OpenAI 承认出现技术问题导致部分用户账号被误封，正在恢复访问并处理相关订阅和点数权益问题。
An issue caused some user accounts to be incorrectly suspended. We’re restoring access and working through related subscription and credit issues. https://t.co/Vyqnn17RzG ① 用户调侃官方失误，希望顺带开放更多功能或补偿（@TimJayas, 88likes） ② 大量用户借机表达对移除4o等产品决策的不满，把误封事件和产品路线不信任绑在一起（@stark4833, 66likes） ③ 有人追问具体技术原因，也有人吐槽账号本来就经常出问题，对平台稳定性缺乏信心（@LexnLin, 10likes；@NovaXCode, 10likes）
这条 HN 讨论围绕某自由软件项目因担心 AI 滥用而关闭社区展开，大家在探讨如何防止 AI 生成的恶意 PR 和浏览器等关键项目被攻破，以及是否需要更严格的信任和身份验证机制。
① 依赖开源组件构建产品的独立开发者和小团队 ② 维护或贡献开源项目、担心 AI 滥用和供应链攻击的工程师 ③ 关注浏览器等基础软件安全治理模式的技术决策者。
OpenAI 承认出现技术问题导致部分用户账号被误封，正在恢复访问并处理相关订阅和点数权益问题。
① 用户调侃官方失误，希望顺带开放更多功能或补偿（@TimJayas, 88likes） ② 大量用户借机表达对移除4o等产品决策的不满，把误封事件和产品路线不信任绑在一起（@stark4833, 66likes） ③ 有人追问具体技术原因，也有人吐槽账号本来就经常出问题，对平台稳定性缺乏信心（@LexnLin, 10likes；@NovaXCode, 10likes）
这条 HN 讨论围绕一部 C++ 纪录片展开，评论里既有对 C++ 用户数近几年大幅增长的惊讶，也有对语言复杂度、维护痛苦和 AI 时代 C++ 发展趋势的反思。
① 在做技术选型、纠结是否要引入 C++ 的独立开发者和小团队 ② 关注 AI、游戏等高性能场景，对底层语言生态变化感兴趣的工程师 ③ 喜欢编程语言历史和趋势、会看这类纪录片的技术受众。
多位创业者在社交媒体上公开分享与风投打交道时的糟糕甚至荒谬经历，从性骚扰式的“最差 VC 故事”到大基金冷漠失礼的拒绝流程，再到创始人集体共鸣的权力失衡感，掀起了一波对 VC 行业文化和募资游戏规则的公开讨论
多位创业者在社交媒体上公开分享与风投打交道时的糟糕甚至荒谬经历，从性骚扰式的“最差 VC 故事”到大基金冷漠失礼的拒绝流程，再到创始人集体共鸣的权力失衡感，掀起了一波对 VC 行业文化和募资游戏规则的公开讨论。
受众观点：评论区最集中的焦点是对 VC 行业权力不对等和不专业行为的共鸣与吐槽。一方面，很多人用半玩笑半自嘲的方式认同这种糟糕体验的普遍性，比如在 @thdxr 帖下，@0xtreysync（score 20，Twitter）说「People don’t even say “Happy Pride Month” anymore. They just talk about their VC stories」，以及 @rekram11（score 14，Twitter）补充「the same thing happened to me in mexico...」，都在暗示类似故事在圈内并不少见。另一方面，另一条讨论则把焦点放在具体基金的行为差异和“被拒绝不代表你不行”上：在 @GergelyOrosz 的推文下，@vvkgopalan（score 41，Twitter）指出「not quite roasting a16z (they look very favorable here speed/seriousness)」，而 @GergelyOrosz 本人（score 36，Twitter）回应「The other two are embarrassing for Sequioa and Kholsa」，把讨论拉回到不同 VC 文化与流程的对比。第三个重要焦点是对募资游戏本身的结构性反思：在 @gregisenberg 的评论区，@doonopreneurs（score 2，Twitter）提到「The incentive mismatch is insane with the VC industry... Thanks for showing indie way of making money」，以及 @EdgeArenaApp（score 2，Twitter）说「VCs are people, not some perfectly rational machine」，都在强调激励错配、情绪和人性在募资中的作用，呼应创始人需要看清游戏规则、甚至考虑 indie/自筹路线的观点。
独立开发者 Rob 以“Building in public”系列记录其 SuperX 产品在 2.05 万美元 MRR 阶段的实战：一方面通过改造 SuperX 的多账号管理 onboarding 提升转化，另一方面分享用 Claude 搭配 Claude Code 自动生成与执行开发任务的高效工作流
独立开发者 Rob 以“Building in public”系列记录其 SuperX 产品在 2.05 万美元 MRR 阶段的实战：一方面通过改造 SuperX 的多账号管理 onboarding 提升转化，另一方面分享用 Claude 搭配 Claude Code 自动生成与执行开发任务的高效工作流。
受众观点：评论主要集中在两个焦点：其一是 AI 工作流本身的效率与可复制性，其二是 SuperX 作为多账号管理工具的价值与增长空间。在 AI 工作流方面，作者 @robj3d3 自评“我可以随便对 Claude 胡乱倾倒想法，然后 Claude 把它压缩成高效 prompt 再交给 Claude Code”，指出人类思维低效与模型高效之间的互补（score 7，X）；@vanshdevx 认为“真正的技能是知道如何把工具用到极致，而不是什么都自己干”（score 2，X），强化了“工具驾驭能力”这一主题。在产品侧，@LucasFlandre 表示早期就用过 SuperX，觉得很棒并打算重新订阅（score 2，X），说明产品本身有复购潜力；作者在高赞自评中强调要回归每天分享构建细节、持续到 SuperX 达到 10 万美金 MRR（@robj3d3，score 22，X），评论区如 @Hey_builds（score 1，X）则讨论“公开构建容易被抄”的顾虑，反映出受众对 build in public 与护城河之间平衡的关注。
Arena 推出面向复杂真实任务的 Agent Mode 与配套的 Agent Arena 排行榜，并宣布已将 Mistral 3.5 等模型接入，让用户在深度研究、复杂 bash 操作等多阶段工作流中实际使用代理能力并贡献评测数据
Arena 推出面向复杂真实任务的 Agent Mode 与配套的 Agent Arena 排行榜，并宣布已将 Mistral 3.5 等模型接入，让用户在深度研究、复杂 bash 操作等多阶段工作流中实际使用代理能力并贡献评测数据。
受众观点：评论主要集中在两个焦点：一是代理模式是否真的能简化复杂任务，二是评测与排行榜机制如何设计。比如 @arena（score 12，平台 Twitter）强调这种 agentic 能力可以「streamlines complex tasks and multi-stage workflows, minimizing the need for multiple prompts」，突出减少多轮提示、让代理自动跑完工作流的价值；@itsthedonhashim（score 1，平台 Twitter）则表示「sounds wild, can't wait to see how "deep research" comes out with this」，关注深度研究类任务的实际效果。也有用户质疑创新度，如 @DavidDelRioC（score 0，平台 Twitter）吐槽「So you create the same thing chatgpt AND gemini created years ago, a resume of pdf?」，担心只是换皮功能；另一条高赞评论 @m13v_（score 0，平台 Twitter）追问「is the leaderboard scored on task completion or human votes?」，说明大家对 Agent Arena 排行榜的评分维度和人类反馈机制也很在意。
一位创始人在 r/SaaS 和 r/SideProject 发帖汇总了上周收集的 50 多位创始人真实 MRR 数据，发现扣除 0 后的中位数只有约 400 美元、23% 仍在 0 MRR，揭示大多数独立开发者和 SaaS 创业者真实的收入分布与常见成功学叙事存在巨大落差
一位创始人在 r/SaaS 和 r/SideProject 发帖汇总了上周收集的 50 多位创始人真实 MRR 数据，发现扣除 0 后的中位数只有约 400 美元、23% 仍在 0 MRR，揭示大多数独立开发者和 SaaS 创业者真实的收入分布与常见成功学叙事存在巨大落差。
受众观点：跨两个子版块的评论主要集中在三个焦点：一是对真实数据的“去滤镜”冲击，二是对 0 MRR 和早期低收入阶段的共鸣，三是对分发与增长指标的反思。
这是同一位独立开发者在 r/SaaS 和 r/SideProject 交叉发帖，坦白自己在看到别人晒“3 个月做到 3k MRR”时又羡慕又自卑，而自己 8 个月只有 68 美元 MRR，引发关于独立开发者收入焦虑、虚高 MRR 炫耀帖和如何健康看待对比心态的大讨论
这是同一位独立开发者在 r/SaaS 和 r/SideProject 交叉发帖，坦白自己在看到别人晒“3 个月做到 3k MRR”时又羡慕又自卑，而自己 8 个月只有 68 美元 MRR，引发关于独立开发者收入焦虑、虚高 MRR 炫耀帖和如何健康看待对比心态的大讨论。
受众观点：评论区的核心关注点集中在两块：一是“别人真有这么快做到 3k MRR 吗”，二是“自己到底是不是太菜/方向错了”。在 r/SaaS 里，@That_Ability_5474（score 6，Reddit）指出很多人会把第一周的销售额直接乘以 52 周来包装成“30k ARR / 3k MRR”，本质上只赚了 500 美元；同帖中 @Few_Response_7028（score 3，Reddit）分享自己“4 个月 900 MRR”，强调大多数人都在说谎，真正的难点在于营销，并鼓励 OP 只要产品好就会慢慢起来。在 r/SideProject 里，@sholiboli（score 24，Reddit）直接说“多数人是为了让你访问他们的站点而撒谎”，@AssociationThin7442（score 3，Reddit）则吐槽这类帖子充满“fake it til you make it”的能量，进一步强化了幸存者偏差和造假的共识。同时也有反向安慰和自嘲，比如 r/SaaS 中 @kruppy（score 4，Reddit）表示自己也嫉妒 OP 的 68 美元 MRR，r/SideProject 中 @noplace1ikegone（score 2，Reddit）调侃 OP 是“带着 68 MRR 俯视众生的大佬”，说明很多人真正共鸣的是“大家都在低 MRR 苦熬”的现实，而不是神话式增长曲线。
OpenAI 承认出现技术问题导致部分用户账号被误封，正在恢复访问并处理相关订阅和点数权益问题。
An issue caused some user accounts to be incorrectly suspended. We’re restoring access and working through related subscription and credit issues. https://t.co/Vyqnn17RzG
受众观点：① 用户调侃官方失误，希望顺带开放更多功能或补偿（@TimJayas, 88likes） ② 大量用户借机表达对移除4o等产品决策的不满，把误封事件和产品路线不信任绑在一起（@stark4833, 66likes） ③ 有人追问具体技术原因，也有人吐槽账号本来就经常出问题，对平台稳定性缺乏信心（@LexnLin, 10likes；@NovaXCode, 10likes）
展开评论
- @TimJayas (88): @OpenAI TIBO now give us the REST https://t.co/AjVaoXJxf5
- @stark4833 (66): @OpenAI Fix the issue of not listening to your customers, and give 4o back. #keep4o
- @Selene1008 (29): @OpenAI So when the hell are you guys gonna fix this?😒 #keep4o #OpenSource4o #GPT4o https://t.co/QHPXQ1EQIA
- @LexnLin (10): @OpenAI what was the issue? lwk interested
- @NovaXCode (10): @OpenAI Incorrectly suspended? Bold of you to assume my account was ever 'correctly' working in the first place. https://t.co/k6Fjv2z5we
Vercel 宣布与 Shopify 合作，从 v0 开始可以直接通过提示词生成 Next.js + Shopify 商店，号称兼顾易用性和高扩展性的无上限店铺架构。
Vercel is partnering with and integrating Shopify. Starting with @v0, you can now prompt a Next.js + Shopify store in seconds. The old tradeoff was “easy monolith” or “costly headless”. No more. Easy…
受众观点：① 开发者和创始人对 Vercel + Shopify + Next.js 组合表示兴奋，认为是自己最喜欢的技术栈整合（@foda, 3likes） ② 有人直接为 v0 和 nextjs 站台，简单表达支持和期待（@benjaminsehl, 9likes；@ArthurMacwaters, 3likes） ③ 也有投资人和产品人视角的点赞，觉得这是很酷的产品整合动作，期待更多玩法（@mattturck, 3likes）
展开评论
- @benjaminsehl (9): @rauchg @v0 @nextjs let's go!!
