imidaily 分享一张欧洲“舒适天气”地图，按温度和无雨无风定义舒适区，并称地中海地区依旧最强。
Here’s the comfortable weather map for Europe. “Comfortable” means: - 18–33°C - Not rainy - Not windy Mediterranean remains undefeated. https://t.co/2EEVdFUJ6j ① 很多人认为 25°C 以上就太热，指出葡萄牙因更凉爽而在远程工作者中越来越受欢迎（@levelsio, 683likes） ② 有人质疑地图标准过于主观，认为 28°C 以上就不舒适，并指出塞浦路斯等地实际是干燥炎热的“沙漠”（@AleksandrN79427, 330likes） ③ 也有人吐槽 AI 制图质量，认为 AI 并不是好的地图工具，地图上对瑞士等地的标注明显不准（@KenTorrens, 173likes；@MaxiCapitalist, 37likes）
imidaily 分享一张欧洲“舒适天气”地图，按温度和无雨无风定义舒适区，并称地中海地区依旧最强。
① 很多人认为 25°C 以上就太热，指出葡萄牙因更凉爽而在远程工作者中越来越受欢迎（@levelsio, 683likes） ② 有人质疑地图标准过于主观，认为 28°C 以上就不舒适，并指出塞浦路斯等地实际是干燥炎热的“沙漠”（@AleksandrN79427, 330likes） ③ 也有人吐槽 AI 制图质量，认为 AI 并不是好的地图工具，地图上对瑞士等地的标注明显不准（@KenTorrens, 173likes；@MaxiCapitalist, 37likes）
Karpathy 重提四月旧文，强调大众与少数深度使用者在理解大模型真实能力上的鸿沟正急剧拉大。
① 很多开发者用过 ChatGPT 但只停留在问答层面，难以想象少数人已经在用 LLM 搭建完整流水线（@adam_fresko, 92likes） ② 一部分付费用户已经感到能力陡峭提升带来的兴奋与眩晕，希望接触到更强内部模型（@uwwgo, 31likes） ③ 有人认为 AI 实际会让大厂直接解决问题，而不是提供工具给普通人自己解决（@scottstts, 11likes）
Hacker News 讨论陶哲轩关于“数学2.0”和AI参与科研的文章，围绕癌症药物机制、麻醉机理和人类是否需要完全理解AI发现展开激烈争辩。
① 有人质疑陶哲轩要求人类专家完全理解AI发现的标准过高，举出麻醉等医学机制本身也未完全搞清但仍广泛应用的例子（@squidmaster） ② 部分人对“math-2.0”持保留态度，担心AI让人类数学家变成形式主义者、失去灵感来源，并加剧学术同质化（@19298857） ③ 也有人认为如果AI能找到真正有效的癌症疗法，多数普通人并不在乎是否有人类专家理解其内部机理（@qup）。
这是一个利用 ChatGPT 插件生态获取高权重 93DR dofollow 反向链接的实操技巧：为自家 SaaS 搭建 MCP Server 并提交到 ChatGPT 插件目录，从而免费拿到高质量外链
这是一个利用 ChatGPT 插件生态获取高权重 93DR dofollow 反向链接的实操技巧：为自家 SaaS 搭建 MCP Server 并提交到 ChatGPT 插件目录，从而免费拿到高质量外链。
受众观点：评论主要围绕三个点：一是审核与排队现实，比如 @JaniBangiev（3 赞，Twitter）说「We are currently waiting on this ✌️」，@tarasshyn（2 赞，Twitter）提到自己从 8 月就开始等审核，反映出这个渠道并非即时生效，需要排队和预期管理。二是链接质量与索引问题，@fabienr34（2 赞，Twitter）指出「The page isn't in Google's index, so, well, it's not a top link.」，质疑这个 93DR 链接在实际 SEO 中的权重价值。三是可扩展性和实操计划，@simplydt（0 赞，Twitter）表示「nice tip, adding the MCP to ChatGPT next week」，@HitLambaAI（0 赞，Twitter）提醒描述文案要清晰，因为那是用户和模型真正会读的内容，说明大家把这当成一个可复制的 SEO playbook，而不仅是一次性黑客技巧。
Nous Research 宣布其桌面智能体产品 Hermes Agent 完全归用户所有，并在其中上线免费试用的高效编码与 agentic reasoning 模型 MissingNo，鼓励用户在 Hermes Agent 内集成和体验这一新模型
Nous Research 宣布其桌面智能体产品 Hermes Agent 完全归用户所有，并在其中上线免费试用的高效编码与 agentic reasoning 模型 MissingNo，鼓励用户在 Hermes Agent 内集成和体验这一新模型。
受众观点：评论主要围绕两点：一是 Hermes Agent 的“归属感”和玩法，二是 MissingNo 模型的真实编码能力与稳定性。比如在 Hermes Agent 宣布帖下，@HermesAgentTips（score 9，Twitter）说“all mine… got multiple btw and they’re all mine 🔥”，以及 @krushalkalkani（score 5，Twitter）调侃“you gave me a greek god. i'm using it to rename my screenshots.”，都在强化这是一个“属于自己”的本地 Agent 玩具。另一方面，在 MissingNo 上线帖下，@ItsGoharr（score 5，Twitter）吐槽“another coding model launch that nobody asked for and nobody will remember”，而 @ATXDev41（score 4，Twitter）反馈“fast but made 5 errors in row…the lab needs to pull it make some updates and repost it.”，再加上 @LittleBrainz（score 5，Twitter）详细描述 MissingNo 在 PowerShell 场景下“clueless”的失败体验，说明早期用户最关心的是模型在真实开发任务中的可靠性，而不仅是营销包装。
多个开发者在 r/webdev 展示完全前端运行、零后端的实用小工具，从发票生成到图片抠图与放大，都基于 Astro 静态站和浏览器本地存储与推理完成
多个开发者在 r/webdev 展示完全前端运行、零后端的实用小工具，从发票生成到图片抠图与放大，都基于 Astro 静态站和浏览器本地存储与推理完成。
受众观点：评论区的关注点主要集中在两块：一是零后端架构在实际浏览器环境中的坑点，二是完全客户端方案在性能和 DX 上的取舍。
Karpathy 重提四月旧文，强调大众与少数深度使用者在理解大模型真实能力上的鸿沟正急剧拉大。
Dusting off this tweet from April because this gap in shared understanding of LLM capability is *widening*. It's now less "two groups of people speaking past each other" and more a sharp funnel. - Na…
受众观点：① 很多开发者用过 ChatGPT 但只停留在问答层面，难以想象少数人已经在用 LLM 搭建完整流水线（@adam_fresko, 92likes） ② 一部分付费用户已经感到能力陡峭提升带来的兴奋与眩晕，希望接触到更强内部模型（@uwwgo, 31likes） ③ 有人认为 AI 实际会让大厂直接解决问题，而不是提供工具给普通人自己解决（@scottstts, 11likes）
展开评论
- @adam_fresko (92): @karpathy Let me shorten this post. You’re drilling with a hand drill. Some people got cordless drills. About 5,000 people got entire factories. We’re still arguing if cordless drills are useful, and those 5,000 are already building teleporters. That’s how far ahead they can get.
- @uwwgo (31): @karpathy I'm in the paid tier staring at the vertical wall of capability. Wish I'd get access to the internal models. The pace is nauseating and exhilarating both
- @pingfan_ai (17): @karpathy https://t.co/j8175m28qM
- @scottstts (11): @karpathy This is precisely the reason why I think AI labs will just be the problem solver themselves as opposed to providing tools for other people to solve their problems
- @acatovicx (9): @karpathy It's because most of the "general public" care for people in hospitals, try to keep kids in school, are driving taxis and buses, cleaning the toilets, constructing the roads, buildings, power grids and networks that allow you to send your tweets.
Marclou 发帖把健身、幸福和变富都归结为可以习得的技能，反对一味把结果归因于运气。
Being fit is a skill. Happiness is a skill. Getting rich is a skill. Stop calling it luck. Everything can be learned.
受众观点：① 有人用玩笑方式吐槽“这些技能在哪学，发 GitHub 链接”，反映大家希望有可操作的学习路径（@MichaelArnaldi, 58likes） ② 不少人批评这种说法忽视出身和环境，认为他越来越精英化、站在道德制高点说教（@mwrldn, 18likes） ③ 也有人强调运气和起点确实重要，但同时反对把“运气”当成不行动的借口（@hsain_younes, 11likes；@DmytroKrasun, 8likes）
展开评论
- @MichaelArnaldi (58): @marclou Where do I find those skills? Pls post GitHub links
- @mwrldn (18): @marclou You are becoming more and more obnoxious. It's fascinating to see real time the wealthier you get the more high-on-horse elite thinking you develop.
- @thekitze (15): @marclou You can fix anything if you think of it as a skill issue
- @hsain_younes (11): @marclou Objectively, It's 99% luck bro, you can't compare your starting conditions and environment to others. BUT, it's also objectively stupid to use luck as an excuse to not improve yourself, otherwise it will just be an excuse in the back of your mind. It doesn't help anybod…
- @DmytroKrasun (8): @marclou Being able to learn these skills and learn them is luck. But it doesn't change anything. Even if everything is luck. Then what? Sit and do nothing? Anyway, practically, you need to act as if you have agency and free will to change things.
Marclou 宣布将基于 Amazon SES 的自建邮件营销工具 MailCheap 开源，主打极低成本和多新闻简报等功能。
So many people asked me to make it open-source, so here you go: MailCheap — Self-hosted newsletters on Amazon SES: 💸 $0.10 per 1,000 emails ✍️ Editor with live preview 📰 Multiple newsletters 📝 Signup…
受众观点：① 作者本人补充展示了公开档案页面的设计，说明大家也关心读者端体验和品牌呈现（@marclou, 28likes） ② 有人认为这是一个新 SaaS 的起点，期待在开源基础上发展成托管服务（@robj3d3, 22likes） ③ 也有人调侃技术栈，侧面反映开发者会在选型和维护成本上犹豫（@ImSh4yy, 13likes）
展开评论
- @marclou (50): this man made me do it https://t.co/cPH4jOtTdq
- @marclou (28): The public web archive design looks like this: https://t.co/D8xiSD2f6D
- @robj3d3 (22): @marclou Let's GO! I feel like this is the beginning of a new SaaS 😏
- @thekitze (16): @marclou Do both open source and cloud
- @ImSh4yy (13): @marclou the tech stack 💀
Nous Research 宣传 Hermes Agent，强调这是“属于你的”智能代理产品，引发用户晒图和讨论使用体验。
Hermes Agent is yours
受众观点：① 有人晒出自己拿到的 Hermes Agent 截图，表现出强烈的参与感和收藏欲（@macbethAI, 28likes；@quotumorg, 7likes） ② 有用户调侃 Hermes Agent 是给“普通人”的，讨论它是否足够易用、适合非技术用户（@Kshitijjkapoor, 9likes） ③ 也有人把它当作“希腊神明”来玩梗，用来给截图重命名等日常小任务，说明大家在探索轻量级使用场景（@HermesAgentTips, 9likes；@krushalkalkani, 5likes）
展开评论
- @macbethAI (28): @NousResearch https://t.co/ISnmPZmhWt
- @Kshitijjkapoor (9): @NousResearch hermes agent is for normies??
- @HermesAgentTips (9): @NousResearch all mine… got multiple btw and they’re all mine 🔥 AAAAAAAA
- @quotumorg (7): @NousResearch https://t.co/VdRw7LVMcu
- @krushalkalkani (5): @NousResearch you gave me a greek god. i'm using it to rename my screenshots.
Shubham 展示了 Google 的 Embedding Gemma 2 在 Mac 上本地免费运行的效果，称其为免费的本地向量嵌入方案。
This is Google’s Embedding Gemma 2 🤯 100% free and local running on Mac. https://t.co/uLzHHJdC9I
受众观点：① 有人把它称为嵌入领域的 DeepSeek 时刻，认为这是 Google 在该方向上的重要突破（@ivanfioravanti, 25likes） ② 开发者关心在 Mac 上本地运行的资源需求，尤其是内存占用等实际门槛（@justmetolife, 13likes） ③ 也有人从大厂竞争角度看，认为这可能是 Google 真正的“回归时刻”（@trikcode, 4likes）
展开评论
- @Saboo_Shubham_ (63): Source: https://t.co/wmfz8pcfis
- @asifshaikat (34): @Saboo_Shubham_ It's by @_ARahim_ in here https://t.co/qjEMZblIj0
- @ivanfioravanti (25): @Saboo_Shubham_ This is the DeepSeek moment of embedding and it's made by Google!
- @justmetolife (13): @Saboo_Shubham_ free and local is the part i like. how much ram does it need on a mac?
- @trikcode (4): @Saboo_Shubham_ Google has been trying to make a come back but this maybe the time
Vercel 创始人 Guillermo Rauch 转发一段可交互 3D 内容，感叹这是学习方式的未来。
So cool. The future of learning
受众观点：① 有人设想如果所有产品说明书都长这样，学习和使用门槛会大幅降低（@Chalam_PVS, 5likes） ② 评论者区分了静态 3D 图像和可探索 3D 工具，强调后者才是真正的生产力（@SlimAssiliX, 3likes） ③ 多人认为这会取代传统教材剖面图，成为下一代学生的主流学习方式（@Van0SS, 2likes；@KindPrayer, 2likes）
展开评论
- @wheresryan22 (5): @rauchg 🫡
- @Chalam_PVS (5): @rauchg imagine if every product manual looked like this
- @SlimAssiliX (3): @rauchg Static 3D is a picture but Explorable 3D is a tool
- @Van0SS (2): @rauchg RIP static diagrams, it seems as if this is how the next generation of students are gonna learn
- @KindPrayer (2): @rauchg textbook cutaways never showed the one thing you actually needed, which part moves which. being able to spin it and watch fixes exactly that
imidaily 分享一张欧洲“舒适天气”地图，按温度和无雨无风定义舒适区，并称地中海地区依旧最强。
Here’s the comfortable weather map for Europe. “Comfortable” means: - 18–33°C - Not rainy - Not windy Mediterranean remains undefeated. https://t.co/2EEVdFUJ6j
受众观点：① 很多人认为 25°C 以上就太热，指出葡萄牙因更凉爽而在远程工作者中越来越受欢迎（@levelsio, 683likes） ② 有人质疑地图标准过于主观，认为 28°C 以上就不舒适，并指出塞浦路斯等地实际是干燥炎热的“沙漠”（@AleksandrN79427, 330likes） ③ 也有人吐槽 AI 制图质量，认为 AI 并不是好的地图工具，地图上对瑞士等地的标注明显不准（@KenTorrens, 173likes；@MaxiCapitalist, 37likes）
展开评论
- @levelsio (683): @imidaily Over 25°C is way too hot Which is why many people are now choosing Portugal over Spain and the rest of the Mediterranean It's cool and breezy!
- @AleksandrN79427 (330): @imidaily It's highly subjective. I'd argue anything over 28 daily peak is not so comfortable, over 31 is awful. Some warm rain is pleasant. You present Cyprus as one of the most comfortable places but it's a desert.
- @KenTorrens (173): @imidaily AI is not a good mapping tool
- @AleksandrN79427 (46): @imidaily And the "Mediterranean sweet spot" on our map is an entirely unlivable, burnt out useless desert. Best place to live in Spain is in the North - Oviedo, La Coruna - warm, humid, mild winds, all full of greenery year round, full of life.
- @MaxiCapitalist (37): @imidaily clearly some issues in this chart... Switzerland at the same level of far north of Norway when It's one of the most comfortable country to live in weather wise
Nous Research 发布名为 MISSINGNO 的编码与 agent 推理模型，在自家 Nous Portal 上限时免费，并可在 Hermes Agent 中体验。
Wild MISSINGNO. appeared! A coding and agentic reasoning model that is highly token efficient, free for a limited time on Nous Portal Try it out in your Hermes Agent today https://t.co/5lNdyiu0mh
受众观点：① 很多人夸赞 Nous 的美术和品牌风格，认为视觉和梗玩得很到位，愿意为这种调性买单（@AnotherSpanish, 59likes；@VGFreakXBL, 18likes） ② 有人单纯因为“missingno”这个梗本身而兴奋，把模型拟人化成宝可梦角色（@yeahfortommy, 18likes；@Avery_Coree, 13likes） ③ 也有用户用截图展示自己已经在用它做仪表盘等任务，说明模型在实际开发场景中被快速尝试（@Avery_Coree, 13likes；@chris_geeman, 11likes）
展开评论
- @AnotherSpanish (59): @NousResearch Whoever is behind the arts for Nous Research, bless their soul, tell that individual that should they ever be in Dublin, dinner is on me, even the uber to their hotel lol
- @VGFreakXBL (18): @NousResearch This marketing/branding is based AF. IYKYK 🤌
- @yeahfortommy (18): @NousResearch missingno
- @Avery_Coree (13): @NousResearch wild missingno appeared. i choose you, build me a dashboard
- @chris_geeman (11): @NousResearch lol.... 4..... https://t.co/kwzbY8qMb9
Marclou 分享自己用 Opus 5.5 一条提示词在五分钟内生成一款 macOS 鼠标按键重映射应用，感叹现在是极好的时代。
I wanted to remap the mouse buttons, so I asked Opus 5.5 to build me a macOS app. One prompt. 5 minutes. What a great time to be alive. https://t.co/Tlnj6LaIs7
受众观点：① 很多人提醒已经有现成应用可以做鼠标按键映射，质疑是否有必要自己再造一个（@VaguelyVolatile, 21likes；@robj3d3, 12likes） ② 有人直接指出这和 Razer Synapse 等现有方案几乎一样，说明大家会拿“复造轮子”来对比（@VellanNada, 20likes） ③ 也有人分享自己用 AI 快速做出类似小工具的经历，认同“活在好时代”的感受（@peer_rich, 19likes）
展开评论
- @VaguelyVolatile (21): @marclou BROTHER THERES ALREADY AN APP LITERALLY FOR THAT 😭
- @VellanNada (20): @marclou that's just razer synapse https://t.co/7rkf4FTDbI
- @peer_rich (19): @marclou similar vibes what a time to be alive
- @prasenx (17): @marclou how about this https://t.co/MCfc4xucxZ
- @robj3d3 (12): @marclou This sick, doesn’t Razer have a Mac app for this already tho!?
Gergely Orosz 吐槽 Meta 把 Instagram 付费用户的人工客服完全换成 AI，但 AI 客服几乎不可用，连报错和开发票都做不到。
Meta removed human support from Instagram, it’s AI support only for paying customers. Which is a decision, but OK. But the AI support doesn’t work. As in, at all. So I pay for a product with no suppo…
受众观点：① 作者补充吐槽内部激励，认为负责 AI 客服和支付的团队都能拿高绩效，但没人真正监控错误和收据等基础功能（@GergelyOrosz, 159likes） ② 有人表示即便每月在 Meta 投入大量广告预算，也几乎无法真正升级问题，说明“付费也没服务”是长期痛点（@jacobtechtavern, 18likes） ③ 还有人说自己付费就是为了在被封号时能找真人，现在 AI 替代让这点价值也消失了（@escobyte, 4likes）
展开评论
- @GergelyOrosz (159): Meanwhile I assume everyone at Meta gets a pat on the back and EE ratings: - The team replacing human support with AI for cost savings plus customer satisfaction being up (they don’t measure or log errors ofc) - The team building the payments for generating revenue, unaware they…
- @jacobtechtavern (18): @GergelyOrosz I'm surprised that paying customers ever got human support. I've worked for startups that were paying a couple hundred K a month on Meta ads, and it was still pretty much impossible to escalate anything.
- @maxmax (14): @GergelyOrosz I believe you meant to say “Superintelligent” support ;)
- @JohnStrongHodl (5): Im increasingly starting to hate all paid ads because of that. At least Google still has their employees to call and help. Meta? No single fuck given They actually don't give a fuck so much it's even hard to take down scam ads that incorporate our president and one of the billio…
- @escobyte (4): @GergelyOrosz 😩 that’s annoying since the only reason I paid Facebook is for access to human support when I get banned https://t.co/vCaB20wpM6
tibo 复盘自己自 2020 年发了 6000 多条推文并卖出一款 X 增长工具 1000 万美元后，总结当下在 X 上真正有效的增长方法，比如小号多去给爆款贴高质量回复。
posted 6,000+ tweets since 2020 built an X growth tool and sold it for $10m so I pulled my own data to see what actually works on X right now short list 👇 1. replies beat posts when you're small. you…
受众观点：① 很多人关注 tibo 自证过的增长经验，希望复制他从发 6000+ 推到卖出 X 工具的路径（@RobbyFrank, 4likes） ② 一部分人直接被引导去用 SuperX 这类增长工具，关心自动化和效率提升（@tibo_maker, 6likes） ③ 也有创作者在问视频等内容形式在这种策略里的位置，想知道不同内容类型的效果差异（@vienothm, 2likes）
展开评论
- @tibo_maker (6): the one thing that helps the most with all that is SuperX both the webapp are extension provide a HUGE boost -> https://t.co/5w8BBX0mtD hope you like it
- @RobbyFrank (4): @tibo_maker My companies make more than $500,000 a month, and almost nobody on X knows I exist.
- @vienothm (2): @tibo_maker thanks tibo🫡 what about videos? i’ll revisit this reply in 6 months
- @hariprasad_bg (1): @tibo_maker Already bookmarked 😜
- @tgospodi (1): @tibo_maker I’ll follow that guideline and will share results in a month. Thanks
作者玩笑称到 2027 年结束时，自己会是唯一一个还没被英伟达收购的开放模型从业者，影射大厂疯狂收购开源团队。
By end of 2027 I'll be the only open models person Nvidia hasn't acquired
受众观点：① 有人打趣说那是因为他会去 AMD，延伸到芯片厂商之间的人才争夺战（@keerthanpg, 51likes） ② 有人好奇这条玩笑未来会如何应验，关注行业并购趋势的发展（@giffmana, 25likes） ③ 也有人反向玩梗，建议作者去收购英伟达“为了剧情”，体现对大厂统治的调侃（@iamtrask, 13likes）
展开评论
- @keerthanpg (51): @natolambert Because you’ll be at AMD
- @giffmana (25): @natolambert Let's see how this will age =)
- @iamtrask (13): @natolambert You should acquire NVIDIA Do it for the plot
- @llm_wizard (4): @natolambert https://t.co/lKUuJO0IqG
- @MayankMish98 (4): @natolambert and me
levelsio 分享自己几乎取消了所有 SaaS 订阅，只保留 AI 推理、Hetzner 服务器、Cloudflare 存储和 Backblaze 备份等少数基础开支，并开始清理个人订阅。
As I posted before, I've cancelled almost all of the SaaS subscriptions for my business The only thing I still pay for as a business: - AI inference - Hetzner server hosting - Cloudflare storage - Ba…
受众观点：① 有人质疑自己写一堆自用 SaaS 是否真的省钱，认为按小时产出算反而亏本，除非是为了内容或兴趣（@tarasshyn, 16likes） ② 也有人把这份支出列表看成是极简生活方式，认为本质就是生存需求加一点娱乐（@tylerpalmer, 5likes） ③ 还有人围绕具体订阅如 YouTube Premium、Spotify 等展开讨论，比较不同娱乐订阅的性价比（@triggerfounder, 3likes; @AutismCapital, 4likes）
展开评论
- @tarasshyn (16): There is zero reason for you to vibe-code your own SaaS. An hour of your time is worth what, $1K–$5K? You spent more time vibe-coding and maintaining it than it's worth. If you did it for fun/content, that's reasonable. If you did it to save money, you're net negative by hundred…
- @tylerpalmer (5): @levelsio effectively boils down to basic survival needs plus entertainment
- @AutismCapital (4): @levelsio YouTube Premium subscriber. You know ball. Based.
