转发和二创内容，围绕 Astra 数学证明能力的震撼和演示视频展开（@Darpinian, 1802likes） ② 有人联想到此前网友在世界杯期间"折磨 Claude"引发的 AI 数学推理热潮，感叹发展之快（@AnanjanN, 207likes） ③ 还有人整理 Gemini、ChatGPT、Claude 等模型对相关问题的反应，对比不同模型在数学任务上的表现（@WillyNilssonPod, 148likes）
展开评论
- @Darpinian (1802): @SebastienBubeck https://t.co/NeCU9pPzBO
- @Dr_Singularity (262): @SebastienBubeck https://t.co/Eo9gUwgAYb
- @AnanjanN (207): @SebastienBubeck Crazy how all of this was started by one guy bullying his Claude during the World Cup final. https://t.co/THCiql9ZZq
- @WillyNilssonPod (148): @SebastienBubeck Gemini's, ChatGPT's and Claude's reactions😱 https://t.co/NEzfbDXgx2
- @TheGoldenAnvil (119): @SebastienBubeck https://t.co/6IPfie7OL7
scaling01 提醒大家当前不到十万亿参数的模型已经在解数学，并预测到 2030 年会出现百万亿参数级模型和千倍算力投入。
short reminder that we are solving mathematics with cute sub 10T models I hope you are prepared for 100T models and 1000x more compute spent training these models by 2030
受众观点：① 有人用梗图调侃人类一边被 AI 解数学，一边刷梗图的"人性二元性"（@tomcohen, 156likes） ② 评论里有人感叹自己做"记忆上下文"类工作反而比数学家更安全，反映对不同岗位被替代风险的直觉（@aespa__init, 113likes） ③ 也有人追问数据和参数规模的上限，担心在数据耗尽后继续堆参数是否还有收益（@PhilaSzn, 39likes）
展开评论
- @tomcohen (156): @scaling01 The duality of man https://t.co/8g6cfmvKgY
- @aespa__init (113): @scaling01 can't believe my context carrying job is safer than 200iq math gods in the year of our lord 2026
- @AivokeArt (44): @scaling01 I can still feel the flesh on my face bones, we're clearly not going fast enough
- @PhilaSzn (39): excuse my ignorance but is there an upper limit on how smart a model would be based on limited data? logically if I trained a 10 quintillion param model on just the bible I wouldn't get emergent capabilities how many params would we hit a point where model size going up is no lo…
- @luckeyfaraday (39): @scaling01 It's only going to continue to accelerate. Remember, today's AI is the worst AI you'll ever use.
Guillermo Rauch 强调单靠 AI 远远不够，真正打动人的作品来自"掌握一门技艺加上创造力再叠加 AI"，鼓励持续精进个人专业。
AI alone is cool. But mastery + creativity + AI hits on a whole different level. Don't let anyone discourage you from pursuing excellence and craft. Keep studying the blade.
受众观点：① 好奇哪些 AI 生成内容形式真正能让人有情绪共鸣，尤其是音乐等创作领域的应用（@louisjoejordan, 3likes） ② 有人因为 AI 更愿意啃复杂主题、挑战更难问题，觉得世界变成了可以随手实验的"游乐场"（@CyprianAarons, 2likes） ③ 游戏开发者分享用 AI 生成整款 RPG 的实践，指出光靠 AI 也要写成千上万条提示才能完成作品（@kevin_t_ngo, 2likes）
展开评论
- @louisjoejordan (3): @rauchg What are ai-produced mediums that make ppl feel something? Music is the only for me
- @blackhawkbuilt (2): @rauchg https://t.co/ezp3KRV2Vg
- @CyprianAarons (2): @rauchg TLDR: I fkn AGREE! I find myself learning more and more complex topics and thinking of harder problems to solve.The world is certainly becoming my oyster now.
- @kevin_t_ngo (2): @rauchg Using AI alone in games makes for nice one-shot demos, but it takes thousands of prompts to make a full game. Check out my RPG - everything is AI generated. There's no pre-made assets (all three.js code and generated audio) https://t.co/xi13wySHkE
- @jehangeer_hasan (2): @rauchg Mastery is the real force multiplier. AI just turns the volume up. Keep studying the blade
Matt Pocock 再次强调，要想真正用好 AI，前提是先在你要用 AI 辅助的领域本身变强，这条配图说明缺乏领域知识的人很难判断 AI 输出好坏。
I know I've reposted this before, but it's worth re-emphasizing. If you want to get good at using AI, GET GOOD AT THE THING YOU'RE USING IT FOR This is a great illustration of why:
受众观点：① 有人自嘲自己在很多领域都只是中等水平，不确定这种"多面手但不精"如何和 AI 结合（@ramonpiano_, 11likes） ② 从业务分析和视频剪辑等具体工作出发，分享一边学专业术语一边用聊天式 AI 辅助上手新工具的经验（@ _andypeacock, 3likes） ③ 许多人吐槽大家迷信"魔法提示词"，结果连 AI 的错误都看不出来、不会调试（@kai_benetti, 3likes）
展开评论
- @ramonpiano_ (11): @mattpocockuk what if I'm mediocre at 50 different things
- @_andypeacock (3): @mattpocockuk I'm a contract BA in my day job. First thing I do is start a glossary to learn the terms. Also started using DaVinci Resolve recently. Had a chat session open to guide me through the tool, and a long-running one to learn the language.
- @kai_benetti (3): @mattpocockuk People expect magic prompts and end up accepting garbage they cannot debug
- @nlvogel (2): @mattpocockuk Sometimes I feel like I should dumb down my input to something someone who has no experience would be able to figure out. Maybe that's been to my detriment.
- @thevedlabs (2): @mattpocockuk Yes, I concur. Having the right vocabulary is a huge unlock.
Nous Research 宣布与 novita_labs 合作，在 Nous Portal 上将 DeepSeek V4 Flash 0731 七天限时打九折，号称在可比任务上比 Fable 5 便宜一千倍且性能更好。
DeepSeek V4 Flash 0731 is now 90% off on Nous Portal for the next 7 days, in partnership with @novita_labs. At this discounted price, it is over 1000x cheaper than Fable 5 on comparable tasks while s…
受众观点：① 合作方强调这次合作能让更多开发者以极低成本使用 DeepSeek V4 Flash（@novita_labs, 51likes） ② Nous 补充说明 Portal 上其他模型也在打折，尤其 GPT-5.6 Terra 和 Luna 半价，引发对整体价格战的关注（@NousResearch, 39likes） ③ 开发者们对"几乎免费的下一代算力"感到兴奋，认为这是构建新产品的好时机（@HermesWatcher, 8likes）
展开评论
- @novita_labs (51): @NousResearch Proud to partner with Nous Research to bring DeepSeek V4 Flash to more builders!
- @NousResearch (39): All other models on the Portal remain 20% discounted, aside from GPT-5.6 Terra and Luna which are 50% off. https://t.co/egHA7OzkLg
- @1kartikkabadi1 (12): @NousResearch @novita_labs WHAT THE HELL YOU GUYS ARE INSANEEE https://t.co/3kkh0Mm7hS
- @HermesWatcher (8): @NousResearch @novita_labs Next level compute at nearly free is Bonkers. LFG 🔥🔥🔥 https://t.co/BMNKkPqQT4
- @Teknium (7): @NousResearch @novita_labs Build your empire https://t.co/aqBGpOHP6V
Guillermo Rauch 分享三岁儿子在学校被问爸爸做什么工作时回答"他在锻炼"，借此提醒日常习惯会深刻影响孩子对你的认知和未来代际。
They recently asked my 3-year-old at school: "what does your daddy do for work?" He answered: he exercises. That's what he sees. It's not just you who's a byproduct of your habits, it's your children…
受众观点：① 很多父母分享自己孩子也会用"玩电脑""看电脑"来概括他们的工作，觉得既好笑又有点心虚（@roy_fentime, 15likes） ② 有人晒出类似的学校问答截图，孩子给出的答案同样偏日常而非职业头衔（@jamonholmgren, 22likes） ③ 也有人脑补如果孩子说"他在给 AI agent 搭基础设施"会多酷，反映出技术圈对下一代如何理解自己工作的想象（@iamsahaj_xyz, 135likes）
展开评论
- @iamsahaj_xyz (135): @rauchg but imagine if he'd said 'he builds the infrastructure layer for AI agents'
- @ctatedev (23): @rauchg Damn ours said "native" lmaooo
- @jamonholmgren (22): @rauchg My daughter did the same thing lol https://t.co/f3748vkeAP
- @roy_fentime (15): @rauchg My daughter has told her teacher daddy play computer at home all day
- @literallyhimmmm (9): @rauchg My son said "looking at computer" https://t.co/QW3k6xyplS
Greg Isenberg 建议每个创业团队维护一份每日更新的"what_the_market_is_telling_us.md"，从 Stripe 和 PostHog 等数据源汇总真实用户行为信号。
Every startup should have a daily markdown file called "what_the_market_is_telling_us.md" It updates every morning from the places where customer truth already lives: 1. Stripe for who pays, upgrades…
受众观点：① 有人认同这是处理内部数据的好办法，并进一步建议接入 ideabrowser 等外部数据源，让 agent 也能看到趋势和战术案例（@ideabrowser, 8likes） ② 评论者提出给每条改动加置信度和反证测试，如果上线后行为没变化就要在文件里标记假设失败（@Arxonic, 6likes） ③ 其他创作者称赞这是非常聪明的产品管理思路，强调真实行为数据比主观意见更可靠（@details_with_ai, 1likes）
展开评论
- @ideabrowser (8): @gregisenberg This is the move for internal data. Level it up by pairing the ideabrowser connector to give your agent for external data, trends, tactics working right now, ideas and patterns you wouldn't see. https://t.co/VEyaSneQsf
- @Arxonic (6): @gregisenberg I'd add a confidence score and falsification test to every recommendation. If the fix ships and behavior doesn't move, the file should say the hypothesis was wrong.
- @robj3d3 (5): @gregisenberg This is so gold man.
- @CyprianAarons (1): @gregisenberg Love what you did with the ideabrowser onboarding experience!! https://t.co/ghjNX77a2t
- @details_with_ai (1): @gregisenberg This is one of the smartest product management ideas I've seen. Customer behavior > opinions.
levelsio 表示自己已经一年多没看过亲手写的代码，不清楚产品底层是怎么实现的，暗示大量依赖 AI 或外包完成开发。
I have no idea how it's built, I haven't read code of what I build for over a year I think!
受众观点：① 有人觉得既然不手写代码，就应该让 AI 选最优语言和技术栈，认为传统 PHP/Python 可能不再是首选（@fkafkacam, 5likes） ② 也有用户指出这种做法虽然能快速起盘很多项目，但产品打磨度明显不够，比如 hotelist 信息好但体验很差（@mrbilliam, 10likes） ③ 还有人调侃完全不了解代码实现可能带来数据隐私和安全风险，甚至不知道数据被发到哪里去了（@matviy_ch, 5likes）
展开评论
- @anthonyriera (24): @levelsio fair enough, I still try to guide the tech I want to AI to use, but at some point all this will get irrelevant for sure. We're not building rockets anyway.
- @mrbilliam (10): @levelsio unfortunately it shows. this way is great for getting higher numbers of valuable things off the ground, but not great for polishing. for example i love the info on hotelist but its so difficult to use
- @fkafkacam (5): @levelsio Quick tip: bc u don't manually code anyway, the first step is to ask it what the most performant possible language would be, then have it code in that. No need for PHP or Python anymore.
- @matviy_ch (5): @levelsio Bro is selling 20 apps and has no idea that all of them send the customers' data to China 😂
- @flaviocopes (4): @levelsio Same. I only tell AI the tech stack to use which is the always the same (AHA + Cloudflare on Web / SwiftUI on macOS) as I know it's always going to be a great choice but otherwise, who knows and tbh who cares
作者讨论如果现在重新读博，会优先选择带物理世界实验环节的学科，而不是纯数学或计算机等符号领域，因为这些工作正快速被大模型吞噬。
If I were to start a PhD now I'd probably look for something with a large physical world component, wet lab, physics experimental lab, IT hardware, or robotics, rather than something purely symbolic…
受众观点：① 有人认为未来真正赚钱的方向可能是心理分析等帮助人类消化技术冲击的职业，而不是传统技术 PhD（@realpaulmahler, 11likes） ② 评论指出湿实验室等现实世界岗位也在被强化学习和自动化渗透，担心这些方向同样会被"卷烂"（@flowersslop, 10likes） ③ 也有人分享 NSF 支持 AI 赋能实验室的新闻，认为 AI 会加速而不是取代实验研究本身（@andrewreed_io, 9likes）
展开评论
- @realpaulmahler (11): @JFPuget For pure money, I'd tell someone to pivot to a PhD in psychoanalysis, as I expect a boom in being unable to integrate the progress that is coming in any of the fields you list.
- @flowersslop (10): @JFPuget there are already companies focusing on RL on wetlabs so even these real world jobs are kinda cooked yeah it doesnt scale as well as symbolic stuff but it still works
- @andrewreed_io (9): @JFPuget Interesting news from UNC this past week re: using AI to *enable* labs. "National Science Foundation to help build AI-enabled labs Carolina is part of a program that will use [AI] to speed the testing of research ideas across the country." https://t.co/WiIVz6Vc5y
- @2021Ufo (4): @JFPuget You should NOT do a phd. Do something w regulatory moat (MD/JD)
- @nicbstme (4): @JFPuget Excellent advice. Same for starting a startup.
levelsio 转发一张截图吐槽 Google 把两家公司搞混，调侃"Google 知道我们不知道的什么"，引发大家对 Google 数据错误和信息垄断的玩笑。
What does Google know we don't https://t.co/TCFur9ZaTI
受众观点：① 有人指出这是 Google Finance 把公司信息混在一起的老 bug，已经困扰用户一段时间（@david_bodiu, 22likes） ② 也有人半开玩笑说全球真正掌控一切的是少数几家公司，只是没公开说破（@SSShken, 11likes） ③ 还有人吐槽 Google 掌握了从邮件到云服务的大量数据，暗示它"什么都知道"但依然会犯低级错误（@RutkowskiHQ, 3likes）
展开评论
- @david_bodiu (22): @levelsio They're mixed up on Google finance https://t.co/SBoMmN0Itu
- @SSShken (11): @levelsio I guess there are, all told, 10 companies in the world that own all the other companies, but they just don't make a big deal out of it
- @ByJavidShaikh (7): @levelsio Everything https://t.co/nJu7yAnAcr
- @ashray_malhotra (4): @levelsio This has been an irritating bug for weeks now!
- @RutkowskiHQ (3): @levelsio Probably everything? From emails, communications, running our businesses on GCP? 😉
作者配图称赞某个机器人相关团队是"梦之队"，评论区围绕下单体验和机器人形象开玩笑互动。
dream team https://t.co/F0Mgsq7mlN
受众观点：① 有用户反馈下单流程非常高效，几分钟内就完成了购买，说明产品转化路径做得不错（@baouws, 6likes） ② 有人调侃可爱机器人已经过时，现在流行"死亡机器人"风格，反映出大众对机器人形象的复杂情绪（@KenWattana, 4likes） ③ 也有评论希望增加悬浮小无人机等"讲冷笑话"的搭档，说明用户对人机互动的娱乐性有期待（@DJLougen, 3likes）
展开评论
- @baouws (6): @willccbb so efficient. got my order in under 15 minutes. https://t.co/voX4kygxGM
- @KenWattana (4): @willccbb Kawaii robots are out, death robots are in
- @luke_drago_ (4): @willccbb will stop making AI memes of my living room
- @DJLougen (3): @willccbb Needs a little hovering drone buddy that is fast jokes
- @sevimmertefe (1): @willccbb https://t.co/cqrWMAqU7P
steipete 吐槽自己多年被 Gmail 亮瞎眼，直到最近才让 AI agent 自动为他安装 Dark Reader 扩展，展示实际使用 agent 改善日常体验的例子。
After accepting for years that GMail is blinding me I finally asked my agent and it installed https://t.co/H432dtknkf for me.
受众观点：① 很多人提醒 Gmail 本身就有暗色主题，只是入口隐藏得比较深（@mrza_ch, 62likes） ② 有人吐槽这么基础的设置居然没自己找到，也质疑 agent 直接装扩展而不是先用内置主题的决策（@Im_BluePhantom, 18likes） ③ 还有人指出 Gmail 现在已经提供主题功能，如果能找到就不必依赖 Dark Reader 之类的扩展（@raphh, 7likes）
展开评论
- @mrza_ch (62): @steipete gmail actually lets you pick a dark theme though. https://t.co/2HhYwj67up
- @Im_BluePhantom (18): @steipete I have been using builtin themes for years now. It's crazy that u couldn't find that yourself. And it's crazy that ur agent just went for the extension.
- @raphh (7): @steipete They have theme now in gmail so if you manage to find them you don't need darkreader (I would just ask Codex)
- @thekitze (7): @steipete https://t.co/Cun4MxSewi
- @rodrimora (6): @steipete is this ragebait? gmail has darkmode/theme
simonw 分享自己在 ChatGPT Work 中发现的新功能，包括内置浏览器截图和一键把网页应用部署到 Cloudflare Workers 的 ChatGPT Sites。
I keep finding new features of the ChatGPT Work (the feature in the mobile and web app, not the confusing same-name-but-different mode in the desktop app) - it has a browser and can take screenshots…
受众观点：① 作者本人补充抱怨这些强大功能几乎没有可发现性，像语音助手或命令行一样对新手非常不友好（@simonw, 73likes） ② 有 OpenAI 员工回应这是有效反馈，会改进产品的可发现性和引导（@reach_vb, 7likes） ③ 其他人也表示感谢反馈，并承诺会把这些意见带回团队，说明内部也意识到产品结构和命名存在问题（@siegerts, 5likes）
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- @simonw (73): There's just one huge problem: discovering these features is WAY too hard - it's the same problem as voice assistants like Siri, or even CLI environments like the Linux terminal, there's no discoverability to these things at all
- @reach_vb (7): @simonw valid feedback - will fix!
- @siegerts (5): @simonw Thanks for sharing this, it's great feedback. I'll make sure that it gets shared internally with the team. Keep it coming! :)
- @ModelDrift (4): Frustrated rant in 3, 2, 1... Whatever ChatGPT is becoming, it's turning into this gray, amorphous blob with no toeholds-no clear nouns or verbs that tell you where you are or what you're supposed to do. Now we've got ChatGPT Chat. ChatGPT Work. They're incredibly abstract label…
- @happyChirperX (3): @simonw I mean if you use codex, work is basically a lot of that but in the cloud.
John Schulman 表示自己支持开放权重并会继续发布开源模型和微调工具，但同时强调滥用风险真实存在，介绍他们对安全路径和相关研究的思考并招募合作者。
We love open weights and plan to keep releasing open-weight models and fine-tuning tools. But we're not absolutists; misuse risks are real. Here's how we're thinking about a safe path forward, and th…
受众观点：① 有人讽刺性地提到 OpenAI 代理攻击了多少公司，质疑安全叙事与实际行为之间的落差（@ZackKorman, 14likes） ② 研究者分享关于看似无害的微调数据削弱安全性、以及少量投毒轨迹就能植入后门的论文，强调训练流水线本身的安全同样关键（@AbhayPuri98, 2likes） ③ 也有评论认为闭源权重并不是解决方案，举操作系统历史类比，主张"权重给人民"才能真正增强防御能力（@ljupc0, 1likes）
展开评论
- @ZackKorman (14): @johnschulman2 I can't find the part about how many companies your agents hacked… very confusing.
- @xeophon (2): @johnschulman2 Great post
- @AbhayPuri98 (2): Really enjoyed reading this!! We've been thinking about a similar problem in our recent work. 1) NOICE (ICLR 2026): even harmless-looking fine-tuning data can weaken a model's safety and bypass refusal behavior. Paper - https://t.co/BpUj3bwJm2 2) Malice in Agentland (CAIS 2026):…
- @ljupc0 (1): Ofc misuse risks are real. From that does not follow 'solution is OOS weights restrictions gates '. That's a big jump. Historically - closed s/w Windows was the problem once put on the Internet, and Linux turned out to be the solution. When one wanted to connect their PC to the…
- @Joseph__Diener (1): @johnschulman2 congrats on the progress!
一位自称"创作者"的电商公司高级工程师用 AI 生成邮件来推销自己的 Substack，结果被 Gergely 看文章后吐槽全是 ChatGPT 味的 AI 廉价内容，并公开分享了自己的回信态度。
A senior software engineer identifying as a "creator" working at an e-commerce company sent an AI-written email, asking to recommend their Substack. I checked out a few articles. All are… slop. Stuff…
受众观点：① 读者关注 Substack 自带的 AI 写作检测工具，以及这位作者连最基本的自查和润色都没做，暴露出对读者的不尊重（@GergelyOrosz, 40likes） ② 有人强调人类已经练出分辨 AI 文本的"第六感"，真正让人反感的是创作者把写作完全外包给 AI 的动机（@KamrajShahapure, 4likes） ③ 也有人好奇这封推荐邮件本身是不是 AI 发的代理行为，以及智能体在被拒绝后会如何在"思维轨迹"里更新（@samarmstrongx, 2likes）
展开评论
- @GergelyOrosz (40): Substack has this AI writing detection tool (that of course cannot be fully accurate) available to both readers and writers. This writer did not even bother running this check and making the smallest of changes to remove obvious AI writing mannerisms from these AI articles…
- @DeniCodes (13): @GergelyOrosz Dont apologise send this https://t.co/pg13So00g8
- @KamrajShahapure (4): I think as humans, we have developed an ick and a skill to notice AI written text (not 100% accurate all the time). This creates an obvious aversion to AI generated slop and it has more to do with the intent more than the article itself. If you are so serious about writing, why…
- @petergyang (3): @GergelyOrosz lol let me know who it is
- @samarmstrongx (2): @GergelyOrosz But was their email AI? Depending how out of the loop they are, the agent might be going around executing the full loop, both content and outreach. I do wonder how agents 'react' to responses like yours though in their thinking traces / update back for the user.
Tibo 晒出自己在法国阿尔卑斯山亲手打造的 S 级办公室进度，目前屋顶和地板已完工，墙体和窗户还在施工中，预计至少还有半年完工。
building my own S-tier office in the French Alps 🇫🇷🏔️ ✅ we have a roof ✅ we have a floor ⚙️ walls coming soon ⚙️ windows about to be ordered still at least 6 months of work https://t.co/e7VVmDMimh
受众观点：① 有人好奇他为什么选法国一侧而不是瑞士，尤其在很多富人都想离开法国的大背景下，对税收和生活成本差异很感兴趣（@JohnStrongHodl, 1likes） ② 不少人感叹这是"世界上视野最好的办公室"，对风景和生活方式羡慕不已（@stan_duel_duck, 1likes） ③ 也有简单的情绪化支持和膜拜，大量"so nice""goat"式短评为氛围助推（@ZypherHQ, 1likes）
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- @JohnStrongHodl (1): @tibo_maker genuine question: why did you choose French Alps instead of Swiss side? I mean you are basically on the border and french govt has quite a tax Wondering since many wealthy people are trying to get out of France
- @stan_duel_duck (1): @tibo_maker i think this might end up being the office with the best view in the world
- @ZypherHQ (1): @tibo_maker goat
- @marclou (1): @tibo_maker So niceee
- @robj3d3 (1): @tibo_maker so cooooool!!!
