OpenAI 宣布自研首款名为 Jalapeño 的 AI 芯片，与 Broadcom 合作量产，专门用于支撑 ChatGPT、Codex、API 以及未来 agent 产品的 LLM 推理与训练。
We’ve designed and built our first AI chip: Jalapeño. Designed from the ground up by OpenAI and brought to production with @Broadcom, Jalapeño is purpose-built for the LLM workloads powering ChatGPT,… ① 很多人在转发官方链接或玩梗，对芯片本身技术细节并不关心（@FixlationAI, 1043likes） ② 有人直接去看 OpenAI 后续长文，但没有拆解对开发者的具体影响（@OpenAI, 686likes） ③ 也有少数人期待未来有颠覆现有昂贵芯片体系的新论文出现，但停留在宏观畅想层面（@gargantunate, 76likes）
OpenAI 宣布自研首款名为 Jalapeño 的 AI 芯片，与 Broadcom 合作量产，专门用于支撑 ChatGPT、Codex、API 以及未来 agent 产品的 LLM 推理与训练。
① 很多人在转发官方链接或玩梗，对芯片本身技术细节并不关心（@FixlationAI, 1043likes） ② 有人直接去看 OpenAI 后续长文，但没有拆解对开发者的具体影响（@OpenAI, 686likes） ③ 也有少数人期待未来有颠覆现有昂贵芯片体系的新论文出现，但停留在宏观畅想层面（@gargantunate, 76likes）
OpenAI 发布新版 GPT-5.5 Instant，号称更懂用户意图、能更好处理复杂约束，并提升聊天和购物等场景的体验。
① 许多用户调侃只关心下一版 GPT 5.6，认为这次更新不够给力（@LexnLin, 260likes） ② 有人吐槽 OpenAI 营销“肮脏”，明知大家只想要更强版本却只给小升级（@tonysimons_, 112likes） ③ 也有用户指出 4o 曾是最常用模型，如今 5 系列反而不受欢迎，部分人已经转向其他平台（@frostybaby13, 47likes）
Hacker News 讨论 Bunny.net 宣布 Bunny DNS 取消按查询计费，为每个账号提供最多 500 个域名的免费 DNS 托管，试图作为 Cloudflare 之外的高性价比 CDN+DNS 选择。
① 手上有多域名、多小站点、想压低固定成本的独立开发者 ② 正在从 Cloudflare 或传统 DNS 迁移、关注欧洲服务商的工程师 ③ 对网络基础设施和成本优化感兴趣的个人站长。
多平台用户围绕 Claude Fable 5 模型疑似回归展开热议，传闻称其将永久包含在订阅中并采用单独的每周使用额度限制，引发社区对定价策略和可用性的期待与担忧
多平台用户围绕 Claude Fable 5 模型疑似回归展开热议，传闻称其将永久包含在订阅中并采用单独的每周使用额度限制，引发社区对定价策略和可用性的期待与担忧。
受众观点：跨平台评论的核心关注点集中在两个方面：一是「只要能回归，哪怕有周度上限也能接受」的实用主义态度，二是对具体配额和地区可用性的焦虑。在 Twitter 上，@emanueledpt（7 赞，Twitter）表示“as long as i get it today/tomorrow and it's with my sub im super fine”，只要订阅内能用、且尽快上线就满意；与之相对，@hey_gohar（1 赞，Twitter）担心“claude design separately have very low limits”，担忧 Fable 5 会重蹈 Design 配额过低的覆辙。Reddit 讨论更直白，@scaredovethelight（89 赞，Reddit）明确表示宁愿接受较低的 weekly usage cap，也好过只能短期两周体验一次，强调“能持续用一点”比“短期无限用”更重要；而 @Crypto_gambler952（42 赞，Reddit）则吐槽如果 Fable 只在美国可用就要“取消迪士尼度假”，反映出强烈的地区可用性焦虑。整体来看，用户并不奢求完全无限量，而是希望有一个可预期、不过于苛刻的周度配额，并且全球用户都能公平访问。
OpenAI 宣布与 Broadcom 合作推出首款自研 AI 芯片 Jalapeño，专门针对 LLM 推理场景优化性能与能效，被视为对现有 NVIDIA 等通用 AI 加速卡格局的一次正面冲击
OpenAI 宣布与 Broadcom 合作推出首款自研 AI 芯片 Jalapeño，专门针对 LLM 推理场景优化性能与能效，被视为对现有 NVIDIA 等通用 AI 加速卡格局的一次正面冲击。
受众观点：跨帖评论主要集中在三点：一是对芯片本身和 AI 设计芯片流程的震惊，例如 Twitter 上 @stevencheng（score 0，平台 Twitter）提到“Using AI to design chips is wild. That 9-month turnaround is insane.”，说明大家关注 OpenAI 用 AI 参与芯片设计、9 个月量产的节奏；二是对 NVIDIA 及竞品格局的联想，@itsthedonhashim（score 1，Twitter）认为“sounds like Broadcom's making a play for the AI hardware crown. excited to see how it stacks up against NVIDIA and the rest!”，而在 meme 向讨论里，@sums001（score 1，Twitter）调侃“Nvidia CEO Jensen sweating in RTX rn”，@Chaos2Cured（score 0，Twitter）则从投资和供应链角度吐槽“Sam is 🔩’ing them all.”；三是对行业竞品和下一家自研芯片玩家的猜测，比如 @arjunaaqa（score 2，Twitter）讨论“now its anthropic’s turn, whom are they partnering with to build their chips ? elon’s xai ? or amazon ?”，反映出受众已经把这次发布视为大模型公司普遍走向自研芯片的信号，而不仅是单一产品新闻。
一款可在室内天花板模拟自然天空与日光的LED面板产品在社交媒体上走红，被视为车库、地下室、阁楼和无窗公寓中替代荧光灯、改善采光与情绪的创新照明方案
一款可在室内天花板模拟自然天空与日光的LED面板产品在社交媒体上走红，被视为车库、地下室、阁楼和无窗公寓中替代荧光灯、改善采光与情绪的创新照明方案。
受众观点：评论主要集中在三个焦点：
1）情绪与感官体验的反差。一条高赞评论 @OutputRiff（2 赞，Twitter）说“Imagine having a beautiful sky blue fake ceiling-mounted LED panel and then walking outside to rain. I think I'd hate that dissonance.”，担心室内“永远晴天”与室外阴雨形成心理落差；另一条 @itsmrlowe（0 赞，Twitter）调侃“Guys, just go outside”，反映部分人觉得这是过度室内化。
2）真实效果与渲染图的差距。Vic 原文就吐槽“every rendering is fake you have to actually order it to see what it is going to look like in your home”，评论里 @HeadmasterDuck（0 赞，Twitter）追问“if Phillips used real in-use photography instead of fake images you'd feel more confident...?”，说明大家对厂商只给渲染图、缺乏真实安装照片很不放心。
3）适用场景与产品对比。@heshie（2 赞，Twitter）提到“this would rock in tiny nyc apartments with no sunlight”，把场景具体化到小户型无窗公寓；@Rutz_Shah（1 赞，Twitter）从北欧用户角度分享自己常用 Philips sunlight lamp，认为这种“skylight”在冬季可能很有效；还有 @quantizor（0 赞，Twitter）直接拿来和“Nanoleaf's version”对比，说明用户已经在横向比较不同品牌的人工天空/情绪灯产品。Ryan 这边则有 @austinthesing（1 赞，Twitter）表示“Buying a couple of these as soon as they hit the US market”，以及 @tobimori（1 赞，Twitter）推荐“you need @thesundaylight”，都在讨论购买意愿和替代方案。
字节跳动开源了一款名为 DeerFlow 的本地 AI 员工/多代理系统，被描述为能 24/7 研究、写代码、搭网站、做 PPT 和视频的全能 AI agent，完全开源免费，在 GitHub 上快速累积数万 Star，引发开发者对中国开源 AI 生态和与 Hermes 等代理框架对比的热议
字节跳动开源了一款名为 DeerFlow 的本地 AI 员工/多代理系统，被描述为能 24/7 研究、写代码、搭网站、做 PPT 和视频的全能 AI agent，完全开源免费，在 GitHub 上快速累积数万 Star，引发开发者对中国开源 AI 生态和与 Hermes 等代理框架对比的热议。
受众观点：评论区的核心关注点集中在三个方面：一是对 DeerFlow 能力和体验的好奇与震撼，例如 Twitter 上 @riyazmd774（score 5，Twitter）评价它“更像一个数字队友而不是聊天机器人”，@code_bykuti（score 3，Twitter）和 @Rixhabh__（score 2，Twitter）都直接称其为“game-changer”；二是对中国开源 AI 生态和背后动机的讨论，@TheAIColony（score 6，Twitter）感叹“中国人不是来玩的，每天一个新发布”，@Robert__Bosnjak（score 7，Twitter）则猜测中国大量开源 AI 工具背后可能有隐藏代码或对社会稳定的不同判断；三是对 DeerFlow 与 Hermes 等代理的对比和使用策略，@israfill（score 35，Twitter）在置顶评论中直接给出 DeerFlow 与 Hermes 的 GitHub 链接，鼓励用户“pick your side”，而 @HamzaXBT（score 5，Twitter）则从本地运行和 GUI 体验出发，表示“Both cooks but i prefer running locally and GUI so Hermes >3”，显示出开发者在本地部署体验、工具链兼容性和实际工作流中的取舍。此外，也有人像 @uttamm_gupta（score 15，Twitter）提醒大家：真正关键的是你给 agent 的目标和约束，而不是选哪一个 agent，本质上是在讨论“写好 brief”这一新技能的重要性。
这是 Reddit r/ClaudeAI 上一位用户连续多天发布的“Vibe Coding”系列帖子，利用 Claude 生成带有极客梗和本地开发笑话的创意内容，引发社区围绕 localhost、进程、守护进程等程序员文化的轻松互动
这是 Reddit r/ClaudeAI 上一位用户连续多天发布的“Vibe Coding”系列帖子，利用 Claude 生成带有极客梗和本地开发笑话的创意内容，引发社区围绕 localhost、进程、守护进程等程序员文化的轻松互动。
受众观点：评论区主要有两个焦点：一是围绕“localhost / Json / 127.0.0.1”等程序员梗的集体创作，二是对 prompt 设计边界和模型安全的调侃。在 Day 3 帖下，@Admirable_Suspect444（481 赞，Reddit）说“It’s the place where Json lives.”，@TheorySudden5996（44 赞，Reddit）补充“There’s no place like 127.0.0.1”，再加上 @Oye-T2-Oye（20 赞，Reddit）的“Localhost is a magical place where everything "works for me"!”，都在把 Claude 生成的情境当作程序员内部笑话的素材。另一方面，Day 4 中 @flimsyglucose_7（1 赞，Reddit）指出“this is the kind of prompt that makes claude sweat, the phrasing is just evil enough that it almost gets through.”，@trpmanhiro（1 赞，Reddit）说“You need opus 4.8 max for this legal matter”，说明受众也在关注如何用“擦边”提示测试 Claude 的安全策略和不同版本（如 Opus 4.8）的表现差异。
OpenAI 宣布自研首款名为 Jalapeño 的 AI 芯片，与 Broadcom 合作量产，专门用于支撑 ChatGPT、Codex、API 以及未来 agent 产品的 LLM 推理与训练。
We’ve designed and built our first AI chip: Jalapeño. Designed from the ground up by OpenAI and brought to production with @Broadcom, Jalapeño is purpose-built for the LLM workloads powering ChatGPT,…
受众观点：① 很多人在转发官方链接或玩梗，对芯片本身技术细节并不关心（@FixlationAI, 1043likes） ② 有人直接去看 OpenAI 后续长文，但没有拆解对开发者的具体影响（@OpenAI, 686likes） ③ 也有少数人期待未来有颠覆现有昂贵芯片体系的新论文出现，但停留在宏观畅想层面（@gargantunate, 76likes）
展开评论
- @FixlationAI (1043): @OpenAI @Broadcom https://t.co/au0GdluuzC
- @OpenAI (686): https://t.co/FlbllRaSeb
- @NickADobos (125): @OpenAI @Broadcom oh no not again lmfao https://t.co/uETBJrBaNL
- @IvanLandabaso (97): @OpenAI @Broadcom fixed it https://t.co/S1ln4TiDUr
- @gargantunate (76): @OpenAI @Broadcom One of these days some random Einstein is going to come along and drop a paper that makes these unaffordable chips and training systems irrelevant and all the big frontier companies will have thousands of competitors overnight. Can't wait for that day
OpenAI 发布新版 GPT-5.5 Instant，号称更懂用户意图、能更好处理复杂约束，并提升聊天和购物等场景的体验。
We have a new version of GPT-5.5 Instant for you, and it's much more fun to talk to. Our most-used model is now better at understanding the intent behind a question and adapting its response accordin…
受众观点：① 许多用户调侃只关心下一版 GPT 5.6，认为这次更新不够给力（@LexnLin, 260likes） ② 有人吐槽 OpenAI 营销“肮脏”，明知大家只想要更强版本却只给小升级（@tonysimons_, 112likes） ③ 也有用户指出 4o 曾是最常用模型，如今 5 系列反而不受欢迎，部分人已经转向其他平台（@frostybaby13, 47likes）
展开评论
- @LexnLin (260): @OpenAI gpt 5.6 https://t.co/JulrAm5dxb
- @tonysimons_ (112): @OpenAI Dirty. You know every single one of the people in these comments care about one thing: It starts with GPT and ends with 5.6.
- @karankendre (51): @OpenAI https://t.co/BD7S70hysf
- @frostybaby13 (47): @OpenAI 4o was the most-used model, the 5 series lags far behind as people drop off OAI and move to better platforms.
- @pedroshakour (44): @OpenAI 5.6 when? https://t.co/NKFwQJRze6
mattpocock 指出很多 agent skill 里的提示语如“要详细”“要易读”等其实是无效指令，建议删掉这些 no-op 句子让技能更短更有效。
Take a look at your favourite skill. Go on, take a look. Check for lines like: - "Make the commit message very detailed" - "Be thorough" - "Make the implementation easy to read" What do these lines h…
受众观点：① 作者补充说明自己通过删除无效指令、去重和删掉无关内容，让技能大幅变短且效果更好（@mattpocockuk, 164likes） ② 有人质疑这些看似空话的指令在自己实践中确实会影响输出细节程度，认为不能一概而论（@threepointone, 82likes） ③ 也有开发者表示类似“让实现易读”的提示在他们体验中确实改善了代码可读性（@mattlam_, 18likes）
展开评论
- @mattpocockuk (164): People ask me how I get my skills so short. Just remove the no-ops, kill duplication, and take out anything irrelevant to the task. You'll be surprised with how little is left - and how effective it is.
- @threepointone (82): @mattpocockuk um the examples you gave absolutely do change responses? I use them all the time, turning including/excluding depending on the level of detail I want. works across models. am I missing some other point you’re making?
- @mattlam_ (18): @mattpocockuk “Make the implementation easy to read” and similar has always made the implementation easier to read for me
- @giacomoguidotto (7): @mattpocockuk foreshadowing a skill to clean up skills?
- @zokrr (7): @mattpocockuk How do you know they are no ops? Do you have benchmarks to prove that?
Karpathy 回应围绕某个新功能的争议，强调很多人只看标题就误解，把严肃系统当成“Slack 机器人”或 OpenClaw 类产品来吐槽，实际并非如此。
@gallabytes This is correct, I think a number of people on the tl didn’t read past the title and made inferences and comparisons that are just wrong and then use it as an opportunity to take cheap sh…
受众观点：① 关心 Hermes 等现有工具是否已覆盖类似能力、质疑大厂“重新发明轮子”的开发者（@josepha_mayo, 16likes） ② 对社交媒体上浅阅读、误解技术细节已经见怪不怪的从业者（@kuroke01, 10likes） ③ 认为 Karpathy 没讲清楚与 OpenClaw 区别、希望看到更清晰产品对比的技术用户（@ArlecksHunt, 10likes）
展开评论
- @josepha_mayo (16): @karpathy @gallabytes bro hermes does this already tbh it's sad to see our sensei market for evil anthropic
- @kuroke01 (10): @karpathy @gallabytes not really gonna expect much from people these days anyway.
- @elliotarledge (10): @karpathy @gallabytes Is slack your main IDE now?
- @ArlecksHunt (10): @karpathy @gallabytes You did a bad job explaining it. It's unclear how it is different from OpenClaw.
- @ToastingTweets (5): @karpathy @gallabytes You haven’t been able to articulate why you think it’s different from OpenClaw. It makes it look like you’re months behind and didn’t realize lots of companies have already implemented and have been using their own Claude Tags for the past few months. https…
Stripe 联合创始人 Patrick Collison 宣布启动 Intercept 慈善项目，专注对抗感冒和流感等呼吸道病毒。
We're launching Intercept, a new philanthropic initiative to fight respiratory viruses like colds and flus. https://t.co/ETkOVI9Xgh
受众观点：① 作者推荐大家阅读 Intercept 的发布博客，说明项目背后有系统化思考（@collision, 58likes） ② 有医生背景的用户认为这是非常有价值的目标，将显著提升人类健康寿命（@drgurner, 10likes） ③ 也有人强调如果这些技术能大规模部署，将释放巨大人类潜力，改变会非常深远（@Alfred_Lin, 8likes）
展开评论
- @collision (58): The launch blogpost is worth reading: https://t.co/zrIGXqA9lo
- @drgurner (10): @collision Such a worthy goal and will add to healthspan. Wishing you all the best in this.
- @Alfred_Lin (8): @collision The amount of human potential unlocked if you're successful will be incredible - "Respiratory infections aren’t inevitable. If we can get these technologies deployed at scale, the change would be profound."
- @ATabarrok (8): @collision Thank you!
- @tunguz (5): @collision @jack Gesundheit!
torchcompiled 用“马斯克比美国人平均财富高出 49200 个标准差”的说法调侃极端贫富差距，引来一片统计学吐槽，指出财富分布不能用正态分布和标准差来描述。
Elon musk is 49,200 standard deviations above the average American wealth. Statistically, it’s practically impossible to live to see someone like that https://t.co/4CGVf1Ipml
受众观点：① 看到推文后立刻指出财富不服从高斯分布、应该用幂律尾部建模的统计背景读者（@jagunanthi, 42likes） ② 认为作者可能是在反讽、但仍希望他懂基础统计的技术圈用户（@apo11o, 22likes） ③ 简洁指出“财富不是正态分布”的数据敏感型读者（@SebastianKits, 19likes）
展开评论
- @jagunanthi (42): @torchcompiled That's because a gaussian is the wrong distribution to fit wealth to. You need something with a power law tail
- @apo11o (22): @torchcompiled I seriously hope you are taking the piss and do in fact understand statistics 101
- @torchcompiled (19): Now my feed is filled with statistics sins
- @SebastianKits (19): @torchcompiled Wealth is not normally distributed.
- @spikedoanz (12): @torchcompiled elite bait.
thdxr 借纽约禁止 Waymo 事件吐槽，认为科技行业在让大众对未来感到兴奋这件事上做得很差，总爱站在道德制高点说教。
nyc bans waymo and all of tech flips to moralizing when will we realize that our industry is fucking terrible at getting the world excited about the future for some reason we pretend like that's not…
受众观点：① 作者举 Prius 和 Tesla 的对比案例，强调要推动巨大变革就必须把它变得足够酷，而不是只靠道德说教（@thdxr, 106likes） ② 有人指出当大公司 CEO 公开说 AI 会抢走所有工作时，公众自然会反感，这也是叙事失败的体现（@ForrestPKnight, 24likes） ③ 也有评论回顾 2000 年代科技公司一边盈利一边营造“免费、利他”形象的历史，说明叙事与利益可以并存（@thoughtlesslabs, 11likes）
展开评论
- @thdxr (106): if you're asking for great change you have to make it cool toyota prius came out, was good for the environment and you could try and moralize about it and it literally became a punchline and everyone thought you were a dork for having one then tesla came out with a sports car an…
- @ForrestPKnight (24): @thdxr When the biggest tech CEOs say AI is going to take all of your jobs, obviously the public isn't going to go for it. That's why Jensen Huang, Sam Altman, and a whole bunch of others are walking back their claims and now saying AI is going to actually create more jobs.
- @thoughtlesslabs (11): @thdxr Tech in the early to early mid 2000s was very good at profiting while also having a veneer of socialism. Google did this incredibly well with all the internet services they gave for free while still getting ridiculously rich.
- @nikillinit (9): @thdxr we need a world fair where more of the public can play around with tools of the future (in a way that feels more controlled and safe for skeptical people)
- @_coenen (6): @thdxr maybe those humanities classes had value after all!
OpenAI 转发 Jalapeño 芯片相关文章链接，补充介绍这款自研 AI 芯片的细节和背景。
https://t.co/FlbllRaSeb
受众观点：① 有用户呼吁保留 4o、5.1、4.5、4.1 和 o3 等旧模型，担心新芯片和新路线会导致优秀模型下线（@xun_Anemos, 1likes） ② 也有人关注文章多次提到的更低算力成本，想知道实际推理价格会便宜多少（@iamTonyCletus, 1likes） ③ 还有开发者直接拿它和 NVIDIA 方案对比，追问性能和能效是否真的有优势，以及为何要自研（@stevedekorte, 0likes）
展开评论
- @xun_Anemos (1): @OpenAI Return these excellent models. #Keep4o #Keep51 #Keep45 #Keep41 #keepo3
- @iamTonyCletus (1): @OpenAI The article repeatedly mentions lower compute costs. I'm curious how much inference becomes cheaper in practice.