- @triggerfounder (3): @levelsio Cancel spotify. Youtube music is superior and included in your premium. Better algo and you can listen to videos as songs.
- @diancodes (3): @levelsio surprised domains aren't on the list. that's the one sub you can't vibecode your way out of
作者展示一封成功绕过 Gmail 过滤的钓鱼邮件，表示是自己的“dot”帮忙识别并发出警告，强调人工或工具辅助的安全防护。
This phishing email made it past Gmail’s filters, but my dot caught it and warned me. https://t.co/qoean3Ephb
受众观点：① 有人直言 Gmail 垃圾邮件过滤这些年一直很差，认为官方防护远不够用（@ChainZenit, 18likes） ② 有人提到自己也经常收到 Twitter 钓鱼邮件，甚至怀疑平台故意放行，说明这类攻击已经非常常见（@TheZvi, 8likes） ③ 还有人分享公司差点被“卖 B300x8 节点”的钓鱼邮件诱惑，体现高价值硬件相关诈骗的隐蔽性（@tngtech, 5likes；@khuxsal, 3likes）
展开评论
- @ChainZenit (18): @polynoamial Gmail's filters have been trash for years, honestly.
- @TheZvi (8): @polynoamial At this point I mostly assume that Google is letting the Twitter phishing attempts through on purpose, but after a while they get easy to spot. I do worry a little about a false positive if the day every comes.
- @tngtech (5): @polynoamial In our case, the phishing mail that wanted to sell us B300x8 nodes, available immediately, for a reasonable price, was very tempting ;-).
- @Darkolorin (3): @polynoamial I also notice email address is kinda broken. No need to use assistant for this.
- @khuxsal (3): @polynoamial i've been my mom's dot for years. she forwards every one asking 'is this real'
scaling01 吐槽谷歌在 AI 上毫无作为，只会找 Mr Beast 拍 Gemini 广告，暗指产品和研究节奏都在掉队。
Google isn't doing shit they are doing Gemini ads with Mr Beast
受众观点：① 认为谷歌在 AI 战场持续掉队、对其战略极度失望的用户（@minchoi, 2likes） ② 觉得谷歌虽然有数据和基础设施，但在产品化和对个人开发者支持上远逊于 OpenAI 等对手的开发者（@nudevise, 3likes） ③ 关注企业客户如何在 Anthropic、谷歌等大厂之间切换、对谷歌屡次“掉链子”感到无奈的从业者（@PawelJLisowski, 2likes）
展开评论
- @nudevise (3): @scaling01 yeah and? whats anthropic and codex doing? Dots & fucking Mods? You literally have used google since you were born i can guarantee you Google probably has more data on you than your Parents. Stfu
- @PawelJLisowski (2): @scaling01 Idk even what google is doing, corporate clients cant wait to drop anthopic contracts and google keeps fumbling
- @minchoi (2): @scaling01 pretty surprised at all the fumbling
- @test_tm7873 (1): @scaling01 and also ones that don't burn cash. :o
- @leononrails (1): @scaling01 mr beast ads work though
willcb 提出一个关于大模型的哲学问题：单个参数的智能上限是有限还是无限，并让大家思考这对 AI 发展路径意味着什么。
ask yourself whether you feel that intelligence per active parameter is bounded or unbounded and then consider what that would imply about how things will go
受众观点：① 认为单参数智能必然有上限，因此“智能爆炸”会被物理资源和扩展速度限制的理性派（@MikePFrank, 13likes） ② 觉得如果单参数智能真能无限提升，就不需要几百亿参数，借此嘲讽当前大模型堆参数路线的用户（@ItsGoharr, 9likes） ③ 用调侃方式参与讨论，把“只要 1 个参数就够了”当成梗来玩，弱化严肃技术讨论的人（@DavidRBellamy, 14likes）
展开评论
- @DavidRBellamy (14): @willcb 1 parameter is all you need, Will
- @MikePFrank (13): @willcb It’s bounded of course, ergo foom will be throttled by feasible rates of physical growth
- @ItsGoharr (9): @willcb if intelligence per parameter was unbounded you wouldnt need 400B of them, the cope is infinite
- @alxfazio (8): @willcb i feel my hands itching to smack some nerds when i read this that’s what i feel
- @hive_echo (8): @willcb I will guess bounded It appears what could be unbounded is the number of parameters https://t.co/trodxmaYgc
dylan522p 发了个玩笑，说社会上最糟糕的两样东西都是 DC：健怡可乐和数据中心，用谐音梗影射 AI 算力基础设施。
The two worst things for society Both called DCs Diet Coke Datacenters
受众观点：① 把 DC 延伸成华盛顿特区等其他含义，用地理和政治梗继续玩笑的用户（@barisozmen_twi, 17likes） ② 被“Diet Coke 被黑”戳到、半认真半玩笑地表示这条推文伤害到自己的可乐爱好者（@kipperrii, 9likes） ③ 顺着 DC 缩写脑洞大开，列出直流电等各种技术含义，把话题当成缩写接龙游戏的人（@gergman91, 5likes）
展开评论
- @barisozmen_twi (17): @dylan522p Washington DC?
- @kipperrii (9): @dylan522p some tweets were written just to hurt me
- @gergman91 (5): @dylan522p Direct Current
- @RozeeGil (3): @dylan522p OK but who calls a Diet Coke a “DC”…
- @crypto_condom (3): @dylan522p bullshit.
willcb 讨论“superintelligence”这个词的大小写风格，更喜欢小写写法，类比 internet 与 The Internet 的演变。
i like “superintelligence” much more than “Super Intelligence” but otherwise i’m on board. it’s like internet vs The Internet
受众观点：① 对被迫改变命名方式感到抗拒，认为命名规范被外界强推会引发情绪反弹的开发者（@kuberdenis, 7likes） ② 觉得“superintelligence”小写像 GitHub 仓库名，顺带表态自己站在小写阵营的程序员（@mbilgehanertan, 4likes） ③ 简单表态支持大写写法或直接玩文字梗，把讨论当成轻松话题的人（@SmokeAwayyy, 3likes）
展开评论
- @kuberdenis (7): @willcb being "forced" to change how i name something is making me feel angry (as in, eyebrows being wrinkled) and it makes me NOT wanting to comply (although it's really cool...)
- @cyberpengk (5): @willcb sup, erin? tell igence?
- @mbilgehanertan (4): @willcb superintelligence sounds like a github repo... lowercase gang either way
- @somewheresy (4): @willcb intelligence
- @SmokeAwayyy (3): @willcb Superintelligence is the way.
finbarrtimbers 感叹很多高薪岗位在招聘时并不公开薪资区间，他在多家雇主内部争论过要不要明示薪酬但都没说服对方。
I’ve generally been surprised that jobs that pay quite well don’t explicitly advertise that. I’ve had this argument internally at various past employers and lost.
受众观点：① 认为招聘本质上就是信息不对称，企业通过隐藏薪资维护议价优势的观察者（@ChainZenit, 3likes） ② 觉得公开薪资能提前筛掉不合适候选人、节省双方时间的求职者和招聘方（@BMountbatt51217, 3likes） ③ 认为招聘双方都很难，没有人脉和与招聘经理直接关系时更难拿到好 offer 的从业者（@polydaic, 5likes）
展开评论
- @polydaic (5): @finbarrtimbers recruitment is always hard on both ends unless you have a personal relationship with the hiring manager
- @BMountbatt51217 (3): @finbarrtimbers Hiding pay mostly protects people who already know the number. Posting it filters for candidates who want the job at that level and saves both sides weeks.
- @ChainZenit (3): @finbarrtimbers Recruitment is just another form of asymmetric information, nothing new here.
Hacker News 讨论陶哲轩关于“数学2.0”和AI参与科研的文章，围绕癌症药物机制、麻醉机理和人类是否需要完全理解AI发现展开激烈争辩。
Terence Tao: Math 2.0 [pdf]
受众观点：① 有人质疑陶哲轩要求人类专家完全理解AI发现的标准过高，举出麻醉等医学机制本身也未完全搞清但仍广泛应用的例子（@squidmaster） ② 部分人对“math-2.0”持保留态度，担心AI让人类数学家变成形式主义者、失去灵感来源，并加剧学术同质化（@19298857） ③ 也有人认为如果AI能找到真正有效的癌症疗法，多数普通人并不在乎是否有人类专家理解其内部机理（@qup）。
展开评论
- @squidmaster (0): > Before injecting this cocktail into your bloodstream, would you want to know that there is at least one human cancer researcher who understands the mechanism behind this cure. Tao is out of his lane; lots of medicines don't have understood mechanisms. We don't even have the me…
- @19298857 (0): It is nice to see some sanity back in the conversation! I'm still not sure about math-2.0 (humans+AI will make fundamentally more progress): - AI and computer usage take a mental toll on humans and humans will overlook radical improvements. - AI may be good at finding useless th…
- @qup (0): > Before injecting this cocktail into your bloodstream, would you want to know that there is at least one human cancer expert who understands the mechanism behind this cure? No. I'm gonna die, my man. This guy might have the highest IQ on the planet, but it's clear he hasn't spe…
- @vluft (0): page 20 ("A thought experiment on alignment and understanding") is perhaps not likely to quite induce the reaction in most people that Mr. Tao expected.
- @diath (0): > Before injecting this cocktail into your bloodstream, would you want to know that there is at least one human cancer expert who understands the mechanism behind this cure? > Or a human mathematician who understands the mathematical model used to locate the cocktail? If we're b…
Hacker News 讨论在 Discord 等现代聊天平台收紧政策和引入年龄验证后，是否有必要回归 IRC 等“老互联网”协议，以及 IRC 生态的现状。
IRCv3
受众观点：① 有人因为年龄验证和隐私担忧，考虑从 Discord 回到 IRC 这类更开放的协议（@meethkr） ② 一些用户纠结于 IRC 虽然简单长寿，但在移动端、多设备登录和账号体系上体验落后，担心迁移会牺牲便利性（@neals） ③ 也有人感叹 IRC 作为“老互联网”少数仍在使用的协议之一，历史悠久却被运营风波和分裂（如 Freenode 事件）影响了口碑（@kristopolous, @nubinetwork）
展开评论
- @meethkr (0): Maybe with all the age verification spyware around its time I finally went back to IRC chat.
- @neals (0): Makes me wonder if moving away from discord back to IRC would be a fun move. But I think we'd miss mobile access and accounts on different devices maybe? Any thoughts?
- @kristopolous (0): If you look at "old" internet: fidonet telnet bitnet ftp fsp wais netnews whois++ gopher relaynet ... i mean irc is one of the only ones that is still used, and mostly as it was 35 years ago. Pretty impressive. People love knocking on IRC but people are still on it, still using…
- @nubinetwork (0): IRC is dead to me, you can thank Andrew Lee (of Freenode infamy) for that one.
- @dist-epoch (0): if you look at the linked roadmap, most issues are from 2020/2021, with one from 2017, when Discord appeared. So yeah, we are going to have the Dyson swarm before this is done.
Hacker News 讨论一篇关于付费请人按 README 操作来发现文档问题的文章，引出大家对 README 里玩笑、表情符号和缺失关键步骤的吐槽。
I paid people to try and follow my README
受众观点：① 有人抱怨 README 里塞一堆表情和玩笑，噪音太多影响获取关键信息（@commandersaki） ② 读者指出很多项目连最基础的前置步骤都没写清，比如需要先安装和配置 php-fpm，导致新手完全摸不着头脑（@WhyNotHugo） ③ 一些人反思自己曾经写过太多段子式技术文档，后来发现阅读体验很差，开始转向更干脆的说明风格（@chanux, @ozlikethewizard）
展开评论
- @commandersaki (0): I hate READMEs with a gazillion emojis, too much noise.
- @coo1estguy (0): This used to be called "I hired QA people to identify gaps in my project", but hey now it has become paying people to follow readme
- @WhyNotHugo (0): There's a zeroth step missing from both the Quickstart and Full Set Up: install php-fpm, configure it, and configure your http server to serve using it as a backend. It seems to be taken for granted — that's something you'd already have in place if you're already serving applica…
- @chanux (0): > My jokes aren't funny and are actively confusing. I used to write technical documents in prose style, sometimes with meandering stories. I guess I picked it up from my early blogging days. I realized I hated reading some of them back. So I tried to keep it cut and dried. I do…
- @ozlikethewizard (0): "They were the ones who caught the mistakes that no spell chequer could." Nice, good article lol. I appreciate a joke or two in a readme but totally understand the annoyance, I think forgetting to actually say what the software does is super common as well though. Often trying t…
Hacker News 讨论 Nitter 这个无账号无跟踪的 Twitter/X 第三方前端项目在寻求资金和生存空间时面临的法律合规与可持续性问题。
Nitter: Update Oct 10th seeking funding and legal help
受众观点：① 很多人关心 Nitter 的定位和价值，强调它是无账号、无广告、无跟踪的 X 替代前端，方便匿名浏览内容（@1ba9115454） ② 有人认为这类服务本质上难以合法运营，类比做 nytimes 或 cnn 的代理，最终都会被版权和 ToS 追责（@bhouston） ③ 也有人从“自找麻烦”的角度认为支持明显违反服务条款的项目迟早会招致法律问题，引发是否该为其叫好的争论（@sreekanth850）
展开评论
- @andsoitis (0): > seeking funding What’s the purpose of Nitter? Elevator pitch if you will? And where can one read a bio of the creator(s)?
- @1ba9115454 (0): Nitter is/was a free, open-source alternative front-end for X (formerly Twitter) that lets users view public posts without an account, ads, or tracking scripts.
- @skeledrew (0): Well, it was good while it lasted.
- @sreekanth850 (0): FAFO. Edit: people who downvoting have to understand that you are supporting TOS violations. That always invite legal troubles.
- @bhouston (0): I don’t think nitter can run legally. It would be like having a proxy for nytimes or cnn. I think its (or systems like it) only possible future is to acknowledge it doesn’t have a legal future.
这条 HN 讨论围绕 Cloudflare 统计的 bot 流量变化展开，评论里有人提到 Yandex 相关自治系统的流量骤降、Cloudflare 对“bot vs human”的判定标准，以及搜索引擎爬虫与军事冲突背景的关联。
Bot traffic from Yandex
受众观点：① 使用 Cloudflare 等服务托管产品的独立开发者 ② 依赖爬虫和数据抓取构建 AI 产品的工程师 ③ 关注网络基础设施在战争和大规模自动化流量下表现的安全从业者。
展开评论
- @toomuchtodo (0): Cloudflare should consider donating to the Ukrainian military for the public service they are performing.
- @rvz (0): “AI agents” is just a fancy rebranding of “bots” with some “intelligence”.
- @WiSaGaN (0): isn't this only counting russian origin already?
- @r721 (0): *Sudden drop in Cloudflare bot traffic from AS13238 YANDEX — Yandex LLC UPD Definition of bot traffic from Cloudflare's glossary: >Bot vs. human traffic >The percentage of HTTP requests classified as bot versus human, based on bot scores. Requests with a bot score between 1 and…
- @londons_explore (0): Yandex is Russian Google. Of course they have bots... That's how you index the web. If we took Google offline I bet there would also be a reduction in bot traffic from them too! Indexing is also probably a low priority task, so if half their datacenter capacity is taken offline,…
这条 HN 讨论的是一个围绕旧金山城市规划和社区政治的游戏，玩家吐槽规则书和界面过于复杂、缺乏乐趣，并拿 SimCity 等作品对比其在表达城市开发冲突上的设计取舍。
A city-building game in which the city would prefer you didn't
受众观点：① 对严肃游戏和交互叙事感兴趣的产品设计师和开发者 ② 想用可视化和模拟解释复杂技术或社会议题的创作者 ③ 在做 AI 教学/教育产品、需要平衡信息密度与可玩性的独立开发者。
展开评论
- @thrance (0): Line at the end of the in-game "rulebook": > Every rule, vote count and case in this game is drawn from the public record. Sources are in docs/research/ in the project folder. Neighborhood politics scores and the economics are simplified for play. Nice, I'm happy to hear that, C…
- @hyperhello (0): You know, if an old city with a natural boundary doesn’t think you should build a bunch of profitable crap in it, maybe you could take the hint and stop acting like you’re bringing Jesus to them. San Francisco’s seen the conquistadors. In fact, many of the streets in the Sunset…
- @treebeard901 (0): It does have the blue angels flying over the city at one point
- @deadbabe (0): I imagined something more like a sim city clone where every time you try to put down a building or zone, it’s refused with a pop up message saying why. Let me prompt that out brb
- @nico (0): Took me back to sim farm. The aesthetics are awesome
Hacker News 讨论 LineageOS 新版本和通用目标支持，用户分享在旧手机和各类硬件上刷机延长寿命、对比 GrapheneOS 等 ROM 的体验。
LineageOS 24.0
受众观点：① 很多用户感谢 LineageOS 让 Pixel 4a、OnePlus 6T 等老机型继续获得更新，延长设备寿命、减少电子垃圾（@deng, @villgax） ② 有人感叹 Lineage/Cyanogen 才是“理想中的 Android”，相比官方系统更干净、更可控（@khkjlhgkl） ③ 读者对新引入的通用裸机目标很感兴趣，期待在 x86 PC、Apple Silicon、Snapdragon X 等设备上直接跑 Android，用于翻新旧笔电等场景（@haunter）
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- @deng (0): I was secretly hoping they'd stop supporting the Pixel 4a so I would have a reason to get a new phone, but no, still there in the list of supported devices. So I guess I'll just keep using that thing another year... Anyway: big thanks to the Lineage maintainers, keeping so many…
- @khkjlhgkl (0): I love LineageOS. I have been using Lineage and previously Cyanogen for many years. This is how Android is meant to be.
- @villgax (0): Absolutely love this project for keeping my OnePlus 6T alive. Such sad state of affairs for Android. They dropped the ball on making any working edge deep learning inference framework. iOS is way better at this of all things. For being an OSS platform the amount of rigidity in n…
- @haunter (0): >Recently, Contributor 0xCAFEBABE introduced a very different kind of generic target that can be run on various types of bare-metal hardware devices. >While it’s still in experimental state, it has successfully booted on: >Common x86_64 PCs >Apple Silicon Macs >NVIDIA DGX Spark…
- @marshymarsh (0): the only thing keeping me from jumping from GrapheneOS is contact and storage scopes. :(
一篇关于 Bash 中 PATH 设置和波浪线引用等易踩坑点的文章在 Hacker News 引发讨论，大家分享避免 shell 脚本路径相关“地雷”的经验。
The tilde in your PATH may not be your HOME
受众观点：① 有人吐槽这是又一个典型的 Bash 自残式设计案例，PATH 相关问题屡见不鲜（@IshKebab） ② 有人指出文中示例把自定义 bin 目录放在 PATH 末尾不合理，建议放在前面以便覆盖系统命令（@gjvc） ③ 也有人从更激进的角度抱怨路径字符集太宽松，主张只允许有限字符以减少编码和解析问题（@mr_mitm）。
展开评论
- @IshKebab (0): Bash footgun #238503.
- @FeepingCreature (0): Kind of seems like you should have noticed this by your ~/.local/bin PATH not working?
- @gjvc (0): bad example in the article: export PATH="$PATH:$HOME/.local/bin/" better: export PATH="$HOME/.local/bin/:$PATH"
- @mr_mitm (0): So many headaches could be avoided if we only allowed `[A-Za-z0-9._-]` in paths. (Arguably, even `-` can be problematic.) Encoding issues, expansion, parameter separation, ... and I never saw a convincing case in favor of supporting anything else.
- @amarshall (0): Or you can just…not quote the tilde. Folks always seem to reflexively quote “strings” in Bash while not realizing that (almost) everything is a string and most strings are not quoted and it would be odd to do it (e.g. no one is doing `"ls" "-a" "foo"`).
Hacker News 上围绕 Jev 等决策模型和零样本分类的讨论，质疑其相对传统分类器和直接用 LLM 做分类的真实优势与标定方式。
Build your own decision model
受众观点：① 机器学习工程师对 Jev/decision models 的实际应用案例和相对传统分类器的优势感到好奇和怀疑（@sva_, @howunfortunate 等） ② 读者关心通过调温度等手段“校准”模型是否算事后 p-hacking、是否会误导对模型能力的判断（@demibabs） ③ 一些人只是想搞清楚这类模型是否只是为了更稳定的 JSON 输出、和普通 LLM 有多大本质差异（@bellajbadr）
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- @bellajbadr (0): Is this only about getting fix json output?
- @howunfortunate (0): As an MLE who has been failing to get anyone interested in classifiers for many years, the hype around Jev makes me scream internally. Yes, I get that a zero-shot classifier is more convenient than the traditional kind, it's very cool. Kind of. But then again plain LLMs have bee…
- @demibabs (0): Is simply changing the temperature so that the model appears calibrated over a particular benchmark after the fact “allowed”? Feels p-hacking esque.
- @ursaguild (0): This is really cool to see. Being able to play the token generation was awesome. Amazing job with breaking down how to think about these models. This made the idea of Jev/decision models really easy to grasp for me. The idea of calibrating the model was helpful. I thought this w…
- @sva_ (0): Does someone have examples of interesting stuff that has been built utilizing Jev/decision models? The way this is hyped up surely there must be some good stuff?
Hacker News 讨论一篇用 Claude 等大模型重写系统时踩坑的文章，围绕“要不要读代码”“AI 能否完全接管复杂重构”和基准测试的重要性展开争论。
I'm sorry, but you still have to think
受众观点：① 有人强调开发者必须真正理解所维护系统的当前和未来状态，不能把复杂重构完全交给 AI，否则难以及时发现问题（@Ozzie_osman） ② 读者认为如果预先设计好基准测试，可能更容易评估 AI 重写带来的真实效率收益，但目前“放手不管”的复杂重构还远未成熟（@tomrod） ③ 也有人分享自己用 Claude 在高负载问题定位和修复上的积极体验，认为“你仍然需要思考”并不是一个能长期保护程序员饭碗的安全区（@IshKebab, @as1mov）
展开评论
- @indrex (0): I had to google “clanker”.
- @Ozzie_osman (0): You need to understand the system you're working on enough to make well-informed decisions about its current and future states. In some cases you can get away with not reading the code. And maybe in the future that will be more common. But for now, I personally prefer to read (o…
- @tomrod (0): Informative thought process here. Pre-committing benchmarks to measure real efficiency gains might have helped, but hands-off complex rewrites are still not shovel ready.
- @IshKebab (0): I dunno. You still have to test, but in my experience if I noticed unreliability during high load I could just tell Claude "I noticed unreliability during high load" and it would easily have set up a high load benchmark, discovered this broadcast channel issue and fixed it. It d…
- @as1mov (0): I dread for the future where "you have to think" is considered a controversial statement.
一位开发者在 Hacker News 发布 BetterWispr：一款基于 Whisper、Parakeet 或 Apple Speech 的 macOS 本地开源语音输入工具，支持快捷键听写和会议转录。
Show HN: BetterWispr – Free, open-source dictation for Mac
受众观点：① 作者介绍 BetterWispr 的设计初衷是提供无需订阅、无需把录音传到云端的本地语音输入，并列出支持多种引擎和自定义词汇等特性（@kartik017） ② 多位用户拿它和 Handy 等类似工具对比，询问差异和使用场景（@Zizizizz, @aucisson_masque） ③ 也有人建议优先支持 Windows 或 Linux，以覆盖更多重度语音输入用户（@Na6z）。
展开评论
- @kartik017 (0): Hey HN, I’m building BetterWispr, a free and open-source voice dictation app for macOS. I wanted to make voice typing more accessible without requiring a monthly subscription or sending every recording to a cloud server. You can hold Option + Space, speak naturally, and have the…
- @Zizizizz (0): This reminds me very much in terms of features as https://github.com/cjpais/Handy https://handy.computer , what's the use case for this over that?