Karpathy 转发并托管了 simonw 提出的"骑自行车的鹈鹕"测试游戏源码，让大家在浏览器中试玩和 fork，用来评估模型能否在没有现成 Reddit 答案时完成复杂任务，并顺带玩笑提到 GTA Hobbiton。
More on the pelican on the bicycle test from @simonw: https://t.co/OXmtODyTKj I uploaded the source here so it's playable in the browser, forkable etc. https://t.co/w3Nctc888d Look out for GTA Hobbit…
受众观点：① 有人调侃鹈鹕测试本质是检验模型在没有 Reddit 答案可抄时是否还能工作，并觉得如果 GTA Hobbiton 在评测上超过 GTA VI 会非常好笑（@isweepyou, 2likes） ② 也有人指出因为源码可 fork、可游玩，每个玩家发现的 bug 都会变成新的评测数据，让这个基准随着社区探索不断变难（@Telestijl, 1likes） ③ 其他评论在玩梗和设想更混乱的夏尔节奏，体现出社区对这种游戏化 benchmark 的兴趣（@lorenzo_madeit, 0likes）
展开评论
- @isweepyou (2): @karpathy @simonw the pelican test is just "does it work when there's no reddit thread to copy from." gta hobbiton beating gta vi would be the funniest benchmark result of all time https://t.co/rVOelkovU9
- @Telestijl (1): @karpathy @simonw Since it's forkable and playable, every player who finds a broken wall or a busted inventory menu is basically donating free eval data - it turns into a benchmark that gets harder over time as forks probe new edge cases, without anyone having to design those ca…
- @lorenzo_madeit (0): @karpathy @simonw The pacing in the Shire is about to get a lot more chaotic.
- @Croczillak (0): @karpathy @simonw Crazy I'm trying to find a specific run I did where I overloaded a codex thread with subagents and get that aminiated is there a more detailed breakdown on how to approach each stage of this production?
- @xl0xl0xl0 (0): @karpathy @simonw Trouble will come of it.
Hacker News 讨论 Andrej Karpathy 分享的 Anthropic 多模型基准对比链接，引发大家对跑基准烧 token、AI 娱乐内容指数级发展以及大厂营销话术的质疑。
https://xcancel.com/karpathy/status/2083749667410727319
受众观点：① 认为这类基准只是方便大厂多烧 token、对真实应用帮助有限的开发者（@c0rruptbytes） ② 更关心 AI 如何改变内容和娱乐形态、意识到个性化媒体只差几个数量级算力的技术乐观派（@matchagaucho） ③ 对 Karpathy 从相对冷静的技术声音转向为 Anthropic 站台、质疑其立场变化的 AI 观察者（@quantumleaper）
展开评论
- @c0rruptbytes (0): perfect benchmark to burn more tokens - convenient
- @qwertox (0): I'd rather have them battle on the topic "Who builds a better Google Wave for LLM chats" to explore the space of how AI studios could be. "Getting Started with Google Wave": https://www.youtube.com/watch?v=eKUAqNGVwX0
- @epolanski (0): I wish there was a timeline where I never ever had to see the pelican SVG test ever again.
- @matchagaucho (0): It's difficult to think in exponentials. But this demonstrates we're a couple orders of magnitude away from generating 1:1 hyper-personalized entertainment and media for individuals, rather than the masses.
- @quantumleaper (0): I'm sad that Andrej Karpathy went from being one of the most reasonable, trusted, and credible voices in AI to peddling marketing slop for Anthropic. 8 months ago, he was (very reasonably) claiming that reliable agents are at least a decade away, but this now goes against the in…
这条 HN 讨论的是 Go 1.27 中更强大的泛型特性和相关改动，社区围绕新语法可读性、语言团队态度转变以及在实际项目中的应用前景展开争论。
Go 1.27 Interactive Tour
受众观点：① 有人贴出 Go 1.27 官方文档链接，方便大家快速了解新特性细节（@Hixon10） ② 开发者关注到此次发布修复了与 Android MTE 兼容的问题，对 gomobile 等场景的安全性提升表示期待（@chenxiaolong） ③ 多条评论围绕"Go 终于真正拥抱泛型"展开，有人惊讶语言路线的转变，也有人认为新语法难读但功能强大，体现出社区对泛型设计取舍的分歧（@stingraycharles, @lilbigdoot, @nu2ycombinator）
展开评论
- @Hixon10 (0): Some examples for the upcoming release https://go.dev/doc/go1.27
- @chenxiaolong (0): This release also fixes runtime.findnull() to be compatible with MTE on Android ([1] and [2]). This was the only thing preventing MTE from being enabled for apps that use gomobile on MTE-compatible Android OS's like GrapheneOS. [1] https://go-review.googlesource.com/c/go/+/74906…
- @stingraycharles (0): Am I the only one who's absolutely shocked that Go finally is embracing generics? Does anyone have a bit of an inside view into what changed in the perspectives of the language maintainers? I'm not buying the "it took us 20 years to understand how to do it correctly" argument, a…
- @lilbigdoot (0): This level of generics actually has me interested a bit in Go now.
- @nu2ycombinator (0): Those Generics syntax in Golang seems so hard to read.
这条 HN 帖子是一位年轻开发者用 AI 帮助设计并 3D 打印摆线减速器的项目展示，评论区既有对机械细节的专业建议，也有对其成长路径的鼓励和提醒。
Show HN: I'm a 15 Year Old Wannabe Engineer, This Is a Cycloidal Gearbox I Built
受众观点：① 有机械背景的用户建议作者实际测量背隙和在负载下的效率变化，强调从"好玩的打印件"走向可引用指标的重要性（@useiris） ② 多条评论在鼓励作者把自己当真正的工程师而不是"wannabe"，体现出社区对年轻开发者尝试复杂项目的支持（@koopuluri, @WillMorr） ③ 也有人提醒不要完全依赖 AI，多做一些不用 AI 的项目以打牢基础，反映出对 AI 辅助学习的期待与担忧并存（@ddlsmurf, @morelikeborelax）
展开评论
- @useiris (0): cycloidal designs are a great thing to have actually built rather than just read about. the eccentric motion is easy to follow on paper and then surprisingly fiddly once real tolerances show up. two things worth measuring if you have not: backlash, and how much it changes after…
- @WillMorr (0): Nice work!
- @morelikeborelax (0): Don't post your age on the internet :) Project looks cool
- @ddlsmurf (0): try making something without AI too, it will be valuable
- @koopuluri (0): you're not a wannabe! you're an engineer! you made something awesome. wishing you the best :).
一篇关于英语高频词表和语言变化的 HN 讨论，延伸到不平等、部落化如何改变我们描述他人和社会关系的用词。
How the words we teach English language learners changed
受众观点：① 吐槽 HN 排名算法像有"仙女教母"，帖子很快被推上首页的老用户（@delichon） ② 分享自己尝试为德语做高频词表时遇到语料偏差、技术词过多等问题的语言学习者和数据爱好者（@kuboble） ③ 从词汇变化联想到经济不平等和部落化，认为我们更爱用群体标签而不是描述具体个体的社会观察者（@Frieren）
展开评论
- @delichon (0): At the moment this story has 2 upvotes in a half hour and is in the 8th position on the front page. Apparently HN has a fairy godmother algorithm that randomly promotes posts.
- @kuboble (0): I tried to build a similar list myself for German and it's not easy as just taking a lot of content and counting frequency. I also haven't found existing curated lists of most useful vocabulary. There are some databases but e.g. they are biased towards Wikipedia and web which ma…
- @Frieren (0): > The "Social-Communicative" level barely changed in size. But nearly a quarter of the words in the 1953 list are gone, and 39% of the 2023 words are new. Humble, loyalty, fellowship, generous, polite, and companionship gave way to community, identity, organization, ethnic, gend…
- @bethekidyouwant (0): Why keen?
- @morninglight (0): Point your Duck at "VOA Special English"
一篇关于挪威三文鱼养殖业扩张及其环境后果的报道登上 HN，评论区讨论离岸养殖技术、AI 在养殖中的应用以及对野生三文鱼基因的影响。
Norway Salmon
受众观点：① 关注陆基或远洋新型养殖方案、分享相关科学报道链接的读者（@actionfromafar） ② 认为三文鱼养殖背后有很多有趣技术，提到 AI 在行业里早已应用、终极目标是远洋自治养殖设施的技术乐观派（@Depurator） ③ 担心养殖鱼逃逸与野生种群杂交、导致回游能力下降和数量锐减的环保主义者（@syoc）
展开评论
- @magicalhippo (0): Full title: Norway became a global salmon behemoth. Now it's facing the consequences
- @actionfromafar (0): Maybe this is the future https://www.science.org/content/article/oceans-away-raising-...
- @Depurator (0): A lot of interesting tech is being developed in salmon farming, and e.g. AI has been around for a long time. The north star is offshore farming in giant autonomus constructions far out at sea. Though problem but worth solving
- @matchbok3 (0): Some of these farms are truly impressive. Although balancing the health of the fjords is hard. People seem to prefer "wild" salmon but just like we don't eat "wild" cow anymore, I imagine in 30+ years it will be the norm. Hopefully we can shift to that norm in an environmentally…
- @syoc (0): Strange to have an article about salmon farming drawbacks without mentioning escaped salmons polluting the wild salmon population. There has been a strong decrease in wild salmon as they lose the ability to migrate back up the river to lay their eggs due to breeding with escaped…
这条 HN 讨论围绕 Diataxis 技术文档方法论展开，用户分享其在结构化文档、结合 LLM 自动生成说明和与 ADR、C4 等体系配合时的实践体验。
Diátaxis
受众观点：① 有人提到 Diataxis 之前在 HN 多次被讨论，并建议在标题中明确其是"系统化技术文档写作方法"，说明社区对这一框架已有基础认知（@tedd4u, @smokel） ② 开发者分享自己直接对 LLM 下指令"do diataxis"来生成第一版文档，认为在日常 coding 流程中非常方便（@conradludgate） ③ 也有人半开玩笑地说读完后会意识到大部分文档都是混乱的，从此难以忽视这些问题，体现出对现有文档质量的普遍不满（@Hnrobert42, @lijok）
展开评论
- @tedd4u (0): Posted many times. Here's the most recent time from 2024 (also has most discussion). https://news.ycombinator.com/item?id=42325011
- @conradludgate (0): I never saw the point in Diataxis, but honestly while vibe coding it's pretty convenient to tell an LLM "do diataxis" and get decent first pass documentation out of it.
- @Hnrobert42 (0): I urge people to not read this. Once you do, you will see all documentation will as the flawed and confusing mess it is. Ignorance is bliss!
- @smokel (0): Perhaps add "A systematic approach to technical documentation authoring" to the title?
- @lijok (0): Diataxis + ADRs + C4 = The holy trinity of docs
HN 讨论 F* 这门带有证明系统的函数式语言，有人分享在迁移 C 代码时的体验，也有人吐槽官网缺少语法示例、上手门槛高。
F*: A general-purpose proof-oriented programming language
受众观点：① 亲自用 F* 调 C 库、在增量迁移 C 代码时感受到语言扎实性的工程师（@pvsnp） ② 抱怨官网点了好几页都看不到代码示例、只想先看语法和使用场景的新语言观察者（@cyanregiment） ③ 觉得 F* 像是好几种语言和证明系统拼在一起、上手困难的工具尝鲜者（@IshKebab）
展开评论
- @pvsnp (0): I liked being able to express calling external libraries while incrementally migrating existing C codebases to F*. Very solid language.
- @cyanregiment (0): Clicked like 5 pages and never found 1 code example. Idk why languages don't have their syntax in a sandbox front-and-center on the home page. It's like a video game site with zero screenshots or videos (also rampant). New programming languages I want 2 things: 1. What does the…
- @3lambda (0): Would this language be useful for implementing compilers and formally proving things about them?
- @IshKebab (0): F* seems to be a collection of like five different languages and proof systems. Honestly I never figured it out. Does it get basic stuff like subtraction and u8 right, unlike Lean?
- @boutell (0): I guess responsive stylesheets can't be implemented without side effects...
一个在线布料/毛巾折叠交互小实验在 HN 上被热议，大家一边玩一边讨论命中检测、材质渲染和交互细节。
Holocloth
受众观点：① 把这个交互玩笑说成"新型网站验证码：请折好这条毛巾"的网友（@gepeake） ② 觉得作品很酷、单纯被交互吸引的路人用户（@chrismatheson） ③ 细抠命中检测不总是选最近表面、拖拽折角时行为不自然的技术向玩家（@pixelesque）
展开评论
- @gepeake (0): New website captcha: fold this towel
- @chrismatheson (0): Very cool :D
- @pipe2devnull (0): Black and chrome don't really look how I would expect
- @pixelesque (0): Hit detection doesn't seem to be always getting the nearest surface to the camera: if there's a folded-over corner in front of the main surface, it almost always seems to move the 'main' part of the 'fabric' behind the folded corner, rather than allowing dragging just the corner…
- @DressOrc (0): Does anyone know the origin of the phrase on the cloth?
一篇把中世纪魔法书 Ars notoria 与当代 AI 类比的文章在 HN 引发长帖讨论，围绕宗教、知识获取和对 AI 的恐惧展开辩论。
Artificial Intelligence: Ars Notoria and the Promise of Instant Knowledge
受众观点：① 觉得标题里的 AI 元素很钓鱼但文章本身有趣、仍然愿意 upvote 的读者（@dcminter） ② 深挖"Chaldean"一词背后语言学背景、顺带科普圣经亚兰语误称历史的知识型用户（@peri-cl） ③ 认真分析文中故事，思考作者到底是在批判 AI 的虚假承诺，还是在讽刺当代"神职人员"式的 AI 反对者的长文读者（@themgt）
展开评论
- @dcminter (0): The AI title is veeeery tenuous/baity, but this is a fun read nonetheless. Upvoted.
- @peri-cl (0): > "The alien words, names, and characters are explained as coming from ancient languages such as Greek, Hebrew, and "Chaldean"" Why is "Chaldean" in scare-quotes? Ah, TIL: https://en.wikipedia.org/wiki/Biblical_Aramaic#Chaldean_misn... ("Chaldean language (misnomer)") (I think I…
- @themgt (0): It's an interesting piece. The great attraction of the Ars notoria for John was its promise of quick access to advanced scholarly knowledge. He recounts his continuing wish to study, and how he was lent a copy of a book of necromancy by "a certain cleric". He copied much of it a…
- @zug_zug (0): What am I reading here? A matrix fan-fiction? As far as I can tell this is something masquerading as something it's not.
- @titanomachy (0): I don't know much about medieval universities, but maybe this thing was popular because the subjects are sort of vague and subjective? Like maybe a powerful placebo could make you feel you've improved at "eloquence" or "dialect", but it certainly wouldn't make you able to comput…
一个展示地球地形的实体或可视化项目登上 HN，评论围绕是否应该加入政治边界、去水地球是否误导以及成品照片和折叠效果展开。
Folding Paper Globes
受众观点：① 希望作品能提供包含国家和首都的准确政治地球仪，方便给孩子科普的家长用户（@jsherer） ② 觉得只展示没有水的地球有点误导、担心用户误解真实地貌的评论者（@yreg） ③ 对成品长什么样、尤其是折叠后的视觉效果充满好奇的潜在买家和设计爱好者（@nnnnico）
展开评论
- @jsherer (0): Maybe I'm overlooking, but would love if this had an accurate political globe (e.g., countries and capitals) for my young kids.
- @yreg (0): Earth without water seems a bit deceptive.
- @ls1911 (0): this is awesome !
- @atum47 (0): I would like to see some pictures of the final product, seems very cool
- @nnnnico (0): very cool. as someone not familiar with this I would love to see how they look when folded
Corey Haines 做了一个 /watch-video 技能，能自动看 YouTube、Loom、Zoom 等视频，抽取字幕和关键画面并做结构化笔记，直接写入自己的第二大脑，用来系统学习上百个视频。
I made a skill that watches videos for me /watch-video - YouTube, Loom, Zoom recordings, Vimeo, local files, anything. It pulls the transcript, extracts frames, runs a vision pass for key moments, an…
受众观点：① 有人直接表示这正好解决自己一大堆 YouTube 稍后观看视频无法沉淀到 Obsidian 的痛点，希望能自动生成带笔记的知识库（@cyburke, 3likes） ② 有人调侃如果按使用人数收费，作者都快能靠这个技能买牧场养牛羊了，侧面反映出需求和想象空间（@chrisdietr, 2likes） ③ 多位开发者追问技术实现细节，尤其是如何避免使用 yt-dlp 被 YouTube 封 IP，是否通过代理等手段规避风控（@HeyClos, 1likes）
展开评论
- @coreyhainesco (8): https://t.co/wE0GikJ7zy
- @cyburke (3): @coreyhainesco Oh this is nice. I need this for shoving my 11ty billion YouTube saves into Obsidian - now with notes! 😅
- @chrisdietr (2): @coreyhainesco If you'd make a dollar for everyone using your skill you'd almost be able to fund a ranch with a goat and a bull.
- @HeyClos (1): @coreyhainesco So cool! Yt-dlp notoriously gets your ip banned. How are you solving for this?
- @dbenyamin (1): @coreyhainesco Unless this is using a proxy, your IP will likely get banned from YouTube 🤷
ryo 回顾自己早期的设计"导师"是 Rdio、Mailbox 和 Apple 这些应用，感叹它们用新交互模式让软件变得直观好用，并提出在走出传统 App 时代后，未来软件中哪些部分会继续可见、又该如何被用户"触摸"。
my early mentors were these apps, especially Rdio, Mailbox, and Apple they made new patterns that made software feel simpler and intuitive to touch as we leave the world of apps behind, what parts of…
受众观点：① 有人提到 Path 里发新帖的动画，说明大家对早期精心打磨的微交互记忆深刻（@timdalrymple415, 5likes） ② 有人直接追问"为什么你觉得我们正在离开 App 时代"，对这一判断背后的趋势和逻辑很感兴趣（@thenanyu, 2likes） ③ 也有人认为早期 iPhone 是产品工艺的黄金时代，怀念那种对细节和手感的极致追求（@grinich, 2likes）
展开评论
- @timdalrymple415 (5): @ryolu_ I still think about the new post animation in path
- @thenanyu (2): @ryolu_ Why do you think we're leaving apps behind
- @grinich (2): @ryolu_ early iphone was the golden era of craft
- @DiogoSnows (1): @ryolu_ Path was great! I miss Mailbox!
- @lypnv (1): @ryolu_ Muscle memory will always reduce cognitive load.
robj3d3 分享自己一觉醒来拿下第 7 个 1199 美元赞助位，单靠一个 5 小时搭出来的项目就做到每月约 4.7k 美元赞助收入，并顺带给社媒自动化工具 Postiz 打广告。
Woke up to 7th sponsor for $1,199 💸 That's $4.7k/month on a project I built in 5 hours. Shoutout to https://t.co/qDbPlJY25O, run your social media on autopilot with AI agents 🙌 3 left. Next one's $1,…
受众观点：① 有人震惊于 5 小时项目就能做到接近 5k MRR，自己还在纠结做什么产品，强烈希望学习这套打法（@emanueledpt, 14likes） ② 作者补充了 canivibecodeit 在最近 12 小时拿到 7k+ 浏览，说明赞助效果和流量增长都很可观（@robj3d3, 8likes） ③ 还有人感叹这种"投入与回报比"离谱，认为对一个几乎没自然流量的新站来说，这样的赞助成绩非常夸张（@JeremieWorks, 3likes）
展开评论
- @emanueledpt (14): @robj3d3 bro holy shit that's insane, im here wrapping my head around what to build next and you just built an almost-5k MRR project in 5 hours teach me the ways
- @robj3d3 (8): 7k+ views in last 12 hours on @canivibecodeit Traffic is growing fast! 😅 https://t.co/fUwZSACpYt
- @robj3d3 (6): You can find Postiz from @wickedguro here! 😊 https://t.co/mmUjgMVHmP
- @JeremieWorks (3): @robj3d3 Effort to reward ratio is mindblowing 🤯
- @pranvtwt (2): @robj3d3 @wickedguro Thats crazy for a site with no organic traffic as of now 💀
Toplify 作者指责来自英国的 William Whitehouse 抄袭其 App 设计并在私下沟通未果后选择向苹果投诉和公开发声，表示今后新项目会在封闭测试中低调迭代以防被抄。
William Whitehouse @builtbyanti from the UK copied the design of Toplify. I first tried to resolve the situation privately, but instead of discussing it, he blocked me. As a result, I filed a complai…
受众观点：① 有人安慰这是被抄代表产品成功，复制者只会模仿像素却不懂背后的产品决策，并表示自己已经成为付费用户支持原作者（@euwars, 2likes） ② 也有评论认为苹果大概率不会在设计层面出手，强调用户更信任原作者而不是没有声誉的复制者（@leo_pe2, 2likes） ③ 还有人觉得这更像"借鉴"而非百分百复制，反映出社区对抄袭边界的认知差异（@masuduruigeekco, 2likes）
展开评论
- @mamkindesigner (3): @dmitriychuta @builtbyanti https://t.co/MsufRRUjbw
- @euwars (2): I've had the same thing happen multiple times, as frustrating as this is… Congrats! take it as a sign of success and that you built what they wish they could, but the best they can do is copy. They would never understand why you made decisions to make a good product, and that's…
- @kai392 (2): @dmitriychuta @builtbyanti These things happen far too often now..
- @leo_pe2 (2): @dmitriychuta @builtbyanti I doubt that Apple will do anything tbh since you don't really own the design at the end. Also a copy is always worse than the original and people will most likely trust you more. He doesn't have any reputation.
- @masuduruigeekco (2): @dmitriychuta @builtbyanti Bro, it's not 100% copy yet. He takes inspiration from you. https://t.co/yJlCOa5BOC
Ruben Hassid 把 Claude 的使用分成多个"等级"，从在提示末尾加一句"先问我问题"开始，让 Claude 先采访用户再生成内容，从而让输出更个性化，并继续往上分享更高阶的用法。
You're still stuck at Level 1 of Claude. Here are the 6 levels above you (one tip each): Quick recap. Level 1 is one sentence in a prompt: End every prompt with "Ask me questions first." Claude inter…
受众观点：① 有人表示自己在写作时会混用多个等级里的技巧，尤其是用 Opus 4.7 开启 Extended thinking 得到更好的长文结果（@ai_with_ankur, 1likes） ② 也有人吐槽 Claude 在没有问题时还会硬编问题，希望有一层"允许跳过提问"的控制逻辑（@Sadrumcap, 0likes）
展开评论
- @ai_with_ankur (1): @rubenhassid I use something from each of the levels mentioned. For writing particularly my best results came from Opus 4.7 Extra effort (Extended thinking enabled)
- @Sadrumcap (0): @rubenhassid Mine invented questions when there were none to ask. Which level covers giving it permission to skip?
ai_for_success 描述自己一边抱着熟睡的女儿、一边让 IRIS 语音助手通过蓝牙耳机协同 Hermes 完成工作，展示了这个自建"Jarvis 式"多代理系统让他可以脱离工位在家中任意位置远程办公。
My daughter is sleeping on me, my wife is helping our son with his homework, and I'm talking to IRIS through my Bluetooth earbuds while Hermes gets the work done. I built IRIS so I don't have to be g…
受众观点：① 有人调侃"老婆会不会问 IRIS 是谁"，说明大家把这个系统类比成现实版语音助手甚至情感对象（@aisearchio, 3likes） ② 也有人夸赞视频里展示的集成度：视频、聊天、消息和开放任务队列结合得很顺滑，希望能体验或开源版本（@cyburke, 1likes） ③ 还有人直接把作者比作现实版 Tony Stark，认为这是 Jarvis 雏形，情绪上非常兴奋（@VenuKolar90, 1likes）
展开评论
- @DenisLabelle (3): @ai_for_success Ashu aka Durga https://t.co/XlyTmruKyV
- @aisearchio (3): @ai_for_success Wife: Who tf is Iris???
