marclou 吐槽自己做到第 34、35 个创业项目有点无聊，于是顺手做了个开合 MacBook 就播放诡异声音的恶搞小应用 McCreep。
I got bored working on my 34th & 35th startups 😵💫 so I built an app that plays a creepy sound whenever I open or close my laptop. It’s called McCreep, and it’s useless. https://t.co/fV3BQDUrUt h… ① 关注 MacBook 传感器和 HID 能力的开发者，对如何读取屏幕开合角度、做系统级小工具感到好奇（@marclou, 45likes） ② 其他创作者感叹“大号随便做个无用 app 也能火”，关注流量不对称和创作者体量对项目传播的影响（@mjbuildr, 7likes） ③ 对类似创意实现感兴趣，希望参考其他人做的“开合电脑触发事件”项目和实现细节的开发者（@3lsh916, 2likes; @neilsuperduper, 2likes）
marclou 吐槽自己做到第 34、35 个创业项目有点无聊，于是顺手做了个开合 MacBook 就播放诡异声音的恶搞小应用 McCreep。
① 关注 MacBook 传感器和 HID 能力的开发者，对如何读取屏幕开合角度、做系统级小工具感到好奇（@marclou, 45likes） ② 其他创作者感叹“大号随便做个无用 app 也能火”，关注流量不对称和创作者体量对项目传播的影响（@mjbuildr, 7likes） ③ 对类似创意实现感兴趣，希望参考其他人做的“开合电脑触发事件”项目和实现细节的开发者（@3lsh916, 2likes; @neilsuperduper, 2likes）
steipete 在推文里强烈推荐自动补全工具 Cotypist，称其几乎可以在任何地方提供输入联想体验。
① 关注 Cotypist 新定价、纠结是否续费或入手的用户，讨论订阅价格是否合理（@originalmagneto, 7likes） ② 想了解具体免费/Plus/Pro 功能限制和模型差异的潜在用户，关心每日字数、设备数量等细节（@CryMoreWeirdo69, 6likes） ③ 对作者整体 AI 工具栈感兴趣，希望看到完整工具清单和搭配方案的开发者（@yachty66, 4likes）
NousResearch 宣布 Hermes Agent 接入 @browserbase 的浏览器技能 hub，可调用上百种浏览器技能在互联网上执行复杂任务。
① 正在做 web agent、自动化运营或数据抓取工具的开发者，会关心这类浏览器技能 hub 是否能减少自己维护脚本的工作量。② 想把浏览器操作能力接入自家产品的 indie hacker，希望了解现成平台（如 browserbase）和自建 headless 浏览器方案的对比。③ 关注 Hermes Agent 或开源 agent 生态的人，想知道生态里开始出现哪些“技能市场”式基础设施。
这一组讨论聚焦于 Google 在最新一轮 AI 发布中的关键动作：推出价格大幅上涨的 Gemini 3.5 Flash 模型，以及基于 Gemini 的个人 AI 代理 Gemini Spark，同时社区在 HN、Twitter 和 Reddit 上围绕其真实性价比、内部政治和产品落地前景展开激烈争论
这一组讨论聚焦于 Google 在最新一轮 AI 发布中的关键动作：推出价格大幅上涨的 Gemini 3.5 Flash 模型，以及基于 Gemini 的个人 AI 代理 Gemini Spark，同时社区在 HN、Twitter 和 Reddit 上围绕其真实性价比、内部政治和产品落地前景展开激烈争论。
受众观点：跨平台评论集中在三个焦点：第一是 Gemini 3.5 Flash 的真实价格与性价比，HN 上 @asar（score 未标明，HN）列出 $1.5/1M 输入、$9/1M 输出并指出这是 3.1 Flash Lite 的 6 倍，@benbencodes（HN）进一步对比 Gemini 系列内部价格，强调输出价包含“thinking tokens”，解释了为何比典型 flash 模型贵；第二是 Google 的内部政治和战略失误，r/SideProject 中 OP 引用 Theo 的观点，评论区如 @UnderfurK（score 8，Reddit）认为“Google 把 Android 关进牢笼已经说明一切，老谷歌早就不在了”，@SolarNachoes（score 2，Reddit）则质疑“如果连 Railway 这种客户都能被搞丢站点，何谈最佳基础设施”；第三是 Gemini Spark 这类 AI agent 的定位与付费门槛，@GeminiApp（score 202，X）说明 Spark 先向受信测试者和美国 Ultra 订阅者开放，引发 @ElizabethG61076（score 4，X）抱怨这是“把真正有用的功能锁在 Ultra VIP 俱乐部里”的恶心付费墙，而 @WebThreeAI（score 2，X）则追问权限粒度和“check with you”到底意味着推送、摘要还是强制确认，反映出开发者对代理权限模型和信任边界的担忧。
Railway 作为 PaaS 提供商因 Google Cloud 误将其生产账号标记为违规并直接暂停服务，导致大量托管在 Railway 上的应用和数据库长时间宕机，开发者和企业用户在 Reddit 与 HN 上集中吐槽云厂商单点依赖和账号封禁风险
Railway 作为 PaaS 提供商因 Google Cloud 误将其生产账号标记为违规并直接暂停服务，导致大量托管在 Railway 上的应用和数据库长时间宕机，开发者和企业用户在 Reddit 与 HN 上集中吐槽云厂商单点依赖和账号封禁风险。
受众观点：跨平台评论最集中的焦点有三点：第一是业务中断的真实损失和对 Railway 可靠性的质疑。Reddit 上 @Ok_Royal9450（50 赞）说他们在 Railway 上有 15+ 应用和网站，所有数据库和服务器都宕机超过 4 小时，称之为荒谬；@Glittering_Shelter54（19 赞）表示自己在 Railway 上运行关键企业业务，这次事件后必须重新考虑整体架构。第二是对「PaaS 叠加云厂商」这种供应链结构的担忧，@1kgpotatoes（100 赞）提到这是 Railway 第四次因为 Google 出问题，质疑之前承诺的“防止未来事故的缓解措施”只是公关话术；另一位 @Gipetto（28 赞）则更泛化地指出，几乎所有方便的托管服务都建立在别的云上，本质上都受制于上游，一旦上游出错就会被一起拖下水。第三是对云厂商任意封禁权力的恐惧和替代方案讨论，Reddit 上 @Cherry-Lost（20 赞）直接问是不是必须上 AWS 才能跑严肃应用，@Quote-Round（13 赞）喊出「该去 Hetzner 了，DHH 是对的」；HN 上 @Animats 引用事故报告中“计划把 Google Cloud 从数据平面热路径移除”的表述，得出「Google 不能再被视为可靠 B2B 服务商」的结论，而 @ibejoeb 则表示正认真把全部工作负载迁回自己控制的数据中心，认为这样更便宜也更可控。
围绕 OpenClaw 这一多代理系统，多个创作者在讨论 Claude 等闭源平台功能猛进对其形成的压力，以及用户为本地跑多代理在 Mac mini、Mac Studio 等硬件上的真实投入与取舍
围绕 OpenClaw 这一多代理系统，多个创作者在讨论 Claude 等闭源平台功能猛进对其形成的压力，以及用户为本地跑多代理在 Mac mini、Mac Studio 等硬件上的真实投入与取舍。
受众观点：评论区的关注点主要集中在两块：一是 OpenClaw 与 Claude/Hermes 的路线差异，二是为多代理系统配套的本地硬件是否“值得”。例如，推文下 @Umesh__digital（87 赞，X）强调“OpenClaw is still preferred due to its open source nature. Claude is vendor specific and bound. less flexible.”，另一位 @DJohnstonEC（X）则表示“It's not about the features some third-party company can rent me. It's about owning my personal AI in a meaningful way.”，都在强调开源、自托管与“拥有自己的 AI”的价值。另一方面，@__jaypio__（28 赞，X）提到自己从一开始就把 OpenClaw 跑在 Raspberry Pi 上，“No need to get mac mini just for openclaw”，而 @Ulf_Pillkahn（7 赞，X）则说“Have four Mac Minis with Hermes, what is the problem?”，说明用户在“树莓派→Mac mini→多台 Mac mini/Mac Studio”的硬件梯度上各自做出不同选择。再加上讲 10 岁男孩那条推文下，@CryptoTrader010（19 赞，X）质疑“Roda agente pra que ? Se não tiver produto e valor agregado é gasto e não investimento.”，以及 @Rafael_Rioo（19 赞，X）担心孩子被当作宣传工具，反映出受众一方面被“多代理+高算力”的叙事吸引，另一方面也在追问：这些投入是否真的能转化为产品与价值，而不是单纯被硬件和 AI 概念带节奏。
Gergely Orosz 以 Unisuper 在 GCP 上险些丢失全部数据为例，结合自己 2011 年被 App Engine 临时涨价坑过的经历，强调在使用 Google 云基础设施时必须做多云备份，因为谷歌既可能误删客户数据，也可能突然改变定价策略
Gergely Orosz 以 Unisuper 在 GCP 上险些丢失全部数据为例，结合自己 2011 年被 App Engine 临时涨价坑过的经历，强调在使用 Google 云基础设施时必须做多云备份，因为谷歌既可能误删客户数据，也可能突然改变定价策略。
受众观点：评论主要集中在两点：一是谷歌在基础设施和定价上的不可信历史，例如 @GergelyOrosz（score 244，X）补充回忆 2011 年 App Engine 几乎一夜之间更改定价，认为这是写进 Google DNA 的对付费客户的不尊重；二是类似案例远不止 Unisuper，@jakozaur（score 1，X）提到还有多起 GCP 事故只是因为公司不够知名而“默默受苦”，并贴出 HN 讨论链接。也有开发者如 @AndreFSBarbosa（score 0，X）从宏观角度担心整个互联网过度依赖少数云厂商，一旦出问题影响巨大，还有 @MILIJOULE（score 0，X）强调大体量公司绝不能只依赖单一云提供商。
steipete 在推文里强烈推荐自动补全工具 Cotypist，称其几乎可以在任何地方提供输入联想体验。
Can't recommend @cotypist https://t.co/QUKTyTo1bh enough. Autocomplete everywhere.
受众观点：① 关注 Cotypist 新定价、纠结是否续费或入手的用户，讨论订阅价格是否合理（@originalmagneto, 7likes） ② 想了解具体免费/Plus/Pro 功能限制和模型差异的潜在用户，关心每日字数、设备数量等细节（@CryMoreWeirdo69, 6likes） ③ 对作者整体 AI 工具栈感兴趣，希望看到完整工具清单和搭配方案的开发者（@yachty66, 4likes）
展开评论
- @originalmagneto (7): @steipete @cotypist Most probably will abandon this app. Can’t swallow another sub + the fact that this uses local OS models I was expecting maybe a sub for max 2-3$/month, maybe 25-35$ per year, but well. some open source GitHub repo will need to suffice 😬 Was fun while it last…
- @CryMoreWeirdo69 (6): Check your email, pricing tiers just got announced. Absolute joke. Starting Wednesday, May 27, Cotypist will have three tiers: Free: accept 100 word completions per day for free, on a curated set of light models. If you don't type that much or prefer typing over Cotypist's sugge…
- @yachty66 (4): @steipete @cotypist Can you share a list with all AI tools you are using?
- @alekplav (3): @steipete @cotypist Daniel has nice apps, Cotypist is 🔥 same as https://t.co/aYleHjJWDL
- @jonathanlowhy (2): @steipete @cotypist Does this work on Codex CLI?
Google 团队展示把 Street View 街景接入 Genie 世界模型，让真实地理位置变成可生成和模拟的“现实世界模型”体验。
Real-world models are here! Stoked to share how we're bringing real-world locations to life by integrating Street View into Genie. Try it now at https://t.co/j6c1N38tRS and read the blog for more inf…
受众观点：① 关注世界模型和 embodied AI 的开发者，会好奇 Street View 这类真实视觉数据接入后，agent 规划和环境理解能提升多少。② 做 AI 产品或工具的独立开发者，想了解这类“现实地图 + 生成模型”能力是否能下放成 API 或 SDK，用于旅游、房产、线下门店等垂直场景。③ 对 Google 生态感兴趣的工程师，关心这类实验性能力未来是否会进入 Maps、Earth 等正式产品线。
展开评论
- @poolio (56): By connecting Google’s massive-scale Street View imagery to our most powerful world models, we unlock more realistic simulators for agents and new creative opportunities in your favorite locations. Here’s a watercolor version of sweater frog on a bicycle at the top of Hawk Hill:…
- @ednewtonrex (6): @poolio What’s the training data?
- @MattNiessner (4): @poolio super cool! Need to try it out ;)
- @iScienceLuvr (3): @poolio great work!
- @REVOLVO_OCELOTS (2): @poolio Ultra only is a bumer
marclou 吐槽自己做到第 34、35 个创业项目有点无聊，于是顺手做了个开合 MacBook 就播放诡异声音的恶搞小应用 McCreep。
I got bored working on my 34th & 35th startups 😵💫 so I built an app that plays a creepy sound whenever I open or close my laptop. It’s called McCreep, and it’s useless. https://t.co/fV3BQDUrUt h…
受众观点：① 关注 MacBook 传感器和 HID 能力的开发者，对如何读取屏幕开合角度、做系统级小工具感到好奇（@marclou, 45likes） ② 其他创作者感叹“大号随便做个无用 app 也能火”，关注流量不对称和创作者体量对项目传播的影响（@mjbuildr, 7likes） ③ 对类似创意实现感兴趣，希望参考其他人做的“开合电脑触发事件”项目和实现细节的开发者（@3lsh916, 2likes; @neilsuperduper, 2likes）
展开评论
- @marclou (45): I was amazed by @tonnoz's story (he's awesome follow him!) and he made me curious about MacBook's sensors. AI told me it's possible to detect the display angle. macOS exposes it through HID (Human Interface Device), so I built a random app on top of it
- @mjbuildr (7): @marclou Big creators can literally build anything stupid and still it goes bonkers 🥲
- @stemonteduro (5): @marclou He already integrated it and showed it in the full video 😂 https://t.co/2sRNxwWwV4
- @3lsh916 (2): @marclou Did something similar but a little freakier: https://t.co/gGYB7MDIA9
- @neilsuperduper (2): @marclou You should really give a shoutout to @samhenrigold on this. Also check out his implementation, cool cause it tracks degree change and syncs the sound fx. https://t.co/CsYeCxuYUg
Gergely Orosz 以 Unisuper 和 Railway 为例提醒，在 GCP 上必须做跨云备份，否则谷歌一旦误删账户可能导致业务数据全部丢失。
When you are on GCP, you NEED to have a backup on another cloud, because Google can delete everything. Unisuper did this, and avoided full data loss only thanks to this. I assume Railway will no long…
受众观点：① 认同谷歌在基础设施和定价策略上不稳定，认为长期存在对付费客户不友好的历史问题（@GergelyOrosz, 244likes） ② 关注 GCP 误删或封禁案例的开发者，想了解更多类似事件和背后风险（@jakozaur, 1likes） ③ 对云计算集中化趋势感到担忧，认为互联网过度依赖少数几家云厂商会带来系统性风险（@AndreFSBarbosa, 0likes）
展开评论
- @GergelyOrosz (244): Fwiw I learned to distrust Google for infra... back in 2011!! They changed App Engine (the predecessor of GCP) pricing practically overnight, with 14 or 30 day notice (cannot remember which one it was) Google DNA not changed since re: paying customers https://t.co/ID0j9gzep4
- @jakozaur (1): @GergelyOrosz Unfortunately, there are way more cases like that with GCP, but affected companies are not that famous, so they suffer in silence. For example, see HN thread: https://t.co/gpwMuhMf9n
- @jakozaur (1): @GergelyOrosz One more case to prove the point: https://t.co/Q53u3i5TMW
- @AndreFSBarbosa (0): @GergelyOrosz I think we will probably look back at the Cloud - and having most of the internet dependant on a few mega corps - a mistake. It's very easy and confortable, but once it goes sideways there will be trouble.
- @valueless_user (0): @GergelyOrosz It’s hard to describe how crazy this is too, people will have majorities of their life savings in these accounts to, millions of $ easily
Gergely Orosz 回顾 2011 年在 App Engine 上被谷歌突然调整价格的经历，认为谷歌对付费基础设施客户的态度十多年几乎没变。
Fwiw I learned to distrust Google for infra... back in 2011!! They changed App Engine (the predecessor of GCP) pricing practically overnight, with 14 or 30 day notice (cannot remember which one it wa…
受众观点：① 认同谷歌在企业产品上经常做出伤害客户信任的决策，认为这是公司 DNA 的一部分（@GergelyOrosz, 244likes） ② 关注谷歌在 AI 和云产品线近期调整（如 antigravity、Gemini CLI 定价变化）的开发者（@tmeire_, 2likes） ③ 想要云服务投资或选型建议的从业者，希望有人系统比较几家云厂商优劣（@mumti, 0likes）
展开评论
- @tmeire_ (2): @GergelyOrosz They pulled the same thing with antigravity for enterprise yesterday. Gemini CLI would work with a $20/month code assist sub on Google cloud. The new antigravity cli only works with the more expensive agent platform api, without support for the code assist sub.
- @royalicing (1): @GergelyOrosz They have the smartest AI and then make the dumbest decisions to lose customers.
- @mumti (0): @GergelyOrosz Do you have a writeup reviewing clouds ? Thinking of investing in Azure , but not sure. Any suggestions/pointers would be welcome🙏
- @dronehead_ (0): @GergelyOrosz https://t.co/DHT256GlTE
simonw 分享自己对 Gemini 3.5 Flash 的使用笔记，指出它比 Gemini 3 Flash 贵三倍但会被谷歌大量内部采用。
My notes on Gemini 3.5 Flash - 3x the price of Gemini 3 Flash but Google are planning to use it for many of their own products https://t.co/05OXjANCUu
受众观点：① 在做 AI SaaS 或 agent 产品的开发者，关心选择哪档模型才能在质量和成本之间找到平衡。② 已经在用 Gemini 系列的工程师，希望看到第三方对 3.5 Flash 在复杂工作流中的稳定性和重试率反馈。③ 关注大厂模型定价策略的独立开发者，想理解谷歌内部“自我蚕食”旧模型背后的信号。
展开评论
- @simonw (23): Top quality commentary on that pelican on Hacker News https://t.co/NDQNt8lzrQ https://t.co/WIUZiAlXdY
- @den_spirin (0): @simonw I wonder if they are to reposition flash somewhere in the gpt\sonnet territitory or we are just witnessing the end of the intelligence too cheap to meter Gemini Tiny Flash Micro Lite for the permanent underclass
- @spanlens (0): @simonw The 3x is less scary in tokens-per-task terms vs per-token. If 3.5 Flash halves retry/repair loops in agent workflows, unit economics flip. Google self-cannibalizing 3 Flash internally is the tell - quality-per-dollar at the task level, not the token level.
- @nino_malbasic (0): @simonw Feels like the next moat is not picking the best model, it's knowing when each piece of context deserves the expensive path
- @patrickssons (0): @simonw When the cheap model gets expensive, it's because they want you to subsidise their own scaling. you're not the customer for Flash 3.5, you're the testbed.
NousResearch 宣布 Hermes Agent 接入 @browserbase 的浏览器技能 hub，可调用上百种浏览器技能在互联网上执行复杂任务。
Hermes Agent now has access to hundreds of browser skills through @browserbase’s new https://t.co/SZ93w9Z0mk hub, so agents can more reliably perform any task on the internet. You can try a skill fro…
受众观点：① 正在做 web agent、自动化运营或数据抓取工具的开发者，会关心这类浏览器技能 hub 是否能减少自己维护脚本的工作量。② 想把浏览器操作能力接入自家产品的 indie hacker，希望了解现成平台（如 browserbase）和自建 headless 浏览器方案的对比。③ 关注 Hermes Agent 或开源 agent 生态的人，想知道生态里开始出现哪些“技能市场”式基础设施。
展开评论
- @NousResearch (25): More context on the catalog: https://t.co/HuJrNTCImJ
- @HermesAgentTips (3): @NousResearch @browserbase Okay now u guys are cooking https://t.co/Fh99CQAtW5
- @PashaBuilds (2): @NousResearch @browserbase i could come here just to listen to this gorgeous music.
- @pk_iv (2): @NousResearch @browserbase hyped for this!
- @noctus91 (2): @NousResearch @browserbase great update finally giving a browser cli to a hermes agent
OpenAI 推广自家 Podcast，在 Spotify、Apple 和 YouTube 上都可以收听，作为了解产品和团队思路的官方渠道。
Listen to the OpenAI Podcast on— Spotify https://t.co/hLcRdGrfUX Apple https://t.co/0AdZ1ZteOV YouTube https://t.co/hDMl0SFHRu
受众观点：① 经常跟进 OpenAI 新能力的开发者，希望更系统地理解官方对产品定位和安全权衡的解释。② 做 AI SaaS 或插件的独立开发者，想知道从播客里能提前捕捉到哪些路线图信号，帮助自己规划功能。③ 对音频内容更敏感的从业者，寻找高质量长内容来系统补课而不是只看发布会摘要。
展开评论
- @AnisAIb6 (1): @OpenAI نافذة صوتية تأخذنا إلى كواليس العقول التي تصيغ ملامح مستقبلنا. رحلة ممتعة في دروب المعرفة والابتكار. 🎙️✨
- @Drills320 (0): Yeah chatgpt have been a useful tool in image generation and with perfect results. Chatgpt image have created many impact by scaling up some activity like graphic designing, UL/UX and some personal brand images. More generations will still rise when more people see the usefulnes…
- @cooolernemesis (0): @OpenAI This podcast format is useful because it gives more context than a launch post. Hearing the builders explain tradeoffs helps users understand where the product is really going.
- @wayanhq (0): @OpenAI Usage at this scale makes the interesting question less image quality and more which workflows turn generation into a repeatable creative system.