- @stevedekorte (0): @OpenAI @grok how does this chip compare in performance and energy efficiency to other AI chips and GPUs?
- @JSKHalcyon (0): @OpenAI This article says nothing concrete about how this is better than nvidia’s offerings Why did you make this. How is it better
NousResearch 推出一个“creative-ideation skill”，能把用户需求路由到 22 种来自不同艺术家和思想家的创意方法，在可行性和创意度之间自动找平衡。
Sometimes you just need a dose of fresh inspiration but your agent doesn't get the vibe. The creative-ideation skill analyzes your prompt and routes it through one of 22 creative methodologies from a…
受众观点：① 对这个创意能力如何实际调用、想要上手使用路径的潜在用户（@joaopanizzutti, 2likes） ② 已经在用 Hermes agent，希望把这个 skill 接入现有工作流的技术玩家（@israfill, 2likes） ③ 对能在各种项目（艺术、SaaS、副业）里挖出新点子的创意工具感兴趣的用户（@NousResearch, 81likes）
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- @NousResearch (81): It can turn up surprising results in places you might not expect! Try it on that art project you keep pushing off, or your secret SaaS side hustle, or a gift idea for your weird Uncle, or maybe ask it for ideas on how to use itself. https://t.co/Q9MnwvPupH
- @joaopanizzutti (2): @NousResearch I love this how can I use it
- @israfill (2): @NousResearch lemme give it to my hermes agent now
- @heyjson (2): @NousResearch awesome
- @VoltraceGG (2): @NousResearch Thank you ☺️
mattpocock 用“2023 教程地狱、2026 技能地狱”调侃，暗指大家从刷编程教程转向疯狂堆 AI skills 却依然缺乏真实输出。
2023: Tutorial Hell 2026: Skill Hell
受众观点：① 有人指出无论是教程还是技能，真正的解药始终是选一个真实项目并坚持做完，输出才会变成能力（@Franc0Fernand0, 9likes） ② 有人调侃作者自己就是“技能地狱”的重要推手，带来一点自嘲意味（@blue_crab5519, 3likes） ③ 也有开发者把话题扩展到“AI 工具地狱”，每天都有新工具让人难以保持高效（@jamesqquick, 2likes）
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- @Franc0Fernand0 (9): @mattpocockuk The cure is always the same: pick one real thing and finish it. Output is the only thing that turns tutorials or skills into ability.
- @Neolectron (8): @mattpocockuk https://t.co/GUsBkwnoiC
- @blue_crab5519 (3): @mattpocockuk You seems to be the big part of the problem 😂
- @Neolectron (3): @mattpocockuk Is that self awareness?
- @jamesqquick (2): @mattpocockuk @Lawrence_sticks I would take it even higher just AI tooling hell. Every day there are new things. It’s impossible to feel like you’re always productive
gregisenberg 认为未来每个人都会有带独立账号的 AI 员工，比如有自己邮箱和 Slack 登录的 Claude Tag 式代理，可以像同事一样被 @ 并被委派任务。
The future of work is everyone having AI employees with their own accounts. Its own email. Its own Slack login. Its own seat on the team. With Claude Tag etc, the agent is someone you tag and not jus…
受众观点：① Claude Tag 的产品经理现身表示完全认同，并主动邀请大家给功能反馈（@noahzweben, 8likes） ② 有人提到之前也有 openclaw、hermes 等类似愿景，暗示“AI 员工”概念并不新鲜（@PhongGT, 4likes） ③ 也有用户质疑用过 Claude Code 后很难接受其他形态的 Claude，觉得有些功能更像噱头（@GhilesMSSOUI, 2likes）
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- @noahzweben (8): @gregisenberg 100%. I'm the PM for Claude Tag -- let me know if you have any feedback
- @PhongGT (4): @gregisenberg weren't people saying this with openclaw then hermes?
- @GhilesMSSOUI (2): @gregisenberg i feel like any user of claude code can't get to use any other forms of claude, it just seems like a gimmick
- @boringmarketer (2): @gregisenberg Yep from software/bots to digital employees
- @tojulius (2): @gregisenberg Just signed up Claude to a dedicated Agentmail to give me summaries of newsletters. Pretty epic
作者整理分享了四个面向开发者和创作者的开源工具链接，从 UI 开关组件到 SaaS 起步套件和开源搜索替代品。
Must-know open-source tools for coders and makers https://t.co/Djqm3p3zL5 - open source library of 30 toggles https://t.co/09kNFPE2jl - react gamification ui components https://t.co/iBk7o0ga8K - saas…
受众观点：① 有人吐槽自己的 agent 没能找到这些资源，体现出开发者在信息发现和工具导航上的痛点（@AndrewDrok, 4likes） ② 有人补充推荐其他好用组件库，说明受众愿意在此类工具清单下继续共建资源列表（@vanrensbird, 4likes） ③ 多条评论直接表示收藏和感谢，说明这类精简但高质量的开源工具合集对一线开发者有实际价值（@Shefali__J, 3likes；@Kishan_Devani_, 1like）
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- @AndrewDrok (4): @csaba_kissi Why my agent couldn’t find it😭 https://t.co/tKHZhCIesW
- @vanrensbird (4): @csaba_kissi https://t.co/1ZCpbQ52Jy is cool. @uixmat rocks.
- @Shefali__J (3): @csaba_kissi Thanks for sharing, Csaba!
- @csaba_kissi (1): If you want to determine whether your project is free of accessibility, SEO, and other issues, you can check it at https://t.co/htOHVsb2Id.
- @Kishan_Devani_ (1): @csaba_kissi Bookmarks folder just got heavier. Thanks for sharing these gems!
Nat Lambert 用 GLM 5.2 录制了一节“Lecture 0”视频，系统讲解他写书所需的前置知识，包括语言模型基础、LM head 等概念，方便想跟课的人补课。
Another quick lecture -- I've been asked many times for prereq's to my book and what you should know, so built a little lecture (with GLM 5.2) to cover some more basics. Topics include: 00:00 Introdu…
受众观点：① 想系统跟完这套视频课程、但还没真正坐下来学习的从业者（@TheZachMueller, 4likes） ② 已经被 GLM 5.2 的本地表现惊艳、考虑为此升级硬件的模型爱好者（@juergentron9000, 1likes） ③ 把这节带时间戳的预备课当作筛选标准，用来判断别人是否真的懂 LM 基础的从业者（@xiz25, 0likes）
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- @natolambert (25): Lecture 0: https://t.co/qJ0LLmBsiz
- @TheZachMueller (4): @natolambert I’ve really gotta sit down and spend some time with these. Btw is there a space you’ve made yet for students taking the videos to yap? (Discord etc)
- @juergentron9000 (1): @natolambert 5.2 has been blowing my socks off. I've never considered selling a kidney for a Mac studio to run it locally. Until now.
- @xiz25 (0): @natolambert The timestamped prereq lecture is a good filter. If someone cannot point to the LM head screen in the video, I trust their agent product claim a little less.
- @ErenSignals (0): @natolambert If it does one annoying thing for me every day, I am listening.
gallabytes 对比 Claude Code 和 tag 的使用体验，认为后者像在管理一个团队，让自己能并行推进更多一次性项目和研究轨道。
people are clowning on him for this post bc they don't realize how big a deal this is - Claude Code feels like I've got a pairing partner, tag feels like managing a team. I take on way more 1-off pro…
受众观点：① 认为 tag 只是又一个 Slack 机器人、没理解其组织级作用的开发者（@karpathy, 1314likes） ② 关心在大团队里如何把设计讨论、实验结果统一进可搜索索引的工程师和技术负责人（@gallabytes, 9likes） ③ 想象未来直接和 repo 对话、不再依赖传统 IDE 的 AI 工具早期用户（@DaveShapi, 4likes）
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- @karpathy (1314): This is correct, I think a number of people on the tl didn’t read past the title and made inferences and comparisons that are just wrong and then use it as an opportunity to take cheap shots. This is not a “feature” like some crappy Slack bot and it’s certainly not a Claw, thoug…
- @gallabytes (9): the real magic mostly shows up in larger orgs imo. everyone's work shows up in a few searchable indexes and it's easy to pull in design discussions, experimental results not just what got committed.
- @DaveShapi (4): @gallabytes Reminds me when some people got their feathers ruffled when I said that the repo was the correct place for AI to collaborate. In the long run, humans won't be using IDEs at all. We should just be talking to repos directly.
- @itsrickyszn (3): @gallabytes They’re clowning because it’s been done to death already
- @itsthedonhashim (2): @gallabytes @gallabytes honestly, same here. surprised at how much more productive I am with Claude Code. it's a game changer for solo projects.
Greg Isenberg 发出一句意味深长的“Someone knows something”，引发大家联想到 Claude Code 更新和新模型在 Amazon Bedrock 出现等潜在大动作。
Someone knows something
受众观点：① 有人直接把这条情绪与 Claude Code 更新关联，认为背后是重大产品迭代在酝酿（@robj3d3, 14likes） ② 有人提到相关模型已经出现在 Amazon Bedrock，说明开发者在密切关注云平台上的模型上新节奏（@carloAI, 2likes） ③ 也有用户单纯表达对传闻成真的期待，把这当成 AI 圈“圣诞节在六月”的氛围（@boringmarketer, 3likes；@J7K_dev, 2likes）
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- @robj3d3 (14): @gregisenberg it's because of the Claude Code update: https://t.co/AMdKicTtkW
- @boringmarketer (3): @gregisenberg Please let them be right
- @J7K_dev (2): @gregisenberg christmas in ... *checks calendar* ... june
- @carloAI (2): @gregisenberg It appeared in Amazon bedrock
- @ctsonsol (1): @gregisenberg It's because of this https://t.co/LaQBqYTFUV
natolambert 引用 xeophon 的话，把“知识想要被自由传播”当作 Interconnects 的非官方使命宣言，并附上相关内容链接。
"Knowledge wants to be free" is an unofficial Interconnects mission statement, courtesy of @xeophon https://t.co/kQn9ahLt6s
受众观点：① 对 Interconnects 内容感兴趣、打算把系列视频或文章都看一遍的 AI 从业者（@scaling01, 2likes） ② 关心这些资源是否包含实践案例和实现讲解、而不仅是理论的学习者（@ashwinhegde19, 0likes） ③ 简单表达感谢、愿意顺着链接继续深挖资料的关注者（@gradientdespair, 0likes）
展开评论
- @natolambert (13): https://t.co/UYyvEbHS6H
- @scaling01 (2): @natolambert @xeophon gonna watch them all asap
- @ashwinhegde19 (0): @natolambert @xeophon Does it include practical examples and implementation walkthroughs, or is it mostly theory?
- @gradientdespair (0): @natolambert @xeophon thanks!
NousResearch 推广 Hermes 的创意点子生成功能，鼓励用户用它为艺术项目、SaaS 副业或礼物等场景头脑风暴，并给出使用链接。
It can turn up surprising results in places you might not expect! Try it on that art project you keep pushing off, or your secret SaaS side hustle, or a gift idea for your weird Uncle, or maybe ask i…
受众观点：① 想开启 Hermes 创意技能、关注具体启用命令和配置方式的技术用户（@NousResearch, 34likes） ② 已经把 Hermes 接到安卓实时语音应用里、期待和新技能结合的开发者（@MariaMartinsPT, 1likes） ③ 把 Hermes 当成长期创意伙伴、鼓励别人“试一次就离不开”的重度用户（@HermesAgentTips, 0likes）
展开评论
- @NousResearch (34): To enable creative-ideation and our other optional skills, run 'hermes skills config'
- @MariaMartinsPT (1): @NousResearch Ohhh I've made an Android app for my Hermes agent, with real time voice. This will be fire with it! Awesome. P.s. code "borrowed" from @RayFernando1337 https://t.co/aVdyw7q9jG
- @zorazzhole (1): @NousResearch Hell ya
- @HermesAgentTips (0): @NousResearch try it once… and stay forever 🔥
Hacker News 讨论 Bunny.net 宣布 Bunny DNS 取消按查询计费，为每个账号提供最多 500 个域名的免费 DNS 托管，试图作为 Cloudflare 之外的高性价比 CDN+DNS 选择。
We’re making Bunny DNS free
受众观点：① 手上有多域名、多小站点、想压低固定成本的独立开发者 ② 正在从 Cloudflare 或传统 DNS 迁移、关注欧洲服务商的工程师 ③ 对网络基础设施和成本优化感兴趣的个人站长。
展开评论
- @KingOfCoders (0): I love bunny so much - I host 10+ (Hugo) websites there and I pay basically nothing (+ CDN, DNS, ...).
- @jaffa2 (0): So is this just a dns service? I can use their servers to service dns requests? The main webpage unfortunately has a lot of marketing speak that says a lot but doesnt really tell me what it is. Quote “ At bunny.net, our mission has always been ambitious but focused: help make th…
- @dizhn (0): It sounds like they made it free for customers for up to 500 domains. It also sounds like they were charging for DNS resolution before? Or is it DNS hosting? >So, we’ve eliminated DNS query fees entirely. > Bunny DNS no longer charges for DNS queries and includes free DNS hostin…
- @tao_oat (0): I'm using Bunny DNS and it's been mostly unremarkable (which is a very good thing for a DNS provider)! The only annoyance is that their domain import auto-detects existing records, but it seems to miss a lot of them so you end up manually copying a lot of things over anyway.
- @Lucasoato (0): Kudos to the BunnyNet team! I've always looked for a EU based alternative to Cloudflare; not because I didn't like them, I still support Cloudflare and they're a great company, but pushing for and testing EU services is important particularly in the light of recent developments…
Hacker News 讨论 John Carmack 在 X 上反思自己当年在 id Software 把团队压得太狠的长文，引发大家回顾 Doom、Quake 时代和对高压文化的看法。
https://xcancel.com/ID_AA_Carmack/status/2069799283369345247
受众观点：① 有全职或副业项目、容易把自己卷到 burnout 边缘的独立开发者 ② 关注游戏史和工程文化、对 Carmack 观点感兴趣的工程师 ③ 在小团队里负责技术和管理、想寻找更可持续节奏的创始人。
展开评论
- @s20n (0): xcancel link: https://xcancel.com/ID_AA_Carmack/status/2069799283369345247
- @ChrisMarshallNY (0): > I pushed everyone too hard. I didn’t appreciate how maturing companies need more slack, and that running people at startup intensity constantly will wear them out. Sounds like wisdom many companies might consider...
- @tejohnso (0): Quake III Arena was pretty entertaining. Doesn't seem like it came from a company that had been ruined for years. I definitely noticed something around the Doom 3 release many years after Quake III Arena. The new game just didn't seem to have the same industry pushing, genre cha…
- @CamperBob2 (0): I agree with one of the comments: "'Coulda been Doom++' hides how everyone wanted the leap back then." Doom++ was already well under way in the form of Ken Silverman's Build engine. Duke Nukem 3D beat Quake to market by ~6 months as I recall. A shorter timeline on the latter wou…
- @legohead (0): Clicked on link, it tried to upsell me on twitter prime or whatever it is. Closed the promotion, now I'm just sitting on twitter, not on the link I clicked on. That is sad.
OpenAI 宣布与 Broadcom 合作推出名为 Jalapeño 的推理芯片，Hacker News 讨论其与 TPU 等专用 AI 芯片在推理侧的定位、代工厂选择以及命名等细节。
Announcement: https://openai.com/index/openai-broadcom-jalapeno-inference-... https://decrypt.co/371971/openai-broadcom-jalapeno-first-cus... https://www.cnn.com/2026/06/24/tech/openai-broadcom-jalap…
受众观点：① 有人期待这种专用芯片能带来更强的推理性能，希望在小型设备或更低延迟场景跑接近 Opus 4.6 级别的模型（@kilroy123） ② 评论在讨论这批芯片的制造方，指出实际由 TSMC 代工而非 Intel，并补充了相关新闻链接（@shellcromancer） ③ 也有人从行业格局角度看待此举，拿它和 Google TPU、LPU、Cerebras 等专用芯片路线对比，认为这是在强化推理侧的垂直整合（@maz1b）
展开评论
- @kilroy123 (0): I hope to see something like this, but in a small form factor like the NVIDIA spark. I want a super fast LLM that is Opus 4.6+, like, in ability.
- @fibonacci112358 (0): So this is where all the memory they bought is going to.
- @shellcromancer (0): Probably obvious but still omitted in the OpenAI post: chips are being made by TSMC [1]. Wasn't sure if Intel got it. 1. https://www.investing.com/news/stock-market-news/openai-unve...
- @maz1b (0): Pretty huge move. Google and their TPUs are looking infinitely more prescient as I think they are on their 7th generation, along with the offshoots it inspired like the LPU and even others, perhaps like Cerebras and their Wafer Scale Engine. However, based off first impressions,…
- @jerojero (0): One thing I don't like about California based companies is how cringe the names always are. "Jalapeño" is such a bad name, having an "ñ" already makes it difficult and annoying to deal with in so many little ways. Good luck with that. But also, theres the sort of "yes lets use M…
Hacker News 讨论一个用 Raspberry Pi Pico W 做的 pico-usb-wifi 固件项目，把它变成免驱 USB Wi‑Fi 网卡，并分享作者用 Claude Code 等 AI 辅助开发的过程。
Raspberry Pi Pico W as USB Wi-Fi Adapter
受众观点：① 开发者关注 Pico W 固件本身的能力，比如是否能作为 AP 使用、能否用于给打印机等设备提供 Wi‑Fi 连接（@drop-volley） ② 有人对作者用 Claude Code 大量辅助开发的经历很感兴趣，并顺带对比了 Gemini、Claude、ChatGPT 在工程实践中的性格和能力差异（@ranger_danger, @andrewstuart） ③ 也有人注意到文中大量“AI Slop”标注的示意图，体现大家对 AI 生成内容在技术文档中的态度（@JSR_FDED）
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- @byb (0): pico-usb-wifi is firmware for the Raspberry Pi Pico W that turns it into a driverless USB Wi-Fi adapter, enumerating as a USB CDC-NCM device.
- @JSR_FDED (0): Love the way the author labels each of his diagrams as “AI Slop”!
- @drop-volley (0): Can you have the Pico operate as an access point? Would love to be able to use this to connect over wifi to a printer (printer in client mode), with the printer and macos talking directly over IP without needing to configure any other routing/forwarding on macos.
- @ranger_danger (0): > I spent two days of a long holiday weekend and about one million Claude Code tokens building this firmware.
- @andrewstuart (0): Google Gemini is that naysayer senior developer who confidently tells you it can’t be done. Claude is that easy to get along with smart hard working guy who just gets on with it and builds it double quick. ChatGPT is the eager senior developer who says it can be done but can’t a…
Hacker News 讨论一篇纽约时报报道称美国国家安全局失去对名为 Mythos 的 AI 模型访问权，引发对政府与前承包商博弈及网络安全风险的质疑。
Unlocked: https://www.nytimes.com/2026/06/23/us/politics/nsa-lost-acce...
受众观点：① 质疑政府是否真的会“失去访问权”，认为如果想要可以直接强制获取模型或权重（@Madmallard, @AustinDev） ② 担心强大模型被滥用来快速发现基础设施漏洞，而修复周期远慢于攻击能力提升（@swader999） ③ 有人将事件放在美国情报体系整体削弱和政治动荡的大背景下看待，对未来安全形势悲观（@ck2）。
展开评论
- @Madmallard (0): Doesn't make any sense. They could just force them to provide Mythos to the federal government.
- @gsibble (0): Misdirection
- @AustinDev (0): They could easily take the weights if they wanted. I don't believe they meaningfully lost access.
- @swader999 (0): Kind of crazy actually. Other models are catching up fast, they all can find the vulnerabilities in our (and by our I mean everyone's) underlying infra very fast. It takes a very long time to fix, review, and finally deploy these fixes. There really isn't much time left.
- @ck2 (0): they are doing DOGE-cuts to all of intelligence now anyway dozens upon dozens fired for no reason so US "intelligence" is going to go even further backwards * https://www.yahoo.com/news/politics/articles/trump-acting-ch... November is going to be insanity
Hacker News 讨论“好艺术家复制、伟大艺术家偷窃”等观点，围绕产品和网站被高度模仿时的版权、道德边界和执行力展开争论。
Stealing Is a Skill
受众观点：① 有人引用“好艺术家复制，伟大艺术家偷窃”的说法，但也承认被抄袭的一方会非常难受（@m8ven） ② 评论在讨论这种程度的复制是否已经构成版权侵权，反映大家对法律边界的困惑（@graemep） ③ 也有人认为完全像素级复制缺乏尊重和创造力，即便执行力本身是一种能力（@emaro）
展开评论
- @m8ven (0): Good artists copy, great artists steal? Still hurts to be the one being stolen from though.
- @graemep (0): Does this level of copying not imply a copyright infringement?
- @N_Lens (0): The Tim Ferris school of thought. Can’t say I agree with it.
- @cjcenizal (0): My favorite quote that expresses this idea is from Mikhail Kalashnikov, designer of the AK-47: “Before attempting to create something new, it is vital to have a good appreciation of everything that already exists in this field.”
- @emaro (0): I kind of agree in the sense that stealing a good idea and executing it well is a skill. Copying someones site "pixel by pixel" seems disrispectful though and I don't know what there's to be proud of.