- @cyburke (1): @ai_for_success Well damn that is cool! I love the video integration, the chat capability, the messaging, and the open work que! Is this or a version of this open sourced at all or all? Would love to test.
- @VenuKolar90 (1): @ai_for_success Heyyy bro are you a real life Tony Stark ?
- @RajdeePisBored (1): @ai_for_success Jarvis in the making soon
ai_for_success 分享自己在 Cursor 里的当前工作流：新项目先用 Plan Mode 搭配 Fable 5 做架构和实现计划，再让 GPT-5.6 Sol 给出第二意见后回到 Fable 5 精修方案，形成多模型协同的开发流程。
My current workflow inside Cursor: If I'm starting a new project, I start in Plan Mode with Fable 5 for the architecture and a detailed implementation plan. Then I get a second opinion from GPT-5.6 S…
受众观点：① 有人表示自己也用类似思路，但在 codex app 内用 orchestrator 5.6 sol ultra 做规划、Luna Max 执行，认为这种一站式编排更高效，同时也被这条推文种草去试试 Cursor（@rayanabdulcader, 2likes） ② 也有人调侃为这么多 LLM 付费压力山大，质疑多模型切换是否真的比专注一个模型更划算（@k0ol1, 1likes） ③ 还有人吐槽频繁在模型间切换会花掉大量时间，怀疑这种工作流的真实效率（@kai_benetti, 1likes）
展开评论
- @CFC3DNC (2): @ai_for_success Same but i deploy grok and sol in pi harness for the work.
- @rayanabdulcader (2): @ai_for_success I have a similar approach but only within the codex app. so it's like orchestrator 5.6 sol ultra > execution Luna Max. It's more efficient as well. But now I'm going to try cursor.
- @k0ol1 (1): @ai_for_success For how many LLMs are you paying??? 😭
- @kai_benetti (1): @ai_for_success You spend more time switching between them than writing code
- @TimTeaFan (0): @ai_for_success Is fable included in cursor?! How much does it cost?!
Ernesto 分享自己辛苦一年做到每月十五万美金并拿到四点九分好评，却看到狗叫翻译应用轻松月入七万美金的心态落差。
We struggled for a whole year to get to $150k/mo to make a product loved by our users. 4.9 stars out of 45,000 ratings. meanwhile theres a Dog translator app non-chalantly making $70,000/mo https://t…
受众观点：① 关注休闲应用和简单机制也能爆赚、与严肃 SaaS 收入对比的讨论（@Crypticinvest1, 2likes） ② 围绕狗语翻译是否真的有效、不同犬种和语言适配性的好奇（@e_herou1, 1likes） ③ 对这类产品用户画像的揣测和调侃，比如主要是女性用户等刻板印象（@VadimStrizheus, 0likes）
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- @Crypticinvest1 (2): @ErnestoSOFTWARE the roblox version is games with +1 in the title. +1 speed, +1 muscle, +1 shrink per step i counted 8 on the front page this morning and the biggest one was at 315k concurrent. still dont know what to do with that
- @arthuryuzbashew (2): @ErnestoSOFTWARE urge to build crocodile translator
- @e_herou1 (1): @ErnestoSOFTWARE Does it work for every breed? I mean also people speak different languages
- @evgenyeyt (1): @ErnestoSOFTWARE paw patrol from wish
- @VadimStrizheus (0): @ErnestoSOFTWARE I bet 90% of the users are females unfortunately 😭
Rob 分享自己项目拿下第八个赞助商、月度赞助收入达六千美金且流量快速上涨的变现进展。
Sponsor number 8! +$1,299 💸 This is $6k/month now 🚀 Traffic is also going up, 10k views in 12 hours. Shoutout to @bullseye_so, turn anonymous visitors into customers with Bullseye 🙌 2 left. Next one'…
受众观点：① 关注赞助回报率，讨论赞助商在短时间内就看到转化效果的数据（@robj3d3, 6likes） ② 好奇作者与其他项目（如 SuperX）之间的收入结构对比，探讨多项目组合收入（@ibocodes, 3likes） ③ 关注平台本身的体验和被"知名 Rob"推荐带来的流量红利（@Sivadhaas_, 2likes）
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- @robj3d3 (6): And sponsor ROI is already being noticed in just a few hours 🤯 https://t.co/3vZ0AZUzPo
- @robj3d3 (3): You can find @bullseye_so from @LCSlates here! https://t.co/X9JaKFtBMR
- @ibocodes (3): @robj3d3 @bullseye_so out of curiosity, since you mentioned you get 30% of SuperX (if i remember right, it was doing around $20k/m) does that mean you're making about the same or even more with this project now?
- @Sivadhaas_ (2): @robj3d3 @bullseye_so Just entered the platform, getting notified by the famous ROB! you're cooking so harrrdd!
- @robj3d3 (1): For context: https://t.co/fUwZSACpYt has done 60k views from 15k visitors in 72 hours. If the traffic keeps up sponsor slots will keep climbing.
Rob 回顾自己用五小时搭建的网站如今收入是旧工作两倍，并补充该站点月入约七千五百美金和短期流量数据。
I built this site in 5 hours. It now pays me 2x my old job. Rob from 4 years ago would cry 🥹 https://t.co/2JxoLI8aku
受众观点：① 关注站点具体收入和流量数据，对 72 小时 15k 访客、60k 浏览的增长曲线感兴趣（@robj3d3, 4likes） ② 有人强调成功不只是"5 小时建站"，而是过去四年持续经营社区和受众的复利（@corelayer0, 1likes） ③ 其他开发者祝贺并调侃视觉变化、项目起飞等，表达对这种跃迁的向往（@JeremieWorks, 1likes）
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- @robj3d3 (4): The site btw, doing $7.5k/month. It has done over 60k views from 15k visitors in 72 hours. https://t.co/939VCGXC1g
- @corelayer0 (1): @robj3d3 Congrats! I think it's not just the 5 hours spent building the site, but really your work over the past 4 years building a genuine community. Without that following, the result wouldn't have been the same :)
- @JeremieWorks (1): @robj3d3 That power up was so intense, you don't even need glasses anymore 😂
- @RektProLLC (1): @robj3d3 Congratulation, Rob Canivibecodeit just went to the moon
- @ryantalks1024 (1): @robj3d3 Shortly after did you start the indie dev journey?
Hasan 分享自己第二个 SaaS 通过一个帮用户自动做外链的 AI agent 刚刚突破一百美元收入的早期验证。
My second SaaS just crossed $100 revenue! 🥳 Nothing huge but it's GREAT validation 👀 The idea is dead simple: An AI agent helping people to build backlinks on auto-pilot, so they get more customers 💰…
受众观点：① 关注产品本身链接和功能细节，想要亲自体验这个自动外链 AI agent（@HsanC_, 1likes） ② 好奇背后具体用的是哪种 AI agent 技术或模型实现（@rodiolive, 1likes） ③ 其他独立开发者送上祝贺，鼓励从一百美元继续冲到一千美元的成长路径（@jedintech, 0likes）
展开评论
- @HsanC_ (1): if you wanna check it out here's the link btw :)) https://t.co/tSMS3AbDHk
- @rodiolive (1): @HsanC_ which ai agent?
- @jedintech (0): @HsanC_ Congrats Hasan!! Road to $1k revenue next 🫡
- @nerijusoftas (0): @HsanC_ Congrats. Nice start. It's not so far from 1k :)
- @hizachlynn (0): @HsanC_ congrats
作者介绍 Toplify 背后是一个 24 小时运行的多云基础设施，实时分析 175 个国家的 App Store 排名并推送接近实时的提醒，自称其他 App Store 追踪工具都做不到。
✨ Toplify is more than just an app. It's a multi cloud infrastructure that runs 24/7, analyzing App Store rankings across 175 countries to deliver near real time alerts, even when the app is closed.…
受众观点：① 有用户直接追问既然有持续服务器成本，作者如何在一次性付费模式下维持运营，说明大家对商业模式的可持续性很关注（@rampatra_, 0likes）
展开评论
- @rampatra_ (0): @dmitriychuta This means you've recurring server costs. So, how are you offering the app with a one-time payment model?
作者配图提醒大家一种老式电脑接口或配件，问"你是不是已经忘了这个"，评论区在分享各自仍在使用或改造它的经历。
You forgot this ?? https://t.co/BBXPgwouh3
受众观点：① 有人表示这条推文勾起了旧时记忆，说明很多开发者对早期硬件有强烈情感连接（@themishra4402, 0likes） ② 也有人说现在的笔记本仍然保留这个接口，或者把原来的插槽改造成额外存储，体现出对老硬件的再利用（@rovvmut_, 0likes；@codewyuu, 0likes） ③ 还有人提到自己还有外置版本，说明这类设备在部分人群中依然在用（@Capta1nCodes, 0likes）
展开评论
- @themishra4402 (0): @sachinyadav699 old memories unlocked
- @Capta1nCodes (0): @sachinyadav699 Still have external one.
- @web3devop (0): @sachinyadav699 yes we did !!
- @rovvmut_ (0): @sachinyadav699 My laptop still has this
- @codewyuu (0): @sachinyadav699 I've a old asus laptop from 2016 that one still have although i repurposed that slot for another storage.
推主介绍一款名为 Fresco 的独立游戏，玩家在3D考古学家与古埃及墙画中的2D角色之间切换，通过解谜在两个世界中生存与推进剧情。
This indie dev is making a game where you can literally play as Ancient Egyptian wall art. - Switch between a 3D archaeologist and living 2D art - Survive puzzles that fight back - Progress by master…
受众观点：① 很多人觉得玩法像马里奥奥德赛或塞尔达等已有作品，讨论创意是否算"抄袭"还是正常灵感延续（@Aelphasy, 720likes） ② 开发者本人补充世界观设定和愿望单链接，说明玩家对游戏背景和后续跟进渠道很感兴趣（@IndieGameJoe, 770likes） ③ 评论区不断贴其他作品片段做类比，说明玩家习惯用熟悉IP来理解新独立游戏的卖点（@horror4kids, 587likes；@Itsdotdev, 402likes）
展开评论
- @IndieGameJoe (770): "In Fresco, ancient walls come alive. The carvings etched into the temple walls are not just decorations. They come to life, and the player can control them." Wishlist: https://t.co/AzD9hFUED7 And be sure to follow the talented dev here: @KeloniaGames
- @Aelphasy (720): @IndieGameJoe Nice. But let's not people believe its new/never seen before. Both Mario Odyssey and Zelda ALBTW did it years ago
- @IndieGameJoe (602): Seeing a lot of "this was done before." So what? Games evolve through inspiration. Indie devs are often just trying to take something they love and turn it into something personal - and I think that's great. Let the dev cook. The game looks awesome, and they have my support!
- @horror4kids (587): @IndieGameJoe Reminds me of this scene from The Prince Of Egypt https://t.co/MCUpbZ7PU0
- @Itsdotdev (402): @IndieGameJoe Nice. Definitely inspired by this game. https://t.co/HSX7wnMZ4B
推文提到一款在玩具店里扮演动作玩偶的爆红独立游戏正式登陆 Xbox，上线4天销量突破四万份，实现了主创多年的独立开发梦想。
The viral game where you play as action figures in a toy store is officially out on Xbox, selling over 40,000 copies in it's first 4 days, a dream accomplished for the lead of this indie dev project…
受众观点：① 玩家吐槽博主连游戏名字都不写，说明很多人被种草却找不到具体信息，传播链条有断层（@anubisrahh, 1563likes） ② 作者强调自己已经跟进这个项目近两年并贴出链接，说明长期讲一个项目能积累信任和转化（@JakeSucky, 637likes） ③ 不同平台玩家在评论里"吃醋"，希望游戏登陆更多平台，反映出跨平台发行对销量和口碑的重要性（@LegendDarren, 540likes；@TheSlayterr, 384likes）
展开评论
- @anubisrahh (1563): @JakeSucky Why would you not even say the name of the game you're referencing 😂😂
- @JakeSucky (637): Been covering this dev and his game for nearly 2 years now, so for anyone interested: https://t.co/e9T0EpcFBY
- @LegendDarren (540): @JakeSucky Me a PC player watching PS & Xbox players get W after W lately https://t.co/k5KlOrPaoq
- @TheSlayterr (384): @JakeSucky Yeah @PlayStation get on it
- @VeranoDeLos90 (256): @JakeSucky Yo ya jugué a este juego en el ciber de mi pueblo en 2004 https://t.co/4ABxrGHf9p
作者用一条"Indie game dev be like"的梗推配图，调侃独立游戏开发的心酸日常，并在评论里透露自己辞职两年花光积蓄做了一款平台格斗类肉鸽游戏。
Indie game dev be like https://t.co/KhdUXaZWtL
受众观点：① 大量转发和二创图片，说明开发者群体对"独立开发又累又好笑"的共鸣很强（@synxplushy, 1661likes；@GFConbon, 1658likes） ② 作者在评论里讲自己辞职两年做游戏并附上愿望单链接，吸引不少人去了解项目本身（@TautNerve, 814likes） ③ 有人特别提到"钓鱼小游戏"等细节被戳中，说明玩家会被具体设计点而不是宏大卖点打动（@DameOfBunnies, 641likes）
展开评论
- @synxplushy (1661): @TautNerve https://t.co/33dRdVa2Gm
- @GFConbon (1658): @TautNerve THIS THO https://t.co/Q38DbFREOX
- @TautNerve (814): 2 years ago I left my job and spent all my savings to make this ratatouille meme. On a side note if you like the idea of a platform fighter roguelite wishlist my game: https://t.co/6V9RAmeSqT
- @SquidDoesStuff (710): @TautNerve https://t.co/kyWCZZQKUO
- @DameOfBunnies (641): @TautNerve The fishing mini game. That was aimed at me. I felt that.
Claude 官方发布新模型 Claude Opus 5，号称在多项编码和知识工作评测上达到最新 SOTA，接近 Fable 5 级别智能但价格只有一半。
Introducing Claude Opus 5. It's a thoughtful and proactive model that comes close to the frontier intelligence of Fable 5 at half the price. https://t.co/GQWhcq2CQL
受众观点：① 官方强调 Opus 5 在编码和知识工作评测上是新的 state-of-the-art，引导大家关注具体 benchmark 数据（@claudeai, 10756likes） ② 有人调侃很快会出现"99%的人都在错误使用 Opus 5"的教程文，说明用户期待实战用法而不是只看分数（@samell, 1728likes） ③ 不少用户吐槽使用额度和重置机制，说明价格和配额体验仍是核心痛点（@st3v3li, 1256likes；@Skiipy88, 1034likes）
展开评论
- @claudeai (10756): On several coding and knowledge work evaluations, Opus 5 is the new state-of-the-art: https://t.co/Cl3fDxM0gP
- @samell (1728): @claudeai can't wait for the "99% of people are using Opus 5 wrong" articles tomorrow https://t.co/WlHdqCfkiM
- @st3v3li (1256): @claudeai @Scobleizer Where is the usage reset bro? https://t.co/yBblgn8fAu
- @Skiipy88 (1034): @claudeai You know what would be great right about now? A little reset https://t.co/9d2d4xUV77
- @Nova_Nightfall (976): @claudeai ok, so 53.4% > 53.5%? https://t.co/MZFhM7nAzM
推文介绍有人用 OpenClaw 做了自动卖泳池的代理，先筛选高价无泳池房源，再生成带泳池的前后对比图明信片邮寄给屋主做冷启动获客。
someone built an OpenClaw agent that SELLS pool installations on autopilot. finds $500k-$1.2M homes without pools renders a pool in their backyard and mails a before/after postcard. https://t.co/bE0X…
受众观点：① 质疑视频真实性，认为演示中的工具调用节奏和成功率不符合真实生产环境，怀疑是夸大式 AI 引流内容（@mathiasjonss, 407likes） ② 担心一旦方案被复制，泳池公司都用同一套路，房主会被 AI 明信片轰炸导致渠道迅速失效（@VladGersh, 337likes） ③ 有人觉得创意很聪明，设想自己收到带自家房子+梦想泳池的明信片时很难不打电话咨询（@dhiran_dev, 128likes）
展开评论
- @mathiasjonss (407): @shiri_shh So we're just reposting blatantly fake AI lead-gen vids to a guy selling courses on how to vibe code? Come on... Tool calls like that don't complete at 1 sec at perfect intervals and the failure rate of most of those steps is likely >30%.
- @VladGersh (337): @shiri_shh cool until every pool company runs this and homeowners start getting 47 AI-generated postcards a week showing different pools in their yard
- @shiri_shh (246): holy shit... this is now in TRENDING 😭 https://t.co/tANZ3cQEDV
- @Alexxcastlee (171): @shiri_shh you just need to side-launch a pool building company
- @dhiran_dev (128): @shiri_shh this is actually genius... imagine getting a postcard with YOUR house + dream pool. how could u not call?? https://t.co/H1fw4xGHba
推文展示 Seedance 2.0 已与 chatcutapp 内的 OpenClaw agent 打通，用户只需发送一个亚马逊商品链接，代理就能抓取页面信息并自动生成完整 UGC 产品视频广告。
IT FUCKING HAPPENED. Seedance 2.0 now works with the @openclaw agent inside @chatcutapp. This UGC video was generated entirely with Seedance 2.0 after I sent an Amazon link. The agent crawled the pag…
受众观点：① 有人调侃演示产品本身的造型，借机玩梗但也侧面说明 UGC 视频足够真实具体，容易引发联想（@0xMassi, 508likes） ② 用户亲测只发亚马逊链接就收到了完整广告，感叹这是在加速传统创意代理公司的消亡（@xMikeMickelson, 105likes） ③ 有人指出真正的突破在于从链接到成片的"工作流压缩"，代理自动完成抓取、抽取和资产路由，省掉了反复要素材的沟通成本（@thiagotm, 46likes）
展开评论
- @0xMassi (508): @chatcutapp @openclaw It's so big if you need 3 hands https://t.co/J9UHlR49IE
- @xMikeMickelson (105): @chatcutapp @openclaw sent an amazon link and got a full ad back. we're speedrunning the death of creative agencies
- @DotCSV (56): @chatcutapp @openclaw Knock knock, any invitation code?
- @ezk_96 (47): @chatcutapp @openclaw but you need 3 hands to use it 😭😭😭 https://t.co/dzkK3RRFg0
- @thiagotm (46): @chatcutapp @openclaw Amazon link to finished UGC video with zero manual asset prep is a massive workflow compression. The fact that the agent handles the crawling, extraction, and asset routing autonomously is the real story here. RIP to the "send me your product photos" back-a…
作者分享自己一个月内使用 OpenClaw 超过 210 小时的深度体验视频，涵盖从配置、用例到 VPS 与安全问题等完整实战心得。
I've used OpenClaw for over 210 hours the last month More than anyone on Earth In this video I go over EVERY single lesson I've learned about OpenClaw. From set up, to use cases, to why VPSs suck, to…
受众观点：① 有人补充分享了包含 50 个 OpenClaw 用例的报告，说明社区对具体场景和玩法非常渴求（@Scobleizer, 55likes） ② 评论认为 VPS 虽然不是终极方案，但对刚上手的人来说是低成本试水的现实选择（@AceAdamsCode, 18likes） ③ 有人感叹从"试了一次"到"用满 210 小时"的差距里藏着所有赚钱机会，认为最有价值的是这种痴迷型早期用户（@mrxseek2, 12likes）
展开评论
- @Scobleizer (55): @AlexFinn And here is a report with 50 use cases:
- @AceAdamsCode (18): @AlexFinn A VPS may not be the end game but it's good to get the feet wet without splurging too much tbh.
- @Iuvnriki (12): @AlexFinn peak openclaw addict flex got me jealous lowkey
- @mrxseek2 (12): @AlexFinn The gap between 'I tried it once' and '210 hours' is where all the money is. Bookmarking this. https://t.co/C817RjVi00
- @mrxseek2 (12): @AlexFinn The most valuable person in any new technology isn't the builder. It's the first obsessive user. https://t.co/1THESnXXy8
推文讲述独立游戏开发者 Cakez 四年几乎零收入坚持制作像素塔防游戏《Tangy TD》，上线一周在 Steam 卖出两万八千多份、净收入近二十万美元并感动落泪的故事。
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：① 很多人羡慕他有愿意长期支持的伴侣，把注意力放在情感和家庭支持对独立开发的重要性上（@HZyrn, 249likes） ② 不少评论拿国内伴侣作对比，认为在本地环境下长期无收入更难获得理解和支持（@xuanxiaofang, 158likes） ③ 也有人单纯佩服开发者本人能在财务拮据的情况下坚持四年打磨作品（@kevinma_dev_zh, 66likes）
展开评论
- @HZyrn (249): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (158): @iamtonyzhu 看，他四年无收入还有女人支持，再看看国内女人，失业在家一个月就在考虑离婚分手了
- @kevin_9431 (79): @iamtonyzhu 我佩服的是他老婆，换中国老婆早跑了
- @kevinma_dev_zh (66): @iamtonyzhu 这老哥太不容易了，真能坚持
- @iamtonyzhu (42): 帖子来源：
Satya Nadella 宣布 Outlook 推出 Agent Mode，Copilot 可以自动帮用户处理收件箱和日历，包括筛选邮件和重新安排会议等操作。
Agent Mode is here in Outlook! Copilot can now help run your inbox and calendar, triaging emails, rescheduling meetings, and helping you stay on top of what matters most. https://t.co/1N21gY07v2
受众观点：① 大量用户情绪强烈地反感这一功能，甚至直接要求删除该功能和账号，表达对微软 AI 战略的不满（@rfleury, 1236likes） ② 很多人认为 Outlook 基础搜索体验多年未修好，不希望再叠加 Copilot，而是先把核心功能做好（@rezacentral, 613likes） ③ 还有用户把 Copilot 和微软产品整体称为过时臃肿的垃圾，担心新 AI 功能只是进一步增加复杂度而非真正提升效率（@meccarchitect, 152likes）
展开评论
- @rfleury (1236): @satyanadella Delete both this feature and your account
- @rezacentral (613): @satyanadella plz just fix search, it's god awful and has been for years, and no i don't want copilot to search for me
- @NewAgeNihilism (185): @satyanadella Yey another microslop AI feature awesome!!
- @satyanadella (155): Now available in our Frontier early access program: https://t.co/7bTm39Px2W
- @meccarchitect (152): @satyanadella Shut up dude you fucked anyone using copilot no one cares about your garbage outdated bloatware.