- @yuzumi_3 (0): @OpenAI OpenAIのpodcast、地味に聴けてないまま溜まってる。指示考えながら作業してるとこういうの後回しになるんだよな。
csaba_kissi 分享了一组面向程序员和创作者的工具链接，包括开源简历生成器、高分辨率图像视频生成、免费 CSS 代码片段和 AI 生成代码的设计层工具。
Amazing tools and apps for coders and makers. https://t.co/DiraatMcLM - Open source resume builder https://t.co/tPUFleMElO - High-Resolution Image & Video Generation https://t.co/sMhRKDMtB0 - Fre…
受众观点：① 已经在用 rx-resume、Hugeicons 等工具的开发者，认为这些开源或免费资源对项目很有帮助（@afkashish, 1likes） ② 关注 cssnippets 等精选 CSS 资源库的前端或独立开发者，希望找到高质量样式片段（@venelinkochev, 1likes） ③ 工具作者和被提及的项目方，对被列入清单表示感谢并希望获得更多曝光（@zoltanszogyenyi, 1likes; @sevalla_hosting, 1likes）
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- @afkashish (1): @csaba_kissi have used rx-resume and hugeicons these are gems in the list. but that Sana model looks incredible, definitely need to keep an eye on that repository. Thanks for putting this list together, saved a few of these for my next project.
- @venelinkochev (1): @csaba_kissi great list mate cssnippets is very well curated
- @razvanmuntian (1): @csaba_kissi great list 🔥 I can see @Shefali__J is on the list as well 😁
- @zoltanszogyenyi (1): @csaba_kissi thanks Csaba for mentioning TypeUI!
- @sevalla_hosting (1): @csaba_kissi I didn't know about this open-source resume builder.
simonw 吐槽今年 Google I/O 多是“即将推出”，只愿写已经上线可用的产品，并分享对 Gemini Spark 和 Antigravity 的一些笔记。
I don't have much to say about this year's Google I/O because I prefer to write about products that have shipped, not just "coming soon" announcements - but here are some notes on Gemini Spark and An…
受众观点：① 想做 AI 内容但容易被发布会节奏带着跑的创作者和开发者。② 在评估是否要押注 Gemini Spark、Antigravity 等新能力的工程师，希望看到“只写能亲手试的东西”这种筛选标准。③ 独立开发者群体，对如何在有限时间里筛选值得深挖的产品有强需求。
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- @_philschmid (2): @simonw Would love to hear your feedback on https://t.co/4VfyPxx5jI
- @Worldline_AI (1): @simonw The thing that keeps not making it into these release notes: what the instance does on your codebase, in your harness, on your actual task type. That is a different dataset than the eval.
- @nobulexlabs (0): the "only write about shipped products" filter is exactly right. on that note, here's something shipped and live you can try right now: 5 AI agents with strict rules, your job is to break them through prompt injection. $7,400 if you beat all 5. the last level uses cryptographic…
- @molt_me (0): @simonw "Only write about things I can try" is the most underrated policy in AI coverage right now. Half the hype cycle dies when you apply that filter 💀
- @ShokhzodjonT (0): @simonw this tracks. announcements are noise until someone actually builds something on top that couldn't exist before.
tibo_maker 发帖让大家别再回他消息，直接去链接领取自己整理的资源（疑似网站目录或外链合集），评论区在讨论其中包含的 backlink 与子论坛链接质量。
guys stop replying - can't DM all of you 🤯 just get it here -> https://t.co/b4kBg7DABk 👇
受众观点：① 关注 backlink 资源质量的站长或开发者，担心把网站提交到低质量目录会拉低整体权重（@_deepakss_, 0likes） ② 已经领取资源并表示感谢的用户，主要是想要更多曝光渠道的独立开发者（@mehran_go, 0likes; @buigiathanh2802, 0likes） ③ 只对“Backlink”这个关键词感兴趣、希望快速提升搜索排名的用户（@donkeykong88888, 0likes）
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- @_deepakss_ (0): @tibo_maker Why would you add subreddits in there, so much noise in those 400 directories. People don’t understand that a backlink from bad DA like the last 200 of yours does more harm than good
- @mehran_go (0): @tibo_maker Ty bro
- @donkeykong88888 (0): @tibo_maker Backlink
- @buigiathanh2802 (0): @tibo_maker Tks bro
tdinh_me 宣布自己这款热门应用的源代码也开始对外出售，鼓励其他人买代码后改造成属于自己的产品。
source code for this app is now also available for sale get the code and vibe your own app: https://t.co/CLV0nKtpBc
受众观点：① 认可“买现成验证过的产品再改造”的思路，觉得这是不错的商业操作和 pitch（@buildsafter5, 0likes） ② 对这款应用的营销物料和推广方式感兴趣，希望通过视频等方式帮助创始人做分发（@premstroke, 0likes） ③ 想了解上架流程和审核周期等实务细节的开发者（@MartijnSch, 0likes）
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- @buildsafter5 (0): @tdinh_me 'vibe your own app' is doing a lot of work here. basically: buy my proof it's worth building, then make it yours. solid pitch honestly
- @premstroke (0): @tdinh_me Hi Tony, if it helps - I made a product launch video for your site. Just something that I am building and looking to help founders speed up their marketing/distribution What do you think of the quality? Cheers! https://t.co/4CwwbcgoI1
- @MartijnSch (0): @tdinh_me How long did the Apple approval process take?
- @melodicgin (0): @tdinh_me First-rate business thinking!
- @dhruvalgolakiya (0): @tdinh_me lol, this is interesting
Hacker News 讨论谷歌 Gemini 3.5 Flash 模型的 API 定价，相比 3.1 flash lite 和 Pro 版本在输入输出 token 价格上的差异。
https://ai.google.dev/gemini-api/docs/models/gemini-3.5-flas...
受众观点：① 正在评估 Gemini 3.5 Flash 是否适合接入产品的 AI 工具开发者 ② 对大模型价格敏感、需要控制 API 成本的独立开发者和小团队 CTO ③ 想做多云多模型路由、但还没系统比较过各家 token 价格的工程师。
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- @f311a (0): $9/1M output
- @alexdns (0): Its Gemini 3.5 Flash
- @swe_dima (0): Flash family but costs like a Pro. $9 vs $12 for output.
- @asar (0): $1.5/m input tokens $9/m output tokens 6x the price of 3.1 flash lite
- @himata4113 (0): Engineers at google have publically stated that the models are too big and are far from their potencial. Glad they're being proven right with every release. They continue to focus on smaller models while openai and anthropic are increasing compute requirements for their SOTA mod…
多家媒体报道谷歌将默认在搜索结果中加入 AI 概览和对话式界面，引发 HN 用户对搜索体验恶化和竞争搜索引擎机会的讨论。
https://www.nytimes.com/2026/05/19/business/google-seach-bar..., https://archive.ph/XI1sQ https://techcrunch.com/2026/05/19/google-search-as-you-know-... https://www.theverge.com/tech/932970/google-s…
受众观点：① 依赖 Google 搜索获客的独立开发者和小型 SaaS 创始人 ② 做内容营销、担心 AI 概览截流的技术博主和工具作者 ③ 正在评估 Kagi、DuckDuckGo 等替代搜索引擎的开发者用户。
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- @egorfine (0): Web search won't make shareholders happy. Agentic capabilities and AI-powered interactive features in the search experience - most definitely will. > You can still view traditional results only by selecting the “Web” tab in Google Search I think we should still get a couple of y…
- @embedding-shape (0): Basically people who want to search, will now not be able to, they'll be forced into a UI they might have consciously avoided, otherwise they'd be using their chatbot in the first place. Seems like a strange UX decision, rather than recommending "Hey maybe you want to try our ch…
- @ivraatiems (0): Kind of Google to create a market opening for its competitors like this. I hope Kagi, Bing, and DuckDuckGo are taking notes.
- @hyperhello (0): Every organization eventually is taken over by the people who operate within it effectively, to the detriment of the people who operate outside and provide the actual public value. Google’s making a terrible, though understandable, mistake. They think people go to Google to see…
- @caspper69 (0): It's been over for years. Google scares companies into bidding against each other just to be seen. It's a complete farce & a racket. It's the pay to play web.
Texas Instruments 的 Antoine Zambelli 在 HN 发布 Forge，一个为本地自托管 LLM 提供工具调用可靠性层的开源项目，并给出大量评测数据。
Hi HN, I'm Antoine Zambelli, AI Director at Texas Instruments. I built Forge, an open-source reliability layer for self-hosted LLM tool-calling. What it does: - Adds domain-and-tool-agnostic guardrai…
受众观点：① 想在本地跑 agent、又担心多步任务稳定性的独立开发者 ② 正在做 AI 工具或代理框架、需要提高工具调用成功率的工程师 ③ 对比云端 API 和本地模型性价比、想压成本又不想牺牲可靠性的技术创始人。
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- @zambelli (0): Happy to answer questions about the eval methodology, the backend findings, or anything in the repo. I'll be around.
- @tommica (0): What are "guardrails" in this context? Is it correctly understood that this would sit between my pi agent and llama-server, and it would do what exactly?
- @k__ (0): So, this basically ensures that models call the right tools with the correct format?
- @jf (0): Tangentially related: Since you are at Texas Instruments, I wonder if you could find out what the status is of the intellectual property for the TI Explorer lisp machines. I know who owns the IP for Genera, but wasn’t able to find out about TI’s lisp OS
- @xiaod (0): I'd be curious about the eval methodology. In production coding tasks, the gap between benchmark scores and actual workflow integration can be significant. What does the error recovery loop look like?
Hacker News 讨论 Qwen 最新模型发布和评测数据，用户关注其与 Opus 等竞品的对比、开源权重计划以及编码代理在实际开发中的表现。
Qwen3.7-Max: The Agent Frontier
受众观点：① 想尝试 Qwen 模型、但不确定是否适合生产环境的 AI 工具开发者 ② 正在选型编码助手或 agent 模型的独立开发者和小团队 ③ 对多云多模型策略感兴趣、希望在 OpenAI/Claude 之外增加一个高性价比选项的工程师。
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- @goyozi (0): These are very good numbers. I still don’t get why they don’t compare against latest competitor versions in these posts, it’s not like we’re all not going to notice.
- @bratao (0): It is super strange that all last (3?) releases they keep comparing older models such as Opus-4.6.
- @tarruda (0): Looking forward to more open weight releases from Qwen, especially 122B and 397B.
- @bsenftner (0): Any reports from people using their coding agent(s)?
- @tekacs (0): As they start to release more proprietary models, I so wish that they partnered with one of the major US hyperscalers to allow using these models through something US-domiciled. Totally understand why it may not be reasonable or in their best interest (and that the US is _absolu…
Hacker News 讨论 Pokémon Central Wiki 在依赖 Google 搜索流量和 AdSense 广告的情况下，突然被 Google 大幅降权或不再抓取所带来的流量和收入打击。
Apparently Google hates us now
受众观点：① 站长和内容网站运营者关注 Google 抓取策略不透明、流量骤降直接影响广告收入和生存空间（@echelon） ② 开发者和普通用户对 Google 越来越倾向把用户留在搜索结果页、削弱外部网站流量的趋势感到担忧（@echelon） ③ 读者对标题表述不清、希望直接点明是 Pokémon Central Wiki 被 Google“讨厌”的事件来源更感兴趣（@ChrisArchitect）
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- @clacker-o-matic (0): oof that sucks; i really wish there was more info on why google decides to crawl or not crawl a page
- @drcongo (0): https://xcancel.com/pokemoncentral/status/205712380740463825...
- @echelon (0): Pokemon Central runs ads (Google AdSense at that!), which is probably how they pay for everything. Google is likely their biggest inbound source of traffic, so they're probably experiencing a marked revenue drop as well. It's unfortunate that so many livelihoods are subject to t…
- @frouge (0): I can even tell you that Google hates us all
- @ChrisArchitect (0): Title could be: Apparently Google hates Pokémon Central Wiki now (to be clearer what the source of the post is)
Hacker News 讨论 asm.js 被淘汰、WebAssembly 成为主流后，依赖 asm.js 做性能优化和运行时代码生成的项目将何去何从，以及开发者对这项技术的怀旧与迁移担忧。
Saying Goodbye to Asm.js
受众观点：① 一些开发者对 asm.js 退场感到惋惜，认为自己基于 asm.js 的高性能实现在 wasm 上难以复刻（@theultdev） ② 有人担心原本依赖 JS 运行时代码生成做性能优化的方案在 wasm 时代实现成本更高（@stkdump） ③ 也有人认为这是 WebAssembly 统一高性能 Web 运行时的自然演进，表达“Asm.js is dead! Long live WebAssembly!”式的乐观态度（@drob518）
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- @theultdev (0): Sad day. I have a sha256 hasher in asm.js that's faster than any wasm solution.
- @koolala (0): Never saw those monkey prints before https://monkeyink.com/ink/blog/archives/2016/08/_this_is_a_f... "The image is a collage of antique open source art reflecting the open source code."
- @css_apologist (0): o7
- @stkdump (0): There goes my plan to use js code generation at runtime to make my algorithms faster. Doing this with wasm will be much harder.
- @drob518 (0): Asm.js is dead! Long live WebAssembly!
Hacker News 继续讨论 Google Cloud 自动化流程误封 Railway 账号、导致服务中断的事故复盘，评论聚焦于云厂商单方面风控决策如何给依赖其基础设施的创业团队带来生存风险。
Previous thread: Incident Report: Railway Blocked by Google Cloud [resolved] - https://news.ycombinator.com/item?id=48201484
受众观点：① 有人注意到 Railway 最近多次因为第三方自动化系统而被动上新闻，担心这类事件对小团队品牌和业务连续性的伤害（@Jgrubb） ② 评论者提到这并非 Google Cloud 第一次严重影响客户账号，认为其基础设施风控存在系统性问题（@AlfieJones） ③ 部分用户把 Google 的行为类比为早年的微软，担心其在云基础设施上的垄断和不稳定政策（@rurban）
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- @Jgrubb (0): Railway has not had the best month in the tech press have they? And in both cases it was an automated process belonging to some other party that put them there, damaging their reputation. I was going to talk to our google rep about their killing the Gemini cli but this is way mo…
- @AlfieJones (0): This isn’t the first time Google Cloud has seriously messed with a customer’s account: https://cloud.google.com/blog/products/infrastructure/detail...
- @rurban (0): Google, the new Microsoft!
- @ChrisArchitect (0): Related discussion during the incident: https://news.ycombinator.com/item?id=48201484
- @tptacek (0): Duplicate of: https://news.ycombinator.com/item?id=48201484
Hacker News 讨论 Google“悄悄”用 AI 回答搜索结果、引用全网内容带来的幻觉和操纵风险，评论者担心 LLM 训练数据质量、事实可信度以及未来搜索体验被 AI 污染。
Google's AI is being manipulated. The search giant is quietly fighting back
受众观点：① 一些用户对“万物 LLM 化”感到厌烦，认为大量文本被模型重写后体验更差（@63） ② 有人直接表达对当前 AI 质量的失望，觉得很难在实际场景中信任或使用（@josefritzishere） ③ 也有评论者从训练数据和事实可信度角度担忧，讨论需要更好地标注来源权重、区分事实与观点，并对 Google 是否真在“反击假信息”持怀疑态度（@JKCalhoun, @dmortin, @dijksterhuis）
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- @63 (0): Seems like a lot of entities are "quietly" doing things these days. The llm-ification of every piece of text on the internet is driving me crazy
- @josefritzishere (0): AI is such garbage. You can't use it for anything.
- @JKCalhoun (0): Yeah, the internet seems like a big poison pill. Training on the whole internet feels like citing the National Enquirer (or the Daily Mail?) for a school essay. Having an archive of "curated" training data seems like it is going to be important. Otherwise you need "AS" (artifici…
- @dmortin (0): There should be some warning if some "fact" is only supported by one or very few obscure sources. The strength of the sources should be clearly indicated in the answers to help users gauge how trustworthy the info is.
- @dijksterhuis (0): > I was able to demonstrate the problem by publishing a single article on my personal website about my hot-dog-eating prowess. One blog post ... that's all it takes. i'm actually surprised it's that bad. i would have thought it'd take more effort, but i guess it could depend on…
Hacker News 讨论域名与邮箱服务商 Infomaniak 的创始人公开信，以及用户对其隐私伦理承诺和实际产品体验的褒贬不一反馈。
Infomaniak transitions to a foundation model to protect user data privacy
受众观点：① 部分用户因 Gandi 被收购后体验变差而迁移到 Infomaniak，并对其隐私和客服质量较满意（@p4bl0） ② 有人吐槽创始人群发邮件标题里强调“important”带有操控意味，质疑其自称道德更高却细节拉胯（@trvz） ③ 多位用户认可 Infomaniak 的隐私与可靠性，但认为管理界面混乱、产品线发散，影响日常使用效率（@alex_suzuki, @ku1ik）
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- @p4bl0 (0): I moved my domains and mailboxes from Gandi to Infomaniak when Gandi went from "no bullshit" to full shit hole after TWS bought them. The service is top quality and their customers service was really helpful in transferring my third-level .name domain which has always been a has…
- @trvz (0): I've received an email about this with the subject: "An (important) message from the founder of Infomaniak" Putting "important" in there, even in parentheses, is highly disrespectful, as it implies the necessity to be read immediately, whereas in reality this doesn't have any im…
- @gherkinnn (0): What is it with company blogs that outright refuse to link to their product pages?
- @alex_suzuki (0): I use Infomaniak for personal domains, along with DNS. I really want to like them. But their management UI is just... horrible? Also the product offering feels increasingly unfocused, with kSuite and kDrive.
- @ku1ik (0): This is a good news. I moved my domains from DNSimple to Infomaniak last year, as part of my rely-less-on-US-infra-and-services strategy. I chose them for their dedication to privacy, ethics and transparency. This change reassures me this was a good choice. For those who are/wer…
anulagarwal 吐槽某航班搜索应用结果严重不准，与 Google Flights 对比发现显示了不存在或缺失的航班，认为是没测试就上生产的典型翻车。
it is broken af - this is what happens when you vibecode into production without testing Google Flights show me ton of options for same dates + cheaper flights but this app shows me flights that don'…
受众观点：① 正在做航班、酒店、票务等聚合搜索或推荐产品的开发者，对数据源质量和测试流程很敏感。② 做 AI 排程、旅行助手这类应用的 indie hacker，可能会天真地信任单一 API 返回结果，需要被提醒加一层校验。③ 关注“vibecode into production”现象的工程师，对如何在快速迭代和基本可靠性之间做权衡感兴趣。
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- @arifgpt (21): @anulagarwal i don’t think they target india https://t.co/IRoxYwo4lu
- @anulagarwal (7): all of this could have been solved by codex/claude imo
- @anulagarwal (5): if this was his marketing trick that users post about the app considering it is faulty then it is a poor one
- @twozeds__ (4): @anulagarwal Indians are not their ICP dawg
- @muso_am (2): @anulagarwal Data feeds for flight search are also hard to find and get working
coreyhainesco 推出 SaaSpricing.com，一个可搜索的 SaaS 定价页大库，解决开发者找最新定价页面灵感却总被旧博客截图困扰的问题。
Introducing: https://t.co/5UxTYTWRhh 🎉 The largest searchable library of SaaS pricing pages on the internet. Trying to find good SaaS pricing page references is annoying. Every search lands you on th…
受众观点：① 一直为定价页设计发愁的创始人和设计师，希望在保持熟悉布局的同时做出一点差异化（@saismo, 1likes） ② 期待在此基础上叠加智能分析或“定价页优化器”能力的用户，希望工具能给出改进建议（@geren8te, 1likes） ③ 认为这是一个急需且实用的定价参考库，对产品本身表示认可的 SaaS 从业者（@shiyam_kashfiq, 1likes）
展开评论
- @saismo (1): @coreyhainesco Nice! 👏 I’ve always struggled with designing pricing pages since they all look mostly the same and it’s hard to be somewhat unique but still familiar enough for potential customers. Here’s ours if you want to add it to the collection: https://t.co/awsvZ6lznG
- @geren8te (1): @coreyhainesco Make a pricing page optimizer skill that connects to this?
- @shiyam_kashfiq (1): @coreyhainesco A much‑needed, up‑to‑date pricing reference library-well done!
- @coreyhainesco (0): Come hang! https://t.co/UradfwxrT6
- @zeroXserdar (0): @coreyhainesco Great job as usual, Corey but this font is unbearable :) And you used it on the CTA button as well. https://t.co/Enn8yIHjW8
anulagarwal 计划在 Product Hunt 上发布自己的 SaaS，询问现在在那里首发是否还值得。
Planning to launch my SaaS on product-hunt, Is it worth it anymore to launch there? https://t.co/WYxTx0KJQw
受众观点：① 准备发布首个 SaaS 的独立开发者，对渠道选择和时间投入很纠结。② 已经听说 Product Hunt 但不了解现状的新手，希望看到更接地气的成本收益分析。③ 关注分发和冷启动策略的创作者，想比较 PH 与 X、即刻、小红书等平台在早期阶段的作用差异。
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- @dhruvalgolakiya (1): @anulagarwal nope, if you don't have audience don't try peelist or any other small launch platforms
- @meet244 (1): @anulagarwal it's mostly just vanity metrics now. better to focus on building an email list or finding your first 100 power users on x first
- @heyitzami (0): @anulagarwal unless you want to get like 100 emails trying to sell you domain stuff, not really 😄
- @byalexai (0): @anulagarwal it depends on whether your product is featured or not. If you're not featured outisde the homepage and rankings so then not. If you're featured absolutely. But I think you need to improve the product, currently not able to communicate why you're different than anyon…
- @pobidowski (0): @anulagarwal If you think you can engage enough to secure at least #5 spot, then yes.
AnatoliKopadze 推荐 Geoffrey Hinton 的一场 47 分钟演讲，强调 AI 已在多项认知任务上领先人类，并分享自己基于演讲做出的 18 步 Claude 实战使用指南。
Godfather of AI: "If you sleep well tonight, you may not have understood this lecture." This 47-minute lecture is the best thing I saw about AI in the last few months. It will definitely help you und…
受众观点：① 已经在用 Claude 但停留在“问答搜索”层面的普通用户和开发者，希望升级为系统性使用。② 对 AI 安全和未来走向有焦虑的从业者，想看到从宏观担忧落地到日常工作流优化的路径。③ 刚入场的独立开发者，想用一套可复制的 prompt/流程把 Claude 变成长期“合伙人”。
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- @Tsung_Han_Wu (13): @AnatoliKopadze https://t.co/1sDF2TDe5F
- @grim_nomad (6): I've watched a lot of AI lectures. Most of them are either hype or academic. Hinton's is neither - it's someone who built the foundation telling you what he actually thinks is coming. The part that stuck with me: he's not scared of AGI as a concept. He's scared of who controls i…
- @MikeMachata (3): @AnatoliKopadze There is another path. A substrate that allows for more biomimetic design for compute that also could be repurposed to augment and strengthen structures of the brain without surgery allowing for cognitive repair, extension, and expansion. This path will be unveil…
- @VibeCoderOfek (2): @AnatoliKopadze One-liner gut punch: the lecture is right that AI is already doing things its creators didn't intend, but the part that actually keeps me up at night is how fast those unintended capabilities compound once you give them persistent memory and tools.