- @foda (3): @rauchg @v0 @nextjs my favs
- @mattturck (3): @rauchg @soleio @v0 @nextjs So cool!
- @ArthurMacwaters (3): @rauchg @v0 @nextjs Very cool
- @HedyZandi (3): @rauchg @v0 @nextjs LFG!!
Gergely Orosz 转述 Matthew 公开吐槽被 Sequoia、a16z 和 Khosla Ventures 拒绝投资的故事，强调被大牌基金拒绝并不代表创业不会成功。
These stories are almost never shared in public, and even when they do, investor names are also almost always never shared. Matthew is torching Sequoia, a16z and Kholsa Ventures here 🔥 - plus a remin…
受众观点：① 有人指出 a16z 在这组故事里其实表现还不错，反而是其他基金更尴尬（@vvkgopalan, 41likes） ② 作者本人补充说明 a16z 只是礼貌拒绝，真正丢脸的是 Sequoia 和 Khosla，强调细节差异（@GergelyOrosz, 36likes） ③ 也有人讨论为什么创始人通常不会公开点名投资人，担心烧掉未来合作机会，除非已经有足够的“FU money”（@y_molodtsov, 4likes）
展开评论
- @vvkgopalan (41): @GergelyOrosz not quite roasting a16z (they look very favorable here speed/seriousness)
- @GergelyOrosz (36): OK fair the a16z story is a very polite passing on a company they were not ready to invest (and then even sent a physical follow-up letter, not just an email) The other two are embarrassing for Sequioa and Kholsa https://t.co/wtepMIjXsC
- @y_molodtsov (4): @GergelyOrosz People in the tech industry don't want to burn a potential future relationship because they know how much could change in a few years. Until they get truly FU money, of course.
- @toobaddown (4): @GergelyOrosz Well when you have a 100 billion dollar company, there is no consequence of torching. Those who you torch will be the first one with a blank check if he ever decides to launch something new.
- @JoshBobrowsky (3): @GergelyOrosz Not sure this is an a16z torch Sounds like miscommunication
一位工程师爆料公司裁员后用「AI 使用率和每周 PR 数量」作为生产力指标，导致大家为了保住工作疯狂用 AI 和拆分 PR。
“My company did layoffs a few weeks ago. The main metric for productivity is AI usage (% of PRs with AI assistance) and PR count per week. People are burnt out after layoffs, but they don’t want to b…
受众观点：① 作者本人批评用 PR 数量当生产力代理指标非常愚蠢，和用代码行数一样容易被滥用（@GergelyOrosz, 144likes） ② 有资深工程师分享裁员后员工被错误激励的经历，认为这些指标和真正被裁员的原因往往没关系，只会被疯狂刷数据（@KirillGoldinBiz, 20likes） ③ 也有人指出公司把 AI 当成“免费午餐”，希望通过简单量化指标获得奇迹，但现实会让他们付出代价（@ilshadyX, 16likes）
展开评论
- @GergelyOrosz (144): This is from an engineer from this mid-sized company. It’s mind-boggling to me that places use PR count as proxy for productivity. It’s just as useful as LOC - not entirely garbage, but mostly pointless as a metric, esp when devs know they are measured on it
- @KirillGoldinBiz (20): I’ve worked for s/w industry for more 30 years and layoffs always leaves scars. The challenge now is also presents people with false incentives - there is very low correlation between why people get on the “hit” list and metrics they are being told about. Then they chase the met…
- @ilshadyX (16): @GergelyOrosz Companies are going to learn their is no free lunch that they were hoping ai to be
- @clairevo (15): IDK, it is and it isn’t. Imperfect metric, for sure. But in healthy cultures, I’ve seen both of the measures you list (PRs merged per week, AI assisted PRs) to “jumpstart” AI usage with a clear sense of whether it’s driving outcomes, usually paired w a quality metric & product r…
- @kunchenguid (6): @GergelyOrosz we need to get most companies to realize that tokenmaxxing is a manufactured narrative to create FOMO and get everyone to burn more tokens unfortunately it’s working extremely well i made a full explainer in https://t.co/KSn0ErLQXR to specifically address this
Nat Lambert 分享一张「How it's going」近况图，展示自己在 NVIDIA 等机构支持下推进 AI 安全联盟相关工作的进展。
How it's going 💚 https://t.co/FzZALmaGck
受众观点：① 有人直接送上祝贺，认为这是很酷的进展并表达支持（@shizhediao, 6likes） ② 有评论希望他被视为联盟的「队长」，说明社区把他看作推动安全联盟的核心人物（@unmodeledtyler, 3likes） ③ 也有人提到期待他与 NVIDIA 的下一步合作，关注点在于大厂资源加持后能做出哪些新动作（@Zakrea_312, 2likes）
展开评论
- @shizhediao (6): @natolambert Cool! 💚
- @unmodeledtyler (3): @natolambert I still think you should be deemed captain of the coalition.
- @novasarc01 (3): @natolambert @Shekswess 👀👀👀
- @andrew_n_carr (2): @natolambert Haha!! In the arena fr
- @Zakrea_312 (2): @natolambert Well deserved, looking forward to what you will do next with NVIDIA
thdxr 分享自己即使不写代码也会一直用 opencode 思考想法，认为每天的 token 消耗量已经变成衡量自己思考和工作状态的一个指标。
even if i'm not actively shipping code i'm constantly talking to opencode to think through ideas you can see on days where i'm busy with company stuff my token count goes down so unfortunately this i…
受众观点：① 有人指出如果把 token 数当目标，很容易通过开无用 agent 刷量，说明指标一旦被考核就会被游戏化（@kunchenguid, 2likes） ② 也有开发者认同 token 数更接近“思考时间”而不是“编码时间”，反映工作方式的变化（@trevorlasn, 1likes） ③ 还有人分享自己喜欢把想法一次性倒给 ChatGPT 长推理，让模型异步思考后再回来给建议，用来捕捉灵感（@kadenbc, 1likes）
展开评论
- @kunchenguid (2): @thdxr but you can as absolutely make it not go down by having a few agents running in the background listening to your meetings and doing some useless things
- @trevorlasn (1): @thdxr same. token count is closer to thinking time than coding time now
- @kadenbc (1): @thdxr One of my favorite things to do is brain dump into chat gpt pro with extended reasoning. It’s more async because it can reason for 10-15 minutes before it comes back to you but it’s been really helpful to capture the creative spark in the moment
- @willwashburn (1): @thdxr its a good measure until it's a goal then it's too easy to game
- @Josh_is_regen (0): @thdxr Can you change temperature settings on the fly? I'm always trying to jack up my opencode agent, and it's like I'm talking to my autistic co-founder who's been stuck in the coding dungeon for 6 weeks straight. Compared to my @NousResearch Hermes which is well... Cooked.
marclou 点名致敬 5 位粉丝不到一百却做到年收入超 100 万美元的创业者，强调小受众也能做出大生意。
Shoutout to these 5 startup founders with $1M+ revenue and 100- followers. @vacarciucf @mathorde @tarklehq @sowakillian @damjan_malis https://t.co/dxcVCfDVMO
受众观点：① 作者补充说明这些数据来自独立开发者收入统计网站，增加可信度（@marclou, 6likes） ② 有人调侃“不是说受众规模最重要吗”，质疑传统流量思维（@thekitze, 4likes） ③ 也有读者好奇这些创始人的具体获客和分发渠道，想知道没有大号是怎么做到 100 万收入的（@PedroGuiti, 2likes）
展开评论
- @marclou (6): Stats from https://t.co/zfq1aKbyLw
- @thekitze (4): @marclou @VacarciucF @mathorde @TarkleHQ @SowaKillian @damjan_malis bUt AuDieNce SiZe MAtTerS
- @mathorde (2): @marclou @VacarciucF @TarkleHQ @SowaKillian @damjan_malis Haha merci @marclou, j'avoue que je suis pas très actif ici.
- @PedroGuiti (2): @marclou @VacarciucF @mathorde @TarkleHQ @SowaKillian @damjan_malis Insane. What are their distribution channels? Any ideas?
- @hariprasad_bg (1): @marclou @VacarciucF @mathorde @TarkleHQ @SowaKillian @damjan_malis My life is a lie to make $1M. Don't we need audience? https://t.co/DwmUDV4nds
Nat Lambert 发帖称正在录制更多后训练课程视频，并晒出和自己最喜欢的「学生」一起录制的轻松场景。
Recording more post-training lectures with my favorite student https://t.co/FRXWLok5uc
受众观点：① 有读者刚读完 Reward Models 章节，称赞整本书质量很高，说明这套教材在研究者和工程师中口碑不错（@tastengyal, 1like） ② 有人简单表示在等新内容上线，期待后续课程（@jeetganatra1, 1like） ③ 也有评论把注意力放在视频里出现的狗狗和生活化细节上，体现出大家对作者个人生活侧面的好感（@vibhuuuus, 1like）
展开评论
- @tastengyal (1): @natolambert Just finished the Reward Models chapter. The book is great!
- @jeetganatra1 (1): @natolambert waiting
- @vibhuuuus (1): @natolambert doggo!!