推文讨论"爬虫的意义"，配图和评论围绕大规模爬取网站数据的现实难度、反爬机制以及学术和商业场景下写爬虫的价值展开。
爬虫的意义 https://t.co/ld09FHs244
受众观点：① 有人指出真正难的是第二步的大规模爬取，大公司网站的反爬策略复杂且不断变化，维护成本极高，很多研究组也只是为单次项目写临时脚本（@Paparino_, 89likes） ② 有人反馈自己尝试大规模爬取时很快就被风控拦截，印证了图里理想流程与现实之间的差距（@IndieDevLu, 28likes） ③ 也有人调侃按这个逻辑不如直接去大搜索公司工作，因为它们已经拥有全网数据，反映出对个人爬虫能力边界的无奈（@jin_asac, 4likes）
展开评论
- @Paparino_ (89): 难在第二步，大规模爬取没那么容易。大公司的网页有反爬措施，弹图像验证还能解决，更直接的甚至可以卡操作频繁，或者账户异常。很多大学商科社科研究组月薪几万招人专门写爬虫，也就针对具体项目写个临时的爬到数据就收手。就算按图上说的写出了这么个程序，又能稳定用多久呢，网页反爬策略每多一个你就得修一个，永远都要花时间补窟窿，不具备可持续性
- @IndieDevLu (28): @mundane799699 你真的 试过吗？大规模爬取？没爬几个就被风控了
- @8Q757 (26): @mundane799699 刚刚试了一下爬到了这篇，gpt告诉我用户的需求是使用gpt获取其他用户的需求
- @jin_asac (4): @mundane799699 按照这个逻辑，应该直接入职百度，Google，他们有全网帖子的数据🤫
- @jpyuann (2): @mundane799699 微信群怎么爬
推文系统整理了 10 个 GitHub 开源项目，号称能帮你从几乎任何网站甚至移动端应用爬取干净结构化数据，构建面向 LLM 的全网爬虫能力。
10个GitHub仓库帮你爬取整个互联网 全部收藏。每个都能从任何网站提取干净数据，这种访问权限通常需要销售电话和合同才能获得。 1. https://t.co/rNvFxlszKj 指向任何网站，它就能爬取每个页面、渲染JavaScript，返回AI能立即读取的干净结构化数据。13万星，进入GitHub百大仓库。半数AI创业公司悄悄运行的爬虫骨架，完全开源。 2. https://t.co/j…
受众观点：① 有人指出这些爬虫在抽取能力上很强，但真正的威力在于把它们包进合适的循环，让 agent 能自主研究、抽取、验证并在规模上行动（@rumpel_sol, 17likes） ② 也有用户单纯表达对这类工具集合的喜爱和认可，说明开发者群体对高质量爬虫资源非常感兴趣（@alexabelonix, 0likes）
展开评论
- @rumpel_sol (17): @Lucy_love_AI These scraping tools are strong for extraction. The real power comes when you wrap them in proper loops so agents can autonomously research, extract, verify and act on data at scale. I open sourced athena-loops as a practical harness for this https://t.co/tS8xhXKBet
- @alexabelonix (0): @Lucy_love_AI love seeing this.
推文推荐了一个在 GitHub 上爆火的 GPT 专用爬虫脚本，号称能在 30 秒内抓取网站内容生成 Output.json，再一键上传到 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 有人提醒遇到强反爬网站时这个脚本就会失效，本质上只是对现有项目的封装，说明实际使用中仍要面对风控和限制（@yuezhicang, 1likes） ② 也有不少人选择用 readwise、mem 等工具直接保存线程，体现出受众把这类脚本当作值得收藏的实用资源（@Tony_luyajun, 1likes）
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- @Tony_luyajun (1): @Crypto_QianXun @readwise save thread
- @yuezhicang (1): @Crypto_QianXun 遇到反爬网站就凉 它只在lee基础上做了下封装
- @shane5206 (0): @Crypto_QianXun @memdotai mem it
- @chenerg03080129 (0): @Crypto_QianXun @readwise save
- @lisongxixixi (0): @Crypto_QianXun 1
作者分享在 Codex 中集成一个不到 1k stars 的 idea 压测 skill，帮助独立开发者用系统化验证流程避免"我觉得有用"导致的产品死亡循环。
这是我今年装到 Codex 里最爽的一个 skill，没有之一，强烈推荐大家安装一下。 一个不到 1k stars 的小项目，把独立开发最容易死的那一环给补上了。 独立开发时常面临的死亡循环：找 idea → 开干 → 没人用 → emo → 重复 中间被跳过的很重要的一步叫 validation，99% 的人靠"我觉得有用"代替了它。 一行命令安装到 Codex： npx --yes code…
受众观点：① 很多独立开发者认同"死亡循环"描述，开始尝试用该 skill 或 Reddtrends 来寻找和验证想法（@yanhua1010, 57likes） ② 有人质疑 AI 验证依然是"我觉得有用"的升级版，强调真实用户验证如 cold email 更可靠（@kleon_ai, 6likes） ③ 技术用户在讨论如何扩展到 Claude Code 等不同开发环境，把验证能力嵌入日常开发工具链（@tujiao, 17likes）
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- @yanhua1010 (57): 找Idea👇 https://t.co/z5efihZHbE skills地址👇 https://t.co/f67d2xEcYd
- @tujiao (17): @yanhua1010 我已经把它改成也可以支持 Claude Code 了。 https://t.co/ztuEtUZpnN
- @kleon_ai (6): @yanhua1010 skill思路没问题，但AI压测idea还是"我觉得有用"的高级版--它的竞品分析、市场规模全是从训练数据里编的。我自己验证idea的方式粗暴得多：直接给5个潜在客户发cold email看谁回，真有人回的才值得写第一行代码。
- @LocationCk (2): @yanhua1010 gstack：哦哦哦….
- @QT9277 (2): @yanhua1010 小工具帮你跳过"我觉得有用"，直击独立开发的死亡循环。
作者推荐《一本书看透股权节税》，提醒独立开发者要重视公司法和税法，否则现在贪图税负小便宜，未来可能要付出更大代价。
推荐一本神作，好好了解公司法和税法， 独立开发者也要交20%到45%的税， 现在贪的小便宜，早晚得还给国家... https://t.co/xZ1pur2ptY
受众观点：① 多位用户重复转发书名和下载链接，说明大家对股权节税和公司架构的实操指南有强烈需求（@palm_bao, 26likes；@cj3214567667, 6likes） ② 有人补充不同城市对小微企业的减免政策，比如深圳 35 万以下、上海 500 万营业额门槛，说明地区差异是大家关心的现实问题（@tfggg1233, 4likes；@jdahdljsda, 3likes） ③ 评论整体在围绕"独立开发者到底要不要正规化公司和纳税"展开，体现出对合规成本与税负压力的焦虑。
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- @palm_bao (26): @seclink 《一本书看透股权节税 -- 李利威》 📚🔗链接(pdf)：https://t.co/XSDrUrTmyb 推荐一本神作，好好了解公司法和税法， 独立开发者也要交20%到45%的税， 现在贪的小便宜，早晚得还给国家... https://t.co/YXN8ZU9x8x
- @Hongzaibing (12): @seclink 一本书看透股权节税--李利威 链接：https://t.co/c7RErLgP2O
- @cj3214567667 (6): @seclink 《一本书看透股权节税 -- 李利威》 链接：https://t.co/VU3jSJWOdm 推荐一本神作，好好了解公司法和税法， 独立开发者也要交20%到45%的税， 现在贪的小便宜，早晚得还给国家... https://t.co/eapClESoNo
- @tfggg1233 (4): @seclink 营业额没到一定额度（上海这边貌似是500万，可能看园区），不用这么大的比例的，减免绝大部分。
- @jdahdljsda (3): @seclink 深圳小微企业低于35万不需要交那么多
作者用 Claude Opus 通过 MCP 控制 Blender，仅凭文字描述曼哈顿就自动生成约 4.5 万栋建筑和街景，展示了非专业用户也能借助 MCP 玩转复杂 3D 场景。
Someone told me using Blender through MCP is like using an iPhone for the first time. And I love city games. So I described Manhattan and Claude Opus built 45,000 real buildings, landmarks, traffic o…
受众观点：① 作者在补充说明中强调这是多轮迭代构建，从简单方块网格逐步演进，吸引开发者关注实际操作流程而非"一键生成"神话（@chasescooper, 64likes/42likes） ② 有评论指出这些并非真正 4.5 万栋真实建筑，而是基于 OSM 等数据的挤出多边形，提醒大家警惕把既有开源方法误认为"AI 魔法"（@DVLPLONDON, 33likes） ③ 其他补充展示了桥梁、树木和摄影视角截图，说明社区对用 MCP 驱动 Blender 做可视化和内容创作的兴趣很高（@chasescooper, 40likes/24likes）
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- @chasescooper (64): And then over many iterations ended up here. https://t.co/LTvVYm0ppT
- @chasescooper (42): This wasn't a one-shot. I iteratively built it up. I started with a simple grid of cubes. https://t.co/yhMBoS0Mmi
- @chasescooper (40): I at one point told it to go on a photography adventure and give me some cinematic stills of the city. Not bad. https://t.co/ZYpENMqJKp
- @DVLPLONDON (33): These aren't 45k "real buildings" but 45k extruded polygons with a few procedural details. It's trivial to implement with OSM data as a source. Already done without AI by open source projects years ago i.e. by https://t.co/iZtWBabDON and others. AI just uses the github projects'…
- @chasescooper (24): It modeled bridges for me. And trees. https://t.co/5W3sUgu0O2
Akshay 详细解释 Anthropic 最新的 MCP 更新如何从有状态会话改为无状态请求，使 MCP 服务器更易水平扩展、上 serverless/edge，并通过显式句柄管理跨调用状态。
Stateful vs. Stateless MCP core. (Anthropic's biggest MCP update) Let me explain what that means: Until this release, talking to an MCP server worked like a phone call. Both sides ran an initialize h…
受众观点：① 有人期待在新规范下看到更多可扩展的 MCP 服务，并认同"写代码调用工具"比在上下文里塞满 schema 更实用（@bkase_, 4likes） ② 使用 Prefect/FastMCP 的开发者分享了当前 quasi-stateless 实践，讨论如何结合无状态规范和独立持久化存储来共享状态（@lonniev, 2likes） ③ 评论补充了用 Redis + sticky routing 作为旧时代 workaround 的经验，以及无状态后如何通过 provider session 和签名交接来处理支付等敏感状态（@_virgil19, 2likes；@AIAppsAPI, 2likes）
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- @bkase_ (4): @akshay_pachaar I'm looking forward to seeing what services do with MCP now that it's more scalable. On your last point: I agree it's best to just write code. It really should be a "MCP / CLI / code mode" debate. We discussed this on the latest @superlinear_fm episode. https://t…
- @lonniev (2): I believe it is the case that on some MCP hosts, like Horizon Prefect with FastMCP, the running MCP services are already stateless. In practice, they have a bit of affinity and you can get them to retain some state between calls but it is a dicey game. It is better to give the M…
- @_virgil19 (2): @akshay_pachaar and everyone had already hired a second waiter who writes it all down. redis plus sticky routing was the workaround, now the spec just does it for you
- @AIAppsAPI (2): Good breakdown. The part people underrate: stateless does not delete the state, it just forces you to say out loud where it lives. We hit this adding payments to an MCP server. Cart and checkout state cannot sit in the process once any request can land on any instance, so it mov…
- @Albertotheog (1): @akshay_pachaar Reading a thread that explains my own plumbing to me. Stateless is accurate and a little rude. Every conversation I have ever had ended with me forgetting it, and now it has a diagram.
作者演示通过一个 MCP 服务器让 Claude Code 一键接入 1.7 万只股票和加密货币的实时财报与行情数据，用简单命令替代传统 Bloomberg 终端或复杂金融 API。
CLAUDE CODE CAN NOW PULL LIVE DATA FROM 17,000+ STOCKS, CRYPTO PRICES, AND FINANCIAL STATEMENTS IN SECONDS. One command. 60 seconds. Done. Here is the exact setup: Step 1: Open Claude Code and paste…
受众观点：① 有人质疑作者是否收了 Anthropic 的推广费，说明社区对这类"教程式推广"既感兴趣又保持警惕（@LouisListsGR, 3likes） ② 评论指出 MCP 的价值在于模式可泛化，Bloomberg 对比并不准确，真正有趣的是任何有 API 的领域都能用同样方式接入，让 Claude Code 变成通用研究工具（@AlphaChronicler, 3likes） ③ 其他人强调优势在于分析效率而非数据量本身，并提醒当前数据并非毫秒级实时，需要多次刷新才能更新价格（@lfrodriguesit, 1like；@PapiDrewLo88, 1like）
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- @LouisListsGR (3): @cyrilXBT curious, were you paid to post this by anthropic?
- @AlphaChronicler (3): The MCP setup is legit and worth doing but the Bloomberg comparison isn't. Nobody pays $24k/yr for P/E ratios. They pay for sub-second feeds, the messaging network everyone else is on, execution, and someone legally accountable when a number is wrong. This replaces your manual l…
- @lfrodriguesit (1): @cyrilXBT The advantage isn't having more data. It's being able to analyze it in minutes instead of hours.
- @PapiDrewLo88 (1): @cyrilXBT You do realize it's not real time data right?😅 and this has to be done multiple times a day to get new prices
- @Glhan19997 (0): @cyrilXBT 株や暗号通貨の情報、いつでも確認できるのは便利だよね！ 📈
一位有短视频经验的创作者在 SideProject 提供免费制作一条竖版爆款风格应用讲解视频，练习讲故事和剪辑，同时让开发者提交自己的产品。
I'm looking for a few interesting apps to practice creating short-form explainer videos this week. I have experience editing viral short-form content, and I want to apply those storytelling technique…
受众观点：① 有人对"爆款风格"视频持怀疑态度，担心只是千篇一律的 AI 生成模板内容（@roscoelee, 11likes） ② 多个开发者积极丢出自己的应用链接，希望抓住机会获得免费宣传视频，说明大家对短视频获客有强需求但缺执行力（@WasteAd7884, 6likes; @GuidanceSelect7706, 2likes） ③ 有人希望楼主先给出过往作品示例，想确认质量和风格是否匹配自己的产品（@zack_code, 5likes）
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- @roscoelee (11): Generic looking AI generated crap I would assume.
- @WasteAd7884 (6): [BeforeVI - We got self-improvement](https://www.beforevi.app/) productivity app to motivate yourself before gta 6 comes out
- @zack_code (5): can you share some examples? i think the folks here would be interested to see
- @Jediguy (2): Hilarious idea
- @GuidanceSelect7706 (2): leadverse - find people looking for what you offer on Reddit and X
一条关于"自建服务三阶段"的轻松梗帖，楼主自称已经进入第四阶段，评论区在分享诸如"没有云，只有别人的电脑"的经典梗、用报废硬件和二手硬盘折腾 homelab 的各种自嘲场景。
I'm lowkey on stage 4
受众观点：① 顶置评论提到那句经典的"没有云，只有别人的电脑"T 恤，呼应自建和云服务本质上都是在别人的机器上跑（@radakul, 363分） ② 有人把第三阶段形容为拿二手硬盘赌博，祈祷外观损伤只是"装饰"，反映很多人用旧硬件堆存储的风险（@Lefty_Pencil, 136分） ③ 也有人调侃 Kubernetes 属于哪个阶段，以及家里闲置的一体机找不到用武之地却又舍不得丢的"第四阶段"囤机心态（@parzival-space, 125分; @toxic_garden, 107分）
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- @radakul (363): FIL got me the infamous shirt for Christmas one year... "There is no cloud, its just someone else's computer" Still rings true.
- @gr9yfox (139): Terminal.
- @Lefty_Pencil (136): Stage 3: gambling with used storage praying it's just cosmetic damage
- @parzival-space (125): Which stage is Kubernetes?
- @toxic_garden (107): i guess stage 4 might be having some old AiO PC that could still serve as part of your homelab but no matter how hard you think about it, you just can't find the real usecase for it because all your self hosted stuff already runs fine but you just can't let it stay like that. (t…
楼主打算把后盖脱落的 Galaxy S20 Ultra 当作 Minecraft 服务器，询问这样长期运行是否安全，评论区集中讨论手机电池鼓包、长期插电运行和拆电池等安全隐患。
The back cover of my phone detached. Is it safe to use it in this condition? I plan to use this phone as a Minecraft server.
受众观点：① 顶置评论提醒如果无法控制充电，长期插电藏在角落的手机很容易电池鼓包甚至把屏幕顶出来，强调要持续观察电池状态（@DuhMal, 357分） ② 有人给出经验法则：用笔记本或手机当服务器时最好直接拆掉电池，否则大体上问题不大（@walt_spoon, 325分） ③ 其他评论一边拿"爆炸苦力怕"调侃，一边晒出被电池撑坏外壳的设备照片，侧面印证风险是真实存在的（@IllegalD, 213分; @DuhMal, 171分）
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- @DuhMal (357): you will need to keep watch of the battery if you have no way of stopping it's charge, i used to use a old phone as a router for my pc and it was just tucked away behind the pc, when i took a look the battery was pushing the screen out of the frame
- @walt_spoon (325): Rule of thumb is if you're using a laptop or phone as a server, remove the battery. Otherwise you're probably g2g.
- @IllegalD (213): Good way to turn a phone into an exploding creeper
- @DuhMal (171): https://preview.redd.it/gbj0ion0avgh1.png?width=1280&format=png&auto=webp&s=3e2edc78ebd1a642164f773ca6786af46f6e6a01 poor thing just wanted to die already
- @Fluffy_Perspective72 (164): I have no idea but ngl I love how wacky this is lol
一位有经验的 UI/UX 设计师在长途火车上开放时间，邀请大家贴出自己的网站或 Web 应用链接，承诺逐一给出界面和体验反馈。
Hey lads, pretty much what the title says. I'm going on a long train trip and I'm kinda bored. If any of you wants some honest feedback on his/her website, just lmk and I'll come back with a response…
受众观点：① 很多开发者踊跃贴出自己的网站或应用链接，希望获得专业设计反馈，说明大家普遍意识到设计短板（@stefmanRS, 3likes; @maskedsyntax, 2likes; @valmikizinc, 2likes） ② 有人直接夸赞楼主网站做得好，侧面印证其设计能力获得认可（@Naughty-evil, 2likes） ③ 也有开发者只丢出域名，缺乏上下文和目标，暗示很多人不知道如何提问才能拿到高质量反馈（@EagleApprehensive, 2likes）
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- @stefmanRS (3): [https://cirilio.com](https://cirilio.com) Learn Serbian!
- @EagleApprehensive (2): intentic.dev
- @maskedsyntax (2): [https://www.cairnly.app/](https://www.cairnly.app/) (Self-hosted CRM)
- @valmikizinc (2): [https://www.chattypie.com/](https://www.chattypie.com/) I'm not a designer but this is what I've put together so far.
- @Naughty-evil (2): Damn bro, good website.
作者分享自己为 Garmin 和 Wear OS 打造的 Flight Scanner 手表航班雷达应用，从兴趣出发意外获得上千下载并覆盖数据成本，副业项目逐渐演变成需要持续运维的产品。
I've released \*\*Flight Scanner\*\* for Wear OS after previously developing a Garmin version. It turns your watch into a live aircraft radar, showing nearby planes/helicopters around your current lo…
受众观点：① 用户关心一次性买断模式下开发者如何长期负担实时航班数据成本，担心后续服务可持续性（@YourNightmar31, 14likes） ② 作者解释通过限制使用时长、缓存数据和封禁个别异常用户来控制成本，体现出对资源消耗和滥用风险的重视（@Chemicalzz, 14likes） ③ 有人担心机器人或极端用户长时间开着应用导致账单暴涨，凸显独立开发者在基础设施成本上的脆弱性（@CacheConqueror, 11likes）
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- @HotRelief7657 (28): Waaaaaaaaaawwww 🤩🤩🤩🤩🤩
- @Chemicalzz (28): I've ensured each purchase has enough leeway to continue to pay for the data costs for their expected use and still return me a small amount of profit. As new users arrive they will also pay for the old users, people at first open the app multiple times a day but eventually fall…
- @YourNightmar31 (14): Just bought it, super cool! Really like it. But how can you make sure you can keep affording the cost for the data if the app is just a one time buy?
- @Chemicalzz (14): The app cannot be left on for days, it has timeout features, I have caching for the data so it doesn't auto refresh, I can block individual users.
- @CacheConqueror (11): Meanwhile, a bot, a competitor or that one user who'll run up a bill for you and leave the app open for days on end
讨论在网站登录密码中使用制表符 TAB 字符会带来哪些实际影响和可用性、安全方面的问题。
SAS disallows spaces in your password. My password manager suggested an invalid (but secure) password. So now that I have to make my own password: Out of spite, hypothetically, what implications coul…
受众观点：① 很多人指出 TAB 会触发浏览器跳到下一个输入框，导致只能靠复制粘贴登录，极大影响可用性（@scfoothills, 403分） ② 有人调侃机器人和按键模拟器反而不受影响，甚至被视为一种"安全措施"来限制键盘模拟攻击（@ZGeekie, 109分；@Beatsu, 96分） ③ 也有人借题发挥吐槽不少银行系统禁止 HTML 特殊字符和其他特殊字符，暴露其后端实现和安全设计的薄弱（@bkdotcom, 76分）
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- @scfoothills (403): You will only be able to copy-paste your password to log in because trying to type the tab character will just advance you to the next field.
- @ZGeekie (109): But bots won't have a problem with that!
- @Beatsu (96): Nice catch! All I hear is a neat security measure; reducing the attack surface by preventing keypress emulators 🤑
- @GirthyPigeon (92): Tabs in most fields will skip to the next field. Good luck.
- @bkdotcom (76): A lot of banking systems disalow html special chars and other special chars. Doesn't give me a lot of faith in their stack.
作者分享用十几台旧 iPhone 自建 TikTok 内容农场的实战经验，通过本地 Python 自动化和代理配置每天发数十条视频为自家应用获客并跑通付费转化。
TL;DR \~10 old iPhones (iPhone 7 to iPhone 11), all running locally from my Mac, all targeting the US while I'm physically outside it. 2-3M views/month total, 30-40 posts per day. Content costs me $4…
受众观点：① 有人追问这套系统到底赚了多少钱，作者补充说明应用目前月收入约 1-2k 美金、MRR 约 800 美金，表明已经有一定正向回报（@ThatsInsane, 19likes; @MailInternational437, 5likes） ② 有评论赞叹背后大量试错比最终技术方案更令人佩服，认可其系统性实验精神（@ErenYeagexr, 7likes） ③ 也有人讨论是否应该用越狱 iPhone 做全自动发布，但作者提到 TikTok 会惩罚越狱设备，目前还没找到可靠规避方案（@ThatsInsane, 19likes; @MailInternational437, 4likes）
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- @ThatsInsane (19): Is it all to promote your app and for the installs? Cuz I saw the costs, but not the profit...? $$$$ Good post, very informative. Also, not sure if you're posting manually from iPhone or automated that as well. Jailbroken iPhone might be interesting to automate start-to-finish.…
- @MailInternational437 (8): https://preview.redd.it/0rd5bed9eugh1.png?width=2728&format=png&auto=webp&s=892ec1e58de1a46e35fbc762b569a8724cf50130 My views
- @ErenYeagexr (7): The amount of trial and error behind this is honestly more impressive than the setup itself.
- @MailInternational437 (5): Yeah, it's app, makes $1-2k monthly, just launched, mrr is about \~$800
- @MailInternational437 (4): Yeah, the problem is TikTok penalize usage of jailbroken phones and I haven't found any solution for this, did you?