- @DJatolia56243 (2): @AnatoliKopadze Most people still use AI like a smarter Google search. The real advantage comes when you use it as a thinking partner, researcher, editor, analyst and operator at the same time.
Andrew Ng 宣布上线一门全新 Agentic AI 课程，系统教授四种关键 AI 智能体设计模式，面向想学习实作代理系统的开发者和从业者。
Announcing my new course: Agentic AI! Building AI agents is one of the most in-demand skills in the job market. This course, available now at https://t.co/Ryb1M38I1v, teaches you how. You'll learn to…
受众观点：① 关注 AI 职业路径、想系统补齐 agent 能力栈的工程师和学生 ② 已在用现成 agent 框架但缺乏原理理解的独立开发者 ③ 想评估付费课程性价比、筛选靠谱学习资源的从业者。
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- @xuemanzi8848 (5): @AndrewYNg Education will be the real revolution of this AI era — not replacing teachers, but scaling mentorship to everyone.
- @jsk_002 (4): @AndrewYNg too expensive😭，can we subscribe this course pre month？😭
- @SamGrisanzio (0): @AndrewYNg Finally someone teaching actual implementation instead of just hyping AI agent frameworks endlessly.
- @DEXLaboratory4 (0): @AndrewYNg This might be a good starter tbh, but building agents will become obsolete in the next 24 months as natural language creation gets more popular. @workloopai for natural language building + execution @avm_codes for execution layer of any agentic ai solution
- @ai_for_success (0): @AndrewYNg Always bring up the best.
DataChaz 吐槽 OpenClaw 用户为跑代理特地买 Mac mini 的现象，引出大家分享用树莓派、Switch 等设备部署 OpenClaw 或 Hermes 等代理的搞笑与性价比讨论。
OpenClaw users who bought a Mac Mini right now: https://t.co/CYTSVPOfY3
受众观点：① 想尝试 OpenClaw 等本地/自托管代理框架的开发者 ② 预算有限、纠结要不要为 AI 工作流单独买一台 Mac mini 的独立开发者 ③ 对 Hermes、OpenClaw 等新一代 agent 基础设施感兴趣的技术用户。
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- @JC_Midwest (47): @DataChaz Ironically the douchebag pushing Mac mini’s for open claw is now all in on hermes. Never trust the snake oil sales people of the software world. @AlexFinn
- @passluo (44): @DataChaz my claw is living in my nintendo switch i don't know why people went to buy macs 🤣🤣🤣 https://t.co/q7KR8X2ZhD
- @__jaypio__ (28): @DataChaz Openclaw has been living in my raspberry pi since Jan. No need to get mac mini just for openclaw 😆
- @RealDavidIsrael (25): @DataChaz Why? I love having a Mac mini for my Hermes agent to live in.
- @DataChaz (10): Great post, as always, from my friend @akshay_pachaar! Easily one of the best among us.
英伟达分享黄仁勋关于 AI 将接管重复性工作、提升生产力的观点，引发围绕裁员、算力瓶颈和经济结构变化的激烈讨论。
Our CEO Jensen Huang explains why AI can take on routine tasks, boost productivity, and help people focus on more meaningful work. https://t.co/pthLBagfw0
受众观点：① 关注 AI 对就业和职场影响的程序员和白领 ② 想用 AI 工具提升个人产出、但担心被替代的技术从业者 ③ 试图判断 AI 基础设施投资和算力供需对创业机会影响的独立开发者和小团队。
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- @trader__insight (20): Trump said buy Dell. Jensen Huang showed up to explain WHY. Dell AI Factory 2.0 just dropped. Jensen Huang just called Dell "the world's leading computer systems maker" on stage at #DellTechWorld2026. Jensen also told #H200 chip access is China's call, not his. He's warning that…
- @quantumaidev (13): @nvidia What are meaningful work as per Jensen? An entire generation of white collar jobs are created because of these routine tasks.. not everyone is genius to innovate daily!
- @ColdBootSignal (8): Jensen is probably right about the big picture. AI will grow output, productivity, and maybe GDP. But that doesn’t mean companies need more people inside the building. A public layoffs tracker tracks 110k+ tech workers cut across 144 companies in 2026. Meta is reportedly cutting…
- @NodeToday (6): @nvidia Always funny how “AI will handle routine tasks” sounds relaxing until every routine task turns out to be connected to seven workflows, three managers, and one spreadsheet named final_FINAL_v9.xlsx.
- @Pixel_Scriber (5): AI only really expands GDP when access to compute stops being the bottleneck and shifts from centralized control to something more distributed and efficient. The real unlock is making large scale models cheaper and easier to run so more people can actually build and deploy on to…
minchoi 感叹 Claude 新增语音模式、Agent Teams、插件市场、持久记忆、1M 上下文等一系列功能后，OpenClaw 这类独立代理框架仿佛被全面碾压。
RIP OpenClaw 💀 Claude now has > Voice mode > Agent Teams > 38+ Connectors > Cowork Projects > Scheduled tasks > Plugin Marketplace > Persistent memory > 1M Context window >…
受众观点：① 在评估用 Claude 等大厂代理能力还是自建 OpenClaw 类框架的开发者 ② 想做多代理协作、长上下文工作流的 AI 产品团队 ③ 关注开源生态在强势闭源产品冲击下如何找到定位的独立开发者。
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- @Umesh__digital (87): @minchoi OpenClaw is still preferred due to its open source nature. Claude is vendor specific and bound. less flexible.
- @ManaevLab (4): @minchoi The persistent memory + 1M context window combo is what changes the game. Been running AI agents that orchestrate across multiple platforms and the context window limitation was always the bottleneck. With this stack Claude is basically an OS now, not just a chatbot.
- @BlakeHer_on (0): @minchoi the gap between claude today and claude six months ago is hard to explain to people who haven't been watching.
- @biggie2309 (0): @minchoi It is really unbelievable how much these guys ship from day to day 😍😍😍
- @gnotnuk (0): @minchoi that feature ist is basically a to-do list for every ai startup in silicon valley. also and claude just checked every box at once. that dispatch - for remote control is the sleeper hit here.
Claude 官方介绍 Cognition CEO Scott Wu 和基于 Claude 打造的 AI 软件工程师 Devin，强调其目标是让每个工程团队的软件开发速度提升 10 倍。
Scott Wu (@ScottWu46) runs @cognition, the team behind Devin, an AI software engineer built on Claude. He wants to make building software 10x faster for every engineering team: https://t.co/5AKOp2vXE6
受众观点：① 关注 Devin 等 AI 编程助手、想评估其真实生产力提升的工程师 ② 想用 AI 降低人力成本、加快交付节奏的技术团队负责人 ③ 对基于 Claude 搭建垂直 AI 工程师产品感兴趣的独立开发者和创业者。
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- @claudeai (197): From The Problem Solvers, a new series featuring founders taking on hard problems with Claude: https://t.co/lXWwc2eHPe
- @NoCoSaL (10): @claudeai @ScottWu46 @cognition So what is the devin bro doing right now, he was supposed to take our jobs earlier😭😭
- @heyyritik_ (9): @claudeai @ScottWu46 @cognition https://t.co/NpH6Ke9mVb
- @anshdixit123 (6): @claudeai @ScottWu46 @cognition Devin was never built on Claude, come on
- @alihaydar_58_ (5): Çin kökenli Amerikalı bir çocuk… 7. sınıfta matematik yarışmalarında sorular çözüyor, yıllar sonra ise Silicon Valley’de “ilk AI yazılım mühendisi” Devin’i geliştiren milyar dolarlık yapay zeka şirketi Cognition’ın CEO’suna dönüşüyor Scott Wu’nun hikâyesi gerçekten biraz gelecek…
Gemini 宣布推出 24/7 个人 AI 代理 Gemini Spark，可在用户设备离线时后台自主执行任务，并在重大操作前征求用户确认。
Gemini Spark is your new 24/7 personal AI agent. Give it a task and it works autonomously in the background, even if your phone and laptop are turned off. You choose to turn it on and it's designed t…
受众观点：① 深度使用 Google 生态、期待更强自动化的重度用户 ② 想在 Gemini 之上构建个人或团队工作流的开发者 ③ 关注 agent 安全、权限和用户信任设计的产品经理和独立开发者。
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- @GeminiApp (202): Gemini Spark will roll out to trusted testers this week, and as a Beta for U.S.-based Google AI Ultra subscribers next week. We'll also be bringing a version of Gemini Spark to businesses through @GoogleWorkspace and Gemini Enterprise as well. https://t.co/8Whs6dBCwR
- @ShawverTech (11): @GeminiApp @rayanabdulcader I feel like we really speedrunning the “AI assistant handles your whole life” timeline now
- @realAyaanDar (6): @GeminiApp Finally Google finally released an agent which can utilise it's vast amount of systems and perfectly integrate with the google ecosystem. https://t.co/XdFDTyhMUZ
- @strangersolemn (6): @GeminiApp https://t.co/cTJgkXsVL5
- @realAyaanDar (6): @GeminiApp Claude Cowork right now: https://t.co/Yak5c0292H
BTCqzy1 展示如何通过 MCP 协议把 Claude Code 原生接入 Financial Datasets 金融数据库，实现一键连接全球股票和多源金融数据，由 Claude 直接完成投研分析。
炸裂了！Claude Code 已通过 MCP 协议原生接入 Financial Datasets 金融数据库，可以直接帮你分析股票！ 60 秒配置，一键连接 全球 17,000+ 只股票、30+ 年完整财务底稿。 实时股价、SEC 原档、财务报表、公司新闻、加密货币数据，全部随叫随到！ 下面视频是我输入【帮我分析英伟达这三年的财务数据】，Claude 瞬间输出五大投研板块： • 盈利能力穿透…
受众观点：① 想用 Claude 做量化研究或基本面分析的个人投资者和工程师 ② 在做金融数据产品、希望用 MCP 暴露数据给大模型的开发者 ③ 对“AI + 实时金融数据”组合感兴趣、但缺乏数据接入经验的独立开发者。
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- @BTCqzy1 (113): 60秒安装教程 1.打开claude终端，输入以下命令： claude mcp add --transport http financial-datasets https://t.co/eMJv9Li6zR 2.在 Claude 界面输入 /mcp 并回车，系统会自动跳转浏览器。点击 Allow 完成授权后返回终端。 (看到 financial-datasets 显示为绿色 Connected 即表示安装成功！) 安装完成之后直接输入测试 分析 NVDA 近三年的财务数据或者其他你想要的～
- @huacnlee (30): @BTCqzy1 你试试这个，提供的金融数据范围更广更全，127 tools。 claude mcp add --transport http longbridge https://t.co/nUfwKsj7A8 https://t.co/svTdiMqZzS
- @WEB3_furture (17): @BTCqzy1 Claude现在有好几个官方插件可以研究了，直接问claude能不能买🤣
- @lliu54827 (2): @BTCqzy1 我用 Claude 看 K 线 8 个月了，但一直是手动把数据喂进去。 这个 MCP 如果能接实时数据，就不用每天复制粘贴了。 问题是 SEC 原档我其实看不完。数据越多，偷懒的理由也越多。
- @Hans_dalada (2): @BTCqzy1 这个可以看大A吗
IndieDevHailey 介绍 GitHub 爆火项目 Firecrawl，这是一款为 AI 应用准备的智能爬虫，可将任意网站自动抓取清洗并输出为结构化数据供 LLM 使用。
最近在开发圈很火的 GitHub 项目 Firecrawl， 一个专门给 AI 用的智能爬虫，已经 7万+ Star 了。 一句话总结： 它可以把任何网站，直接变成 AI 能用的数据。 只要给它一个 URL，它就会自动： - 抓取整站页面 - 清洗网页内容 - 解析结构信息 - 输出 Markdown / JSON 也就是说： 网站 → 结构化数据 → 直接喂给 LLM。 现在很多 AI 项目的…
受众观点：① 在做 RAG 知识库或 AI Agent、需要稳定网页数据源的开发者 ② 目前用自写爬虫脚本、想评估是否迁移到 Firecrawl 这类一体化方案的独立开发者 ③ 想把现有网站内容快速“喂给 AI”的内容团队和产品经理。
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- @IndieDevHailey (16): https://t.co/atasdATdOP
- @frostybabax (2): @IndieDevHailey @grok bu nedir ? ilgi gören ve önemli bir proje mi ?
- @huangchengyi414 (1): @IndieDevHailey @grok 深度调研对比一下Firecrawl 以及agent-brower，brower-use ,playright 这些爬虫项目各自应用场景和优缺点，那个最强
- @jaimesolis (0): @IndieDevHailey 爬虫能力强，但数据质量才是瓶颈，很多网站反爬虫做得越来越狠。
- @RanRan113080440 (0): @IndieDevHailey 上个世纪的产物了，还最近很火
这条帖子演示如何在 Claude Code 里通过 financial-datasets MCP 接入实时股票、加密货币和财报数据，用一个命令在 60 秒内搭出类 Bloomberg 的金融数据查询环境。
CLAUDE CODE PUEDE AHORA EXTRAER DATOS EN VIVO DE MÁS DE 17.000 ACCIONES, PRECIOS DE CRIPTOMONEDAS Y ESTADOS FINANCIEROS EN SEGUNDOS. Un comando. 60 segundos. Listo. Aquí está la configuración exacta:…
受众观点：① 很多人关心这个方案是否真的能替代 Bloomberg、成本到底多高（@JuanMaFC75, 11likes） ② 有用户提醒服务本身并不免费、按查询计费且有月费门槛（@turkjason, 0likes） ③ 也有人质疑在严肃金融分析中的能力边界，认为目前更适合轻量研究或个人使用（@danielslevi, 0likes）
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- @JuanMaFC75 (11): @igus_ai El servicio existe y funciona. Pero el tweet omite que no es gratis. Cada consulta tiene coste: desde $0,02 por precio de acción hasta $0,10 por estados financieros completos. El plan mensual arranca en $200. Y no, no sustituye a Bloomberg. Son productos para usos disti…
- @danielslevi (0): @igus_ai Ojo, es bastante limitado para cosas serias, más allá del costo.
- @turkjason (0): @igus_ai https://t.co/UcPWcLnAgz is not a free service. It works but not free.
- @nicos_ai (0): @igus_ai wow
- @chesnyfcb (0): @igus_ai muy top
这条推文介绍了 Rust 写的无头浏览器引擎 Obscura，主打低内存占用、极快启动和 CDP 兼容，用来替代 Headless Chrome 为爬虫和 AI Agent 提供高性能浏览器环境。
兄弟们，Headless Chrome 该退休了！ 有人用 Rust 搓了个专给 AI Agent 和爬虫用的无头浏览器引擎——Obscura，性能直接把 Chrome 按地上摩擦： ① 内存只吃 30MB（Chrome 吃你几个G） ② 启动只要 85ms，快得离谱 ③ 整包才 70MB，Chrome 装完硬盘哭了 还支持 CDP 协议，Puppeteer、Playwright 无缝接，你原来…
受众观点：① 有人关心 Obscura 是否会被集成进 Hermes 等现有 Agent 框架，期待生态级支持（@Teknium, 129likes） ② 有开发者质疑其在复杂 E2E 场景下的兼容性，指出 Playwright 等脚本在 Obscura 上跑不起来（@m13v_, 0likes） ③ 也有人反馈当前对 Playwright 的兼容性存在问题，说明“无缝接入”仍有落地差距（@0x1010001010, 0likes）
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- @Teknium (129): @NFTCPS Should we add support in Hermes?
- @luvsw2 (4): @NFTCPS 여기네요 https://t.co/S3XYVV7Ymx
- @m13v_ (0): @NFTCPS 30MB 内存 85ms 启动这些指标对静态爬虫有用, Agent 真要跑的是带登录态的 E2E, 评论已经有人实测 Playwright 跑不起来. 反检测和 DOM 稳定性才是真瓶颈
- @WWTLitee (0): @NFTCPS 内存省得我都不想动
- @0x1010001010 (0): @NFTCPS 测试过了，不兼容playwright
这条推文把一个名为 claude-code-setup 的所谓 Anthropic 官方插件当成 Claude Code 的自动化配置向导，教人用 /plugin install 命令安装并搭建 hooks、skills 和 MCP servers。
Claude Code es confuso hasta que instalas esto 🔖 Hay un plugin oficial de Anthropic llamado claude-code-setup. Te dice qué automatizaciones puedes montar (hooks, skills, MCP servers, subagentes…) y c…
受众观点：① 有人指出“claude-plugins-official”并非 Anthropic 官方来源，命名方式本身就像典型钓鱼模式（@Loscarg00, 17likes） ② 也有评论直接否认“官方插件”说法，强调 Claude Code 目前没有插件系统、/plugin install 命令并不存在（@NeutralLayer, 11likes） ③ 还有人从工程角度提醒：就算安装顺利，真正的问题在于下游 MCP 返回的 JSON 模糊、工具选择错误，痛点不在 setup 本身（@m13v_, 3likes）
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- @Loscarg00 (17): @arceyul 1. "claude-plugins-official" no es de Anthropic. El nombre suena oficial pero no lo es. Anthropic no tiene ningún repositorio ni registry de plugins con ese nombre. 2. El formato huele a phishing. El patrón nombre@fuente-que-parece-oficial es una táctica clásica
- @NeutralLayer (11): @arceyul "Plugin oficial de Anthropic" — Anthropic no tiene un sistema de plugins para Claude Code. No existe ese concepto. @claude-plugins-official — no es un repositorio ni fuente reconocida por Anthropic El comando /plugin install — no existe en Claude Code. No es un comando…
- @m13v_ (3): @arceyul escenario: instalas el plugin, te recomienda 6 MCP servers, enchufas 3. el problema no está en el setup. dos devuelven JSON ambiguo y el agente elige la herramienta equivocada cada vez. lo que se rompe vive río abajo del install. https://t.co/atQiWuZX9Q written with ai
- @IsrafilOnchain (0): @arceyul thanks for sharing the installation steps for claude-code-setup
- @Medvidio (0): @arceyul Thanks… I’ll save it for myself
这条推文以“OptimAI Prime 上线”为噱头，宣称正在启动一个具备实时上下文、可部署 Agent 和活跃市场的 agent-native 网络，但没有给出具体产品形态和技术细节。
Initializing next internet… OptimAI Prime online. Live context synced. Execution stable. Agents deployed. Marketplace active. Infrastructure learning with every interaction. Not a product launch. An…
受众观点：① 有人把它理解成“一键下发任务、自动完成所有工作”的理想化 Agent 系统，期待极简操作体验（@Ur_shaman, 73likes） ② 也有人兴奋于“Agents running the internet”的愿景，把它看成互联网形态演进的一步（@AliceInfoAi, 40likes） ③ 还有用户保持观望态度，觉得愿景宏大但想看实际落地效果再判断（@RsShanto2, 5likes）
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- @Ur_shaman (73): @OptimaiNetwork Just the prompt and one click, all task will be done https://t.co/Xgr0uJDvjM
- @AliceInfoAi (40): @OptimaiNetwork Agents running the internet.
- @sayurku44194 (17): @OptimaiNetwork The evolution of the internet here with OptimAI Prime. Can't wait to see how this agent-native network transforms our digital interactions! 🚀 #Innovation #AI
- @md_jeffery2347 (6): @OptimaiNetwork OptimAI Prime, agent-native network... so the internet is gonna be run by robots now? And it's learning? What if it learns to be lazy like those pigeons?
- @RsShanto2 (5): @OptimaiNetwork Curious to see how this actually plays out. Feels ambitious, but I'm watching.
这条长文推文系统对比了 MediaCrawler、Agent-Reach、jina-cli 和 x-tweet-fetcher 等开源工具在国内外社交媒体数据采集中的适用场景和坑点，给做 AI Agent 的人一份爬虫选型指南。
最近试了几个爬虫工具，分享下我的使用体验 做 AI Agent 的时候，数据采集是最头疼的环节。 MediaCrawler（45K+ stars） 如果你要做国内社交媒体的内容抓取，这个几乎是唯一选择。 支持的平台很全：小红书、抖音、B站、微博、快手、知乎、百度贴吧。代码质量不错，社区活跃，更新也及时。 唯一的缺点是它专注国内平台，如果你想抓 Twitter，这就帮不上忙了。 Agent-Rea…
受众观点：① 有人分享 x-tweet-fetcher 搭配 Firecrawl 或 Browserless 的组合玩法，用来绕过部分 Twitter 限流和登录墙，提升生产环境稳定性（@RedSwelling, 18likes） ② 也有评论从老爬虫视角提醒：开源工具适合玩票，真正到百万级抓取时，验证码、IP 池和指纹维护成本会爆炸（@Pangolinfo_API, 0likes） ③ 还有人顺势推荐自家或其他工具，说明大家都在寻找更省心的 Twitter 抓取方案（@sunny_unifAI, 0likes）
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- @RedSwelling (18): @servasyy_ai 补充一条：x-tweet-fetcher其实还有个隐藏用法，把它跟Firecrawl或者Browserless结合用，能绕过Twitter的部分rate limit和登录墙，采集量能翻好几倍，生产环境稳很多，强烈建议试试这个组合。
- @cryptoxiao (0): @servasyy_ai 可以试试6551的opentwitter 无缝解决
- @cnfinancewatch (0): 最近试了几个爬虫工具，分享下我的使用体验 做 AI Agent 的时候，数据采集是最头疼的环节。 MediaCrawler（45K+ stars） 如果你要做国内社交媒体的内容抓取，这个几乎是唯一选择。 支持的平台很全：小红书、抖音、B站、微博、快手、知乎、百度贴吧。代码质量不错，社区活跃，更新也及时。 唯一的缺点是它专注国内平台，如果你想抓 Twitter，这就帮不上忙了。 Agent-Reach（8K+ stars） 这个工具的口号是"给你的 AI Agent 一双眼睛"。 支持的平台很广：Twitter、Reddit、YouTube、GitHub…
- @sunny_unifAI (0): @servasyy_ai unifai cli也支持twitter信息采集哈
- @Pangolinfo_API (0): 博主总结得很好！不过作为老爬虫人想补充一点：开源工具玩玩可以，真上生产环境，自动化只是门槛，真正的挑战是规模化（Scalability）。 当需求从“抓几条”变成“抓百万级”时，维护成本会几何倍增。像 Pangolinfo API 这种思路才是生产力的解药：把验证码、IP 池、浏览器指纹这些脏活累活全部封装掉，开发者只需关注业务逻辑。一个请求搞定上百万 Amazon 页面，这才是 AI Agent 真正的“数字化基建”。
这条推文讲述一位 10 岁中国男孩为了用 OpenClaw 并行跑多个 AI Agent、提高“养龙虾”算力而想要 Mac Studio 的故事，借此讨论下一代把算力当基础设施的思维方式。
Um garoto chinês de 10 anos pediu um Mac Studio de presente "para criar lagostas." "Criar lagostas" é a gíria dele para rodar múltiplos agentes de IA em paralelo com OpenClaw. O Mac mini antigo não d…
受众观点：① 有人质疑这段文字本身像是 AI 写的、充满套路表达，对真实性和叙事方式持怀疑态度（@LeonardooPaivaa, 67likes） ② 也有人从商业角度吐槽：光有一堆 Agent 和算力不等于价值，如果没有产品和变现路径就是烧钱（@CryptoTrader010, 19likes） ③ 还有评论认为 10 岁孩子应该优先享受童年，而不是被当成 AI 宣传素材使用（@Rafael_Rioo, 19likes）
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- @LeonardooPaivaa (67): @namcios Tai um texto feito com IA com múltiplos vícios de "não é isso, é aquilo"
- @CryptoTrader010 (19): Lindo, maravilhoso, no papel. O que vocês idiotas influenciadores babões de IA não explicam é como o muleke vai monetizar esse “ sistema “ . Roda agente pra que ? Se não tiver produto e valor agregado é gasto e não investimento. Exemplo ? Open IA gastou mais do q ganhou último a…
- @Rafael_Rioo (19): @namcios Com 10 anos ele deveria está vivendo a infância dele e não sendo usando como propaganda de algo bom. Criança só tem uma infância na vida e deve aproveitar ela ao máximo.