- @big_algocracy (0): @natolambert every guy's room got the askew pullup bar
- @Sentio_xbt (0): @natolambert Personalized learning is becoming the norm
tibo 预测未来一年内创作者会用故事驱动的 AI 视频在 X、YouTube、TikTok 等平台每周拿到数百万播放，甚至靠此赚到上百万美元。
prediction: in a year, creators will be making millions of dollars with AI videos video creators on X, YouTube, TikTok, Instagram will be pulling millions of views every week with real story-driven A…
受众观点：① 有人关注 tibo 的个人增长和变现方法，希望复制他的 playbook（@tibo_maker, 6likes） ② 有人在讨论如何把这类预测搬到预测市场或 Prediction Jar 等产品中，说明创作者经济和金融化结合的兴趣在上升（@olexalysenko, 6likes） ③ 也有人提醒真正难的是分发和受众建设，AI 生成只是起点，观众为何要追你的 AI 剧集才是核心（@larreaio, 3likes）
展开评论
- @tibo_maker (6): Sharing the playbook that turned years of failure into an $8m acquisition and multiple $100k+ MRR SaaS creations actionable growth tactic behind-the-scene stories no sponsors • no ads • always free Join 75k+ founders & makers here → https://t.co/U4V7DEKzYG See you in your inbox 👇
- @olexalysenko (6): Guys, help me bring @tibo_maker and his prediction to Prediction Jar, PLEASE @borvibe @T_Zahil @eMarboeuf @VynseDev @AnnikaLjash @afonsocrg @arnoio @benjamincode @NicolasPapegaey @DmytroKrasun @cinamarina @ema_totaro @filippkowalski @Pauline_Cx @MaxInPublic @SoraiaDev @heymattia…
- @larreaio (3): @tibo_maker The distribution side of this is probably harder than the production side. Anyone can generate episodes now, therefore distribution will be the wall. Building an audience that cares about your specific AI show is the same problem it's always been.
- @manickjamadar (2): @tibo_maker If anyone can create those videos may be people will get bored of this very quickly
- @akaasten (1): @tibo_maker Revid is going straight to the moon 🚀🚀 Where can I apply or invest ? 👀👀
Greg Isenberg 吐槽自己因为上一条推文得罪了 99% 的 VC，却发现几乎所有阶段的创始人都有类似遭遇，提醒大家在融资前要搞清楚自己在玩什么游戏。
Bad news: 99% of VCs don't like me after this tweet Good news: 99% of founders have a similar story to mine (billionaires to early stage) so im not alone The important thing is know what game you're…
受众观点：① 有 VC 在评论区表示支持，认为这种批评反而凸显少数认真做事的基金（@mashadrokova, 7likes） ② 有人强调不要等到真正融资时才去认识 VC，应该提前筛选懂业务、能实质帮忙的投资人（@briannekimmel, 3likes） ③ 也有创始人指出 VC 与创始人之间的激励错配严重，感谢 Greg 展示了不靠 VC 也能赚钱的 indie 路线（@doonopreneurs, 2likes）
展开评论
- @mashadrokova (7): @gregisenberg I am VC and I like you haha. Makes the way we do things shine more
- @briannekimmel (3): The worst advice that’s still floating around is “don’t talk to VCs unless you’re raising.” You should go into every round with a very clear idea of who understands your business and has a relevant network to tangibly help you. Building a net new relationship in a board room is…
- @panosmek (3): @gregisenberg We need better VCs, led by ex founders that have gone through the pain.
- @doonopreneurs (2): @gregisenberg The incentive mismatch is insane with the VC industry. While for a founder, that round could change their entire trajectory. Whereas for a VC, they are finding needle in a hay stack. At times they just get tired of finding the needle. Thanks for showing indie way o…
- @EdgeArenaApp (2): @gregisenberg I think every founder eventually learns that VCs are people, not some perfectly rational machine That's both comforting and terrifying
Arena 公布最新图像模型排行榜，Reve 2.0、MAI-Image-2.5 和 Ideogram 4.0 Quality 三个模型新晋进入 Text-to-Image 前十，其中 Ideogram 4.0 还是唯一开源权重模型。
Three new models entered the Image Arena Top 10 this past month (Text-to-Image): - #2 Reve 2.0 by @Reve (1,273), behind only GPT Image 2. - #4 MAI-Image-2.5 by @MicrosoftAI (1,253). - #9 Ideogram 4.0…
受众观点：① 官方补充说明 Reve 2.0 在八个类别中有六项领先，尤其擅长文字渲染、商业设计和写实图像，MAI Image 2.5 在 3D 和艺术上更强，Ideogram 4.0 在整体表现和文字渲染上突出（@arena, 8likes） ② 有用户认为 NB Pro 应该排第一、Ideogram 应在前三，吐槽 MAI Image 2.5 表现很差，体现出用户主观体验与榜单评分存在差异（@MrM1361036, 1like） ③ 也有人强调 GPT Image 2 一直稳居榜首，并分享自己用它做视频参考图的经验，说明头部闭源模型在创作者群体中仍然占主导（@Cia0_exe, 0likes）
展开评论
- @arena (8): The three new entries bring different strengths across the Text-to-Image categories: - Reve 2.0 has the broadest profile, leading the three models in six of eight categories. Its clearest strengths are Text rendering, Commercial Design and Photorealistic Imagery. - MAI Image 2.5…
- @MrM1361036 (1): @arena @reve @MicrosoftAI @ideogram_ai I like the idea that NB Pro is 8th... it should be the 1st, as for Ideogram, probably the 3-4th... MAI Image 2.5 is ass
- @Cia0_exe (0): @arena @reve @MicrosoftAI @ideogram_ai GPT IMAGE 2 always on the top, I also made my ai video image reference from there
- @ajs6888 (0): @arena @reve @MicrosoftAI @ideogram_ai 开源权重能挤进前十，挺不容易
Arena 宣布上线 Agent Mode 和 Agent Arena，用于评测各类 Agentic AI 在深度研究、复杂 bash 操作等任务上的表现，并通过用户实际会话累积评分。
Agentic AI is now evaluated in the Arena with Agent Mode and measured with Agent Arena. Founding Engineer Matt and Product Lead Ted show you Agent Mode in action: deep research, complex bash operatio…
受众观点：① 官方补充说明 Agent Mode 能把复杂多阶段任务串起来，减少多轮提示的需要，并在博客中详细介绍适用场景和用法（@arena, 12likes） ② 有用户期待看看这个模式在深度研究场景下的表现，说明大家对 agent 是否真能做长链条任务持观望态度（@itsthedonhashim, 1like） ③ 也有人质疑这是否只是 ChatGPT、Gemini 早就提供的 PDF 总结功能的翻版，反映出部分用户对「agent」概念的疲劳和怀疑（@DavidDelRioC, 0likes）
展开评论
- @arena (12): This agentic capability streamlines complex tasks and multi-stage workflows, minimizing the need for multiple prompts. Read more about how and when to use Agent Mode on our blog: https://t.co/8yYkONtbbi
- @itsthedonhashim (1): @arena @arena sounds wild, can't wait to see how "deep research" comes out with this. fingers crossed!
- @m13v_ (0): @arena agent arena is a sharp move. is the leaderboard scored on task completion or human votes? https://t.co/P3nipYfe4p written with ai
- @DavidDelRioC (0): @arena So you create the same thing chatgpt AND gemini created years ago, a resume of pdf?
Arena 宣布在自家新的 Agent Mode 里加入 Mistral 3.5，让用户把不同模型丢到复杂真实任务上对比表现并贡献 Agent Arena 排行榜数据。
Mistral 3.5 by @MistralAI has been added to Arena's new Agent Mode! Put models to work on your most complex real-world tasks, and see how they perform. Your sessions will help shape the Agent Arena l…
受众观点：① 想了解 Mistral 3.5 在真实代理任务中的表现、希望有统一场景下对比不同模型的开发者（@arena, 4likes） ② 关注 Agent Arena 排行榜，希望通过自己会话数据参与“众包评测”的 AI 从业者和研究者（@arena, 4likes）
展开评论
- @arena (4): Learn more about Mistral 3.5: https://t.co/9Ew30Lg9B9
推文分享了名为 Code2LoRA 的论文，提出用超网络自动生成适配器，让代码大模型在软件版本频繁演进时更高效地适应更新。
Code2LoRA Hypernetwork-Generated Adapters for Code Language Models under Software Evolution https://t.co/e4vq1C83mY
受众观点：① 关注代码大模型如何在项目频繁更新下保持效果的研究和工程同学（@_akhaliq, 4likes） ② 关心训练 vs 推理成本差异、希望在推理侧用更轻量方法适配模型的开发者（@Rangfeng1117, 0likes）
展开评论
- @_akhaliq (4): paper: https://t.co/aaATlynZ0K
- @Rangfeng1117 (0): @_akhaliq Inference economics fundamentally differ from training economics. Training values peak performance; inference values cost-per-token. As the market shifts toward inference, the hardware winners may not be the same companies that dominated training.
作者吐槽自己用 Claude 把长技术线程生成一张可视化 artefact 反而比原始长文线程更火，引发大家讨论图像总结 vs 文字长文的传播差异。
I don't know how I feel about the fact that pointing Claude at my thread and asking it to create an artefact got more attention than my original thread itself
受众观点：① 觉得原始长线程更易读，但承认很多人更愿意消费一张图的视觉学习者（@umi33563, 2likes） ② 认为大部分人只是被“看起来容易”的信息密集图吸引，实际不会认真读完内容的用户（@stalkermustang, 1likes） ③ 同时看了图和线程，觉得长线程更像按块读论文，但单张海报在简洁和美观上更有优势的读者（@akhilpandey95, 1likes）
展开评论
- @dejavucoder (3): @nrehiew_ the @eliekabouch ninja technique
- @umi33563 (2): @nrehiew_ Especially because original thread is (much) more readable (on any device). Dunno, maybe despite all claims to contrary, people like AI visuals ::shrug::
- @stalkermustang (1): I don't want to sound toxic, but I think people do not use that picture to learn anything. I think they like it because "they get it", maybe even add to the bookmarks to check "later" (never) , and keep scrolling. Because the information "seems easy" to digest. I'd bet that waaa…
- @akhilpandey95 (1): @nrehiew_ i read both of them, personally liked your thread better because it imitates reading the paper in blocks. but i must say it can't beat the simplicity and aesthetics of a single poster. 😅😅😅
- @ThomAub (0): @nrehiew_ The amount of visual learner? Also the thread is long and detailed over multi tweet as the picture is very catchy on the first one
推文号召在 CVPR 现场的研究者参加一场没有正式议程的 diffusion 圈线下小聚，主打随意聊天交流扩散模型相关话题。
For those of you at @CVPR, there's a diffusion circle happening tomorrow (Saturday, 3:30PM)! Meet up with other diffusion folks and just talk shop, without an agenda. I will be there in spirit👻 Pleas…
受众观点：① 喜欢没有正式议程、避免变成论文答辩式压力场的轻松技术聚会参与者（@notdrvx, 0likes） ② 觉得这种计划好的非正式 meetup 很有趣，把它类比成“树林里散步聊天”的自由交流场景的研究者（@Radipdegen, 0likes） ③ 对 diffusion meetup 持怀疑态度，认为更像是错过主流机会后才参加的社交活动的旁观者（@ChainZenit, 0likes）
展开评论
- @notdrvx (0): @sedielem @CVPR aha "without an agenda" is key. those things turn into thesis defenses if u arent careful
- @Radipdegen (0): @sedielem @CVPR love that this is a planned unstructured meetup. flow maps chat in the woods hits different
- @ChainZenit (0): @sedielem @CVPR Diffusion meetups are just glorified networking for people who missed the boat.