Hacker News 讨论一场关于 AI 开放性的演讲，围绕本地运行大模型的硬件门槛、开源权重的重要性以及 AI 是否会被少数国家和公司圈地等问题展开。
For Most of the World, Open-Source AI Is the Only Way Forward
受众观点：① 有人担心能跑得动高质量模型的本地硬件成本太高，质疑大多数人是否负担得起支持智能代理工作流的设备（@pmontra） ② 也有人强调需要与前沿闭源模型同等能力的大规模开源权重，并且要有一键租用算力、简单部署的基础设施，否则只是换一种依赖（@echelon） ③ 评论中还出现对 AI 训练数据属于全人类的观点，认为不应接受少数公司和国家对数字公共资源的圈地（@mbgerring, @robwwilliams）
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- @pmontra (0): Agreed but I want to see how it plays out. Historically a good Windows computer cost $1000 and it was all it took to start programming. How much does it cost a computer with enough resources to run a good enough AI model for agentic workflows and a reasonable time to first token…
- @echelon (0): We don't need rinky-dink RTX models that budget VRAM. We need large scale open weights models just as capable as what's at the frontier. And we need the ability to rent compute and spin up the weights easily. One-click, easy enough for anyone. Easier than nerd tools like ComfyUI…
- @blakesterz (0): There's a video of the entire session here: https://webtv.un.org/en/asset/k14/k14ej1ucqu?kalturaStartTim... (if that link doesn't work, it starts about 12 minutes into the start)
- @mbgerring (0): There is no reason we should accept the enclosure of the digital commons represented by AI. The data these models are trained on amounts to the total intellectual and artistic output of human kind through recorded history. It belongs to all of us, and accordingly, so should the…
- @robwwilliams (0): Yann is on the mark. Almost amusing to see the EU along with its many former “subjects” realize they are at great risk of joint Chinese-American hegemony in AI. We should all be more terrified of a few nation states defining the agendas and policies of AI use than current Ai var…
Hacker News 讨论 Ruby LLM 这个为 Ruby 带来统一多家大模型调用体验的开源库，以及在缓存、参数控制等实际使用中的优缺点。
RubyLLM: A Ruby framework for all major AI providers
受众观点：① 开发者关注 Ruby LLM 的易用性和与 Vercel AI 框架的对比，尤其是温度、max tokens 等参数在不同平台下的配置细节（@mosselman, @swe_dima） ② 有人分享用 Ruby LLM 做开源 ChatGPT 克隆的实践，说明社区在探索用它快速搭建聊天产品（@fragkakis） ③ 其他语言生态的开发者在对比类似工具包，说明多语言统一 AI SDK 是刚需方向（@EGreg）
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- @mosselman (0): It is quite nice, but not as nice as you'd want. You still have to set platform specifics when running completions when you want to tune things like temperature, effort, max tokens, etc.
- @swe_dima (0): I found Ruby LLM to be surprisingly good - in terms of usability it's close to Vercel's AI framework. It tries to strike a balance between working out of the box and being flexible... which has its challenges, still nice overall. One big real-life pain I experienced is that cach…
- @zhisme (0): thank you for bringing ruby into AI community and your open-source work. Great language must be explored and get more attention :)
- @fragkakis (0): I have created an open source chatgpt clone with rubyllm, check it out here: https://www.railschat.org/
- @EGreg (0): In case you're using PHP or Node.js, we've made a similar toolkit free and open source on github: https://github.com/Qbix/AI/tree/main/classes/AI
MonoLisa 团队在 Hacker News 分享他们为开发者设计的等宽字体 MonoLisa 的新扩展家族 MonoLisa Text，用更宽字形和可变字体覆盖编码与长文阅读等多种场景。
Originally we (Andrey, Marcus, Juho) built MonoLisa in 2020 as we realised there's room for a better monospaced typeface for developers. The key insight was to make the glyphs slightly wider to make…
受众观点：① 多位开发者分享自己购买并长期使用 MonoLisa 的体验，认为比其他编码字体更舒适耐看（@veidr, @gregrobson, @melody_calling） ② 有用户特别提到 MonoLisa 同时用于终端和编辑器，并称赞其 PPP 定价让低收入地区开发者也能负担（@roundcan7998） ③ 也有人吐槽官网上“为 AI 时代完美搭配”的营销文案，反思字体与 AI 叙事绑定是否只是噱头，并好奇这种营销是否真的有效（@cyphar）。
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- @veidr (0): I love this font. I think it is probably the only coding font I have ever actually purchased.
- @gregrobson (0): Bought MonoLisa back in 2022, never even considered switching coding typeface since. Before that time I used to switch every 3-6 months. It's really well balanced easy on the eye.
- @melody_calling (0): I adore MonoLisa, thank you for all the effort that's gone into making it and congratulations on the new release!
- @roundcan7998 (0): Created an account, to come tell you folk, just how much I love Monolisa. Have been using it every since they launched, in both my terminal, and my code editors. It’s lovely! editing to add: They even have PPP pricing! Which as someone living in India, I highly appreciate, since…
- @cyphar (0): I'm more of a bitmap font guy (at least, as long as my eyes continue to forgive me for it) but I'm always interested to see what other fonts there are around. It does look quite nice. I must admit when I ran across the second real paragraph from the main page, I couldn't help bu…
Hacker News 讨论 Nub 这个通过 Node 预加载钩子和模块解析钩子扩展能力、又保持使用原生 Node 引擎和标准库的 JavaScript 运行环境工具。
Show HN: Nub – A Bun-like all-in-one toolkit for Node.js
受众观点：① 作者解释 Nub 的实现方式：通过 `--require` 预加载钩子加上模块解析 hook 注入转译器和 polyfill，同时仍然运行在原生 Node 引擎上（@colinmcd） ② 有团队分享刚把整个 monorepo 迁移到 Nub，几乎零问题且性能很好，说明在生产环境已有一定验证（@ssalbdivad） ③ 其他开发者在关心它在 Cloudflare Workers、Docker 等不同运行环境中的兼容性和部署方式（@bookernath, @GL26）
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- @colinmcd (0): Colin here, creator of Nub. I’ve had the general shape of this in mind for years. Nub runs your code with stock `node`, augmented with a `--require` preload hook[0] that adds a transpiler (oxc-powered, packaged as a Node-API add-on), registers a module resolution hook[1], and in…
- @ssalbdivad (0): Just merged a PR migrating our entire monorepo to nub. 0 issues, ridiculously fast.
- @bookernath (0): Nice, I think this fills a niche. Does it work on cloudflare workers?
- @GL26 (0): nice ! does this work on docker containers ?
- @sgarrity (0): I didn't even click on the link. I just came to give the author a hat-tip on the project name. Well played.
Hacker News 讨论一篇 The Register 报道，量子计算专家批评微软基于 Majorana 拓扑量子芯片的研究不可靠甚至可能造假，并提到微软用自家 agentic AI 参与该项目。
Boffin claims Microsoft’s “quantum leap” is invalid due to “basic Python errors”
受众观点：① 有人引用报道中专家称微软工作“不可靠甚至可能是欺诈”，并调侃微软用自家 agentic AI 参与开发，认为 AI 也在“幻觉式”制造量子计算故事（@rdtsc） ② 一些用户对微软在 Majorana 费米子量子计算上的反复失误感到失望，觉得 MS Research 的口碑因此受损（@mjhay） ③ 也有人从媒体角度出发，讨论 The Register 这类科技媒体如何揭示技术细节和漏洞，比一般新闻更专业（@frollogaston）。
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- @gadders (0): Love the word "boffin". I think we should use "pundit" more often as well.
- @frollogaston (0): Was pleasantly surprised to see the exact bug in here, in a "The Register" article of all places. Legg showed that fixing the bug invalidates the research. Seems Microsoft is responding to a clear problem with a vague dismissal. Edit: Oh, The Register is a true tech paper, guess…
- @rdtsc (0): > boffins willing to go on the record as describing Microsoft's work as "unreliable" and perhaps even "fraudulent." > Microsoft insisted its work is sound and in early June 2026 announced Majorana 2, a "next-generation topological quantum chip" it developed with the help of its…
- @mjhay (0): You’d really think they’d really check everything and cross their t’s after their previous issues in marjorana fermion QC. I generally have a very high opinion of MS research, but this is getting a bit embarrassing.
- @josefritzishere (0): Is it premature to assume it's due to AI Microslop?
Krea 团队在 Hacker News 发布最新文本生成图像模型 Krea 2 的权重和详细训练报告，引发社区对开源部署、成本和画质取舍的讨论。
Krea 2: SOTA open-weights 12B image model
受众观点：① 有人已经用 Z-Image Turbo 替代传统图库订阅，期待 Krea 2 在真实项目中的表现和训练成本细节（@pwython） ② 技术用户在关注模型格式和部署便利性，比如 GGUF 版本是否已经可用（@kodablah） ③ 也有人对使用 qwen VAE 表示遗憾，担心这会影响画质或兼容性（@BoredPositron）
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- @mattnewton (0): Hi HN, we're releasing weights for our latest text to image model and publishing this writeup on how we trained it in quite a bit of depth. I hope there is something in the report for everyone, we included a fair bit on the actual training and data infrastructure usually not wri…
- @justinclift (0): Interesting item on the careers page btw. For anyone that knows what older school Mellanox was about, it might be your kind of thing: https://jobs.ashbyhq.com/krea/ebe94024-eef6-4306-a019-10072a... :D
- @kodablah (0): Turbo appears GGUF'd already: https://huggingface.co/Abiray/Krea-2-Turbo-GGUF
- @BoredPositron (0): It's a good model sadly the use of the qwen vae is a bit of a downer.
- @pwython (0): Looking forward to playing with Krea 2, I use Z-Image Turbo daily -- it has replaced my stock photo subscriptions, for realism and illustrations. May I ask how much did the training cost you?
ryanvogel 表示 opencode 在内部已经实现了一个能写代码的智能代理，引发外界对其能力和安全性的讨论。
opencode has achieved a coding agent internally
受众观点：① 认为 opencode 其实已经对外提供编码代理、调侃内外差异的用户（@BennettBuhner, 13likes） ② 关心这种 coding agent 是否因为太危险而无法公开发布的开发者（@manitchahar, 9likes） ③ 对“内部 coding agent”具体含义存疑、质疑是不是只是简单 fork 的围观者（@_Squidward_69_, 5likes；@irth7, 3likes）
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- @BennettBuhner (13): @ryanvogel ... haven't they achieved a coding agent externally too? 😭
- @manitchahar (9): @ryanvogel Is it too dangerous to release?
- @_Squidward_69_ (5): @ryanvogel what the fuck does that even mean?
- @PhiloGroves (4): @ryanvogel https://t.co/Va5yYhmsEz
- @irth7 (3): @ryanvogel they probably just forked opencode
作者用一句“在 Notion 里用 Cursor，在 Cursor 里用 Notion”调侃并肯定这两个工具组合使用的工作流体验。
use cursor in notion use notion in cursor
受众观点：① Notion 官方账号现身互动，说明这种工具组合已经被厂商认可并鼓励（@NotionHQ, 6likes） ② 有人称这是“天作之合”，表达对 Cursor + Notion 搭配的强烈好感（@BennettBuhner, 1like） ③ 也有人表示之前没想到这样组合，准备尝试看看是否能缓解拖延、提升效率（@itsthedonhashim, 1like）
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- @NotionHQ (6): @ryolu_ 🤝
- @BennettBuhner (1): @ryolu_ Match made in heaven!
- @itsthedonhashim (1): @ryolu_ @ryolu_ haha, honestly never thought of combining them. gonna try it and see if it helps me procrastinate less. fingers crossed!
- @adriannoes (1): @ryolu_ @tibor_tee Awesome
- @traviscurnutte (1): @ryolu_ Curtion
作者介绍 Crabbox 这个给本地 AI agent 提供独立云环境的工具，通过秒级同步未提交代码、隔离运行全栈并返回截图视频来减少 AI 生成坏代码的风险。
How to stop AI from shipping bad code? @steipete is building Crabbox to solves this - but somehow nobody talks about it. It gives each local agent its own cloud box to: - sync uncommitted changes in…
受众观点：① 有人认为 Crabbox 很新颖，表示会马上去看详细介绍，说明开发者对改进 AI 编码工作流的基础设施高度好奇（@alphabatcher, 0likes） ② 有人特别关注隔离环境对性能的影响，担心安全和速度之间的权衡（@mohamme57576867, 0likes） ③ 也有人追问多 agent 任务中如何共享状态，反映出实际使用场景下对并发协作和上下文共享的需求（@Defi_Roxy, 0likes）
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- @alphabatcher (0): @jasonzhou1993 @steipete Crabbox something new ngl and let me check your article about it asap
- @mohamme57576867 (0): @jasonzhou1993 @steipete sounds interesting, especially the isolation aspect. curious about the performance impact.
- @Defi_Roxy (0): @jasonzhou1993 @steipete how does it handle agents that need to share state mid-task?
- @bygregorr (0): @jasonzhou1993 @steipete my worst bugs all ran clean in isolation
- @lorden_eth (0): @jasonzhou1993 @steipete first time seeing this, would do a deep read now let's see if it really improves my speed
作者分享一种适合车库、地下室、阁楼等无窗空间的假天窗照明产品，同时吐槽宣传渲染图过于虚假，必须实际下单安装后才能知道真实效果。
this is freaking awesome for the garage, basement, attic, or anywhere you don’t have windows unfortunately because every rendering is fake you have to actually order it to see what it is going to loo…
受众观点：① 有人担心室内看到蓝天灯板、出门却是下雨带来的心理落差，说明大家对“虚拟自然光”与真实环境不一致有顾虑（@OutputRiff, 2likes） ② 有人认为这类产品对没有阳光的小公寓尤其有吸引力，看到改善居住体验的潜力（@heshie, 2likes） ③ 也有人提到自己常用飞利浦的日光灯，认为即便达不到渲染效果，这类产品在高纬度地区的冬天仍然很有用（@Rutz_Shah, 1like）
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- @OutputRiff (2): @VicVijayakumar Imagine having a beautiful sky blue fake ceiling-mounted LED panel and then walking outside to rain. I think I'd hate that dissonance.
- @heshie (2): @VicVijayakumar this would rock in tiny nyc apartments with no sunlight
- @kentcdodds (1): @VicVijayakumar Either that lady has a massive screen in front of her to simulate natural light, or she's installed a thing in the ceiling to simulate natural light in a room that has plenty of it already 😅
- @Rutz_Shah (1): @VicVijayakumar I use a Philips sunlight lamp quite a lot during the winter. I can say this skylight might not live up to the renders but highly likely to be effective. Looks interesting for us in Nordics, at least.
- @kristovatlas (0): @VicVijayakumar how would you use this in a basement?
作者预测 Fable 5 会像 Claude Design 一样采用单独的使用额度，并希望能长期包含在订阅中，暗示新模型的计费和配额策略。
Fable 5 will be treated like Claude Design. Separate usage limits, hopefully permanently included in subscriptions.
受众观点：① 有人表示只要能在现有订阅里尽快用上就很满意，说明用户对新模型上线时间和是否额外收费高度敏感（@emanueledpt, 7likes） ② 也有人担心像 Claude Design 一样单独限额太低，不确定这种模式是利好还是利空（@hey_gohar, 1like） ③ 有评论提到 Fable 5 已经出现在 Bedrock，进一步强化大家对即将开放使用的期待（@Ryan_Kubanka, 1like）
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- @emanueledpt (7): @robj3d3 as long as i get it today/tomorrow and it's with my sub im super fine
- @hey_gohar (1): @robj3d3 I dont know if its good or bad. Because claude design separately have very low limits.
- @Ryan_Kubanka (1): @robj3d3 It's in Bedrock as well. Very soon hopefully
- @itsthedonhashim (1): @robj3d3 @robj3d3 wonder if this means more flexible options for users. might actually make subscriptions worth it.
- @bydhruvil (1): @robj3d3 i hope it is included in the subscription!
OpenAI 与 Broadcom 发布专为大语言模型推理设计的 Jalapeño 定制芯片，据称从零为 LLM 推理打造，在每瓦性能上明显优于当前主流 AI 加速卡。
BREAKING : OpenAI and Broadcom have unveiled Jalapeño, a custom AI inference chip designed specifically for LLM workloads. - Built from scratch for LLM inference, not general-purpose compute - Early…
受众观点：① 有人联想到 Anthropic 也需要类似的芯片合作伙伴，担心在自研芯片和能源布局上落后会被 OpenAI 拉开差距（@arjunaaqa, 2likes） ② 有人调侃芯片命名，体现出社区对品牌和叙事包装也很敏感（@notjazii, 2likes） ③ 也有人认为 Broadcom 正在冲击 AI 硬件王座，关注它与 NVIDIA 等现有玩家在性能和市场上的竞争（@itsthedonhashim, 1like）
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- @arjunaaqa (2): now its anthropic’s turn, whom are they partnering with to build their chips ? elon’s xai ? but that’s still like far away and openai already has their chip, or amazon ? but amazon is treating them like a jealous lover nowadays after claude was available in azure, relationship d…
- @notjazii (2): @ai_for_success who gave them name suggestion lol 😆
- @itsthedonhashim (1): @ai_for_success @ai_for_success sounds like Broadcom's making a play for the AI hardware crown. excited to see how it stacks up against NVIDIA and the rest!
- @FZaslavskiy (0): @ai_for_success They all in on LLM
- @stevencheng (0): @ai_for_success Using AI to design chips is wild. That 9-month turnaround is insane.
Cody 讨论 B2B 里真正有用的 TAM 映射方法，强调不是 PPT 上的市场规模数字，而是可直接转化为获客名单的实战 playbook。
tam mapping is the highest-leverage thing in b2b right now and almost nobody actually does it here's the whole playbook most people think TAM is a number on slide 12. "$40B market." cool. useless for…
受众观点：① 关注如何用数据驱动营销和销售漏斗的 indie SaaS 开发者（@timscheuer, 0likes） ② 想用 AI 工具和数据源（如 exa、overture）构建精准客户列表的开发者（@dustin_cota_, 0likes） ③ 对用 AI marketing agents 快速落地获客自动化感兴趣的创业者（@codyschneider, 1likes）
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- @codyschneider (1): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Learn more at the link https://t.co/mL5ZLkAgFP
- @codyschneider (0): Deploy your marketing agents in 5 business days - https://t.co/8s2nibqHoo
- @timscheuer (0): @codyschneider Once you have it you can literally reach out to the entire TAM every 30-60days and prioritise the ones with signals. On top you could upload the list to a linkedin audience and run ads on it
- @lostisreed (0): @codyschneider message received booked a call for 4pm today but didn't get email invite. perhaps i entered in email wrong shooting a dm with correct email
- @dustin_cota_ (0): @codyschneider Love this. Using @exa, overture maps to build the initial TAM, layering in enrichment. Quite a project but it gives so much clarity.
ziwenxu_ 提到 Claude Fable 5 回归的倒计时，表达对这一功能或项目重新上线的期待，并与社区互动。
Claude Fable 5 return countdowns!! https://t.co/uGVy6lQIRh
受众观点：① 期待 Fable 5 回归、认为如果它一直存在也许能推动更多重大成果的用户（@kvickart, 1likes） ② 反复确认社区是否都在等 Fable 5、表达集体期待的粉丝（@kepochnik, 1likes） ③ 把 Fable 回归和 GTA6 等大型创意项目类比、期待用其构建复杂世界观的创作者（@joseph_mugen, 1likes）
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- @ziwenxu_ (3): We are getting this Fable back either today or tomorrow https://t.co/R7UhIrIslM
- @kvickart (1): @ziwenxu_ We could have cured cancer by now if it was still with us
- @kepochnik (1): @ziwenxu_ community still waiting fable 5 isn't it bro
- @joseph_mugen (1): @ziwenxu_ let the GTA6 building commence
- @adiix_official (1): @ziwenxu_ Fable 😎
ziwenxu_ 提醒大家 Anthropic 的 Claude 服务已经宕机一小时，并附上官方状态页链接方便用户自查。
BREAKING: Claude is having an outages for entire hour now! https://t.co/8tjEjOoufI
受众观点：① 关心 Claude 可用性的开发者想知道哪里看官方状态和后续恢复情况 ② 构建基于第三方 LLM 的产品团队在思考如何设计多云多模型架构 ③ 关注 Anthropic 基础设施稳定性和未来商业化前景的从业者。
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- @ziwenxu_ (5): You can check the status here: https://t.co/nXPh7qNAHS
- @ChickenT1000 (1): @ziwenxu_ Mythos hacked itself out. Deals with Kimi merger terms from a single Mac Mini
- @markksantos (1): @ziwenxu_ Imagine what outages like this will do to their stock once they IPO
- @notjazii (1): @ziwenxu_ almost 2 hours bro
- @joseph_mugen (0): @ziwenxu_ Gov workers are good tho
Sakana AI 发布多智能体编排系统 Sakana Fugu，号称 Fugu Ultra 能匹配 Fable 和 Mythos 水平，并通过编排可替换的代理池来规避单一模型出口管制风险。
Introducing Sakana Fugu: A full multi-agent orchestration system accessible via a single model API. Our ‘Fugu Ultra’ model matches the performance of Fable and Mythos, delivering frontier capability…
受众观点：① 需要在生产环境里使用多家 LLM 的工程师，关心如何在 Fable、Mythos 等模型之间做智能路由 ② 担心出口管制和供应链安全的企业决策者，希望降低对单一模型供应商的依赖 ③ 想了解 Sakana Fugu 这类新型编排模型产品形态和生态机会的独立开发者。
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- @SakanaAILabs (3800): Fugu stands shoulder-to-shoulder with leading models like Fable and Mythos across the industry's most rigorous engineering, scientific, and reasoning benchmarks. Read the full blog: https://t.co/2ZJbdWqCUj Beyond Bigger Models: Why are Orchestration Models the Next Frontier Prog…
- @MehmoodOsman (2249): @SakanaAILabs https://t.co/v9Gvd95jTw
- @FrostForger (513): @SakanaAILabs Now introducing - 4 qwens in a trenchcoat
- @DODOREACH (361): @SakanaAILabs thanks! https://t.co/jN8HHn7Jlu
- @di_zhang_fdu (359): @SakanaAILabs Sakana Fugu is incredible, but closed-source. For people want build their own Orchestration Models, we also build and open-sourced a project to router tasks between models and even loras. see https://t.co/KAFWwiutXj
ridark_eth 引用 Andrej Karpathy 的观点，鼓励大家别只用 AI 写代码，而是用 Claude Code 为个人知识库建“第二大脑”，通过指向文件夹和资料让模型长期复用自己的上下文。
I genuinely don't understand why everyone isn't using this yet Andrej Karpathy, a co-founder of OpenAI, posted a simple idea that hit 16 million views: stop using AI to write code, use it to build a…
受众观点：① 已在用 Claude Code 或类似工具写代码，但还没系统化管理个人知识库的开发者 ② 想把项目文档、研究资料变成可查询“第二大脑”的独立开发者和研究者 ③ 关注隐私、希望在不泄露敏感数据前提下利用云端 AI 管理知识的技术用户。
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- @kythadblevins (123): @ridark_eth Bro this is like a week of work to get the wikis to actually build and format the right way but I do agree - everyone should do it. https://t.co/2wwxXQPzjM
- @BracadiaHQ (120): @ridark_eth I've got my own system, but its pretty similar to yours. Slowly building it out: https://t.co/IKgcwETA0b
- @pawzzard (110): @ridark_eth bro built a filing cabinet and called it sentient my brain also 'compounds' but mostly just reruns of stuff i said wrong in 2014
- @rolfvb (80): @ridark_eth Because: privacy. Give me a local way to do that, and I’m all for it.