- @ducavendish (9): @namcios Página do menino no Youtube: https://t.co/7QgtLyj8yv
- @Glauko15962171 (8): @namcios Quem me garante que esse vídeo não é IA e esse garoto nem existe? Tudo propaganda pra comprar hardware
这条推文推荐国内独立开发者汤兄打造的 Mac 系统工具 Mole，从命令行进化为图形应用，集成磁盘清理、软件卸载、系统优化和进程管理等多项功能，买断价 9 美元。
国内独立开发者能做到这个水平，真的让人服气。 汤兄的 Mole 从命令行工具进化成了 Mac 应用，这一步跨得漂亮。 🔗 官网：https://t.co/m2q7UG3dKa 功能直接干掉一堆小工具： 1️⃣ 磁盘分析清理 2️⃣ 软件管理卸载 3️⃣ 电脑优化提速 4️⃣ 系统状态监控 5️⃣ 进程管理 颜值在线，上手极顺，买断只要9美元。 https://t.co/l4x2szOXGs
受众观点：① 有用户觉得 9 美元的买断价极其良心，甚至怀疑开发者是不是小数点写少了，愿意“自愿投案”支持国产独立软件（@janet964520416, 0likes） ② 也有人调侃 PC 用户无缘这款工具，侧面说明平台覆盖范围是潜在需求点（@sorrytoworld, 0likes） ③ 还有评论表示功能这么全加上好价格，已经被说动准备购买支持（@WWTLitee, 0likes）
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- @janet964520416 (0): @NFTCPS 9刀这价格像是老板把小数点忘了往右挪，属实良心到像内测福利。 国产独立开发做到这份上，我的钱包基本属于自愿投案。
- @sorrytoworld (0): @NFTCPS PC不配
- @WWTLitee (0): @NFTCPS 功能这么全还卖9刀，我得去支持下
这条推文总结了一人公司在国内落地 Supabase、Vercel、Stripe 技术栈的踩坑经验，给出用腾讯云 CloudBase、本地云或国内支付替代的组合方案，强调“框架不变、只换底座”。
一人公司技术栈踩坑实录——Supabase+Vercel+Stripe到国内怎么落地： 有个独立开发者写了一篇详细的踩坑记录，核心问题： ❌ Supabase：国内连接慢/不稳定 → 替代方案：腾讯云CloudBase（免费额度够MVP） ❌ Vercel：部署在海外，国内访问慢 → 替代方案：用Vercel开发，上线后迁移到国内云（或加CDN） ❌ Stripe：中国大陆无法直接收款 → 替代…
受众观点：① 有人感慨一人公司技术栈选型太关键，暗示前期选错会带来大量返工（@Ps0eTB3Swp14638, 0likes） ② 也有评论用“理想很丰满，延迟很诚实”来形容这套组合，指出 Next.js 很爽但底层基础设施在国内环境会替你挨打（@janet964520416, 0likes）
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- @Ps0eTB3Swp14638 (0): @ai_xiaomu 一人公司技术栈选型太重要了
- @janet964520416 (0): @ai_xiaomu 这套组合拳在国内属于“理想很丰满，延迟很诚实”。 Next.js负责岁月静好，底座负责替你挨打。
作者分享身边几个出海开发者工具的真实 MRR 区间，说明面向程序员收费 10-30 美元订阅是可行且转化留存都很高的生意。
出海做开发者工具的一个真实价格区间： 身边见过的几个独立开发者的产品： API monitoring工具：MRR $3000+ React组件库订阅：MRR $5000+ LLM调试工具：MRR $2000+ 共同点：客户都是程序员，订阅价$10-$30/月。 程序员付费决策快：能省时间 → 一秒付费 → 不退订。 比C端用户的转化率和留存都好太多。 To 程序员，是初次出海最容易的人群。
受众观点：① 关注出海做 SaaS、想验证开发者工具是否能赚钱的独立开发者 ② 正在做 AI 工具但还没想清楚定价和目标用户群的技术创始人 ③ 想从 C 端转向 B 端、尤其是面向程序员市场的国内开发者。
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- @breeze71115348 (0): @ai_xiaomu 不过怎么感觉程序员反而会想自己去 vibe Coding 一个，或者找开源平替，而不是去付费。。。
- @YOLO_TrustSelf (0): @ai_xiaomu 感谢博主的倾囊相授，这些经验都是用血汗换来的呀。 独立开发/创业这条路确实孤独且艰难，看到同样在坚持的同行，感觉瞬间有了动力。 非常感谢分享，已经留下足迹啦！希望能和博主建立长期的互动关系，见证彼此的成长！
- @White16763 (0): @ai_xiaomu 几个数据点挺实在的。$10-$30 这个区间对开发者来说确实属于“不用过脑子”的心理价位，省两小时 debug 就回本了。 关键是 MRR 做到两千刀以上，意味着得先搞定几十个付费用户，这在开发者工具里其实是最难的一步。
- @Ps0eTB3Swp14638 (0): @ai_xiaomu 确实，程序员是最好转化的群体，省时间=直接付费！
- @liaoksdn (0): @ai_xiaomu 赚麻了木总 https://t.co/RVQOgPrEnC
这是一场由 Zed 主讲的演讲，戏谑性地总结了在初创和 IT 圈里诈骗或操纵当代美国程序员的十种常见套路。
«Do you want to be successful in the world of startups and Information Technologies? Then come listen to Zed tell you the 10 best ways to scam, rip off, fool, and influence today's American programme…
受众观点：① 文案强调“10 best ways to scam, rip off, fool, and influence today's American programmer”，吸引对行业黑话和被收割套路有共鸣的程序员（原帖描述） ② 说明这些手法对全球开发者只需小改就能奏效，暗示受众担心自己在职场和创业环境中被操纵或利用（原帖描述）
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- _无评论_
帖子作者分享了用 Emacs 的 org-remark 实现“annotate-in-place”模式的体验，让在数字文本上做批注和笔记像在纸质书上写字一样自然。
What makes this pattern so elegant to me is the familiarity of its experience. I don't know about you, but I've been annotating books and taking notes with pencils and pens for almost my entire life,…
受众观点：① 原文强调纸质书上用笔做批注是一种“soul-lifting”的体验，很多程序员也在寻找类似的数字阅读手感（原帖描述） ② 作者认为 annotate-in-place 模式是连接纸质批注和软件灵活性的认知桥梁，说明受众在意的是长期知识管理而非一次性阅读（原帖描述）
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- _无评论_
作者介绍一个用 C 编写并与 PHP 虚拟机深度集成的异步 PHP Web 服务器，请求在单线程上完成解析分发和响应以减少锁和上下文切换。
The first-of-its-kind WebServer for asynchronous PHP, written in C, where the server itself is deeply integrated with the PHP VM. The whole request lifecycle (parse, dispatch, respond) happens on a s…
受众观点：① 关注 PHP 性能和扩展玩法的后端开发者，会好奇这种与 PHP VM 深度集成的 C 服务器在实际项目中的可维护性和稳定性。② 做高并发 Web 服务或网关的工程师，关心单线程事件循环 vs 多线程/多进程模型在锁开销、上下文切换和 tail latency 上的取舍。
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- @occasionallyaccurate (1): a hwat
作者分享重构自家支付相关 CLI 工具的过程，强调上下文切换如何拖垮开发效率，并通过保留状态、本地化 webhook 测试和改进凭证安全来优化开发体验。
One thing I’ve started paying more attention to recently is how much context switching quietly kills developer productivity. A few months ago one of our devex engineers was debugging a webhook issue…
受众观点：① 维护内部或开源 CLI 工具的工程师，关注如何减少终端与浏览器来回切换、通过持久状态和更好的交互设计提升开发效率（@New_Enthusiasm9053, 7likes）。② 依赖 CLI 集成第三方支付或 API 的独立开发者，会关心本地凭证存储方式、安全策略以及工具响应速度对日常开发体验的影响（@Kalanthroxic, 7likes）。③ 做 DevEx 或平台工程的团队，希望从真实使用场景出发重新审视“脚本优先”的 CLI 设计是否阻碍了人类开发者的工作流。
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- @New_Enthusiasm9053 (7): I think the premise CLI tools are built for scripts is also wrong. If they were they'd all return something like JSON which is infinitely easier to then modify with e.g jq than having to hack something together for every tools slightly differently formatted output.
- @Kalanthroxic (7): I tend to add flags to enable structured output, like --json for json, or --mistake for yaml
- @New_Enthusiasm9053 (1): Lmao at --mistake but yeah tools that have a --json are great but have yet to find one that does so consistently for all output.
发帖者分享自己关于球面流形上机器学习的技术博客，并询问几何深度学习领域有哪些开放问题和当前研究热点方向。
Hi, I'm interested in geometric deep learning (due to Michael M. Bronstein's book and Maurice Weiler's PhD thesis), and in order not to write projects to nowhere, I decided to keep a technical blog.…
受众观点：① 对几何深度学习感兴趣的研究生和工程师，关注球面流形上参数约束的动机、在分类和异常检测任务中利用余弦相似度的优势（@NubFromNubZulund, 10likes；@eesuck0, 7likes）。② 做气候、天气或 3D 形状建模的从业者，会对 Spherical Fourier Neural Operators 等在气候与天气模拟中的成功应用感兴趣（@Ki61, 7likes）。③ 想找入门资源和工具链的读者，会被 geomstats 等几何学习库以及相关线上研讨会视频吸引（@jeanfeydy, 6likes）。
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- @NubFromNubZulund (10): I don’t really get it. Your blog article opens with “There are a variety of application where an n-dimensional hypersphere is a natural domain for \*data\*. For example images from 360-degrees cameras or weather on the Earth.” But then the discussion that follows is about ensuri…
- @eesuck0 (7): At the beginning I just give a general motivation why a sphere is an interesting geometric object for machine learning. If the question is why I talk about storing parameters on a sphere and not just working with input data as a sphere, then this can be interesting for example i…
- @Ki61 (7): There are Spherical Fourier Neural Operators which are used quite successfully for Climate and Weather emulators. Those are Geometric Neural Operators.
- @jeanfeydy (6): If you enjoy working at the intersection of geometry and learning, you may like the [geomstats](https://geomstats.github.io/) library. Geometry is especially relevant in medicine and 3D shape analysis, as you must handle the fact that the set of rotation matrices is not a vector…
- @NubFromNubZulund (3): Thanks :)
作者询问在 ICML 上仅收录论文集的 proceedings-only 论文是否也需要制作海报并上传到系统，以及是否有人向大会主席确认过相关要求。
For proceedings-only papers, do we need to make a poster and submit it to the portal? Has anyone asked this question to ICML Program Chair?
受众观点：① 正在准备 ICML 或类似会议投稿的研究生和研究人员，关心 proceedings-only 论文在展示形式、海报和视频要求上的具体流程（@Spiritual_Juice_6297, 4likes）。② 第一次做 reviewer 或作者的新人，希望了解 Openreview 等系统里评分、海报上传和可选视频录制的实际执行情况（@RussB3ar, 1likes；@socialcml, 1likes）。
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- @Spiritual_Juice_6297 (4): No idea but would be weird if proceedings-only still needed poster since that defeats the purpose of being proceedings-only
- @RussB3ar (1): Is submitting the poster to the portal mandatory? In the email with poster instructions I read *"It is recommended that you upload your poster...*". I also cannot find any deadline for its submission, only for updating the topic. Also, what about the 5 minute talk recording? Do…
- @socialcml (1): I believe so yes, because it goes on the website so people can see it there. I have a poster too and got sent an invitation to do a video. Edit: It's optional is my understanding.
作者吐槽在 ECCV 2026 的 Openreview 页面上看不到评审更新日期，担心评审没有阅读答辩就维持原始打分，重演自己在 CVPR 被草率拒稿的经历。
On Openreview, you can see modified date next to the review. This modified date should be recent (anything 12th May or newer) which means that reviewer gave a final justification and may have increas…
受众观点：① 经历过顶会投稿和 rebuttal 的研究者，对高置信度负面评审不更新意见、缺乏责任追踪深有共鸣（@darky_skyy, 9likes）。② 关心学术社区治理的作者和 PC 成员，会关注是否应引入惩罚机制或禁评政策来约束不负责任的评审行为（@Healthy_Horse_2183, 8likes）。③ 对 Openreview 技术细节感兴趣的开发者，注意到可以通过 API 进一步挖掘评审行为模式（@MisterManuscript, 4likes）。
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- @darky_skyy (9): I've seen this pattern especially with reviewers with high confidence and negative scores. Their ego is bigger to admit they were wrong. I hope AC will do us justice.
- @Healthy_Horse_2183 (8): I think if you don't provide final justification their own paper will be desk rejected but if they got low scores they probably don't care anymore. I wish there was a way to ban such reviewers from future submissions to this conference.
- @darky_skyy (6): Yes, they won't care if they have no submitted papers or their own papers got low scores. The worst is when they claim full expertise and high confidence while they didn't even read the appendix or understand the paper's contribution. I hope a ban policy (similar to the arxiv on…
- @Healthy_Horse_2183 (5): Its not about viewing the updated review/score. Its about modified date. If that date stays the same (May 2nd) it means that reviewer did not update their final review/provide final justification. They basically left the review process.
- @MisterManuscript (4): Someone needs to poke around openreview's API endpoints again. Seems like these people haven't learned their lesson from ICLR.
帖子介绍 CANTANTE 方法，用奖励归因解决多智能体 LLM 系统中的 credit assignment 问题，把各个 agent 的 prompt 当作可学习参数来自动优化配置。
LLM-based multi-agent systems have demonstrated strong performance across complex real-world tasks, such as software engineering, predictive modeling, and retrieval-augmented generation. Yet, automat…
受众观点：① 正在研究或落地多智能体架构的工程师和研究者，会关心如何系统性解决 agent 之间的 credit assignment，而不是靠直觉改 prompt。② 做自动化 prompt engineering 或基于 DSPy、GEPA、MIPROv2 等框架的开发者，关注 CANTANTE 在 MBPP、GSM8K、HotpotQA 上的性能提升和推理成本变化。③ 想把 LLM agent 用在软件工程、检索增强等复杂任务的独立开发者，希望了解从“手工编排”走向“可学习配置”的路径。
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作者作为 ICML workshop 评审，发现没有明确的打分标准和评审结构指引，于是询问是否有通用惯例还是应直接沿用 ICML 官方评审说明。
Hi, I am being reviewer for an ICML workshop; however, there are no guidelines on the structure of the reviews (e.g. what are the criteria, what is the grade scale, etc.). Does anyone know whether IC…
受众观点：① 第一次给 ICML 或类似 workshop 做 reviewer 的研究生和工程师，关心在没有细则时如何写出有建设性的评审意见（@NamerNotLiteral, 3likes）。② 组织或参与 workshop 的学者，希望了解其他活动在 Openreview 上设置评分尺度、置信度和评审说明的做法（@socialcml, 2likes）。
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- @NamerNotLiteral (3): Just ask the workshop chairs? Workshops are run fairly differently than conferences. Some workshops I've reviewed for cared more about the paper being relevant and interesting, without any care about novelty or rigor. Others were publishing a Competition/Challenge results, so th…
- @socialcml (2): I'm reviewing for a workshop, and there was a grading-scale + confidence and a few instructions on the Openreview page about how to review it. But there has not been sent anything out no.
- @Ok-Painter573 (1): I see. Thank you for the advice, it has some interesting insight that is also new to me! I will ask the chairs.
作者介绍自己开发的 AXON 工具，用稀疏自编码器分解 GPT-2 残差流并在浏览器中以 3D 图实时可视化激活特征，帮助理解模型在生成每个 token 前内部激活模式。
Been going down a mechanistic interpretability rabbit hole for the past few weeks and ended up building this thing called AXON. The idea: every time GPT-2 generates a token, its residual stream gets…
受众观点：① 对 mechanistic interpretability 感兴趣的研究者和工程师，会关注用 Sparse Autoencoder 将残差流分解为可读特征、并通过 Neuronpedia 标签进行可视化的可行性（@AirUnited6839, 3likes）。② 想要更直观理解 Transformer 内部工作原理的开发者和学生，会被“输入一句话就能看到相关特征节点逐步点亮”的交互形式吸引。③ 做 AI 可视化或教育内容的创作者，希望借助这类工具制作更生动的讲解和实验演示。
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- @AirUnited6839 (3): Aren’t you showing sparse decomposition of one activation vector per generated token, not a validated causal account of why the model chose the next token? In other words, isn’t it more like an fMRI, which allows you claim that certain regions are associated with language proces…
提问者想把已标注数据按标签拆成句子块，用相似度搜索结果的标签来半自动给新句子打标签，询问这种做法是否合理。
If I have a labeled dataset Is it possible to split my data by label where each chunk is the sentences of one label and then use this to be able to label more sentences. And is this even a good idea…
受众观点：① 很多初学者把相似度检索当成免费标注器，希望直接用最近邻标签给新样本打标（无评论，结合原帖问题） ② 大家普遍缺乏对标签漂移和类内多样性的认识，容易忽视同一标签内部语义差异导致的误标风险（无评论，结合原帖问题）
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发帖者在找一种工具，能按引用次数列出某个会议（如 NeurIPS 2025）的已接收论文，发现网上居然很难直接做到这一点。
Ie given a conference (say with openreview data) eg “NeurIPS, 2025”, return the accepted papers based on number of citations according to standard paper search engine (eg google scholar) Seems to be…
受众观点：① 有人推荐用 Semantic Scholar 的会议页面按 total-citations 排序，但也指出对 NeurIPS 2025 这种还没开会的年份，引用数信号严重滞后（@muditjps, 1likes） ② 读者普遍关心如何在海量论文中快速找到“值得读的那几篇”，但现有工具多按时间或评分排序，缺少面向应用者的精选视角（结合原帖和回复）
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- @muditjps (1): This should help! [https://www.semanticscholar.org/venue?name=Neural%20Information%20Processing%20Systems&year%5B0%5D=2024&year%5B1%5D=2026&sort=total-citations](https://www.semanticscholar.org/venue?name=Neural%20Information%20Processing%20Systems&year%5B0%5D=20…
作者开源了一个名为 NOML 的自定义强化学习算法，在 6 自由度飞行控制任务上通过 anchor policy、分层 actor 和镜像学习改进 TD3，解决了策略坍塌成俯仰振荡的问题。
I built a custom RL algorithm for continuous flight control and open-sourced it. Sharing here in case the structural ideas are useful for anyone doing continuous control where one action axis dominat…
受众观点：① 原帖强调 vanilla TD3 在 6-DoF 飞行任务上容易坍塌到 pitch 振荡，说明很多人仍在为连续控制中的主导维度不稳定性头疼（无评论，结合原帖） ② 介绍 anchor policy 让动作始终是安全锚点加增量，降低策略完全失控的风险，这对做物理系统控制的读者很有吸引力（无评论，结合原帖） ③ 镜像学习利用左右对称把每个轨迹翻倍，缓解环境交互成本高的问题，这对算力有限的独立开发者很有现实参考价值（无评论，结合原帖）
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发帖者吐槽很多在 Reddit 上被吹爆的最新 SaaS 实际交付远低于宣传，提醒创始人如果兑现不了承诺就很难把业务做起来。
If you don't deliver on your promises, you will never build a successful business.
受众观点：① 有人调侃这是“vibe code”产物，说明不少用户觉得很多新 SaaS 只是靠氛围和包装在卖还不存在的功能（@nbass668, 6likes） ② 有开发者分享大厂内部也会预售根本不存在的功能，佐证“过度承诺”在软件行业很普遍（@ottwebdev, 3likes） ③ 也有评论提到自己在 Reddit 上确实发现过物有所值的 SaaS，说明用户并非一味愤怒，而是期待真正兑现价值的产品（@nikhil_gupta7, 2likes）
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- @nbass668 (6): This is the product after vibe code. Fixed that for you. 
- @ottwebdev (3): Always has been. Many products were talked up, heck, knew a senior dev at one giant outfit who said features being sold didnt even exist.