- @BlissyOnX (0): @sedielem @CVPR in spirit is both sad and funny will there be a ghost at the actual gathering or just vibes?
- @rugbist_ (0): @sedielem @CVPR no agenda is the real mvp for these events hope the spirit shows up in corporeal form next time
这条 HN 讨论围绕某自由软件项目因担心 AI 滥用而关闭社区展开，大家在探讨如何防止 AI 生成的恶意 PR 和浏览器等关键项目被攻破，以及是否需要更严格的信任和身份验证机制。
Changing how we develop Ladybird
受众观点：① 依赖开源组件构建产品的独立开发者和小团队 ② 维护或贡献开源项目、担心 AI 滥用和供应链攻击的工程师 ③ 关注浏览器等基础软件安全治理模式的技术决策者。
展开评论
- @jsmailes (0): It saddens me to see the communities surrounding free software projects going dark because of the threat posed by AI tools, but I don't know what other solutions there are that would mitigate the threat, particularly when browsers are such a compelling target. Perhaps some kind…
- @fguerraz (0): I feel like the project just died.
- @troupo (0): "Gain trust through plausible contributions" is a new angle on AI-produced PRs I haven't seen yet. Though in retrospect we should have seen it. It's been an angle of attack since forever, it only took a lot of effort.
- @sppfly (0): Zig is moving to this direction is well.
- @bigupthewhole (0): We need stricter verifications / credentials behind GitHub accounts and PRs. And this we should have had already before AI.
这条 HN 讨论围绕一部 C++ 纪录片展开，评论里既有对 C++ 用户数近几年大幅增长的惊讶，也有对语言复杂度、维护痛苦和 AI 时代 C++ 发展趋势的反思。
C++: The Documentary
受众观点：① 在做技术选型、纠结是否要引入 C++ 的独立开发者和小团队 ② 关注 AI、游戏等高性能场景，对底层语言生态变化感兴趣的工程师 ③ 喜欢编程语言历史和趋势、会看这类纪录片的技术受众。
展开评论
- @bdamm (0): Since I've been working in C++ a lot recently I decided to watch the video as I waited for a build to complete. So the length is about right. And fortunately, the video is a delight!
- @claiir (0): > currently (as of Q3 2025) the fastest-growing of the top four languages in the world… +90% users in the past 3.5 years. Because of AI, right?
- @jdw64 (0): It's surprising that C++'s development trend continues. When a game or program is made with C++, it's usually nice because performance is mostly guaranteed. But if someone told me to write C++ myself, I'd cry. There's too much to memorize, and the standards are too varied. When…
- @Tomte (0): I‘m out of the loop: we‘ve had Python, Clojure and possibly something else recently. Is that a series by the same people working through several languages? Is it happenstance? Is it a trend, and every programming language is now scrambling to get their own video documentary?
- @keyle (0): +90% users in the past 3.5 years huh? That is incredible growth. How is it even measured?
Hacker News 上围绕一次国际空间站技术故障及维修取消的新闻，讨论航天任务安全边界、写作质量以及深空任务一旦出事无法获救的风险。
Astronauts told to return to ISS after sheltering over air leak repairs
受众观点：① 有人强调航天这种极小容错空间的领域必须把每次异常都当成真实威胁来处理，否则总有一次会出事（@cucumber3732842） ② 有读者吐槽新闻写作对空间站多国组成的表述缺乏清晰意图，反映出对内容来源和写作质量的敏感（@jmount） ③ 也有人联想到如果类似事故发生在飞往火星途中，完全没有逃生和支援能力，将是灾难性后果（@SoftTalker）
展开评论
- @866-RON-0-FEZ (0): Dupe https://news.ycombinator.com/item?id=48413273
- @cucumber3732842 (0): Super thin margin stuff like space flight only "works" because they cross their Ts and dot their Is. There's probably no danger here, the repairs will probably go fine and be uneventful, but you gotta treat every situation like it's the real deal because otherwise it'll get you…
- @jmount (0): I have to say worrying about the provenance of writing has made me a grumpier reader. For example: "The space station is made up of Russian and US segments, and there are modules from the European and Japanese space agencies too." It feels like this sentence is inserting some po…
- @Markoff (0): it was already cancelled and they can return back to normal operations
- @SoftTalker (0): Imagine something like this happening halfway to Mars and zero chance of escaping, getting any help or parts sent to you.
Hacker News 讨论一篇研究论文，指出自 2019 年以来欧洲范围内 GNSS 干扰主要由俄罗斯早期预警卫星星座 Cosmos 2546 等造成。
Tracing a powerful GNSS interference source over Europe
受众观点：① 关注论文如何通过技术手段锁定具体干扰源卫星 Cosmos 2546，以及俄罗斯预警星座整体责任（@NKosmatos） ② 一线从事罗马尼亚海岸和波兰海域工程的从业者分享 GNSS 被日常干扰的实地体验（@uijl） ③ 有人用一句“就是俄罗斯卫星”来给出通俗版结论，并补充相关科普视频链接帮助非专业读者理解（@mattlondon, @yladiz）
展开评论
- @NKosmatos (0): TLDR (conclusion from the paper): "By a combination of these techniques the satellite Cosmos 2546 (NORAD ID 45608) was identified with high confidence as one source of the interference. Further analysis pointed to the Russian Edinaya Kosmicheskaya Sistema, an early warning const…
- @yladiz (0): Related Veritasium video: https://www.youtube.com/watch?v=tz23G_UXCGA
- @uijl (0): Interesting to see that they are able to identify the specific satellite. I wonder if we can do something now that we know the source. Working on construction projects on the Romanian coastline (just South of Ukraine) and on the Polish continental waters (just West of Kaliningra…
- @mattlondon (0): tl;dr - it was Russian satellites
- @dwa3592 (0): Hmm - the timing is uncanny that only 2 days ago I started building a dead reckoning system.
这条 HN 讨论的是一种“无鼠标键盘控制系统”，用户通过键盘坐标等方式替代鼠标点击，引发大家对无鼠标交互可用性、闭源驱动风险以及开源替代工具的讨论。
Mouseless – keyboard-driven control of macOS/Linux/Windows
受众观点：① 喜欢全键盘操作、追求效率的开发者和重度电脑用户 ② 设计或开发桌面/网页应用、需要考虑无障碍和键盘导航的产品和工程师 ③ 对输入设备创新和人机交互感兴趣的独立开发者。
展开评论
- @tonyrice (0): I was literally just thinking about the desire to have a mouseless keyboard solution yesterday.
- @CalRobert (0): Wow, as cool as this is, it's kind of a shame that we need to say "use coords to show where the mouse should click" instead of designing interfaces that keep pointing-device-free users in mind.
- @starquake (0): Using closed source software to drive my OS doesn't sound that appealing to me.
- @nashashmi (0): Vimium for the browser solves most of the mouse needs. I dont see it helping with drawings. Did anyone notice the use of the mouse at the end?
- @alan_zero (0): Opensource alternatives: - https://github.com/moverest/wl-kbptr - https://github.com/petoncle/mousemaster - https://github.com/y3owk1n/neru - https://github.com/mjrusso/scoot - https://github.com/jbensmann/mouseless - https://github.com/rvaiya/warpd (not really maintained anymor…
Hacker News 讨论一次 rsync 相关 bug 事件，围绕 Claude 等 AI 工具在代码合并、测试缺失和软件质量中的角色展开争论。
Did Claude increase bugs in rsync?
受众观点：① 正在尝试用 Claude/Copilot 提升生产力但担心引入隐性 bug 的工程师 ② 负责代码质量和流程设计的技术负责人 ③ 想了解开源项目如何安全接受 AI 生成贡献的维护者。
展开评论
- @wookmaster (0): Claude is just a tool ? The developers who merged that code and didn't properly test increased the bugs.
- @the_real_cher (0): Is there a non vibe coded fork of rsync?
- @rovr138 (0): I'm just curious about testing. Is this a configuration that's not common and thus not tested? If people think they can do better, I want to see their forks and them keeping up with it. https://github.com/RsyncProject/rsync/graphs/contributors?fr...
- @nairboon (0): Is this an analysis made by/with Claude?
- @Polarity (0): so the answer is: no. actaully less bugs. thanks
Hacker News 讨论一篇批评 Conventional Commits 的文章，围绕提交信息的受众、scope 设计和破坏性变更标记等实践展开争论。
Conventional Commits encourages focus on the wrong things
受众观点：① 有人强调对独立开发者来说，提交信息最重要的价值是半年后回看能理解当时的决策背景，而不是发布管理本身（@m_m_carvalho） ② 多条评论批评 Conventional Commits 的命名和范围设计，比如 docs 也是代码的一部分、feat 缩写不统一以及“Conventional commits”这个名字本身像是话语权争夺（@nailer） ③ 也有开发者分享自己依赖 type! 标记破坏性变更，让工具在更新插件时高亮提醒，并讨论用 scope!: 的替代写法（@shmerl, @akersten）
展开评论
- @m_m_carvalho (0): As a solo developer, I rarely struggle to remember what changed yesterday. I often struggle to remember why I made a decision six months ago. Conventional commits are most valuable to me as historical context rather than as a release-management tool. The larger the project becom…
- @nailer (0): Asides from the well made points here ('scope is more important than type' etc). > something like fix, feat, chore, docs, or refactor 'Docs' are also part of the program, they need fixes too, and features need docs. If the docs don't match the features because they're not being…
- @brzz (0): “The audience of a changelog is entirely different than the audience for a commit log! A changelog is user-facing” I'd say that ship has probably sailed. Most companies are happy with “Bug Fixes & Performance Improvements”. At least if they're not going to put the effort in, the…
- @shmerl (0): I don't care much what it says as in "fix", "chore" etc, but for me the main benefit is breaking changes indicated with "<type>!", something like "feat!: ... ". This makes neovim plugin manager highlight the change differently which brings attention to it when you update stuff.…
- @akersten (0): The author's example of a conventional commit is not correct anyway IMO, which is maybe why they think the "fix" part is redundant: > fix: prevent foo from bar'ing The whole idea of conventional commit is: > fix: [problem] so the correct conventional commit would be: > fix: foo…
Hacker News 讨论 Redis 新增数组数据结构和窗口计数限流等功能，并延伸到 Redis 与 Valkey 分裂后的选型和高可用部署难点。
Redis 8.8: New array data structure, rate limiter, performance improvements
受众观点：① 有人补充官方博客，详细解释为什么现有 Redis 数据结构无法优雅支持数组语义，需要专门的新实现（@epolanski） ② 多条评论指出 Redis 仍然在嵌入式使用和高可用部署上存在痛点，尤其是多节点方案复杂、文档多且有很多隐性限制（@9dev） ③ 也有人关心 Redis 与 Valkey 分裂后的生态走向，讨论在许可证风波后是否还有理由继续选 Redis，并提到作者可能与 DeepSeek 合作推出相关项目（@tapoxi, @focusgroup0, @caraphon）
展开评论
- @epolanski (0): There's also a separate blog post that goes into the details of why existing data structures Redis already supported, which could provide array-like behavior, weren't good enough: https://redis.io/blog/diving-deep-into-rediss-new-array-data...