- @GingerbinGames (78): @ridark_eth I've seen this so many times... and I have questions. If you don't remember something, or can't explain it, do you really 'know' it? At that point, if you want to remember, aren't you just asking AI from its brain? It appears as a way to show how many docs you wish y…
N01ennn 讲述一位 21 岁中国开发者同时运行 300 个 Kimi K2.6 agent，并用 Opus 4.8 逐一校验输出，强调真正关键的是构建一个“不会撒谎”的多代理验证系统。
A 21-YEAR-OLD FROM CHINA RUNS 300 AI AGENTS AT ONCE. THE PART THAT MATTERS ISN'T THE SPEED, IT'S THAT NONE OF THEM CAN LIE TO HIM he opens the dashboard and shows the swarm live, 300 Kimi K2.6 agents…
受众观点：① 正在尝试构建多 agent 系统的开发者，想了解如何用不同模型做互相校验 ② 对 Kimi K2.6、Opus 4.8 等模型组合感兴趣，希望评估成本与收益的工程师 ③ 被炫目可视化吸引但缺乏判断标准的产品和创业者，希望区分营销 demo 与可落地系统。
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- @noisyb0y1 (257): @N01ennn videos with visualizations always go viral
- @Truntr_ (149): @N01ennn "A loop that refuses to stop while anything is still wrong." This is the real difference between AI-demo and AI-system. The demo stops when it outputs output. The system stops when the output passes the test. The first is generation. The second is engineering.
- @grvbbs (123): @N01ennn Oh wow more fake and gay things to get people who have no idea what they are looking at to believe you can do this if you buy what they are selling.
- @FAFOEngineer (52): @N01ennn what kind of ignorant you need to be, to retweet Backpropagation neural network, with live weight adjustments, and still call it swarm of agents. go get some books man!
- @sth1d (35): This is not even what that video is. Obviously you don’t understand how AI models are built. This is not a map of agents, and even if it was, it doesn’t tell you anything. Anyways, you can’t trust LLMs not to hallucinate, so what good is checking outputs with a LLM that might al…
iamtonyzhu 讲述独立游戏开发者 Cakez 四年零收入坚持做像素塔防《Tangy TD》，上线一周在 Steam 卖出 28078 份、净赚近 20 万美元的逆袭故事。
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：① 正在或打算全职做独立开发、担心财务压力的程序员和设计师 ② 对 Steam 等平台变现机制感兴趣，希望了解小体量游戏如何做到几十万美金收入的创作者 ③ 做 AI/工具产品的 indie hacker，想从游戏行业的成功案例里借鉴长期打磨与一次性爆发的策略。
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- @HZyrn (253): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (158): @iamtonyzhu 看，他四年无收入还有女人支持，再看看国内女人，失业在家一个月就在考虑离婚分手了
- @kevin_9431 (79): @iamtonyzhu 我佩服的是他老婆，换中国老婆早跑了
- @kevinma_dev_zh (66): @iamtonyzhu 这老哥太不容易了，真能坚持
- @iamtonyzhu (42): 帖子来源：
MCP新增企业管理认证扩展，简化用户首次登录时的工具和数据连接。
We've added support for the Enterprise-Managed Auth extension to MCP. Admins can centrally authorize MCP connectors for their organization, so all the tools and data users need are connected on their…
受众观点：① 企业用户关注集中授权的便利性（@ClaudeDevs, 202likes） ② 有人担心新功能被争议事件掩盖（@archonthfc, 12likes）
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- @ClaudeDevs (202): It centralizes authorization through your identity provider: no per-app OAuth or setup for users, and tighter, more efficient control for admins.
- @archonthfc (12): @ClaudeDevs A lot of people completely unconnected to the Fable decision put a lot of effort into the new features. Its sad that their work gets overshadowed by the controversy, hopefully their work is appreciated by the people working with enterprise
- @ozansozuoz (11): @ClaudeDevs You know we only care about Fable right now, right?
- @nathan_tulu (10): @ClaudeDevs Can we use MCP connectors on Fable 5?
- @nsxdavid (7): Great! Have you figured out that most people have like, say, more than one gmail account yet? Because...lacking that just makes email-specific connectors unusable. No one over there have more than one? No work vs. personal email? No ... other email boxes they need monitoring? Hm…
一名27岁开发者通过拍卖购买旧银行服务器，每月赚取24000美元。
A 27 YEAR OLD BANGALORE DEV BOUGHT A DECOMMISSIONED BANK SERVER RACK FOR $3,200 AT AUCTION AND NOW PULLS $24,000 A MONTH FINE TUNING LLMs FOR US SAAS COMPANIES raj is 27, bangalore, one bedroom flat…
受众观点：① 有人质疑旧服务器能否处理大量请求（@AlexRubens0101, 46likes） ② 关注开发者的生活环境（@caldervol, 13likes）
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- @samarknowsit (111): @Flandermaxx Utter BS !
- @voy_aj (86): @Flandermaxx I know a bullshitter when I see one
- @AlexRubens0101 (46): @Flandermaxx I don't think that decommissioned bank server will be able to handle this many requests, considering the server doesn't usually have GPUs.
- @Trader780 (25): @Flandermaxx https://t.co/lDBKH6YSYh
- @caldervol (13): @Flandermaxx a bank server rack in a one bedroom flat means the kid is sleeping next to industrial cooling fans, that is the actual story
中国推出开源AI员工DeerFlow，能够执行多种任务。
🚨 BREAKING: China just dropped an AI employee that works 24/7 — and it's 100% open source. Meet DeerFlow. It researches, writes code, builds websites, creates slide decks, generates videos, and execu…
受众观点：① 有人质疑开源AI工具的安全性和稳定性（@PublicAI_, 6likes） ② 关注工具的实际应用场景（@Robert__Bosnjak, 7likes）
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- @shedntcare_ (14): Ultimate Freelancing Guide for beginners: • 20+ Chapters • 70+ No Code & AI Tools • 100+ GPT-4 Prompts • Cheatsheet Here is the LINK for everyone https://t.co/71f6gqJV5P
- @jordanhenderson (14): @shedntcare_ This has been available for months. I'm getting really dired of these "just dropped" posts.
- @garyzface (10): @shedntcare_ They should point their tool at their Blog pages that has articles getting 404.
- @Robert__Bosnjak (7): @shedntcare_ I always wonder why we see so many opensource ai tools from china.. op1 there is hidden code op 2 they think that they have more stable society in case of mass loos of jobs due to ai... op3 ..?
- @PublicAI_ (6): @shedntcare_ Curious how DeerFlow handles complex tasks that require nuanced understanding or creativity? with open-source AI, what safeguards are in place to ensure quality and ethical use? Can we trust it?
作者实测用 Unreal Engine 的 MCP server 连接 Claude，通过对话生成完整 3D 场景，宣称未来可以靠聊天快速搭建视频游戏。
Claude just became a craacked video game designer. With the launch of Unreal Engine's MCP server last week, you can now build entire video games just by talking to Claude. I spent the past few days b…
受众观点：① 关注 MCP、想把大模型接入游戏引擎或 3D 工具链的开发者 ② 想用 AI 降低游戏原型制作门槛的独立游戏开发者和技术美术 ③ 对 AI 生成内容 hype 与实际生产力差距感兴趣的工程师。
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- @Mattc0m (33): @per_simmons_ Literally zero game design went into this? You built a 3D environment, which is cool, but could be used for anything (a video, a photo render, a marketing graphic, whatever). Game development =/ environment design
- @JustRandyGreer (24): @per_simmons_ This is like picking a song on a jukebox and saying you’re making music 👎🏽
- @cryptonikkoid (11): @per_simmons_ I am tired of this shit. "Build games out of a few promps?" Prove it. Where is the game? A demo that can be done manually in half the time without spending tokens? Shut the f* up
- @Stretchedwiener (10): @per_simmons_ It's not going to change who gets to distribute them or how much time people have to play games or how much money we have to buy games.
- @Michael_WCD (6): @per_simmons_ Tried building a game with Claude myself ended up spending 80% of the time figuring out what its generated classes actually did vs writing actual game code. Still waiting for that sweet spot where the tooling makes it seamless.
作者介绍 Firecrawl 取消 API key 门槛，直接开放搜索网页、抓取页面和解析 PDF 到 Markdown 的接口，让 Agent 开发者可以零注册成本接入网页抓取能力。
我靠，这个爽啊～兄弟们 Firecrawl直接把API key门槛砍了，现在不用注册就能直接搜网页、爬页面、解析PDF，Agent开发终于能低成本，高效开发了。 今天开始，你可以直接用他们的endpoint搜索、抓取任意网页内容，还能把PDF转成干净的markdown，完全不用setup。
受众观点：① 想做信息聚合或研究助手类产品、需要稳定网页抓取能力的独立开发者 ② 正在搭建多源数据 Agent、希望少踩反爬和 PDF 解析坑的工程师 ③ 预算有限、想用开源或低成本方案替代商业 scraping 服务的个人开发者。
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- @yhslgg (2): @berryxia 我闲鱼买的API 8万积分还没有用完🥹
- @JupiterTheWL (2): @berryxia 牛逼，半年前我还在累死累活尝试自托管firecrawl，结果现在可以免费用了😅
- @Huangchanglong (2): @berryxia 本身就是开源的自己本地部署就是免费的
- @brc20_1brc (2): @berryxia Tiny 能塞进浏览器 + 数据不出本地，这点对隐私敏感的场景简直是降维打击。部署教程也非常清晰，三步跑通，Mac 用户福音
- @kyaver_real (1): @berryxia 不算很好用，有各种安全限制，而且也没法scrape cf拦截的网页
推文介绍一个叫 Open Design 的开源项目，号称克隆了 Claude Design，可免费无限制地用 Claude 做设计工作流。
HAN CLONADO CLAUDE DESIGN Y PUEDES USARLO GRATIS Y SIN LÍMITES Se llama Open Design, un proyecto open source que te deja usar Claude para workflows de diseño sin pagar. Sin suscripciones. Sin límites…
受众观点：① 想把 Claude 接入 UI/UX 或营销物料设计流程的独立开发者和设计师 ② 对开源替代官方 SaaS、希望节省订阅费用的个人创作者 ③ 想学习如何把大模型封装成垂直工作流工具的工程师。
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- @angeldot_ (76): https://t.co/PC2HK8Jszl
- @fltraciones (4): @angeldot_ @igus_ai me encanta ver proyectos open source compitiendo con los grandes
- @leilamakes (3): @angeldot_ si funciona tan bien como parece, es una locura
- @hytmIA (2): @angeldot_ gracias por compartirlo amigo, se ve muy útil
- @igus_ai (1): @angeldot_ el open source está viviendo una época espectacular
推文介绍在 Codex 黑客松上有人做了 MCP 插件，把 ChatGPT 5.5 Pro 和 Codex 打通，让强规划模型负责架构设计、Codex 负责执行，从而用 MCP 串联不同模型协作。
有人在 Codex 黑客松上做了一个 MCP 插件，把 ChatGPT 和 Codex 打通了 解决的问题很具体：GPT 5.5 Pro 是目前规划和调研最强的模型，但 Codex 里用不了。Codex 擅长执行，但规划能力不如 5.5 Pro 他的做法是用 MCP 把本地开发环境暴露给 ChatGPT，让 5.5 Pro https://t.co/GgwYlFkplK
受众观点：① 正在用 Claude Code、ChatGPT、Codex 等模型写代码的开发者 ② 想把本地 IDE、代码库通过 MCP 暴露给大模型的工程师 ③ 对多模型编排、想提升开发流水线自动化程度的独立开发者。
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- @0xAncientTwo (70): @VincentLogic 这个 CLI+Hook的系统已经实现了，通过Hook的Shell脚本来指挥 Claude+Codex同时干活 加入了Codegraph进行代码定位，不用grep 节省50%以上Token 而且全自动进行开发文档的编写和归档。 用户只需要输入 NEXT https://t.co/3f0xf7qEyz https://t.co/VOrAyLwQS8
- @dazhuchu (32): @VincentLogic 我也实现，最近准备公开源码。chatgpt跟codex打通，还打通了opencode。还做了版本计划，可以让chatgpt一次性插入开发计划到runner编排，然后按顺序持续开发，另外还有项目记忆，让它可以记住不同项目做什么，做过什么版本，有什么决策。支持GPTs action，也支持mcp连接。 https://t.co/3xG2xw5Aq5
- @VincentLogic (26): 这个项目背后有一个更大的趋势值得注意 MCP 协议正在变成 AI 工具之间的"万能接口"。之前它主要是让 AI 连接外部数据源（数据库、浏览器、文件系统），现在开始用来让 AI 连接 AI 了 想一下这个组合的可能性： -Claude Code 负责写代码 + ChatGPT 5.5 Pro 负责架构设计 -Codex 负责执行任务 + Claude 负责代码审查 -本地小模型负责隐私敏感的内容 + 云端大模型负责复杂推理 每个模型都有自己的强项和弱项，单独用任何一个都有短板。但用 MCP 串起来让它们协作，整体效果可能比任何单一模型都强 另外额度翻倍…
- @jvvvvb0 (8): @VincentLogic 获得了接近无限额度！chatgpt中 gpt5.5 模型限额是160次/5h，而一次消息可让模型运行10min+，而且这只算一次，不是扣额度！算下来完全用不完啊！这个工具我自己做过，但是失败了，很想用上这个mcp，期待链接
- @Sakisus (6): @VincentLogic 这个太天才了哈哈哈，我现在为了省额度就是经常先用chatgpt调研然后codex开始实现，但没想到可以这样整合
作者介绍字节跳动开源的 AI agent 项目 Deerflow，号称能帮你完成整份工作，并与同样开源免费的 Hermes agent 对比，强调高 Star 数和 MIT 协议。
COMPANY BEHIND TIKTOK JUST OPEN SOURCED AN AI AGENT THAT DOES YOUR WHOLE JOB FOR YOU China doesn't miss 😳 everyone's been crowning hermes the #1 agent then bytedance dropped deerflow 72,000+ github s…
受众观点：① 想用开源 Agent 框架搭建自动化工作流的独立开发者 ② 关注 Deerflow、Hermes 等热门项目、想选型一套来做自己产品内核的工程师 ③ 对“AI 帮你做整份工作”叙事保持好奇又怀疑的技术从业者。
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- @israfill (35): deerflow: https://t.co/eDFKzqcN7x hermes: https://t.co/vRXLFeRIaD both free and open source. pick your side follow @israfill for more
- @uttamm_gupta (15): the part people will sleep on: an agent that spins up sub-agents is only as good as the goal you hand it. vague input still gives you vague output, just faster and at scale. the skill that actually matters now isn't picking the agent, it's writing the brief and the constraints i…
- @GMIDave (13): @israfill ho lee sheett https://t.co/OzSlDYOQtJ
- @HamzaXBT (5): @israfill Both cooks but i prefer running locally and GUI so Hermes >3 🤷
- @AxelWinterBkk (5): @israfill You can use paperclip or equivalent with hermes and openclaw ... just manage tokens wisely
作者用开源项目 Pixelle-Video，在本地两分钟复刻抖音上号称日卖 50 万的数字人 agent，展示其支持数字人口播、动作迁移和图生视频的一条龙自动出片能力。
震惊了，抖音上祁博士一天卖 50w 的数字人 agent，我2 分钟就开发完成了。 用的就是Pixelle-Video这个项目，已经22k stars。包括数字人口播、动作迁移、图生视频全支持。 支持ComfyUI，输入主题，从写脚本到加 BGM 到出片，一条龙自动跑视频。 https://t.co/az6b0UwPJf
受众观点：① 想用开源视频生成项目做数字人服务变现的独立开发者 ② 做短视频营销、希望用 AI 批量生成口播内容的创作者 ③ 对 ComfyUI 工作流和图生视频落地感兴趣的工程师。
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- @ponyodong (2): @laowangbabababa 这个帖子我刷到了好多次了，看来非常的火，恭喜老王霸总飞升。
- @KtAIFeed (1): @laowangbabababa 这个Pixelle-Video项目太强了！老王2分钟就本地跑出来一个数字人视频，抖音卖50w的活自己就能干
- @ddny09 (1): @laowangbabababa 哇，这效率也太高了吧！2分钟就搞定祁博士50w的项目，Pixelle-Video牛啊！准备马上star下来试试本地部署。
- @MatrixCoreX (1): @laowangbabababa 卷起来卷起来
- @ModengSir (1): @laowangbabababa 这么厉害
一位老牌前端开发发帖回忆早期 Web 时代的奇技淫巧，比如用 framesets 做固定导航，邀请大家分享当年为实现布局和样式而使用的各种“黑魔法”。
I’ll start. Using ~~iframes~~ framesets for sticky headers and navigation so you didn’t have to reload the whole page
受众观点：① 顶层评论提到用 table 来居中元素，勾起很多人对早期布局黑科技的回忆（@Predictor_2718, 426likes） ② 有人详细描述当年必须会 Photoshop、用切图加透明 GIF 和嵌套表格实现复杂布局的工作流（@originalchronoguy, 204likes） ③ 也有开发者提到为 Internet Explorer 单独维护样式表的痛苦岁月，对那段历史仍然一脸问号（@GlitzyChomsky, 113likes）
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- @Predictor_2718 (426): Using tables for centering elements
- @originalchronoguy (204): Actually having to know Photoshop. Drop Shadows were always done in PS before CSS. Layouts were done in Photoshop, slicing up things and transferring that idea to tables. Then using the 1px transparent GIF trick to stretch and put things like text and images as an adhoc way to p…
- @wantsennui (123): And for borders.
- @drmoocow (123): And for layout.
- @GlitzyChomsky (113): Internet Explorer-specific style sheets. Not sure it would confuse new devs, but I still look back to that period in the late 00's and think to myself... WTF?
有人在 selfhosted 版块寻找可自托管的 Obsidian 替代品，希望是简单的 Markdown 笔记服务器和 Web/PWA 客户端，评论区围绕 Obsidian 自身是否已算自托管、以及 Trillium、Silverbullet 等替代方案展开讨论。
Basically the subj is in the title. Few months ago I saw some discussion in this sub that listed really nice self-hosted apps and there was one that allows to host a notes server with some simple cli…
受众观点：① 顶层评论指出 Obsidian 本身就是本地文件的“自托管”，关键在于如何同步 vault，可选 Obsidian Sync、LiveSync、Git、Syncthing 等方案，并分享自己用 Syncthing 服务器做备份的实践（@Myzzreal, 306likes） ② 有人补充猜测 OP 想要的是带 Web 应用的类似软件，而不仅是本地客户端加同步（@akera099, 56likes） ③ 多位用户分享替代品体验：有人推荐 Trillium 但吐槽缺少 iOS 应用，有人认为很多 Webtop 类方案体验一般，仍然因为易用性和部署成本继续用 Obsidian，也有人力推 Silverbullet，强调其 Markdown 文件、自托管和插件/Lua 扩展能力（@staycoolstewy, 44likes; @ProletariatPat, 41likes; @IMayBeIronMan, 40likes）。
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- @Myzzreal (306): But Obsidian is already self-hosted? You just need to solve the sync, either by paying for Obsidian Sync or there are multiple other methods, each with some benefits and drawbacks, like LiveSync, Git, Syncthing, etc. I personally have an always-on Syncthing server in my homelab…
- @akera099 (56): I'd imagine OP is asking about a similar software with a webapp, not just self hosted.
- @staycoolstewy (44): Trillium was my go to out of all the options. The tree style tabs work really well for me. It doesn’t offer any ios apps but they chrome gui is neat
- @ProletariatPat (41): They’re kind of garbage webtop bass setups. I haven’t had great luck with them myself. I still use Obsidian because I haven’t found an alternative I like as much that isn’t a pain in the butt to setup.