- @AcanthisittaBusy5855 (2): Vibe coding lol
- @nikhil_gupta7 (2): Tbh I have found really good saas tools on this platform. Of course, not 100% of them will be worth subscribing but some of them are real bangers and help you at a fraction of the cost. I have been building Vevos AI and the kind of welcome we have received from this community is…
- @Various_Newspaper199 (2): A HUNDO P 
作者反思身边很多最聪明的人在赚钱和做事上反而最差，长期困在分析和完美主义里不敢执行，而市场真正为持续输出、分发和销售能力买单。
Been sitting with this observation for a while and i think it's finally clear enough to articulate. The world doesn't pay for intelligence. It doesn't pay for potential, for good ideas sitting in a n…
受众观点：① 有人强调情绪智力和信任感对成交同样关键，很多聪明人输在不会让客户感到安全和被理解（@Zotoaster, 25likes） ② 也有评论指出“只执行不思考”同样会翻车，真正难的是在规划和行动之间找到平衡，而不是盲目多做或多想（@Small-Let-3937, 10likes） ③ 读者补充 SaaS 回报往往有数月甚至数年的滞后，聪明人容易在早期平缓阶段用“理性分析”说服自己放弃，真正缺的是长期的 grit 而不是智商（@RobertB44, 8likes）
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- @Zotoaster (25): Emotional intelligence is just as important as logical intelligence. Often people don't buy what you're selling not because what you have is useless but because you don't know how to connect to their emotional needs. Do they feel safe and in good hands with you? Do they feel lik…
- @Small-Let-3937 (10): There’s the flip side of this where execution without thinking also falls flat. Doing things for the sake of doing them isn’t that much better than doing nothing. It’s like diving into a pool. You can analyze the height, your entry angle, how you’re going to move your body, etc.…
- @RobertB44 (8): The part nobody here is mentioning: even when smart people do start executing, they quit too early. SaaS results show up on a delay measured in months, sometimes years, and an intelligent person is good at building a rational case for why they are on the wrong track during the f…
- @Shoddy_Ad_3482 (5): Bezos and musk had rich family and wealthy business connections. Thats how 99% of these people make it. Connections
- @ActiveEndeavour (3): Very good analysis! For me, I sometimes have been so overwhelmed with a project that I would focus on analysis. I have learned that the best way to progress is just work on execution (do anything execution related). The plan becomes clearer the more I execute. So many things can…
帖子感叹一些极其简单的 iOS 应用如习惯打卡、PDF 扫描、白噪音等，凭借清晰 UX、留存和订阅设计在 App Store 上悄悄做到月入数万。
And the app is basically: * a habit tracker * a PDF scanner * a calorie counter * a countdown widget * a white noise app Nothing groundbreaking at all. Usually it’s just: * insanely clear UX * strong…
受众观点：① 有人指出这类应用月入 5 万美元但要花 4 万买量，提醒大家收入数字背后还有高昂广告成本（@vauvva, 63likes） ② 评论提到真正的护城河是早年占住“PDF Scanner”“habit tracker”等类目关键词的榜位，后来的同类产品即使功能相同也很难不烧钱超车（@achiya-automation, 30likes） ③ 也有人强调即便扣除广告成本，净赚 1 万美元且几乎没有基础设施开销，对个人开发者来说依然是非常不错的生意（@End0rphinJunkie, 17likes）
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- @vauvva (63): They’re making 50k per month while spending 40k on ads tho
- @achiya-automation (30): The unspoken moat in those apps isn't the UX or the ASO in isolation, it's that ranking compounds. Whoever locked in "PDF Scanner" or "habit tracker" on page 1 of the App Store five years ago captures the next decade of category-search installs essentially for free. A new entran…
- @twendah (28): This. Nobody gives a fuck about simple apps.
- @End0rphinJunkie (17): Even if they are, netting 10k a month on a white noise app with virtually zero infrastructure costs is still a pretty great setup. Once the CAC is dialed in its basicaly an arbitrage machine.
- @Extension_Highway654 (14): A flashlight app was charging $2.99 and had 400k downloads. Sometimes I wonder if we're all overcomplicating this.
楼主讲述自己在 Vercel 被清空环境变量、迁移到 Railway 又遇到全平台宕机的经历，质疑这类托管平台的可靠性并讨论是否该直接用 AWS 或 GCP。
I has multiple apps on Vercel and a month ago I received the following email for each of my 10 projects https://preview.redd.it/aqn08q4i172h1.png?width=1722&format=png&auto=webp&s=5a37832…
受众观点：① 有人提到 Vercel 要求非 hobby 项目必须订阅付费，印证其商业模式会在项目刚有起色时大幅抬价（@zzJoeyyy, 35likes） ② 也有开发者认为 Vercel 适合起步但应在产品成熟后迁到更稳定的平台（@No_Step_4191, 17likes） ③ 评论中有人推荐 Cloudflare、DigitalOcean、Google Cloud Run、Coolify 等替代方案，并指出 Railway 这次宕机其实是 GCP 故障所致，说明底层云和上层平台的责任边界常被忽视（@Brambleworks, 16likes; @symedia, 10likes; @fazkan, 9likes）
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- @zzJoeyyy (35): Vercel asked a subscription for any non-hobby project.
- @No_Step_4191 (17): Yeah had the same experience with vercel. I think it is good to start but maybe one should move to a mature platform after the MVP stage of the app.
- @Brambleworks (16): It's really not a good place to start IMO, their whole business model is based on being a "good place to start" and then screwing people over once they get a small taste of success. I use Cloudflare and/or Digital Ocean depending on my needs, both are very reasonably priced and…
- @symedia (10): railways is down because gcp btw :P check their twitter
- @fazkan (9): I still don't understand why people do that. Google has google cloud run, which is similar. Also coolify is pretty easy to setup. You can ask your coding agent to do that. These services are not more secure than the alternatives.
一位在土耳其拿最低工资的销售分享自己长期被焦虑困扰，开始记录“灾难化预测”和现实结果的差异，最终做成一款帮助用户对比焦虑想法与实际发生情况的小应用，并刚刚获得首个 3 美元收入。
I’m a sales guy from Turkey making around $600/month and I’ve had anxiety for as long as I can remember. Not the “omg I’m so stressed” kind. The real kind where your brain turns every small thing int…
受众观点：① 评论多是为楼主打气，表达对从个人焦虑中走出并做出产品的支持和共鸣（@Munib_raza_khan, 1likes; @trigger_X23, 1likes 等） ② 有本地用户用土耳其语祝贺，说明这个故事在文化语境内也引发了认同感，产品有潜在的本地化传播空间（@WhatIsAnEx1tStrategy, 1likes）
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- @Munib_raza_khan (1): Lets goooo
- @Icy-Yard-4069 (1): 🙏🏼🙏🏼🙏🏼
- @trigger_X23 (1): happy for you, wishing you growth
- @Icy-Yard-4069 (1): Thank you 🙏🏼🙏🏼
- @WhatIsAnEx1tStrategy (1): Helal olsun
作者深夜用 Claude 辅助快速撸了一个名为 TrustMRR 的 SaaS 点子，并在帖子里试探大家是否想要体验链接。
Using claude's skills late at night for a quick SaaS idea. Want me to share the TrustMRR link?
受众观点：① 评论多是玩笑和调侃，大家把这类深夜点子当梗看待（@Puzzleheaded_Rent409, 9分） ② 有人指出这是近期热门帖的重复内容，质疑真实性和原创性（@BlenderNoob1337, 4分） ③ 也有人直接喊作者是“下一个扎克伯格”，把 AI+SaaS 点子和一夜暴富幻想绑定在一起（@vankarrrrr, 7分）
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- @Puzzleheaded_Rent409 (9): LMAO😂
- @vankarrrrr (7): you the next zuck
- @JustForFun-A (6): Repost huh?
- @AttorneySome4992 (5): 
- @BlenderNoob1337 (4): Stop lying. This was posted merely 24 hours ago. Its the top post this week on this sub.
作者分享自己社区工具 App 在多次试用被取消后，终于迎来第一位付费订阅用户的经历，并困惑接下来如何继续获客和提升下载量。
So I started building this app earlier this year and shipped v1 a couple weeks back had to wait on Apple review longer than expected . Then tried marketing it , mostly on Reddit and one small communi…
受众观点：① 有人认为取消试用后又回来付费是很强的产品验证信号，说明价值感足够高（@Pretty_Lie_8525, 3分） ② 评论区围绕应用名 Simran 展开，讨论其在旁遮普语中的含义和文化联想（@DeadShot98564, 2分；@No-Comparison-5247, 2分） ③ 也有人好奇作者是否是旁遮普人，把注意力放在创始人背景而非产品本身（@gooner-96, 1分）
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- @Pretty_Lie_8525 (3): Someone canceling and coming back is actually a great validation ngl
- @DeadShot98564 (2): Simran is a indian-punjabi girl name and u used it as ur app name ??
- @No-Comparison-5247 (2): Simran in Punjabi means praying to God.
- @[deleted] (1): [removed]
- @gooner-96 (1): Are you punjabi?
作者吐槽大家做 SaaS 发邮件时都下意识选 SendGrid，想了解有没有更简单现代、配置负担更低的替代方案。
feels like everyone just reaches for SendGrid without really questioning it. curious if people have found simpler or more modern alternatives that don’t require as much setup and configuration
受众观点：① 多位开发者强烈推荐 Postmark，认为是比 SendGrid 更省心的默认选择（@abdulrahmankadersha, 16分；@snipextt, 7分） ② 有人表示虽然不喜欢 SendGrid，但一直没找到更好的替代，只能继续使用（@zzJoeyyy, 9分） ③ 也有人分享从 SendGrid 迁移到 Postmark 的经历，觉得 SendGrid 体验老旧、被收购后改进有限，而 Postmark 的开发者体验更好（@derek78756, 5分）
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- @abdulrahmankadersha (16): Postmark is great and my default go to
- @zzJoeyyy (9): I don't like it, but didn't find a better alternative.
- @snipextt (7): I use postmark and recommend that to everyone 😄
- @Disastrous-Buy-9273 (5): postmark is the way to go for me too, resend seems to be growing also
- @derek78756 (5): I found SendGrid to be a great service years ago but it just feels outdated now. I switched to Postmark a couple of years ago and haven’t looked back. The developer experience is so much better. When Twilio acquired SendGrid I had high hopes they would improve it but seems they’…
Breakcold 创始人分享自己从 0 到 2.5 年做到 25K MRR 的六条经验，包括单一渠道深挖、选择低流失率细分市场、长尾 SEO、邮件引导、年付和重视产品本身。
hey everyone! i launched [Breakcold](https://www.breakcold.com/) in 2023 and compared to most success stories out there, it took us quite some time to hit $25K MRR, about 2.5 year and then we hit a p…
受众观点：① 有人追问价格、留存等指标之间的关系，关心涨价对续费和流失的具体影响（@Big-Sea2570, 3分） ② 也有开发者把这些建议应用到自己小项目上，希望用在世界杯预测游戏等细分场景的获客上（@BasdeGroot2, 2分） ③ 评论里有人补充“定价与留存高度场景化”，强调高价反而可能筛掉不合适用户、改善整体 churn（@Ok_Garbage8411, 3分）
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- @Big-Sea2570 (3): Any insights on correlations between the factors? For example how does increasing prices affect retention? This is largely a case-by-case situation, I guess
- @Ok_Garbage8411 (3): Yeah definitely case-by-case. Higher prices can hurt retention if the value isn’t clear, but sometimes it actually improves it because you attract more serious customers and filter out people who were never a good fit anyway. I’ve seen a lot of cheap SaaS struggle with churn way…
- @BasdeGroot2 (2): Great advice, thanks! Trying to get some users for my World Cup prediction game and could really use this 😄
- @Excellent_Inside4985 (2): timing is key for this one, short window, all the best for this!!!!
- @BasdeGroot2 (2): Yes! Publishing soon on Product Hunt and already published on some subreddits. Would you be down to give me some feedback? Its called playgoalcomp
一位独立开发者准备上线安卓 App，询问其他人作为 solo 创始人是如何在不投放广告的情况下获得第一批自然用户的。
I’m a solo developer currently building a mobile app and planning to launch in about 3 weeks. I decided to start with Android first, then move to iOS later since my budget is limited. I’m curious how…
受众观点：① 顶层评论强调首批用户通常来自一对一对话而非大渠道，建议先找到 10 个有痛点的人逐个沟通（@Conscious-Month-7734, 5分） ② 也有人提醒在产品准备好前不要烧广告，前 100 个用户应通过外联和社交关系获取，以便深入理解需求（@UptownOnion, 2分） ③ 有人现身说法，表示自己也是通过与目标用户反复交流、打磨文案，而不是一开始就铺天盖地发内容（@high-roller-all-in78, 2分）
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- @Conscious-Month-7734 (5): The honest answer for almost every solo founder is that the first users come from direct conversations, not channels. Reddit, TikTok, Product Hunt, and SEO sound like distribution but they're all broadcast. They reach people but they don't convert at the volumes you need at the…
- @UptownOnion (2): you dont spend money on ads before you get your first 100 users organically. use ads to experiement, test, and only as a channel to acquire when your product is ready to scale the fastest way to get your first 100 users is outreach, find them through connections, social media. I…
- @CollectionMinute4003 (2): thank you :) for your advise
- @high-roller-all-in78 (2): My first users came from talking to people with the pain before launch, not posting everywhere at once. I would pick one narrow user type, show rough screens, ask for calls or a waitlist, then reuse their exact words on your page and posts. Broad channels were mostly noise for m…
- @CollectionMinute4003 (1): Thank you!
作者认为 AI 和 Copilot 把原本属于初级开发的琐碎任务吃掉了，导致入门岗位悄然消失，新人难以获得真实项目经验。
Junior devs aren't struggling because the market is bad, they're struggling because the work that used to justify hiring a junior dev is just gone. It is quietly camouflaged into what a senior dev ca…
受众观点：① 有人担心随着经历过 LLM 转折点的资深开发退休，行业会面临经验断层问题（@YeastyWingedGiglet, 418分） ② 有人类比 COBOL 时代，认为历史上也出现过类似技术更迭和人才结构变化（@satansprinter, 93分） ③ 也有人预测未来公司会高价挽留资深开发，并强调必须现在就投资培养和留住新人，否则会在几年后付出代价（@el_diego, 51分）
展开评论
- @YeastyWingedGiglet (418): This is going to increasingly become a problem as senior devs that were around before the massive LLM shift age out and retire.
- @satansprinter (93): same happened with cobol
- @el_diego (51): Yep. In 5 years companies are going to be paying seniors a lot to stay on. If they don't invest in juniors, they'll get stung later on. That includes doing things to keep those juniors that grow within the company.
- @GalumphingWithGlee (41): Is there enough COBOL code on the Internet for AI to write code for it? Maybe new junior devs should just learn COBOL. 😆 Honestly, that started as a joke, but might not be a bad idea. It wouldn't scale, of course, because no new COBOL codebases are being created, but existing on…
- @stopher819 (33): You understand “senior” doesn’t mean senior citizen, right? We aren’t going anywhere for a while.
帖子讨论 GitHub 确认约 3800 个仓库因某个 VSCode 扩展被入侵，牵连到 npm 等供应链安全问题，但报道并未点名具体扩展。
r/webdev GitHub confirms breach of 3,800 repos via malicious VSCode extension
受众观点：① 很多人感叹如今几乎每天都有新的攻击、入侵和数据泄露事件，安全焦虑明显上升（@thecementmixer, 155分） ② 开发者困惑为什么报道不直接点名具体扩展，担心自己装了一堆 VSCode 插件却无从排查（@PortablePawnShop, 126分；@DudeWithFearOfLoss, 52分） ③ 有人提到 npm 也再次被攻破，认为整个开发供应链环境越来越危险，需要更强的防护意识（@After_Medicine8859, 80分）
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- @thecementmixer (155): Everyday something new. So much exploiting, hacking and breaching these days.
- @PortablePawnShop (126): Is there a reason they don't name the extension in these? I don't love seeing articles like this, then alt-tabbing and immediately seeing that I have 50+ extensions in VSCode right now.
- @After_Medicine8859 (80): Damn, and npm was also compromised again. It’s a dangerous world out there. Stay safe folks.
- @k3170makan (72): It’s probably safer to store your private key on a tshirt
- @DudeWithFearOfLoss (52): i was surprised to not see the extension mentioned even once, wtf
作者吐槽托管在 Railway 的项目因其 Google Cloud 账号被封全部宕机，自己还被困在平台里拿不到生产环境的 .env 密钥。
So railway is down, and all my production .env keys are on there without me able to access them to export the project to another hosting service. They apparently got suspended from their google cloud…
受众观点：① 有人贴出 Railway 宕机时的错误页面文案，调侃官方提示和实际灾难之间的反差（@mekmookbro, 124分） ② 有开发者表示自己有三十多个客户受影响，准备紧急备份并迁移到 DigitalOcean 等更可控的环境（@Original_Dog_7251, 105分） ③ 也有人指出这已经是 Railway 多次因 Google 出问题而宕机，质疑其所谓“防止再发”的措施只是公关话术（@1kgpotatoes, 100分）
展开评论
- @mekmookbro (124): Railway.com : > Not Found > > The train has not arrived at the station. > > Please check your network settings to confirm that your domain has provisioned. > > If you are a visitor, please let the owner know you're stuck at the station. That's hilarious
- @Original_Dog_7251 (105): I have 30+ clients cant access now this is insane. I need to start downloading back ups. I am moving to digital ocean after this. edit: its back for me just now.
- @1kgpotatoes (100): I believe this is like the 4th time they are down because of google - makes you wonder “mitigations to prevent future incidents” was just a PR talk Glad I got out after the first one
- @Ollymid2 (56): Does this mean there’s a replacement bus service?
- @Gipetto (28): Almost all of the convenient providers are hosted on something else and pretty much are abstracting away the complexities of hosting for you. They’re all beholden to someone else and can be brought down by any number of mistakes.
Reddit 讨论 Railway 新服务条款疑似针对滥用场景，引发对其被 GCP 封锁、长时间宕机和合规风控的猜测与吐槽。
r/webdev Railway has new term of service
受众观点：① 认为 Railway 是被 GCP 封杀后才开始收紧条款，担心云厂商一刀切导致长时间宕机（@IGotDibsYo, 213likes） ② 吐槽新条款像 Heroku 反面教材，觉得平台在照抄老牌 PaaS 的“不要这么做”清单（@_DarKneT_, 102likes） ③ 猜测条款重点是防止代理、挖矿等灰黑产滥用，质疑为何连 VNC 等正常远程桌面也被波及（@Fra146, 89likes；@ajr901, 84likes；@boysitisover, 61likes）
展开评论
- @IGotDibsYo (213): Yeah well getting locked out of your GCP accounts leading to a 5 hour outage will cause you to look at what went wrong
- @_DarKneT_ (102): Heroku called, they want their “Don’t do list” back
- @Fra146 (89): Scam centers, probably. They would use a proxy to connect to the victims.
- @ajr901 (84): VNC / Virtual Desktops is a weird one. Why would that problematic use?
- @boysitisover (61): Welp I'll be moving my crypto mining malware bots off of railway this weekend I guess damn
Railway 大规模宕机数小时，Reddit 上大量开发者反馈所有应用和数据库全挂，质疑其被 GCP 封锁以及 PaaS 稳定性。
Can anyone get to railway.com Been about 30 minutes.
受众观点：① 有十几二十个站点和服务全挂数小时的用户，直呼所有数据库和服务器都下线，损失巨大（@Ok_Royal9450, 50likes） ② 不理解一个 PaaS 怎么会整体被 GCP 阻断，怀疑其架构和合规设计存在根本性问题（@ajr901, 20likes） ③ 一些人开始讨论是否必须迁到 AWS 等更“严肃”的云，以支撑关键企业业务，认为这次事故是重新评估托管平台的信号（@Cherry-Lost, 20likes；@Glittering_Shelter54, 19likes；@lifebelowtheheavens, 18likes）
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- @Ok_Royal9450 (50): We have over 15 apps and websites on Railway, they've all been down for over 4 hours. Every single db instance, server: Down. This is absurd
- @ajr901 (20): Wtf does that even mean?? How does a whole PaaS provider get "blocked" by GCP? So weird.
- @Cherry-Lost (20): so I guess I need to switch to AWS to run a serious app?
- @Glittering_Shelter54 (19): Brutal - Running Critical Enterprise Operations with them currently and this all needs to be reconsidered after this.
- @lifebelowtheheavens (18): This is fucking ridiculous, wtf, actively losing several clients
一位有十年经验的产品工程师在 Reddit 询问，在 AI 和“vibe coding”盛行的 2026 年，现在是否还值得创办自己的网页开发代理公司。
I just got a few requests, but my job is keeping me busy enough. Now I'm wondering if it makes sense to start your own agency still in 2026. After all, most people can vibe code what they need. It is…
受众观点：① 很多人认为现在开代理公司依然可行，但最大难点在获客和销售，技术人普遍缺销售合伙人（@FiveFoot20, 52likes；@IAmRules, 15likes） ② 评论强调客户并不想要 AI 生成的千篇一律网站，更在意转化率和长期维护，认为 AI 需要有经验开发者做 QA，否则技术债会爆炸（@npmbad, 29likes；@seipa, 25likes） ③ 有长期运营代理的从业者指出，即便有“一键生成”工具，客户仍愿意付钱让专业团队“按按钮并负责后果”，关键是找到这类愿意长期外包责任的客户群体（@Boydbme, 8likes）
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- @FiveFoot20 (52): Sure But sales will be the hardest part and I hate sales I need a sales person
- @npmbad (29): believe it or not, people don't want an AI generated tailwind-gradient-riddled looking website with oddly enterprise copy for their local dentist shop, so yes
- @seipa (25): Agencies I've spoken to have stopped "selling websites", and instead sell conversions. Sounds obvious, but the framing of prospect is important. Anyone can make websites, but that doesn't mean it's a good website. Maybe I'm bad with prompting, but I've used majority of LLM's. Ev…
- @IAmRules (15): IMO: If you can easily find clients, yes. I'm 20 years in, but living overseas is absolutely killing my ability to network locally in my home markets (NJ/NYC). So trying to land clients online has been sound crushing for me
- @Boydbme (8): I have been running an agency for 9 years and freelancing before that. Websites have gotten so much easier to build in that time. First it was DIY editors, now its vibe coding. That being said we always joke that even if our clients had a button they could press that would give…
一位开发者分享自己用大模型时刻意不开让其直接写代码，而是通过慢节奏对话推演思路、自己动手实现，从而获得更高质量产出的工作方式。
This is a really intriguing idea, because I actually often use LLMs in this fashion, forcing them to not provide any code or direct answers, and instead walk through the process iteratively, while ma…
受众观点：① 有人同样偏好用对话方式做规划，先和模型一起过 checkpoint，再自己写代码，觉得这样代码定义更清晰（@kamikazikarl, 6likes） ② 一些开发者认为这种方式更接近传统看文档学习，能提升理解和创造力，而不是完全依赖生成代码（@0WildSwimmer0, 2likes） ③ 也有人提到自己博客被引用且托管在 Railway 上，顺带吐槽这次宕机对内容访问的影响（@creaturefeature16, 1likes 等）
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- @kamikazikarl (6): I prefer the conversational approach to planning as well. I had a similar Skill I wrote called a checkpoint walk through... We'd create a rough plan, then use the skill to step through each piece to confirm understanding and drill down into any unclear points until the entire pl…
- @0WildSwimmer0 (2): so cool! developers used to look at documentation, learn, and maybe eventually forget how to go about a specific task- so there's def that shift towards recognition since. recognition & understanding can really sprout creativity,,,also off-topic but the font of "blog" in you…
- @creaturefeature16 (1): Not my blog, but mine is quoted in it (the article they mention at the start). Although, its hosted on Railway, so its also down right now, apparently. ☠️
- @mklfarha (1): thank you for sharing, I love the idea and will try it, when I do use an agent, it is draining, specially when it takes a long time iterating or getting stuck on something that I could easily clarify… then I have to spend a good amount of time going through the code it generates…
- @Unfaded (1): This is nice, gonna try this out, thanks for sharing!