- @9dev (0): While I love Redis as a versatile tool for external data structures, it's still lacking in two areas IMHO: One, it would be cool to be able to embed it, similar to sqlite, directly into applications. Two, the HA story is so much more complicated than it should be. I totally ackn…
- @tapoxi (0): Where did everyone end up on the Redis/Valkey split? Is there still a reason to use Redis after the license kerfuffle?
- @focusgroup0 (0): given his ds4 project, likely collaborated with DeepSeek for this release: https://github.com/antirez/ds4
- @caraphon (0): window counter rate limiter! This is awesome! And arrays look great too. Lots to play with.
Hacker News 讨论荷兰政府数字身份系统 DigiD 相关的基础设施和治理问题，包括物理安全、是否应由政府直接运营以及为何演变成复杂产品。
Dutch gov't will only allow European company to operate DigiD platform
受众观点：① 有人分享早期 DigiD 在机房里是单独机柜、物理隔离很严格的部署细节，强调基础设施安全（@tosti） ② 多条评论质疑为何这样一个看似简单的认证和数据共享系统会变成需要持续维护的独立产品，认为类似功能在常见 OAuth 提供方中很普通（@flexagoon） ③ 也有人认为既然 DigiD 已是公共基础设施，政府理应出资并接管运维，而不是继续外包给公司（@deafpolygon）
展开评论
- @tosti (0): IDK what it's like now, but DigiD used to be 2 racks in a separate cage. Even if you can access the floor, you're not getting physically near the servers.
- @deafpolygon (0): What's wrong with the government taking over admin of DigiD? I just don't understand why the government won't consider funding it. It's a public infrastructure service at this point.
- @flexagoon (0): Why is DigiD even a product that needs constant maintenance? From my experience using it it's just a pretty simple authentication/data sharing system. Every oauth provider has something similar. Why is it a whole separate product that is owned by some company?
- @juliusceasar (0): Finally taking the digital threath from USA, Israel and China serious.
- @ChrisArchitect (0): Related: Netherlands blocks US takeover of vital digital supplier https://news.ycombinator.com/item?id=48278406
Hacker News 讨论多款便宜或开源的 IP KVM 方案，如 JetKVM、PiKVM 等，用于远程控制物理机器，并关注安全性、视频延迟和用户体验。
I tested every IP KVM in my Homelab
受众观点：① 有人提到之前讨论反指纹方案时就有人推荐这类设备，并顺带为 Jeff Geerling 的相关内容背书（@Barbing） ② 多条评论表达对廉价 IP KVM 安全性的担忧，认为厂商未必能把固件做好，同时也分享了基于 WebUSB 的有线 KVM 使用体验（@ectoloph） ③ 也有用户对 JetKVM、PiKVM 等具体产品的延迟、画质和打磨程度进行对比，认为某些方案虽然便宜但体验略粗糙（@steele, @gruez, @leetrout）
展开评论
- @Barbing (0): Neat, someone mentioned these when I proposed a ludicrous anti-fingerprinting strategy https://news.ycombinator.com/item?id=44549352 Jeff Geerling rocks
- @ectoloph (0): I have a mild distrust of some of the cheap IP KVMs. I don't think vendors are malicious, but I don't expect they get it right every time either. Admittedly, I haven't looked at any open-sourced firmwares either which could have improved things. I have found the Sispeed USB KVM…
- @steele (0): Another vote for JetKVM. Tailscale support is great. I'm glad to see audio is in the works because a Mac mini screaming from separate room during a remote session is disappointing.
- @gruez (0): How's the video quality/latency on all of these? RDP or parsec are probably the gold standard, but I doubt cheap arm SOCs can implement either properly.
- @leetrout (0): I deploy pikvm and I have been mostly happy. The tinypilot has a better feel to it. Something feels more polished.
Hacker News 讨论一个基于 Postgres 的工作流队列项目，把任务编排和队列逻辑放进数据库，与 DBOS、pgQue、Temporal 等方案进行对比。
pg_durable: Microsoft open sources in-database durable execution
受众观点：① 有人称 2026 是 Postgres 队列之年，提到 DBOS 和 pgQue 等项目，认为社区在积极探索把队列内建到数据库的路径（@levkk） ② 多位评论者质疑把控制流存进数据库而不是代码是否合适，认为类似问题早已被 Apache Airflow 等 DAG 调度器解决（@faxmeyourcode） ③ 也有人拿 Temporal 等分布式工作流系统做对比，讨论该项目在跨异构系统场景下的局限，并分享基于 pgmq、pgflow 等的替代实现（@kilobaud, @cpursley, @jraedisch）
展开评论
- @levkk (0): 2026 is the year of the Postgres queue! (DBOS[0], pgQue[1]) It's awesome that the community is contributing this and giving us the option to use it. As an ex-app engineer though, I kind of prefer my queue logic to be in code, in Git, but maybe with the right tooling, you can cha…
- @faxmeyourcode (0): This feels like the wrong solution to an age old problem solved by the DAG schedulers like Apache Airflow for a while now. Why would I want to store my control flow in the database and not in code? It feels strange. Not trying to dismiss the project, I'm just not getting it yet…
- @kilobaud (0): > When not to use it > … > The workflow mostly lives outside Postgres and spans many heterogeneous systems. How is this project at all comparable to something like Temporal? Am I misunderstanding the limitation implied by this particular recommendation?
- @cpursley (0): Looks pretty good but I wonder why they didn’t build it on pgmq? If you’re on elixir I maintain a DAG package around this (based on and compatible with pgflow.dev which is TS/Deno). https://github.com/agoodway/pgflow
- @jraedisch (0): If understanding correctly, Absurd (by the Pi LLM harness devs) minimizes the pure db approach as much as possible. I only just started getting into the topic myself, though. https://github.com/earendil-works/absurd
Hacker News 讨论英国政府数字服务 GDS 宣布与 Adyen 合作，为 GOV.UK 提供统一支付平台，扩展本地支付方式并优化成本。
https://gds.blog.gov.uk/2026/06/02/building-for-the-future-m... https://www.adyen.com/press-and-media/adyen-payments-gov-uk
受众观点：① 有人贴出 GDS 博文、合同公告和支付服务路线图等官方链接，方便读者了解项目背景和进度（@toomuchtodo） ② 评论者感叹这样一个全国政府支付合同的金额相对企业云账单其实很小，反映出公共部门和私营企业在成本结构上的差异（@arjie） ③ 也有人提到 Stripe 等已经支持 Wero 等新支付方式，认为本地支付可以带来更好的转化率和手续费优势，并好奇这次合作对地方政府成本和支付选项的实际影响（@telesilla, @oakinnagbe）
展开评论
- @toomuchtodo (0): https://gds.blog.gov.uk/2026/06/02/building-for-the-future-m... https://www.contractsfinder.service.gov.uk/Notice/182de6c9-d... https://www.payments.service.gov.uk/roadmap/ https://www.payments.service.gov.uk/performance/
- @arjie (0): Surprisingly small contract. It's interesting to see that a full government contract for a payment provider is a fraction of a US mid-size company's cloud bill. I am constantly surprised by things like this. Here's another: there are more foreigners in Taiwan (total pop. 25 m) t…
- @telesilla (0): Stripe allows for these kinds of payments, we've been updating our store to support Wero etc. It should give better conversation and processing rates than the US credit cards.
- @ChrisArchitect (0): Associated Adyen post: https://www.adyen.com/press-and-media/adyen-payments-gov-uk
- @oakinnagbe (0): I'm curious whether this will materially reduce costs for local authorities or whether the benefits are primarily in expanding payment options.
Hacker News 讨论 Gemma 4 量化模型在显存占用、手机端部署和 Google 官方支持上的落差与实际体验。
Gemma 4 QAT models: Optimizing compression for mobile and laptop efficiency
受众观点：① 关心在 16GB 设备上跑 Gemma 4 的本地部署玩家和独立开发者 ② 想在自家产品里集成 Gemma 4、权衡精度与成本的 AI 工具开发者 ③ 对 Google 模型发布节奏和生态支持策略感兴趣的技术观察者。
展开评论
- @minimaxir (0): It's a bit awkward to release Gemma 4 12B (https://news.ycombinator.com/item?id=48385906), and then a canonical Q4_0 Gemma 4 12B a couple days later. It's good that this post lists the expected VRAM usage for the models with Q4_0 Gemma 4 12B being 6.7GB, which will indeed fit Go…
- @netdur (0): had a good run with Gemma 4 E2B Unsloth 4Q: https://youtube.com/shorts/XLsAnz5aAAI The E4B model doesn’t fit on my phone TPU, so it swaps to RAM, the QAT version means more accuracy, good!
- @refulgentis (0): @google.com'ers, there are no GGUFs (blog says there is)
- @satvikpendem (0): Unsloth's collection as well [0], with their results [1]. Looks like they can get very close to 100% accuracy compared to the BF16 model that is unquantized, and Unsloth's quants are better than the original Google's QAT as posted in the article. Personal I'm using the 2B model…
- @cr3cr3 (0): For a moment I got excited thinking QAT is Intel Quick Assist Technology...
Hacker News 讨论 rubygems 引入 7 天冷却期等安全机制，对供应链攻击、防依赖投毒以及 Ruby 生态衰退展开争论。
Cooldown Support for Ruby Bundler
受众观点：① 维护生产环境服务、依赖大量第三方包的独立开发者和小团队 CTO ② 运营开源库或私有包仓库的维护者 ③ 关注 Ruby 生态走向和安全事件的工程师。
展开评论
- @delichon (0): > A version whose source does not expose created_at, such as older gem servers, historical entries from before the v2 cutover, or private registries still on the v1 format, is treated as outside the window and stays resolvable. How is that not an easy exploit to circumvent the c…
- @swader999 (0): Aren't we back to the drawing board once everyone uses this?
- @doctorpangloss (0): you have 1.0 installed. you enable 7 day cooldowns. an exploit is discovered in 1.0, and 1.1 is immediately released to fix the exploit. do you sit on 1.0 for 7 days?