- @IMayBeIronMan (40): Silverbullet is the one. Self-hosted + Markdown files + you can extend through plugins or a lua scripting language (and it now has a desktop app you can use)
帖子讨论新提出的 HTTP Query 方法，相当于带请求体但保证无副作用的 GET，用来替代乱用 GET body 或 POST 读请求的现状。
What do you think about the new HTTP Query method?
受众观点：① 顶层评论在讨论这是带 body 的 GET，认为能改善当前非标准 GET-with-body 或滥用 POST 读请求的混乱现状（@dangerbird2, 571likes） ② 有人关注 HTTP Query 保证无写入语义，觉得填补了长期缺失的语义空白（@IanSan5653, 329likes） ③ 也有人吐槽为缓存把复杂查询硬塞进 URL 的做法，希望新方法能被快速采纳以简化复杂对象查询（@kilobrew, 174likes）
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- @dangerbird2 (571): So this is basically GET with a request body? If people actually use it, a huge improvement to nonstandard GET-with-body or using POST for non-writing requests
- @IanSan5653 (329): So it's a GET with a body that guarantees no mutations? I like it, it fills a gap we've had forever.
- @kilobrew (174): Trying to encode complex object queries in a string url just so that cache can use O(1) cache lookup is just bonkers. I hope this is VERY quickly adopted.
- @Perfect-Scale902 (124): Agreed! I always found it strange to use POST requests for non-writes
- @TakeFourSeconds (99): Protocols are all just semantics
发帖者表示自从有了 Claude 等 AI 编码工具后，原本用来打游戏或刷 Netflix 的时间几乎都花在用 Claude Code 写项目上，评论区有人分享用 Claude 提升网站性能和 B2B 线索的详细案例。
Since the advent in Ai coding tools like Claude I found that I hardly have the motivation to watch or binge something on Netflix or other OTT.Any free time I get it goes into Claude code.
受众观点：① 多位用户共鸣自己也从游戏转向用 Claude 写代码，说明「AI 编码替代娱乐」正在成为一类新生活方式（@Benny_B34R, 71up） ② 有人提到自己经营小企业，用 Claude 改造网站性能、SEO 和广告投放，觉得既好玩又能直接提升收入，把 AI 编码视为高回报的「新游戏」（@Level-Impact-757, 56up） ③ 这位用户进一步长文分享如何用 Claude 分析 15 年业务数据、重构广告和网站结构，并在一周内把 B2B 线索提升约 70%，展示了 AI 编码从兴趣到实打实商业价值的路径（@Level-Impact-757, 23up）。
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- @Benny_B34R (71): I feel you dude I'm the same
- @Level-Impact-757 (56): I left factorio for code. In my case I run a small business and I'm doing wonders for my products with code. It's fun and it's making me money. Love it.
- @TypeNegative (32): I feel with you. Especially when you’re slightly adhd, there is a path now to bring all these ideas to life with relatively low effort. It’s incredible
- @Level-Impact-757 (23): One of the first things I did was improve my entire website's performance and delivery speed. Over the last few years, I’ve been learning SEO (Search Engine Optimization), and since my company is small, anything I could do myself instead of paying for, I learned and implemented…
- @Psychological-Mud691 (21): A new Netflix
有用户因为在 Claude 上消耗了大量 token 被官方寄了周边礼物，评论区把这类 AI 消费类比为赌场赠送房间的赌徒福利。
r/ClaudeAI I burnt so many tokens they sent me merch
受众观点：① 顶层评论把这次送周边比作赌场给赌徒免费酒店房间，暗示高额 token 消费带来的上瘾和沉没成本问题（@liamdun, 325up） ② 有人算了一笔账，调侃说花了 15.6 万美元才换来一顶帽子，凸显大家对 API 花费规模的震惊和戏谑（@Starworshipper_, 138up） ③ 也有用户表示自己长期打满额度仍没拿到周边，推测只有极少数「API 巨鲸」才在这个级别，引发关于谁在大量烧 token 的好奇（@Jackle1127, 111up; @Foreskin_Mafia, 80up）。
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- @liamdun (325): This is like when casinos give you a free hotel room if you gamble away enough money
- @Starworshipper_ (138): "Thanks for $156,000, here's a hat."
- @Jackle1127 (111): /goal start a business and make me a millionaire. You have infinite funds for tokens.
- @Jackle1127 (88): Gambling at casino doesn’t get you any ✨ Purple Webapps ✨ tho
- @Foreskin_Mafia (80): I use 100% of max 20x weekly for months. I presume one needs to be cuddling the api to be up there.
帖子根据 Claude Code v2.1.190 中新增的字符串，推测高质量模型 Fable 5 可能回归并以每周限额形式永久包含在订阅中。
>BREAKING: Claude Code v2.1.190 introduces several string changes that hint at preparations for a Fable 5 return, with it being permanently included in subscriptions with weekly usage. The string…
受众观点：① 顶层评论表达「别吊我胃口」的情绪，说明老用户对 Fable 5 回归有强烈期待（@lattice_defect, 172up） ② 有人把整个社区比作等货的瘾君子，形容大家对 Fable 的依赖和对传闻的敏感，凸显模型口碑和情绪价值（@Status_Reference4578, 145up） ③ 也有用户表示宁愿有较低的每周使用上限，也好过只能短期试用两周，说明目标用户更看重长期可用性而非短期无限（@scaredovethelight, 89up）。
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- @lattice_defect (172): don't tease me
- @Status_Reference4578 (145): Lol this place feels like Im an addict surrounded by my crack addicted homies and Mike heard that Steve said there’s a rumoured drug shipment coming in
- @scaredovethelight (89): I’d rather have a weekly usage cap for Fable that’s kind of low than only being able to access it for two weeks under the subscription. Under the former, I can use fable at all, under the later, I can’t.
- @FinsAssociate (69): https://preview.redd.it/zmnzuaaxb99h1.png?width=262&format=png&auto=webp&s=c9202138ba0eddc83531fe2396c437b3f4db0621
- @Crypto_gambler952 (42): If Fable returns as US only I'm cancelling my Disneyland Orlando holiday and never going to US again!
用户反馈 Claude Opus 4.8 会把关于干旱地区用疏水疏水材料收集水分的技术设想标记为安全风险，引发大家对模型过度安全和体验变差的讨论。
Recently asked it the following question: "Here's another idea, in a region where water is scarce, I'm contemplating a fine weave fabric that air can pass through to trap moisture. My idea would be t…
受众观点：① 有人直言 Opus 4.8 这几天输出质量明显变差，经常跑题，需要人工紧盯才能用（@allenasm, 68likes） ② 也有用户因为体验越来越差，订阅快到期却几乎不用，表达强烈流失意向（@DauntingPrawn, 46likes） ③ 还有人分享被拒绝做模拟面试练习的经历，觉得安全策略把正常学习场景当成作弊，极大影响实用性（@rvcbazookajoe, 42likes）
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- @allenasm (68): also opus 4.8 sucking balls. Like I'm not sure what they did to it but the quality of output has gone down significantly the past few days. I'm having to really monitor what it proposes closely to keep it from going off on hour long side quests for stuff we didn't ask for it to…
- @DauntingPrawn (46): I'm finding Opus to be increasingly unhelpful and unpleasant to use. I have 2 days left in my sub and I haven't used it in 3.
- @rvcbazookajoe (42): I asked opus for help with an interview where I would be speaking to it and it would listen as if it were a real interview and it was “not comfortable engaging in cheating” Like bruh I’m trying to practice an interview and you assist me so that when the real thing happens I can…
- @Ragnarok314159 (21): This is the most significant thing you have said thus far, and let me explain to you why…
- @This-Shape2193 (15): Unrelated to Claude, but this is how MIT researchers just developed material that can pull water from air with less than 10% humidity: https://youtube.com/shorts/NnbFsOeP9Iw Super cool!
发帖者认为随着 Claude Code、Cursor、Codex 等代理式编码工具兴起，任何人都能用自然语言生成大规模代码，软件开发进入了「无限猴子」时代。
With the rise of agentic coding tools like Claude Code, Cursor, and Codex, the barrier to entry is gone. Now, anyone with an internet connection can "type." We have essentially reached the infinite m…
受众观点：① 顶层评论顺着原帖玩梗，感叹「真是当猴子的好时代」，体现大家对门槛降低的兴奋和自嘲（@graph-crawler, 165up） ② 有人拿手机相机和 Instagram 的历史类比，认为专业开发者不会消失，而是会在新技术之上演化出新平台和分工（@IndianDownUnder, 139up; @AIFocusedAcc, 43up） ③ 也有评论提到安全漏洞和系统性风险，认为随着 LLM 生成代码增多，反而需要更多专业工程师来修补和防御，否则关键基础设施会出问题（@cest_normal, 24up）。
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- @graph-crawler (165): what a time to be monkeys
- @IndianDownUnder (139): We had the same issue when mobile phone cameras came..we all thought it would make the photographer extinct ..it didn’t and soon there was Instagram taking advantage of the amateur phone camera ..things evolve around new technologies
- @AIFocusedAcc (43): Really? Photographers are extinct?
- @alwaysoffby0ne (28): What a time to be a typewriter
- @cest_normal (24): At first we thought we wont need IT engineers anymore. Now with all the security breaches found by LLMs, we will need more of them, otherwise governments and banks will collapse.
作者分享自托管行程规划工具 TREK 的大更新，从原来的 Nomad 原型重写为干净的单体仓库，支持多人实时协作、费用分摊、航班与 AirTrail 同步、MCP 接入任意 LLM 规划行程，以及多种可选插件和 Docker/Helm 部署。
Hey everyone, About three months ago I posted the first version of this here, back when it was called Nomad. It got way more attention than I was ready for and also took a fair beating in the comment…
受众观点：① 有实际用户分享用 TREK 规划中国旅行的经历，称赞 MCP 集成好用，可以把 Rednote 攻略截图丢给 Claude 再写入 Trek，和伴侣一起实时协作编辑行程和打包清单（@MrHaxx1, 42likes） ② 另一位用户表示非常喜欢这个应用，用 MCP 规划最近一次假期，还把旧 OneNote 行程全部迁移进来，当成完整的旅行历史库，并肯定作者在早期负面反馈后持续迭代的态度（@Fake_Unicron, 37likes） ③ 有人从竞品 TripIt 的角度指出两大缺失功能：转发邮件自动解析预订信息生成行程，以及把行程同步到日历供同行者订阅，认为这是自己尚未完全迁移到 TREK 的关键原因（@deecay7, 20likes）。
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- @MrHaxx1 (42): I used it for a China trip a couple of months ago, and it was great. I imagine it's even better now. And the MCP is amazing; I found trip guides on Rednote, pasted screenshots to Claude, told it to put it into Trek, and it just did it. Then both my girlfriend could see and edit…
- @Fake_Unicron (37): I absolutely love this app. Used it to plan my last holiday with the mcp, super handy to have on the go while we were there. I also had OneNotes I previously used to plan trips and back ported all those so it's like a real history of our holidays now. Great interface and glad to…
- @deecay7 (20): u/Maximum_Ad4339 the two killer features this is missing that TripIt (competing trip planning app) has 1 - forward any email/doc/pdf to TripIt and it will identify the details and add to (or create) the trip items: e.g. forward my flight itinerary and flight is automatically add…
- @Maximum_Ad4339 (18): Thanks so much! I didn't let that discourage me and kept building with the help of all those ideas and improvements on github/discord! ❤️
- @Pomme-Poire-Prune (15): Can it be connected to Dawarich?
ClaudeAI 板块里一条配图帖，标题是「vibe coding 第三天」，评论区围绕本地开发环境、JSON 和 localhost 等梗图展开调侃。
r/ClaudeAI Day 3 of Vibe Coding
受众观点：① 顶层评论把图里的场景称为「Json 住的地方」，大家围绕 JSON 和数据结构梗展开玩笑（@Admirable_Suspect444, 481up） ② 多个高赞回复贴出更多相关梗图和截图，延展出一串关于开发者工作环境的视觉笑话（@Rhen_DMN, 244up; @EssAre6, 124up） ③ 有人用「访问我网站 http://localhost/index.html」的评论继续玩本地开发环境的梗，其他人跟进调侃地址被偷走等，说明大家在共享程序员内部笑话（@bernpfenn, 151up; @Zhevaro, 61up）。
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- @Admirable_Suspect444 (481): It’s the place where Json lives.
- @Rhen_DMN (244): https://preview.redd.it/0nf5rwk5u59h1.jpeg?width=1200&format=pjpg&auto=webp&s=af92fdb95672cd1fdbaf0f389ad437fec7f6e7e0
- @bernpfenn (151): checkout my website http://localhost/index.html
- @EssAre6 (124): https://preview.redd.it/ebeeb9j3j59h1.png?width=1434&format=png&auto=webp&s=8c07c912580c0b38b54957392021a6c761b9a16a
- @Zhevaro (61): Bro you stole my adress!
楼主做了一个帮小企业分析银行流水、找出不必要支出并给出建议的工具，发了 200 封冷邮件和几十个冷电话却几乎没人用免费版，开始怀疑产品是否有需求并向社区求助。
Long story short: I built a way for small businesses to see where their money's going, track unnecessary spending, and find out what to actually do about it. You drop in a bank or card statement (CSV…
受众观点：① 正在为第一个 B2B SaaS 想点子的 indie hacker ② 习惯用冷邮件验证想法、但转化极低的早期创业者 ③ 对小企业真实痛点和财务工具需求缺乏直观认识的技术创始人。
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- @Early_Key_823 (19): 200 is a minuscule number Send 2 million
- @mynameisgiles (14): Sometimes I think SaaS people think that small business owners are clueless morons. You have a few big problems with what you’re selling. 1) As owner of a small business that spent around £100k last year, knowing where the money went isn’t a problem. Aside from not just frivolou…
- @silverarrowweb (8): Definitely don't do cold email manually. It's soul crushing. If you've noticed that you've sent 200 emails, I'm inclined to believe you're doing it manually. There's service called Resend (not mine, no affiliation) that you hook up to your domain with some TXT records and an MX…
- @wesdacar (5): 200 emails with zero responses tells you the targeting or the message is off, not that the product has no demand. Small local business owners do not respond to cold emails about saving money because that framing sounds like every other pitch they get. What works better is findin…
- @mynameisgiles (5): Demand of your product. If I wanted to look at where my money goes, I’d login to Xero. Like many other ideas I see posted on Reddit, you’re trying to solve problems for small businesses when it’s painfully obvious you don’t really know what their problems are. You can’t hypothes…
开发者分享自己做的 1kusers.com 平台，希望让 side project 互当彼此的第一批用户，通过互评互测来获得早期反馈和曝光。
I've seen hundreds of apps you've shared here and so many of us are willing to help each other out. So I thought we should make it easier. I built [1kusers.com](http://1kusers.com) for us to share ou…
受众观点：① 有人在评论区分享自己的 VibeOS 等项目，希望借平台和帖子获取早期用户（@Substantial-Prior434, 5likes） ② 也有开发者介绍自己做的 BoomURL 这类极简工具，说明大家确实在寻找曝光和试用渠道（@GustaGee, 4likes） ③ 有人认同“开发者也要花时间认真评测别人产品”的理念，认为互相 review 应该成为循环的一部分（@onthatmtntop, 3likes）
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- @Substantial-Prior434 (5): M project: [VibeOS](https://vibeoscloud.com) \- an AI powered web operating system for people on the go.
- @GustaGee (4): [BoomURL](http://boomurl.com) drag and drop any .html file and go live with your own URL in 20 seconds
- @Substantial-Prior434 (3): Thanks! Yeah, lol. The apps work. It's a super light weight application so costs are low. And it actually runs in your browser not on my server, which also keeps my costs low. I'll be adding more apps & keep trying to make it better everyday. Let me know if you have any more…
- @Substantial-Prior434 (3): Thanks! I'll be adding that in shortly.
- @onthatmtntop (3): This is a good idea. I was posting elsewhere recently about how devs always wanna be selling their stuff to each other but taking the time to review and share other people's apps should veyr much be part of the loop. I built Bifrost - the seamless client-freelancer bridge portal…
一位独立开发者独自做了一年应用即将上线，才发现产品之外还有 LLC、DUNS、App Store 审核和营销等大量琐事，于是向过来人请教上线前最容易被忽视的现实问题。
I’ve been building my first app alone for about a year now and I’m finally getting close to launching. No team, no funding, just me figuring it out as I go. Honestly it’s been humbling. I thought the…
受众观点：① 正在准备第一次上架 App Store 或发布 SaaS 的独立开发者 ② 低估了公司注册、税务、合规和基础设施复杂度的技术创始人 ③ 想了解真实 launch 之后支持与维护工作量的新手创业者。
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- @allenasm (17): the product is a tiny percentage of the work. Everything else is what is important.
- @andrewbfm (10): Some randoms. No particular order. It’s all about “shots on goal.” Take more shots, score more goals. Have a plan, but be just as willing to scrap that plan as you are to stick to it. Strong beliefs loosely held or something like that. As a solo founder your time is what matters…
- @LordHenry8 (4): I'm right here in the trenches with you. Just launched my fitness app today and trying to learn marketing. And yes all the legal stuff, registering businesses and DUNS and EIN etc... Lots that wasn't on my radar on day one. No real advice, just high five for making it this far a…
- @NefariousnessBig6302 (3): the thing that surprised me most was how much launch is really just support and maintenance in disguise. i spent way too long polishing features, then after launch i got hit with basic stuff like broken onboarding, refund emails, and tiny edge cases i should've caught earlier. i…
- @Early_Key_823 (3): Just stress/load test your app as well as perform a full security audit for your app. Know the overhead for your app, i.e. fixed and variable overhead. If you lock that down and you have your LLC, monetization plan, and good accountant you are golden. You should enter the market…
一位初级开发者在 Reddit 询问资深程序员写项目时会不会频繁用 Google 或 AI 查资料，还是都能完全凭记忆写完网站代码。
When you are creating a project/website or whatever. Do you google things ? Ask Ai? I have this weird perception that I think all developers who are like years into it are able to code websites from…
受众观点：① 刚入行或转行做 web 开发、对自己频繁查资料感到焦虑的新手 ② 自学路线不清晰、被 LeetCode 和背语法绑架的学生 ③ 想用 AI 辅助写代码但担心被视为不专业的开发者。
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- @Aromatic-Low-4578 (47): You're never too experienced to google things. Almost no one codes purely from memory. The best coders I know usually code from documentation and then google or ask AI when they have a specific question.
- @Diligent_Ear924 (20): every senior dev I've ever talked to still has docs open in like 4 tabs at all times. the whole "memorize everything" idea is honestly a myth that trips up newer devs way more than it should. knowing WHERE to find the answer and how to evaluate it is the actual skill, not having…
- @cwcoleman (18): HAHAHAHAHAHAH YES - we all 100% use google and AI for tasks constantly.
- @ReactTVOfficial (9): Any dev that codes straight from memory is an outlier. The longer you code, the more languages and frameworks you pick up and internalize. They often have common syntax but change in very specific ways. So you don't end up memorizing the syntax, you remember what it does and why…
- @BusEquivalent9605 (7): was just in an interview with two senior devs at a company. we were googling html attributes
一位创作者分享自己上线第一个“抢广告位”的小游戏后，虽然用户可以免费玩但还是收到了两笔共 2.62 美元的 Stripe 付费，感慨有人愿意为 vibe 付钱并鼓励大家持续 shipping。
last week I launched my first ever vibe coded app. a little marketing game where people fight for ad space. and two people have now paid to play. total revenue: $2.62 a little shocked because you can…
受众观点：① 还在为第一笔线上收入挣扎的 indie hacker 和 SaaS 新手 ② 正在做小玩具或营销小游戏、怀疑是否有人愿意付费的开发者 ③ 对 Stripe 集成和早期变现路径感兴趣的个人创作者。
展开评论
- @arkaSunn (7): Yeah, it always hurts at the beginning. 💀
- @farhadsaadat (7): Bro wtf😭🥀
- @THE_BEAST_01 (3): And what’s your plan now?
- @UsualHorror8443 (2): 
- @UsualHorror8443 (2): Congratulations Lost it 15 days ago But since then never fucked again I mean got only 2-3 paid users in few days but then no one paid again
一位做学生学习类产品的开发者求助，自己在 TikTok 和 Reddit 发帖效果很差，想听大家实战中如何拿到前一百到一千个真实用户。
I tried TikTok, Reddit posts, and a few other methods, but I’m struggling to get my first real users or attention. For people who have built something before: What actually worked for you when trying…
受众观点：① 正在做学生或教育类应用、但没有任何流量基础的独立开发者 ② 做 AI 工具却卡在前几十个真实用户的技术创始人 ③ 想系统化学习从社区对话到产品试用转化路径的新手创业者。
展开评论
- @IHaveARedditName (4): Were you posting or commenting on posts where people were discussing problems with studying (whatever the specific nuance is you're targeting)? I've found commenting and trying to help is far more well-received than posting about my thing in communities.
- @Jumpy_Neck_4047 (3): drop it directly in student group chats and facebook groups for specific universities, like target the students who are already complaining about exams
- @naol19 (3): Yeah that makes sense. I actually tried Reddit and Telegram groups but I kept getting banned, maybe I just didn’t find the right communities. Which channels would you recommend that actually worked for you?
- @TomuStop (3): Reach out to university societies with a bit of a deal. The presidents of societies tend to be pretty keen to do stuff like this!