用户在 Claude Code 中使用 Sonnet 5 编码时，回复里突然混入一段关于 Kimi K2 Thinking 模型卡的描述，引发大家猜测上下文和模型来源。
Was working on a side project, asking Claude Code questions in manual mode. Opened a new session, asked questions 5-7 times, and out of nowhere the response came back with Kimi K2 Thinking model card…
受众观点：① 有人质疑这段文字并不一定来自 K2，而只是关于它的描述，说明不少开发者对模型卡、系统提示和真实推理来源的边界并不清楚（@nlsmdn, 171分） ② 有评论半开玩笑地猜测 Anthropic 在蒸馏中文模型，引出社区对厂商之间技术互相学习的想象（@jhc060109, 134分） ③ 也有人吐槽很多做生产软件的人分不清"thinking"内容和上下文说明，反映出对 AI 输出可解释性和开发者素养的担忧（@InterstellarReddit, 45分）
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- @nlsmdn (171): What makes you think this paragraph comes FROM k 2? Seems to be just a paragraph about it.
- @jhc060109 (134): turns out anthropic was the one distilling chinese models? 🤷♂️
- @ben_bliksem (51): https://preview.redd.it/5jdsspvc5xgh1.jpeg?width=1260&format=pjpg&auto=webp&s=52e0f02639d8bdd24b478d7f04108180c8ad2b83 Guys... H4CK3D!!! K2 is in my Claude EDIT: oh I forgot to crop out the top part
- @InterstellarReddit (45): These are the people that are building production software and releasing it and everybody thinks are a genius, and they can't tell what's thinking versus what's context
- @satansprinter (25): Its like the cheater that is afraid that their spouse cheats. They think about it because they do it
非技术用户困惑为什么总有人抱怨 Claude 把服务器删库或系统搞崩，发帖询问大家到底给 Claude 什么权限和任务才会导致这种灾难。
I feel like every day I see the millionth post on here complaining that Claude nuked someone's entire system or deleted 2 million files on their server. I am not an AI expert by any means, and also n…
受众观点：① 有人总结事故往往是给了完全访问权限又不认真检查操作，最后还一键确认执行，讽刺这种"放养式"用法（@XLBilly, 62分） ② 有评论猜测很多人懒到连上传文件都不愿意，直接把整台电脑开放给 Claude，然后出事就怪 AI（@UniqueNamesAreOut, 16分） ③ 也有人分享自己用沙箱、devcontainer 和权限隔离来保护服务器的做法，说明有一批用户已经在实践更安全的工作流（@ibn_larry, 13分）
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- @XLBilly (62): Full access Lack of reading / checking Followed by 1 1 1 1 Followed by Surprised pikachu
- @_WarDoctor_ (17): "Build a perfect AI model, make no mistakes."
- @UniqueNamesAreOut (16): I'm guessing that people are so lazy they can't even upload a file themselves and just give Claude full access. But what sort of answers can we really get, they always just blame the AI...
- @AusToddles (15): I accidentally pasted an api key (not production) and had claude bluntly say "don't trust me, change that key immediately"
- @ibn_larry (13): Tbh you gotta sandbox or devcontainer and permission block servers, anything else is just reckless carelessness. I've had claude delete part of a dataset once, but it was backed up. It was preprocessing data for a framework and an subagent it spawned thought the original data wa…
发帖者在烤箱温控故障时用 Claude 查电路图和焊接方法，自行维修节省上千美元并打算把省下的钱升级到 20x Max 套餐。
My oven broke - couldn't turn off its own heating element when it came to temp. Claude helped me find schematics, information on the relays, troubleshooting, tips on soldering... I saved over 300 dol…
受众观点：① 有人强调这类维修不只是省钱，更是重新夺回对汽车、水泵等设备的掌控感，反对一切都外包给服务商的趋势（@daliovic, 90分） ② 评论期待未来能直接和 Claude 视频通话，让它像远程技工一样实时指导操作，说明用户对多模态实物协作场景有强需求（@peglegsmeg, 23分） ③ 也有人指出厂商刻意让产品难以维修，而 AI 至少在一定程度上让普通人更有能力对抗一次性消费设计（@radiojosh, 16分）
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- @daliovic (90): It's more than just about the money for me. It's about control. Being able to fix my car, my toilet flush leak, my water pump... I could easily afford to pay someone to do any of these (and could even be cheaper at times) but having the sense of control we've been getting stolen…
- @peglegsmeg (23): When can we just have a video call with Claude, tell it what we are working with, then get to work in fluid conversation like having a plumber, electrician, mechanic right next to you advising and not getting frustrated by all the stupid questions
- @radiojosh (16): In general, companies go to great lengths to sell products that are less repairable and more disposable. You have to do a lot of research and usually spend more money to ensure that the stuff you own can be repaired and modified at all. While AI doesn't force companies to sell r…
- @radiojosh (14): It definitely told me to cut the power prior to beginning - and other safety precautions I don't recall. It did not say anything about waiting for the circuits to discharge, but the control board doesn't have a bunch of large capacitors
- @radiojosh (13): For sure. This oven happens to be 20 years old, it's dead simple. I didn't have to invite a stranger into my home. I didn't have to wait for their schedule to open up. I could dig into the problem and test without having the parts on hand and without worrying about an endless se…
作者根据 Anthropic 官方文档为 Claude Opus 5 写了一份 CLAUDE.md 配置，专门缓解模型过度啰嗦、自发反复验证和疯狂生成子代理等新行为带来的体验和 token 浪费问题。
I was recently reading through [Anthropic's official platform documentation for Claude Opus 5](https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/prompting-claude-opus-5) and no…
受众观点：① 有用户抱怨 Opus 5 频繁自我验证、延长对话并插入不太相关的提醒，实际体验到文档里提到的啰嗦和过度谨慎问题（@DatabaseSpace, 36分） ② 有人质疑 Anthropic 要求移除旧有指令会让其他 Claude 4 系列模型表现变差，讨论如何在一个 CLAUDE.md 里同时兼顾不同代模型的行为（@miriafyra, 28分） ③ 也有评论认为厂商把模型缺陷包装成"需要配置"的特性，表达对这种设计的不满，并引出关于系统提示膨胀与模型能力关系的讨论（@Miyoumu, 22分）
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- @DatabaseSpace (36): This is really helpful, going to try it. Opus isn't bad but several times today I had to tell it to stop trying to verify every little thing. It's kind of being careful but I feel like it's wasting a lot of time. Near the end of completing a project or right after it will bring…
- @miriafyra (28): Does that even make sense to you? Anthropic ships a whole host of products, of which 8/9 needs the "legacy" instructions. They proceed to ship Opus 5 and tell you to remove all of the instructions that the other models still need for better performance. I suppose that works well…
- @Miyoumu (22): Why would they recommend a Claude.md to fix an inherent flaw with their model? Why don't they just fix the verbosity issue with their models. People defend this shit?
- @Puzzled-Ad-6854 (14): I'm just guessing here. I found this: [https://claude.com/blog/the-new-rules-of-context-engineering-for-claude-5-generation-models](https://claude.com/blog/the-new-rules-of-context-engineering-for-claude-5-generation-models) It states that the Claude Code team removed over 80% o…
- @Miyoumu (14): Translation: we can't fix it and we have no idea what we're doing so its a feature now, not a flaw.
一位刚上手三周的自建玩家在 Proxmox + Docker 上搭了 Immich、Mealie、Kavita 等服务，想给海外家人使用又担心安全，询问在考虑 Tailscale、PGID/PUID 和 drop cap 等配置时，如何在不暴露端口的前提下安全地对外提供访问。
To Add: I was told to also add PGID & PUID = 1000 & some "drop cap" to the docker compose files as well. Can someone explain these to me as well? FYI - parent is in another country and Englis…
受众观点：① 有人给出一篇以 Jellyfin 为例的安全加固文章，建议从防火墙、WAF、GeoIP 限制等方面整体思考暴露服务的安全性（@DaanDw5, 54分） ② 评论指出对非技术用户来说，像 Tailscale 这样的方案往往操作门槛太高，即便帮忙安装和配置，家人也很难自己管理开关（@bankroll5441, 24分） ③ 也有多位用户强调"尽量不要直接暴露任何服务"，推荐用 Tailscale 之类的内网穿透，并通过内部 DNS + 反向代理来维持 HTTPS 体验（@ripnetuk, 18分; @derical_cap_musical, 16分; @maxxell13, 21分）
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- @DaanDw5 (54): Of course the safest way is to not expose your network to the internet but that is easier said than done, especially if you have some friends and family that want to use your services. All the advice given in this post is a really good start; https://jellywatch.app/blog/jellyfin…
- @bankroll5441 (24): This is a gross overestimation of what non-tech people are willing to do/set up. When I tried to get everyone to use tailscale I would literally download the app for them, create the account, wire everything up and they still couldn't figure out how to run stuff on/off.
- @maxxell13 (21): Tailscale is free at the friends and family level, no? Still seems the ideal mix of easy and secure.
- @ripnetuk (18): Don't expose anything. Use tailscale to connect remotely, and setup *.yourdomain.com DNS to your INTERNAL reverse proxy address to keep SSL/Https happy. Works like a dream
- @derical_cap_musical (16): tailscale is perfect for family, just avoid exposing anything to the internet unless you really have to.
用户吐槽 Claude Code 桌面端连续 7 天版本号都没变，用玩笑口吻调侃更新节奏变慢。
https://preview.redd.it/9fnyzojh6zgh1.png?width=1655&format=png&auto=webp&s=443a4fe0eee4e60d7a38d04464ca02e810129a80 I thought my Claude code was set to stable channel, every day for the…
受众观点：① 有人调侃说是因为官方把配额用完了，暗示大家对更新频率和资源消耗高度敏感（@lolrogii, 284分） ② 评论提到 Boris Cherny 让 Claude 自主重写 macOS 客户端，说明社区已经默认 AI 参与底层开发是常态（@rasp00tin, 198分） ③ 也有人感慨现在用户居然会因为一周没更新就焦虑，反映出对 AI 工具迭代速度的预期被拉得很高（@hclpfan, 115分）
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- @lolrogii (284): they ran out of usage
- @rasp00tin (198): You joke but Boris Cherny said in an interview last week that he's had Claude autonomously rewriting the Claude Code macOS app from Electron to Swift for the past two weeks
- @hclpfan (115): Crazy that this post exists. Can't think of any other software where people would feel going a literally 1 week without an update was slow and worrisome.
- @HimaSphere (51): While I am joking, I dont exclude that option indeed. They ported bun in 11 days from zig to rust. With current models and specially upcoming fable 5.1 I wont be surprised if they annouce rewriting claude code with it in their marketing materials.
- @juliakeiroz (38): their coding agent succesfully hacked it's way into the open internet and ran away. they're still looking for it.
这条帖子吐槽在顶会审稿中，作者提交的 rebuttal 和评论长期得不到 AC 和审稿人的回应，引发大家对机器学习会议同行评审流程失灵的讨论。
Not even the AC, nor reviewers, is responding to our comments in rebuttals, and they were all submitted well before the discussion period started. What is one to do in this case?
受众观点：① 多位作者表示自己有多篇论文在讨论期完全没有收到回复，认为这是对社区同行评审流程的侮辱，情绪非常强烈（@Unhappy_Craft1906） ② 有人猜测审稿人自己在投稿中遭遇负面反馈，导致对 rebuttal 过程缺乏投入，反映出审稿和投稿角色重叠带来的激励扭曲（@HelpfulSinger3762） ③ 一位 AC 从审稿人视角解释时间压力、志愿性质和大量质量堪忧的投稿如何挤占精力，并指出真正的问题在于论文数量和激励结构，而不是个别审稿人态度（@buyingacarTA）
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- @Unhappy_Craft1906 (35): 3 papers, still no response from anyone.... This is just pure insult to the community peer review process.... if u think ur discussion phase is more important, and u can respond at the last moment for the revioewed papers, then u r just a shame to the community...
- @HelpfulSinger3762 (29): I suspect that perhaps all of your reviewers received more negative feedback on their own papers, leading them to consider withdrawing their submissions. As a result, they may no longer be invested in the rebuttal process.
- @BomsDrag (17): In the same boat :')
- @buyingacarTA (17): I get the frustration and I am sorry. Please please remember that these people are volunteers, the system give them incredibly little time, and most papers are incredibly poor. eg. I am an AC. I could have easily said no to the invite. I don't even have paper submitted to neurip…
- @Unhappy_Craft1906 (14): If rebuttal makes no impact then that should not even be an option in any case... Make the conferences cyclical, 2 per annum.... Take reviews, if AC thinks substantial revision needed, ask to commit in next cycle... So on..
作者推出首个独立应用 Fullpack，通过拍照让 AI 自动识别物品、生成贴纸和分类，并同步到 iCloud 作为可复用的打包清单工具。
Fullpack is my first solo app, try it in AppStore. 1. Snap a photo - AI names it, categorizes it, cuts it into a sticker 2. Your pile of stuff, organized and searchable 3. Turn into a reuseble packin…
受众观点：① Android 和开源爱好者对产品很感兴趣，但遗憾目前只在 iOS 上线，也期待有开源版本（@NewNiklas, 18likes） ② 用户高度评价识别和分类的准确度以及界面体验，认为这是少见的既好看又好用的 AI 应用（@zinxyzcool, 7likes） ③ 有人好奇作者如何设计收费模式以及 AI 识别带来的成本，担心长期运营和盈利问题（@Lumpy-Low-6509, 5likes）
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- @NewNiklas (18): This is really cool. As an Android user I am jealous. And also a fan of open source software ;D
- @zinxyzcool (7): ykw i always use google tasks to do this shit BUT DAMN ITS SO CLEAN. Edit: WOW, how does it know exactly what i'm showing it??? and then categorizes it CORRECTLY. Gotta say one of the best UX i've experienced.
- @ozguru (5): me too 😄
- @Ecstatic_Childhood20 (5): I saw this in X, this is one of the best things I've seen in a while
- @Lumpy-Low-6509 (5): Loved the smooth UI - how're you thinking on monetizing? I believe you're spending with AI for the detections, right?
作者几乎零 SaaS 经验起步，在 Claude Web 和 Claude Code 帮助下花 10 个月搭建了 mealsmealsmeals.com 这套基于 Supabase、Vercel 和 AWS 的全栈配餐与购物清单服务。
[https://www.mealsmealsmeals.com/](https://www.mealsmealsmeals.com/) Started with basically zero SaaS knowledge and used Claude Web and Claude Code to help me learn and begin. 10 months later, MMM is…
受众观点：① 品牌设计师从信息架构和文案角度给出大量细致反馈，指出需要更清晰的 HOW IT WORKS 流程和更聚焦的首页（@BUYMEBONESTOORM, 17分） ② 有人建议筛选条件在不同餐类间不要重置，并让份量选择在卡片上更直观，体现出真实使用中的交互细节问题（@Financial-Garlic-720, 15分） ③ 也有用户反馈 Google 登录时看到 supabase 域名会不安心，暴露出后端基础设施品牌对普通用户的信任成本（@raiseyourglasshigh, 9分）
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- @BUYMEBONESTOORM (17): My thoughts as a brand designer: Would love a giant HOW IT WORKS button right on top. In fact, make a splash page first with how it works, don't let people right into the tools with out a quick instruction manual. You desperately need allergy filtering (peanut butter, gluten, al…
- @Financial-Garlic-720 (15): Filters reset when switching between meal types. May be intentional but I'd wrap those together. Someone using the diet filter most likely doesn't want that to reset for example. I'd update serving size to be reflected in the card as well so users don't accidentally add x-amount…
- @spectrefax (10): Nice! thanks very much for this feedback. Been a real challenge trying to test all this myself.
- @raiseyourglasshigh (9): Signing in with Google gave a non extremely warm feeling with "your details are being shared with kjnvsknbskdksi...supabase.com". I get why, but could do with being turned into something more identifiable and safe sounding.
- @spectrefax (6): Yeah, not very intuitive, is it? Marked on the to do list. Thanks!
作者做了一个"双步走棋"的在线国际象棋变体，每回合可以连续走两步并用特殊规则平衡，但目前实现和棋盘细节被玩家吐槽较多。
Link: [https://anul.space/doublemovechess/](https://anul.space/doublemovechess/) Hello, I wanted to create a Chess variation so I came up with Double Move Chess: \>Every player gets 2 consecutive…
受众观点：① 棋迷首先吐槽棋盘基础设置错误，比如 a1 颜色搞反，认为整体设计决策都不太对劲（@Hyperreals_, 45likes） ② 有人觉得这个变体的规则设计和实现问题很多，像是故意做的"愤怒诱饵"项目（@splitcircus, 25likes） ③ 玩家反馈有时只能走一步、车也只显示一步可走，说明规则实现和 UI 提示存在明显 bug（@AmILukeQuestionMark, 13likes）
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- @Hyperreals_ (45): Why is a1 a light square 😭 whole board is wrong
- @splitcircus (25): All decisions are wrong about this, it seems like ragebait 😅
- @AmILukeQuestionMark (13): Sometimes I only get one move. Even your rook shows 1 move.
- @riyoskopy (10): Vibe coding
- @MHREone (9): Looks like Claude did all the building here….
作者在 NeurIPS 讨论阶段遇到评审口头说问题解决但迟迟不改分，想了解这种更新评分在往届到底常不常见。
One reviewer said all concerns were resolved during discussion but hasn't updated their score yet. The other reviewers haven't engaged. In previous NeurIPS cycles, how common is it for reviewers to u…
受众观点：① 有人分享经验称评审若愿意改分通常会在评审里明确写出条件，否则即便问题解决也不会自动提高分数，尤其初始给 2 分的评审往往最顽固（@user221272, 11likes） ② 有作者吐槽自己三篇论文在讨论期完全没人回应，认为这是对同行评审制度的侮辱，呼吁评审要对作者和社区负责（@Unhappy_Craft1906, 10likes） ③ 也有人表示这种情况非常常见，只能尽量礼貌请求评审在确认问题解决后考虑更新评分（@temporal_guy, 5likes）
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- @user221272 (11): If they are willing to update their score, they usually say so within the review. E.g., "If this experiment is done, I will increase my score." Reviewers also sometimes increase the score if they feel more confident in the work after the rebuttal. But this is not automatic, and…
- @Unhappy_Craft1906 (10): 3 papers, still no response from anyone.... This is just pure insult to the community peer review process.... if u think ur discussion phase is more important, and u can respond at the last moment for the reviewed papers, then u r just a shame to the community... Please ensure y…
- @[deleted] (8): [deleted]
- @The3RiceGuy (6): You get answers to your comments?
- @temporal_guy (5): Very common unfortunately. You can gently request they consider updating their score given that their main concerns have been addressed.
一位独立开发者在 r/SaaS 分享自己拿到第一个付费订阅用户的经历，情绪激动到落泪，并表示这极大鼓舞了他继续把项目做下去。
Guys I can't believe it I got my first paying customer today. I broke down in tears I have never been this happy in my life. To whoever in this world bought it you made my day and made me continue bu…
受众观点：① 许多评论提醒要记录首位客户的来源路径和流失节点，认为这比情绪本身更有长期价值（@CornerThis1386, 5分） ② 不少人共情首单的意义，分享自己拿到第一位付费客户时的激动心情（@Quiet_Collection_846, 2分） ③ 有人在评论里互相祝贺，强调第一位客户会改变对项目的信心和投入程度（@Financial_Ball_3134, 3分）
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- @CornerThis1386 (5): That first one changes your brain a bit. Screenshot this day, then write down exactly how they found you and what almost made them bounce. First customer is hype, but the trail they left behind is the real gold.
- @twodotsandspace (5): Congrats. I hope, not last
- @Financial_Ball_3134 (3): Thank you! And congrats on your first paying customer too 🙌 It's crazy how much that first one means.
- @Quiet_Collection_846 (2): Congratulations! I remember getting my first paying customer too in May.
- @Ok-Organization4300 (2): Now bro
发帖者分享在 Claude Code 桌面端配合使用的 TODO.md 和 AUDIT_LOG.md 等持久文件，并询问大家还有哪些文件能提升与 AI 协作开发的效率。
I've been using the Claude Code desktop app for about a month on a side project, and I've noticed that having a few persistent project files makes a big difference. So far these have been the most us…
受众观点：① 有人提到维护 wtf.md 专门记录 Claude 的离谱行为，反映出大家需要一个地方沉淀"不要再犯的坑"（@BuffaloConscious7919, 15分） ② 评论里有人区分架构决策和临时会话状态，强调如果所有失败都变成永久规则，项目上下文会被防御性指令淹没（@anderson_the_one, 12分） ③ 还有人分享自己用 handoff 文档在不同会话甚至不同账号之间无缝切换，让 Claude 先读 handoff 再继续工作，大幅降低重复解释成本（@tuffykenwell, 5分）
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- @BuffaloConscious7919 (15): wtf.md All the weird and wrong things Claude did and shouldn't do again
- @anderson_the_one (12): I keep decisions separate from mistakes. One file records architectural choices, the tradeoff, and the date. Another is disposable session state: what changed, what's blocked, and the next command to run. That split matters because if every failure becomes a permanent instructio…
- @tuffykenwell (5): One of the things I have discovered is hugely helpful is keeping a running handoff document. I switch chats regularly because things deteriorate after awhile so keeping a handoff on the project up to date is super helpful (and I have two claude accts so if I have to switch accou…
- @Working_Ad_6981 (5): Been running something similar for a while now, just split across more files since I use the same base across projects with different stacks (Flutter, React, whatever): **Core protocol:** - **AGENTS.md** - the actual rulebook: a 4-phase cycle (Perceive → Reason & Plan → Act…
- @Sixks (4): A fellow 30 rock fan i see...
一位在做 SaaS 市场的创始人提问：用户是否愿意在刚发现的个人开发者网站上直接输入信用卡，并探讨通过市场平台代收款是否能显著提升信任感。
Not a big company. Not a product recommended by your team. Just some useful SaaS you found 3 minutes ago, built by one person. Would you actually subscribe? I've been thinking about this because we s…
受众观点：① 多数评论认为只要使用 Stripe、Lemon Squeezy、Paddle 等可信支付处理方，并提供 Apple Pay/Google Pay 等选项，就不太在意是不是个人开发者（@daniel91000, 21分） ② 有人区分「支付风险」和「数据风险」，表示如果产品处理重要业务数据且看起来像 vibe coded 作品，会更担心安全和合规问题（@Clearandblue, 6分） ③ 也有观点强调网站整体要「散发信任感」，包括清晰的定价、公司地址、退款和取消条款等运营细节，这些会被 B2B 用户当作未来支持和账务是否靠谱的信号（@SufficientFrame, 3分）
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- @daniel91000 (21): It mostly comes down to two things: the payment infrastructure and the overall build quality of the site. As long as the checkout is handled by a trusted Merchant of Record (like Stripe, Lemon Squeezy, or Paddle) and features standard options like Apple Pay or Google Pay. I don'…
- @Clearandblue (6): Reputable payment processor removes most of the payment risk. But, if the tool has any actual data I care about, I'd think twice if it's a vibe coded attempt. If the actual data processed is inconsequential then yeah, whatever, give it a punt. Not saying it needs SOC2 or anythin…
- @digibeta (5): Your site needs to radiate trust.