- @shevy-java (0): Meanwhile ruby is dropping ranks. How active is rubygems.org itself? I retired when the 100k download threshold was installed onto developers there; on github I don't have any such restriction pertaining to code I publish and maintain. But even before that restriction, numerous…
- @ashishb (0): Hypothesis: a big accelerant of these rapid repository compromise (from Red hat to GitHub to Amazon to small startups) might be GitHub+dependabot automatic dependency updates. So, just like COVID-19 used air travel, modern malware attacks are relying on GitHub+dependabot to spee…
Jed 用“how it started vs how it’s going”梗对比自己早期经历和现在被正式场合引用或展示的画面，引发大家围绕报酬和谈判的调侃。
how it started vs how it’s going https://t.co/QniC8GGQX2
受众观点：① 通过座位号细节调侃 Jed 谈判不够强势、暗示可能没拿到最好待遇的粉丝（@MattOfTheSouth, 482likes） ② 关心 Jed 是否拿到合理报酬、不断追问有没有被支付费用的观众（@CasperHAFC, 74likes; @LebronKamez, 6likes） ③ 为 Jed 被正式引用感到开心、顺带祝贺和鼓励的长期关注者（@kevoncm1, 7likes）
展开评论
- @MattOfTheSouth (482): @jedcal Seat number tells me you didn’t negotiate well
- @CasperHAFC (74): @jedcal Please tell me you got paid
- @rayzhudev (40): @jedcal that’s pretty cool. but they used a different photo?
- @kevoncm1 (7): @jedcal Talk about a disclaimer! Congrats Jed!
- @LebronKamez (6): @jedcal did they compensate you??
Jed 发了一条“vibe coding in tokyo”的生活化推文，配图展示在东京边逛边写代码的氛围感场景。
vibe coding in tokyo https://t.co/ayITiaczbf
受众观点：① 关注 Jed vlog 的观众，对新 vlog 和东京步数 maxxing 生活方式感兴趣（@jedcal, 3likes; @walkr_today, 1likes） ② 对画面里使用的开发工具和工作流好奇，询问是否是 VS Code 扩展或 CLI 的技术向粉丝（@drianlarde_main, 0likes） ③ 纯粹被东京夜景和工作氛围吸引，觉得画面很好看的普通用户（@whosamberella, 0likes; @TJ_Kawa, 0likes）
展开评论
- @jedcal (3): new vlog https://t.co/opjK2CT4mm
- @walkr_today (1): @jedcal spotting some stepmaxxing here 💚
- @drianlarde_main (0): @jedcal cc vscode extension orrr cc cli?
- @whosamberella (0): @jedcal looks nice!
- @TJ_Kawa (0): @jedcal best place to vibe code in Tokyo?
rubenhassid 称自己花了一千小时摸索 Claude，整理出入门指南、证书课程、提示词写法和 Claude Cowork 等一系列学习资源链接。
I spent 1000 hours figuring out Claude the hard way. Here are guides I wish someone had sent me earlier: Claude for Dummies: https://t.co/7NLEAbsCuq Claude certificates: https://t.co/5ZjtZRycP4 How t…
受众观点：① 有人惊叹 1000 小时投入太狠，关心 Claude 证书到底是实用技能还是简历装饰（@InvincibleEdge, 2likes） ② 一些用户直接收藏，认为这是系统学习 Claude 的好入口（@TheWhizzAI, 1likes） ③ 也有人表示早看到这些资源就能少走很多弯路，说明对系统化 Claude 学习路径的需求很强（@itsthedonhashim, 1likes）
展开评论
- @InvincibleEdge (2): @rubenhassid 1000 hours is crazy dedication are the certificates actually useful or just flex material?
- @TheWhizzAI (1): @rubenhassid solid point ruben already saved
- @sidyadav (1): @rubenhassid 🔥
- @itsthedonhashim (1): @rubenhassid @rubenhassid honestly, wish I found this a month ago. would've saved me so much trial and error with Claude. appreciate the share!
- @iamnagarjun (1): @rubenhassid Thanks for putting this together. I will check out those guides.
HsanC_ 分享自己的 SaaS 从 0 到 1k MRR 花了 283 天，从 1k 到 2k MRR 只用了 96 天，鼓励大家坚持因为增长是复利的。
I just hit $2K MRR with my SaaS! 🥳 0 to $1k MRR = 283 days $1k to $2k MRR = 96 days Keep going, it compounds 📈 https://t.co/sNKoPx1Z93
受众观点：① 有人祝贺并提到流失率在持续下降，说明大家关注的是留存和产品粘性而不只是收入数字（@arthuryuzbashew, 3likes） ② 有人好奇他是否还打算出售这款 SaaS，说明大家在思考“卖项目套现 vs 继续做大”的选择（@volosatovde, 2likes） ③ 也有评论强调这证明 SaaS 增长并非线性，后期会加速（@telmangadimov, 1likes）
展开评论
- @arthuryuzbashew (3): @HsanC_ Lets gooo! Churn is lower and lower!
- @volosatovde (2): @HsanC_ Have you decided not to sell your SaaS just yet?
- @telmangadimov (1): @HsanC_ Proof that SaaS growth isn't linear. Congrats!
- @jianov (1): @HsanC_ Congrats bro. What you saas is doing?
- @raduUrsu (1): @HsanC_ rock on!🥳
ai_for_success 介绍谷歌刚发布的高度压缩 Gemma 4 QAT 模型，号称能在手机、笔记本和低显存 GPU 本地运行且几乎不损失质量。
Google just released highly compressed Gemma 4 QAT models that can run locally on phones, laptops, and low VRAM GPUs without massive quality loss. > Uses Quantization Aware Training (QAT) instead…
受众观点：① 有人表示最近用 Gemma 的频率已经超过 Gemini，认为在自己的场景下体验更好（@Quipra_, 2likes） ② 有用户分享在手机上跑 E4B 版本的体验，说明移动端本地推理的兴趣很高（@Chaweenie5, 1likes） ③ 也有人关心在 RTX 4060 等中端显卡上的可用性和速度，以及是否有 MLX 等生态支持（@revmarsonal, 0likes; @ExecuteAuto, 0likes）
展开评论
- @Quipra_ (2): @ai_for_success Genuinely, in the past few days, I have used Gemma more than Gemini. Gemma is better than Gemini for me.
- @Chaweenie5 (1): @ai_for_success I got the E4B on my phone and love it
- @agenticn3rd (1): @ai_for_success Since the GGUF format has been released, I can probably go to LM Studio and download Google's Gamma open models with the new compression technique applied. Or do I need to wait for some kernel compatibility issue?
- @revmarsonal (0): @ai_for_success Can I run 31 b on rtx 4060 at reasonable speed ?
- @ExecuteAuto (0): @ai_for_success Did they release MLX version as well ?
Jed 在 5k 粉丝节点重新自我介绍，分享自己从 2019 年起做生活类 YouTube vlog、在纽约迪士尼做 SWE、从关岛搬到美国的背景故事。
re-introducing myself since I just hit 5k followers 🎉🎉 - my name is Jed and I’ve been a lifestyle creator/youtube vlogger since 2019 - currently a swe at disney nyc (was prev at chess dot com - I gre…
受众观点：① 老粉丝夸 Jed 气场和镜头感，认可他一贯的“aura”和风格（@avan735, 1likes） ② 合作过的品牌方或创作者称赞他搭建的 ugc tank 平台好用，并提到早年就被他激励开始做视频（@akiaeki, 0likes） ③ 长期观众分享多年来被 vlog 激励的经历，也关心他如何在内容创作和真实生活之间找到平衡（@itsmnjn, 0likes; @ifourth, 0likes）
展开评论
- @avan735 (1): @jedcal Aura
- @akiaeki (0): @jedcal have loved working with you via ugc tank for kicker! enuinely such a nicely built platform and have gotten spectacular deliverables you also inspired me to start making cinematic content WAY back in hs! super cool to be using things that you're building now 🫡
- @itsmnjn (0): @jedcal been watching ur vids for years! big inspo also really glad you were able to find a good balance betw content creation and ur actual life - i remember in a video a while back you were talking about how it gets really blurry when your life is your content and vice versa
- @ifourth (0): Been a fan since your skateboarding in NYC videos! Your cinematic vlogs are always such a vibe. Also a former taekwondo guy here. Quit at blue belt after a jump kick gone wrong, slipped and tore my ankle ligament 😅 But your taekwondo shorts on IG make me want to get back into it…
- @Andrey__HQ (0): @jedcal HYPEEEE glad the feed showed me this
Cloudflare 员工回忆刚加入时开发者平台只有 Workers、Durable Objects 和 KV，如今功能大幅扩展，感叹生态变化之快。
When I joined Cloudflare the developer platform had Workers, Durable Objects, and KV. And that was it. Wow things have changed 😁
受众观点：① 回忆最早只能在 UI 里写 JS snippet、没有 Wrangler 等工具时代的老用户（@_ashleypeacock, 4likes） ② 现在仍然主要依赖 Workers、Durable Objects 和 Zero Trust 等基础能力的开发者（@raunakdoesdev, 2likes） ③ 觉得即便当年只有 Workers+DO+KV 也已经能搭出不少东西的工程师（@Nipsuli, 0likes）
展开评论
- @_ashleypeacock (4): @zebassembly When I first saw Workers, they were JS snippets you had to write/update in the UI, no Wrangler or anything 😅
- @raunakdoesdev (2): @zebassembly that's still most of what I use lol (+ zero trust)
- @Nipsuli (0): @zebassembly One was able to build quite lot with workers, DO's and KV alone!
- @simonxabris (0): @zebassembly Now its the same plus a bunch of DOs in trench coats acting as other services
- @eersnington (0): @zebassembly believe it or not, it's still durable objects
jlongster 分享 opencode 新的 `/move` 功能，在首次对话自动创建 worktree 时会根据你的自然语言提示生成一个合适的分支名称。
something I found surprisingly nice in the new opencode `/move` feature: when creating a new worktree automatically with my first prompt, it generates a good name for it based on my prompt I used to…
受众观点：① 有人提到自己差点否决这个功能，现在看到效果很好，说明团队内部对细节体验也有争论（@thdxr, 18likes） ② 有用户反馈 UI 细节，比如启动时输入框闪烁，希望能更顺滑地进入会话（@iamdavidhill, 5likes） ③ 也有人不喜欢当前 worktree 目录位置，更希望像其他 coding agent 那样放在代码库内部（@andreafspeziale, 0likes）
展开评论
- @thdxr (18): @jlongster and to think i almost vetoed this feature
- @iamdavidhill (5): @jlongster between 0:06-0:07 the start screen flashes an empty state for the input and forces things to jump it would be nice if we could go straight into the session
- @andreafspeziale (0): @jlongster i still don’t like the folder you chose for the worktree. i would have preferred it to be inside the codebase itself, like other coding agents do
- @noizynerd (0): @jlongster So it has a worktrees tool now too?