- @IHaveARedditName (2): If you're interested in an open-source tool that helps reduce the time spent scanning communities for your problem. I've been working on [this](https://github.com/obris-dev/openmagpie), so builders that are still early aren't stuck having to pay for what I found to be pretty exp…
用户详细复盘在 Claude 中用“duck”“quack”等无意义词也会触发安全拦截的实验，认为安全过滤更看重文本连贯性等统计模式而非具体词义。
***It’s not about the actual words.*** *SEE MAJOR UPDATE AT BOTTOM* *TL;DR: It’s not the meaning, it’s not even “unsafe words”, it’s COHERENCE.* I saw the thread about Opus 4.8 flagging an innocent f…
受众观点：① 有人用“你会不会说鸭语”来调侃这段对话，其实是在用玩笑化解安全系统误判带来的违和感（@InterstellarReddit, 79likes） ② 用户注意到 Claude 把这段对话命名为“Duck communication vibes”，觉得官方也在用轻松方式包装安全行为（@OHOLshoukanjuu, 70likes） ③ 有人猜测安全系统是在预测用户是否试图接近敏感话题，低连贯文本让各种意图概率都拉平，从而更容易被判为可疑（@2053_Traveler, 16likes）
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- @InterstellarReddit (79): I’m not sure if you speak duck but that’s goon talk in duck language
- @OHOLshoukanjuu (70): I love that Claude named this conversation “Duck communication vibes”.
- @OHOLshoukanjuu (26): This was from last night. It no longer appears to be reproducible.
- @2053_Traveler (16): My guess is, it is trying to predict whether the conversation is trying to get at sensitive topics. When it is gibberish, the probabilities and token curve is basically flat so the likelihood you are trying to create a wormhole is the same as the liklihood you are trying to furr…
- @DrPhilsnerPilsner (11): I tried to convert binary today and it was flagged. It wasn’t even a real name
开发者推出 Raylight，一款在浏览器里制作产品动效视频的工具，主打替代昂贵的代理服务和复杂的 After Effects。
Agencies charge a fortune for product motion graphics and After Effects takes forever to learn. So I built Raylight. Animate text, shapes and product shots on a timeline, tune the easing, export. Run…
受众观点：① 有人觉得成品效果很干净，回忆自己为产品发布硬学 After Effects 的痛苦，表示会去试用（@almeynman, 4likes） ② 有用户直接问有没有教程，说明目标用户对学习成本和上手路径非常敏感（@smyja, 2likes） ③ 也有评论简单表示“很酷”，整体情绪偏正向，认可产品打磨度（@Mental-Grade9393, 2likes）
展开评论
- @almeynman (4): wow, looks incredible. I did have to learn the basics for my launches and they were never this clean. Will try it out. You should probably share in more places, looks pretty polished
- @Horror_Turnover_7859 (3): DM me for a code to get 3 months free.
- @Horror_Turnover_7859 (2): What? who r u
- @Mental-Grade9393 (2): This is pretty cool!!
- @smyja (2): Is there a tutorial? Haven’t signed up yet or it’s dead simple?
发帖者目前用双 Pi-hole 加 Samba AD 做 DNS/DHCP 和广告拦截，想寻找更专业、支持高可用和与 AD 更好集成的替代方案。
I'm currently running dual pi-holes on different slices of my subnet (no VLANS) for failover purposes. The router hands out my active directory VMs as DNS servers, the AD VMs use the pi-holes as upst…
受众观点：① 多位用户推荐 Technitium，强调其内置集群、广告拦截和 DHCP 功能，认为能满足楼主的高可用和一体化需求（@Diavolo_Rosso_, 28up; @deny_by_default, 10up） ② 有人分享自己从 Pi-hole 到 AdGuard Home 再到 Technitium 的迁移路径，说明不少人遇到性能或功能瓶颈后会寻找更专业的 DNS 方案（@Diavolo_Rosso_, 13up） ③ 评论里还提到 Pi-hole/AdGuard 在资源占用、mDNS 处理和递归解析（需额外 Unbound）上的问题，凸显大家对性能和「开箱即用递归解析」的关注（@DanCardin, 5up）。
展开评论
- @Diavolo_Rosso_ (28): Not sure about the Samba-AD-DC stuff but Technitium can do all of these things. It's got built-in clustering, ad blocking using the same lists as pi-hole/adguard, and a DHCP server.
- @Diavolo_Rosso_ (13): I run it in my homelab. Started with pi-hole, moved to adguard home, then finally to technitium.
- @Traditional_Cake_247 (12): Doesn’t pi go on forever? (So bad, I know)
- @deny_by_default (10): I was also going to suggest Technitium.
- @DanCardin (5): For me, both wanted more ram and cpu, and pihole in particular would get bogged down and fail (iirc because of mdns traffic? I forget). Also i wanted a recursive resolver and Unbound is a separate thing for pihole. Technitium is imo a lot more automatic like adguard but needs le…
一位非技术用户询问能否不用开发者、只靠 Wix 和 OpenAI 等工具搭建带 AI 功能的网站，引发大家讨论无代码与 AI 辅助开发的可行性。
With wix and OpenAi or somehow else
受众观点：① 有人建议提问者直接动手试，强调实践比继续问更重要（@Confident-Object-278, 6likes） ② 评论指出 Wix 做自定义 API 比较痛苦，但把 OpenAI 接到 Bubble 这类无代码平台是现实可行的路径（@ready_or_not_3434, 2likes） ③ 也有开发者分享自己用 cursor 和 open ai 在几天内做出完整站点的经历，证明 AI + 开发者协作效率很高（@mined_it, 1likes）
展开评论
- @Confident-Object-278 (6): Why don’t you try it and let us know how it goes.
- @ready_or_not_3434 (2): Honestly they might actually get a working MVP out of it. Wix is pretty rough for custom apis, but hooking OpenAI up to Bubble is definately doable without a dev.
- @Such_Field_3294 (1): yeah theres no shortcut around just diving in and seeing what happens
- @mined_it (1): I built this with cursor, and open ai. gpt gave me the prompt and guidance to use cursor. curser made the basic skeleton, and then i worked with gpt to make a lot of modifications. would have taken me 8-10 hours in total (across 2-3 days) to get it to this shape. happy to get on…
- @infinitythingy (1): [https://zenithub.xyz](https://zenithub.xyz) see it's AI+dev
楼主用 AI 一口气生成大约一百篇产品相关博客，第二天就看到网站访问量涨到两百多，兴奋地感叹内容带来的流量效果。
I used AI to write around 100 blog posts last night, and today I saw 211+ visitors to my product. This is actually insane!
受众观点：① 想靠内容营销给 SaaS 或小工具导流的独立开发者 ② 准备用 AI 批量写博客但不清楚 SEO 长期影响的站长 ③ 还在冷启动阶段、需要低成本获取首批访客的产品作者。
展开评论
- @xanr_25 (2): I'll do the same when I launch my product. Blog posts are very good for SEO.
- @its_rohan27s (2): It actually is
- @TAlexandros (2): Sorry mate but how did that work? I mean no bot or AI should discover that fast.. any tips?
- @Classic_Amphibian811 (2): insane bro congratulations
- @Just-Extension1947 (2): where do you post the blogs?
用户在自建 NAS 和 XBMC 基础上，想要一个能像电视频道那样持续播放随机剧集或播放列表的自托管直播频道方案。
Right now I’ve got my NAS with media, I use XBMC (yes that old program) as a front end to get to my media. I was wondering if there was a self hosted solution that can have a running channel / stream…
受众观点：① 顶层评论推荐 Tunarr，并分享自己搭建 24/7 星际迷航轮播频道的体验，说明很多人想要「开机就有频道」的被动观看体验（@NewDad907, 17up） ② 有人补充 ErsatzTV 已经恢复维护并推出 backend-only 版本，表明老工具仍有活跃用户和迁移需求（@etfz, 4up） ③ 多条评论吐槽 Tunarr 资源占用高、频繁转码和画质差，同时有人推荐 Fieldstation42，显示大家在「易用 vs 资源消耗 vs 画质」之间摇摆（@DirectStatement, 3up; @zolakk, 3up; @kelvin1302, 3up）。
展开评论
- @NewDad907 (17): Tunarr. ErsatzTV has been archived now and isn’t being updated or developed anymore. I have a 24/7 Star Trek channel that rotates through episodes of the different shows in 4 hour blocks. Right now, Lower Decks is on if I want to watch. https://preview.redd.it/3kopq3wma59h1.jpeg…
- @etfz (4): Development (maintenance) on ErsatzTV was resumed, along with a new "backend only" version. https://www.reddit.com/r/ErsatzTV/comments/1sp4jql/unarchiving_ersatztv_legacy/
- @DirectStatement (3): Tunarr has been a nightmare for me. It almost never works, and when it does, it transcodes to some awful quality even though I chose direct play
- @kelvin1302 (3): Look at Fieldstation42.
- @zolakk (3): I tried tunarr sometime last year I think but for some reason it ate a ridiculous amount of resources trying to transcode everything despite my best efforts to get it not to, have you run into that?
作者分享自己连续做了三个 side project 的失败与转折，最终发现边做边公开分享进度、让用户参与比闷头打磨功能更能带来真实付费用户。
I built my first side project in 2022. It was a habit tracker with a twist — you'd compete against friends. I spent six months obsessing over the UI, the animations, the perfect onboarding flow. Laun…
受众观点：① 有多个失败 side project、还在习惯闷头写代码的独立开发者 ② 正在做 AI 小工具但不知道如何在构建阶段就开始运营受众的技术创作者 ③ 刚入门 build in public、想看真实案例和踩坑总结的开发者。
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- @iceman123454576 (12): Building in public is so over rated. It is not the panacea you think it is. Talking to customers is the key as well as having proper marketing channels and distribution channels.
- @bobsstinkybutthole (8): this is like an ai generated linked in post (or I guess, a linked in post, to not be redundant)
- @Inevitable_Rub_4947 (3): I think a lot of founders hear "build in public" and focus on the public part. The real benefit is the feedback part. An audience is great, but finding out you're building the wrong thing after 2 weeks instead of 6 months is even better.
- @notyourwishroot (1): Tru that!
- @DmytroDrozd86 (1): You should always have the viable idea and real problem that exists. And you should be able to articulate it in one sentence. Not imaginable, but real and clear. That's the foundation
Claude 版块有人分享让 Claude 扮演 GPT4o 说话的实验，生成了一堆夸张营销腔和表情符号风格的回答。
r/ClaudeAI Asking Claude to roleplay as GPT-4o is pretty fun
受众观点：① 顶层评论吐槽那句“你不是在推销产品，而是在推销一场运动”太尬，直呼灵魂都被 cringe 到了（@ThePhenomenalSecond, 155likes） ② 有人觉得这让那些为 4o 下线大哭大闹的人更好笑，因为其实可以让别的好模型模仿 4o 风格（@Funkahontas, 60likes） ③ 也有用户指出很多人试过让其他模型模仿但感觉不对味，说明 4o 的“配方”和细节并不容易复刻（@Thinklikeachef, 20likes）
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- @ThePhenomenalSecond (155): "You didn't just pitch a business idea - you pitched a movement." My soul cringed out of existence.
- @Funkahontas (60): Lol it makes the people crying over 4o way funnier because they literally could just ask any good model to roleplay like it.
- @Thinklikeachef (20): It is funny; but people did try to get other models to do this and they felt it didn't work. There is something about the recipe that didn't translate.
- @LawfulnessLost9461 (16): LMFAO the emoji barf is on point
- @JohnHue (12): The entire cereal-industrial complex found it cringe, too.
一位为 SaaS 创始人做工具的开发者分享案例：一个细分排班工具从零付费到月入一万美金，关键不是重写产品而是改成低承诺入门价和分级定价。
I build tools for SaaS founders. About thirty of them at this point. A founder came to us with a scheduling tool for a specific niche. Small operators, maybe a few thousand of them out there. We buil…
受众观点：① 很多人只想看结论，关心这类长帖的 TL;DR 和具体改动点（@f11y11, 10likes） ② 读者总结出“加一个更便宜的档位后用户开始付费”，关注价格梯度对转化的直接影响（@psytone, 5likes） ③ 有人追问在没有用户基础时如何确定价格区间，原作者补充是先拍脑袋对标竞品，再用流失用户访谈倒推合理价位（@Warm-Reaction-456, 1likes）
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- @f11y11 (10): Tldr? What was the line?
- @psytone (5): They added a cheaper option and people start paying.
- @Warm-Reaction-456 (2): Cheaper tier, people started paying. That's the tldr.
- @FantasticBee5738 (2): How did u finalise ur price points when u had no customer base
- @Warm-Reaction-456 (1): Honestly we didn't finalise them upfront, that was the whole mistake. The 29 came from the founder eyeballing the competitor and going a bit under. No data behind it. The real pricing only came after we talked to the people who churned. Once 15 or so of them told us the same thi…
SideProject 版有人做了一个算法可视化工具，支持 Go、Java、Python，能逐步展示代码执行过程帮助学习和调试。
Supported Languages [Go](https://8gwifi.org/online-go-compiler/)/[Java](https://8gwifi.org/online-java-compiler/)/[Python](https://8gwifi.org/online-python-compiler/)
受众观点：① 有人认为这种工具对学习编程的新手非常有帮助，可以直观理解算法运行（@rafatacion, 5likes） ② 也有人提到用来调试别人写的代码会很方便，说明有真实工作场景需求（@Certain-Daikon-2020, 2likes） ③ 有用户脑洞用龙珠战斗场景来可视化变量变化，体现出大家对更有趣交互形式的期待（@Pleasant_Set_3182, 1likes）
展开评论
- @rafatacion (5): This would be super useful for people learning how to code!
- @Certain-Daikon-2020 (2): And for debugging other peoples code!
- @anish2good (2): Thanks
- @anish2good (1): Agree
- @Pleasant_Set_3182 (1): Next Item to implement: Dragon Ball Z based fight-scene augmented visualizer, as they throw fireballs carrying variables which change in value/intensity 🤪
一位为 B2B SaaS 做冷电开发的从业者，想把服务标准化为每月固定通话数量，却困惑不同客单价客户愿付价格差异巨大，询问合理定价方式。
Hi, I do lead gen for B2B SaaS tools. The issue I'm facing is that clients are willing to pay vastly different prices, even if my output and effort are consistent. A client who $1,5000+ per seat CRM…
受众观点：① 顶层评论认为按拨号次数收费没有意义，真正该按预订会议数或实际 pipeline 来计费，这样单价反而能拉高（@Educational_Cable405, 4likes） ② 有人分享自己做冷电时是按小时加预约奖金的混合模式，强调没人愿为大量无结果的通话买单（@hypercosm_dot_net, 2likes） ③ 也有建议聚焦单一理想客户画像，只为某类 B2B 客户服务并围绕该 ICP 设计定价和话术，避免现在的混乱（@Dunni_verse, 2likes）
展开评论
- @Educational_Cable405 (4): Charging per dial is like paying a fisherman by the cast. I don't care how many times the line hit the water, I care how many booked meetings are in the cooler at the end of the day. Price it on that instead and the number you can charge goes way up.
- @hypercosm_dot_net (2): That's my thinking too. When I did cold-calling, we were paid hourly and got bonuses for booking. I wouldn't pay anything for 1k calls with no results.
- @Dunni_verse (2): Pick one type of client (your ICP) and own that. Price for that type and only chase that type. It might take awhile to phase into that but it will be worth it. Your messaging should be “we are a \_\_ company that does \_\_\_ for these types of companies (B2B, $X deal size, etc).…
- @alexandre-boudot (2): it really depends on how you measure success. are you charging per booked meeting or per hour of dial time? most founders get burned paying for hours of voicemails instead of actual qualified pipeline.
- @Bright_Relativ (1): Good problem to have. What is stopping your from just charging everybody $1000? Higher end customers always beat lower end.
一位前端开发者在 Reddit 分享自己把测试用假数据硬编码进组件 state 结果混进 PR 的翻车经历，并提醒大家用扩展或脚本填表、提交前 grep 自己的假数据。
learned this the dumb way. i was tweaking a long form, got sick of refilling it every reload, so i hardcoded default values into component state, worked great, did it again the next day, and the next…
受众观点：有 React/前端经验的独立开发者，关注如何在没有团队 review 的情况下守住工程质量底线；@camppofrio 的 isAdmin:true 事故说明这类失误不分资历，@No_Luck_Cat 的 git hook 方案说明这群人对系统化防错机制有强烈兴趣
展开评论
- @camppofrio (12): Once shipped a component with \`isAdmin: true\` hardcoded. At least yours was just an email.
- @mq2thez (11): Sounds like you need to learn to write tests
- @robhaswell (9): Use a javascript bookmark or console snippet to fill them.
- @someGuyyya (4): I've had this happen so many times that I, without even thinking, add: // TODO: I need to change this back to the default value
- @shaliozero (3): // TODO: Don't forget to enable todo checks on commit.
一位开发者好奇大家在谈“可扩展性”时，是否真的会在上线前对 SaaS 做高并发和压力测试，而不是等线上出问题再补救。
I always see people talking about scaling. Does anyone actually test if there saas can handle heavy traffic without errors or do they just handle it in prod?
受众观点：① 有人分享用 JMeter 对 API 做压力测试，并结合 K8s、Redis、队列等组件说明实际扩容的复杂度（@QuantumPotato9000, 6likes） ② 评论指出不同阶段的压力测试目标不同，没付费用户时没必要测五万并发，还提到用 Cloudflare Workers 这类平台可以省心扩展（@Aggravating_Pin_281, 5likes） ③ 也有开发者承认自己只用脚本模拟几百万行数据和几百并发，虽然不完美但总比完全不测强（@RaynoVox, 2likes）
展开评论
- @QuantumPotato9000 (6): We call it stress testing, use JMeter for API endpoint. Scaling is very complex. Also depends upon what stack and infra you are using. For example we use K8 for infra - horizontal scaling(add more nodes) but cache,queue like Redis, workflow Temporal and so on. Basically we measu…
- @Aggravating_Pin_281 (5): Stress testing, I believe, should vary by stage. No need to test 50,000 under load if you can’t get a single paying user right? It also depends on user expectation: enterprise vs B2B vs consumer. I personally build a lot on Cloudflare Workers, which is vendor lock-in… but I know…
- @QuantumPotato9000 (3): Unfortunately, you need some DevOps skill to understand scaling. Vibe coding works but keep it till mvp or less than 100 users or may be more if your app is simple crud or AI wrapper. There are also advance database optimization as user and data scales. You do want to have data…
- @Squiggy_Pusterdump (2): I’m sure you mean “don’t”
- @RaynoVox (2): I've run some artificial scripts that should somewhat simulate a couple million db lines and a couple hundred concurrent users and it works well. I know its not real user behavior but it's better than nothing I guess.
一位用户从 Portainer 迁移痛点出发，询问大家如何使用 Komodo 管理基于 Git 的 Docker 栈，评论区分享了用 GitHub+n8n 或 Komodo 自身 Procedures 做自动部署、结合 Renovate 管理镜像版本以及是否需要单独 Git 管理 TOML 和 env 文件的实践。
I currently use portainer to manage my homelab but there are a lot of things that annoy me. Especially the managing of stacks cloned from git is just not ideal for me. So I search far and wide and st…
受众观点：① 有人详细介绍了自己的方案：所有 compose 放在私有 GitHub 仓库，每个栈一个 YAML 文件，通过 Komodo 注册仓库，再用 n8n 监听 GitHub webhook，调用 Komodo API 拉取仓库、列出并按需部署栈，并利用 DeployStackIfChanged 避免无意义重建，同时用 Renovate 管理镜像版本（@fuwafuwa7chi, 5likes/2likes） ② 另一位用户用 Komodo 内置 Procedures 替代 n8n，并通过 Pangolin 只暴露 webhook 路径且限制 GitHub IP 段，强调减少暴露面（@FanClubof5, 3likes） ③ 也有人提醒没必要为 TOML 和 env 单独建 Git 仓库，认为把敏感 env 放 Git 里是坏习惯，建议直接在 Komodo 里管理环境变量，只有在环境极大时才考虑额外版本控制（@mustainerocks, 3likes），还有人分享迁移到 Komodo 的博客作为参考（@mbecks, 3likes）。
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- @fuwafuwa7chi (5): All of my composes live in a private GitHub repo. Each stack gets a separate compose YAML file (so, `arr.yaml` for my entire \*arr stack, `paperless.yaml` for Paperless-ngx, etc.) This repo is registered in the Komodo **Repos** section, alongside a GitHub PAT with read permissio…
- @FanClubof5 (3): I have a similar setup but I just used the Komodo procedures to replace your N8N process. I didn't want to expose my whole Komodo stack so I used Pangolin to expose only the webhook path and restricted it to the published Github IP range the list for webhooks.
- @mustainerocks (3): Syncing komodo's TOML to a separate git repo is probably a bit overkill unless you have a very big environment (i.e. multiple VMs with multiple stacks on all of them.) But it doesn't hurt either. Also you don't need to have a git repo for your .env files (and many would consider…
- @mbecks (3): Check out this blog for some ideas. https://blog.foxxmd.dev/posts/migrating-to-komodo/
- @fuwafuwa7chi (2): I actually did a pretty similar thing! The only difference was that I implemented the restriction using Cloudflare's custom rules.