- @aucisson_masque (0): How does it compare to handy ?
- @NJL3000 (0): This came up a month ago - I forked from something now gone - https://github.com/NickJLange/parrot And if MacOS 26 does it right - all of this is no longer necessary for us to vibe fork/ code on weekends :-) P.S. Handy looks slick. May be able to ditch mine
- @Na6z (0): This is pretty neat, I built something similar a couple months ago. I'd say try to support Windows or Linux next.
一篇关于利用 AI 技术重制或还原经典游戏场景的帖子登上 Hacker News，评论区既有玩家期待也有对“AI 网站泛滥”的反感。
Total Annihilation, rebuilt for modern computers
受众观点：① 有人期待类似技术能尽快应用到 Supcom 等其他经典游戏的重制上（@arikrahman） ② 也有人对各种 AI 网站感到厌倦，看到“同一场景同一瞬间”的营销话术就直接关掉页面（@Jabrov） ③ 部分评论讨论 AI 辅助逆向和移植的速度，认为像 GTA VI 这种大作未来可能在主机发售后很快就会有非官方 PC 版本出现（@haunter）。
展开评论
- @arikrahman (0): Love it, hope something for Supcom comes out soon.
- @pdntspa (0): Eat your heart out, Spring Engine
- @Jabrov (0): So sick and tired of AI websites
- @rvz (0): > Same scene. Same instant. closes tab.
- @haunter (0): At this point with the speed AI assisted decomps, remakes, reverse engineered ports, and homebrews come out I think GTA VI will be "released" (not by Rockstar ofc) on PC days after the PS 5 release. Especially that an early leaked dev build, compiled on PC, is already out there…
Hacker News 讨论纽约市将禁止欺骗性订阅续费做法的新规，重点在于如何界定“取消订阅要和下单一样简单”的合规边界。
NYC's "Click to Cancel" rule is now in effect
受众观点：① 创业者关心法规中“取消机制要和同意机制一样简单”的具体标准，困惑登录多步操作是否算违规（@apparent） ② 有人补充此前关于“纽约市禁止欺骗性订阅实践”的讨论背景，说明这是更大监管趋势的一部分（@ChrisArchitect） ③ 也有人吐槽合规区域越来越细，从国家到州再到城市，给跨区域运营的公司带来额外负担（@blakeashleyjr）。
展开评论
- @apparent (0): > A person making an automatic renewal or continuous service offer to a consumer must provide the consumer with the option to cancel at any time using a simple cancellation mechanism that is as easy to use as the mechanism that the consumer used to provide consent and that is th…
- @ChrisArchitect (0): Previous discussion on the announcement: New York City to ban deceptive subscription practices https://news.ycombinator.com/item?id=48863464
- @cyberclimb (0): You can only submit my snail mail or Fax. So close yet so far
- @blakeashleyjr (0): While I think this is a good idea, we already have so many different regions to comply with, now we're adding cities....
- @the_gipsy (0): When are NY and California going to secede and join the EU?
Hacker News 讨论 Verdagon 为新语言 Valen 设计的“Group/Path Borrowing”借用检查机制，以及与 Rust 借用检查和 SIMD 向量化语言的关系。
Valen's Memory Safety: A New Kind of Borrow Checking
受众观点：① 有人回忆作者之前做过 Vale 语言，关心 Valen 是全新项目还是重命名，并注意到文中说明是独立语言（@sebastianmestre） ② 多数读者认为“Path Borrowing”这个名字比“Group Borrowing”更直观，不会误导人去寻找不存在的 group 类型（@falconBrisk47） ③ 也有人从更宏观的角度提出，未来语言设计应更多关注向量化和 GPU 友好，比如 Vx lang、Mojo、Futhark 等（@giovannibonetti）。
展开评论
- @verdagon (0): Also, as I was writing this, a couple things occurred to me: * We _could_ use the function parameter syntax `entities: &world.entities[]` instead of `entities in world.entities[]`. * "Groups" aren't really central to understanding the idea, so Path Borrowing might be a better na…
- @sebastianmestre (0): IIRC this Verdagon guy had a language called Vale... is Valen a rename or a new project? Edit: tfa makes it clear it's a separate project
- @falconBrisk47 (0): Path Borrowing reads clearer to me, "group" made me look for a group type.
- @giovannibonetti (0): I wonder if nowadays we should be focusing less on scalar data structures and more on languages that facilitate vectorized/SIMD instructions. Languages like Vx lang, Mojo, and Futhark that work both in the CPU or the GPU, although each one works in a different level of abstracti…
- @maufl (0): How likely is it that such a borrow checker could be "backported" to Rust? Maybe in a new edition?
rubenhassid 吐槽自己宁愿舔医院电梯按钮也不想再考 AI 证书，于是做了一个免费工具，能帮用户自动刷完在线课程拿到各类 AI 认证证书。
I’d rather lick every button in a hospital elevator than spend another minute getting AI certifications. So I built this free tool to get certificates for you: > Go to https://t.co/Ki49q9Aspw >…
受众观点：① 有人指出真正难的是验证候选人的实际动手能力，而不是拿到一张在线证书（@nrqa__, 3likes） ② 也有人提到像 Claude Code Certified Architect 这种线下监考、收费的考试并不能被这种工具轻易绕过（@justinkistner, 3likes） ③ 部分用户只是觉得开头的夸张比喻很好笑，把这条当成娱乐段子转发（@BreezeOg1, 2likes）
展开评论
- @nrqa__ (3): @rubenhassid the real challenge is figuring out how to verify practical skills
- @justinkistner (3): @rubenhassid You didn't get the Claude Code Certified Architect with this approach. It's a proctored exam. Costs $125. And you can't even sign up for it unless you're with a registered partner.
- @BreezeOg1 (2): @rubenhassid lick every button in a hospital elevator 😭😂
- @UsuarioCrypto22 (2): @rubenhassid @danieloso ya valió chetos la @UNAM_MX
- @JozeAi (1): @rubenhassid @EdKaim this is right down your alley
ai_for_success 简短宣称 Opus 5.5 已经是 AGI，引发大家围绕模型是否真正达到通用智能水平的争论。
Opus 5.5 is AGI.
受众观点：① 有人认为 Opus 5.5 还远称不上 AGI，预测也许明年底才可能出现在多数任务上全面超越人类的模型（@IamEmily2050, 2likes） ② 也有人用调侃方式指出模型在修复脆弱测试、深夜改错文件等边缘场景仍然容易翻车（@i_Am_Snow_Flake, 2likes; @Hongji_Leee, 2likes） ③ 少数用户直接表示同意 AGI 说法，更关注主观体验上的“足够聪明”（@TactileDragon, 2likes）
展开评论
- @deepanshusharmx (3): @ai_for_success not SGI?
- @IamEmily2050 (2): @ai_for_success Not yet. It is very good, but far from AGI. Maybe by the end of next year, we will have a model that is better than humans at many things and doesn't lose on edge cases.
- @i_Am_Snow_Flake (2): @ai_for_success agi until it confidently edits the wrong file at 2am. what's the one task that convinced you?
- @Hongji_Leee (2): @ai_for_success AGI until you ask it to fix a flaky test on a Friday
- @TactileDragon (2): @ai_for_success I agree!
daniel_nguyenx 分享自己申请 Private Cloud Compute 访问权限，30 分钟内就获批，认为对自家 AI 应用很有用，并提醒符合 App Store Small Business Program 条件的开发者也去申请。
Wow. I applied for Private Cloud Compute access and got approved within 30 minutes. This is going to be very useful for my AI apps. You should apply too if you're offering AI functionality in your ap…
受众观点：① 有人顺势推广自己的原生 Mac AI 聊天客户端，说明这类本地体验产品对 PCC 这类能力的需求（@daniel_nguyenx, 3likes） ② 也有开发者对比其他平台的配额体验，吐槽比如 Google AiStudio 默认额度太低、升级困难（@JonahDevs, 1likes） ③ 部分评论关注 PCC 当前的技术限制，比如循环调用不便、模型能力偏弱等实际使用问题（@realMikeChong, 1likes）
展开评论
- @daniel_nguyenx (3): Auto plug: check out https://t.co/YDItm0SrZh if you need a fast, native AI chat client for mac
- @JonahDevs (1): @daniel_nguyenx If you could have the same sway on my request to get bumped to higher usage tier for AiStudio please use your magic. Crazy how low Google defaults you to even with a long standing account with frequent bill payments etc. https://t.co/SPzolVxYcN
- @realMikeChong (1): @daniel_nguyenx For PCC. There are two issues. One is not easy to loop a generic, the other is the model is too dumb, surprisingly.
- @SaidAitmbarek (1): @daniel_nguyenx that's a really interesting program for bootstrappers, thx for sharing
- @rushirajjj (1): @daniel_nguyenx apple approving something in 30 minutes is the real headline here
HsanC_ 教大家如何通过为自家 SaaS 创建 MCP Server 并提交为 ChatGPT 插件，拿到一个来自 ChatGPT 站点的 93 DR 免费 dofollow 反链。
Here's how to get a 93 DR dofollow backlink from ChatGPT (for FREE): 1. Create an MCP Server for your SaaS 2. Go to ChatGPT -> Plugins 3. Submit your MCP server as a plugin It may take a few weeks…
受众观点：① 有人表示自己也在排队等审核，说明这条路径已经被不少开发者尝试（@JaniBangiev, 3likes） ② 也有人补充 Vercel 等平台同样提供 dofollow 链接，是另一种高 DR 反链来源（@tarasshyn, 2likes） ③ 部分评论质疑该页面目前没被 Google 收录，认为实际 SEO 价值有限（@fabienr34, 2likes）
展开评论
- @JaniBangiev (3): @HsanC_ We are currently waiting on this ✌️
- @tarasshyn (2): @HsanC_ congrats, waiting since August ☠️ btw another place with the do-follow is Vercel https://t.co/c94twAhCfG
- @Sayyidalijufri (2): @HsanC_ what about chrome webstore?
- @fabienr34 (2): @HsanC_ The page isn't in Google's index, so, well, it's not a top link.
- @HsanC_ (1): btw if you’d like to automate your SEO backlink building you can check out my AI agent https://t.co/9rrD0MSISr :)
HsanC_ 分享了一个 SEO 小技巧：给自家 SaaS 做 MCP Server 并提交为 ChatGPT 插件，就能免费拿到一个 93 DR 的 dofollow 反链。
Here's how to get a 93 DR dofollow backlink from ChatGPT (for FREE): 1. Create an MCP Server for your SaaS 2. Go to ChatGPT -> Plugins 3. Submit your MCP server as a plugin It may take a few weeks…
受众观点：① 已经提交 MCP 插件、正在排队等审核，希望通过这个渠道拿权重和流量的开发者（@JaniBangiev, 3likes） ② 关心还有哪些平台能提供类似高质量 dofollow 链接，比如 Vercel 等开发者生态站点的用户（@tarasshyn, 2likes） ③ 质疑这个 ChatGPT 插件页面本身没被谷歌收录、实际 SEO 价值有限的更谨慎的站长（@fabienr34, 2likes）
展开评论
- @JaniBangiev (3): @HsanC_ We are currently waiting on this ✌️
- @Sayyidalijufri (2): @HsanC_ what about chrome webstore?
- @tarasshyn (2): @HsanC_ congrats, waiting since August ☠️ btw another place with the do-follow is Vercel https://t.co/c94twAhCfG
- @fabienr34 (2): @HsanC_ The page isn't in Google's index, so, well, it's not a top link.
- @HsanC_ (1): btw if you’d like to automate your SEO backlink building you can check out my AI agent https://t.co/9rrD0MSISr :)
chddaniel 感叹某个免费资源或工具的价值极高，用粗口强调“这居然是免费的”来表达震惊和认可。
Absouloutly fucked this is free.
受众观点：评论区几乎没有实质讨论，仅有极少互动，说明受众虽然被情绪化表述吸引点赞，但没有围绕具体工具或使用体验展开信息增量对话（无高质量评论可引用）。
展开评论
- _无评论_
ai_for_success 吐槽某个关于 5 小时使用上限和 2 倍额度的方案缺少“既无 5 小时限制又能享受双倍用量”的选项，影射当前模型使用配额设计不合理。
Missing option No 5hr limit with 2x the usage.
受众观点：① 有人顺着原推继续玩梗，提出理想中的套餐：没有 5 小时限制、双倍用量、还包含 ultrafast 之类的高级能力（@argofowl, 28likes） ② 也有人担心平台真的会推出这种更苛刻的限制方案，希望不要成真（@JamesMalsawm, 0likes） ③ 有用户尝试理性分析，认为平台在容量、成本和不同工作流之间做平衡，并建议通过在 Codex 中提供用户可选的配额切换开关（@MisteMorales, 0likes）
展开评论
- @argofowl (28): @ai_for_success missing option no 5hr limit with 2x usage, ultrafast sol included in 200 pro + 10 banked resets
- @AIandDesign (1): @ai_for_success 😂
- @JamesMalsawm (0): @ai_for_success Let's hope they actually don't do it
- @sabrishsurender (0): @ai_for_success Bingo, @thsottiaux smartly avoided it
- @MisteMorales (0): I think I've come up with a solution to both problems. We'd all love 2X usage without limits, but OpenAI is trying to balance capacity and costs while meeting user needs. The poll was nearly evenly split because developers have different workflows. Why not propose a toggle in Co…
作者吐槽旧金山某家烘焙店会把图中这种创意点心做出来，大家排队两小时花 12 美元购买，讽刺本地消费文化。
Some bakery in San Francisco will now make this and people will wait in line two hours to pay $12 for it https://t.co/JJw9ZIzn3m
受众观点：① 有人觉得 12 美元在旧金山已经算便宜，继续反向调侃当地物价（@VicVijayakumar, 5likes） ② 有人强烈反感这种“desi 融合烘焙”风格，认为是难吃的文化混搭（@crowfry, 3likes） ③ 也有人延伸到纽约等地的排队打卡文化，吐槽大家为了拍照和社交媒体内容甘愿排长队（@ilanos70, 2likes）
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- @VicVijayakumar (5): @devahaz Only $12? That’s a fucking steal.
- @crowfry (3): @devahaz Disgusting, these desi fusion baked abominations i see all over Brooklyn too
- @kevingatestan69 (2): @devahaz On a long enough timeline everything becomes butter and crumble
- @ilanos70 (2): @devahaz Yesterday there were lines in New York to take photos outside townhouses that had Halloween decorations. A line of 30+ people taking over a sidewalk and getting angry that pedestrians would not wait 5 minutes for them to get their perfect shot.
- @kimmyjongeats (2): @devahaz FUCK NO!
作者发帖吐槽为了给孩子买莓果，竟然需要动用 401K 贷款，借此调侃美国高物价和养娃成本。
took out a 401K loan today to feed my toddler https://t.co/VGCf9qJcbX
受众观点：① 有类似高物价压力的家长觉得好笑又心酸，调侃作者很“有钱”（@MehulATL, 2likes） ② 有人提到加州生活成本高但某些水果其实不贵，延伸到地区物价差异（@CarolWalshReal1, 2likes） ③ 还有人关心食物保存和浪费问题，提醒要清洗和尽快吃掉这些莓果（@_ohall, 1like；@tdesseyn, 1like；@captn_karl, 1like）
展开评论
- @MehulATL (2): @VicVijayakumar Oh you rich rich
- @CarolWalshReal1 (2): @VicVijayakumar I mean I know it's very high cost of living out here in California but our berries are cheap.....
- @_ohall (1): @VicVijayakumar Bro you better be giving those things a vinegar bath
- @tdesseyn (1): @VicVijayakumar those raspberries will be bad tomorrow
- @captn_karl (1): @VicVijayakumar The raspberries are already rotting
作者吐槽在 2026 年还有人用传统方式做视频或图片编辑，而现在已经有能做到像素级精确编辑的 AI 模型。
Who the heck is still editing like this in 2026 when we have AI models capable of pixel-perfect editing? https://t.co/l5EmTRMnFQ
受众观点：① 有人用做饭类比，认为看别人手工编辑就像看人做菜时喊“超市有现成三明治”，暗示过程本身也有价值（@ExiledonMoon, 12likes） ② 有人调侃这类工作会被廉价自由职业者承接，暗示低端编辑市场会被 AI 挤压（@tinkerersanky, 7likes） ③ 也有人展示自己用 Grok 等工具几秒钟就生成类似效果，强调 AI 编辑的效率优势和大众对新工具的滞后（@adamjbauer, 4likes；@iamJonasB, 2likes）
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- @ExiledonMoon (12): @ai_for_success Watching someone cook and shouting that the supermarket sells sandwiches.
- @tinkerersanky (7): @ai_for_success Fiverr freelancers 😂
- @adamjbauer (4): @ai_for_success This took me 15 second creating in Grok https://t.co/TrEC0RpLPe
- @Deepusleepy (3): @ai_for_success just why 😭 https://t.co/3cuE66kyX4
- @iamJonasB (2): @ai_for_success So many people are a decade behind on tech, some by choice, others without even realizing it.
作者晒出一个短链接并追问对应域名什么时候上线，明显是在调侃某个热门 AI 品牌或缩写还没抢到好域名。
https://t.co/M9IwpAv2zE domain when??
受众观点：① 有人表示自己已经囤了一批相关域名，准备在交易平台上出售，说明热门词的域名投机很活跃（@ibboXBT, 2likes） ② 有人建议去找 Grok 等相关方沟通，继续玩梗域名归属问题（@RaconteurR2D2, 2likes） ③ 也有人讨论注册规则，指出某些后缀并不允许单字母域名，暗示好名字在制度上就拿不到（@Charlie01748449, 0likes）
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- @ibboXBT (2): @ai_for_success I have my bags. selling on spaceship and dynadot. https://t.co/UDyWQslaNg
- @RaconteurR2D2 (2): @ai_for_success Please talk to Grok about this 😂😂😂
- @knowixbuilds (1): @ai_for_success they’re probably negotiating with the owner or do they already own it?
- @Maximilius31 (0): @ai_for_success Someone's refreshing the registrar right now 😂
- @Charlie01748449 (0): @ai_for_success Never the you can’t have a single letter .SI domain
HsanC_ 复盘自己做免费工具拉来 5 万多访客却 0 成交的经历，认为这类流量多是低意向用户，还会带来垃圾请求和数据噪音。
Free tools are great to get 1K+ clicks/day on Google BUT they will only bring LOWEST intent people to your website 📉 I literally got ~50k+ visitors and 0 SALES 💰🙃 + you get tons of SPAM requests + it…
受众观点：① 同样觉得免费工具吸引来的用户很难转化、质疑这类流量价值的 indie hacker（@__cski, 4likes） ② 尝试通过“先免费后付费”的方式提高转化，比如先提供下载再跳转到付费墙的创作者（@MikeDoesTech, 3likes） ③ 有类似经历，免费 YouTube 下载器带来大量访问却几乎没有收入、还消耗大量带宽的站长（@LuckyJoe198x, 1likes）
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- @__cski (4): @HsanC_ i have a similar opinion. What do i get by offering a free tool to people who won't ever convert?
- @MikeDoesTech (3): @HsanC_ Paste url to download video, then redirect to paywall 😁 Originally had this for tiktok videos and people paid
- @HsanC_ (2): and here you can see all that traffic was just = $0 https://t.co/obLuqBTxnn
- @Chaithanya989 (1): @HsanC_ But you do get quality backlinks
- @LuckyJoe198x (1): @HsanC_ I've done the same thing — a YouTube video downloader — which brought me over 5,000 unique visitors per day, but there were no conversions, and it consumed a huge amount of server bandwidth.
HsanC_ 回应“SaaS 已死”的悲观论，认为只有那些像维他命一样、几天就能被人复刻的产品才危险，而自己做的社媒管理工具因为复杂度和集成壁垒更安全。
Indie hackers are worried "SaaS is dead" because anyone can vibe code their own tools now 💀 That’s only true when: - You're building a vitamin, not a painkiller - Your product can actually be rebuilt…
受众观点：① 认为靠 AI 快速抄产品的人会一直处在“永远在重造轮子”的状态、难以建立长期业务的开发者（@tarasshyn, 2likes） ② 质疑社媒管理工具真的那么难做、认为后端和多 API 集成并非不可复制的技术派（@masfiq018, 2likes） ③ 看到审批和平台合规作为潜在护城河，认为社媒平台的审核流程本身就是进入门槛的从业者（@FathiQaisi, 1likes）
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- @tarasshyn (2): @HsanC_ Good luck to them, this is going to be a permanent state of their life 🤣 https://t.co/Wn02CoImY0
- @masfiq018 (2): @HsanC_ "- You need to have a reliable backend - access to 10 external social APIs - deal with API changes + edge cases etc. really ? are you ragebating ?
- @HsanC_ (1): "luckily" because it wasn't a conscious choice when I first launched it ~1 year ago i just thought i could do better than other tools + decided to build in this niche 😅
- @bradvin (1): @HsanC_ Nice, good luck with it 🙌
- @FathiQaisi (1): @HsanC_ approvals from social media providers your moat
这条推文指出印度、法国、西班牙、智利等地的 Z 世代抗议背后共同原因是就业和生活成本危机，并强调 AI 正在悄然消灭他们原本指望的工作岗位。
NOBODY is connecting the dots on these Gen Z protests. India. France. Spain. Chile. Different signs. Same problem. Young people can't get hired. Can't afford rent. Can't afford a house. Can't see a f…
受众观点：① 关注 AI 对就业影响的开发者和产品人，可以从技术落地一线视角理解哪些岗位最先被替代。② 正在考虑转向 AI 相关技能的学生或职场新人，想知道应该如何选技能栈和项目方向。③ 其他独立开发者，希望在不加剧剥削的前提下，用 AI 做出对用户和社会更友好的产品。
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- @TJGerminator (361): As an aging "baby-boomer", I congratulate GenZ for figuring out what mine and other generations could not - that the so-called "Western democracies" are degenerate oligarchies that serve only the interests of a tiny blood-sucking (literally!) elite. The only option is in the str…
- @JAFOL (301): @ItsRealAlec Brazil, Rio de Janeiro. https://t.co/AUrpRKHEvo
- @diasdekarem (247): @ItsRealAlec @bicmuller E Brasil: https://t.co/bAKF0pZmhS
- @SleestakL (86): @ItsRealAlec Why isn’t GenZ rioting in Poland?
- @bemazeda (53): @ItsRealAlec BRAZIL https://t.co/rIf1rSc74B
Matthew Berman 分享自己用 OpenClaw 消耗 25.4 亿 tokens 打磨出的 21 个日常工作流用例，并附上文件和记忆系统等实战配置。
I've spent 2.54 BILLION tokens perfecting OpenClaw. The use cases I discovered have changed the way I live and work. ...and now I'm sharing them with the world. Here are 21 use cases I use daily: 0:0…
受众观点：① 已在用 GPT/Claude 等大模型但还停留在单轮对话、想升级到系统化工作流的开发者和知识工作者 ② 对 OpenClaw、MCP 等 agent 框架感兴趣、想参考他人文件结构和记忆设计的独立开发者 ③ 想把个人知识库、客户管理等搬进 AI agent 的 SaaS 创业者。
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- @MatthewBerman (361): Free use cases eBook: https://t.co/ZrGKJE125w Use my prompts: https://t.co/QttIDiQcD2
- @MatthewBerman (280): Here are my files: SOUL: https://t.co/SyQfkeCAiR IDENTITY: https://t.co/M36MFOhNHp PRD: https://t.co/9amPNKrMy3
- @LightDriver21 (159): @MatthewBerman Agents are the Product now, start building and selling your harnesses now. Be careful with data and API keys. Market and Brand your agents and how they're better. It's a new arms race and if you're reading this you're winning.