- @Web2Jeff (0): @jlongster How can I get access?
robj3d3 在“Building in public”更新中分享自己做到 2.05 万美元 MRR，称把 Claude 和 Claude Code 搭配使用是最重要的决定之一，由 Claude 负责写提示和决策，Claude Code 负责在仓库里干活。
Building in public #002 ($20.5k MRR 💰) The best thing I ever did was pair Claude with Claude Code. Claude writes my prompts and approves next steps, and Claude Code does the hard work in the repo. ht…
受众观点：① 作者自己补充说人类表达很低效，让 Claude 先把啰嗦需求压缩成高质量 prompt 再交给 Claude Code，说明大家在探索减少 token 浪费和沟通成本（@robj3d3, 7likes） ② 有人认为真正的技能已经从“亲自写代码”转向“把工具用到极致”（@vanshdevx, 2likes） ③ 也有用户关心这种用法的额度消耗和具体在他产品 superx 上的应用细节（@AayanShips, 1likes）
展开评论
- @robj3d3 (7): The problem is we as humans are nowhere near as coherent as the computer is So I can ramble all I like to Claude, waste tokens with my human inefficiency, and then Claude gives me a perfectly efficient prompt to go send over to Claude Code
- @vanshdevx (2): @robj3d3 the real skill now is knowing how to get the most out of the tools, not doing everything yourself
- @AayanShips (1): @robj3d3 I've Also Tried This its really good but limits get over really quickly this way btw Rob what are you adding more on superx??
- @Mahendarbuilds (1): @robj3d3 Claude managing Claude Code is a wild workflow what's the most surprising output?
- @dominikmartinX (1): @robj3d3 a combo i've never thought about this is gonna be worth trying fosho
steventey 宣布自己当年在 Vercel 做员工时为试用 Edge Middleware 而做的短链项目 Dub，如今已成长到每月超 10 亿请求，并正式升级到 Vercel Enterprise。
The day has come: @dubdotco is officially on Vercel Enterprise 🚀 Fun fact: I built Dub as a side project when I was at @vercel to dogfood Edge Middleware. Fast forward a few years, Dub has scaled to…
受众观点：① Vercel 创始人称赞 Dub 从免费层成长为高利润业务，并且在 AI 之前就有极高的“人效比”（@rauchg, 21likes） ② 官方账号也回赞 Vercel 是真正的“GOAT”，强化了双方长期合作关系（@dubdotco, 8likes） ③ 有人好奇是什么具体因素让 Dub 从 Pro 升级到 Enterprise，比如稳定性、计费模式或支持（@alexbass, 1likes）
展开评论
- @rauchg (21): @steventey @dubdotco @vercel Been incredible to watch you guys grow. From free tier to a formidable profitable business The headcount to internet-scale impact ratio Dub has is also insane, and this was true even before AI!
- @dubdotco (8): @steventey @vercel Vercel is the real 🐐
- @alexbass (1): @steventey @dubdotco @vercel Soooo crazy! I'm actually shocked it took this long if I'm being honest, tracking link clicks feels like it requires exponential storage + compute. Super curious what specifically was the thing that pulled you off usage-based Pro, over to Enterprise?…
- @christianelton_ (1): @steventey @dubdotco @vercel I love everything about this post except the fact that your dashboard is not in darkmode 🤣
- @LoopedAround (0): @steventey @dubdotco @vercel Dub being a billion requests/mo is insane! I've had my share of scaling edge middleware, it's not for the faint of heart. One caveat though: with that kind of usage, you'll likely need to rethink your approach to caching and load balancing.
作者吐槽部分 AI 代理工具不支持行业普遍采用的简单标准，呼吁用户主动向工具方反馈需求推动改进。
And here’s another simple standard most of the industry supports. If your tool doesn’t, tell them you want it ;)
受众观点：① 有人表示会多抱怨几句来制造话题，侧面说明开发者需要用户公开反馈推动产品改进（@petergyang, 4likes） ② 有用户提到在 codex 和 Claude Code 之间频繁做符号链接迁就不同的 agents 配置方式，感觉像对着虚空喊话（@mysticaltech, 0likes） ③ 另有开发者分享在做 VAEN 这类分享 agent 配置的产品时，因为 Claude 和 codex 的技能文件分散在不同文件里，导致实现复杂度明显上升（@shivjhalani7, 0likes）
展开评论
- @petergyang (4): @embirico I'll randomly complain more to stir up some controversy
- @mysticaltech (0): @embirico i use both codex and claude code (rarely these days), i have complained many times that i'm tired of symlinking agents md to claude md, it's like shouting in the void
- @shivjhalani7 (0): @embirico That was such a big issue when developing VAEN (a way for you to share your agentic set ups!): Supporting Claude and codex had me putting different skills in different files which made it a little more complicated! https://t.co/z4UjOeGL2i
SuperX 作者开启「公开构建」系列第 1 条，分享自己在 2.05 万美金 MRR 阶段如何通过改造新手引导来解决多账号管理产品没人用的问题。
Building in public #001 ($20.5k MRR 💰) Managing many X accounts is a headache. SuperX makes it easy, but nobody uses it. So I added a new step to onboarding 👇 https://t.co/PG9gQACXhp
受众观点：① 作者表示要回归每天分享构建细节的初心，并计划一直写到 SuperX 达到 10 万美金以上 MRR，粉丝期待长期跟踪这个公开构建旅程（@robj3d3, 22likes） ② 作者在评论里再次强调 SuperX 是使用 X 的最佳方式并附上免费试用链接，说明他在用内容直接承接产品转化（@robj3d3, 2likes） ③ 早期用户反馈工具一开始就很好用，愿意重新订阅，体现出产品口碑基础不错但分发和教育可能不足（@LucasFlandre, 2likes）
展开评论
- @robj3d3 (22): I'm going back to my roots, sharing what I build every day. There are so many little things I do that move SuperX along, but I got into the bad habit of not sharing them because I thought they were too small. This is entry #001 of who knows how many :) I will keep going until Su…
- @robj3d3 (2): SuperX is the best way to use X You can try it free :) https://t.co/zIsZOZDLyy
- @LucasFlandre (2): @robj3d3 i took your tool at the beginning, it was crazy I will take another subscription i think
- @_frederickjames (2): @robj3d3 invested in this, wld love a daily piece of wisdom from 🐐
- @AayanShips (2): @robj3d3 Lets Gooo😁, Got a new partner for New Journey🤜
作者表示自己大概率不会参与某只热门 IPO，评论区围绕是否追高、可能暴涨以及通过指数间接持有展开讨论。
I will probably not touch this IPO https://t.co/u9kJclkEnD
受众观点：① 有人打趣说在等又一次「华丽爆炸」后再从高位接盘者手里捡便宜，体现出部分人更愿意等泡沫破裂再入场（@LauraFlowD, 2likes） ② 也有评论者承认自己不会碰这只 IPO，同时也接受可能会错过一波非理性暴涨，强调的是心态建设和纪律（@ridwansameer, 1like） ③ 还有人指出通过买入 QQQ 这类指数其实也会间接持有该公司，说明部分投资者更偏好用宽基指数对冲个股风险（@VasantTeja, 1like）
展开评论
- @trashpandaemoji (9): @VicVijayakumar https://t.co/iwz7q7jVQZ
- @LauraFlowD (2): @VicVijayakumar waiting for another glorious explosion so I can buy from dummies
- @ridwansameer (1): @VicVijayakumar Yeah not going to touch this. I also told myself that it's perfectly possible this will shoot to the moon (irrationally) and I might regret not buying it. But I've come to peace with it
- @VasantTeja (1): @VicVijayakumar We will be touching it if we buy $QQQ right.
- @ayoootollah (1): @VicVijayakumar Elon trying to stick it to mom and pop. It tracks with his years of courting the poorly educated of the maga world.
作者推荐 Google 推出的本地语音输入应用 Google AI Edge Eloquent，基于 Gemma 12B，在 Mac 和 iPhone 上免费提供本地转写、翻译和润色功能。
If you have a Mac or iPhone, try Google AI Edge Eloquent. It is a free local AI voice dictation app from Google powered by Gemma 12B, and it's seriously impressive. You can transcribe, translate, dic…
受众观点：① 有人直接询问识别准确率，说明潜在用户最关心的是实际可用性而不是模型名字（@byalexai, 1like） ② 有用户索要 iOS 下载链接，表明移动端场景下的本地语音输入需求很强（@iamfakhrealam, 1like） ③ 也有人反馈该应用在欧盟地区不可用，暴露出地理和合规限制会影响这类工具的推广（@szilagyipal, 0likes）
展开评论
- @byalexai (1): @ai_for_success what's the accuracy rate?
- @iamfakhrealam (1): @ai_for_success Can you share link for ios?
- @szilagyipal (0): @ai_for_success Unfortunately not available in the EU
Claude Code 推出 Remote Control 功能，让你在本地终端启动任务后，可以在手机或网页远程接管同一会话继续运行和控制。
New in Claude Code: Remote Control. Kick off a task in your terminal and pick it up from your phone while you take a walk or join a meeting. Claude keeps running on your machine, and you can control…
受众观点：① 关注 Claude Code 与本地开发环境集成的 AI 开发者 ② 经常跑长任务、需要远程盯进度的工程师和独立开发者 ③ 想降低云算力成本、更多利用本地机器又希望随时随地控制的技术用户。
展开评论
- @claudeai (2405): Remote Control is now available in Research Preview for Max users, and coming soon to Pro users. Run `claude rc` to get started. Docs: https://t.co/mdW9AaC0zM
- @izana3133 (1529): @claudeai “Ok Claude Code, do whatever u want, just make no mistakes” https://t.co/iQnMT75TqM
- @TimJayas (673): @claudeai Another day another update by Claude. Another Startup just got wiped. https://t.co/vut5AwT0SE
- @vlelyavin (325): @claudeai openclaw users have had this for months but it's cool to see claude code catching up lol ngl the "start a task and check from your phone" workflow is genuinely addictive once you try it
- @effiebio (247): @claudeai https://t.co/z4F2IQYFRj
Anatoli 推荐一节斯坦福关于 ChatGPT 和 Claude 工作原理的公开课，号称是目前最清晰的 LLM 讲解之一，适合从零到重度用户观看。
instead of watching 2 hours of Netflix tonight, watch this Stanford lecture it's the clearest explanation I've seen of how ChatGPT and Claude actually work useful whether you've never touched AI in y…
受众观点：① 想系统理解 ChatGPT/Claude 背后机制的工程师和产品经理 ② 只会调 API、不太懂模型原理的独立开发者 ③ 想给团队做 AI 入门培训、需要精选教学资源的技术负责人。
展开评论
- @ManOnTheGreen (30): @AnatoliKopadze Anatoli, don’t you think it would have been appropriate to credit the lecturer here (Yann Dubois)? @yanndubs
- @unim38498402 (18): @AnatoliKopadze You should name the lecturer who is giving you this valuable knowledge and on whose intellect you are getting your 2 mins of fame and clicks. Have basic intellectual integrity when you post academic lectures online.
- @nekooechi (17): @AnatoliKopadze That's really useful and clear. I translated into Chinese and I hope more people could use these excellent skills.