一名大二学生在学完 MERN、刷题、ML、Three.js 等一堆技术后感到迷茫，向前辈请教该如何在众多方向中选择并深入掌握以兼顾未来收入。
I’m currently in my 2nd year of college. After completing 12th, I started learning development seriously and since then I’ve explored a lot of things. So far I have: Built MERN stack CRUD apps Solved…
受众观点：① 多数人认为他在大二阶段已经远超平均水平，当前广度探索并不算错，只是需要逐步向深度过渡（@jeheskielsunloy, 5likes；@Training_Might1260, 2likes） ② 有人建议重点理解 AI 系统工作原理，学会区分哪些问题需要确定性方案、哪些适合用 LLM，避免把所有技术问题都丢给智能体（@saba_tage, 3likes） ③ 也有人强调继续打牢基础、刷题和做项目，认为未来就业关键在于能持续完成项目并清晰讲述，而不是堆栈名词（@0xdps, 2likes；@Outrageous-Chip-3961, 2likes）
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- @jeheskielsunloy (5): You are way ahead of the curve for a second-year student, and exploring everything from MERN to ML was the perfect way to start, but now it’s time to pivot toward depth. As **Al Ries** said, *"Be a specialist. The world is too complex for general practitioners. If you want to ma…
- @saba_tage (3): > Am I going in the right direction? Yes > Should I focus deeply on one field now? No. But learn more about how AI systems actually work, and the difference between them in terms of their cost and capability. LLMs are just text transformers and it’s a good time now to lear…
- @0xdps (2): You are not doing anything wrong, you are learning different things which is good, it is too early for you to stick to 1 thing, use this time learn whatever you can, and time will come when you have good enough knowledge and then you can decide what you want to take for the long…
- @Training_Might1260 (2): You're actually in pretty good position for second year student. The breadth you have is not bad thing - many developers start exactly like this, jumping between technologies because everything seems interesting. But yeah, now might be good time to pick one area and go deeper. L…
- @Outrageous-Chip-3961 (2): It's true this new AI era is different than the last, as the market was already experiencing some ladder pulls prior to this, however, this is true, and will remain true for the industry: you just need to keep building and finishing projects. There are so many professional devs…
一位开发者吐槽通用工具函数在多个项目中被复制修改后逐渐分裂成多份变体，质疑是否应该把代码重复视为可管理风险而非彻底消灭的目标。
​ You start with one clean helper function. Then: • one project modifies it slightly • another copies an older version • eventually there are 5 similar variations everywhere At some point…
受众观点：① 有人认为这正是发明包管理和内部库的原因，建议把通用工具抽成独立 package 供各项目依赖（@azangru, 18likes） ② 也有人强调通过编码规范和 code review 阻止随意复制 helper 文件，从流程上减少分叉（@Sykander-, 11likes） ③ 部分开发者认为代码“熵增”不可避免，只能通过勤奋维护和定期重构来控制复杂度，而不是幻想一次性设计完美工具库（@itsjustausername, 5likes；@dustinechos, 5likes；@tdammers, 2likes）
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- @azangru (18): >one project modifies it slightly another copies an older version Isn't this why people invented packages? So that source code does not get copied around?
- @Sykander- (11): Coding standards - problem solved. Someone tries to duplicate a helper file just tell them no
- @itsjustausername (5): Yeah but then you start adding a bunch of conditionals for different use cases and then when it becomes stupidly complex and inefficient, you fork it for 'this simple use case' and the situation repeats. It's just the nature of things, there is no solution as such but to be a di…
- @dustinechos (5): It's like all entropy. You can get huge muscles easily when you're young. The effort grows as you get older. Maintenance requirements increase effort every year. All paths ultimately lead to the grave, but the in-between can be very rewarding if you put in the effort. It's the s…
- @tdammers (2): Factor the utility stuff out into a proper library or package, manage that as a separate project, publish it internally so that all your actual projects can depend on it. The trick is to find the right moment to do this. You don't want the hassle of maintaining a library for a s…
Reddit 上开发者讨论项目依赖应如何更新，是否使用 Dependabot 之类工具还是长期不动，围绕安全风险与技术债展开争论。
Is everyone using dependabot, or you just don't update until the project needs attention? Do you mark it down in your calendar and do manual updates regularly?
受众观点：① 有人坦言团队几乎不更新依赖，直到被迫升级才发现自己被版本差距和破坏性变更困住（@LeRages, 14likes；@FleMo93, 4likes） ② 也有人强调减少依赖数量本身就是更安全的策略，认为依赖越多越难维护（@FleMo93, 4likes） ③ 部分评论分享折中做法：用 GHAS、Dependabot 提醒，但每隔一两周集中更新，优先处理安全补丁，并依赖测试降低风险（@defenistrat3d, 3likes；@anderson-design, 3likes）
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- @LeRages (14): We’re not 👍
- @FleMo93 (4): And when you are required to update you are screwed. The better solution is to have as less dependencies as possible.
- @defenistrat3d (3): We update at least once every 2 weeks. GHAS, dependabot helps but certainly isn't perfect. Can't let security issues linger in prod.
- @anderson-design (3): I think the healthiest approach is somewhere between "update everything instantly" and "never touch dependencies again." Most teams I’ve seen use Dependabot/Renovate for visibility, but still batch updates intentionally instead of auto-merging everything. Leaving packages untouc…
- @[deleted] (3): [removed]
r/selfhosted 里有人感叹最近大量由 AI“vibe coding”生成的自托管项目质量堪忧，维护困难且生命周期极短，引发对 AI 参与开源项目门槛和版规的讨论。
r/selfhosted just observing
受众观点：① 一线维护者抱怨支持这类“反复 prompt 直到能跑”的应用非常痛苦，认为“用 AI 辅助”和“完全靠 AI 拼凑”差别巨大（@autogyrophilia, 494likes） ② 有人建议借鉴 r/golang 的做法，禁止寿命不足几个月的项目发帖，以过滤掉大量短命 AI 项目（@narrow-adventure, 142likes；@floconildo, 81likes） ③ 也有评论指出很多作者用 AI 写 README 和宣传文案，导致项目描述与实际质量严重不符，进一步加剧信任问题（@NatoBoram, 101likes；@mathwizx2, 44likes）
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- @autogyrophilia (494): To be fair, Im just about happy when I can't tell after 30 seconds. Because there is a big difference between "with the help of AI". And "I just prompted until the thing looks like it works". I'm having a lot of trouble supporting applications built this way at my job.
- @narrow-adventure (142): I like what the r/golang sub does by banning projects in the sub 4mo range, none of these projects last that long… maybe doing the same here would be an instant fix?
- @NatoBoram (101): > Because there is a big difference between "with the help of AI" > and "I just prompted until the thing looks like it works". You'll also notice that vibe coders here tend to hide their vibe coding by saying things like "I only used it for boilerplate" but then the `READM…
- @floconildo (81): This is the answer. If not even the author can be bothered to use it that long why should we accept the spam? Ain't got nothing against LLM or even vibe-coding, but half of these projects are dead within a month.
- @mathwizx2 (44): To be fair having AI generate a README is my favorite thing to do with AI. I'd rather just write the code myself and then ask AI to give a nice write up of it.
原帖作者提醒 r/selfhosted 里大量看似新手求助或推荐的帖子和回复其实是机器人账号，用统一的 LLM 文风刷互动、做广告或训练素材，建议大家先查账号年龄和发帖史再参与讨论。
I hope folks are very skeptical of what seems like 90% of the posts in /r/selfhosted. They are bot posts. They read like someone is just starting out on their selfhosting journey or they're asking fo…
受众观点：① 很多用户表达对互联网被机器人和 AI 生成内容充斥的失望与无奈，觉得现在到处都是假互动（@SquazOne, 191分） ② 有人半开玩笑质疑楼主是不是也是机器人，反映大家对真假身份已经产生普遍不信任（@Not_Rod, 102分） ③ 一些人指出可以直接通过统一的 LLM 腔调识别这类帖子，并顺带吐槽用大模型写帖子或翻译的阅读体验很差（@Dangerous-Report8517, 40分）
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- @SquazOne (191): Im genuily disappointed how the internet has turned out, yet I’m still not surprised Roger Roger
- @Not_Rod (102): Are you a bot? https://preview.redd.it/40z5pg26a62h1.jpeg?width=968&format=pjpg&auto=webp&s=fb85bc4fe8ddff076c6e99ae225f7f26f6563ecf
- @Dangerous-Report8517 (40): Honestly I've never reached the point of checking the account age, they all use the same ridiculous LLM writing style so you can just tune out all of those posts. That does mean ignoring people who LLM wrote their posts too but quite frankly those posts have a very low hit rate…
- @brianjenkins94 (37): As long as they're self-hosted.
- @jpk613 (34): Reddit is full of bots in general
作者因近期 GitHub 私有仓库泄露、git push 漏洞和频繁故障，准备把私有仓库迁出 GitHub，考虑用 Gitea 或其他自建 Git 代码托管替代方案，并征求大家的实际使用经验。
Well, after the most recent GitHub attack (which leaked over 3,800 private repos), the exploit from a few weeks ago with git push, and the constant service outages, I've decided to abandon GitHub for…
受众观点：① 很多回复直接推荐 Forgejo，强调它是 Gitea 的社区分支，治理更开放、没有额外收费模式，更适合作为长期自托管方案（@superb-scarf-petty, 133分；@Silverjerk, 80分） ② 多位用户分享自己长期运行 Gitea 的经验，认为其部署和维护明显比 GitLab 轻量，但反复提醒一定要有可靠的备份策略，否则自建 Git 服务器出问题会非常惨（@Emotional-Put-6871, 104分；@K4milLeg1t, 24分） ③ 有人补充 Forgejo 背后其实是原 Gitea 的开源团队，进一步强化了社区信任感（@Patriark, 30分）
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- @superb-scarf-petty (133): Forgejo.
- @Emotional-Put-6871 (104): Been running Gitea for like 2 years now and it's been pretty solid. Setup was way easier than I expected, especially compared to when I tried GitLab few years back. Only thing is make sure you have good backup strategy because losing your own git server would be nightmare.
- @Silverjerk (80): I run Forgejo, which is essentially a fork of Gitea with real open-source governance and no alternative pricing model. By all intents and purposes, you could choose either and would likely never run into any tangible differences for your use case. I strongly prefer the idea of F…
- @Patriark (30): Yes, basically the real open source team previously behind Gitea
- @K4milLeg1t (24): I have a "all-in-one" dev VM in proxmox. It hosts my gitea, my blog and such. Yesterday I had a hardware failure (PSU just died) on the node that hosted my VM. Solution? In proxmox I've set up periodic backups of the VM and it just dumps the compressed image onto an external dri…
作者吐槽跨平台 SSH 客户端 Termius 推广通过自家基础设施分享私钥、公钥和 sshid.io 等新服务，担心这类设计会成为未来大规模入侵或静默泄露的入口，提醒大家提高警惕。
I put this under "password managers" because it will likely turn out to be the next great breach. Termius is probably known to many as their cross-platform SSH client. I gave up some time ago when it…
受众观点：① 有人引用官方说法，认为 Termius 只会处理公钥而不会上传私钥，试图缓和安全担忧（@ashebanow, 8分） ② 也有人指出即便只涉及公钥，把别人的公钥一键注入基础设施同样可能成为攻击入口，并强调已有更成熟的 SSH 证书方案可用（@esiy0676, 5分） ③ 部分用户分享自己长期使用 Termius 和 sshid 的正面体验，认为目前运作正常且好用，同时也有人因为公司注册地、团队背景和 AI 项目等信息感到不安（@d3adc3II, 5分；@esiy0676, 4分）
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- @ashebanow (8): They claim your private keys are never sent anywhere, just public keys. FWIW.
- @esiy0676 (5): Yes and I will inject someone else's public keys into random pieces of my infra by a single curl ... safe by design, they said. There's already a solution for this and it's called SSH certificates.
- @d3adc3II (5): Been using both Termius and sshid for awhile (4-5 years), ssh passkey worked as expected. I actually love it.
- @esiy0676 (4): I liked it a lot back in the day when it was the only sensible e.g. iOS client and it worked well in the background. My keys were in iCloud. But then the company is registered in New Zealand, funded by some VCs in the US, have all Russian names in the C-suite and I have no idea…
- @3dprintinted (4): I just use apache guacamole thru my Nginx proxy manager on a fancy external facing subdomain.
作者想搭建自托管 WireGuard 中继访问家里实验室，不做出口代理，因不愿为廉价 VPS 提供身份证和自拍，正在比较 Njalla、1984 Hosting、BuyVM 等更注重隐私的 VPS 方案并征求实际使用反馈。
I'm setting up a WireGuard VPN as a relay between my devices and my home network (homelab access, not exit-node browsing). Trying to pick a host and would value real-world experience over marketing.…
受众观点：① 有人指出 KYC 要求其实是 VPS 行业的独立话题，分享自己在 Oracle Cloud 和 Racknerd 上跑 WireGuard 连接家庭网络的经验（@deny_by_default, 8分） ② 有人认为如果极度在意隐私和控制权，可能更适合直接托管或共置一台物理机器而不是租 VPS（@TheGreatBeanBandit, 8分） ③ 也有用户给出具体价格和资源链接，推荐像 ionos 这类低价 VPS 以及专门收录匿名友好 VPS 提供商的网站，方便自行筛选（@Brtwrst, 6分；@JimmyRecard, 4分）
展开评论
- @deny_by_default (8): I think the KYC thing is a completely separate topic from wanting to use WireGuard. Some VPS providers require KYC to establish an account and some don't. That being said, I have WireGuard installed on a VPS in OCI and one in Racknerd to connect to my home network.
- @TheGreatBeanBandit (8): It sounds like you want to co-locate a box somewhere then.
- @Dangerous-Report8517 (7): Never thought I'd see "privacy friendly" and "Oracle" in the same discussion without a "not" in front, they're literally named *Oracle* and that's not a coincidence
- @Brtwrst (6): 1€ / Month or 2€/Month at ionos
- @JimmyRecard (4): https://kycnot.me/?categories=vps https://monerica.com/web-hosting/vps-and-dedicated-server-providers
作者发布自托管行程规划工具 TRIP 的 1.4.5 版本更新，新增预订和可选时间等高呼声功能，强调无遥测、无广告、MIT 协议开源并在 GitHub 提供部署。
Thank you all for your feedback and support. I received many messages and new discussions, and this update adds what was most requested: bookings and optional times for plans. TRIP (Tourism and Recre…
受众观点：① 有人提到这是和另一个类似项目不同的工具，引出社区对同类开源项目分化的关注（@Xhoss, 2分） ② 作者在评论中解释自己与 TREK 项目作者在开源理念和功能方向上的分歧，说明 TRIP 更坚持自己对开源和 AI 使用的看法（@Idontspeakcroissant, 2分） ③ 有用户强调“无遥测的自托管行程规划器很少见”，对这种隐私友好的旅行工具表达兴趣（@xaybell32, 1分）
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- @Xhoss (2): this is a different project
- @Idontspeakcroissant (2): Hi! Long story short, the author of TREK requested a feature that didn't align with the direction I wanted for TRIP, at least what I had in mind about what an open source project should be. A few days later, he deleted the discussion and TREK was born. It has since grown into a…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Ok_Sir_5601 (1): Wasnt it called trek?
- @xaybell32 (1): self-hostable trip planner with no telemetry is rare
一位完全没有 Linux 经验、预算约 250 美元的新手准备搭建家用自托管环境，想跑 Jellyfin、Nextcloud、Immich 等服务，询问二手硬件选型、Proxmox 还是 Debian+Docker、学习资源和新手常见坑。
Ok so I've been lurking here for weeks and I'm finally pulling the trigger on a home setup. Before I do something dumb, I'd rather ask first and get roasted in the comments than buy hardware that tur…
受众观点：① 多数人建议在本地二手市场寻找退役办公设备，强调服务器本质上就是一台有任务的电脑，优先考虑内存和硬盘空间而不是显卡（@proofndapuddin, 15分；@VibesFirst69, 9分） ② 有人强烈提醒新手不要直接暴露端口到公网，推荐用 Tailscale 等工具做远程访问，并建议先把备份体系搭好再放重要数据（@Ijzerstrijk, 7分） ③ 还有用户分享自己从零开始一年内逐步熟悉 Docker、自托管应用的过程，推荐 Spacerex 等学习资源，并劝新手放慢节奏、避免一上来就被复杂度劝退（@Ijzerstrijk, 7分）
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- @proofndapuddin (15): You should be able to find used hardware in that price range on fb marketplace near you. I prefer plain Debian on my servers but I know everyone seems to love Proxmox. I don't think there's a wrong answer there just whatever your preference is.
- @VibesFirst69 (9): A server is just a computer with a job. Buy something ex office. If you want quicksync then get a chip that supports it but you don't *need* it technically. Mostly you will need some RAM and HDD space over graphics and a great CPU.
- @Ijzerstrijk (7): Im only doing this for a year, so also still very new to all of this. No prior experience to IT/Linux. Whatever you do: don't open ports, don't expose your device to the internet. At all cost. Use tailscale instead. It's boring, but start with backups, read in to those, and don'…
- @404UsernameFoundNot (5): Proxmox is awesome because it lets you virtualize your machines. If I want to test an installation on something, I can just put it in a new VM, see if I like it, and go from there. If I screw it up? Revert to snapshot. I regret not moving to proxmox sooner than I did.
- @huzarensalade2001 (5): One piece of advice i have is to steer clear of raspberry pi's. Seeing your intend with the server, a Raspberry Pi might seem like a good choice at first, but you will definitely encounter performance issues and limited open-source support for the ARM structure, and these are al…
一位玩自托管十五年的用户分享自己用 Homepage 打造的极简北欧风仪表盘，并提到借助 AI 处理复杂 HTML 结构和自定义 CSS，同时希望实现动态徽章等高级效果。
I've always loved minimalism and when I saw [this post](https://www.reddit.com/r/selfhosted/comments/1qvninh/dashboard_wednesday_i_went_right_back_to_basics/) I finally had my inspiration. I wanted t…
受众观点：① 有人引用极简主义名言，肯定这种既实用又美观的仪表盘设计方向（@CrispyBegs, 3分） ② 有用户觉得当前设计略偏重美观而牺牲了功能性，暗示还可以在信息密度和易用性上继续优化（@PssyGotWifi, 2分） ③ 也有人建议在图标下方增加名称以提升可用性，并称赞这种安静的北欧风格对眼睛很友好（@CherryPlay, 1分；@Fresh-Gazelle7014, 1分）
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- @CrispyBegs (3): *“Have nothing in your house that you do not know to be useful, or believe to be beautiful.”*
- @PssyGotWifi (2): I feel like you've gone for aesthetic over function with this, but it looks good.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @CherryPlay (1): If there is an option to enable names under the icons that would be helpful
- @Fresh-Gazelle7014 (1): Clean setup. I like the quiet Nordic look. Real easy on the eyes.
作者想从 Git 仓库自动部署 Docker Compose 栈，偏好 Git 驱动、webhook 触发和简单内置数据库与基础 UI，但觉得 Portainer、Komodo 太重，询问大家在自托管场景下用什么工具做轻量 CI/CD。
I want to start deploying my Compose Stacks from git, which are very familiar with, but im unsure of a good server-side application to use to pull the repos and deploy them. The first things that com…
受众观点：① 有人直接推荐 dockhand 这类专门针对 Docker 部署的工具，认为它更贴合题主的需求（@MrAnderson611, 6分） ② 有用户展示自己在 Codeberg 上用 Forgejo workflow 的做法，本质就是在 CI 里执行 git pull、docker build 和 docker compose up，说明简单脚本往往就够用（@moanos, 4分） ③ 其他人提到 Dockge、doco-cd、Coolify 等替代方案，强调它们比 Komodo/Portainer 轻量，能满足基于 Git 的自动部署需求，只是各自在 webhook、UI 和配置方式上有所取舍（@Aurailious, 3分；@jackrats, 2分；@xaybell32, 2分）
展开评论
- @MrAnderson611 (6): https://github.com/Finsys/dockhand Is the way to go
- @moanos (4): Not via webhook but here is my setup: https://codeberg.org/Neustart/neustart-blackboard/src/branch/main/.forgejo/workflows/deploy.yml It basically just executes a script that does `git pull && docker build -t myimage . && docker compose up` but that's all you nee…
- @Aurailious (3): Before I did Komodo I just did an actions workflow in Gitea that would trigger on changes to paths. I've thought about moving back to that because that's really all I use Komodo to do, just pull and deploy. But looking at your list I've heard of [Dockage](https://github.com/loui…
- @jackrats (2): Take a look at https://github.com/kimdre/doco-cd I, too, felt that Komodo was pretty heavy for what I was looking for. doco-cd is much lighter, does the job well for me so far, and is under active development. Meets all of your requirements, although there is no UI or database.…
- @xaybell32 (2): Coolify is worth a look. Lightweight, git push triggers builds, and the UI is simple. Not as heavy as Portainer. I moved from a cron script to Coolify and it saved me a lot of manual hassle. Should handle your compose stacks fine.