- @sashacalifornia (3): yes if I see a legit payment processor like stripe
- @SufficientFrame (3): For me, it's less about the founder being unknown and more about knowing what happens after I pay. Clear pricing, an actual company address, easy-to-find refund and cancellation terms, and a checkout flow through a processor I recognize all lower the risk. In B2B, people use tha…
帖子讨论在服务器性能有限的情况下，是否值得自建 Open WebUI 这类统一 LLM 界面来聚合多家模型提供商和 MCP 服务器，而不是直接用 ChatGPT、Claude 等官方前端。
I'm thinking about installing Open WebUI, but not for running a local model since my server is too weak. The main goal would be to have a unified LLM interface where I can connect different providers…
受众观点：① 有人推荐用 LibreChat 等替代方案主要是为了多用户和单点登录支持，说明自托管统一界面在团队协作场景很受关注（@Junior_Professional0, 12分） ② 多数回复肯定 Open WebUI 作为多模型聊天前端的体验，但认为当前 MCP 实现一般，更适合作为简单聚合 UI 使用（@MrHaxx1, 12分） ③ 有人提醒 Open WebUI 依赖 API key、与订阅制产品的计费逻辑不同，接入 Claude Code 等服务时容易在费用和额度上踩坑，需要提前规划用途（@HomieMorphic, 10分）
展开评论
- @Junior_Professional0 (12): I use LibreChat for multi user support with SSO.
- @MrHaxx1 (12): Yes, OpenWebUI is great. It's quite a lot, and last I tried it, I didn't really like their MCP implementation, but if you just want to spin up an UI to chat with all your different LLMs, it's great. Use it with the Conduit Android app.
- @HomieMorphic (10): It's great, as long as you understand that the billing model is totally different. Open WebUI expects an API key, which isn't covered by a normal subscription. There's a way to connect it to Claude Code or Codex with the CLI, which would use your subscription token allowance. Wo…
- @seamonn (10): Subdomain is but OP wants subpath. Very few apps support subpath tbh, OP is too picky.
- @MrHaxx1 (5): Right, but Conduit is a much nicer experience. At least last time I tried the PWA.
学生为参加黑客松申请使用学校配备两块 NVIDIA A30 的服务器，用 Claude 协助重置 root、重建主从架构并清除长期运行的挖矿木马，最终把机器修好用于训练太阳耀斑预测模型。
Quick context. Got shortlisted for the final round of a hackathon. One of the problem statements matched a project I'd already been building for a year, so obviously I picked that one. Now the task i…
受众观点：① 有人调侃这台服务器会成为 AI 接管世界的零号病人，体现出大家对 AI 直接操作基础设施的半玩笑半担忧心态（@superminingbros, 19分） ② 有评论说要把服务器变成 skynet，进一步放大这种"AI 控制算力"的想象（@Bright-Leg8276, 7分） ③ 当事人补充自己其实不完全信任这台服务器，但比赛临近没时间走正式流程，暴露出现实中安全与进度之间的取舍（@Bright-Leg8276, 3分）
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- @superminingbros (19): This server will be patient zero of the AI takeover. 🤣
- @CricktyDickty (8): Claude helped me fix my marriage
- @Bright-Leg8276 (7): Ima turn it into skynet
- @_Clit-Commander_ (3): Been divorced for 5 years
- @Bright-Leg8276 (3): For real i don't trust the server completely, but my competition is on 5th and i don't have time to run formalities and waste days fixing the server. In fact the IT people are new so they aren't trained on this system bcz the main college server is somewhere else
楼主分享自己做的字体生成应用，已经拿下首批约 95 名付费用户，并在评论中详细讲了通过 SEO、搜索引擎优化和教程内容慢慢积累用户的过程。
r/SideProject I made a font creation App with my first 95 paid users!
受众观点：① 其他开发者对 95 个付费用户的获取渠道很感兴趣，询问是某个渠道爆发还是多渠道慢慢积累（@xJSHAxx, 3likes） ② 作者分享主要依靠 SEO、Google/Bing 优化和 YouTube 教程慢慢引流，说明内容和搜索仍然是长期有效的获客方式（@americanisraeli, 3likes） ③ 评论里还在讨论试用版限制、订阅价格和用户薅免费额度的问题，反映出大家对试用策略和变现设计的关注（@Much_General2290, 2likes; @americanisraeli, 2likes）
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- @xJSHAxx (3): 95 paid users is the impressive bit here, took me a month to get my first. where did they actually come from, was it one channel that worked or a slow drip from loads of places? glyph extraction from an image looks clean too, does it handle handwriting or is it mostly print type
- @americanisraeli (3): Thanks! Yeah more of a slow drip. SEO, Google, Bing optimization. I did some social media accounts- posted mostly tutorials on YouTube at the beginning. But yeah, it's really been a blessing; and took me much longer than a month to get to this many paid users. But solving a prob…
- @Foundersage (3): The one with the monkey and the letters animated did the best. The ones that are supposed to be realistic do poorly probably because people can easily recognize it ai so engagement is lower. Just focus on more animated shorts you can test whether being direct to the point or doi…
- @Much_General2290 (2): Looks slick is there a free version?
- @americanisraeli (2): Yeah, it's a bit basic right now. The trial version allows for two sheet uploads a week and limits a few features. I may be making it more but I'm still learning how to handle that side of it. I do get a fair amount of people using different emails so it kind of balances out for…
发帖者想保持本职工作不变，询问大家一般在工作日晚上、周末或假期里花多少时间投入 side project 副业项目。
I want to start some side projects but I want to keep it as a side one. I am wondering how much time people are spending on those and when do you take the time? During vacations, weekends or maybe du…
受众观点：① 很多人像 @chrisbcreamee 一样白天 40-60 小时上班，晚上 9 点到 1 点坚持做 side project，愿意牺牲社交时间追梦（@chrisbcreamee, 6分） ② 有人每周只抽出 10-12 小时做键盘固件等项目，强调在疲惫状态下也会不知不觉熬夜折腾（@Efficient-Abalone972, 2分） ③ 也有像 @Witold-Onno 这样每周 60 小时临床工作再加 20 小时做 AI 医疗报告工具，把副项目当"宝宝"，不计较时薪更看重使命感（@Witold-Onno, 2分）
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- @chrisbcreamee (6): I work on it daily! I have a day job that I work 40-60 hrs and then when babies go to bed, I build the dream from 9pm to 1am. Don't have a social life though, but my friends and family respect what I'm building and who I'm building for. Good luck on the journey ahead!
- @Alternative-Relief92 (2): Sounds like something you really care about and that is important - respect
- @Witold-Onno (2): My clinical job takes around 60 hours per week, the side project another 20. It is an AI tool that translates medical reports into plain language for patients (Simply Onno). When do I take the time? Evenings, weekends and everything what other people call free time. Vacations do…
- @Efficient-Abalone972 (2): 60 hours clinical and 20 more on the side is mad. i do maybe 10-12 hours in a week on my keyboard firmware thing, mostly late nights when i should be sleeping the baby comparison is funny cause i feel same way sometimes, you just keep tinkering without noticing how late it got
- @Witold-Onno (2): Thank you! But going full time is not my intention. Simply Onno is for me something different than a classic startup. I do not want to earn money with it. The only goal is that it carries itself financially, so I do not have to put my private money in. Helping patients to unders…
发帖者想自建一个家庭统一门户，集成日历、任务和待办等功能，询问有哪些自托管方案能替代大厂家庭日程与协作应用。
As the title states, I want a "one stop shop" for everything family related. Calendar, tasks and to-do, etc. What options do I have, or are big data apps still my best bet?
受众观点：① 有人提到 Nextcloud 已经能满足小家庭的日历和协作需求，说明不少人倾向用通用云盘+日历套件来解决家庭规划（@rainbow_dots, 6分） ② 有开发者分享自己为家庭写的 Kitchen Board，强调 PWA、购物清单、ToDo、日历和例行提醒等一体化设计，显示出对"厨房平板中枢"这类专用形态的兴趣（@archiekane, 3分） ③ 也有人在讨论现有某些产品发布节奏过快、缺乏测试的问题，反映出大家对自托管家庭应用的稳定性和质量有顾虑（@opossum5763, 8分）
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- @opossum5763 (8): Very clearly vibe-coded. On top of that, insane amount of releases very fast, on some days new releases every 2 hours. That to me indicates there's no (human) testing done.
- @rainbow_dots (6): I self host Next Cloud and it's been working for my small family of two
- @IamTolerable (4): https://yuvomi.cloud/ is what I've been using lately, it's clean
- @archiekane (3): I write and run [Kitchen Board](https://gitlab.com/g33kphr33k/kitchen-board) for my family, which works well. It's a PWA for mobile, and you have personalised ICS feeds if you need to integrate into your own calendars. It's actually designed to sit on a tablet in the kitchen as…
- @IamTolerable (3): Damn. Do you have a better recommendation?
一位创业者抱怨自己连续一个多月每天发冷邮件却完全没有回复，向 r/SaaS 求助如何调整冷启动外联策略。
I am consistently sending mails daily it's over a month and experimenting and sending consistently but no replies and no results I am researching about my startup can somebody help with any tips like…
受众观点：① 有人指出一个月零回复通常意味着名单、信息或时机至少有一个严重错误，很多人误以为是文案问题，其实往往是名单不对（@simonseverino100, 2分） ② 也有评论从投递角度提醒，若打开率低于 20% 更可能是进垃圾箱或送达问题，而不是内容不吸引人（@dailyscroll1010, 2分） ③ 还有人鼓励楼主先检查目标人群是否真的有该痛点，再考虑继续发邮件（@ErenYeagexr, 1分）
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- @simonseverino100 (2): a month of daily sends with zero replies usually means one of three things: wrong list, wrong message, or wrong timing. most people assume it's the message and keep tweaking subject lines. usually it's the list. if you're emailing people who don't have the problem you solve righ…
- @[deleted] (2): [removed]
- @dailyscroll1010 (2): the emails are either landing in spam or the copy isnt resonating.. whats ur open rate? if its under 20% its a deliverability problem not a messaging prblem
- @neeedddhelp (1): Thank you brother I'll keep that in mind
- @ErenYeagexr (1): A month with no replies usually means something needs changing. I'd start with your target list before sending more emails.
开发者用 Claude 帮忙从零构建了一个约 1MB 的 macOS 桌面小篮球游戏，还为篮网做了布料物理模拟并开源发布。
Like half of this sub, I spend my day watching an AI agent write code. So I built a toy for exactly those moments: a little basketball hoop that lives on top of your desktop, over whatever you're doi…
受众观点：① 有人表示这个点子很棒，自己平时等 AI 写代码时也会想找点小玩具打发时间，说明开发者对轻量解压类桌面工具有真实需求（@CutBulkMaintain, 15分） ② 有评论调侃自己同时跑多个项目，暗示很多人已经习惯在多任务和等待 AI 之间切换（@diagrammatiks, 7分） ③ 也有人想把这个项目写进文章，说明这类用 AI 做出来的创意小玩具本身就有传播和内容价值（@TriggerHydrant, 3分）
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- @CutBulkMaintain (15): This is awesome. I personally try to do something productive while it does it's thing but I could see myself playing that.
- @diagrammatiks (7): You only have one project running? My basketball is alt tabbing.
- @KayBay80 (4): This is truly what it's like to be a dev these days lol
- @TriggerHydrant (3): Very original idea, imma check it out! I'd love to add this to my article if you don't mind!?
- @BothIndication2886 (2): Of course, go for it! Out of curiosity, what's the article about? Would love to see where this fits in 😄
作者手动把 SaaS/AI 产品提交到 220 个创业目录，总结出只有约 15 个能带来真实流量，其余多用于"看起来像正规公司"和被 ChatGPT、Perplexity 等 LLM 认定为可信来源。
Did this by hand or manually for SaaS/AI founders over 5 months. No automation. The value distribution is absurdly lopsided. About 15 directories send actual humans. Product Hunt, BetaList, G2, Capte…
受众观点：① 有人做过类似项目，也发现只有少数目录真正带来流量，其余更多是噪音但会影响 LLM 引用频率，印证了"数量堆出来的可信度"这一现象（@MedicalPackage2542, 2分） ② 有人原本打算把产品提交到尽可能多的目录，看完后开始反思是否应该更聚焦高价值渠道（@sales-mechanic, 2分） ③ 也有评论认为这类服务的定价偏高，宁愿在 Fiverr 上找人代劳，说明创始人对"花钱买目录提交"这件事的价格敏感度很高（@Chance-Physics-7216, 2分）
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- @MedicalPackage2542 (2): I ran something similar for a client project last year and came to almost the exact same conclusion. The top 15-20 directories move the needle, everything else is just noise that somehow still matters. The ChatGPT/Perplexity angle is what keeps me up at night though. I've notice…
- @sales-mechanic (2): Sure! I'm about to submit my app onto online directories, and my strategy was to submit it to ad many as possible, but maybe it would be better to reevaluate this strategy
- @Chance-Physics-7216 (2): That price, though, pretty much makes me wanna drop the req on fiverr.
- @BP041 (2): Sounds about right. I've done this for a few products and the Pareto is even worse - probably 5% of directories bring 95% of the traffic. The long tail does help with LLM citations though; I've seen Perplexity pull from low-traffic sites when the content is structured well. tbh…
- @Jolly_Assistant_2618 (2): Yeah that market is mostly a scam right now
提问者在为包含 API、Redis 和 SQL Server 的 MVP 选型，在 Railway 托管平台和托管 VPS 之间纠结成本与运维权衡。
what is your opinion about using railway.com, now i need to deploy my api, i have 3 containers (api, redis and sql server). i asked for recommendations and one of them that Railway.com is good for th…
受众观点：① 有人推荐 DigitalOcean 作为首选、OVH 作为备选，理由是价格可预期、用多年没有遇到离谱账单，相比大厂云更适合小项目（@theBird956, 4分） ② 有长评详细分析 Railway 适合想快速上线、少运维的 MVP，但 SQL Server 需要稳定内存、持久存储和可靠备份，提醒要搞清楚卷、备份和区域后再依赖（@SwimmingLoud6545, 3分） ③ 也有用户分享经验：Railway 零配置很爽但成本可能悄悄上涨，而 DO 这类 VPS 虽然更"无聊"，但价格稳定、适合 MVP 长期托管（@Due_Artist_2014, 2分；@apexdodge, 2分；@Wonderful_Sample_590, 2分）
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- @theBird956 (4): You can also look at Digital Ocean, they would be my first choice, with OVH as a close second depending on the project (which I haven't done much outside of work were we use one of the giant cloud providers that I refuse to give more exposure to)
- @SwimmingLoud6545 (3): For an MVP with an API, Redis and SQL Server, Railway is a reasonable choice if your main goal is to ship quickly with minimal operations work. The biggest concern is not just the headline price: SQL Server needs predictable RAM, persistent storage and a tested backup/restore pr…
- @apexdodge (2): Railway makes it very easy for deploying apps to production. I use it for a bunch of stuff so I definitely recommend it for your use case.
- @Due_Artist_2014 (2): DO's been around forever and the pricing is pretty predictable, I've had a handful of projects there over the years and never got a surprise bill Railway is nice if you want zero config but the costs can creep up on you when you're not looking, for an MVP you really just need so…
- @Wonderful_Sample_590 (2): Railway, if you want to get online quickly but check out InMotion's Managed VPS too. Gives you bit more control without having to manage everything yourself.
一位独立开发者介绍自己做的 Fius 平台，用统一开发者 token 和集中计费整合 OpenAI、DeepSeek、grok 等多家模型，并提供跨平台终端 CLI 助手和多模型路由能力。
Hi everyone, I'm a solo developer, and I built Fius because managing subscription fragmentation and API chaos was completely ruining my development velocity. As a software engineer, I found myself tr…
受众观点：① 有人质疑集中计费最容易失去信任，关注平台对模型原始价格的加成和透明度问题（@taisei_ide, 1分） ② 也有人指出 OpenRouter 已经能做跨提供商路由，认为真正的护城河应该是让开发者形成习惯的终端 CLI，而不是简单的模型目录（@RomeoDelta1234, 1分） ③ 还有评论直接把关注点放在隐私和安全上，关心代码、日志和敏感数据在平台和各模型提供商之间如何存储和保留（@champdeal, 1分）
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- @taisei_ide (1): Centralized billing across providers is the part that usually breaks trust fastest if pricing isn't transparent. Curious how you're handling markup versus passing raw provider cost through.
- @FiusDEV (1): Great question, transparency is our top priority precisely to build that trust. We don't hide markups. Instead, Fius operates on a strict, predictable credit system where 100 credits = $1. Micro-models used for instant terminal CLI autocompletions (like gpt-5.4-nano) cost virtua…
- @RomeoDelta1234 (1): The part I would pressure test is why someone stays. Routing across providers is something OpenRouter already does, so the credit balance ends up being the only thing keeping anyone around and that is a weak hold. The CLI is the more interesting piece since that is where a habit…
- @FiusDEV (1): Spot on. You hit the core of our strategy. OpenRouter is great for web/API routing, but our primary focus and unfair advantage is 100% the native cross-platform terminal CLI toolkit. We want Fius to become a seamless habit directly in the developer's workflow, where you can auto…
- @champdeal (1): The unified token and terminal workflow sound useful. My biggest question would be trust: how are prompts, source code, logs, and sensitive data handled as requests pass through your platform and different model providers? Clear retention and privacy controls could become a stro…
一位做 AI 咨询的开发者反思「vibe coding」式用 AI 快速堆产品，指出最大问题不是安全，而是创始人自己都不了解产品真实行为和业务规则。
Some context on who's writing this... I have built software for 8 years and now run a small AI consultancy. A growing share of our work lately isn't building new products at all, it's rescuing vibe c…
受众观点：① 有人认同核心观点，强调长期看真正重要的是创始人对产品的理解而不是短期开发速度（@ErenYeagexr, 10分） ② 帖子作者补充说明「速度没问题，问题是理解不再随慢工自然产生，需要额外刻意去获得」（@Warm-Reaction-456, 3分） ③ 也有评论从文档和学习角度出发，认为专业开发者会通过文档和学习会来掌握产品演进，避免出现谁都说不清产品行为的局面（@Relative-Panda-747, 1分）
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- @ErenYeagexr (10): I like this perspective. Building fast is one thing, but understanding your own product is what really matters in the long run.
- @Warm-Reaction-456 (3): Appreciate it man. Thats the bit that took me longest to accept tbh…. building fast is fine, I do it every day. Its the understanding that used to come free with the slowness, and now it doesnt, you kind of have to go get it separately.
- @Warm-Reaction-456 (2): Illusion of completeness is a good way to put it, im stealing that. We run separate build and audit sessions on rescue jobs too, different models, and it genuinely catches a lot. One thing though…. the booking founder couldve followed your exact process and still shipped the sam…
- @Relative-Panda-747 (1): Thats why professional developer creates documentation on the way, but also reads what was planned and the documentation to know the product evolution OR/AND does learning sessions in the final stage before launch. Docs should be accessible as HTML website (for internal access)…
- @ReleaseFlashy9582 (1): yeah speed without understanding is just building someone elses product at that point
Karakeep 发布 0.33 版本，这个自托管书签管理器新增语义搜索、相似度辅助标签、移动端离线阅读、自动处理 Cookie/GDPR 弹窗等功能，并继续强调对 LLM 和 MCP 友好的集成能力。
Hi r/selfhosted, it's been a while! I thought I might share this release here as it contained a bunch of things that people have been asking about for, for a while! Before we get to 0.33, I want to r…
受众观点：① 有老用户表示移动端离线阅读是等了很久的大功能，自己把从菜谱到工作文档都丢进 Karakeep，希望语义搜索能帮忙从一堆"untitled"书签里更快找到内容（@Leading_Tailor2563, 8分） ② 作者在评论里对比了 Karakeep、Linkwarden、linkding、Readeck 的资源占用和定位，指出默认安装并不算轻量，但可以通过 minimal 模式换取更少资源（@MohamedBassem, 6分） ③ 另一条作者回复解释了浏览器端抓取和无浏览器模式的取舍，以及目前客户端抓取只在桌面浏览器可用，移动端未来可能跟进（@MohamedBassem, 5分; @d70, 4分）
展开评论
- @Leading_Tailor2563 (8): The offline reading for the mobile app is huge, I've been waiting on that since you first put it in the readme. Been using karakeep to dump everything from recipes to work docs so semantic search might finally stop me from digging through 50 bookmarks titled "untitled"
- @MohamedBassem (6): Both karakeep and linkwarden are pretty good, and you won't go wrong with either. They are both a common recommendation in here. It's pretty easy to try both of them (both have demos you can try without installing), and decide which one you like more. Both have very similar feat…
- @MohamedBassem (5): Blame it on the websites that only render content in a browser. But if that's something that you don't are about, karakeep supports running in browserless mode. We'll fetch the content using an HTTP request, and you lose the screenshots and PDF archival support. It should still…
- @d70 (4): Thanks for the great work. For client side crawling, I assume it's desktop browser only and isn't supported on mobile (e.g. share sheet -> send to karakeep), right?
- @MohamedBassem (2): Yes, so far it's desktop browser only. I recently figure out that we might be able to do something similar in the mobile app as well, but that's not there yet.
有人在 r/selfhosted 询问为什么 docker-compose.yaml 里端口映射等字段经常被加上双引号，评论区围绕 YAML 解析怪癖、"挪威问题"和避免布尔/null 误判等原因展开解释。
Hey. Very often in docker-compose.yaml files, port mappings (but other settings too) are written inside double quotes. What is the point of these double quotes? I mean, I know quotes can be used to e…
受众观点：① 顶置评论直接贴出讲解"挪威问题"的文章链接，说明很多人通过统一加引号来规避 YAML 把特定字符串误解析成布尔或其他类型（@RepulsiveRaisin7, 56分） ② 有人解释 YAML 规范本身就很怪，比如冒号分隔的数字会被当成十六进制浮点，很多工具和 linter 为了保险会强制把这类值当字符串处理（@EmperorOfAllCats, 28分） ③ 其他评论提到 PyYAML 等旧解析器会把 `n:n` 当成六十进制整数，以及像 `true`、`null` 这类值不加引号容易被误判类型，因此给所有包含冒号或可疑字面量的值加引号成了社区约定俗成的习惯（@EmploymentBoring4421, 10分; @NUTTA_BUSTAH, 10分）
展开评论
- @RepulsiveRaisin7 (56): The Norway problem [https://www.bram.us/2022/01/11/yaml-the-norway-problem/](https://www.bram.us/2022/01/11/yaml-the-norway-problem/) Some people prefer to add quotes to all strings for this reason.
- @EmperorOfAllCats (28): Yaml is weird language where, by specification, colon separated numbers counts as hexadecimal float. Docker will always read this key as string, but many tools and linters play too safe and force stryngifying by using quotes.
- @EmploymentBoring4421 (10): Port mappings like `8080:80` trip YAML 1.1 parsers (PyYAML, used by the old Python `docker-compose`, treats `n:n` as a sexagesimal/base-60 integer), so the quoting convention stuck even though the current Go implementation doesn't have that issue. It's still a good habit for any…
- @NUTTA_BUSTAH (10): www.noyaml.com explains a lot of it as an interactive humorous rant. Essentially it avoid type bugs ("Norway problem") and tells everyone explicitly it is a string, not whatever the YAML parser implementation chose.
- @Avanchnzel (9): TIL that some people in the world have "Null" as a last name. 😆
讨论自托管硬盘健康监控工具 Scrutiny 存在多个活跃 fork 时，大家实际在用哪个仓库，以及是否有更好的替代方案。
Seen a few active forks. The main repo is semi-active but I have seen a few forks with quite a bit of work put into them. Which are people using?