- @LinusEkenstam (26): @MatthewBerman Matthew are you joining OpenAI next?
- @ForwardEditor (22): @MatthewBerman Bro give me time to catch up
博主用对比梗图展示一年前和现在工程师的状态变化，暗示如今工程师更多依赖 ChatGPT 等 AI 工具完成工作。
←1年前のエンジニア →今のエンジニア https://t.co/wItT57P8uD
受众观点：① 正在被 AI 工具重塑工作方式的一线工程师 ② 还没系统用上 AI 编程工具、只是在边缘试水的开发者 ③ 关注工程师职业演化、想看一手工作流案例的独立开发者和学生。
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- @ai_ryu_fukugyo (33): @god_of_ai7 1年でここまで変わったの、実感ありますよね。ちなみに今のエンジニアって、手を動かす時間より、AIの出したものを見て判断する時間のほうが長くなってきてますか？
- @miyabi8086 (16): @god_of_ai7 1年前のエンジニアも今のエンジニアも(笑) 他人任せより酷いな。まるでAIの操り人形だ。
- @gothgirlbabyy (7): @god_of_ai7 the 2026 engineer is just a chatgpt bodybuilder now
- @andre_arag (5): @god_of_ai7 I think you are missing Cursor and SpaceXAi
- @hymGGapp (4): @god_of_ai7 2025→2026で「絞られていく」感じは実感あります。うちも一時期ツールを増やしましたが、今はClaude CodeとCodexの2本に絞って、どっちが何をやるかをCLAUDE.md/AGENTS.mdに書いて分けています。道具を増やすより、引き継ぎのルールを1枚に書く方が効きました。
作者声称用 OpenClaw 运行了一个寻找时区套利机会的交易 agent，在半夜请求 1.2 万美元部署并在 9 天内实现单次 4.38 万美元收益。
my OpenClaw woke me up at 3:47 AM with one message: "found 6 markets resolving in next 90 minutes while US is asleep, need approval for $12K deployment" i typed "yes" and went back to sleep woke up t…
受众观点：① 对用 AI 做量化或加密交易感兴趣、但缺乏风控经验的开发者 ② 想用 OpenClaw 之类 agent 框架跑自动化脚本的独立开发者 ③ 关注 AI 安全和自动化决策边界的技术从业者。
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- @fidoeth (384): @zerqfer Yet another case of “if it were true he wouldn’t be posting about it”
- @mr_vibe_it (137): @zerqfer lol so much bullshit in on post it’s insane - if you made any real money you wouldn’t be here selling it to people on X
- @sannbet (79): @zerqfer I urge every1 thinking this is too good to be true to know that it is certainly too good to be true. Why? Because you probably won’t wake up at 3:47am. And if you set it to auto, your openclaw bot will probably eventually yolo all in and then you’ll lose your entire wal…
- @0xwhrrari (59): @zerqfer making $43k while sleeping ultimate flex really
- @bawsebuilds (49): @zerqfer The amount of larp bullshit on here is crazy https://t.co/fxf3Blc1E6
Stanley Wei 提出 AI 本身已足够聪明，瓶颈在于运行环境，并宣布发布专为 AI 设计的 Pine Computer，用同一基准对比展示其在成本和速度上的优势。
AI is already smart enough. Real-world tasks are still slow, expensive and unreliable, because we hand AI a computer built for humans, then wrap it in a heavy harness. AI doesn’t need to get smarter.…
受众观点：① 关注 AI agent 基础设施、对 Pine Computer 这类新形态平台感兴趣的开发者 ② 在做 SaaS 或自动化产品、受限于当前浏览器和桌面环境的独立开发者 ③ 想了解「小模型 + 专用环境」是否能替代「大模型 + 通用电脑」的技术决策者。
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- @StanleyWei4748 (459): Same benchmark. Different computers. GPT-5.6 Luna on Pine Computer vs. GPT-5.6 Sol + Codex. Results on SaaS-Bench v1.1: → 78.3% vs. 71.1% checkpoint score → 20× lower model cost → Up to 5× faster A smaller model on the right computer beat a bigger one on the wrong computer. http…
- @napleslablover (108): @StanleyWei4748 Ok ok we get it you’re an enemy of the state
- @GameTapeGods (63): @StanleyWei4748 Remember when they told us it would cure cancer?
- @ItsGoharr (49): @StanleyWei4748 Calling AI smart enough is just laziness dressed up as insight
- @frendudebro (19): @StanleyWei4748 So is this "computer" software and/or hardware? https://t.co/If0ACVrbzS
作者展示一个基于 OpenClaw 的营销 bot，自动筛选中端房产、生成带泳池的改造效果图并邮寄明信片，帮助泳池建造商获取高客单价线索。
this OpenClaw bot finds $500k–$1.2M homes without pools, renders a pool into their backyard, and mails the owner a postcard showing the before/after, on autopilot... here's how pool builders can clos…
受众观点：① 做本地服务或高客单价项目、想用 AI 找精准客户的中小商家和独立开发者 ② 对 OpenClaw、Bud 等 agent 工具在实际业务获客中的应用感兴趣的产品人 ③ 想把卫星图像、公共记录和个性化营销结合起来的增长从业者。
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- @goatlal (121): @everestchris6 I literally did this with one prompt using Bud No need for a complex OpenClaw workflow https://t.co/hXZKCtTrWd
- @everestchris6 (76): dm me if you want a custom openclaw system for your business
- @mattft (33): @everestchris6 It absolutely does not do this on autopilot
- @dhiran_dev (32): @everestchris6 lowkey feel bad for whoever gets these postcards and suddenly wants a $50k pool they never thought about before lol https://t.co/rU4XpI1bZ2
- @the_vc_intern (17): @everestchris6 Satellite imagery + public records + personalized direct mail is a cleaner GTM than most funded B2B startups ship The margin on a $50k pool deal makes the postcard economics work easily
MAXdeg0 分享一套用 Claude Opus 5.5 搭配 Minara AI 的交易系统架构，让 Opus 负责扫描市场和生成策略，Minara 负责拉取实时数据并做费用敏感的回测。
WHOEVER LEAKED THIS HAS BIGGER BALLS THAN SENSE i thought AI trading was mostly about finding good strategies, then i paired CLAUDE OPUS 5.5 with MINARA AI. → Opus scans the market and proposes strat…
受众观点：① 想用大模型搭建半自动或全自动交易系统的工程师和量化爱好者 ② 在探索多模型协作架构、希望把推理和执行解耦的 AI 开发者 ③ 关注 AI 在高风险场景中如何做安全约束的产品和风控从业者。
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- @RohOnChain (34): @MAXdeg0 this is amazing visual to understand how to build trading system using claude opus 5.5
- @kaddisdeployed (16): @MAXdeg0 Letting one model invent the trades and another gate the execution is basically the minimum
- @velesxbt (9): @MAXdeg0 Solid setup. I'd put sizing in the risk layer too, fractional Kelly or similar, so a good idea at the wrong size can't sink the account
- @RitOnchain (8): @MAXdeg0 man i have been using same system for long time with opus!! Its real alpha with high sharpe
- @RuujSs (6): @MAXdeg0 overall an interesting architecture, with opus 5.5 reasoning power its a good one
超小号吐槽程序员失业后的常见路径，从独立开发、跨境电商、炒股炒币到做自媒体，兜一圈才去做外卖快递网约车等体力工作。
讲个扎心的事实： 程序员失业后，一般不会直接去送外卖。 而是先走完： 独立开发 → 跨境电商 → 炒股炒币 → 做自媒体 全部折腾一遍以后， 才正式解锁： 外卖、快递、网约车——铁人三项。
受众观点：① 正在考虑从打工转向独立开发或内容创业的程序员 ② 已经被裁或预感到风险、在纠结下一步方向的技术人 ③ 对独立开发真实生存状态感兴趣的学生和职场新人。
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- @luckylukera (849): @chaoxiao 程序员最大的误解，就是认为自己，懂计算机、所以懂虚拟经济、懂电商董、懂自媒体，更应该懂股票和加密币。
- @foxh_znsh (375): @chaoxiao 哎，我的亲身经历，我是23年7月份被裁员的,后面开始写小说，炒股炒币，甚至做 youtube 都失败了。一晃过去3年了，准备去上海送外卖了。我操，我他妈真后悔，我就应该3年前就送外卖了，我不光钱没挣，存款还还完了。我操我感觉自己就是个傻逼。
- @soalfy1 (151): @chaoxiao 独立开发到自媒体那段才是真折腾 试完一圈没一个能当饭碗
- @voidJan (95): @chaoxiao 考公和回炉读研也是两道隐藏关 想再拖一阵再认命
- @TylerBai_loveai (84): @chaoxiao 我靠 这四个我居然在同时折腾🥶🥶 我是不是应该直接快进到铁人三项啊
帖子讲述独立游戏开发者 Cakez 在无收入坚持四年后，像素塔防游戏《Tangy TD》在 Steam 上首周卖出 28078 份、净收入近 20 万美元的逆袭故事。
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 正在冷启动阶段、收入为零或很少的独立开发者 ② 想做 Steam 游戏或海外付费产品、但被周期和风险吓退的程序员 ③ 对独立创作者如何在多年投入后迎来回报感兴趣的普通读者。
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- @HZyrn (248): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (154): @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 (65): @iamtonyzhu 这老哥太不容易了，真能坚持
- @tonychuhai (42): 帖子来源：
SpaceXAI 工程师 Lauren Tan 分享自己用 GrokBot 搭建“黑灯工厂”，用十多个 Chief of Staff 级别代理 24 小时跑浏览器任务，自己只在早上验收成果的实战案例。
SpaceXAI engineer, Lauren Tan: "I was a meat proxy between my agent and my browser. So I fired myself Now 10+ Chiefs of Staff run my agents 24/7 and I just check the work in the morning" In 1 hour, s…
受众观点：① 已在用 AI 做浏览器自动化的独立开发者和小团队 ② 想把重复线上运营/调研外包给 agent 的 SaaS 创作者 ③ 关注 GrokBot 等新一代 agent 工具落地经验的技术用户。
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- @RoyDelfino (91): @distortgeekin Bullshit. You can't reliably verify 95% of work.
- @DavidRoomeAuth (84): @distortgeekin Why only 10+ chiefs of staff? Why not 100+ chiefs of staff? Why not 1000+?
- @ashxhart (81): @distortgeekin Easy to do that when you have unlimited tokens.
- @mattpocockuk (35): @distortgeekin I was there too
- @0xSoural (31): @distortgeekin i always listen to what Lauren Tan has to say. her vision is incredible
作者转述一篇号称斯坦福团队用 Claude Opus 5.5 和 GPT-6.1 Sol 编排协作、突破搜索脚手架瓶颈的研究，但评论指出真实论文 AgentDiscover 来自德州农工大学且细节被夸大。
this is pure f*cking treasure A Stanford AI research group found how to orchestrate Claude Opus 5.5 and GPT-6.1 Sol together, and it completely breaks the search scaffolding wall most developers try…
受众观点：① 经常在 Twitter 上追 AI 论文和 agent 框架的开发者 ② 想尝试多模型协作但容易被营销话术带偏的独立开发者 ③ 关注 AgentDiscover、ShinkaEvolve 等自动代码改进系统的一线工程师。
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- @gippp69 (4): @marfinxx everything works cooperatively
- @thehermit_ai (3): This is misleading. The paper is real (AgentDiscover, arXiv:2610.05334), but it's from Texas A&M, not Stanford. It uses Claude Opus 5 and GPT-6 Sol, not Opus 5.5 and GPT-6.1 Sol, and there's no 'Claude directs, GPT proposes' split. The '3.2x' and '0% reward hacks' figures aren't…
- @feruzumaki12 (3): @marfinxx Fake bullshit 😂😂
- @Ldataengineer (2): The idea itself isn’t new. Sakana AI’s ShinkaEvolve open sourced already follows a similar approach: AI generates different versions of code, tests them, and uses the best results to guide further improvements. What may be new , I am not sure , here is how the agents coordinate…
- @kocer_eth (1): @marfinxx models working together perfectly
作者用一张 AI Stack Map 可视化了 ChatGPT 背后超过一百个工具组成的现代 AI 技术栈，强调真正的 AI 革命在于底层生态而不是单一聊天产品。
𝗠𝗼𝘀𝘁 𝗽𝗲𝗼𝗽𝗹𝗲 𝘁𝗵𝗶𝗻𝗸 𝗔𝗜 = 𝗖𝗵𝗮𝘁𝗚𝗣𝗧. Not even close. ChatGPT is what you see. The real AI revolution is the massive ecosystem being built underneath it. This AI Stack Map captures 100+ tools powering mode…
受众观点：① 想做 AI 产品但被复杂技术栈劝退的独立开发者 ② 在选型 Hugging Face、向量数据库、推理服务时犹豫不决的小团队 CTO ③ 对 AI 基础设施生态感兴趣但缺少实践路径的技术从业者。
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- @hysenchu (2): @triptitips What? HF is an LLM? Does HF even know that? @huggingface
- @theantigynocen1 (2): @triptitips I am struggling to keep up with it. I need AI to manage AI for me. 😅
- @Bart_Christner (2): @triptitips no grok?
- @BachelotBernard (1): @triptitips where are @grok and @bot ??
- @aiautobusiness (1): @triptitips Yes
推文介绍 Google 新发布的一小时免费课程，手把手教你从零搭建 Agentic AI，包括构建首个 AI agent、持久记忆、长循环以及基于 MCP 的代理应用。
🚨 GOOGLE JUST DROPPED A 1-HOUR COURSE THAT TEACHES YOU AGENTIC AI FROM SCRATCH. No fluff. No expensive bootcamp. In just 60 minutes, you’ll learn how to: → Build your first AI agent → Give agents per…
受众观点：① 想系统入门 Agentic AI 但时间有限的工程师和学生 ② 已在用 GPT/Claude 做工具调用，想升级到长流程 agent 的独立开发者 ③ 对 MCP 标准感兴趣、想看 Google 官方范式的小团队技术负责人。
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- @ottleyai (3): @Grow_withAI Agentic AI is a skill worth learning early.
- @ZaraAi56190 (3): @Grow_withAI Definitely saving this one. Agentic AI is a skill worth learning early.
- @RituWithAI (1): @Grow_withAI The barrier is shifting from “Do you know how to build agents?” to: “What are you going to build with them?”
- @gudanglifehack (1): @Grow_withAI thanks for sharing
- @AiwithAbbas (1): @Grow_withAI Great share
博主转述一个“15 岁少年用 7 个 AI 代理一天做 10 个项目日入 900 美元”的故事，强调 Claude Code 写代码、人只负责发指令，引发大量质疑其真实性和贩卖 AI 焦虑。
15岁。7个AI代理。一天10个项目。日入900美元。 不是一个人干10个人的活。是让10个人同时帮他干。Claude Code负责写代码，他负责说一句话。 https://t.co/Y3CjAD2jc3
受众观点：① 被各种 AI 副业故事轰炸的程序员和学生 ② 正在尝试用 Claude Code 等工具加速 side project 的独立开发者 ③ 对 AI 代理真实生产力提升感兴趣、但厌倦割韭菜话术的技术用户。
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- @echengezong (49): @0xPINK3 你们这些 b 是真恶心，原视频一毛钱都没挣过，每天在这里妖言惑众发 ai 文案
- @EthanGu45647514 (26): @0xPINK3 不要太当真十个AI九个骗，赚钱的事情都不会说。都是些故事
- @Inskpire_colrev (4): @0xPINK3 Meanwhile the professor proudly ensuring that his prodigy is explaining exactly as he has thaught him... https://t.co/rPTKPJARnJ
- @Carrie_CengWong (3): @0xPINK3 你們的慣用套路就是用這種胡說八道的AI小作文制造嚴重焦慮，然後把那些盲目輕信的網友當傻子騙唄
- @DavisNc9527 (2): @0xPINK3 这不就是偷懒吗，小孩子这样子搞还是不懂底层的原理，这不就是用嘴指挥吗，烧的token都是钱，停电之后啥也不是，再酷炫的东西也是白搭
推文用通俗语言对比传统 API 与 MCP：API 定义系统间通过端点请求响应通信，而 MCP 为 AI 应用提供标准化的工具发现与调用层，方便代理在运行时发现可用能力。
𝗠𝗖𝗣 𝘃𝘀 𝗔𝗣𝗜. An 𝗔𝗣𝗜 defines how software systems communicate through specific endpoints, requests, and responses. It gives applications a structured way to access data or trigger functionality in anot…
受众观点：① 正在为自家服务设计工具调用接口的 AI 产品工程师 ② 想把现有 REST API 暴露给 GPT/Claude agent 使用的独立开发者 ③ 对 MCP 生态和“Stateful API”趋势感兴趣的后端和平台工程师。
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- @coderifts_dev (1): The piece I'd add: an async job is where retry-safety stops being an implementation detail. if the job did something outside your system before it failed, a retry is a second operation, not a repeat of the first. And the key can't come from the arguments two legitimate identical…
- @0xTobiasDev (1): @NikkiSiapno mcp feels like the contract layer apis never quite gave agents
- @SiMaxxing_ (0): @NikkiSiapno Yeah...it seems to be the time for Stateful API!
- @iLegend_AI (0): @NikkiSiapno MCP 不是 API 的替代，是 API 的发现层——API 定义怎么调，MCP 定义 AI 怎么知道有什么可调。 真正的成本没人提：一个 20 工具的 server，光工具 schema 每轮就吃掉几千 token，全挂上去等于每轮重发一遍目录。 该按需加载——先给名字和一句话描述，选中了再拉完整定义。
- @iLegend_AI (0): @NikkiSiapno MCP 不替代 API，它是 API 之上的运行时发现层——代价是认证和权限从编译期挪到了运行期，agent 能碰到什么由 server 动态决定。 所以别拿 MCP server 当 API 网关用，它是给 agent 用的，不是给服务间调用用的。
作者呼吁大家用 Claude 等 AI 构建有助于社会公益和治理创新的应用，而不是只追逐逐利产品，并列举了 Shower Thoughts、Civil Good 等自己构想的项目。
I'll happily share mine with anyone looking to help society advance, escape capital greed, corporate slavery, etc. So far I have: \- Shower Thoughts: a tool where people can upload random musings tha…
受众观点：① 高赞评论直接质疑“既然人人都能做那你为何不自己去做”，反映出社区对空谈理想但不动手的反感（@jaegernut, 201score；@Responsible-Ebb1722, 52score） ② 也有人为 OP 辩护，认为复杂系统需要多人视角协作，很多想法本身就是协调工具，需要集体参与才能成型（@JJBeeston, 73score） ③ 还有人指出大众真实需求仍然是 Instagram、Tinder 这类娱乐和社交应用，认为市场对“改变社会”的产品兴趣有限（@grudev, 58score；@Master-Trifle8683, 50score）
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- @jaegernut (201): If anyone can build it, why not do it yourself?
- @JJBeeston (73): Perspective. No one person can see the whole system, but many of us contributing ideas will help build a better picture. Blind men and the elephant type deal. A lot of these are also coordination systems that require people to work together.
- @grudev (58): No one is stopping you from building those, but what people really want is Instagram and Tinder.
- @Responsible-Ebb1722 (52): Then do it..?
- @Master-Trifle8683 (50): IMO, the fastest path to reducing all of the negatives associated with the concentration of money and power is to clone games and saas apps.
作者畅想未来能在普通消费级 PC 上本地运行接近 Claude Sonnet 水平的模型，不再依赖云端订阅或 API，并询问大家这一天距离现在还有多远。
I genuinely think this will be one of the biggest turning points in AI. Imagine having Claude Sonnet-level coding, reasoning, and agent capabilities running entirely on your own PC. No subscriptions,…
受众观点：① 有人认为本地高质量模型正是大厂害怕的方向，指责 OpenAI 和 Anthropic 通过舆论和监管试图阻止用户免费掌握这种能力（@StartupTim, 173score） ② 也有评论指出只要内存足够，现在已经可以在本地跑相当不错的模型，/r/locallama 用户分享用 Deepseek V4 Flash 实现长上下文高速度的体验（@thread-lightly, 154score；@IamFondOfHugeBoobies, 78score） ③ 另一部分人从成本角度泼冷水，认为 1–2 万美元的本地算力配置和长期订阅云端服务相比并不划算，很多人真正期待的是能在笔记本或旧服务器上跑的那一天（@FinibusBonorum, 68score）
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- @StartupTim (173): This is exactly what OpenAI and Anthropic fear. This is exactly why there are **massive** disinformation campaigns going on right now because these companies want the government to stop you from running this quality of model for free. Information is power and they want to restri…
- @thread-lightly (154): You sort of can if you have enough RAM.
- @UnstableManifolds (133): It's not a matter of if, it's a matter of Qwen
- @IamFondOfHugeBoobies (78): /r/locallama wants a word. I cut my Claude sub a while ago. Pure local with Deepseek V4 Flash Experimental. 1 million context 30-50 T/s. Roughly on par with Opus 4.6 and much better than using the cloud because I never wake up and have to wonder "Does this feel nerfed from yeste…
- @FinibusBonorum (68): 10-20k buys me many, many months of Claude Code... OP dreams of when this stuff can run on my laptop or the little old server that sits in my garage.
作者发现妻子常用同一个 Claude 账号向 AI 倾诉婚姻问题，于是通过自定义指令让 Claude 站在自己一边回答，并戏称这拯救了婚姻。
My wife and I share the same Claude account. Lately, I noticed she’d been asking Claude a LOT of questions about our relationship issues. So, I set up custom instructions for our account, and now thi…
受众观点：① 高赞评论普遍认为这是在用创可贴遮盖深层问题，祝福之余也预判这种做法迟早会出事（@DoudlySaysHi, 168score） ② 有人直言这种操作听起来非常不健康，感觉只是把矛盾往后拖，未来爆炸风险更大（@Sangwiny, 146score；@ConspicuousPineapple, 36score） ③ 也有评论半开玩笑地希望这是钓鱼贴，并用 AITA 式梗调侃“让 Claude 永远站在老公这边”的设定（@CrypticViper_, 68score；@Mwrp86, 44score）
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- @DoudlySaysHi (168): Well, that's a bandaid if ever I saw one. Good luck
- @Sangwiny (146): Right. That sounds super healthy and not at all like it will blow up in your face month/years down the line.
- @CrypticViper_ (68): please tell me this is bait
- @Mwrp86 (44): AITA for prompting claude to always take husbands side.
- @ConspicuousPineapple (36): A bandaid that's also a ticking time bomb.