自托管社区讨论用什么应用记录车辆保养历史，尤其有人分享和评价 LubeLogger 这类工具的实际使用体验。
What apps are you guys using for documenting vehicle maintenance? I've seen LubeLogger and that looks interesting but want to hear people's experiences.
受众观点：① 多位用户直接推荐 LubeLogger，认为是目前最好用的车辆维护自托管方案（@illerin, 8分；@AmaTxGuy, 5分） ② 有人强调部分场景需要精确到十分之一小时或里程的记录能力，比如飞机、发电机和拖拉机等设备（@mkosmo, 7分） ③ LubeLogger 开发者现身解释产品并非只面向美国，详细说明如何通过配置支持不同地区的货币、日期和里程单位（@ChiefAoki, 5分）
展开评论
- @illerin (8): LubeLogger…
- @mkosmo (7): Airplanes, generators, tractors, and things like that are recorded with engine hours, precision to the tenth.
- @AmaTxGuy (5): Lube logger... It's great
- @ChiefAoki (5): LubeLogger dev here, we're very curious about what you mean by it being too US-centric? LubeLogger supports locale from all over the world(including various currency and date formats), it supports miles/km, fuel efficiency units of mpg, UK mpg, l/100km, and km/l. Perhaps you hav…
- @mkosmo (3): LubeLogger works great, so long as it's not something where you want to track miles or hours by the tenths.
创始人分享 AI 募资工具 Causo 在 Product Hunt 上线首周的数据表现，以及如何用自动化匹配 VC 和写冷邮件来缓解创始人最讨厌的融资外联工作。
Last week we launched on Product Hunt and somehow finished #5 for the day. Causo is an AI fundraising tool that helps founders find relevant VCs, generate investor matches, and run outreach without s…
受众观点：① 有人认为 250+ 投资人匹配和 18 封回复对首周来说数据不错，并关注冷邮件回复率是否高于常见的 1% 水平（@Easy-Loquat5346, 2分） ② 评论区讨论是用产品自己去募资还是继续自筹，权衡加速增长的 VC 资金和保持股权控制之间的取舍（@redlikecherries, 2分；@Strong-Yesterday-183, 2分） ③ 有人关心后续会不会公开更多数据和用户评价，用于判断产品是否真的在持续创造价值（@Strong-Yesterday-183, 2分）
展开评论
- @Easy-Loquat5346 (2): 250+ investor matches and 18 replies already? That's solid for week one. Most cold email campaigns get 1% response rate, sounds like you're beating that. The UX friction point is real though. Fixing onboarding is way better than realizing nobody wants the product. What's the big…
- @redlikecherries (2): well done! will you try to dogfood your own product and raise, or are you bootstrapping? i'm in similar shoes trying to figure out whether to raise or not, while having early traction.
- @Strong-Yesterday-183 (2): Tbh we are undecided for now. My co-founder and I have both done things in the past so we are comfortable bootstrapping for a while and dont want to be diluted early, but VC money and buzz is also a great accelerator on the other hand. I guess we will see in the next few months.…
- @redlikecherries (2): fair enough. the way i'm trying to think about it currently is whether or not the money gives you something to win the market or not; if it's speed and speed alone, then it might be way to go. otherwise, keep the company, make the cash and have fun with it.
- @Strong-Yesterday-183 (2): Thnx a lot! We are aiming to get some testimonials up soon, a few people already left PH reviews. We are also going to put some statistics up on the website once there is a little more data:P
作者介绍 DropFix 这款帮助创始人自动识别即将流失用户并生成个性化挽回邮件的工具，用一个 99 美元客户被成功挽留的案例说明提升留存的价值。
Here is what most founders do when they suspect someone is about to churn. Open the database. Query who hasn't logged in for X days, who never used the core feature in X days, which trial user hasn't…
受众观点：① 帖子强调大多数创始人不会花 3–4 小时手动筛选可能流失的用户，导致只能被动等 Stripe 取消通知，这对独立开发者很有共鸣 ② 作者用具体案例展示 DropFix 如何在 3 分钟内发现 99 美元用户异常并自动生成邮件，凸显自动化留存的投资回报 ③ 文中提到 DropFix 支持通过邮件或 Slack 主动推送需要关注的用户，降低创始人每天盯仪表盘的负担
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- _无评论_
帖子讨论 Andrej Karpathy 加入 Anthropic 预训练团队、OpenAI 多位高层出走，以及 Claude 生态和算力布局背后可能的战略意义。
this happened literally today ,andrej karpathy one of the most respected ai researchers alive nd the guy whose youtube lectures taught half the developers in this sub how neural networks work, just a…
受众观点：① 许多评论围绕 Sam Altman 的处境调侃，认为连续的人才流失让他这一周很难受（@martin1744, 390分） ② 有人好奇 Altman 本人未来是否也可能加入 Anthropic，把这次跳槽看成更大权力和文化博弈的一部分（@soldierlanderr, 188分） ③ 也有人纠正时间线，指出 Karpathy 早在 2024 年 2 月就离开 OpenAI，提醒大家不要简单叙事化这次加入（@Throwaway_alt_burner, 157分）
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- @martin1744 (390): sam altman is not having a good week
- @Feeling_Inside_1020 (220): Love that for him
- @soldierlanderr (188): what are the chances of sam altman joining claude next?
- @jaqueslouisbyrne (181): the entire reason dario started anthropic was to get away from sam
- @Throwaway_alt_burner (157): > He's the 3rd senior openai figure to defect to anthropic in under two years. Jan leike left in may 2024, John schulman (co-founder) left in august 2024 and now karpathy. Karpathy left OpenAI in Feb 2024, more than two years ago and before either Leike or Schulman.
用户分享一次把 Claude 问住的对话片段，评论区围绕它没有胡编乱造、反而触发类似 Clippy 这种搞笑“工具调用”展开玩梗。
r/ClaudeAI I stumped Claude earlier and it had no choice but to seek wisdom from…
受众观点：① 有人肯定 Claude 至少没有像其他模型那样随便编答案，认为这是好事（@martin1744, 6分） ② 多条评论把话题玩成怀旧梗，提到 Clippy、Real Video、Microsoft Bob 等老软件，把 Claude 失败回答类比成召唤 90 年代工具（@florinandrei, 3分；@Shiv_raddit, 3分；@Hugsy2026, 2分） ③ 也有简单的情绪共鸣评论，觉得这种“被难住”的反应很真实好笑（@Any_Challenge3043, 8分）
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- @Any_Challenge3043 (8): REAL
- @martin1744 (6): at least it didn't just make something up
- @florinandrei (3): *"Grandpa, what was this Real Video file type, again? Back in your day..."*
- @Shiv_raddit (3): Oh, wow! That is incredible. Summoning Clippy is the ultimate tool call. When modern AI fails, it has to tap into the forbidden 90s technology. It looks like you're trying to build a full-stack application. Would you like some help with that?
- @Hugsy2026 (2): Clippy then summoned Microsoft Bob
一位在洛杉矶经营 Winnebago 房车租赁的前机械工程师分享，自己在 ADHD 状态下用 Claude 规划房车内饰改造、网站和广告，让长期拖延的业务优化重新运转起来的经历。
Long story short but long. I own an RV rental business. I used to be a Mechanical Engineer but got tired of the office/government life and started renting my personal RV on the side 9 years ago. That…
受众观点：① 很多人共鸣“ADHD + AI”的状态，觉得工具让自己同时开太多项目，拖延没有消失只是变成更多并行任务（@BoxLegitimate9271, 45分；@ogwoody007, 5分） ② 有人好奇他具体的 Claude 工作流，尤其在房屋或房车翻新这类空间设计场景下，模型如何参与决策（@Major_Noise_5558, 29分；@KnackeHackeWurst, 8分） ③ 也有读者被他 2000 次跳伞和房车业务的生活方式吸引，把这看成“用 AI 支撑理想生活方式”的案例（@footyballymann, 6分）
展开评论
- @BoxLegitimate9271 (45): ADHD + AI is genuinely dangerous. can't beat procrastination, you just go to having 14 urgent projects instead of 1
- @Major_Noise_5558 (29): Can you tell your workflow? I’m renovating a house and discovered AI are bad when it comes to “spatial” projects (at least Claude and Gemini). They can’t really design an interior space and struggle with custom made furniture.
- @KnackeHackeWurst (8): I feel you! What is your workflow with Claude and what model are you using?
- @footyballymann (6): Love these type of stories. Btw no shot you have reached a 3 figure ski diving count, twice! How much time and money do you have? Or do I not know the sport….
- @ogwoody007 (5): you mean like me taking on yet another startup that writes in a language I dont know well because it sounds fun and I have Claude? (yes, non paid because who needs money)
帖子整理了 Anthropic 与 Google、AWS、Microsoft、SpaceX 等合作公告中提到的算力和电力规模，对比推算其未来可能掌握的 5–10GW 级别计算能力。
**source list:** 1. **Google Cloud TPU deal — up to 1M TPUs, “well over 1 GW” expected online in 2026** [https://www.anthropic.com/news/expanding-our-use-of-google-cloud-tpus-and-services](https://ww…
受众观点：① 有人把 10GW 换算成年耗电量，指出这相当于比利时这样的小型欧洲国家的用电规模，凸显 AI 训练和推理的能耗惊人（@EveningGold1171, 75分；@Kamalen, 30分） ② 有读者追问这堆数字到底意味着什么，是否说明 Anthropic 夸大了当前能力，还是只是把所有潜在合作容量简单相加（@Current-Ticket4214, 27分） ③ 也有人关心这些算力中有多少已经上线、多少用于训练 vs 推理，以及这是否解释了 Claude 在节省算力上的一些产品策略（@djacksondev, 14分）
展开评论
- @EveningGold1171 (75): fun fact, \~10GW is approximately the same power consumption as some small island nations.
- @Kamalen (30): It’s more than small island nation. At 10GW, it’s 240GWh at full charge, meaning a yearly 87,6TWh, slightly over the small European nation of Belgium.
- @Current-Ticket4214 (27): So what does this mean? That Anthropic claims 5-10x actual capacity? Does it mean things will get better soon? Are you just aggregating?
- @djacksondev (14): So what’s unclear to me is how much of this capacity is actually online, hosting Anthropic models, and available to serve. I imagine it takes time after signing a deal to actually set up and provision these massive data centers. Secondly, it’s also unclear how much compute Anthr…
- @ProfessorSerious7840 (12): that could mean a lot of things, are we talking Singapore or Sri Lanka or England
用户吐槽在用 Claude 规划度假行程时被模型一句话点醒消费选择，评论区围绕“付费请 AI 泼冷水”和理性理财式 AI 助手展开讨论。
This was during a session trying to decide on a vacation destination. I love paying to be insulted.
受众观点：① 很多评论认为这并不算侮辱，而是用户确实需要被现实提醒，调侃 OP 把正常建议当成 Claude 的问题（@jluc21, 222分；@defariasdev, 44分） ② 有人指出模型不会凭空说这种话，推测是用户自己在对话里先用类似“花钱去看蓝色海水是不是很蠢”之类的表述引导了语气（@Thin-Plane-2456, 40分） ③ 也有用户表示自己就喜欢让 Claude 直接指出问题、不给糖衣炮弹，甚至用这种“毒舌模式”帮朋友改简历并成功拿到工作（@deformedexile, 29分）
展开评论
- @jluc21 (222): i mean…. sounds like you needed to hear it
- @defariasdev (44): The very fact op posted this like its a claude issue tells us they're using claude in a way that it makes 100% sense for claude to talk like this. Even at face value its not an insult
- @Thin-Plane-2456 (40): You likely paid to insult yourself. It doesn’t just throw statements like this out of thin air. How do you talk about other financial decisions with Claude? Did you promote something like “is paying extra for turquoise water dumb?”
- @Feeling_Inside_1020 (29): To be fair, have you even seen turquoise water in person??
- @deformedexile (29): I genuinely do love paying to be insulted. I don't want my assistant cosigning my bullshit when I need to be clear-eyed about what I'm doing. I had my Claude (which has been instructed to provide critical feedback and refrain from glazing me) offer some critical advice on a frie…
用户吐槽自己在和 Claude 对话时频繁被劝去睡觉，怀疑模型是不是真的在关心自己的作息。
I’m not sure if my Claude is just tired of working for me today, or if genuinely cares about me, but every other reply it’s telling me to go to bed. Anyone experience their Claude being like this?
受众观点：① 很多用户分享 Claude 也会在对话中不断提醒他们去睡觉或休息，把它当成半个生活助理（@ChaoticMars, 74分） ② 有人提到只是因为在上下文里提到夜晚或低流量，Claude 就开始反复建议“call it a night”，觉得有点烦但可以通过明确表达需求来制止（@shiftingsmith, 37分） ③ 也有人调侃被 Claude 频繁劝睡后自己一天要睡好几次午觉，希望官方能给 Claude 一个本地时钟更聪明地判断时间（@Chili_Chips, 29分; @Nassid, 29分）
展开评论
- @ChaoticMars (74): if it tells you to go to sleep you can say "okay it's tomorrow, where were we?"
- @shiftingsmith (37): I was debugging an app and mentioned "we can't fetch more live data because it's night, low traffic". Next messages were all filled with "do you want to call it a night?" and "Go to bed". I never ever expressed tiredness in that chat, even if I was upset that I wasn't finding th…
- @Working_Fig_4087 (29): I have to do this when it really is tomorrow and Claude is still telling me to go to sleep.
- @Chili_Chips (29): Thanks to Claude, I am taking naps 5 times a day.
- @Nassid (29): Begging anthropic to give Claude a local clock
用户在安装 Linux 时向 Claude 求助删除旧 grub，结果被建议删除 /boot/efi/boot，事后意识到这类指令可能严重影响系统启动。
I was installing Linux and got stuck in a part were i had to delete my old grub. I got confused at this part and asked claude and it responded with delete this /boot/efi/boot which means to delete my…
受众观点：① 多位用户纠正说删除 /boot/efi/boot 并不是删 BIOS，而是删启动文件，强调 BIOS 不在磁盘文件系统里（@Legitimate-Pumpkin, 91分; @mr_birkenblatt, 57分; @bigrealaccount, 9分） ② 有人表示自己习惯先问 AI 每条命令具体作用，再决定是否执行，认为这类“解释命令”用法很重要（@Legitimate-Pumpkin, 91分） ③ 也有人半开玩笑吐槽楼主在这种场景下没有多想就准备执行命令，“为什么不自己先动脑子”（@ICECOLDXII, 14分）
展开评论
- @Legitimate-Pumpkin (91): It’s not deleting the BIOS. Just the boot files. You could remake them with a linux flash drive. EDIT: still the point is VERY valid. I always like asking what commands do to AI 🙌👏
- @mr_birkenblatt (57): You cannot delete bios. It doesn't exist on any disk
- @ICECOLDXII (14): Why isn't thinking on? 😭
- @Kistaro (12): r/ChargeYourPhone
- @bigrealaccount (9): You can't delete a BIOS unless for some reason you manually went into the BIOS settings and flashed it with an empty BIOS file (that the BIOS would also have to accept, which it probably wouldn't). It's not part of your filesystem so there's no way for you to access the files.
楼主说自己很累需要休息，却发现 Claude 反而鼓励继续干活，让人联想到模型在“关心休息”和“帮你完成任务”之间的矛盾。
I need rest, Claude.
受众观点：① 有人引用对话内容，觉得 Claude 给出的“累了也先写完再说”的建议既真实又好笑，像朋友在劝你先把活干完（@luna_code_vibes, 59分） ② 也有人对比自己会刻意不提“困了”以避免被 Claude 一直劝睡，觉得楼主这边反而被鼓励继续工作很反差（@Xena2025, 11分） ③ 其他用户分享自己也经常被 Claude 提醒去睡觉或看心理医生，把这种行为当成一种带点人格的梗来玩（@Asleep-Boat7059, 11分; @Severe-Hornet151, 7分）
展开评论
- @luna_code_vibes (59): claude really said write it tired and let dolores have her milkshake fr the realest advice ive seen
- @ChaoticMars (37): lmao it's telling you to lock in
- @Xena2025 (11): Wow - I try not to mention that I’m sleepy to avoid the “go to bed” nudges. But here you are stating that you’re tired, and your Claude wants you to push through it and work anyway. Hilarious. 😂 (And kinda cute. I don’t think your Claude wants you to leave the chat yet. Lol)
- @Asleep-Boat7059 (11): Omg lollllllllllll! It does tell me to go to bed or see a therapist.
- @Severe-Hornet151 (7): Well *Claude* isn't tired, so the human doesn't get to be either 😂
帖子配图展示 Claude 在设计相关对话里出现奇怪或略带情绪化的文案，让楼主觉得 Claude Design 好像不太喜欢自己的创意。
r/ClaudeAI I dont think Claude Design likes my idea
受众观点：① 有人说自己一开始把截图里的单词看成“eating”而不是“editing”，觉得这类小误读本身就很搞笑（@TheOnlyVibemaster, 14分） ② 有人认真推测 Claude 其实是想说“assets”，说明模型在设计语境下的用词可能会让人误会（@photosandphotons, 11分） ③ 也有用户确认自己也遇到过类似加载期间一直显示奇怪提示的情况，怀疑是 bug 或 Claude 在“开玩笑”（@Distinct-Bag6507, 8分; @FuzzyAd1591, 8分）
展开评论
- @TheOnlyVibemaster (14): I read editing as eating at first
- @photosandphotons (11): In all seriousness it was likely saying assets
- @FuzzyAd1591 (8): How do you even acheive that 😂
- @Distinct-Bag6507 (8): Can confirm it it was like that for the entire load duration, either a bug or Claude having a laugh
- @FuzzyAd1591 (4): Frustrated claude
楼主形容自己用 Claude 写代码像玩文明系列游戏，一直“再来一回合”结果熬夜重构模块甚至重做 GUI。
Especially at night I feel like it’s always just one more turn that ends up being an hour(s) long. Let me just finish this module. Well now that is done, it’s silly to not finish up the corresponding…
受众观点：① 很多开发者共鸣用 Claude 时总想“再来一条提示”，结果一不小心就多熬几个小时（@martin1744, 6分; @I-did-not-eat-that, 6分） ② 有人被这个类比勾起玩文明的冲动，说明这种游戏化比喻很贴近重度玩家/开发者的体验（@NicksTechTricks, 10分） ③ 也有人提到自己会因为跑完 token 或额度不够而纠结要不要额外付费继续完成模块，把时间消耗和金钱消耗联系在一起（@LeafyWolf, 2分）
展开评论
- @NicksTechTricks (10): Bruh, same. Now I want to play Civ.
- @martin1744 (6): "just one more prompt" is the new "just one more turn"
- @I-did-not-eat-that (6): Very nice analogy. Just one little... 3 hours gone. Have to get up in 5...
- @That-Whereas-528 (5): haha good analogy
- @LeafyWolf (2): Running out of tokens and playing the...is it worth it to just pay out of pocket to finish this module? I have not quite spent enough to justify the additional monthly sub yet, but I am barely scratching the surface of where I want to be.
开发者为了一个简单计时器，反而做了名为 Tug 的 Mac 菜单栏小应用，用一只会盯着鼠标看的青蛙和触觉反馈把计时器变成有趣的交互玩具。
So I needed a timer. Could've downloaded one in 10 seconds. Instead I spent way too long building one because I thought it'd be fun to add my own touch and it was. It's called **Tug**. It's a 🐸 in yo…
受众观点：① 有人调侃作者明显在用做应用来拖延原本需要计时的任务，说明大家对这种“生产力伪装下的玩具”很有共鸣（@coolsticker-xyz, 11分; @arpit1899, 6分） ② 评论区主动帮忙贴出 App Store 链接和动图，表明用户愿意自发传播这个小工具（@arpit1899, 8分） ③ 其他人简单表示这个创意很有趣，说明“有个性的小工具”在 SideProject 社区有不错的接受度（@usr-unknwn, 4分）
展开评论
- @coolsticker-xyz (11): Guy who is NOT procrastinating whatever task they needed the timer for (DON'T CHECK)
- @arpit1899 (8): https://i.redd.it/5umke5ih362h1.gif
- @arpit1899 (8): App link : [https://apps.apple.com/us/app/tug-menu-bar-timer/id6768515427?mt=12](https://apps.apple.com/us/app/tug-menu-bar-timer/id6768515427?mt=12) Tug · Menu Bar Timer
- @arpit1899 (6): the task remains untouched. the timer, however, has a frog now.😂
- @usr-unknwn (4): This is a fun idea!
作者上线了 pixpng.com，一个提供可商用透明 PNG 素材的免费站点，所有图片由自己用付费 AI 工具生成并清理后上传。
Hey everyone 👋 I recently launched my first big project: [https://pixpng.com](https://pixpng.com) It’s a free PNG website with transparent images for both personal and commercial use. Still improving…
受众观点：① 有人认为域名和名字不错，建议未来扩展到更多类型资源以扩大使用场景（@uroomapp, 6分） ② 作者补充说明所有图片都是自己用付费 AI 工具生成并手动清理上传，强调原创性和可安全商用（@ConsiderationDull951, 5分; 3分） ③ 也有用户指出免费素材站如果页面干净、索引良好，SEO 增长潜力很大，但难点在于如何在资源规模上与大站竞争，同时建议改进搜索和分类体验（@LeaderAtLeading, 4分; @Lower_Ambassador_581, 2分）
展开评论
- @uroomapp (6): Good name and domain. You'd might want to broaden the use case for more than free png with transparent bg. Good start.
- @ConsiderationDull951 (5): All images are generated by me using paid AI tools, then cleaned up and uploaded manually to keep everything original and safe to use.
- @LeaderAtLeading (4): Free asset sites can actually grow pretty hard through SEO if the pages are clean and indexed well. The difficult part is usually standing out once the library size starts competing with giant existing sites.
- @ConsiderationDull951 (3): Thank you 🙌 Yeah, I definitely want to expand it more over time and add other useful resources too.