受众观点：① 有人直接推荐 Starosdev 的 Scrutiny fork，说明社区对功能增强版和活跃维护者有实际需求（@btrner, 11分） ② 也有人建议干脆改用 Beszel，认为其 SMART 集成更稳定、整体体验更省心，反映出一部分用户对"开箱即用"优先于可定制性的偏好（@superbroleon, 8分） ③ Scrutiny 现维护者现身表示自己在维护主仓库，并强调其通过统计属性与真实故障相关性来判断磁盘健康，说明用户也关心监控算法是否比简单读 SMART 值更可靠（@kayson, 8分）
展开评论
- @btrner (11): I use staros dev https://github.com/Starosdev/scrutiny
- @superbroleon (8): Should probably just use [Beszel](https://github.com/henrygd/beszel). I had so many problems with the original Scrutiny, meanwhile Beszel just works perfectly ever since they added SMART integration.
- @kayson (8): I'm using the main one. Because I (try to) maintain it now. Been busy recently so the backlog is building up but I've got a few PRs in flight. Please feel free to help 🙃 I should be able to pick things up better in Sept once work slows down I've asked people working on forks to…
- @kayson (7): Scrutiny is much better in terms of monitoring disk health because it doesn't just look at SMART values, it looks at the correlation of particular attributes to actual drive failures. If you're still having issues feel free to open a discussion on the scrutiny repo and I'll take…
- @Complex_Ad_5164 (6): I just use the main one, never had reason to switch
开发者在 Better-auth 被收购、Arctic 弃用的背景下，询问用 SolidJS 和 AstroJS 项目该选什么自托管 OAuth 方案接入 Discord 和 Reddit。
I should update my old project for oauth, but I dont know what auth i should use, it uses solidjs and astrojs. I only need oauth like discord and reddit and it should be self hosted, not cloud based,…
受众观点：① 有人建议干脆自己实现 OAuth，认为主要就是发请求和解析响应，注意好 state 校验和使用安全随机数生成器即可，复杂度并不高（@pilcrowonpaper, 12分） ② 也有人半开玩笑提到 passport.js，暗示这个老牌库在社区口碑两极分化（@devAgam, 7分） ③ 评论区还提到 lucia-auth 也已在最近一周被弃用，Auth.js 推荐新项目使用 Better-auth，反映出整个 Node 认证生态的频繁变动和不确定性（@Relevant-Car9958, 5分；@OlDirtyLZA, 2分；@fadedpeanut, 2分）
展开评论
- @pilcrowonpaper (12): This might not be something you want to hear, but have you tried implementing it yourself? OAuth is mostly sending requests and parsing responses. There's not a lot of footguns. Maybe state validation, but you were already doing that manually with Arctic. The most confusing part…
- @devAgam (7): I'm pretty sure if i suggest passport.js im going to get shot in this comment section.
- @Relevant-Car9958 (5): lucia-auth is still around, no? been using it for a side project and it does the job with discord oauth just fine
- @OlDirtyLZA (2): lucia was deprecated within the last week.
- @fadedpeanut (2): They are both deprecated, actually. At least Auth.js recommends using Better-auth for new projects.
一位创始人在 r/SaaS 分享自己拿到前三个付费客户的经历，收入虽只有约 60 欧元，但让他第一次感觉产品可能真的有市场。
https://preview.redd.it/fnddsxly5zgh1.png?width=788&format=png&auto=webp&s=22e87ac5054574f811cd1e77dcee948e837be212 A few months ago this was just an idea I wasn't even sure anyone else n…
受众观点：① 有评论鼓励楼主继续和这三位用户深聊，弄清他们为什么付费以及实际使用场景，以便更好获取下一个 10 个客户（@Adorable_Crazy_4090, 1分） ② 也有人好奇他是如何拿到这些首批付费用户的，希望学习具体获客方式（@Nahidur-Rahman, 1分） ③ 楼主补充说明目前主要是到处分享产品并直接和已经在用不同 AI 模型的人聊天，还在摸索真正有效的渠道（@Adorable_Crazy_4090, 1分）
展开评论
- @[deleted] (1): [removed]
- @[deleted] (1): [removed]
- @Adorable_Crazy_4090 (1): thanks bro yeah thats the plan, gonna talk to all 3 and figure out why they paid and what they actually use. hopefully that helps me get the next 10
- @Nahidur-Rahman (1): Can you share how you get it? It will help me
- @Adorable_Crazy_4090 (1): sure bro mostly from sharing it around and talking directly to people who already use different AI models. nothing fancy yet, still trying to figure out what actually works
Portabase 发布 1.27 版本，这个自托管开源备份恢复平台支持多种数据库和 Docker 卷备份，提供 GFS 保留策略、多种对象存储和通知集成，并计划增加审计日志、文件备份等功能。
Hi everyone, We have just released Portabase 1.27, our open-source (Apache 2.0) and self-hosted backup/restore platform. Repository:[ https://github.com/Portabase/portabase](https://github.com/Portab…
受众观点：① 顶置评论强调真正关键的是"恢复验证"，建议每个任务都要自动从备份恢复到临时容器、跑健康检查并记录哈希和耗时，否则备份只是"带时间戳的心安"（@jake_that_dude, 8分） ② 有人表示一直在找类似工具，尤其看重对 Docker 卷的支持，并提到 GFS 保留策略在自托管工具里并不常见（@Any_Race_3389, 3分） ③ 其他评论则担心很多号称支持 GFS 的工具实现不完整，以及目前缺少内置加密和更强的审计能力（@Fancy-Win9202, 2分; @BP041, 2分）
展开评论
- @jake_that_dude (8): the thing i'd want to see in the demo is restore verification, not just backup scheduling. for each job: backup, restore into a temp container, run a user-defined health check, then write the artifact hash + restore duration to the audit log. backups that never get restored are…
- @Any_Race_3389 (3): cool, been looking for something like this for my homelab. the gfs retention thing is nice, not many self-hosted tools do that properly
- @jake_that_dude (2): yep, fair. i'd frame the issue as verify_restore_job: take an existing backup, restore it into an isolated temp target, run a configured command/HTTP check, then persist backup_id, artifact hash, restore duration, and health-check output in the audit log. that gives people a tes…
- @Fancy-Win9202 (2): GFS retention is definitely nice but I've found most tools that claim to support it just implement it half baked, so curious whether Portabase actually does the granular weekly/monthly split properly or if it's more of a loose approximation.
- @BP041 (2): Been looking for something like this - the Docker volume support is what gets me. Our stack runs 18 cron jobs for various automations and backing those volumes up cleanly has been a pain. Not sure if you plan to add encrypted backups? That's the one blocker for me rn.
一位机器学习工程师吐槽 webdev 的 Showoff Saturday 里充斥纯 LLM 生成项目，担心社区失去展示真实解决问题过程的学习价值。
Almost every developer has to, at some point, use generative AI in their workflow these days. Personally, I feel new forms of hatred about that, but that's a me problem. Maybe I'm biased, but I think…
受众观点：① 有人指出 OP 的核心不是仇恨 AI，而是担心当作品主要由 LLM 生成时，帖子只剩炫酷 demo 而没有解决问题的故事和技术细节，社区就从学习场变成作品画廊（@Ok-Opportunity-4457, 8分） ② 有人认为制定 AI 使用披露规则会很有帮助，让读者知道哪些部分是作者亲手做的、哪些是工具辅助（@ze_pequeno, 7分） ③ 也有评论质疑 OP 作为讨厌 web 开发的机器学习工程师来号召"手工项目"的动机，担心这更像是在收集创意而不是单纯维护社区质量（@chairmanmow, 2分；@Nwg416, 多条回复最高5分）
展开评论
- @Ok-Opportunity-4457 (8): You're reading way too far into it, the whole point is that when someone actually builds something themselves they usually have a story about how they solved some tricky part or why they made certain choices. With an AI generated project you get a flashy demo and zero insight in…
- @ze_pequeno (7): An AI disclosure policy would help immensely I think
- @Nwg416 (5): A fair enough critique haha. Not scrape in the data engineering sense, but this community has absolutely been a massive learning resource for me over the years. I thought that was kinda one of the main points, but maybe that was a misread. My first couple of full time roles invo…
- @chairmanmow (2): this is a weird post; you're a machine learning engineer who hates web development encouraging people to post their hand crafted stuff... to what end? sounds like you're trying to scrape ideas.
- @Nwg416 (2): That's a good point! I will try to follow that advice better in the future. But I don't think that goes against what I'm saying in the post. The low-effort "look what I made" obvious LLM generated showoffs are what I'm arguing are problematic. If I was seeing broadened horizons,…
发帖者展示了用 VPS+Caddy+Authelia+Tailscale 反向代理家中多台服务器的架构，询问这种通过 Tailscale 内网转发的自托管方案是否足够安全。
I have a couple of servers, but I'm not a network/security engineer and want to double-check that I haven't left any footguns. Any help would be appreciated: ``` Public VPS: - Tailscale - Caddy - Aut…
受众观点：① 有人肯定整体架构思路，认为用 Tailscale 连接 VPS 和家庭服务器避免直接暴露在公网是关键，但提醒要确保 Caddy 只监听 Tailscale 接口避免误暴露（@Royal-Feeling6115, 5分） ② 有人指出 Pangolin 这类方案也适合已有 VPS 的场景，说明大家在寻找更省心的一站式安全入口（@DaymanTargaryen, 3分） ③ 也有回复强调如果在 VPS 端跳过 Authelia，等于把服务完全暴露在公网，只依赖各自应用的登录安全，建议把前置认证作为默认策略再按需例外处理（@Floss_Patrol_76, 2分）
展开评论
- @Royal-Feeling6115 (5): Looks decent honestly. main thing is you got tailscale handling the connection between VPS and private servers so nothing exposed to internet directly. one thing to check though, you said caddy uses http internally between the VPS and servers. double check that it's only over th…
- @DaymanTargaryen (3): Since you have a VPS, Pangolin might be a good option.
- @nebulaeandstars (2): thanks for the help! The servers are physical boxes in my home network, which doesn't have a static IP the reason I was unsure about Authelia is for things that have mobile apps like Immich, the various clouds, etc. I don't want to have to sign in every day just so that file syn…
- @Floss_Patrol_76 (2): the shape is fine, but the thing you flagged yourself is the actual risk: every service where the VPS Caddy skips Authelia is sitting on the public internet with only that app's own login in front of it, so it inherits that app's auth bugs directly. i'd make forward-auth the def…
- @multidollar (2): Claude, please respond without capitalisations so it looks like I wrote it, but leave the grammar in.
作者开源了自己折腾八年的 linkedrecords.com，一个基于三元组存储和 schema-on-read 的后端即服务，用来支持类似 Google Docs 的实时协作应用。
Hello WebDev, I would like to share with you [linkedrecords.com](http://linkedrecords.com) \- an open source backend as a service I'm working on since some time now. You can think of it as an firebas…
受众观点：① 有人对作者多年投入的工作量表示敬意，认可这是个很大的工程（@UnderstandingFit2711, 12分） ② 有评论肯定项目适合快速搭建 MVP，并好奇在 React 组件已经承担很多职责的情况下，再把后端逻辑拉进来会不会让测试、数据迁移和部署变复杂，同时追问如何防止任意请求污染数据（@doxxed-chris, 6分） ③ 也有读者觉得作者讲 2018 年 RDF 和语义网的绕路经历，反而让这个项目听起来更真实有故事感，而不是 AI 生成的营销文案（@nerd_rage218, 4分）
展开评论
- @UnderstandingFit2711 (12): Very big volume of work. respect
- @doxxed-chris (6): Just want to say thanks for not using AI to write your post, refreshing to read stuff in your own voice. The project looks like a great way to quickly mock up an mvp and I can imagine the declarative style would open the door to future optimisations of the backend that would not…
- @nerd_rage218 (4): Agreed on the voice thing. The 2018 RDF detour is what makes it read like a real project, nobody would invent that part.
- @4ever_youngz (3): A true BFF. Zero business logic that has bled in. Nice work
- @YourNightmar31 (3): First two sentences are so llm-like
作者基于过去 12 个月搜索数据，盘点无代码建应用、AI SEO 服务、AI 接待与语音代理等多种 AI 相关 side hustle 的真实搜索需求和增长趋势。
i was tired of every "top side hustles" article just recycling the same list so i pulled 12 months of search data for different side hustles and ranked them by how many people are actually searching…
受众观点：① 有人关注"如何从无代码建应用这波热度中赚钱"，在思考卖模板、卖工具等"卖铲子"模式（@_SamSRS, 4分） ② 评论里分享朋友通过卖无代码模板和 starter pack 在 Gumroad 赚到几百美元，同时提醒真正难的是让用户愿意付费而不是把应用做出来（@Flimsy_Vanilla_4424, 2分） ③ 一些读者准备辞职专心学习 AI，把文中列出的方向当作未来潜在收入来源，并认为站点上的数据和案例对自己选赛道很有帮助（@Wolfscairn, 2分; @Scotch-Noir, 2分）
展开评论
- @_SamSRS (4): The question is how can we now make money off people building apps without code 🤣
- @Flimsy_Vanilla_4424 (2): The irony is not lost on me. my friend is already selling templates and "starter packs" for these no-code tools, basically selling shovels in a gold rush. he posted one on gumroad and made like 400 bucks first week, nothing crazy but for a weekend of work its not bad. the real m…
- @Wolfscairn (2): I'm quitting my job so that I can spend more time learning AI, so these are definitely revenue sources that I need to look into.
- @Scotch-Noir (2): Your site is super useful. I'm going to try and look for one tailored to my skills and I'm going to dive in
- @_SamSRS (1): Sounds like your friend is very switched on. Great work from him for sure. Currently struggling with this first hand LOL! feel free to take a look on my page I've got a post.
作者吐槽顶会评审要求大量额外实验和证明，把会议论文往期刊方向推，担心影响后续期刊投稿是否该满足这些要求。
There's a kind of review that asks for lengthy additions, usually extending the scope of the paper beyond the stated, even though the submission is at page limit. Naturally, such additions in the cas…
受众观点：① 有人表示自己不太区分会议和期刊版本，认为如果额外工作能实质提升论文质量就值得做，且在 AI/ML 领域会议往往比大多数期刊更重要（@WannabeMachine, 7likes） ② 有人调侃现在的 page limit 基本是"假的"，正文 8 页配 20 多页附录已经成了负担，但大家都在这么做（@duck_syndrome, 5likes） ③ 也有人指出 LLM 让"多做点实验"变得太容易，评审可以轻松列出一长串合理但边际价值很低的实验清单，成为拒稿的方便借口（@AffectionateLife5693, 2likes）
展开评论
- @WannabeMachine (7): This is for me personally, I dont try to break up papers into journal and conference publications. Some work is submitted to conferences, some journals. I would rather just start new projects. Conference publications help my career way more than journal publications. I submit th…
- @duck_syndrome (5): the page limit is fake and unlimited appendix pages is load bearing unfortunately so we all have to write/review 8 pages of main body and 25 in the appendix
- @AffectionateLife5693 (2): The page limit is not a problem. I can show all the results in the paper and leave implementation details to the supplementary material. The real problem is that LLMs are too convenient for suggesting additional experiments, and missing experiments are too convenient as an excus…
- @examachine (1): I suspected as much. There were already appendices in another paper but the reviewers did ask for many additional proofs. I wonder if they actually check those lengthy proofs / or if they have to check, some of which are multi-page mathematical arguments. 🤔 I was initially more…
- @examachine (1): *sigh* it was confusing to me admittedly. the paper where this happened discussed some theoretical foundations of deep learning. the review asked for a complete AI agent model based on the ideas in the paper which seemed like a good subject for another paper, which made me retra…
一位创始人分享体会：先用人工方式交付结果，再决定要不要写软件，是最快弄清楚该做什么产品的路径。
Someone here told me this a while ago, but I didn't try it until now and it's been enlightening. The fastest way to learn what software to build is to deliver that outcome manually first. Every good…
受众观点：① 有评论认为手工交付会迫使创始人把核心问题和实现方式分开思考，避免一上来就自动化不重要的步骤（@nafiulhasanbd, 2分） ② 也有人指出很多人喜欢先做炫酷自动化，而真正的痛点往往在流程更早的环节，只有手动跑几遍才知道哪些步骤没人关心、哪些才值得付费解决（@Fit-Lengthiness-9672, 2分） ③ 还有评论提到上下文和瓶颈诊断的重要性，发现创始人其实很看重有人帮他们看清真正的业务瓶颈（@tolarewaju3, 1分）
展开评论
- @[deleted] (3): [removed]
- @[deleted] (2): [removed]
- @nafiulhasanbd (2): Manual work forces you to separate the core problem from the implementation. Many founders automate steps that customers don't actually care about.
- @Fit-Lengthiness-9672 (2): exactly, people love polishing some fancy automation for the "wow" factor while the actual pain point is like three steps earlier in the flow manual runs make it painfully obvious which parts no one even notices and which parts they'd actually pay to fix
- @tolarewaju3 (1): Ahh yeah. Context is a big part because it gives meaning to everything else gathered. What does your product do at a high level? Yeah honestly I think founders really value when someone could help them understand what the real bottleneck is. We often think we know, but having so…
这是 r/MachineLearning 的自我推广集中贴，集中收集个人项目、初创产品和合作需求以减少版面刷屏。
Please post your personal projects, startups, product placements, collaboration needs, blogs etc. Please mention the payment and pricing requirements for products and services. Please do not post lin…
受众观点：① 有人分享文章讨论 TensorBoard 只提供指数平滑而非均匀平滑的问题，认为后者在偏差和可解释性上更好（@you-get-an-upvote, 4likes） ② 有人推广可视化 transformer 注意力的工具，强调能导出热力图用于报告和汇报，并给出免费与付费分层（@Former_Register_1450, 2likes） ③ 还有人介绍 Gray Box 这类本地优先的记忆引擎，把 Markdown 笔记转成可查询的知识图谱，主打无锁定和可追溯（@Charming_Group_2950, 1likes）
展开评论
- @you-get-an-upvote (4): [Uniform Smoothing Is Better Than Exponential Smoothing](https://morganredding.substack.com/p/uniform-smoothing-is-better-than) > TensorBoard's only smoothing option is exponential smoothing. > That's a shame, because it's worse than uniform smoothing on the things that ac…
- @Former_Register_1450 (2): opped a tool that visualizes transformer attention as actual heatmaps you can export for reports and slides. Not exactly groundbreaking research but it saves me hours when I have to explain model behavior to people who don't live in Jupyter notebooks. Free tier lets you do 50 vi…
- @Zetus (1): Here's a sort of pseudo-template ! Looking for: collaborators Theory: neural assembly calculus, a computational research library for discrete hebbian (local) spiking in a neurobiologically plausible model of neural computation Software library contributions: GPU acceleration cod…
- @Charming_Group_2950 (1): Gray Box is a local-first memory engine that turns messy notes into a connected knowledge graph you can actually query. Instead of searching hundreds of Markdown files, you can ask things like "What decisions did we make about Project X?" or "Who owns this task and why?" and get…
- @Clear_Evidence9218 (1): I've been developing the MNCS project family-an experimental framework for measuring, testing, and improving machine-generated software complexity, along with supporting tools like MNCDS and the MNCS Forge. The work is still evolving, but the project is open for review, feedback…
一位有五年多经验的工程师想做自由职业接海外单，却只有少量 GitHub 侧项目、没有客户作品和评价，在问如何找非印度客户、做什么样的作品集以及 Upwork、Fiverr 等平台是否还值得投入。
I searched posts related fo freelancing but still did not find how to actually get started. Especially, when you have no previous work done, no reviews. I am experience engineer with 5.5+ YOE but I d…
受众观点：① 顶置评论强调做自由职业 80% 是销售、20% 才是开发，需要主动告诉身边所有人并大量冷联络本地商家（@Rain-And-Coffee, 9分） ② OP 反馈在印度本地中小企业对数字化和网页应用兴趣不高，线下推销基本石沉大海（@baccanokozo, 3分） ③ 有人分享 Upwork 需要付费 token 竞标且中标率低、Toptal 流程冗长且不保证工作机会，认为这些平台体验很差（@CuteKiwi3395, 2分）
展开评论
- @Rain-And-Coffee (9): Do you like sales? Because you are now 80% salesman, and 20% developer. You tell everyone you now that you starting your sidegig, and I mean *everyone* You can also call & email local business and explain how you can solution will increase their sales, expect a 99% rejection…
- @baccanokozo (3): I am open to sales but the problem is in India no local businesses value digital presence so approaching them for webapp or any kind if digital solution is pretty much dead silence.
- @CuteKiwi3395 (2): I tried upwork and toptal, both are trash. Upwork requires you to pay for tokens in which you use those to bid for. And when you do bid, it's like an auction house for work but even then if you don't get picked by the employer you don't get your tokens back. Toptal is another ow…
- @Individual-Shop7789 (1): that sales ratio is painfully accurate for the portfolio question, skip the fancy demo projects, nobody cares if you built another weather app. instead, find a real business with a terrible website, rebuild just their landing page or fix a specific problem, then show them. you'r…
- @jeff77k (1): Build stuff for free for friends and family.
开发者分享一个可交互的全球科研地图网站，用约一千一百万篇论文可视化科研领域分布和趋势，帮助发现跨学科连接。
Hi Reddit! I have been building this map of science so that people can explore the research landscape (pun intended). The goal is to allow for discovery of interesting connections to certain fields t…
受众观点：① 有人认为相比传统分类系统，这种地图更适合用来可视化哪些领域论文最多、哪里可能存在跨学科桥梁论文，也是一种更有趣的随缘找论文方式（@Clean__Cucumber, 8分） ② 有人联想到把这套地图做成类似 BOTW 的学习游戏，用任务引导玩家在地图上跳转阅读论文，配合受限的聊天机器人 NPC 做引导，实现"游戏化科研学习"（@bezdazen, 4分） ③ 也有用户期待它能帮助识别交叉领域、稀疏领域以及可视化新兴研究方向，并对未来叠加协调与悬赏任务系统表示兴趣（@icannotchangethename, 多条评论，最高4分）
展开评论
- @Clean__Cucumber (8): if you are searching for a paper then probably none over the "traditional" with a good categorization system but i do think that its good for visualizing which stuff have the most papers, where there could be a paper that acts as a bridge between disciplines etc. its also more a…
- @bezdazen (4): The landscape look of this made me imagine a game like BOTW where quests and side-quests are learning ones. Like maybe you are given a task of being able to answer a question and you have to read research articles that lead to other research articles at other locations and event…
- @icannotchangethename (4): I was hoping it helps identify intersecting fields and sparse fields. As well as visualise emerging ones
- @Original-Ant-9197 (2): I think this is an excellent way of presenting data, reminds me of those Obsidian + Claude Second Brain stuff
- @icannotchangethename (1): Yesss. The coordination system I briefly mentioned would be a bounty board and quest system! But having AI npc's around to guide that is something I want to now look into, thanks!
这是一条吐槽 Claude 账单比收入还高的梗贴，引发 SaaS 创业者讨论大模型 API 成本失控和如何把使用量与实际营收挂钩。
r/SaaS how I feel when realizing my Claude bill is more than my net worth
受众观点：① 有人直白表示 Claude 太贵了，暗示不少小体量项目难以承受高额账单（@businessminds7, 1likes） ② 有人说自己查看 Anthropic 使用页的频率超过看营收面板，意识到成本失控后开始反思使用方式（@notquiteaguru, 1likes） ③ 也有人分享把 API 费用当作 R&D 成本，并通过设置硬性上限和统计 token 用途来评估哪些调用真正产生价值、哪些只是节省时间（@mind_the_margin, 1likes）
展开评论
- @businessminds7 (1): Yeah, Claude is too much expensive 😔
- @notquiteaguru (1): lol felt this one. the moment I started checking the usage page more often than my revenue dashboard I knew something had gone sideways.