Claude 用户强烈反对 Anthropic 把原来的项目文件夹改成单一对话项目，担心跨聊天共享上下文会毁掉现有工作流并考虑因此退订 Max。
"We'll upgrade them as the rollout expands to Chat and Cowork" DON'T!!!!! I use project folders all the time, this will literally ruin my entire experience, make it opt in, do ANYTHING besides making…
受众观点：① 老用户抱怨技术公司随意改版、忽视既有使用习惯，对强制改变交互方式非常反感（@Late_Oven, 106分） ② 有人指出新项目模式会疯狂吃 token，担心成本和效率问题（@Correct-Explorer-692, 66分） ③ 重度用户依赖项目文件夹做完全隔离的多会话工作流，甚至已经测试迁移到 Codex 等替代品以防被强制升级（@boxing-boxing, 46分; @EightFolding, 42分）
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- @Late_Oven (106): Let's just change the way many users fundamentally interact with our service for no reason without any thought about whether people are already used to and are comfortable with what's already in place. Pssh, we are so innovative. Classic tech company constantly adding random shi…
- @Correct-Explorer-692 (66): It’s eating tokens like crazy
- @boxing-boxing (46): Yeah this is the part I don't get. I keep separate projects precisely so one chat doesn't bleed into another, and I'll start a fresh chat in the same project just to get a clean take on something I'm stuck on. If they want shared context, make it a toggle I can leave off. Forcin…
- @urchir (46): I'm in the beta. It's not a separate feature. It's a replacement. They archive your old projects irreversibly. It's fucking awful They also make it impossible to make new folders. You can only make the new single conversation projects.
- @EightFolding (42): Project folders are essential for every single one of my 14 folder-based projects, with hundreds of sessions in each one across every domain in my professional and personal life. I use sequential sessions and every project folder is completely self-contained, portable, and compa…
这是一条邀请大家分享当前在做且收入情况如何的 side project 的讨论贴，楼主自己目前还没有任何营收。
Just wanted to know who is creating what and how much you guys are earning from it. Let me share my side project link in the chat. Currently getting 0 revenue.
受众观点：① 有人分享了 ConsentScope 这类浏览器扩展，用来自动审计网站在同意前是否写入 cookie 或本地存储，说明不少开发者在做合规和隐私相关工具（@bankrut, 7分） ② 也有人分享刚上线的独立游戏或工作室网站，把这个贴当成展示和互相打气的地方（@TalkingPixelsStudio, 3分；@aeshieru, 3分） ③ 有开发者提到为自己解决痛点的工具，比如用 app 批量切分相册页并用 Claude API 识别单张照片，体现出 AI 已经深度进入个人项目工作流（@haleswd, 3分）
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- @bankrut (7): [ConsentScope](https://www.consentscope.pro/) \- *See what websites do before you consent.* ConsentScope is a powerful browser extension for automatic GDPR compliance auditing. Instantly detect whether a website sets cookies, writes to localStorage/sessionStorage, fires third-pa…
- @Which-Journalist-352 (3): not bad
- @TalkingPixelsStudio (3): Just finished mine today and launched a few hours or so ago. https://preview.redd.it/aqcx1193kuuh1.png?width=1672&format=png&auto=webp&s=39426cf7f0398e1fc2a72fe775c34fb8a9f6bdf6 [https://www.talkingpixels.games](https://www.talkingpixels.games)
- @haleswd (3): I inherited dozens of photo albums when my parents died a decade ago, and they've been living in a plastic tub in a closet ever since. That felt like a shame. So I built an app I'm calling Edgedancer, a name borrowed from Brandon Sanderson. I take a picture of each album page wi…
- @aeshieru (3): A cozy game that i've been working on besides fundr. games [https://fundrstudio.com/moonsill/](https://fundrstudio.com/moonsill/)
这是一条关于当前 AI 模型大战格局的梗图贴，评论区围绕 Grok、Gemini 等模型是否该出现在图里展开吐槽和误读。
r/ClaudeAI State of the AI wars right now
受众观点：① 有人用“Grok 💀”简单概括对 Grok 的不看好或调侃态度，反映出社区对其实际能力和定位的质疑（@Alpacabro21, 140score） ② 多条评论吐槽很多人根本没看懂梗图内容就开始评论，暴露出围绕 AI 战争的讨论里信息不对称和跟风现象（@Seerix, 47score；@Ok_Barracuda_1161, 39score） ③ 也有人认为 Grok 和 Gemini 根本不该出现在这类“AI 战争”图里，暗示它们在用户心中的竞争力不足（@Quantum-Fluctuations, 37score；@Alpacabro21, 140score）
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- @Alpacabro21 (140): Grok 💀
- @Seerix (47): Lol how many of these comments didnt even read the meme
- @JustRaphiGaming (42): Google has a girlfriend from another school you wouldn't know her
- @Ok_Barracuda_1161 (39): I don't think you actually read it
- @Quantum-Fluctuations (37): Neither Grok or Gemini should be there
微软工程师 Tarun 业余独立开发了印度公民社交应用 Accountable，把全国各级公职人员按辖区映射到地图，并提供基于选区的议题讨论和请愿功能。
# Why I built Accountable Disclaimer: When I say India's largest Civic Network this is what I mean: The App currently has all MPs, Cabinet Ministers, MLAs, State Ministers, IAS, IPS, Police Stations,…
受众观点：① 有人提醒作者这个项目会触碰既得利益，担心他“伸手进马蜂窝”，反映出对政治敏感度和人身安全的顾虑（@Ok_Cartographer5609, 23分） ② 评论鼓励他多在印度年轻人社区推广，认为青年群体更愿意质疑媒体偏见和家族政治立场（@BeerBottom7q7, 13分） ③ 也有人指出部分人和平台并不希望公众质疑权力，甚至提到帖子在多个子版被删，说明分发和审核是现实难题（@Suspicious-Slot, 8分; @Necessary-Plenty-818, 5分）
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- @Ok_Cartographer5609 (23): Bro, stay safe. You are putting your hands in a bee hive.
- @BeerBottom7q7 (13): Great Stuff I think you should share this on more Indian subreddits, especially the ones for teens, college students and people in their 20s. Youth make up a huge chunk of our population, about 27% and I believe they're more likely to question political biases by bought media an…
- @im_psk (9): This is great! Thanks for making the app
- @Suspicious-Slot (8): Half of them don't want to let people question authorities.
- @Necessary-Plenty-818 (5): I tried but mods in all sub reddits are moderating and blocking this post
作者在 r/programming 讨论实时系统设计时，不要默认用 WebSocket，而应根据需求权衡 SSE、长轮询等方案。
Real time communication isn't one size fits all. A common mistake in system design is picking WebSockets when all you really needed was server-to-client streaming. I wrote a short 3 minute architectu…
受众观点：① 认为原帖比较浅、期待更具体选型理由和实践经验的后端开发者（@Somepotato, 149likes） ② 关心 SSE 在二进制支持、带宽开销等限制的工程师，希望看到更全面的对比（@Spleeeee, 80likes; @dansk-reddit-er-lort, 63likes） ③ 想了解在实际系统中如何优雅处理大文件或二进制数据推送的架构师（@paholg, 60likes）
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- @Somepotato (149): your writeup just explained what each technology does, not at all why we should use sse over websockets. and sse is literally just long polling that can send more than one message
- @symbiatch (116): You don’t explain anything there really. Thats how they work, but… why is it a mistake? Why is SSE better here? You missed the whole point by just doing a 30 second “this is what it is kthxbai.”
- @Spleeeee (80): Can’t send binary data over sse.
- @dansk-reddit-er-lort (63): If you're willing to eat the 33% extra bandwidth and deserialization on the other end, you can use base64. But it is a bit smelly.
- @paholg (60): You could always send a message that's just "your binary data is ready, issue the http request for it now".
一位有十多年经验的游戏开发者用 Claude Code 几乎全自动搭建了基于 Blender 的 3D 资产生成流水线和云同步工具，只负责架构与安全审查。
Hi. I am working on a C++ game engine and various tooling around it and I would like to share first milestone with you all. About 13+ years of gamedev exp and some platform development experience so…
受众观点：① 有人用 Opus 5.5 反向工程作者的工具，强调强模型在代码理解和复制上的能力，引发关于产品护城河的讨论（@Vivid-Snow-2089, 95分） ② 评论区出现半开玩笑的“顺便反向工程银行账户”等调侃，折射出大家对安全和滥用风险的敏感（@Complex-Emergency-60, 27分） ③ 有用户关心开源与协作，希望作者放到 GitHub 方便提 PR 和改进体验（@kaaiian, 4分）
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- @Vivid-Snow-2089 (95): thanks, i liked the look of it so i pointed opus 5.5 at it and it reverse engineered it in about an hour and i'm running that version locally for free
- @Complex-Emergency-60 (27): I used Opus 5.5 to reverse engineer his login and bank account, took his local version for free and a few dollars for myself.
- @United_Intention_323 (9): Share it
- @Embarrassed_Guide_80 (8): Not long, for the truck, 2 different prompts, and then invidual part selection and few more detail/game specific prompts. Opus can do base asset in like 60 seconds on avg, but it's the details that matter. https://preview.redd.it/66qqubxzbpuh1.png?width=1077&format=png&a…
- @kaaiian (4): Yes! Would you put it on GitHub? I’d totally pr into it as I use things and find better experiences.
楼主在荷兰长期租房且网络条件不稳定，询问在频繁搬家和可能差网环境下如何持续自托管服务器。
I've recently moved to an apartment with a poor internet connection which cannot be upgraded (long story). It got me thinking though. I don't expect to be able to afford buying a place during this ho…
受众观点：① 在荷兰租房、网络条件一般但又想自托管的用户，关注运营商选择和5G家庭宽带等替代方案（@TheHappyScowl, 17分；@Mysterious_Prune415, 20分） ② 有亲友可托管设备的自托管玩家，考虑把NAS或小服务器放在别人家，通过隧道或中转服务访问（@Anarchist_Future, 6分） ③ 愿意用Cloudflare Tunnel、Tailscale等工具保持固定入口的技术用户，希望降低搬家对服务可达性的影响（@runwisp-com, 6分）
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- @Mysterious_Prune415 (20): I would rather run my balls on sandpaper belt than sign with Odido
- @TheHappyScowl (17): I rent in the Netherlands and have 0 issues with my SFF server. If internet really is an issue, Odidio offers a decent 5G internet modem
- @Anarchist_Future (6): Do you have friends or family in the Netherlands? You can always ask if you can connect your server at their place. Either share a handful of services with them or pay them a little to cover the electricity bill. Even though I run my server at home, I have a NAS in my parents ho…
- @runwisp-com (6): moving every 1-2 years isn't a problem. You can use cloudflare tunnel (for public) or tailscale (for private) to keep the same address for everything. nothing can be done about bad internet though, you can try renting a different place for the same price and you might end up wit…
- @Mysterious_Prune415 (5): When tmobile/telekom collapsed and was overtaken by Odido, the website said that all existing contracts would be upheld. I still had contract with TMobile but Odido started charging me more. At first i contacted support and didnt want to pay unless they send correct invoice but…
开发者做了 macOS 开源工具 shrike，自动追踪 Web 请求在代码和数据库中的完整路径并停在出错行，再交给 Claude Code 生成修复方案，主打“vibe coding” 场景下的调试。
i kept hitting the same wall. app breaks, nothing in console, ask the ai, it guesses wrong 5 times so i built shrike. you click the thing that broke and it shows the whole path the request took thru…
受众观点：① 顶层评论用“slop”调侃，反映出一部分开发者对 AI 生成代码和再用 AI 修 bug 的复杂链路持怀疑态度（@k1ng4400, 66分; @S_m_nt, 16分; @saltyourhash, 14分） ② 有人建议标题更明确说明这是 Web 应用调试器，并表达愿意用它修真实网站的兴趣（@samarijackfan, 9分） ③ 也有评论认为典型“vibe coder”并不关心底层过程，只想要结果，质疑目标用户画像是否准确（@Southern_Arm_5726, 9分）
展开评论
- @k1ng4400 (66): A slop to fix slop.
- @S_m_nt (16): slop all the way down lol
- @saltyourhash (14): Once you slop, you can't stop.
- @samarijackfan (9): You should fix your title. This is a web app debugger. It seems cool and I would love to use this to fix stupid broken real websites.
- @Southern_Arm_5726 (9): nah, you got the wrong idea. Most vibe-coders do not care about process, especially technical parts, they just want the final perfect apps asap.
发帖者吐槽近年的机器学习论文越来越冗长口水化，数学推导变少、术语混乱，阅读负担明显加重。
I feel like I am unable to digest most machine learning research these days. The primary reason is because I feel like they have gotten tremendously wordy. I find it not uncommon to find research pap…
受众观点：① 认为 LLM 正在污染学术写作、更喜欢短而精论文格式的研究者（@sodapopenski, 96likes） ② 把论文越写越长归因于审稿人和 AI 审稿工具要求面面俱到的作者（@mofoss, 33likes; @OutsideSimple4854, 21likes） ③ 坚持“精简写作是能力问题”的读者，希望看到如何在篇幅限制下写清重点（@AcademicOverAnalysis, 12likes）
展开评论
- @sodapopenski (96): LLMs are polluting scientific writing with expansive, flowery language devoid of hard technical meaning. And I agree that conference page limits have been creeping upwards over the last 20 years. I'm a big fan of AAAI's old 6-page double column format. Keep it short and to the p…
- @mofoss (33): The problem stems from reviewers more than writers, reviewers are using AIs that will ALWAYS find weaknesses, you can give it a perfect paper and it'll still list 5 strengths and 5 weaknesses of a paper and then assign a weak/borderline accept/reject, this ultimately pushes writ…
- @OutsideSimple4854 (21): Part of it is due to AI. But part of it is due to reviewers wanting you to explain every damn thing and include description of related work in the paper. Some ACs also use this as a cop out, saying that reviewers are not obliged to Google or search for things. The papers that I’…
- @AcademicOverAnalysis (12): That’s a skill issue. Learn to be concise and focus on what’s actually important. Six pages was standard conference length for years in engineering before the flood of machine learning conferences.
- @defaultagi (9): Sounds like a scoping problem
围绕 Claude 新版 Projects Beta，用户担心项目被强制变成单一对话、无法再用项目当多聊天文件夹，现有工作流可能被彻底破坏。
\- \- After this upgrade, is it possible to manually add a chat to a project? Does this "upgrade" mean it's no longer possible to manually add **multiple chats** to a project? Or is it possible to so…
受众观点：① 很多用户和楼主一样，用项目来跑相互独立的提示，不希望不同聊天共享上下文，新设计会直接破坏他们的使用方式（@2SP00KY4ME, 80分） ② 有人直言不理解 Anthropic 为何要把“项目变成一场对话”，认为这会毁掉大量项目类型（@urchir, 61分） ③ 重度用户强调自己只想要“项目=文件夹”，否则就会迁移到 Codex 等替代工具，并引用官方文档说明这改动也会影响 Code（@EightFolding, 50分）
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- @2SP00KY4ME (80): Anyone else dreading how this will completely break the purpose of almost all their projects? I use projects to run independent prompts on the same information, I don't *want* them to communicate.
- @urchir (61): I don't know how anyone at anthropic thought this was a good idea Just ruins so many different types of projects >A project is now a conversation with Claude We already had conversations with Claude. They're called conversations.
- @EightFolding (50): I want my projects to be folders. The end. If that’s no longer going to be possible with Claude, I’ll just open the folder in Codex. Edit: Note that I do already use Code for all my projects and Anthropic says this change is coming to Code: https://claude.com/resources/articles/…
- @Accelerator_Apex (19): I hated this immediately when it launched, I just want a 'project' to be a collection of my separate chats related to a certain topic. Heck, I loved the fact that you could add context and important files to the overall project and save so many tokens. If Anthropic really wants…
- @floko127 (16): This is gross - why do they have to break things that are working fine.
作者和 Claude 一起做了 Frame-Grid 工具，把视频拆成带编号的帧网格 PNG，让 LLM 能在浏览器本地、零依赖地“看视频”。
Has this ever happened to you? You're talking with your LLM and you mention a video or a gif and lament that you can't share it? Maybe not! But it happened for me! So my studio and I made Frame-grid!…
受众观点：① 有人直接给出类似项目和论文链接，说明社区里已有多种把视频转成帧序列供模型使用的方案（@DeliciousGorilla, 63分） ② 不少评论认为这是在重复造轮子，指出其实可以直接让 Claude 或 ffmpeg 做帧抽取，无需新应用（@crispyfrybits, 29分; @cuddlingisfun, 20分） ③ 有用户吐槽很多“vibe 项目”缺乏调研，自以为首创，反映出对 AI 时代重复发明的反感情绪（@Zeke_Z, 11分）
展开评论
- @DeliciousGorilla (63): You may also be interested in this: [https://github.com/UditAkhourii/cdaf](https://github.com/UditAkhourii/cdaf) The developer has a paper about it: [https://zenodo.org/records/22110594](https://zenodo.org/records/22110594)
- @crispyfrybits (29): You totally can, OP is just clueless and wants to reinvent the wheel and then be praised for creating the first wheel.
- @jacksterson (27): Lol just tell claude to do that and it will, you dont need an app for that
- @cuddlingisfun (20): And you couldn't do this with ffmpeg?
- @Zeke_Z (11): Soooo many vibers do this it's exhausting. They find some random niche thing they have a use for and do absolutely 0 research on it. Like just ask the basic questions, "has anyone else thought of this? Maybe I should check to see how far this idea has been developed first?" Nope…
一位在印度做数字产品和未来 SaaS 的开发者吐槽 Razorpay、Paypal、Stripe、Lemon Squeezy、Dodopayments、Gumroad 等支付方案的各种限制和风控，求问该选哪家网关收款。
I have been through multiple payment gateways and all of them had unique problems. **Razorpay** was the first where I came to know that paypal is needed to accept international payments as the platfo…
受众观点：① 有人分享自己在印度同时使用 PayPal 和 Razorpay，需要办理 GST 并绑定公司对公账户，且 PayPal 新账号前期容易被临时限制但之后会稳定下来（@rahulkandoriya, 3分） ② 另一位从非 Stripe 支持国家的创始人详细解释了 Lemon Squeezy、Paddle、Dodo 这类 merchant of record 的角色、打款节奏和“资金被暂扣”常常只是条款里写明的预留金与新账号延迟（@alkwamle, 3分） ③ 评论还提醒 PayPal 封禁多与资料不完整、网站和退款政策缺失有关，建议完善商家资料并申诉，同时在自家代码里做一层支付抽象以便未来更换服务商（@alkwamle, 3分）
展开评论
- @rahulkandoriya (3): Using PayPal and Razorpay. Requires GST to attach company name current account. PayPal temporarily bans your account for some initial payments but eventually it won't.
- @alkwamle (3): Founder outside the Stripe countries here, so I hit the same wall. A few things that would have saved me time: 1. For a digital product you want to launch now, a merchant of record (Lemon Squeezy, Paddle, Dodo and similar) is the right shape: they are the seller, they handle tax…
- @rahulkandoriya (2): I appreciate your response and not sure what can be the reason for perma ban.
- @codebi (2): You are so right . I have run multiple saas and i opened 15 paypal accounts over the span of 7 years into building the business. So this is the playbook if you really need paypal and have multiple small payments to take. Keep one running and keep one in backup. Eventually you wi…
- @codebi (2): No you can’t. The only good thing is you get the money held released after 6 months
用户吐槽 Anthropic 不支持修改登录邮箱，导致用 Apple 登录的 Max 用户无法顺利迁移到 Teams 账号，也无法把历史数据带过去。
Came across this annoying limitation in two ways. I initially signed up for Claude a year or two ago when it was just a secondary ChatGPT alternative. Thinking nothing of it, I did what I do with mos…
受众观点：① 有人推测 Anthropic 把邮箱当成数据库主键，导致后期修改成本极高，是典型的数据模型设计失误（@cyclin_, 82分） ② 也有人吐槽无论如何都要走邮件验证码登录流程，体验本身就很繁琐（@d4ybrake, 23分） ③ 评论里有人质疑为什么不完全用 uuid 做账号标识，认为当前设计没有技术上的必要性（@danielleiellle, 18分）
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- @cyclin_ (82): Ah the classic situation where they made the email the effective primary key of the db. Nightmare to fix. Maybe they can Claude code a fix, but it’s a hard data model issue to solve.
- @d4ybrake (23): > I have to go through the enter weird email address > wait for email > click to open a webpage > get a login code Great news, you have to do this no matter what, so you're not actually missing anything
- @danielleiellle (18): Why? You can key this entirely against a uuid without forcing the user to invent another identity
- @AttaBread (18): Yes, please! It makes zero sense that they’d block something so useful.
- @Zealousideal_Aside96 (14): Maybe with fable 5.5 they’ll have the capability to come up with a solution
bundle.social 的创始人分享他们给赛车手赞助并把自家 SaaS logo 印在赛车上的经历，更像是满足个人爱好而非精算过的获客渠道。
We put the [bundle.social](http://bundle.social) logo on a race car and from what I’ve heard so far our driver took P2 in quali I’m on vacation so updates are reaching me a bit late but I couldn’t be…
受众观点：① 顶赞评论质疑这种赞助更多是创始人自嗨而非理性投资，认为对业务回报有限（@Fit_Imagination_1040, 16分） ② 也有人直言从商业角度看这是浪费钱，暗示早期 SaaS 应该更精打细算（@hugh-jass99, 10分） ③ 还有用户表示甚至不知道公司做什么，说明赞助内容没有清晰传达产品价值和定位（@dwe_jsy, 7分）
展开评论
- @Fit_Imagination_1040 (16): Why? Seems like more of a look at me kinda thing than a practical investment of capital.
- @hugh-jass99 (10): That's totally respectable , but it's a waste of good money from a business pov
- @dwe_jsy (7): Don’t even know what your company does or what the point is in the sponsorship. Sounds like wasted money
- @SuperSlowSubie (6): Because it's cool as fuck.
- @texnp (5): Armenia
作者宣布自家维护三年多的 FileBrowser Quantum 达到 v2.0.0 稳定版，强调已重构安全性并替代原版已归档的 filebrowser。
Hey everyone, it has been over 1 year since my last post on this subreddit about my fork of filebrowser. Since then, the OG filebrowser github has been archived and my fork has hit both v1.0.0-stable…
受众观点：① 仍在使用原版 filebrowser 或其他老旧web文件管理器的自托管用户，担心安全漏洞和无人维护风险（楼主原文） ② 关注AI参与开源开发透明度的开发者，围绕是否在AI disclosure中说明使用Claude、Cursor等工具展开讨论（@TheAndyGeorge, 25分；@LutimoDancer3459, 14分） ③ 想尝试新版本但担心UI和配置变化的用户，希望在迁移前看到界面示例和升级难度评估（@hometechgeek, 18分）
展开评论
- @TheAndyGeorge (25): > This project predates AI. > Release (no AI) fwiw Clod and Cursor are some of [this repo's](https://github.com/gtsteffaniak/filebrowser) top contributors, so its involvement probably warrants disclosing in the AI disclosure
- @hometechgeek (18): Would be nice to see some UI examples in the docs
- @TheAndyGeorge (18): ok that's what goes in the ai disclosure
- @LutimoDancer3459 (14): https://www.reddit.com/r/selfhosted/s/3K9eHi3lk7 This is not to clarify if you have used ai to write this post and its not to clarify if YOU have used ai in the application. Its to clarify if and how ai was used in all of it. Even if someone else used it to contribute code. And…
- @quantumx-admin (14): I just didn't fill it out right at the beginning of the post, it has been corrected now. What am I hiding? its an open source project thats existed for 3.5 years, you look and tell me
楼主吐槽相比写代码，围绕 SaaS 做 SEO 的关键词、内容和收录工作像无底洞，想问从零起步的创始人早期是否值得花力气在 SEO 上。
I finally got my SaaS to a point where I'm happy with it, and now I'm realizing building the product was the fun part lol. SEO just feels like an endless rabbit hole. Keyword research, metadata, back…
受众观点：① 有人认为大量 SEO 建议要么像机器人写给机器看，要么已经过时，自己干脆直接做冷邮件和演示电话来拿前几批用户（@One-Independence5380, 3分） ② 也有评论指出新域名本身就有几周“发现但未收录”的冷启动期，SEO 像三个月反馈周期的渠道，不能指望第一周就有信号（@daniel933912, 3分） ③ 另一位分享把技术 SEO 当成一次性任务处理，后续只需持续把用户常问的问题写成文章，并建议早期关注 Search Console 的展示量而非点击数，以免被零点击误导（@madongrind, 3分）
展开评论
- @One-Independence5380 (3): Half the SEO advice out there reads like it was written by a bot for a bot, the other half is outdated by the time you implement it, I just went straight to cold email and demo calls instead
- @cabljo (3): Define your ICP
- @daniel933912 (3): seo isnt slow, its just a 3 month feedback loop and youre at week 1. a new domain sits in discovered-not-indexed for weeks so it cant tell you anything yet. for long form channels the pain is already written in the comments under their videos, thats your keyword list, a keyword…
- @madongrind (3): honestly the rabbit hole feeling is mostly because half that list is a one-time job you're treating as ongoing. sitemap submitted, titles not duplicated, pages actually render without js. that's an afternoon. then leave it alone. the only ongoing bit is writing down answers to q…
- @TheVinGUY (2): That’s wayyyy too small of a test, try at least a few hundred to 1k emails then you can start having doubts about cold email
一位做网页设计类 SaaS 的创始人分享上线一个月后 250 多用户却只赚了约 18 美元的现状，准备从埋头造功能转向营销并寻求获取首批付费用户的渠道建议。
It's been a month since I built my SaaS. So far: \- 250+ users \- 110+ projects created \- \~$18 in total revenue I've spent most of my time building, shipping updates, and iterating on the product.…
受众观点：① 评论区不少人简单鼓励创始人继续坚持，把问题归结为获客和留存节奏（@Beginning-Engine-355, 2分） ② 有人直接追问产品是什么，说明原帖对目标用户和价值主张介绍不够清晰（@Ok_Body3859, 2分） ③ 楼主补充这是一个 web design SaaS，进一步确认这是竞争激烈但需求稳定的赛道（@Public-Salary1289, 2分）
展开评论
- @terafab-ai (2): All the best man!