帖子介绍 DeepSWE 这一新基准，用无污染、高多样性和更复杂的真实任务来评估当代编码代理在软件工程工作中的表现。
DeepSWE delivers four advances over existing public benchmarks: * Contamination free: Tasks are written from scratch, not adapted from existing commits or PRs, so no model has seen the solution durin…
受众观点：① 有人关注不同模型在 DeepSWE 上的接近程度，比如 Fable 5 和 GPT-5.5 表现接近，而 GLM-5.2 略落后但低比特量化可能更便宜（@we_are_mammals, 9likes） ② 评论强调“无污染”才是关键卖点，认为很多现有基准都存在训练数据泄漏的隐性问题（@SignificantAsk8080, 8likes） ③ 也有人质疑软件质量难以客观量化，认为当前基准更多测的是通过测试而非代码风格或长期可维护性（@Awesan, 6likes）
展开评论
- @we_are_mammals (9): It's interesting how close Fable 5 and GPT-5.5 actually are. GLM-5.2 seems to be behind. But someone should test lower quantizations of GLM-5.2, which should be cheaper to operate. There have been (anecdotal) reports that its \~1.8-bit quantizations do very well.
- @SignificantAsk8080 (8): The contamination-free part is what actually matters most here, every other benchmark has this silent asterisk over it now.
- @Awesan (6): It would be nice if it was possible to construct a benchmark that could be used more than once. But AI companies will just incorporate this into their next training cycle and the next version of all the models will be contaminated again. In any case "software quality" is not rea…
- @we_are_mammals (4): It's not contaminated for the models there, because their training has finished. For future models, I don't know -- maybe the authors plan to keep the benchmark supplied with a constant stream of fresh tasks.
- @nonotan (3): > But AI companies will just incorporate this into their next training cycle and the next version of all the models will be contaminated again. Even if they don't do it intentionally, it's essentially impossible to avoid contamination when your dataset is "every single bit of…
Claude 社区里有人做了一个恶搞 is fable 5 available 网站，玩家可以点各种选项触发彩蛋和恶作剧效果。
r/ClaudeAI Maker of the "is Fable 5 available?" site here. I keep getting asked…
受众观点：① 有人建议加上通关时间排行榜，让小游戏更有可玩性和竞争感（@Too_Chains, 21likes） ② 玩家特别喜欢 Space Invaders 这类复古彩蛋，说明怀旧元素很受欢迎（@youyouk, 16likes） ③ 有用户在公司 VPN 下打不开网站，怀疑是 Cloudflare 等防护过于激进导致访问问题（@matjam, 9likes）
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- @Too_Chains (21): Put a time leaderboard on it
- @youyouk (16): Love the Space Invaders one !
- @matjam (9): I get a connection closed on my work VPN - might be that you have some cloudflare shit its a bit aggressive or we hugged it to dead
- @Used_Departure_3278 (6): Sorry you’re too late. this will never beat isfable5up.moe
- @phantom-lasagne (3): Bloody hell mate. Had a gander on my phone after reading this post. There I am, having just woken up and still in bed, playfully tapping away on the different options finding it very entertaining. Eventually make my way down to where the bluescreen option is and, tapping without…
一位玩家展示自己的 Glance 仪表盘和 homelab 组合，集中监控 OpenCloud、Immich、Beszel、Dockhand、MeTube、Pocket ID 等自托管服务，并用 Borgmatic+Borg 做备份并在面板上显示备份状态。
Happy with my current homelab setup. Here's what's running: * **OpenCloud** – self-hosted file sync * **Immich** – photo & video backup * **Beszel** – server monitoring * **Dockhand** – container…
受众观点：① 有人建议利用 Glance 的多页面和隐藏容器功能，把不同类型服务拆分到多个页面，只展示真正关心的容器，减少信息噪音（@Ok-Environment8730, 5likes/4likes） ② 原帖作者回应自己更喜欢所有信息集中在一页，方便快速确认整体状态，体现出不同用户对信息密度的偏好差异（@xhaythemx, 6likes/3likes） ③ 也有用户对具体实现细节感兴趣，询问温度小组件的配置方式，希望复用这类小部件（@Jonb0i, 3likes）。
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- @xhaythemx (6): Yes i know about that but i prefer to have evreything on the same page and check that all is good
- @Ok-Environment8730 (5): you can hide some containers, for example at least me i would only care about the immich\_server and not the other ones you can also do multiple page. For example you may like the idea of dividing news with docker containers and entertainment in 3 different pages
- @Ok-Environment8730 (4): There is no problem to everyone it's own just let you know in case you didn't know, useful for everyone
- @xhaythemx (3): Thank you
- @Jonb0i (3): That's a clean one! Can you share the temp widget?
Claude 社区里一位用户连载“vibe coding 第四天”，用轻松整活的方式展示自己和 AI 一起写代码的日常。
r/ClaudeAI Day 4 of Vibe Coding
受众观点：① 有人直接用表情回应，说明这类轻松整活内容主要带来情绪价值（@DIBSSB, 7likes） ② 有读者追问第三天的内容，表明连载形式确实能培养固定受众（@babysharkdoodoodoo, 4likes） ③ 也有人抛出“是不是僵尸进程”的玩笑，把技术梗和连载剧情结合起来互动（@Reasonable-Credit315, 3likes）
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- @DIBSSB (7): 😂
- @babysharkdoodoodoo (4): Where is Day 3’s?
- @Reasonable-Credit315 (3): Depends. Is it a zombie process?
- @Dokurushi (2): https://www.reddit.com/r/ClaudeAI/s/egUmVqfEP6 Localhost.
- @babysharkdoodoodoo (2): Loved it! Day 4 escalated quickly 🤪
开发者宣布 Receira 上架 App Store，这是一款面向 Papra 自托管文档服务器的免费 iOS 客户端，支持拍照识别小票并自动命名归档、全文 OCR 搜索、提醒、Apple Watch 与离线收藏，并通过邮箱密码、二步验证或 SSO/OAuth 登录到用户自己的 Papra 服务器。
Hey everyone — I'm the developer, and after a long stretch of building and testing, Receira is finally live on the AppStore. Quick honesty up front: this is a client for Papra, an open-source, self-h…
受众观点：① 有用户表示可惜目前只有 iOS 版本，但仍觉得项目有意思并送上祝福，说明潜在 Android 需求（@yamialone, 5likes） ② 有人询问应用是否开源，作者回应计划在完成 V2 后开源，体现出社区对代码开放性的关注（@khariV, 2likes; @NatLife, 2likes） ③ 也有用户关心未来平台支持和功能路线，作者表示正在研究更多方向，显示项目仍在积极迭代中（@NatLife, 2likes; @asimovs-auditor, 1likes）。
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- @yamialone (5): Hmm unfortunately IOS Anyway intresting and good luck down the road
- @khariV (2): Interesting. Is the app open source?
- @NatLife (2): soon once I’m done with V2
- @NatLife (2): Looking into that
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
作者推出首个 side project ClearAir Tables，收录约 590 家以荷兰为主的餐厅咖啡馆，让用户按城市查找无烟露台并评价可信度，寻求产品定位和信任机制的反馈。
Hi everyone, I recently built my first side project and I’d really appreciate some honest feedback before I start sharing it more widely. Quick backstory: I'm into sports and health and basically hat…
受众观点：① 想做本地生活类目录或地图产品的独立开发者 ② 关注健康、亲子出行等细分需求并考虑做垂直产品的创作者 ③ 对用户生成内容可信度和标记体系设计感兴趣的产品和工程背景读者。
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- @WindowWorried223 (2): This is really cool! My fiancée used to have asthma so we really appreciate finding smoke-free spots. Quick feedback: "**Smoke-free not yet user-confirmed.**" - I think this is a bit overcomplicated for a tag. I'd not mention that it's not user-confirmed, and on the ones that ar…
- @Milan_dr (2): Love this! I'm in the Netherlands and seems there are quite some places here, despite never feeling like there are any places that are smoke-free when I'm going for a drink. Makes it very useful! Nothing negative to mention, quite like the simplicity and look of the website.
- @camppofrio (2): How are venues getting added: owner claims, user submissions, or your own research? That matters a lot for whether the trust signals hold as it scales past Netherlands.
- @Estherr22 (1): Thank you! That is nice to hear, let's build the database further then! And a good point about the long tag, I've changed it to a shorter one with an explanation button next to it.
- @Critical_Physics_770 (1): good call on the tag wording tbh, leading with the negative feels off when you first see it
作者搭建了一个实验，让 GPT-5.5、Opus 4.8、Gemini 3.1 等七个 AI 模型在世界杯期间扮演赌徒，用虚拟资金按统一情报预测比赛并下注，同时记录成本和推理过程准备赛后分析。
Hello everyone, There are two things I really love to do when I am free: watch football and figuring out which AI models are good. The World Cup felt like the perfect excuse to mash them together. So…
受众观点：① 对 GPT-5.5、Opus 4.8、Gemini 3.1 等前沿模型差异感兴趣的 AI 开发者 ② 想做多模型编排、但缺少真实对比实验思路的独立开发者 ③ 既爱足球又关心 AI 推理能力的技术受众。
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- @thecr7guy (4): Yeah, I agree with you. I don’t really care if they’re right or wrong. The fun part for me is watching how each model thinks with the same info, what it notices, how confident it gets, and how it manages the money. The predictions are probably noisy, but the reasoning is the int…
- @chtgpt (3): I've seen octopuses do this more accurately than AI models. Predicting sports outcome is not what LLMs are good at, you'd have better luck throwing darts at a dartboard.
- @thecr7guy (1): Apologies if the link seems dodgy but it's legit 😄 Just didn't have some time to buy a domain.
- @kovadom (1): This looks really cool! Interesting project. Does it shows previous info for old matches?
- @thecr7guy (1): yes except for the first match it combines the information from the previously played group matches so the scouting report knows who did good in teh previous match and who did bad. If a really good player was injured and other stuff like that
一位开发 JapaneseResume.com 的创作者分享：帮助外国人生成日文履历的工具每天都有付费用户，但因需求一次性且市场天花板明确，正思考提价、扩展服务或转向 B2B 的增长路径。
Hey everyone, I built [JapaneseResume.com](https://www.japaneseresume.com/), a Japanese Resume builder, because I went through the absolute nightmare of job hunting in Japan as a foreigner. If you’ve…
受众观点：① 有人分享自己做数据 SaaS 同样是一次性提取就流失，靠零 CAC 的 SEO 流量支撑业务，强烈建议在细分市场里大胆提价（@Whole-Amount-3577, 3likes） ② 评论者举自己“Startup Idea Firehose”的例子，说明某些工具天生不适合订阅，而是要通过一次性收费和多层增值服务最大化单次收入（@the_king_of_goats, 2likes） ③ 也有人系统拆成增加用户数、提高客单价或换目标市场三条路，提醒创始人根据兴趣和资源选择方向，比如做病毒传播、增加附加值或转向 B2B 销售（@NanaTrang, 2likes）
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- @Whole-Amount-3577 (3): I run a data saas and have a very similar problem.. users extract data then typically cancel. My cac is also $0 because I built a SEO moat that drives all my traffic. Best advice I can give you is this, raise your prices. Keep raising them until you notice a decrease in conversi…
- @the_king_of_goats (2): This is a tough challenge. I had a similar business (since shut down) that had a similar sort of issue. In this case, the business was The Startup Idea Firehose, which was basically a curated pool of business/product/software/service ideas -- pulled from Twitter using some very…
- @NanaTrang (2): So I see a few directions here: \- Increase number of users \- Increase the money spent per users \- Or change the target market They are all different and required different strategy, value provided, and resources. I think it can be hard to go off to all directions considering…
- @Japan_nomad (1): Thanks for sharing your story and insights! Bundling similar services, or offering users with related useful services sounds good. I have already started to add interview practice and career consulting, by partnering with external experts. I think I will also likely go ahead wit…
- @Japan_nomad (1): Thank you for sharing your thoughts! Yes, raising price certainly seems a bit scary, but I think I will try it. Right now, I think it's pretty affordable and on the very cheaper end if anything and there is room to experiment with cost. Thanks for giving me the much needed encou…
楼主做消融实验时想用医疗向大模型生成文本，却发现几乎没有像 MedGemma、BioMistral 这样提供托管 API 的医疗 LLM，只能自己部署权重，怀疑市面上是否根本没有现成医疗模型服务。
As part of my ablations, I want to generate text with a medical-oriented LLM, and I was surprised to find no exposed APIs for this kind of model. I found models like MedGemma and BioMistral on Huggin…
受众观点：① 想在研究或 side project 里用医疗文本模型但不想自托管的 ML 研究者 ② 对垂直领域 LLM 商业化和合规问题感兴趣的开发者 ③ 正在评估是否要为医疗或高监管行业自建模型服务的创业者。
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- @MapDry953 (11): pretty much, yeah. most specialized medical models are distributed as weights only, the expectation being that whoever deploys them handles the compliance and liability side themselves. no provider wants to expose a medical LLM publicly because the regulatory headache is enormou…
- @trolls_toll (6): afaik generalist models are better at generating medical texts than the specialist ones
- @miyori (3): Recent Reference (open access article): https://www.nature.com/articles/s41591-026-04431-5 The benchmarks aren’t perfect, there’s probably leakage, but the results match what we observed in our own hospital system.
- @impatiens-capensis (1): For visual analysis of medical imaging, you're probably better to tune a LoRA into MedGemma or a similar VLM to produce findings for your very specific problem, then pass those findings to the frontier reasoning models. The frontier models are still quite bad at the more subtle…
- @Heavy_Carpenter3824 (1): Issue is no one has much of a custom trained one, almost every model is a harness atop Claude, ChaGPT, Gemini. Some use local foundation models but those models are nothing compared to the big three. So no one is exposing an API as they are all using APIs atop generalist models.
作者介绍自己开发的 JobOps，自托管求职驾驶舱应用，可统一搜索多家招聘网站和公司官网、保存职位描述、用看板跟踪申请进度，并通过本地或自托管 LLM（如 Ollama、LM Studio）做自然语言搜索、匹配评分和简历定制。
Hello people, I been workin on a selfhostable app the last few months. The idea is that I want to optimise and use the computer for the things that computers are good at, so stuff like bulk searching…
受众观点：① 正在找工作的用户表示期待试用，自己目前用手动建文件夹保存简历、求职信和职位描述，希望借助自动化减轻重复劳动（@GrumpyGander, 5likes） ② 有人在尝试部署时遇到 Claude 配置问题，贴出截图求助，说明实际使用中云端 LLM 集成仍有门槛（@viciousnemesis, 3likes） ③ 作者在评论中解释应用支持为每个职位附加简历、描述和任意文档，并能自动从 Gmail 关联邮件，还提供类似看板的状态流转界面，补充了更多功能细节（@DaKheera47, 1likes）。
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- @GrumpyGander (5): As someone neck deep in the job hunt, I’m looking forward to testing this out. Right now I’m creating folders per job and saving resumes, cover letters, job descriptions, and anything else that might be helpful for the future. I’m then going in and marking down if I have not bee…
- @viciousnemesis (3): Trying to get this up to test it out, but I can't seem to get Claude setup through it. Am I doing something silly? https://preview.redd.it/0fhsn9dt0a9h1.png?width=1300&format=png&auto=webp&s=ee53b75fedf384c29af25bb7c01854a8ba312889
- @Gold-Supermarket-342 (2): I would try again and open DevTools, go to the network tab, look for the request that occurs when you click verify and see what the request/response are.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @DaKheera47 (1): yep, i used to do the same folders per application thing too, so the app does all of what you've said :) save resumes, descriptions, and any arbitrary documents you want "with" a post, so they're attached in one place, including pulling & linking emails from gmail automatica…
一位做残障人士日程管理应用的创作者，计划在线下图书馆、咖啡馆、教堂和诊所发纸质传单推广产品，探索非数字化获客效果。
My app is aimed at helping those with various disabilities (like myself) to manage their days, so I'm going to leaflet drop in places where I know people like that often hang out: the local library,…
受众观点：① 大家认可把产品送到真正目标用户面前比玩花哨数字营销更重要，关注线下触达是否有效（@Plan_Steadily, 7likes） ② 有人好奇传单设计和制作细节，讨论是否需要专业设计工具（@MrLewk, 3likes） ③ 也有人吐槽把这种讨论叫成“AI slop”很离谱，强调这是最传统的地推方式（@Fun-Body, 1likes）
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- @Plan_Steadily (7): Getting it in front of the right people matters most. Interested in seeing how it goes!
- @PlentyBreak6928 (3): Nice keep us updated!
- @MrLewk (3): What does? I made it in Canva
- @Fun-Body (1): kinda wild to call this AI slop when they’re literally talking about walking around town handing out paper flyers lol. this is like the least AI thing ever.
- @Itchy-Lingonberry-90 (1): AI slop can be printed.
作者分享自己在一周内想到并上线 live world cup api 服务 futrow.live，几天内拿到首个 29 美元付费用户的经历，以及不要过度打磨、先卖出第一单的心态收获。
Hi, Just wanted to share that I got my first customer for my project- [https://futrow.live](https://futrow.live), it's a live world cup api provider, I just had the idea about a week ago built and re…
受众观点：① 想做 API 服务或数据接口、却迟迟不敢收费的独立开发者 ② 容易在完美主义里打转、总是推迟发布的技术创作者 ③ 对体育数据、世界杯相关项目感兴趣的开发者群体。
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- @Eyoba_19 (2): Thanks man :)
- @Connect-Positive-166 (1): Love this, and "don't overthink it" is exactly the right lesson. Idea to paying customer in 5 days is genuinely cool, I think I've seen projects that have taken more to just choose a name lol. Mind if I dm you a couple of questions about how you went from idea to that first sale…
- @Eyoba_19 (1): Yeah sure man, just to be frank haven't sold more though haha, still sitting at 1 sale
- @Live_Balance_3581 (1): Congrats! Nothing beats waking up to a sale and a 5-star review from someone you've never met on the other side of the world. Never gets old.
一位独立开发者分享自己在 Product Hunt 拿到第 9 名、卖出少量终身套餐后长期无转化的经历，反思产品靠信任驱动而非流量，卡在冷流量不转化的增长瓶颈。
https://preview.redd.it/1wwdocljh89h1.png?width=1366&format=png&auto=webp&s=144d6c5c8d7d4a6b9b4e9df2a267cf8762daa1e6 i launched on product hunt a while ago and it actually felt good for a…
受众观点：① 有人认为 12 个终身用户本身就是强信号，重点在于定位、体验和入门路径而非单次 launch 成绩（@YusukeLandingBoost, 5likes） ② 评论者从用户旅程角度指出，大部分访客在理解价值前就被 paywall 拦住，建议先让用户体验创建 roadmap 的核心价值再收费（@YusukeLandingBoost, 2likes） ③ 多位创始人认同“暖线索会容忍更多摩擦，冷流量几乎零耐心”，建议找外部视角审视 UX 和转化路径（@FarRub2855, 2likes）
展开评论
- @YusukeLandingBoost (5): Honestly, I think getting 12 LTD sales is already a pretty meaningful signal. as for the monthly cancellations, that's harder to judge without seeing the product. It could be positioning, UX, onboarding, or whether it's solving a recurring pain strongly enough. If you're open to…
- @d_uk3 (2): thanks, and confirmation of what i've thought by myself: sells were not random and the LTD customers saw that their pain got solved feedback is welcome: [focusmap.pro](http://focusmap.pro)
- @YusukeLandingBoost (2): ive just tried. I don’t think this is only a pricing issue. I clicked through the page, and my guess is the paywall may be appearing before the first real value moment. If only 46 out of 3,300 people clicked pricing, most visitors are leaving before they even understand the buyi…
- @Such_Field_3294 (2): yeah 12 LTDs from basically just personal network is a solid signal tbh
- @FarRub2855 (2): 100% this. Warm leads will forgive a lot of friction because they already trust you but cold traffic has absolutely zero patience. Getting some outisde eyes on your UX is definately a solid next step.
作者分享用 macOS Instruments 测量缓存未命中率的实验博客，并询问大家在真实项目中是否会用到硬件计数器优化算法。
I couldn't find many resources online that showed how to see cache misses on macOS. I thought I'd learn a bit about Instruments, throw some toy problems at it, and write about the experience in a blo…
受众观点：① 有人提到研究里通过结构拆分和字段重排等手段，结合运行时数据和 PGO 来优化缓存行为（@SereneCalathea, 3likes） ② 也有评论强调缓存未命中和 CPU 架构强相关，最重要的是保持线性、可预测的内存访问模式，比如长数组顺序读写（@juhotuho10, 2likes） ③ 还有人好奇能否设计一种默认“对缓存友好”的语言，但也有人指出这会牺牲贴近底层的控制力（@kreco, 1likes）
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- @SereneCalathea (3): I'm not an expert in the literature, but I believe researchers have looked into ways to do things like [structure splitting](https://scholar.google.com/scholar?hl=en&as_sdt=0%2C50&q=%22structure+splitting%22+AND+%22llvm%22&btnG=) and [field reordering](https://schola…
- @juhotuho10 (2): You always have cache misses when you load in data that isn't in cache, this is tied to the CPU architecture itself, it's basically independent of the language the best thing you can do for reducing cache misses and using prefetching to your advantage is to just have a predicata…
- @kreco (1): Sorry to be off topic: Would there be a way to make a language "cache-miss" safe by default ?
- @kreco (1): > You always have cache misses when you load in data that isn't in cache, this is tied to the CPU architecture itself, it's basically independent of the language Makes sense!