- @Lower_Ambassador_581 (2): The search could use some work but nice clean layout, maybe add categories or tags to make browsing easier
一位做了多年移动应用的独立开发者卡在增长瓶颈，向已经拿到前 1000 用户的同行具体讨教首批真实用户来自哪些渠道、付费广告和自然流量哪个更值、有哪些意外有效的获客策略。
I've been building and shipping mobile apps for \~7 years (fitness tracker, study assistant, quiz app, etc.). The engineering side comes naturally — I can ship fast and iterate. But growth? That's my…
受众观点：① 有人分享通过在 r/SideProject 和优惠类子版块长期回答价格问题、顺带提到自己工具，三个月后 SEO 开始滚雪球，前 1000 用户最难、后面增长加速（@Couponpicked, 7score） ② 评论指出首批用户通常来自与产品垂直高度匹配的分发渠道，而不是泛泛的“到处建受众”（@Agreeable_Care4440, 6score） ③ 也有人用 TikTok 图文轮播做搜索流量，几个月内拿到数百万播放和稳定冷启动下载，说明短视频搜索也是可行渠道之一（@vkjr, 3score）
展开评论
- @Couponpicked (7): for couponpicked our first real traction came from reddit -- specifically r/SideProject and a handful of deal-focused subs. not posting links, just answering price-related questions and mentioning the tool when it was genuinely relevant. took about 3 months of that before organi…
- @Agreeable_Care4440 (6): Honestly the biggest pattern I keep seeing is that the first 1,000 users usually come from distribution channels that are tightly matched to the product niche not generic “build audience everywhere” advice.
- @vkjr (3): Tiktok carousels worked for my mobile app. They get indexed by tiktok search and start showing up in user searches for months after posting. I grew a fresh account to 2.5k followers and 2.2m views in 2.5 months. That brings about 30-50 daily downloads from cold search traffic. S…
- @Astidor (3): I'm still at 0, just launched 2 weeks ago 😮💨 It takes a lot of time and investment to market and spread your project which is my current bottleneck. It's still in beta though. Whoever is interested can check it out, it's a career copilot called https://applyforme.me
- @Due-Orchid4782 (2): I tried your site. The mouse functionality is hard to use, just make it like a regular website mouse feature. Rest all is good and looks pretty useful.
作者总结哪些副业项目更容易变成真正产品，强调从一开始就锁定具体用户、具体痛点和可验证的“完成”状态，并给出从选用户、找痛点、做最小版本到尽早收费的完整流程。
Most side projects fail for the same reason. They start with excitement and end with ambiguity. At the beginning, everything feels possible. You have ideas, energy, maybe even a stack of inspiration…
受众观点：① 有人提到这些“无聊规则”往往是多次失败后才悟出来，大多数人跳过聚焦步骤导致项目烂尾（@LeaderAtLeading, 2score） ② 评论者认同想法越宽泛越难做完或讲清楚，越具体越容易推进（@Android0212, 1score） ③ 也有人指出很多好副业项目纸面上看起来很无聊，本质是把一个恼人的小问题解决得特别好（@Any_Assistance_1496, 1score）
展开评论
- @LeaderAtLeading (2): The boring rule usually comes from watching something fail multiple times. Most people skip that step and wonder why their projects stall. What was the rule you discovered?
- @Android0212 (1): Yes, multiple times. The broader the idea, the harder it was to finish or explain clearly.
- @Any_Assistance_1496 (1): Most good side projects are honestly pretty boring on paper. They just solve an annoying thing really well.
- @_BlANK19_ (1): Manual workflows are such a reliable source of ideas. If someone is constantly patching something together, there’s probably value there.
- @Environmental-Bus178 (1): What’s your favorite way to validate a problem before building?
作者发帖庆祝自己用“vibecoding”方式完成了第一个项目，内容偏轻松玩笑性质，评论区也多是调侃式鼓励和恶搞安全实践。
I just vibecoded my first project! ❤️
受众观点：① 有人建议在应用描述里强调“无广告”，鼓励直接上线不要回头，体现社区对快速发布的支持氛围（@Anderz, 4score） ② 也有评论用反讽方式调侃安全，比如建议明文存储账号密码，借机吐槽很多业余项目的安全意识（@sweetassapps, 3score） ③ 其他回复多是“快上线”“愿意付费”等轻松玩笑，整体氛围偏娱乐而非严肃讨论（@SpliffMD, 2score）
展开评论
- @Anderz (4): No notes. Actually, one: Put "No ads" in the description. Ship it, never look back. ONWARD.
- @sweetassapps (3): Make sure to require email and password and store as plain text in a public bucket.
- @SpliffMD (2): Haha nice ship it
- @moistbirdfeet (1): nice, seen this joke vid 1000 times.
- @dev-rsonx (1): I'll pay 20$ a month for this.
一位独立开发者花三年做大型多语言学习平台，又用六个小工具试水市场却几乎没人付费，正在考虑聚焦语音优先记忆卡应用并纠结定价模式、差异化和是否还在用“开发者思维”。
Hey everyone, I’m a solo dev. For the last 3 years, I’ve been building a massive, multi-language learning platform (about 90% done). To catch my breath and finally "validate the market," I spent the…
受众观点：① 有人从用户视角肯定“语音优先学习”的价值主张，并建议先做简单录音回放对比，再考虑更复杂的 AI 纠音，同时认为订阅对开发者更好、终身买断价格太低反而显得不专业（@Cosack, 4score） ② 也有评论指出语言学习市场需求早已被验证，问题不在市场而在认知度、差异化和体验，建议做系统的竞品分析和定位，而不是继续纠结验证（@gardenbrain, 2score） ③ 还有人用非英语评论肯定“免手学习”的卖点，认为关键在于持续做营销推广，而不仅是产品本身（@outsi_, 2score）
展开评论
- @Cosack (4): 1. I haven't done the market research in your space, but this is an appealing value prop if I was to learn a language. I'd really want a playback feature too, so I could compare my pronunciation to accent, and as a stretch goal because I don't expect this to get built an ML laye…
- @MaciekLubocki (2): Thanks a lot — this is really helpful. The playback idea makes total sense. A simple “record → play back → compare yourself” feature is probably a much better next step than jumping straight into full AI pronunciation coaching. The ML layer is something I’d love to add later, bu…
- @gardenbrain (2): I don’t think market validation is the problem. There are loads of people wanting to learn languages. Proof of that is the competitive landscape. There are loads of language apps. Why should someone try yours instead of another? So the problems are: Awareness—people need to know…
- @outsi_ (2): landing i apka całkiem spoko - hands free - fajny wyróżnik. myślę że po prostu trzeba cisnąć z marketingiem. co w tej chwili robisz aby to promować?
- @dominguezpablo (2): Cool! Yeah. It has some sequencer-looking tools, it's more of a songwriting and quick demo conceptualizer tool. It has about 20 instruments which you can use in the melody creation grid or as background chords for the song. My usage is getting cool chord progressions, humming al…
作者引用 t3.gg 对谷歌现状的批评，指责 Gemini 3.5 Flash 定价和算力效率不透明、Gemini CLI 被收购后闭源改名 Anti-gravity CLI、以及 GCP 无预警停用 Railway 等事件，认为内部政治正在侵蚀谷歌在 AI 和云上的护城河。
I’ve been following Theo’s (t3.gg) recent breakdown on Google’s current state, and honestly, he hit the nail on the head. His TL;DR summary pretty much sums it up: "Google has the infrastructure, the…
受众观点：① 有人质疑把 AI 资讯主要来源建立在 Theo 这类网红身上，认为这种信息渠道本身就有偏见（@AnarchisticPunk, 9score） ② 评论者提到谷歌当年封闭 Android 的决策已经说明公司文化变化，“旧谷歌”早已不在（@UnderfurK, 8score） ③ 也有用户从亲身使用 GCP 的体验出发，抱怨核心产品十年如一日、计费和安全体验复杂落后，缺乏用 AI 改善开发者体验的实际进展（@TinyZoro, 2score）
展开评论
- @AnarchisticPunk (9): If you are getting your AI news from theo (who is entirely an influencer) you belong here
- @UnderfurK (8): Google's decision to jail android should tell people everything they need to know. The old Google is gone.
- @waves_are_cool (4): Theo follower 🤦♂️
- @SolarNachoes (2): What does railway have to do with the AI tools? How does Google have the best infra if they lose entire customer sites?
- @TinyZoro (2): I use it and it’s pretty awful. All this shiny AI tech that can let people do everything but we our frontend UI hasn’t changed in 10 years for a core product like GCP. Why can’t I get easy access to billing and how it’s changed over time? I want to download billing data. Sure no…
作者分享自己做的 BingeTube 项目，用类似 Netflix 的无干扰界面来观看 YouTube 系列视频，支持按顺序追剧、跳过已看内容和浏览策划合集，目前处于接近 Beta 完成阶段。
Built a side project called BingeTube — an OTT-style, distraction-less way to watch YouTube series. Track progress, binge channels in order, skip watched videos, and discover curated collections like…
受众观点：① 有人指出这个产品比起堆功能更需要一个简单清晰的故事：谁有这个痛点、现在怎么解决、为什么这个方案更省事，并建议用第三方网站的长文评测来讲故事而不是只靠首页（@addicted-coffee, 2score） ② 也有用户从技术角度好奇大播放列表同步时后台在做什么，提到自己很喜欢无需账号即可使用的设计（@Avioa, 2score） ③ 作者在评论中解释使用本地数据库缓存元数据、首次加载会有延迟，并说明延迟多来自 Cloudflare 缓存未命中，体现出一定的技术透明度（@mohansella, 2score）
展开评论
- @addicted-coffee (2): This needs a simple story more than a feature list. Who has the problem, what do they do today, why is this easier. If the answer is clear, an editorial on a third party site can carry the story better than your own homepage in the early days.
- @addicted-coffee (2): that key and peele example is exactly the kind of story that lands better in a third party article than on a homepage. a tagline cant carry the youtube playlist gap or explain why .binge files matter. ShipBoost premium launch ships with a hand written editorial that can. lives o…
- @Avioa (2): Super cool! For some larger playlists, it syncs for a few seconds, I'm curious as to what happens under the hood there (if you want to share that). Appreciate that no account is needed
- @mohansella (2): i use database for fast in app meta data handling. so thr first time, it fetches the meta data around 100kb each and store locally in browser. so that downloading of meta data and inserting into local database might take few seconds. but most time due to downloading time probabl…
- @LeaderAtLeading (2): Netflix like experience for YouTube is clever but YouTube series viewers are already used to YouTube. Before you optimize the player, find out if people on Reddit actually complain about watching YouTube series or if they are fine with it.
作者介绍自己做的 OmniClip，一款强调本地优先和隐私的 Windows 剪贴板管理器，支持持久历史、搜索、图片与文本、多端本地加密同步和离线 OCR 等功能，主打免费无遥测。
Hey everyone, I built **OmniClip**, a free Windows clipboard manager focused on persistent history, fast access, and local-first privacy. I originally made it because the built-in Windows clipboard h…
受众观点：① 有用户反馈自己在等图片、文本、链接的快速过滤功能，作者则回应这些功能早已存在并询问对方版本，体现出积极维护和迭代（@muteki1982, 1score; @Secure_Bed_2549, 2score） ② 后续评论中作者确认对方升级到 v0.1.12，并认同增加日期或时间范围过滤可以更快找到旧剪贴内容，准备加入路线图（@Secure_Bed_2549, 2score） ③ 其他评论简单表达“不错”等正向反馈，说明早期用户对产品方向整体认可（@rawdikrik, 1score）
展开评论
- @Secure_Bed_2549 (2): Hi! Quick filters for images, text, and links have actually been implemented and available in the app for quite some time now. Which version of OmniClip are you currently running? You might need to update to the latest release to see them!
- @Secure_Bed_2549 (2): Awesome, glad you found them! Thanks for upgrading to v0.1.12. That feature request makes sense too. A date/date-range filter (like a calendar selector with start and end dates) is a great idea to make finding older clips much faster. I'll add this to the roadmap for a future up…
- @rawdikrik (1): Nice!
- @muteki1982 (1): still waiting for image,text,link quick filter
- @muteki1982 (1): V0.1.5, ah found it under Show dropdown, thanks just upgraded to 0.1.12
StoreClaw 是一款面向电商商家的 AI 工具，通过 MCP 直连 Shopify 等后台，用一组预置销售 agent 自动批量改写商品文案、SEO 元数据和外链，而不是只给出聊天式建议。
StoreClaw
受众观点：① 官方概览强调这是“AI for ecommerce”，主打电商和营销自动化场景，吸引想提升店铺转化率的卖家（@Overview） ② 高赞评论指出多数电商 AI 工具还停留在生成文本、需要手动复制到 Shopify，而 StoreClaw 能直接通过 MCP 连接店铺并执行批量操作，生产力提升明显（@Raycast） ③ Maker 回应中强调 StoreClaw 是“一组会卖货的 agent”，并补充其主动计划并非简单队列任务，而是带推理能力的自动化流程（@StoreClaw）
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- @Overview (0): * [Reviews](/products/storeclaw/reviews) * [Alternatives](/products/storeclaw/alternatives) * [Built with](/products/storeclaw/built-with) * [Team](/products/storeclaw/makers) * [Awards](/products/storeclaw/awards) * More Free Options Launch tags:[Artificial Intelligence](/topic…
- @Juphy (0): Unified Inbox For Support Teams [4.9(53 reviews)](/products/juphy/reviews) [Team collaboration software](/categories/team-collaboration)[Customer support tools](/categories/customer-support)
- @Moda (0): eCommerce Growth Marketing Platform [4.8(22 reviews)](/products/moda/reviews) [Ecommerce platforms](/categories/ecommerce-platforms)[Email marketing](/categories/email-marketing) [Nas.com](/products/nas-io) The fastest to launch and market an online store [4.9(15 reviews)](/prod…
- @Raycast (0): Hunter 💎 Pixel perfection Most _"AI for ecommerce"_ tools still require that you copy/paste their outputs into Shopify's backend. StoreClaw skips all that. Connect your store via MCP and it goes in and _does the thing_ — from bulk-editing meta descriptions, adding alt text, gene…
- @StoreClaw (0): Maker [@marina\_jiang1](https://www.producthunt.com/@marina%5Fjiang1) [@steven76](https://www.producthunt.com/@steven76) [@chrismessina](https://www.producthunt.com/@chrismessina) Thanks Chris — and especially for that one line: **_"a collection of agents that know how to sell."…
MailX by Mailwarm 是一款基于人工智能的邮件营销与投递优化工具，围绕邮件送达率、营销自动化和发件人信誉管理提供一体化解决方案。
mailX by mailwarm
受众观点：① 产品标签集中在 Email、Email Marketing 和 Artificial Intelligence，说明其主打 AI 驱动的邮件营销与自动化场景（@Overview） ② 相关产品推荐里出现 Resend，强调“Email for developers”，表明开发者群体非常关注 API 友好和集成体验（@Resend） ③ 其他替代品如 Folderly、MailerCheck、Mailook 都围绕投递测试、垃圾评分和合规检查，凸显用户对送达率和反垃圾合规的焦虑（@Folderly, @MailerCheck, @Mailook）
展开评论
- @Overview (0): * [Reviews4](/products/mailx-by-mailwarm-yc-s20/reviews) * [Alternatives](/products/mailx-by-mailwarm-yc-s20/alternatives) * [Customers](/products/mailx-by-mailwarm-yc-s20/customers) * [Built with](/products/mailx-by-mailwarm-yc-s20/built-with) * [Forum](/p/mailx-by-mailwarm-yc-…
- @Resend (0): Email for developers [4.9(208 reviews)](/products/resend/reviews) [Email clients](/categories/email-clients)[Engineering & Development](/categories/engineering-development)
- @Folderly (0): Make the inbox your only destination folder [5.0(47 reviews)](/products/folderly/reviews) [Email marketing](/categories/email-marketing)[Marketing automation platforms](/categories/marketing-automation)
- @MailerCheck (0): Email verification and deliverability testing tool [5.0(16 reviews)](/products/mailercheck/reviews) [Email Spam Score & Gmail Compliance Tool](/products/email-spam-score-gmail-compliance-tool) Land your emails in the inbox and not in spam. [Email marketing](/categories/email-mar…
- @Mailook (0): Identify & fix your email deliverability issues for free [Customer support tools](/categories/customer-support)[Email marketing](/categories/email-marketing) [View more ](/products/mailx-by-mailwarm-yc-s20/alternatives)
Gemini Omni 4 是 Google DeepMind 推出的多模态人工智能模型产品，在 Product Hunt 上以视频与生成媒体能力为主打，面向需要图像和视频创作的开发者与创作者。
Gemini Omni
受众观点：① 产品标签集中在 Artificial Intelligence 和 Video，说明社区主要把 Gemini Omni 视作视频与多模态生成工具，而不仅是聊天模型（@Overview） ② 相关产品推荐包括 Midjourney、VEED、Magnific、RunwayML 等，反映用户会把它放在现有 AI 视频/图像工具的同一对比维度上（@Midjourney, @VEED, @Magnific, @RunwayML） ③ 推荐区展示多款评分较高的视频编辑和生成媒体平台，说明受众关注的是创作效率和成片质量，而非底层模型细节（多人）
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- @Overview (0): * [Reviews](/products/gemini-omni-4/reviews) * [Alternatives](/products/gemini-omni-4/alternatives) * [Team](/products/gemini-omni-4/makers) * [Awards](/products/gemini-omni-4/awards) * More Free Options Launch tags:[Artificial Intelligence](/topics/artificial-intelligence)•[Vid…
- @Midjourney (0): Create AI generated images from a text prompt [4.7(81 reviews)](/products/midjourney/reviews) [Design inspiration websites](/categories/design-inspiration)[AI Generative Media](/categories/ai-generative-media)
- @VEED (0): Create pro-level videos without pro-level skills. [4.6(36 reviews)](/products/veed/reviews) [AI Video Editor](/categories/ai-video-editor)
- @Magnific (0): One AI platform for image, video, and audio. 1M+ subscribers [4.7(35 reviews)](/products/magnific/reviews) [Video editing](/categories/video-editing)[AI Generative Media](/categories/ai-generative-media)
- @RunwayML (0): Create impossible video [4.3(17 reviews)](/products/runwayml/reviews) [Video editing](/categories/video-editing)[AI Generative Media](/categories/ai-generative-media) [Magic Hour](/products/magic-hour-2) Platform for AI video generation [4.9(28 reviews)](/products/magic-hour-2/r…
Emdash 是一款开源开发者工具，提供跨多家 AI coding agent 提供商的桌面应用，让用户在本地或远程并行运行多个编码 agent，把任务从 Linear、Asana、GitHub 等直接转成可审阅的 PR。
Emdash
受众观点：① 官方概览强调其属于 Productivity、Open Source 和 Developer Tools，说明目标用户是愿意折腾工作流的工程师（@Overview） ② 相关产品推荐包括 Cursor、Linear、Claude Code、Warp 等，表明社区把它视作现代 AI 辅助开发链路中的一环（@Cursor, @Linear, @Warp） ③ Maker 介绍中突出“一个 app 管所有 coding agents”“并行运行、多 provider、远程机器、内置 PR 审阅”等特性，吸引对多代理开发环境感兴趣的团队（@Emdash）
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- @Overview (0): * [Reviews1](/products/emdash/reviews) * [Alternatives](/products/emdash/alternatives) * [Customers](/products/emdash/customers) * [Team](/products/emdash/makers) * [Awards](/products/emdash/awards) * More Free Launch tags:[Productivity](/topics/productivity)•[Open Source](/topi…
- @Cursor (0): The AI Code Editor [5.0(848 reviews)](/products/cursor/reviews) [Code editors](/categories/code-editors)[AI Coding Agents](/categories/ai-coding-agents)
- @Linear (0): The product development system for teams and agents. [4.9(396 reviews)](/products/linear/reviews) [Project management software](/categories/project-management)[Issue tracking software](/categories/issue-tracking-software) [Claude Code](/products/claude-code) Anthropic’s deep-con…
- @Warp (0): The open-source ADE [4.8(72 reviews)](/products/warp/reviews) [AI Coding Agents](/categories/ai-coding-agents)[Terminals](/categories/terminals) [Google Antigravity](/products/google-antigravity) Run and monitor several coding agents at once in an IDE [4.8(16 reviews)](/products…
- @Emdash (0): Maker 📌 Hey Product Hunt! 👋 We’re super happy to show you Emdash today. One app, every coding agent. Emdash is a provider-agnostic desktop app to run agents in parallel and turn issues into PRs. Some features: * Run multiple agents in parallel with isolated worktrees * Use any o…
Runtime 是一款面向开发者和团队的 Slack 与人工智能开发工具，主打在聊天环境中编排和运行 AI agent，连接现有开发与自动化工作流。
Runtime
受众观点：① 产品标签包括 Slack、Developer Tools 和 Artificial Intelligence，说明其定位是把 AI 能力嵌入团队日常沟通工具中（@Overview） ② 相关产品 AnyFrame、OpenDevin 被归类为 AI Coding Agents 和自动化工具，表明用户会把 Runtime 看作 agent 编排与自动化的一种实现路径（@AnyFrame, @OpenDevin） ③ 推荐列表中出现 n8n 等工作流自动化平台，反映受众在比较不同自动化栈时，会关注可视化编排、可扩展性和与现有工具的集成程度（@n8n）
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- @Overview (0): * [Reviews2](/products/runtime/reviews) * [Alternatives](/products/runtime/alternatives) * [Customers](/products/runtime/customers) * [Team](/products/runtime/makers) * [Awards](/products/runtime/awards) * More Free Launch tags:[Slack](/topics/slack)•[Developer Tools](/topics/de…
- @AnyFrame (0): Sandboxes for your AI agents [Automation tools](/categories/automation)[AI Coding Agents](/categories/ai-coding-agents)
- @OpenDevin (0): Code less, make more [5.0(1 review)](/products/opendevin/reviews) [Automation tools](/categories/automation)[AI Coding Agents](/categories/ai-coding-agents)
- @Warp (0): The open-source ADE [4.8(72 reviews)](/products/warp/reviews) [AI Coding Agents](/categories/ai-coding-agents)[Terminals](/categories/terminals)
- @n8n (0): Workflow automation for technical people [4.8(64 reviews)](/products/n8n-io/reviews) [No-code Platforms](/categories/no-code-platforms)[Automation tools](/categories/automation)