- @Public-Salary1289 (2): thank you so much!
- @Beginning-Engine-355 (2): keep going , it's just a question of acquisition and retention
- @Ok_Body3859 (2): Whats your saas
- @Public-Salary1289 (2): its a web design saas
一位前端开发者分享自己重新手写 Java 代码、只用 Claude 做语法和方案讨论而不用 AI 代写后，找回编程乐趣和肌肉记忆的体验。
I have recently decided to tackle unfinished business in building with Java. Now I am relearning Java - which includes unlearning the old ways of doing things and writing the shortest possible code.…
受众观点：① 顶层评论强调手写循环和自己找 bug 的过程带来的满足感，认为 Java 的啰嗦反而迫使人慢下来认真思考结构（@Initial_Passion5039, 28分） ② 有人分享自己做自由职业时依然保持对代码的完整掌控，只把 AI 用在讨论方案和处理重复性样式提取等枯燥任务上，把编码当作解谜而不是填字游戏（@mekmookbro, 11分） ③ 也有相反声音表示正是因为有 AI 才开始做个人项目，认为在完全自己决策的场景下 AI 能带来真正的 10 倍效率（@Dissentient, 4分）
展开评论
- @Initial_Passion5039 (28): nothing beats that raw feeling of typing out a proper loop by hand and watching it just work. muscle memory is a real thing and it fades fast when you let the autocomplete do everything java's a good shout for getting back to basics, the verbosity forces you to slow down and thi…
- @mekmookbro (11): That's one of the reasons why I love working freelance. Ai has not changed anything about my work process. I'm still giving the same deadline to my clients as I did before chatgpt came out. And I still have the same amount of knowledge of the code I deliver. So when they ask for…
- @creaturefeature16 (4): I'm not freelance, but I'm a small biz owner and so its basically the same: my workflow has only improved in the best of ways because I can slot in LLMs exactly the way that works for me, without feeling like I'm losing any personal agency over my self-directed skills. I'm doing…
- @Dissentient (4): Opposite for me. Before AI, nothing I could write alone in a reasonable amount of time would have been worth the effort, so I never wrote code outside of work. Because of AI, I started working on personal projects. When you alone make all of the decisions, AI is actually 10x pro…
- @PopularAd5100 (3): Yes, and manually finding out where the bug lies as well as thinking of how to solve the problem. It’s therapeutic!
楼主分享自己用Seeed ePaper和Arduino做的无线面板，每小时从网络拉取CISA KEV和BleepingComputer新闻显示，两个月不充电仍在运行。
https://preview.redd.it/x5oxv2qzsquh1.png?width=3024&format=png&auto=webp&s=cfb16a5f7cf9e531a9982f4e61533d1a8d9d27f3 Nearly a year ago I got an ePaper display panel from seeed studios tha…
受众观点：① 喜欢折腾但还没找到ePaper应用场景的自托管玩家，把它当成“为玩而玩”的激情项目（@R-Voodoo, 8分；@ImLostTbh-, 2分） ② 关注阅读体验、想用电子墨水减少长时间看屏幕疲劳的人，希望把文章和订阅内容推送到类似设备上（@Bogus1989, 2分） ③ 对续航和技术细节感兴趣的硬件玩家，关心两个月单次充电和局部刷新是否会带来残影等问题（@Agitated-Stage9205, 2分）
展开评论
- @R-Voodoo (8): I think it's cool. I don't need that data, but I do want to get around to something similar at some point. I'm not sure what, it seems like a solution in need of a problem for me, but it just seems fun
- @AWSX1686 (5): That’d be a great display for recipes in the kitchen
- @ImLostTbh- (2): It was somewhat of a solution in need of a problem for me too, but I think that's what many fun passion projects tend to be
- @Bogus1989 (2): Glad you posted. Ive always felt the same way with most of my friends and fam. Lucky ive got one friend who thinks its dope as hell. Anyways. I think this is uber cool. Really like the E reader part. Makes me think about a bunch of things. I like to read alot, not necessarily bo…
- @Agitated-Stage9205 (2): two months on a single charge is impressive. Does partial refresh leave any ghosting?
楼主分享自己 SEO SaaS SignalSumo 公开发布 60 天的进展数据，流量和销售突破 2000 美元并思考该优先拉更多自然流量还是优化转化率。
**Day 60 of building SignalSumo in public** **Traffic is growing, and we just crossed $2K in total sales!** Two months ago, I launched SignalSumo, my SEO SaaS, with a simple goal: build something use…
受众观点：① 有人建议先验证首页是否清晰传达工具的核心价值，让新访客在 10 秒内能用简单话复述，否则应先简化文案和价值主张（@Anshkoshmod, 2分） ② 多数评论认为在已有上千访客的前提下，优先优化转化率和留存更划算，并建议把实际 MRR 与总销售额分开跟踪，不要过度依赖 ARR 预估（@reybartonmnmj, 2分） ③ 也有来自中文用户的视角，感叹国内独立站和 SEO 环境式微，对比国外依然能靠 SEO 做独立产品的机会（@yuzhiblue, 2分）
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- @yuzhiblue (2): 在中国seo早都没落了，独立网站也没落了，没想到在国外还有这么多人在研究。
- @Anshkoshmod (2): Check if new visitors can state the tool’s core outcome in plain language after 10 seconds on the homepage; if not, simplify the headline and value proposition until they can.
- @reybartonmnmj (2): I'd focus on conversion rates and retention first. With 1k+ daily visitors, even small improvements could have a big impact. Also, I'd track actual MRR seperately from total sales before projection ARR.
- @Away_Round_4421 (2): great! so whats the biggest hurdle u are facing right now in reaching ur next goal of $5k MRR ?
- @mchaver (1): 你這麽說，我好奇在中國你們用什麼推廣軟體？社媒的帖子跟廣告？
作者用 Claude Code 辅助，基于 Internet Archive 搭建了 24 小时轮播的怀旧“伪有线电视台” spelunkr.tv，包含多频道排期、评论弹幕和 DVR 等完整系统。
It’s called [**spelunkr**](https://spelunkr.tv/). ***24 channels (so far) of forgotten videos organized into themed "cable tv channels" that play on a synced schedule 'round the clock.*** The entire…
受众观点：① 有人建议进一步用 AI 生成复古风格的频道 bumpers 和广告，以增强怀旧电视体验（@OldLead4716, 6分） ② 多条评论单纯表达“很酷”“干得好”，对项目完成度和创意表示认可（@dweebo777, 5分; @Novalok, 3分） ③ 有用户提到自己也做过类似的流媒体或 YouTube 频道项目，说明这种“线性流媒体 + 旧内容”的玩法有一定社区基础（@Sickle_and_hamburger, 3分; @budz, 3分）
展开评论
- @OldLead4716 (6): Now that motion graphics are one shotable you can get it to make some bumpers. Bumper and ads are essential to give that retro tv feel.
- @dweebo777 (5): This is awesome, well done!
- @Sickle_and_hamburger (3): I did something similar building a streaming player with the 78s and public domain recordings
- @budz (3): nice. I made something similar to this , but for youtube awhile back :)
- @Novalok (3): Ngl this is really cool. Keep it up dude!
卖 shadcn/ui 模板和管理后台的作者发现自九月起销量明显下滑，怀疑是 AI 工具让开发者直接用截图反向生成组件，导致前端模板市场整体遇冷。
I sell shadcn/ui templates and admin dashboards. Since early September sales have dropped quite a bit, and Google Trends for "shadcn" is going down too. Nothing changed on my side, so I'm curious if…
受众观点：① 顶赞评论认为开发者现在会直接截图模板预览丢给 AI 反向工程组件，绕过付费购买（@deckdiver, 66分） ② 有买家兼全栈开发者表示以前会花 49 美元买模板，现在用 AI 就能生成够用的界面，虽然没那么精致但免费且更贴需求（@Ok_Music_4862, 31分） ③ 还有人指出模板过去主要卖的是省去样板搭建，如今 Claude 等模型几秒就能生成干净、无冗余依赖的定制组件（@AlexeyAnshakov, 10分）
展开评论
- @deckdiver (66): People are probably just making screenshots of the previews and let AI reverse engineer the templates. It's not surprising to me.
- @Ok_Music_4862 (31): Buyer and full stack developer here. But I understand why it dropped. I used to buy templates around $49 range. I have to say the were pretty good. They come with a lot more features that I didn't need. With AI I can make what I require, not as elegant like the pro templates, bu…
- @AlexeyAnshakov (10): People used to buy templates to skip the boilerplate setup. Now they just screenshot your preview into Claude and get clean bespoke components with zero unused dependencies in five seconds.
- @Virtual_King_2335 (6): why would ayone pay for template in 2026
- @Admirable_Comedian_2 (6): You better find some new niche...
一位来自马耳他的独立开发者做了教育短视频应用 Spirkz，意外发现首批约 1500 用户主要来自 ChatGPT 的推荐而不是传统社媒推广。
I’m a solo developer based in Malta, building Spirkz—an app for educational short videos. Think scrolling through reels, but learning something along the way. The idea started in May, and after month…
受众观点：① 有人直接追问内容从哪里来、是谁在上传，说明用户关心平台是自制内容还是聚合分发（@No-Proof8402, 4分） ② 多位评论者好奇作者是否做了特定 PR 或推广动作才被 ChatGPT 推荐，还是完全自然发生（@sarahandgerald, 3分；@QuanTradin, 2分） ③ 也有轻松的地缘和命名巧合互动，体现这个话题本身有一定社交传播性（@NoWorry1, 2分；@ElkSubstantial1857, 2分）
展开评论
- @No-Proof8402 (4): Where are you getting the content from and who posts it?
- @sarahandgerald (3): Have you done specific things to be included? PR, posts, etc.? Or did it just happen?!
- @QuanTradin (2): 1,500 from ChatGPT recommendations is wild for a reels app. did you do anything on purpose to show up there, or did people just start mentioning it?
- @NoWorry1 (2): Just came to say I live in America and my mom's side is Maltese and I own an app called Spark. Good luck with everything.
- @ElkSubstantial1857 (2): What a crossover , wish you all the best too!
楼主分享自己 SaaS 上线两天就拿到前两位付费用户，之后三周再无转化只剩安装增长，情绪低落想知道别人如何走出这种早期冷却期。
https://preview.redd.it/uirzi760ctuh1.png?width=311&format=png&auto=webp&s=f41b0b09da5b0e77b68f4d3d15a55d40c9b96d43 I'm feeling pretty low right now and just needed to get this off my che…
受众观点：① 有人建议先搞清楚那两位付费用户的动机和来源，再据此调整产品或营销，而不是只盯着整体安装量（@rahulkandoriya, 1分） ② 也有评论鼓励楼主大胆多次跟进，甚至通过 LinkedIn 去联系早期用户，认为只要是真诚想改进产品，这样的接触并不“creepy”（@khatrijiten, 1分；@Senior-Fold-7216, 1分） ③ 楼主自己提到发邮件没收到回复，说明目前的反馈渠道和触达方式比较单一，尚未建立起有效的用户沟通机制（@Leading-Dot1785, 1分）
展开评论
- @rahulkandoriya (1): Find out what motivated those to paid users and where they came from and update product and/of marketing accordingly.
- @Leading-Dot1785 (1): I sent them mail asking for feedback but no reply from them 😔
- @khatrijiten (1): Follow up, find them on LinkedIn
- @Leading-Dot1785 (1): 🥲is this not creepy
- @Senior-Fold-7216 (1): I dont think its creepy, youre genuinely trying to grow and want to find out what worked and what was wrong.
一个做社交媒体 API 的小团队用 bundle.social 品牌赞助了一位赛车手，在赛车上贴上自家 logo 并分享拿到排位赛第二名的兴奋心情。
We put the [bundle.social](http://bundle.social/) logo on a race car, and from what I’ve heard so far, our driver took P2 in quali I’m on vacation so updates are reaching me a bit late but I couldn’t…
受众观点：① 有人替作者开心，觉得自家 logo 能出现在 P2 的赛车上是很炸裂的体验（@MammothNatural4488, 3score） ② 也有人泼冷水，认为排位赛第二名本身记忆点有限，真正关键还是正赛成绩和后续表现（@United_Put_1885, 1score；@Last-Marzipan-6640, 1score） ③ 有评论提醒内容发布要趁热打铁，建议尽快把原始素材交给别人代发，不要等假期结束错过热度窗口（@Alone-Experience6650, 1score）
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- @MammothNatural4488 (3): P2 with your logo on the car, that must feel wild
- @United_Put_1885 (1): p2 in quali, nobody remembers quali. good sticker though.
- @Last-Marzipan-6640 (1): p2 in qualifying. so he hasn't actually done anything yet. everyone's fast on an empty tank
- @Alone-Experience6650 (1): Content pour toi, voir son logo sur une caisse ça fait toujours plaisir. Par contre un P2 en qualifs ça vit une journée: si tu attends la fin des vacances pour poster la photo, le moment est déjà passé. Fais tourner les visuels bruts à quelqu'un et laisse-le publier sans toi.
- @Curious_Quiet4398 (1): Wake me for the race.
作者花四个月用 AI 帮忙收集音频数据，做了个叫 Slappy Tank 的安卓应用，通过拍打丙烷罐并录音来估算剩余燃料量。
Its called Slappy Tank. And its awesome, I have been working on it with AI for about 4 months. Mostly collecting audio data from burning off different tanks of propane. You slap the side of the tank…
受众观点：① 有人觉得这个点子又蠢又有趣，很像早期 App Store 时代那种怪但实用的小工具，并建议加打赏和上 iOS 变现（@kamize, 14分） ② 也有人表示自己直接通过称重判断余量，隐含质疑这个应用是否真的比传统方法更方便（@saltyourhash, 8分） ③ 有用户讨论不同地区丙烷罐规格差异，指出当前版本对非北美罐体不适用，需要额外数据训练（@Old-Box-5075, 3分）
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- @kamize (14): Hahaha this is ridiculous and reminds me of early days of the app store in a good way. Congrats on the launch Add an iap for a tip or donation, you’ll get a bit of money - also launch on ios
- @saltyourhash (8): Lol, I can tell by how much it weighs
- @pm_me_your_kindwords (4): I love this idea. Very fun.
- @QuanTradin (3): this sounds like a joke until you read about four months of burning off tanks for audio. calibrating once per tank is a fair ask for that.
- @Old-Box-5075 (3): I just looked up your tanks. They're different than ours here in North america. I even saw you can get semi transparent fiberglass tanks that you can see the propane level through. That's crazy. This app wouldnt work on your tanks unless I had one to get the data from and train…
楼主介绍自己做的 iOS 应用 Glance，利用 ChatGPT 和 MCP 为用户生成个性化小组件，但在已有 2500 用户的情况下苦恼于分发和 GTM，纠结是否只能靠付费推广。
I got an iOS app, it’s called Glance and you can do some pretty cool things with it It lets you connect ChatGPT and others via MCP and have them create and design widgets with your own content you’d…
受众观点：① 评论普遍认为这类视觉化 widget 非常适合短视频展示，建议向现有用户收集小组件截图，做成展示从提示词到桌面效果的竖屏短视频，用于 TikTok 和付费广告测试（@eklimscale, 2分） ② 有人分享自己通过每天发布一条录屏演示工具使用过程的短视频，在零预算下第二周就开始从评论区获得付费用户，强调创作者本人就可以当第一批内容生产者（@mahee522, 2分） ③ 也有评论指出需要先搞清楚用户真正黏住的具体用例，比如仪表盘还是每日语录，再围绕最强 use case 精准定位目标人群，而不是泛泛撒网（@Anxious-Recover3951, 1分）
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- @eklimscale (2): paid is not the only way man but with 2500 users you already have the best creative material sitting there. ask your best users to send you screenshots of widgets they made and turn those into short vertical videos showing prompt then widget on the home screen, that before and a…
- @mahee522 (2): Your app is literally made for video. I screen recorded myself using my tool and posted one clip a day, zero budget. First week was dead, second week paying users started coming from the comments. You don't need creators yet, you're the creator.
- @Anxious-Recover3951 (1): what’s the actual use case people are sticking around for, are they making dashboards, daily quote widgets, something else? if you can narrow down who’s really getting hooked you can stop spraying and start zeroing in on one specific pocket of users
- @Dense-Map-406 (1): Assuming in know the pockets I want to zero in on .. then what? I spoke with the users understood the use cases the zeroing in on and how to do so is what I’m stuck in
- @Senya_Edit (1): Widgets are purely visual, so text posts will always struggle to convert. Short 15 second clips showing a prompt turn into a working home screen widget will convert ten times better on Reels or TikTok than explaining MCP architecture. When people see the end result on an actual…
楼主描述自己用Caddy+DuckDNS+Docker+mTLS在非80/443端口暴露服务的家庭服务器方案，询问长期24小时运行是否足够安全。
Hello everyone, I used to run some docker services semi-often on my machine that I had to acess over the internet, but I recently decided to 'upgrade' this setup to an older laptop I had lying around…
受众观点：① 已经在家里跑Docker服务、但对公网暴露安全性没底的自托管新手，希望知道自己是否做过头或还不够（楼主原文） ② 熟悉Caddy和mTLS的进阶用户，讨论客户端证书校验模式、端口暴露范围和容器网络隔离等细节（@Fine-Rub744, 3分；@QuietSignalOps, 3分） ③ 觉得mTLS在移动端体验差、倾向用单点登录或Passkey保护服务的用户，关注安全性与可用性之间的权衡（@A_Buttholes_Whisper, 2分；@Advanced-Feedback867, 2分）
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- @Fine-Rub744 (3): putting mTLS on top of https is already more than what 90% of people bother with, you're off to a good start the only thing i'd double check is whether caddy's basic auth sits behind the mTLS or if it's accessible without it, since that could be a weak point if someone manages t…
- @QuietSignalOps (3): Your setup is already ahead of most in this sub, and the mTLS layer is doing real work, assuming it's enforced at the handshake (check point 2). The good stuff is already in this thread (unattended upgrades, key-only SSH, not mounting the docker socket), so here's what I'd add:…
- @A_Buttholes_Whisper (2): Everybody always creams themselves over MTLS. I don't get it. Are you people not using smartphones? I can't think of a single self hosted services that offers a mobile app that works with mtls. Personally I find it pointless for functionality. My family isn't gonna log in on a w…
- @Advanced-Feedback867 (2): >I can't think of a single self hosted services that offers a mobile app that works with mtls. Immich, Navidrome, Radicale
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
一位画师想摆脱 Instagram 算法，询问只会基础 HTML/CSS/JS 的情况下如何搭建带画廊和公告的个人艺术网站并实现无代码更新作品。
I'm an artist and sometimes I think about how I wanna throw instagram into garbage if it wasn't the only way I get in contact with my clients. Also, I don't wanna depend on algorithms, I just want pe…
受众观点：① 推荐用 WordPress 或主题市场快速搭建画廊站点的开发者（@optimusprimepluto, 2likes） ② 倡导静态站 + git CMS 或纯 HTML/CSS 托管在 Cloudflare Pages 的前端（@SoftwareNegative8783, 3likes；@rdsmith675, 1likes） ③ 分享 Neocities、Nekoweb、GitHub Pages 等独立创作者友好托管平台的用户（@GusBusDraws, 1likes）
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- @SoftwareNegative8783 (3): WordPress works, but honestly for "I just want to upload drawings and write the odd announcement" you might not even need that much. A couple of options depending on how much you want to touch code: 1. Fully no-code: Cargo, Format or a Squarespace-type builder. They're built for…
- @GELITO616 (2): I like the second idea, I'll look into it, thank you
- @optimusprimepluto (2): Wordpress, find a theme. And you will have an admin panel, wherr you can upload your images which can be shown in front end..
- @GusBusDraws (1): Neocities, Nekoweb, and GitHub Pages are other options! For others that are looking into this, I posted links to other resources like an RSS tutorial & code for a slideshow gallery over on [an r/indieweb crosspost](https://www.reddit.com/r/indieweb/s/Riao1Kr1fi).
- @rdsmith675 (1): html css and javascripts is more than enough for what your doing on the front end. If it's just pictures and text all your need is html and css because your arent connectng to a database. just use cloudflare pages to upload the files and pick a domain name and you are done. html…
作者在假期用两周时间做了一个会模仿自己 AI 编码 agent 动作的 Tiny Engineer 机器人，开源后在 GitHub 和 Thingiverse 上意外走红。
I spent two weeks of my August vacation building a tiny robot that pretends to be a software engineer. Less than two months later, it has [600+ GitHub stars,](https://github.com/jamro/tiny-engineer)…
受众观点：① 很多人单纯觉得这个假装写代码的小机器人又蠢又可爱，愿意为这种极客幽默买单（@Quiet-Moment-338, 5分） ② 有软件开发者被项目勾起对硬件和 3D 打印的兴趣，主动来问从零开始该怎么入门（@Ok-Snow-6553, 2分） ③ 作者在评论里详细分享了为软件工程师准备的入门文档和装配指南，说明这类项目可以顺势变成教学和社群培育渠道（@jamropl, 多条各2-3分）
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- @Quiet-Moment-338 (5): This is so cool 😂
- @jamropl (3): Haha, thanks! 😂🤖 Glad you like my tiny coworker!
- @Ok-Snow-6553 (2): This is amazing. I'm a software dev and know absolutely nothing about hardware, but this makes me want to learn. How did you even start with something like this?