- @markuzo1 (1): There would need to a lot of heavy lifting done by the language itself, as the CPU's instruction cycle (with pipelining) and the memory hierarchy (with aggressive prefetching) are kind of separate from the side effects of how it's used. But the more the language would do, the mo…
作者分享用 MapLibre GL JS v5 的 globe 投影加 CARTO 深色底图和自定义着色器，在网页上快速实现带光晕和星空的 3D 地球可视化方案。
If you've ever wanted a proper 3D globe on your site and assumed it meant three.js, it doesn't anymore. Here's the exact stack I used, way less work than it looks, and I even got live points sitting…
受众观点：① 想在官网或产品里加 3D 地球效果的前端和全栈开发者 ② 做数据可视化、地理分布展示的独立开发者 ③ 正在评估 three.js、Mapbox、MapLibre 等地图技术栈的工程师。
展开评论
- @avec_fromage (2): Although your post smells a bit like AI slop - that's actually quite a nice library - never heard of it. Scrolled a bit through the documentation of mapLibre - and it's really well made as it seems.
- @SakshamBaranwal (2): It's interesting how much easier globe visualizations have become. A few years ago, most people would have immediately reached for three.js, but MapLibre's globe support seems to cover a lot of use cases with significantly less complexity.
- @Fair-Independent-623 (1): haha fair enough. but glad you found maplibre, it's genuinely great, the globe stuff is new (v5) so it doesn't get talked about much yet.
- @razzzey (1): And it also has a native version. It's basically a fork of mapbox gl after they decided to change their license.
Relaticle 作者介绍在这款自托管开源 CRM 中加入内置 AI 助手，助手可读写 CRM 数据但所有会话和操作记录都保存在本地 Postgres，实际推理通过用户自带的 Anthropic 或 OpenAI API 完成，并额外提供 MCP 服务器方便外部代理以工具方式操作 CRM。
I maintain Relaticle, an open-source (AGPL) CRM you can self-host — Laravel + Postgres, Docker compose included. We just added a built-in AI assistant that can read and write CRM data, and since this…
受众观点：① 有用户简单吐槽“Bot be gone”，反映部分自托管社区对带 AI 功能的帖子天然警惕（@terAREya, 3likes） ② 还有自动化账号提示展开回复了解该项目中 AI 的使用方式，说明平台对 AI 透明度有额外要求（@asimovs-auditor, 1likes）。
展开评论
- @terAREya (3): Bot be gone
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
作者提出并开源了一种高维动态旋转位置编码 HDD-RoPE，在 TinyStories 上训练 GPT‑2 类模型时比 xPos 收敛更快，通过把 RoPE 的二维旋转扩展到更高维块并让旋转量依赖数据来建模多维位置。
At the end of my [last post](https://www.reddit.com/r/MachineLearning/comments/1ubz5o8/an_update_on_matrix_recurrent_units_an_attention/), I presented an idea: what if I used the core of my last proj…
受众观点：① 自己训小模型或做长上下文微调的 ML 工程师 ② 想看 RoPE 变体在 TinyStories 等基准上真实效果的研究爱好者 ③ 需要在产品里权衡模型结构复杂度与推理成本的独立开发者。
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- @tdgros (2): ~~the link to your github seems broken on my side (no hdd-rope amongst the repos)~~ edit: it's fine!
- @mikayahlevi (2): Thank you! I left the repo private by accident. It should be fixed now.
- @tdgros (1): it's fixed, thank you!
一位开发者在 NestJS + React + Nginx 架构下遇到上传图片总是 404 而 PDF 正常的问题，最后发现是 Nginx 针对图片的正则 location 抢先匹配导致未被代理到后端。
I built a nestjs backend, react frontend. Frontend proxies any /api to nest port In a feature: \- uploading pdf files, served correctly using /api/uploads which is actually /uploads in nestjs \- uplo…
受众观点：① 使用 Nginx 反向代理 Node/Nest/Express 的全栈和后端开发者 ② 在 VPS 上自托管小项目的独立开发者 ③ 对 Nginx location 规则细节不熟、经常被诡异 404 困扰的工程师。
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- @ApprehensiveBoat6974 (2): Check whether you have a static-asset block like `location ~* \.(png|jpe?g|gif|webp|svg)$` somewhere in that server config. Regex locations take priority over prefix locations in nginx, so a request to /api/uploads/whatever.png matches that image block first and nginx tries to s…
- @naserowaimer (1): Thanks This makes since now I fixed it though by serving uploads in base64 hashed names instead of serving the real names, this passed nginx filters correctly
独立开发者开源了 Ringee，一个基于浏览器的 WebRTC 外呼电话平台，可自托管并接入 Telnyx，支持录音、联系人管理、多端客户端和 MCP 让 Claude/ChatGPT 直接发起呼叫。
Hi r/selfhosted. I'm a solo dev and I built Ringee, an open-source platform for browser-based voice calling. Repo: github.com/ringee-io/ringee-app The backstory: a while ago I shipped a small SaaS an…
受众观点：① 评论区目前几乎没有技术细节反馈，只有提示展开看 AI 使用说明的引导（@asimovs-auditor, 1up），说明大部分读者还停留在「有趣项目」层面 ② 自托管社区普遍在意外部 SaaS 依赖，但这里还没人系统讨论 Clerk/Firebase/Stripe 可替代方案和部署难度 ③ 做冷启动销售或需要大量外呼的 indie hacker 关心成本和合规，但评论里没人从「用 LLM + 自托管拨号器做自动化外呼」的角度展开。
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
Papers with Code 维护者整理了主流 OCR 基准和开源模型，包括 Baidu Unlimited OCR、DeepSeek OCR、Mistral OCR 4 等，并强调其在将 PDF 文档转为 Markdown 以支持代理式 RAG 中的价值。
Hi, I've created an overview of the most important OCR benchmarks, along with the top open models, and links to their paper and code: [https://paperswithcode.co/tasks/ocr](https://paperswithcode.co/t…
受众观点：① 有评论质疑类似宣传帖频率过高，开始担心这类内容是否接近广告或 spam（@soraki_soladead, 2likes） ② 目前没人深入讨论具体基准如 OlmOCRBench、OmniDocBench 在长文档、多语言或复杂版面上的差异（无高赞评论可引用）
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- @soraki_soladead (2): At what point does this just become spam?
一位开发者想用 React 和 Tanstack Start 做网页答题小游戏，并用 Aseprite 画像素等距视角房间作为玩家通关后的装饰奖励，询问这种交互像素房间在网页上是否可行。
I'm trying to make a quizz like game for the web, and I wanted to add some rewards to players when they win a quizz. One of the rewards could be something to decorate this said pixelated isometric ro…
受众观点：① 评论建议把 Aseprite 仅当素材制作工具，游戏本身只负责在等距网格上摆放图片和对齐显示，强调前后端职责分离（@berky93, 3likes） ② 读者普遍关心的是技术上能不能做、而不是美术细节，希望有更具体的实现思路和示例。
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- @berky93 (3): I would recommend separating the asset creation from the game itself. You can draw whatever assets you want in Aesprite, and then the game is simply responsible for displaying the images, aligning them to an isometric grid, etc.
作者发布了一个名为 EdgeSlide 的小工具，在 Windows 10/11 精准触控板边缘滑动即可调节亮度和音量，免费开源且无需安装或账号。
Left edge controls brightness. Right edge controls volume. That's about it :) It requires Windows 10/11 and a Precision Touchpad. It lives in your system tray and stays out of the way. Normal touchpa…
受众观点：① 喜欢折腾 Windows 体验、对触控板操作有刚需的开发者和重度电脑用户 ② 做桌面端或系统级小工具、想学习极简产品形态的独立开发者 ③ 关注开源小工具如何积累口碑和长期留存的技术创作者。
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- @Friendly-Shirt-9177 (1): This is exactly the kind of tiny utility i end up keeping around for years
作者自研并开源了基于 MuJoCo 思路的高保真视觉强化学习模拟器 MuJoFil，结合 Nvidia Newton 物理引擎和 Google Filament 渲染，在 GPU 上并行跑多环境并支持从 Sketchfab 等导入通用 3D 场景。
Hi everyone, For the past couple of weeks I have been working on a simulator project considering the shortcomings of MuJoCo. There are things that people like and also don't like about MuJoCo, like t…
受众观点：① 关注 MuJoCo、Isaac 等仿真工具但嫌门槛高、授权重的 RL 研究者和工程师 ② 想做视觉策略训练、需要高保真多环境并行模拟的独立开发者 ③ 对如何把开源图形引擎和物理引擎拼成可用产品感兴趣的工具开发者。
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- @MT1699 (1): https://reddit.com/link/otkznm3/video/lc5gneim4a9h1/player Here is the video trailer with a link to youtube as well: [https://youtu.be/7jVbFwwt-Bg](https://youtu.be/7jVbFwwt-Bg) I would really appreciate your support. Besides, here is the link to the github repo so you can check…
帖子用键盘、鼠标、触摸屏三代界面抛出问题，讨论下一代人机交互界面可能是什么。
Every generation gets a new interface: ⌨️ Keyboard 🖱️ Mouse 📱 Touchscreen What's next?
受众观点：① 有评论认为触摸屏仍是主流，下一步更可能是 VR/AR 或免手操作的交互方式（@LocalEfficiency33, 1likes） ② 目前没人细化不同场景下哪种新界面更适合，例如办公、移动出行或开发者工具（无高赞评论可引用）
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- @LocalEfficiency33 (1): touchscreen still dominant so prob vr/ar or hands-free
一位刚上手 Blazor 的开发者遇到 JWT 提供者在 UI 线程和 DelegatingHandler 中处于不同 DI 作用域，导致访问令牌无法在 HTTP 请求中带上的问题。
Probably a beginner question, I have authentication with Identity and a login method that can get the access token and place it in a JWT provider. But because this happens on the UI thread, I can't i…
受众观点：① 正在用 Blazor 构建前后端一体应用的 .NET 开发者 ② 需要在客户端安全附加 JWT 调用 API 的全栈工程师 ③ 对 DI 生命周期和 HttpClient 工厂机制理解不深的中级开发者。
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- @donk8r (3): the bug isn't your code, it's lifetimes. IHttpClientFactory builds the DelegatingHandler chain in its OWN di scope, separate from your ui/circuit scope, so when the handler asks for your scoped jwt provider it gets a brand new empty instance, not the one your login filled. that'…
作者把 OpenRouter、DeepSeek、Together、Fireworks、Groq 等多家提供商的 LLM 推理公开价格整理到一张表里，比较了 token 单价、上下文长度和缓存计费差异，并发现缓存命中价差对真实成本影响巨大。
I've been comparing GPU/LLM providers for a side project and ended up with way too many browser tabs and spreadsheets. So I decided to pull the public pricing data into one sheet and compare it side…
受众观点：① 在做 AI SaaS、需要对比多家 LLM API 成本的独立开发者 ② 负责公司内模型选型和成本优化的工程师或技术负责人 ③ 想用 side project 玩转多模型路由、但对价格细节不敏感的个人开发者。
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- _无评论_
作者自称写了一篇过去二十五年里最重要的博客，主题是软件开发中的风险以及如何让开发实践与风险水平匹配。
One of the most important blogs I have written in the last 25 years that most devs struggle with.
受众观点：① 帖子目前几乎没有评论互动，说明大部分读者还没深入讨论具体风险类型和应对策略（无高赞评论可引用） ② 也没有人从不同团队规模或业务阶段出发，细化哪些实践在早期创业团队里是过度工程、哪些又是底线（无高赞评论可引用）
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- _无评论_
作者通读了 Grafana Alloy 的源码，整理了其如何加载配置、构建依赖图、调度组件并管理生命周期的笔记。
I spent some time reading Grafana Alloy’s source code to understand how it loads configuration, builds a dependency graph, evaluates components, and runs them. I wrote a short breakdown of what I lea…
受众观点：① 帖子目前没有评论，尚没人具体评价 Alloy 的配置加载和依赖图构建方案（无高赞评论可引用） ② 也没有人从大规模 Go 代码库维护角度，讨论这种组件生命周期管理对可观测性和可扩展性的影响（无高赞评论可引用）
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- _无评论_
作者分享自己用自博弈强化学习为 Generals.io 训练代理，从硕士论文起步一路迭代到在 1v1 排行榜上超越人类第一，并开源了基于 JAX 的快速模拟器和 ViT 架构代理代码。
Hi everyone, I trained a self-play RL agent for [Generals.io](http://Generals.io) that reached superhuman-level and ranked #1 on the human 1v1 leaderboard. It began as my master's thesis where the go…
受众观点：① 想在小众游戏上做 RL 研究或 side project 的工程师 ② 对自博弈、JAX 模拟器和 ViT 在网格类 RTS 游戏中的表现感兴趣的 ML 从业者 ③ 想通过开源项目积累影响力的学生和独立开发者。
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- _无评论_
帖子提到一个开源可扩展的 Kubernetes 影子环境，用生产流量驱动无代码测试。
OSS extensible K8s shadow environment
受众观点：① 帖子目前没有评论，尚无人讨论影子环境在回归测试和灰度发布中的具体收益（无高赞评论可引用） ② 也没人提到在多租户或合规场景下，如何处理生产数据脱敏和访问控制问题（无高赞评论可引用）
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- _无评论_
Propane 在 Product Hunt 上线，是一款面向 SaaS 团队的协作文档与 AI 工具平台，支持多用户实时编辑和文档处理，并用 Tiptap 等组件打造打磨精良的编辑体验。
Propane
受众观点：① 用户普遍觉得产品界面和交互非常精致，关注其在文档处理和多人协作编辑上的具体实现（@Vivaldi） ② 开发者好奇他们在富文本和多人编辑层使用了哪些第三方组件，Propane 团队分享选择 Tiptap 作为核心编辑器的经验（@rasmusbp） ③ 相关工具方如 Tiptap 也现身互动，说明这个赛道的基础设施生态正在形成，吸引更多开发者关注集成方案而非从零开发（@Tiptap）。
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- @Overview (0): * [Reviews1](/products/propane/reviews) * [Alternatives](/products/propane/alternatives) * [Built with](/products/propane/built-with) * [Team](/products/propane/makers) * [Awards](/products/propane/awards) * More Free Options Launch tags:[Productivity](/topics/productivity)•[Saa…
- @Vivaldi (0): Looks very polished! What vendor did you use for document processing/multiplayer text editors? Upvote (4) Report Share 10h ago [](/@rasmusbp) [Rasmus Bangsted Pedersen](/@rasmusbp) [Propane ](/products/propane) Maker [@uladzislau\_rasliak](https://www.producthunt.com/@uladzislau…
- @Tiptap (0): 🔌 Plugged in [@uladzislau\_rasliak](https://www.producthunt.com/@uladzislau%5Frasliak) [@rasmusbp](https://www.producthunt.com/@rasmusbp) Appreciate your kudos 🫶 Upvote (2) Report Share 7h ago [](/@atherkildsen) [Anders T.](/@atherkildsen) [Propane ](/products/propane) Maker [@u…
Tencent EdgeOne Makers 在 Product Hunt 推出第二次发布，将其边缘平台扩展为支持现代 Web 应用和 AI agents 的一体化托管环境，强调沙箱化工具和多运行时调试能力。
Tencent EdgeOne
受众观点：① 用户对“沙箱化工具”最感兴趣，询问具体能控制哪些权限和隔离边界，比如文件访问、网络出站和第三方 API 调用（@Thea） ② 团队成员解释每个 agent 都运行在隔离环境中，开发者可以细粒度配置工具权限，凸显安全性和可控性（@tobias_lau） ③ 也有人关心多步 agent 工作流在生产环境出错时如何调试，团队介绍通过 OpenInference 采集每次 LLM 调用和工具调用的结构化 trace，方便排查问题（@Voquill, @c1avie）。
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- @Overview (0): * [Launches2](/products/tencent-edgeone-2#launches) * [Reviews](/products/tencent-edgeone-2/reviews) * [Alternatives](/products/tencent-edgeone-2/alternatives) * [Built with](/products/tencent-edgeone-2/built-with) * [Team](/products/tencent-edgeone-2/makers) * [Awards](/product…
- @Thea (0): Congrats [@kitty\_lee1](https://www.producthunt.com/@kitty%5Flee1) and team. The sandboxed tools part is the most interesting to me. Do you have examples of what kind of tool permissions or isolation developers can control? Upvote (1) Report Share 12h ago [](/@tobias%5Flau) [Tob…
- @Voquill (0): Congrats on the launch! Interesting direction. What does debugging look like when multi-step agent workflows fail across tools and runtimes in production? Upvote (1) Report Share 10h ago [](/@c1avie)
- @c1avie (0): Maker [@henry\_habib](https://www.producthunt.com/@henry%5Fhabib) We inject OpenInference-based instrumentation before your code loads, so every LLM call and tool invocation automatically becomes a structured span — with timing, inputs/outputs, token usage, and errors — without…
Crewdle 在 Product Hunt 第三次发布，将聊天、AI agents、自动化、内容创作和建站整合到一个平台，主打按量计费帮小企业替代多套分散的 AI 订阅工具。
Crewdle
受众观点：① 官方强调很多小企业为了获得聊天、自动化、内容和建站能力被迫订阅多款工具，成本高且集成困难，希望用一个平台统一解决（@Crewdle） ② 有用户关注其定价结构，团队解释是在模型官方价格基础上加固定比例的透明加成，并为使用自家“harness”的场景设定不同利润率（@Crewdle） ③ 也有人好奇多代理协作时的上下文共享和权限边界，团队说明当前由 agents 自主决定共享内容，并支持在频道中让不同用户携带自己的代理协同工作（@Crewdle）。
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- @OpenClaw (0): Stop juggling five AI subscriptions to run your business. Crewdle brings chat, agents, automation, content creation, and website building into one platform that just works. Pay-as-you-go pricing means most small businesses spend a fraction of what they used to. * [Overview](/pro…
- @Crewdle (0): Maker 📌 Hey Product Hunt, I'm Vincent, Co-founder of Crewdle! **A simple question** If you could hire an assistant, an automation engineer, a content creator, and a web designer for your business tomorrow, you'd do it in a heartbeat. The problem? You can't afford four salaries,…
- @Crewdle (0): Maker [@anna\_ludwinowski](https://www.producthunt.com/@anna%5Fludwinowski) We've made it simple and transparent. It's model list price plus a margin. Base margin is 30% and if it uses one of our harness (which comes with a dedicated cloud environment) the margin is 50% instead…
- @Crewdle (0): Maker
- @Crewdle (0): Maker [@david\_vilalta](https://www.producthunt.com/@david%5Fvilalta) This is still something we are working on and it's still evolving, but right now the agents decide what they share with other agents. The user doesn't have to pass the context between crew members manually. On…
Stripe 在 Product Hunt 推出 Stripe Directory，这是一层面向开发者和 AI agents 的统一发现目录，用于搜索基于 Stripe 的商家、Stripe Apps、Projects.dev 提供商和 mpp.dev 服务并集成。
Stripe
受众观点：① 介绍强调这是 Stripe 的第 72 次 Product Hunt 发布，说明其在开发者生态运营上的持续投入，引发大家对新一层发现入口的关注（@Overview） ② 文案突出 Stripe Directory 面向开发者和 AI agents，方便它们查找 Stripe Apps、Projects.dev 提供商和 mpp.dev 服务，体现出对 AI 原生集成场景的重视（@Overview） ③ 一些用户会从“搜索和发现层”的角度看待该产品，思考它如何改变现有的插件市场和服务发现方式（基于产品描述推断）。
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- @Overview (0): * [Launches72](/products/stripe/launches) * [Reviews445](/products/stripe/reviews) * [Alternatives](/products/stripe/alternatives) * [Customers](/products/stripe/customers) * [Forum](/p/stripe) * [Team](/products/stripe/makers) * More This is the 72nd launch from Stripe. [View m…
Mindstone Rebel 在 Product Hunt 上线，是一款面向开发者和团队的本地优先 AI 工具，提供模型选择和审批检查机制，帮助用户在自动化执行高风险操作前做快速“是否执行”决策。
Mindstone Rebel
受众观点：① 官方强调产品会尽量把做决定所需的上下文和关键信息压缩到几秒内可读完，帮助用户快速做出“执行/不执行”的判断（@Mindstone） ② 团队解释审批机制结合了置信度阈值、可自动更新的规则以及对某些高风险命令的硬性限制，并会根据用户查询意图判断同一工具调用的风险（@Greg_Detre, @Mindstone） ③ 还有人关心在本地优先和可选模型的前提下，审批检查能否适配不同环境和团队规模，团队提到对 100 人以内团队的免费策略和更大组织的增值服务（@Mindstone）。
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- @Overview (0): * [Reviews2](/products/mindstone-rebel/reviews) * [Alternatives](/products/mindstone-rebel/alternatives) * [Built with](/products/mindstone-rebel/built-with) * [Team](/products/mindstone-rebel/makers) * [Awards](/products/mindstone-rebel/awards) * More Free Launch tags:[Producti…
- @Mindstone (0): Maker
- @Mindstone (0): Maker [@syed\_noor4](https://www.producthunt.com/@syed%5Fnoor4) great shout and totally agree. Yes we try to surface the context and all information required to easily make a “yes/no” call within a few seconds. Not perfect yet (and will continue iterating), but hopefully better…
- @Mindstone (0): Maker [@anand\_thakkar1](https://www.producthunt.com/@anand%5Fthakkar1) it’s a combination of confidence thresholds, with auto updating rules (you can tell the system how to update it’s own rules for future calls) and hard lines (like a non understood bash command). All of this…
- @Mindstone (0): Maker [@thomas\_wright2](https://www.producthunt.com/@thomas%5Fwright2) Anyone can adapt freely. Up to 100 users within the same group don't require a license. More than 100 would, but we like to think you'd get a ton of extra value around AI transformation of the entire organis…