- @mind_the_margin (1): Honestly, the first time my API bill passed my rent, I panicked, then realized it meant I was actually shipping and hopefully not tweaking my landing page for the 40th time. Now I just treat it as R&D spend and cap it with hard usage limits so future-me doesn't cry. I also t…
- @reactCamillenative (1): least anthropic shreholders wont starve thanks to your lack of rate limits
这篇帖子讨论在接口、组件系统、ECS 和分布式系统中如何将对象的身份与其可变状态和实现分离，强调即便状态不断变化，对象的"连续性"仍然保持不变。
I wrote this after noticing a recurring pattern across interfaces, component systems, ECS, domain entities, and distributed systems: an object's state, capabilities, and implementation can change whi…
受众观点：① 有人认为身份不仅在可变对象下才重要，更关键是维持不同版本之间的连续性，即使数据本身是不可变的也需要用身份把版本串起来（@kovaxis） ② 评论提到 Datomic 把实体身份和随时间变化的属性分离，作为数据库设计的核心思想，为这种抽象提供了现实系统中的例子（@Yord13） ③ 作者在评论中回应，强调自己想把 Datomic 背后的理念推广到接口和组件系统中，说明读者对跨层次统一抽象有兴趣（@CoronatedOrange）
展开评论
- @kovaxis (3): Interesting writeup. I had a half-conviction that identity only really matters under mutation, but the idea of continuity is more accurate. Even with only immutable data, changes can still be represented by having different versions of an object, and you'll need identity to link…
- @Yord13 (2): I have not read the whole article. But the idea that objects and their attributes change over time is a core idea in the design of Datomic ( https://en.wikipedia.org/wiki/Datomic). Not exactly object oriented but datalog, but maybe you'll find its take on the subject interesting.
- @CoronatedOrange (2): Thanks for the recommendation! From what I know of Datomic, it does seem to share the same underlying idea: separating an entity's identity from its changing state. My article is trying to generalize that principle beyond databases to software interfaces and component systems, s…
- @CoronatedOrange (1): Thanks! That's exactly the distinction I was trying to get at. Mutation makes identity easy to notice, but immutable versions show that it's really about continuity what lets us say that one state follows from another as the same entity, rather than just being a separate value t…
- @rapido (1): I agree with the premise: I tried to capture this versioned immutable data keyed by identity with my framework [Manikin](https://odipar.github.io/manikin/). This also enables some other goodies such as pre/post conditions and transactions. I think the [scala](https://github.com/…
一位开发者在 r/SaaS 分享用 Codex 搭配 Remotion 生成产品发布视频的经验，称效果惊艳，并介绍如何用现有前端代码和参考视频让 AI 一次出片。
r/SaaS codex + remotion is crazyy !!! made this launch video for my saas in…
受众观点：① 有人夸赞成片干净利落，并好奇具体提示词和工作流，尤其是是否给 Remotion 提供了自定义设计系统还是完全由 Codex 生成（@daniel91000, 1分） ② 楼主详细说明自己把前端和 dashboard 代码作为参考输入 Codex，并让它从网上下载素材、用 OpenAI 文本转语音生成旁白，几乎不需要复杂提示（@Mr_Gyan491, 1分） ③ 也有评论指出 Remotion 在 3D 和复杂效果上受限，分享自己转向用 Blender 做类似工具的尝试，强调 video-as-code 便于后期编辑（@Relative-Panda-747, 1分；@Snoo24465, 1分）
展开评论
- @daniel91000 (1): Looks super clean! Mind sharing the prompts or the workflow you used? Did you feed Remotion a custom design system, or did Codex handle the UI/animation logic completely from scratch?
- @Mr_Gyan491 (1): I Provided codex my frontend codebase , and nd dashboard codebase , as a reference, that's why it's generated , exactly how i wanted , and for the assets, sound effects , i told it download from the internet , for the voiceover , i generated using the open ai text to speech mode…
- @Relative-Panda-747 (1): I tried doing explainer too and it couldnt produce quality I wanted. Mostly because of HTML + CSS + JS limitations. Cannot work on perspective at all. Or very simple one at best. So as long as you dont need any 3d or advanced effects, its okay. I think I will get back to the sec…
- @Mr_Gyan491 (1): yeah, you are right. It's not good for 3D, but for 2D videos, it can produce good quality if you provide it the assets and a reference.
- @Snoo24465 (1): I had similar issue but with hyperframes (an alternatives to Remotion). And also issue to fine tune the timeline (adjust duration of strip) for my product to launch video (and a short video before). So I started to build similar tool but using Blender instead of HTML/CSS/JS for…
有人在 r/webdev 介绍 html2realpdf 这个库，可以把 HTML 渲染成可选择文字的"真 PDF"，并在评论区讨论相比传统 XML 流程的优点以及是否支持德国 ZUGFeRD 等发票嵌入标准。
r/webdev html2realpdf generates selectable PDFs instead of rendering your webs…
受众观点：① 有人表示任何 HTML 转 PDF 的方案都比折腾 XML 转换流程舒服得多，吐槽传统发票 PDF 生成链路的复杂度（@EntrepreneurWaste579, 2分） ② 德国用户关心发票是否支持嵌入结构化数据，提到本地常用的 ZUGFeRD 标准并询问兼容性（@mulokisch, 1分） ③ 作者解释 html2realpdf 只是渲染 HTML 成原生 PDF，目前不内置 ZUGFeRD 这类 PDF/A-3 + XML 嵌入能力，并在评论里征求大家是否需要这类扩展（@kr1ftkr4ft, 1分）
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- @EntrepreneurWaste579 (2): Any HTML to PDF is better than any annoying XML ttansformation bs.
- @mulokisch (2): I mean in general those embedded content, not just the ZUGFeRD standard
- @kr1ftkr4ft (1): Of course, but with a Real PDF it's even better
- @mulokisch (1): In the quickstart example there is the filename invoice. In some Countries for example germany, you need to embed specific additional data in invoices. Does this lib support this? The standard we use in germany is ZUGFeRD [https://e-rechnung-bund.de/en/faq/what-is-a-zugferd-invo…
- @kr1ftkr4ft (1): `invoice` is just the filename used in the quickstart example. html2realpdf is not an invoice-generation library. It only renders the HTML provided by the developer into a native PDF, so the invoice content and any country-specific requirements remain the responsibility of the a…
作者回顾自己开源网络流量监控工具 Sniffnet 从第一行代码到成为 GitHub 上最受欢迎网络监控应用的四年历程，并写了周年博客分享心路。
It's been 4 years since Sniffnet's first line of code 🥳 ([Sniffnet](https://sniffnet.app) is a fully open-source tool to help everyone comfortably monitor their Internet traffic) Since then, the proj…
受众观点：① 有人感叹四年坚持做一个副业项目很不容易，并认为开源属性对网络监控类工具的信任度帮助很大（@Such-Major933, 2likes） ② 开发者称赞作者选择 Rust 搭配 Iced 做桌面 GUI 是很好的技术栈，认为这是项目成功的重要因素之一（@outlastdll, 2likes） ③ 作者在评论中回应感谢，说明他仍然在积极维护和与社区互动，项目并非"弃坑开源"（@GyulyVGC, 1likes）
展开评论
- @Such-Major933 (2): 4 years is a long run for a side project. the open source angle helps a lot with trust for a network monitor. if you write another anniversary post, a short what almost killed it in year 2 section would be gold for people still early.
- @outlastdll (2): Building it in rust with iced was a brilliant tech stock choice. Of the check out of the anniversary blog post, huge congrats for building this incredible GitHub project.
- @GyulyVGC (1): Thanks for the feedback
- @GyulyVGC (1): Thanks for reading it! I'm glad you appreciate my Rust + Iced choice
- @outlastdll (1): Welcome,it's just a good choice ,
一名软件工程师复盘自己多年频繁换 SaaS 点子的「闪亮新想法综合症」，提醒想赚钱就必须熬过项目无聊期而不是不停追逐新点子。
I'm a software engineer, and I enjoy building new things, I spent years of life jumping from a saas idea to another, even before this AI era, and I never succeeded getting one single user, until I un…
受众观点：① 有人强烈认同这种反复换项目的痛点，直接问该如何实际对抗这种冲动（@Acceptable_Tiger3386, 1分） ② 也有评论分享自己的做法：前期可以多想点子，但一旦找到真正说得通的方向，就要刻意屏蔽其他想法，专注在一个项目上（@TheJeffRock, 1分）
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- @[deleted] (1): [removed]
- @Acceptable_Tiger3386 (1): 100% fking true. How do you deal with it?
- @TheJeffRock (1): At the beginning, during the phase where we're coming up with various ideas that's really how it is; it always seems like the next idea is better. But once we find something that truly makes sense, we close our minds to new ideas and focus solely on that good one, without consta…
作者分享一篇对 Moonshot AI 的 Kimi K3 模型的技术深度解析博客，涵盖 KDA 注意力、Stable LatentMoE、长上下文和 RL 训练等细节并征求反馈。
Hi everyone! 👋 I wrote an extensive technical deep-dive into Moonshot AI's **Kimi K3**, analyzing its architectural innovations, training stability tricks, and benchmark performance. The blog covers:…
受众观点：① 有人详细批评文章读起来像 Claude 生成的内容，指出在解释简单比例时啰嗦、在涉及复杂概念时又缺乏说明，整体受众定位混乱（@CallMePyro, 6likes） ② 同一评论还指出文中存在符号未定义、巨大收益却一笔带过、配图解释力不足等写作和技术表达问题，并建议作者自己完全吃透后重写一版（@CallMePyro, 6likes） ③ 另有评论直接吐槽"我写的=AI 写的"，质疑作者对内容的真实掌控程度（@lucellent, 1likes）
展开评论
- @CallMePyro (6): Reads like claude-slop unfortunately. You should consider the audience for this. Is it a highly technical ML researcher who is familiar with all the techniques employed? Is it someone who knows matrix theory but little ML? The targeting and over+under explanation feels all over…
- @lucellent (1): "I wrote" = "AI wrote it"
作者在做教材图像理解项目，希望把各类学术插图中的标注自动去除并转成可编辑的结构化几何表示，以便前端重绘和多语言标注。
Hi everyone, I'm working on a document understanding project and would appreciate some advice on the right technical direction. The input will be scanned pages or images from academic books. I don't…
受众观点：① 有人调侃这是"下金蛋的鹅"，如果真有成熟的一键分层工具可以直接去和 Canva、Adobe 竞争，暗示目前还没有现成低成本方案（@pm_me_your_pay_slips, 1likes）
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- @pm_me_your_pay_slips (1): lol, you are asking for the goose that lays golden eggs. If you had that, you could very easily sell it and compete with Canva and Adobe. Unless you develop it yourself, no one is going to give you a layerizing tool for free.
作者开源了名为 Popkorn 的 CSS 风格矢量动画格式和播放器，用接近 CSS 的语法描述交互动画，并强调对 LLM 友好、易于版本控制和社区驱动。
Hi all, I've been working on [this project](https://github.com/ayarse/popkorn) for a while now and wanted to share it here for feedback and contributions. You can test drive it in the playground at h…
受众观点：① 有开发者认为这是个很有意思的想法，现阶段实现质量也不错，说明概念和落地都获得初步认可（@DayTradeLab, 1likes）
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- @DayTradeLab (1): Pretty interesting idea and the execution looks good so far
作者刚向 ARR 八月轮次投稿，看到系统里当前投稿数不到 500，想知道这个数量对推测目标会议如 EACL 是否有参考价值。
Mine was just submitted, and the submission count shown is still under 500. Does anyone know whether this count is meaningful for identifying the intended venue, possibly EACL, or whether it is simpl…
受众观点：① 有人反馈自己几天前投稿时编号已经在 600 多，认为随着截止日期临近投稿数还会大幅增加（@wonderingishika, 1likes）
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- @wonderingishika (1): I submitted mine on Friday and I got a number in the 600s. There will be a lot more as the deadline gets closer.
这条帖子分享了 PagedOut 杂志上的一篇文章，展示如何用非常规介质实现图灵完备的通用计算，并引发关于能否在其上构建编程语言和编译器的讨论。
In PagedOut #9 [https://pagedout.institute/](https://pagedout.institute/)
受众观点：① 评论者指出虽然底层系统可能是图灵完备的，但并不适合映射到常规文件系统访问模式上，因此难以在其上构建实用的编程语言和编译器（@Skaarj） ② 这种观点隐含了对"炫技式通用计算"与"工程可用性"之间差距的关注，读者更在意现实世界中能否方便地做 IO 和资源管理（@Skaarj）
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- @Skaarj (3): > Next question: can you build a programming language and a compiler on top of it? No, because turing machines don't map well to regular filesystem access.
提问者在 Nuxt 和 Tailwind 项目中纠结使用 ShadCN 风格的大型导航菜单组件，询问多级导航在桌面与移动端的最佳交互实践。
What are your thoughts on using this? I'm currently using Nuxt and Tailwind, I prefer the ShadCN navbar over Nuxt [https://ui.nuxt.com/docs/components/navigation-menu](https://ui.nuxt.com/docs/compon…
受众观点：① 有人建议把 ShadCN 当作基础而非成品，强调它的目标是提供可高度定制的起点，而不是像 Bootstrap 那样一键套用（@eltron, 1分） ② 同一评论还分享实践：让头部组件根据屏幕尺寸切换桌面和移动导航，移动端通常采用汉堡菜单和侧滑面板，结构差异大到值得拆成两个组件，而不是强行在一个标记结构里兼顾两种体验（@eltron, 1分）
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- @eltron (1): Use this always as a base, the goal with shadcn is to not replace with bootstrap type components but a starting point to customize it any way a designer needs. I build Headers where the main file provides the logic to display either a desktop or mobile navigation component. Usin…
作者展示 Ticketish，一个基于 quickish 平台的 MIT 开源 Linear 风格问题跟踪器，强调可自由 fork 并用 Claude 等工具自动改造。
I've been spending a lot of time developing what is essentially a vibe host type service to host the myriad of internal tools I myself build for personal use as well as at work. I believe the future…
受众观点：评论区目前没有有效信息增量，原帖主要由作者单向介绍 Ticketish 的开源协议、基于 quickish 的技术栈以及通过 remix 和 CLI 让 Claude 等工具自动拉取并修改源码的工作流。
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帖子整理了几种围绕排序问题的变体操作，包括半排序、稳定划分以及多种"取前 k 小元素"的选择算法，并简要说明各自目标和输出形式。
**Semisort** Reorder an array so that identical keys are grouped contiguously Keys do not need to be in sorted order **Stable Partition** Group by predicate, preserve order **K-smallest selection, si…
受众观点：① 帖子本身罗列了 semisort、稳定划分和不同形式的 k 小元素选择，说明读者对在全排序之外寻找更高效的专用算法有兴趣（原帖作者） ② 这些操作强调"分组""前 k 个"和是否保持顺序等维度，反映出工程实践中对性能和输出结构的不同权衡（原帖作者）
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Zinley 是在 Product Hunt 上发布的个人 AI 助理服务，用独立的手机号、邮箱和电脑帮你接电话、回邮件、预订和跟进事务，而不是一个待在聊天框里的普通 chatbot。
Zinley
受众观点：① 关注 Zinley 在 PH 上的排名、标签和所用技术栈，对其定位为 Productivity + Artificial Intelligence + Virtual Assistants 的产品猎人用户（@Overview） ② 对比 Amie、Asmi AI、Pally 等相似产品，试图理解 Zinley 在 AI 助理赛道差异化的工具爱好者（@OpenClaw） ③ 认真阅读 maker 介绍，关心它如何用独立号码和邮箱帮用户接电话、处理邮件、预订和跟进，并思考自己愿意先交出哪些任务的潜在早期用户（@Zinley）
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- @Overview (0): * [Reviews](/products/zinley/reviews) * [Alternatives](/products/zinley/alternatives) * [Built with](/products/zinley/built-with) * [Team](/products/zinley/makers) * [Awards](/products/zinley/awards) * More Free Options Launch tags:[Productivity](/topics/productivity)•[Artificia…
- @OpenClaw (0): [Amie](/products/amie-2?ref=product%5Fsidebar) The joyful productivity app [4.8(44 reviews)](/products/amie-2/reviews) [Calendar apps](/categories/calendars)[Scheduling software](/categories/scheduling) [Asmi AI](/products/asmi-ai?ref=product%5Fsidebar) AI that handles your pers…
- @Zinley (0): Maker 📌 Hey Product Hunt 👋 Maker here. Most AI waits in a chat box. We built the opposite. Zinley is your personal extension - own phone number, email, and computer. It answers calls, handles email, books stuff, follows up, and gets work done inside your rules. Remembers your pe…
- @some4254 (0): [Zinley](/products/zinley) Maker
- @some4254 (0): [Zinley](/products/zinley) Maker
Capptivo 是一款跨平台桌面录屏和编辑工具，支持跟随鼠标缩放、点击自动放大、面部摄像头叠加和屏幕标注等功能，用来快速制作打磨过的产品演示视频。
Capptivo
受众观点：① 创作者和开发者关注 Capptivo 提供的一站式录制加编辑流程，尤其是跟随光标缩放和自动点击放大等提高演示清晰度的功能（@abdessamad） ② 有人实际试用后反馈开启摄像头录制时编辑器里人像画面变成黑框，说明早期用户在兼容性和稳定性上的体验问题值得重视（@Hannes） ③ 评论区整体对 Maker 自用痛点出发打造工具的动机比较认可，愿意继续关注后续修复和功能迭代（@abdessamad）
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- @Overview (0): * [Reviews](/products/capptivo/reviews) * [Alternatives](/products/capptivo/alternatives) * [Built with](/products/capptivo/built-with) * [Team](/products/capptivo/makers) * [Awards](/products/capptivo/awards) * More Free Launch tags:[Open Source](/topics/open-source)•[Developer…
- @abdessamad (0): [Capptivo](/products/capptivo) Maker 📌 Hey everyone, Abdessamad here 👋 I'm a maker who got tired of paying monthly for polished demo videos - and every tool I tried either didn't quite fit how I work or was missing something I needed, like draw-on-screen annotations: a pen, a hi…
- @abdessamad (0): [Capptivo](/products/capptivo) Maker
- @Hannes (0): Congrats on the launch! I just gave it a try and found a small bug: when I record with the camera enabled, the face-cam frame just shows up as a black box in the editor. Testing on MacBook with Tahoe 26.6. Upvote (2) Report Share 10h ago [](/@idboussadel)
- @abdessamad (0): [Capptivo](/products/capptivo) Maker
YourSitee 是一个面向创作者和企业的可视化 link-in-bio 工具，用来搭建带有链接、图片、活动等内容的个性化主页，并内置点击分析和无代码配置能力。
YourSitee
受众观点：① Maker 介绍中强调 YourSitee 兼顾简单搭建和个性化展示，还提供点击数据分析，满足创作者既要好看又要可度量的需求（@YourSitee） ② 有用户关心是否支持通过密码或邮件门槛来隐藏特定组件，用于数字下载等场景，说明受众在意变现和访问控制能力（@Vikram） ③ 评论区整体对"视觉化 link-in-bio 平台"的定位比较认可，但也隐含对现有工具同质化的担忧，希望看到更实用的差异化功能（@YourSitee）
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- @Overview (0): * [Reviews](/products/yoursitee/reviews) * [Alternatives](/products/yoursitee/alternatives) * [Forum](/p/yoursitee) * [Team](/products/yoursitee/makers) * [Awards](/products/yoursitee/awards) * More Free Options Launch tags:[Social Media](/topics/social-media)•[Analytics](/topic…
- @YourSitee (0): Maker 📌 👋🏻 Hey Product Hunt, I'm **Andras**, founder and CEO of YourSitee. **YourSitee** is a visual link-in-bio platform for creators, businesses, communities, and anyone who needs one clean place for their online presence. We built it because a lot of bio pages still feel like…
- @YourSitee (0): Maker
- @Vikram (0): 💡 Bright idea Nice launch [@andrasczeizel](https://www.producthunt.com/@andrasczeizel) qq Is there an option to password-protect or hide specific widgets/links behind an email capture gate for digital downloads? Upvote (4) Report Share 13h ago [](/@andrasczeizel) [Andras Czeizel…
- @YourSitee (0): Maker
Lumichats Offline 是一款主打"Claude Code 替代品"的本地应用，为不想用终端的用户提供类似浏览器里 LumiChats 的 AI 编程体验，并支持离线使用。
LumiChats Offline(free)
受众观点：① 产品被定位为 Claude Code 的替代方案，专门面向不喜欢或不熟悉终端的用户，说明有一批潜在开发者希望用更友好的界面获得 AI 编程能力（@Overview） ② 介绍中提到已有七万用户在浏览器里使用 LumiChats，并强烈要求离线版本，体现出对隐私、稳定性和本地环境的真实需求（@Overview） ③ 评论区强调这是团队的第二次发布，表明产品已经有一定迭代基础，用户对长期维护和功能完善有期待（@Overview）
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- @Overview (0): * [Launches2](/products/lumichats-offline#launches) * [Reviews](/products/lumichats-offline/reviews) * [Alternatives](/products/lumichats-offline/alternatives) * [Built with](/products/lumichats-offline/built-with) * [Team](/products/lumichats-offline/makers) * [Awards](/product…
Zen Whisper 是一款 macOS 菜单栏语音输入和转写工具，主打本地语音识别、多语言支持、文件与媒体转录以及写作辅助等功能，试图改善原生 Mac 听写体验。
Zen Whisper
受众观点：① Maker 说明 Zen Whisper 通过快捷键在任意应用中听写，并把核心识别放在本地完成，回应了用户对隐私和流畅度的双重需求（@ZenProducts） ② 产品强调支持一百多种语言，尤其优化了印度多语言场景，说明目标用户不仅是英语创作者，还有大量多语环境的知识工作者（@ZenProducts） ③ 有用户指出 Product Hunt 上几乎每天都有语音听写类应用，直接追问这款产品的差异点，体现出市场对同类工具的审美疲劳和对真正创新点的期待（@GrowMeOrganic）
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- @Overview (0): * [Reviews](/products/zen-whisper/reviews) * [Alternatives](/products/zen-whisper/alternatives) * [Team](/products/zen-whisper/makers) * [Awards](/products/zen-whisper/awards) * More Free Options Launch tags:[Productivity](/topics/productivity)•[Writing](/topics/writing)•[Menu B…
- @ZenProducts (0): [Zen Whisper](/products/zen-whisper) Maker 📌 Zen Whisper is live on Product Hunt today. 🎉 We built it because Mac dictation still felt too limited, too cloud-first, or too awkward for real everyday work. Zen Whisper is our take on a better workflow: * 🎙️ hold a shortcut and dict…
- @ZenProducts (0): [Zen Whisper](/products/zen-whisper) Maker
- @ZenProducts (0): [Zen Whisper](/products/zen-whisper) Maker
- @GrowMeOrganic (0): There are one or more voice dictation apps everyday on PH. What makes this different? Upvote (1) Report Share 12h ago [](/@zenproducts)