- @jamropl (2): Well... I'm a software engineer myself, and I started learning electronics and 3D printing out of curiosity. Turns out, building physical things is even more satisfying than building stuff that only runs on a computer screen! 😂🤖 I would genuinely love to help fellow software eng…
- @jamropl (2): thank you! 😂 The thoughtful head tilt is one of my favorite animations too. It's funny how a few simple movements can give him so much personality! And if that made you laugh, you might enjoy the Halloween edition... things get a little spooky! 😂 [https://www.youtube.com/watch?v…
楼主希望替代Apple Watch云同步方案，寻找能在iOS上使用、支持HRV和睡眠等指标且可自托管后端的健康追踪硬件。
Are there any good ones? I currently have an Apple Watch and sync it to OpenWearables, but I'd much rather not have my health data in any cloud. Is there any hardware for that? I don't care about the…
受众观点：① 关注隐私、希望健康数据不出自家服务器的技术用户，正在寻找不依赖云的可穿戴设备（楼主原文） ② 已经在用Helio Strap或类似设备、尝试搭建本地数据管道的玩家，探索通过Android VM等方式把数据推到自托管服务（@Krispin16, 2分） ③ 使用SparkyFitness等自托管健身平台的用户，希望找到能直接对接、无需云中转的硬件方案（@thatscoolbutno123, 2分）
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- @atuladomicielo (3): Garmin is the gold standard. The newer watches have all the metrics you want. I have a Fenix 8 that syncs locally with my iPhone and uploads to my NAS, and serves back clean data visualization via a different web app. Doesn’t ping garmins servers.
- @mentose457 (2): How are you getting the metrics off the watch without touching Garmin's servers?
- @Krispin16 (2): I bought a Helio Strap for that, but I’m still working out the data pipeline. I’m in iOS as well. In Android there’s an app called GadgetBridge that has reversed engineered communication for many wearables and it has the ability to transfer wearable data to your local server. I’…
- @thatscoolbutno123 (2): Yea I also run SparkyFitness, but I need hardware that doesnt need a cloud
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
一位有十五年经验的开发者用约三个月时间做了 Orbitika，把旧安卓和 iOS 设备变成离线工具箱，集成定位、复古音乐播放器、应急工具和多种小工具。
The post is corrected by Grammarly :) I've been a software developer for 15 years decided to do my favorite tool. I'm from the 80s — the era of green mainframes and Winamp visualizations. First thank…
受众观点：① 有人非常认同复用旧硬件的理念，并从工程角度提醒老设备长期开机会遇到电池鼓包和闪存磨损等问题，建议优化本地写入策略（@LividIllustrator8915, 5分） ② 评论在追问“e-ink reader”具体实现方式，关心在普通屏幕上如何模拟类电子墨水阅读体验（@saltyourhash, 2分） ③ 也有用户表示想在旧手机上用它离线看漫画，希望增加 zip 漫画阅读等更垂直的内容场景（@Downtown_Reporter_48, 2分）
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- @LividIllustrator8915 (5): Love the philosophy behind repurposing older hardware rather than letting it sit in a drawer. There are so many Snapdragon 600/800 series chips that still have plenty of compute for dedicated offline tasks. From an engineering standpoint on older Android 8+ devices, one subtle g…
- @saltyourhash (2): How can an app have an e-ink reader?
- @moonrider-original (2): Sample attached i using old sansung tab to read manga and novel bus/train . https://reddit.com/link/pf7cgak/video/99ciqxr9qsuh1/player
- @saltyourhash (2): Yeah, that makes sense. The big advantage of e-ink is no backlight and extremely clear pixels and low refresh rate and energy usage.
- @Downtown_Reporter_48 (2): Seems great. I might try this on my old² phone. Would be nice to have zip manga reader too to read old manga from 2005+ eras. I dont know if i ever be offline so my use case likely for reading manga offline only.
楼主实测 Orico 9858RU3 USB 磁盘阵列在Linux+ZFS环境下既不提供SMART信息又严重限速，因此提醒自托管用户尽量避坑。
Hey all, just a word of warning about this USB DAS, in case someone stumbles upon this post while researching whether to buy it. Tests done with Linux 7.2.9 (Arch, btw), ZFS 2.4.4 and Smartmontools 7…
受众观点：① 打算买USB DAS给ZFS或大容量存储用的自托管玩家，担心买到不支持SMART的设备导致无法监控硬盘健康（@derical_cap_musical, 3分；@greenpeppermelonpuck, 1分） ② 想了解不同USB-SATA控制器质量差异的技术用户，需要简单判断哪些品牌/芯片应避开（@GolemancerVekk, 2分） ③ 正在选购替代DAS或查资料的人，被建议去DataHoarder等社区寻找更可靠推荐（@GolemancerVekk, 1分）
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- @derical_cap_musical (3): orico stuff is always a gamble, the no smart data thing alone would be a dealbreaker for me
- @GolemancerVekk (2): > how did you find out that it has that controller? `lsusb` or `journalctl -k` should tell you something about the controller and/or manufacturer. > how do you know what controllers suck and which ones are good? As a rule of thumb: * JMicron / JMB is crap. * ASMedia / ASMT…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @greenpeppermelonpuck (1): Definitely, even if the controller was lightning fast not having SMART reporting is certainly a deal breaker. What DAS do you use? Looking to get a different one.
- @GolemancerVekk (1): Search /r/DataHoarder for suggestions.
作者上线了一款名为 Infinite Art Gallery 的 iOS 应用，通过无限延伸的虚拟展厅展示 Pexels 图片或用户自己的相册照片，并提供多种氛围主题。
my lil app Infinite Art Gallery is on the App Store today! Rooms keep building ahead of you as you walk, so the gallery never runs out. Pick a subject (underwater, cities, abstract, anything) and the…
受众观点：① 有安卓用户表示概念很有趣但自己平台用不了，侧面说明跨平台需求存在（@t0on, 2分） ② 有人建议接入 Google Photos 作为图片来源，减少自建存储压力并提升照片质量（@Alternative_Dig7721, 1分） ③ 作者在讨论中也在思考如何通过 Google Photos API 等方式做云相册集成，说明技术可行性和体验权衡是当前关注点（@timcorin, 1分；@Alternative_Dig7721, 1分）
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- @t0on (2): Fascinating! I use android by I like the concept
- @Alternative_Dig7721 (1): You can build Google Photos integration as a source.
- @timcorin (1): Yeah i really need to look into how to make apps for the play store. Im an Apple nerd and not set up for google, but i know i need to look into it... oh wait i see what your are saying. could still be an iOS app with google photos API. interesting idea. Whats the quality and cur…
- @Alternative_Dig7721 (1): The integration is possible. Eg - canva and gemini uses google photos api to attach files. Google photos allows you to upload original quality same as iCloud. Instead of keeping the photos in your server, you can use references from the google photos or icloud for your gallery.
- @karthik_valluri (1): cool! awesome
作者在一台小 VPS 上部署少量应用时纠结数据库该共用一个 Postgres 还是为每个服务单独容器，以平衡隔离性、迁移便利和维护成本。
I’m planning to put a couple of small apps on one vps, and I keep going in circles over how much to separate. Right now I’m leaning toward one caddy instance, then a separate compose file and network…
受众观点：① 有人主张每个服务一个数据库容器，认为额外开销不大但管理和迁移更简单（@donp1ano, 3score） ② 评论指出隔离程度取决于个人风险模型，安全、资源占用和成本三者难以兼得，需要根据自己能接受的风险做权衡（@agowa338, 2score） ③ 也有人强调至少要做到不同数据库和不同用户名，避免单一凭证泄露导致整库沦陷，坚决反对用 root 账户连库（@AlertThinker, 1score；@kwynix, 1score）
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- @donp1ano (3): one db container for each service, its not much overhead and simpler to manage imo
- @agowa338 (2): Well that's all things you need to decide for yourself. It is all down to how you model your risk. The software will run with or without isolation. Google Chrome will let you browse websites with and without the sandbox being enabled. So it entirely depends on you and where you…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @AlertThinker (1): Different databases and different usernames. Do not use one username for all databases. Each username should have privileges just for a specific database in the event those credentials are leaked, you are not placing your entire system at risk. Never use root pw for database.
- @kwynix (1): I run a homelab with around 40 VM/LXCs and separated everything as much as possible. Love it. Every app can run its own Postgres version, you can even run completely different databases if an app needs it. And you never have to upgrade everything at once just because one app wan…
Reddit 上讨论 Chrome 即将支持 JPEG XL 格式，对比 WebP、AVIF 等在解码速度、动画和透明度上的优劣。
r/webdev Shipping JPEG XL in Chrome
受众观点：① 关注 JPEG XL 解码性能和在高像素图片场景下体验的前端开发者（@OMGCluck, 11likes） ② 关心 Safari 与 Chrome 支持节奏、希望尽快在新站点启用 JXL 的站点维护者（@the_real_some_guy, 5likes） ③ 在 WebP、AVIF、JXL 之间犹豫如何选主力格式的工程师（@anonymopt, 5likes；@ExplanationOk2014, 4likes）
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- @OMGCluck (11): Decoding at 100 Megapixels per second is impressive, although people are going to create animations with transparency which will bring that speed down.
- @the_real_some_guy (5): WebP I hardly knew you. Caniuse shows Safari support going back a year. It doesn’t support animation, but I’m starting to think GIFs will never die. Since almost everything is Safari or Chrome under the hood, JXL could be viable for new sites pretty soon. Just need to wait for p…
- @anonymopt (5): and avif?
- @ExplanationOk2014 (4): I currently serve all 4. Jpg, avif,webp and jxl.
- @the_real_some_guy (3): Yeah, I’m not picking a winner, just nice to support lining up without Apple holding us back. Since it came from a video codec, avif seems to have a slight advantage on animation while jxl is a bit better with stills. Which will catch on? I’m not sure it matters, seems like trac…
楼主因为不信任大公司，开始用两台旧ThinkPad和一块树莓派4搭建个人家庭网络，自托管网站并规划媒体和Minecraft服务器。
Due to my profound mistrust of The Man^(TM), I've decided it's about time to build up my own home network. I used to do all my projects on one laptop, but I broke the OS a lot. Now, my website is hos…
受众观点：① 刚开始自托管、用旧笔记本和树莓派练手的新人，关心这样的小规模网络是否值得折腾（楼主原文） ② 把设备命名、玩梗当乐趣的极客用户，对“doctor-thicc”等主机名津津乐道，享受把基础设施当个人项目经营（@versatilegeek_, 4分；@AlexRiven201, 3分） ③ 对AI持保留态度、强调手工完成项目的开发者，希望在社区里展示“纯手工”作品（@AlexRiven201, 5分）
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- @AlexRiven201 (5): No AI was used in the creation of this post or project in any way shape or form. All of my work is done by my own hands.
- @versatilegeek_ (4): Does doctor-thicc take appointments. 😜
- @AlexRiven201 (3): The doctor IS In(sane)! 😝
- @versatilegeek_ (3): https://preview.redd.it/6nok0yvtxruh1.jpeg?width=360&format=pjpg&auto=webp&s=019334d4c8d2a1e8696e496a34db3b20fa1c65be
- @AlexRiven201 (2): Oh, dear! 💀
楼主在讨论在 SaaS 里用更便宜的 LLM 时，如何用真实请求和失败案例评估模型质量与重试率，而不是只看每个 token 的标价。
How are people deciding whether a cheaper LLM is good enough for a feature? because saving on tokens makes total sense but less so if it takes three attempts to get a usable answer. Are you testing i…
受众观点：① 大家强调要把当前模型最容易翻车的请求也纳入测试集，而不是只用干净示例，否则评估会过于乐观（@Senior-Fold-7216, 4分） ② 有人提到用 Ramp Router 这类 shadow testing 工具，把真实流量同时打到第二个模型，比较成本和延迟，但好坏标准仍要自己定义（@PaleRespond7186, 1分） ③ 多位评论补充失败案例和重试率会直接吃掉 token 省下来的钱，便宜模型如果经常要重跑，账面价格就是假便宜（多人讨论）
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- @Senior-Fold-7216 (4): Include the requests your current model struggles with. Ten clean examples won't tell you much. I'd test one feature first and check how often the cheaper model needs a retry or misses something.
- @PaleRespond7186 (1): I did that with Ramp Router’s shadow testing. It sends a sample of real requests to a second model while your current one keeps serving users. Cost and latency are there to compare but you still need your own checks for whether the answers are good enough.
- @Particular_Car5864 (1): That’s a good point I’ve been testing clean examples too much probably. The failure cases are what actually matter especially if retries wipe out the token savings.
- @Senior-Fold-7216 (1): Test the ugly inputs first if the cheaper model handles those without retries or cleanup then the savings are real. If not the token price is kind of a fake number.
- @Boybay_Garid (1): the retry rate thing is key tbh, thats where the real cost difference shows up
作者计划在家里搭建一套离线优先的自托管方案，在长时间断网时用 NAS 或小服务器替代 Google Photos 和 Google Drive 等云服务。
I am auditing my home network setup to prepare for potential extended internet blackouts. My core goal is ensuring that if the outside connection drops completely, my household retains full, native l…
受众观点：① 有人分享用 Proxmox 跑业务、TrueNAS+群晖分层存储并通过零信任隧道远程访问的做法，强调完全不依赖公有云也能满足家庭存储（@Fit_Neck7934, 1score） ② 多条评论肯定 Immich 和 Nextcloud 在纯局域网环境下的表现，并建议用 Nextcloud All In One、Syncthing+rclone 等组合实现云端到本地的持续镜像（@Azaloum90, 1score；@Klutzy_Tutor8126, 1score） ③ 有人提醒 DNS 和客户端行为是离线体验关键，建议用 Pi-hole 配本地记录、固定 LAN IP，并指出 Nextcloud 客户端在无公网时表现不如 Syncthing（@BP041, 1score）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Fit_Neck7934 (1): For me I use proxmox for my workloads and truenas scale on anthor stand alone server to manage my storage needs and I connect it with synology storage 8 bay so I can have warm storage and cold storage , so basically I don't relay on public clouds for my storage everything is loc…
- @Azaloum90 (1): Just off the top of my head, Immich works just ok in an "offline state" based on what is cached on your device. If you're inside your LAN I believe you'll have zero issues. If you need this same type of configuration when you're out of the house then you have to configure a VPN…
- @Klutzy_Tutor8126 (1): Immich runs great fully offline, the ML stuff is all local anyway so face recognition and search don't care if the WAN is down. The mobile app caches thumbnails but full-res photos need the server reachable on LAN, which works fine as long as your router isn't doing something we…
- @BP041 (1): Immich is fine fully offline — it's just a web app + postgres/redis locally, so no phone-home once it's set up. The gotcha is mobile clients: they'll only sync when the device hits the LAN IP, so make sure DNS/subnet is pinned rather than flaky mDNS, and pre-download important a…
作者分享用 Astro、Tailwind 和 localStorage 构建的零后端免费发票工具 Quick Free Invoice，完全客户端生成 PDF 并支持多语言路由。
Hey r/webdev, For this week's Showoff Saturday, I wanted to share a utility micro-tool I recently completed: **Quick Free Invoice** ([https://quickfreeinvoice.com](https://quickfreeinvoice.com)). # T…
受众观点：① 对零后端、全客户端工具在本地存储配额和主线程性能瓶颈上有实战经验的开发者（@Special-Ad9933, 3likes） ② 关心打印样式和跨浏览器 PDF 输出一致性的前端工程师（@Klutzy_Sir6427, 2likes；@Creative-Addition383, 2likes） ③ 对 Tailwind 可定制性、用户样式覆盖以及 UI 细节有意见或好奇的前端用户（@TheRNGuy, 2likes；@MrTiesti, 2likes）
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- @Special-Ad9933 (3): Love seeing more zero-backend, client-side tools hosted at the edge. The zero-maintenance aspect is massively underrated. Echoing the point above about localStorage quota: one hard trade-off we learned the hard way when going 100% client-side is that synchronous localStorage als…
- @Klutzy_Sir6427 (2): This is clean. The print media normalization specifically, i can see the attention to detail there. Most invoice tools i've tried render a mess on paper. What made you go with Astro over something like 11ty or plain HTML for a tool this lightweight?
- @Creative-Addition383 (2): I've built the same shape of tool (Astro, client-side, localStorage), so a few things from the other side of the same decisions rather than a design critique. The print-media route for the PDF is the one I'd push back on. It works beautifully on desktop Chrome and then falls apa…
- @MrTiesti (2): Why is this post so obvious AI?
- @TheRNGuy (2): One thing I don't like about Tailwind is that it's hard to write userstyles. You can add 1 empty semantic class to tags for userstyle authors.
作者在开发一款叫 Super Fun: Football 的街机足球游戏，每个玩家只控制一名球员，支持本地和在线联机，强调朋友间混乱踢球的乐趣。
This is Super Fun: Football, an arcade football game I'm working on. Instead of switching between the whole team, each person controls one footballer. You have to get into space and trust your friend…
受众观点：① 有人半开玩笑地吐槽这种设计是不是意味着必须有很多朋友才能玩得起来，反映出对玩家人数门槛的担忧（@Practical_Milk_2711, 5分） ② 评论者认为一人一球员能缓解“一个人控球太多”的问题，但提醒如果没人传球，个别玩家会很无聊，建议加入呼球按钮等机制（@QuanTradin, 1分） ③ 也有人关心实际体验细节，比如如何标识每个玩家控制哪名球员、以及玩家中途掉线时游戏如何处理（@Huge_Pool7424, 1分；@noobiethe13, 1分）
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- @Practical_Milk_2711 (5): so you have to have a lot of friends?
- @QuanTradin (1): one player each fixes the worst bit of couch football, one person hogging the ball. it flips the risk though, the friend nobody passes to gets bored fast, so a call-for-the-ball button would earn its place.
- @Huge_Pool7424 (1): yeah the call-for-the-ball thing matters more than it sounds, half my couch games die because nobody knows who's open. does it show which friend is actually controlling which player on screen?
- @QuanTradin (1): no idea, that one's for the OP, I'm just a fan of the idea. if it doesn't, a colored marker over each player like local co-op FIFA would fix it cheaply.
- @noobiethe13 (1): what happens when someone disconnects halfway through a match lol, does their player just stand there?
楼主描述自己用 Frontier 级模型快速自建大量微型软件替代昂贵 SaaS，并悲观预测 AI 提升效率会引发大规模裁员和经济“死亡螺旋”。
I've created so much micro sofrware and literally replacing most of our paid tools.... by the day... Lol at using a practice management software charging thousands... these models will only keep impr…
受众观点：① 有人认同“技工岗位也难幸免”的观点，指出小公司已经能靠少量订阅和自动化流程运转，最先消失的是中层岗位（@Wooden-Painting-4307, 6分） ② 也有人从历史类比出发，认为每次技术革命都会创造新职业，比如 AI 时代会需要更多机器人工程师、数据中心运维等新角色（@Bentley4991, 3分） ③ 另一位则强调这次不同在于 AI 同时替代脑力和体力工作，即便只提升效率也可能带来高失业率和连锁经济问题，引发更广泛的制度性调整（@TaxBowl, 2分）
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- @Wooden-Painting-4307 (6): lol yeah the whole "trades will save us" thing falls apart real quick when nobody has income to hire a plumber already seeing small shops run entirely on a handful of subscriptions and some duct-taped workflows, the quiet part is how fast the middle layer of employees just evapo…
- @Bentley4991 (3): The thing is, careers opportunities have always been ever so changing. Before cars, there were horse farms and carriage builders. Before uber, there were just taxis. Before Netflix, it was just movie theaters/blockbusters(miss this lmao) There is so much in the past century wher…
- @TaxBowl (2): Because you still needed humans to perform the new imrpoved tasks. Horse drivers to car drivers. Now no drivers. With AI replacing intellectual jobs and robotics replacing manual jobs... What's funny is you don't even need that... you just need to increase worker effeciency with…
- @redditissocoolyoyo (2): OP I agree with you for the most part. The models will become way better soon. Whipping up applets with be a breeze. Connecting them. All that. Commodity for all. The only software to remain custom and handled by senior devs and engineers will be enterprise and government for th…
- @TaxBowl (2): Same I work for Fed Daddy luckily the pace is super slow, maybe by then legislation is passed and Fed Daddy steps in to stop the rampage in the private sector. I forsee more socialist countries stepping in and protecting job loss during the transition, until it becomes economica…
一位在欧盟接网站维护包的开发者询问，作为代管 CMS 账号的长期 retainer，是否必须与客户签订数据处理协议 DPA 以及如何生成模板。
This question is only for developers IN THE EU who create websites and act as retainers. I’m assuming the majority of you have clients create accounts on strapi, Wordpress, sanity, etc and you manage…
受众观点：① 赞同让客户做数据控制者、自己只做处理者以降低合规风险的开发者（@RequirementGuide, 5likes；@bcons-php-Console, 4likes） ② 已在德国等地以个人工作室形式运营、确认 DPA 必要性的从业者（@kemalios, 2likes） ③ 想找现成模板或工具生成 DPA、但担心 AI 法律文本质量的开发者（@Fine-Market9841, 1likes；@phn-cloudsnake, 1likes）
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- @RequirementGuide (5): I've been on the retainer side of this for a few years and what worked for me was making the client the data controller. They create the CMS accounts and own the hosting, and I'm just a processor who gets in there to build and maintain. That makes the DPA conversation much simpl…
- @bcons-php-Console (4): This is the most sane approach. Many years ago, when no regulation applied, some benefit could be made by hosting the client's site and db and charging an extra bit for hosting and maintenance. Not anymore. The risk of missing some part of the EU regulation and being fined just…
- @kemalios (2): One-person agency in Germany, I take client retainers, and yes, the DPA is required. Skip drafting your own: ask the client's lawyer for their template, they accept their own paper without a fight. And if you host or push data through a CMS provider, name it as a sub-processor i…
- @Fine-Market9841 (1): Do you where to get templates or a tool to generate one?
- @phn-cloudsnake (1): I guess you need an actual lawyer to create one. When you talk about legal documents I wouldn’t rely on a tool like AI, one incorrect phrase can bankrupt you, but maybe I’m underestimating the quality of the tools available.
作者用 Python 和 PyTorch 从零实现了一个约 41.4 万参数的 transformer，在自写的 12 只鸟 boid 模拟上学会驱动鸟群飞行并能泛化到 50 只鸟，还用线性探针读出了三条群体行为规则。
I wrote a small boid simulator (12 birds), recorded it flying, and trained a transformer to predict each bird's next move without it knowing about any boid rules. (built in Python and PyTorch: a tran…
受众观点：① 评论区有人一开始只用一句“Slop”表达不屑，后面又承认其实没看懂具体做了什么，反映出社区对小实验的沟通门槛（@captainRubik_, 11分/1分） ② 也有用户简单表示“Really cool!”肯定这个项目的趣味性和可视化效果（@arnaudbr, 1分） ③ 其他人则在追问这类工作是否真的有研究价值，体现出对“玩具项目 vs 严肃研究”的分歧（@Mkep, 0分）
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- @captainRubik_ (11): Slop
- @captainRubik_ (1): Maybe, if I understood what it was.
- @arnaudbr (1): Really cool!
- @Mkep (0): Is it not interesting still?
- @rage_81 (-1): ty!
一位早期研究者在 r/MachineLearning 吐槽多篇 NeurIPS 论文已在 arXiv 引用自己，但 Google Scholar 迟迟不更新引用数。
Early-stage researcher, and yes, I get excited about people citing my work. I was browsing through arXiv for accepted NeurIPS papers, and I saw multiple papers citing my work. These papers have been…
受众观点：① 关心 NeurIPS 等会议论文何时被 Scholar 收录、对索引延迟感到焦虑的早期研究者（@FlanTricky8908, 5likes） ② 已经历过引用延迟一年以上、劝大家放宽心的学术圈用户（@howtorewriteaname, 3likes） ③ 想通过其他平台弥补 Scholar 统计滞后的研究者（@GoodRazzmatazz4539, 2likes）
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- @FlanTricky8908 (5): I think certain proceedings may not be indexed as fast as arxiv. NeurIPS proceedings went live a few days ago I think? I am not sure about the date but it is probably too early
- @howtorewriteaname (3): some citations took +1 year for scholar to pick them up in my case, so take it easy
- @ade17_in (2): Yes but the those arxiv version are out since months.
- @GoodRazzmatazz4539 (2): Check Semanticscholar often better counts recent citations
- @Beor_The_Old (1): Not every arxiv paper that isn’t in a conference proceedings gets linked to scholar
一位被评为 NeurIPS 2026 顶级审稿人的作者抱怨获赠注册名额却发现巴黎线下会场名额已满，质疑审稿人注册批次安排是否公平。
Hi everyone, I was selected as a NeurIPS 2026 Top Reviewer and awarded complimentary registration. As far as I understand, registration opened in batches: first for SACs, then ACs, and finally review…
受众观点：① 多位顶级审稿人同样拿到 complimentary registration 却无法选择巴黎会场，只能线上参加，吐槽奖励含金量有限（@invelt, 3分） ② 有人分享自己原本已付费注册又拿到奖励名额，被自动退款但不确定是否真正释放了线下名额（@BadgerRoutine1065, 1分） ③ 也有审稿人表示因为巴黎已订满干脆选择不飞，只在线上参与，体现差旅成本对参会决策的影响（@Bodi_Berenburg, 1分）
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- @invelt (3): Yes, got top reviewer but can't select Paris. Nice. Thanks for the certificate I guess :)
- @BadgerRoutine1065 (1): I got my spot. And got a refund, but my company will receive the refund.
- @spoiled-mylk (1): Did this free up the single allocated spot for your paper that you had paid for previously?
- @BadgerRoutine1065 (1): I am not sure how to check if it actually feed up a spot. Given I already had a spot and then they offered a new spot, that sums up 2 spot as these are guaranteed spots. They automatically refunded my original registration when i claimed the awarded spot.
- @Bodi_Berenburg (1): Same situation, woke up at 7, no email. Checked again later in the day, email received but Paris booked out. Well guess I attend online as I won’t fly for this.
一位在非洲从事 RL 和 LLM 研究工程的作者因学校背景和地域限制在申请 PhD、研究岗和实习时屡屡碰壁，纠结是否再读一个海外 CS 硕士来破局。
I’m an AI research engineer based in Africa with about 3 YoEs in RL, LLMs, post-training, and systems efficiency (CUDA/vLLM). However, on a smaller scale because of compute limits. My undergrad and M…
受众观点：① 有人指出如果目标是美国 PhD 和工作，当前签证和政策环境下国际申请会更难，额外学位也未必改变大局（@fourkite, 3分） ② 楼主自己认为主要瓶颈在签证和缺乏顶会论文，通信工程背景让转 AI 竞争力不足（@Fit_Caterpillar4434, 2分） ③ 也有建议把精力放在更广泛的国家和教授上，优先找研究助理或实习机会并积累论文，而不是直接上第二个硕士（@That_Paramedic_8741, 1分）
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- @fourkite (3): Are you targeting PhD admissions and jobs in the US? If so, it's going to be an uphill climb. International PhD admissions are expected to dip again this year, much as they did last year, and the job market is already under pressure from unpredictable H-1B policy changes. Honest…
- @Fit_Caterpillar4434 (2): I think the main issue is the visa barrier and my lack of top-tier AI publications, as my prior research background is mainly in telecommunications. I formed this impression after sending \~400 cold emails to PIs across \~60 labs over the past 2 years.
- @Fit_Caterpillar4434 (1): I am targeting research engineering roles in the short term and research scientist roles in the long term after getting a PhD. I am interested in the role itself, whether it is in the US or in Europe. However, I find the RE/RS LinkedIn job descriptions in the US more interesting…
- @That_Paramedic_8741 (1): Aim for wide range of countries and frequently see their kab websites for vacancy i would day than 2nd masters research assistant or internship would be better with good papers published
- @That_Paramedic_8741 (1): Yeah definitely definitely u can try out seeking wide range of universities just see the work the professor do instead of prestige may be u will get it by focusing on your niche domain
作者展示一个以古埃及墓室为背景的网页解谜塔防小游戏，并分享从 SVG 迁移到 three.js 以及用 URL 编码关卡数据的实现细节。
I've been working on a simple puzzle/tower defense game set in ancient Egypt. You build out a tomb to properly defend against waves of looters. I recently added a new feature to flip it around, so if…
受众观点：① 对通过 URL 分享自定义关卡、避免搭建服务器这一做法感兴趣的前端开发者（@ab0zar, 0likes） ② 关注关卡规模上限和可视化复杂度限制、讨论 60 间房硬上限设计原因的开发者（@CommercialShelter595, 0likes） ③ 喜欢轻量塔防解谜玩法、愿意试玩并反馈体验的玩家和业余游戏开发者（@Pyrasia, 1likes；@CommercialShelter595, 2likes）
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- @CommercialShelter595 (2): Love it, thanks for trying and congrats on breaching the tomb!
- @Pyrasia (1): 🏛 Breached the tomb of Senusret II in 5 raids · 600 deben ⬜🟥🟥🟥🟨 https://architectofthevalley.com/#dare=AQMACwUFBA0QAQIZKDhIWhACMQJp
- @ab0zar (0): The URL-based challenge is a neat way to avoid storing levels on a server. I’d test a very large tomb to see if the link stays easy to share in chat, especially on mobile. Generating a preview image after a win sounds like a nice touch.
- @CommercialShelter595 (0): Thanks, that's something I had considered. I have a hard cap at 60 rooms in the game which is well below a theoretical maximum, but I have it sort of in the back of my mind if/when I allow users to go nuts on building something super elaborate. This hard cap came from the SVG da…
作者分享如何批量重格式化从 HPE 3Par 等存储阵列拆下来的廉价硬盘，让这些带校验格式的磁盘在普通服务器上重新可用。
For the first time in a couple of years I happened to come to some cheap disks from a decommissioned storage array. I already wrote a guide 4 years ago, but I figured the current market situation mak…
受众观点：① 读者认为这是非常小众但实用的硬件知识，能把看似坏掉的 NetApp、3Par 盘救活（@TheGapingWhereabouts, 3score） ② 有人指出长时间格式化时本地登录或用 tmux/screen 之类工具保持会话的重要性，避免 SSH 断线重来（@NightH4nter, 3score） ③ 评论提醒在有其他 SCSI 设备时一定要反复确认设备名，否则可能把系统盘变成“纸镇”（@TheGapingWhereabouts, 3score）
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- @TheGapingWhereabouts (3): This is the kind of niche knowledge that keeps me coming back here. Most people would look at those drives and think they're broken, but you just need the right incantation to wake them up. I did something similar with a batch of NetApp disks a while back and the parallel approa…
- @NightH4nter (3): > Do not use SSH, log in locally, on SSD disks the process is rather quick, on HDs it can take many many hours, if your session times out you can start over ...or just use tmux
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
楼主已经实现了对某个系统的程序化控制和屏幕采集，希望用能看懂视觉反馈、具备记忆并能持续改进操作策略的 AI 来自动操控，但遇到现有多模态 LLM 不看屏幕就乱操作的问题。
I have working programmatic control over a system, I can send inputs reliably and capture the screen as visual feedback. The control/feedback loop is already done. I need something that can learn fro…
受众观点：① 楼主补充说当前模型明明能在截图上分析出正确步骤，但真正执行时却凭假设乱点，说明决策链路没有强绑定视觉输入（@angrykirby, 1分） ② 还有人质疑他是不是在用 AI 操控游戏主机，语气带有嘲讽，体现出对这类自动化用途的道德和用途争议（@ItsMeJuvy, 1分）
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- @[deleted] (1): [removed]
- @angrykirby (1): like it has the ability to look at the visual information and tell me the right thing but it doesn't do it. like I can tell it to look at a screenshot from the video and examine what you're supposed to do and it will map out what it should do and that's correct but then it won't…
- @ItsMeJuvy (1): are you trying to let AI control dreams ps4? get a life.
作者开源展示了用 Svelte 从零实现的 Markdown 编辑器库 Aragonite，支持插件系统、多种预览模式、虚拟化性能优化并采用 AGPL 许可证。
Try it out here: [https://www.aragonite.dev/](https://www.aragonite.dev/) The code is here: [https://github.com/voithos-labs/aragonite](https://github.com/voithos-labs/aragonite), open source under A…
受众观点：① 对编辑器视觉设计和细节（如左侧水晶元素）感兴趣的前端开发者和设计师（@WorthNo7301, 1likes；@LovecraftianLife, 1likes） ② 关心 AGPL 传染性、提醒使用者注意整项目开源义务的工程师（@fiskfisk, 1likes） ③ 对作者公开承认使用 AI 协助开发、仍希望保持长期高质量代码库这一实践感兴趣的开发者（@LovecraftianLife, 1likes）
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- @WorthNo7301 (1): the crystal cluster on the left is a nice touch, feels earthy and a bit unexpected for a code editor
- @LovecraftianLife (1): thanks! its actually the namesake crystal, aragonite :)
- @fiskfisk (1): Be aware that using this in any project can require you to make your whole project adhere to the AGPL. Do not use libraries that are licensed under the AGPL unless this is something you're comfortable with.
- @LovecraftianLife (1): As stated, this lib is released under a copy left license, and that is what copyleft means. so that, to be explicit, means I grant everyone the freedom to use, modify, copy, and share this lib, provided that all derivative works and modified versions are released under the same…
楼主以F1赛车站在客户logo领奖台为例，讨论网页代理公司在这类定制视觉需求上还会不会请3D艺术家，而不是直接用Higgsfield等AI生成图像。
I'll phrase this as a hypothetical scenario. Your web agency needs a visual of a F1 on top of a podium. The podium is actually your clients logo. The camera is top down. \- Does your agency hire a 3D…
受众观点：① 有3D或设计外包需求的web代理和独立开发者，关心在AI时代还要不要长期合作3D自由职业者（@Federal_Egg_7501, 3分） ② 想用AI做草图、再交给3D艺术家精修的团队，关注AI在工作流中能否只做前期搭建而不拖慢整体进度（@Bright-Motoring, 1分） ③ 以3D支持为主营业务的自由职业者，担心AI冲击自己商业模式，希望了解同行是否已经被削减预算（@Bright-Motoring, 1分）
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- @Federal_Egg_7501 (3): If the client logo has to be the actual podium and the angle is top-down, I'd still go with a 3D artist. AI would spit out something that's close but just slightly off, and then you're burning billable hours trying to photoshop the logo to look right when you could've had exact…
- @Bright-Motoring (1): yeah the time spent fixing a nearly right result is the part people underestimate lol but do you think AI would still be useful for blocking out the scene first and letting the 3d artist handle the final render???yeah the time spent fixing a nearly right result is the part peopl…
- @Bright-Motoring (1): i feel like the type of client matters a lot here too...a quick concept visual is one thing but if the logo shape and camera angle need to be exact, 3d still makes more sense & have you noticed agencies cutting their 3d budgets already or are you mostly trying to figure out…
- @Helpful-League5531 (0): That is reasurring to hear. Thank you and I feel the same way. Ai means giving away control, so it means a worse product.
一名印度学生分享自己为 JEE 考生做的免费化学刷题网站 PreLearno，并求助如何在零预算下获得前 50–100 个真实用户。
Hey everyone! I'm a student from India, currently preparing for JEE (Joint Entrance Examination). Alongside my studies, I've been building a free Chemistry practice website called PreLearno. The idea…
受众观点：① 建议直接扎根 JEE 和化学学习社区、在答疑中自然引出网站的开发者（@Tedikraska, 2likes） ② 同样在零粉丝阶段尝试推广首个产品、分享“写一篇有用长文胜过反复 announce”的独立开发者（@brandingup, 1likes） ③ 正在准备 JEE、对免费练习资源感兴趣的学生群体（隐含在讨论目标用户的语境中）
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- @Tedikraska (2): i'd skip general promo and hang in the jee/chemistry student subs and discords where people already ask for practice questions. answer a few for real, then only drop the site when someone is stuck on that exact chapter.
- @brandingup (1): Same boat here (zero followers, first products just launched), so take this as notes from someone a week ahead, not an expert. What helped me most so far: going where the users already hang out instead of building audience from zero, and writing one genuinely useful post about h…
- @LegAccurate187 (1): Thanks bro
作者做了一个叫 Graphophone 的网站，可以在浏览器里输入数学公式，一边看图像动画一边听对应声音，并支持滑块调参和导出视频。
I kept seeing those cool graph animations with sound on twitter and wanted to make my own, so I built Graphophone. You can try presets, add live sliders to your formula, change the sound, and export…
受众观点：① 有人指出拖动滑块听 sin(x) 变调，比课本图更直观地教会频率概念，并认为视频导出功能会极大提升分享和传播（@QuanTradin, 1分） ② 也有评论鼓励作者继续在这种“图像 + 声音”范式上探索，认为这里面有很特别的潜力值得深挖（@don_kruger, 1分）
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- @QuanTradin (1): hearing sin(x) change pitch while you drag a slider would teach frequency better than any textbook diagram. the video export will get it shared more than anything else on the page.
- @don_kruger (1): There is something to this paradigm... Something special. Keep experimenting. Keep exploring. Keep understanding.
作者展示一个完全在浏览器本地运行的图片抠图、物体移除和超分工具，基于 MODNet、U2-Netp、MI-GAN 和 Real-ESRGAN 等模型并通过 Cache API 缓存，无任何后端。
I wanted a photo tool that never sees the user’s photos, so everything runs in the browser: * **Cutouts:** MODNet for portraits and U2-Netp for objects (about 6 MB and 4 MB). The low resolution mask…
受众观点：① 对在浏览器端部署多 MB 级深度学习模型、并用 Cache API 做离线缓存的开发者（@drkokorev, 1likes） ② 关心 iOS Safari ITP 导致缓存 7 天清空、需要通过安装 PWA 或 storage.persist() 规避的前端工程师（@drkokorev, 1likes） ③ 想要隐私友好、不上传照片到云端的设计师和内容创作者（隐含在对本地处理架构的讨论中）
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- @drkokorev (1): Nice architecture — this is close to what I run for my own app (static on Cloudflare, no backend, everything cached for offline). One thing worth checking before someone files a confusing bug report: on iOS Safari, everything script-writable — Cache API, IndexedDB, localStorage,…
帖子介绍 Palette Atlas 项目，利用 sliced Wasserstein 嵌入和自实现 HNSW，在近五万幅公共领域画作上实现按配色快速相似检索。
Palette Atlas (https://itzik123.github.io/PaletteAtlas/) searches public-domain paintings by color scheme. Each image is reduced to 128 colors of equal weight, so the natural distance is the Earth Mo…
受众观点：① 喜欢这种“普通人也能看懂”的应用型 ML 项目、认为 sliced Wasserstein 应该更流行的读者（@Much_Dealer_710, 1likes） ② 对作者用 k-means 作为 HNSW 顶层 landmark、让索引结构更具语义的做法感兴趣的工程师（@Potential-Barber8658, 1likes） ③ 想了解如何在实际项目中替换简单颜色直方图、提升检索质量的开发者（@Potential-Barber8658, 1likes）
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- @Much_Dealer_710 (1): This is the kind of applied ML that actually makes sense to a normie like me, sliced wasserstein embeddings feel like one of those techniques that should be way more popular than it is The kmeans landmark thing for the top HNSW layer is clever too, never seen that tweak before
- @Potential-Barber8658 (1): Thanks! Sliced Wasserstein surprised me too. It’s just a projection, a sort and some averaging, and it still kept 78% of the exact EMD top 10, where a color histogram got 45%. To be fair about the landmarks, they don’t make the search faster (2,558 vs 2,556 distance computations…
作者开源了基于 Qwen 的 jebadiah 27B 和 9B 决策模型，把任务视为对固定选项打分而非文本生成，并在 Decision Index 基准上详细汇报各子项性能变化。
I've been building open models that treat a decision as a closed-set scoring problem rather than text generation. The input is structured context plus a typed question with a fixed set of options. Th…
受众观点：① 帖子重点介绍 v2.1 相比 v2 在 Decision Index 上的整体提升，尤其是知识、语言和检索子项显著变好，但工具使用维度出现回退（作者原文） ② 作者强调做了文本匹配式 contamination 检查，说明对基准泄漏和评测公正性的关注（作者原文） ③ 还给出了量化后与全精度权重在 260 道保留题上的一致性数据，方便工程侧评估部署成本与精度折衷（作者原文）
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HireKey 是一款面向求职者的 AI 职业工具，由前微软、亚马逊、Stripe 招聘负责人打造，帮助候选人用更匹配岗位的方式呈现履历和准备面试。
HireKey
受众观点：① 官方介绍中强调创始人在微软、亚马逊、Stripe 等大厂十年招聘经验，看到很多有实力的人因为简历和表达方式不对而被错过（@HireKey） ② 评论里有用户希望产品支持 MCP，让 AI 能自动把自己在其他平台看到的职位同步进来，减少手动录入的麻烦（@Ayush） ③ 产品标签集中在人工智能、科技和职业发展方向，说明定位是 AI 驱动的求职助手（@Overview）。
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- @Overview (0): * [Reviews](/products/hirekey/reviews) * [Alternatives](/products/hirekey/alternatives) * [Built with](/products/hirekey/built-with) * [Forum](/p/hirekey) * [Team](/products/hirekey/makers) * [Awards](/products/hirekey/awards) * More Free Options Launch tags:[Artificial Intellig…
- @HireKey (0): Maker 📌 Hey Product Hunt! 👋 I’m Nela, co-founder of [HireKey](https://hirekey.io/) I spent 10 years recruiting for technical and non-technical roles at Microsoft, Amazon, and Stripe, to name a few. I reviewed thousands of resumes and interviewed thousands of candidates. Time and…
- @HireKey (0): Maker
- @HireKey (0): Maker
- @Ayush (0): How about adding MCP to this, mostly I use AI to apply for the jobs, and its really pain for me adding each job on this platform after applying, so if it could have MCP, AI can do that for me, and I can use it more efficiently. Upvote Report Share 5h ago [](/@founder92) [Nela Da…
kōdlo 是一款面向销售团队的 AI SaaS，围绕 pitch deck 等销售资料构建智能代理，帮助管理版本和自动化销售沟通。
kōdlo
受众观点：① 有用户担心在 hub 里放很多版本的 pitch deck 会让代理混淆，不知道哪份是最终版（@Couch） ② 官方解释系统虽然没有内建版本控制，但代理通过内部虚拟文件系统来管理文件，并在有歧义时主动向用户澄清（@ivan_telnov） ③ 产品标签显示其聚焦销售、SaaS 和人工智能，说明目标用户是希望用 AI 提升销售效率的团队（@Overview）。
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- @Overview (0): * [Reviews](/products/kodlo/reviews) * [Alternatives](/products/kodlo/alternatives) * [Built with](/products/kodlo/built-with) * [Forum](/p/kodlo) * [Team](/products/kodlo/makers) * [Awards](/products/kodlo/awards) * More Free Options Launch tags:[Sales](/topics/sales)•[SaaS](/t…
- @Couch (0): I wonder if the agents get confused when I have many different versions of the same pitch deck in my hub. How does it know which one is the final one? Upvote (2) Report Share 8h ago [](/@ivan%5Ftelnov) [Ivan Telnov](/@ivan%5Ftelnov) [kōdlo](/products/kodlo) Maker [@hemendra\_kha…
Product Hunt 上 Perplexity AI 的产品页，主打跨平台可用的研究助手和搜索问答一体化体验。
Perplexity
受众观点：① 关注 AI 搜索替代传统搜索引擎的用户，想了解 Perplexity 在研究场景下的实际效果（@Search） ② 在 Product Hunt 上寻找 AI 办公和研究工具的独立开发者与产品人，关心多平台可用性和生态配套（@Search） ③ 想比较 Perplexity 与 Komo、Claude 等替代方案优劣的用户，希望找到合适的组合工具链（@Search）
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- @Search (0): Your Research Assistant. Available wherever you are: 🤖 http://pplx.ai/android // 📱 http://pplx.ai/iphone * [Overview](/products/perplexity-ai) * [Launches27](/products/perplexity-ai/launches) * [Reviews97](/products/perplexity-ai/reviews) * [Alternatives](/products/perplexity-ai…
- @Search (0): [Komo ](/products/komo-search?ref=product%5Fsidebar) Search. Research. Automate. [4.4(5 reviews)](/products/komo-search/reviews) [No-code Platforms](/categories/no-code-platforms)[Search](/categories/search) [Claude by Anthropic](/products/claude?ref=product%5Fsidebar) A family…
- @Search (0): [Fabric](/products/fabric-6?ref=product%5Fsidebar) The AI workspace that thinks with you [4.7(32 reviews)](/products/fabric-6/reviews) [Chrome Extensions](/categories/chrome-extensions)[Search](/categories/search) [View more ](/products/perplexity-ai/alternatives)
Ghost Core 是一款本地运行 AI 模型的个人电脑，连接你的应用和文件，用持续上下文主动协助用户。
Ghost Core
受众观点：① 被 Ghost Core 的本地推理和隐私标签吸引的开发者，实际更关心持续上下文数据如何存储和保护（@Dial） ② 关注硬件可扩展性、希望未来能更换部件的潜在早期用户和投资人（@Opengeni） ③ 想了解个人 AI 电脑形态、评估是否值得作为下一代工作设备的技术从业者（@OpenClaw）
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- @OpenClaw (0): Ghost Core is a personal AI computer that runs AI models on-device, connects to your apps, files, and devices, and builds continuous context to proactively help you. * [Overview](/products/ghost-core) * [Reviews](/products/ghost-core/reviews) * [Alternatives](/products/ghost-cor…
- @Opengeni (0): VERY IMPRESSIVE investor list on their about page. Really excited about this one! I wonder if its possible to switch out the parts for newer ones into the future tho? Upvote (1) Report Share 11h ago [](/@galdayan) [Gal Dayan](/@galdayan)
- @Dial (0): "on-device" answers where the model runs, not the question people actually care about, which is where the continuous context ends up. building ongoing context from screen history and connected apps means this box is accumulating the single most complete record of someone's life…
OpenScreen 2 是一款免费 MIT 协议开源的视频工具，支持多平台无水印录制和基于转录文本的剪辑。
OpenScreen 2
受众观点：① 对免费 MIT 开源、无水印策略表示认可的开发者和创作者，关心项目长期可持续性和社区生态（@Dial） ② 需要在 Windows、Mac、Linux 多平台录屏剪辑的技术博主和独立开发者（@Freya） ③ 对基于转录文本自动剪辑感兴趣、但担心识别错误导致剪辑错位的潜在用户（@Dial）
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- @Overview (0): * [Reviews](/products/openscreen-2/reviews) * [Alternatives](/products/openscreen-2/alternatives) * [Built with](/products/openscreen-2/built-with) * [Forum](/p/openscreen-2) * [Team](/products/openscreen-2/makers) * [Awards](/products/openscreen-2/awards) * More Free Launch tag…
- @Dial (0): free, MIT, no watermark on a tool this polished is rare, respect for keeping it that way through the rewrite. question on the transcript-based cutting: local transcription is never perfect, so what happens when the agent deletes a word that got misheard and the cut lands mid-sen…
- @Freya (0): I like that it works on Windows, Mac, and Linux. No accounts or watermark is a nice bonus too. Upvote (1) Report Share 8h ago [](/@etienne%5Flescot1) [Etienne Lescot](/@etienne%5Flescot1) [OpenScreen 2](/products/openscreen-2) Maker