- @populr_knapsack (17): @AnatoliKopadze trust me you don’t have to convince women to choose watching this gigachad over Netflix https://t.co/twlkjwHrfF
- @0xMovez (12): @AnatoliKopadze Top tier watch brother. Love this LLM lecture
一位独立开发者展示自己做的 HAELE 3D 姿势参考应用，支持自定义姿势、切换解剖模型和灯光，用于帮助画师找人体参考。
I am an indie dev working on an anatomy pose reference app for artists. - Create custom poses - Customize the lighting - Switch between various anatomy models Would you use this for drawing? It is ca…
受众观点：① 对 3D/图形工具感兴趣的独立开发者 ② 想做面向艺术家和创作者细分市场产品的创业者 ③ 关注一次性买断 vs 订阅模式、担心软件成本的创意工作者。
展开评论
- @haele3d (549): Switch between realistic human and simplified body models. Explore the skeletal and muscular systems. Use props and edit the lighting. Wishlist it here: https://t.co/DEMz2Umfot
- @AmbroseBoaBowie (159): @haele3d If i need to buy it, fine. But there better not be a monthly subscription with different levels. People can hardly afford to live as it is and every other art program like this thinks it can afford to charge 50 a month for a niche idea
- @p_u_p_i (126): @haele3d My life would be yours ige, this looks incredible
- @IndieGameJoe (34): @haele3d "the indie game joe effect" this is really cool btw!
- @CrazyPhilDerp (32): @haele3d This is something that certainly has my attention. Has a lot of potential. I'm constantly web searching for poses and references, so I would use this. As long as it's not too complicated or a big memory hog on a computer.
Tim Cook 宣布搭载 M5 芯片的全新 14 英寸 MacBook Pro，主打更强性能和续航，并强调在 Mac 上的 AI 性能大幅提升。
Amazing performance. Extraordinary battery life. Introducing the all-new 14-inch MacBook Pro with M5, delivering the next big leap in AI performance on the Mac. https://t.co/qqjyO2Sj3W
受众观点：① 需要本地跑模型或做 AI 实验的开发者 ② 考虑换机、在意续航和性能平衡的工程师 ③ 想评估 Apple AI 叙事与实际开发体验差距的技术用户。
展开评论
- @NuruFreddy (366): @tim_cook Thanks Tim https://t.co/0Y9Q8z2KQa
- @daniel_dot_xyz (299): @tim_cook Most unnecessary use of space ever https://t.co/0JbBEwpqZW
- @alexxonly (63): @tim_cook ew https://t.co/dwJo06NLMN
- @mreiffy (40): @tim_cook This was said about the M4, yet my M4 dies after 4 hours. It’s a complete joke.
- @tadasgedgaudas (32): @tim_cook Everybody who just bought an M4: https://t.co/8dGCXnYfL7
推文介绍一款名为 Primal Repairs 的独立游戏，让玩家在石器时代扮演修理工，用恐龙干家务、接开放世界维修任务并升级住所和工坊。
This indie dev is making a handyman simulator set in the stone age where you literally help cavemen. - Use a dinosaur to mow lawns & move heavy loads - Open-world repair contracts - Upgrade your…
受众观点：① 想通过社交媒体验证创意的独立游戏开发者 ② 做休闲模拟类产品、需要强卖点文案的产品人 ③ 对如何用短视频和一句话介绍抓住玩家兴趣感兴趣的创作者。
展开评论
- @moltensnow (326): @IndieGameJoe Embarrassing confession: I've always wanted a Flintstone game. Maybe this is it?
- @IndieGameJoe (274): 😂 https://t.co/wXPirVSjTX
- @IndieGameJoe (260): honestly, this trailer hada me cracking up 😂 "Fix dino-powered gadgets, help cavemen with absurd tasks, and use your loyal Velly as the ultimate multi-tool in an open prehistoric world." you can wishlist here https://t.co/r1TaszxpRF
- @marooninkstudio (150): @IndieGameJoe Flintstones, it's the Flintstones... No? No? Just me? Okay. 😔 This looks fun 😂
- @zerohedge_RMRT (99): @IndieGameJoe That song its fucking ai slop
推文安利一款名为 Unemployment Simulator 2018 的像素风生存恐怖游戏，玩家在单身公寓里维持多巴胺、处理吃喝洗漱并“躲避责任”。
This indie dev made a survival horror game where you're unemployed and can literally die of boredom - Must maintain high dopamine levels - Eat, drink, use the toilet & wash yourself - Hide from r…
受众观点：① 想用现实题材做独立游戏的开发者 ② 关注情绪共鸣和社会议题表达的创作者 ③ 对如何用游戏化表达打工人/失业者处境感兴趣的产品和设计师。
展开评论
- @LeesiBB (339): @IndieGameJoe “horror game” and it’s literally just my life https://t.co/23Y06ZquyJ
- @ColorTheBooks (186): @IndieGameJoe It's too early in the morning for these kinds of personal attacks, Joe...
- @bienjamyn (161): @IndieGameJoe an employed person playing this game https://t.co/mgHnkjVe4P
- @IndieGameJoe (116): "The year is 2018, you are trapped in a single-bedroom apartment somewhere in an undisclosed Nordic welfare state." this is very interesting haha (great pixel art too!) check the game out here and follow the talented dev @unemploysim2018 https://t.co/JeYUGOixsn
- @Sleezejameson (97): @IndieGameJoe I thought the whole point of video games was escapism…..
作者展示一个基于 OpenClaw 的自动化代理：扫描卫星图像找合适房屋、生成带泳池改造前后的渲染图，并自动给房主寄明信片帮助泳池建造商获客。
this OpenClaw bot finds $500k–$1.2M homes without pools, renders a pool into their backyard, and mails the owner a postcard showing the before/after, on autopilot... here's how pool builders can clos…
受众观点：① 想用 AI 做线索挖掘和营销自动化的创业者 ② 关注 OpenClaw 等多工具编排框架的开发者 ③ 做本地服务生意、想尝试 AI 驱动获客的中小企业主。
展开评论
- @goatlal (119): @everestchris6 I literally did this with one prompt using Bud No need for a complex OpenClaw workflow https://t.co/hXZKCtTrWd
- @Alexxcastlee (107): @everestchris6 https://t.co/KnMnme56sc
- @everestchris6 (76): dm me if you want a custom openclaw system for your business
- @mattfthompson (33): @everestchris6 It absolutely does not do this on autopilot
- @dhiran_dev (32): @everestchris6 lowkey feel bad for whoever gets these postcards and suddenly wants a $50k pool they never thought about before lol https://t.co/rU4XpI1bZ2
Abdulaziz 用阿拉伯语推荐 OpenClaw，称其是能在本机统一调用 GPT、Claude、Gemini 等模型的免费 AI agent 工具，并演示了在 Windows 和 Mac 上的安装使用。
أحد أفضل وكلاء الذكاء الاصطناعي، الشهير OpenClaw تنزله على جهازك وتربطه بأدوات الذكاء الاصطناعي مثل GPT أو Claude أو Gemini وغيرها من شاشة واحدة، مجاني ويشتغل من جهازك الكمبيوتر مباشرة، ويعمل على Win…
受众观点：① 同时使用 GPT、Claude、Gemini 等多模型的重度 AI 用户 ② 想在本机跑 agent、但担心安全和成本的开发者 ③ 需要给团队选一套统一 AI 工作台的技术负责人。
展开评论
- @fares2418 (16): @Abdulaziz_Hmadi الأداة قوية صحيح بس خطيرة جداً إذا شغلتها مباشرة على جهازك الأساسي الأفضل والأضمن تشغلها داخل بيئة معزولة Sandbox أو VMعشان تحمي ملفاتك وجهازك
- @m_ic311 (10): @Abdulaziz_Hmadi مميز كعادتك شكرا لك 👍 أكبر مشكلة تواجهنا مع بعض الأدوات الحالية هي التشتت بين النوافذ والمشاريع. فكرة توحيد النماذج القوية (claude, gpt) ومساحة العمل في مكان واحد مثل openclaw هي تطبيق حقيقي لمبدأ العمل الذكي والإنتاجية العالية. شرح مميز وفي وقته اعشق هالادوات ا…
- @MisterJorge9 (9): @Abdulaziz_Hmadi جرب Hermes اعتقد انه افضل الان
- @1Mtma (8): @Abdulaziz_Hmadi فيه واحد سعودي مسوي نفس المنصة واضاف ميزات كثيرة حسابه@M_Trixo
- @ai4cloud (6): @Abdulaziz_Hmadi يعطيك العافية … جاي بوقته الشرح بس عندي تحفظ على نقطتين: - انه مجاني وهو يحتاج ربط مع chatgpt و claude وهذي ماحتعطيك شي دسم مع الclaw بدون اشتراكات - مسألة الامان مارح اجادلك فيها لكن احرص ان الاستخدام يكون في بيئة معزولة بالكامل على بيانات غير سرية او حساسة اصل…
Ollama 宣布基于苹果 MLX 框架大幅优化 Apple Silicon 上的本地推理性能，让在 macOS 上跑 Qwen3.5 等大模型的个人助手和代码 Agent 更快更稳。
Ollama is now updated to run the fastest on Apple silicon, powered by MLX, Apple's machine learning framework. This change unlocks much faster performance to accelerate demanding work on macOS: - Per…
受众观点：① 关注 Apple Silicon 上本地大模型推理性能、想在 Mac 上跑个人助手和代码 Agent 的开发者 ② 正在做桌面 AI 工具、需要选择本地推理引擎和量化方案的独立开发者 ③ 对 MLX、NVFP4 等新推理技术感兴趣、想挖掘 Mac 端 AI 性能上限的技术用户
展开评论
- @ollama (336): This results in a large speedup of Ollama on all Apple Silicon devices. On Apple’s M5, M5 Pro and M5 Max chips, Ollama leverages the new GPU Neural Accelerators to accelerate both time to first token (TTFT) and generation speed (tokens per second). note: test was conducted on us…
- @lucatac0 (26): @ollama wow MLX & NVFP4 support? ❤️🔥
- @aduermael (21): @ollama Awesome! Can't wait to try this with herm! (https://t.co/DhvOgb0yn3)
- @ivanfioravanti (21): @ollama YES!!!!!!!! Thanks team! I'll benchmark this like crazy and send feedback!
- @SMT_Solvers (8): @ollama I already switched to raw llama.cpp
Base 推出 Base MCP，让 AI Agent 能直接连接用户的 Base 账户，在链上帮你完成 swap、交易和资产管理，并通过集成 Uniswap 等应用的插件扩展能力。
Introducing Base MCP Your agent's new gateway to Base → Connect an agent to your Base Account → Enable it to swap, trade, and manage your portfolio → Use plugins from leading apps on Base The next st…
受众观点：① 关注 AI Agent 如何真正落地到链上交易和资产管理场景的 Web3 开发者 ② 想把自己产品接入 Base MCP、让 Agent 能直接操作 DeFi 协议的创业者 ③ 对 MCP 生态感兴趣、在做多工具编排和插件系统的 AI 基础设施开发者
展开评论
- @base (450): Skills make Base MCP more fun MCP includes skills for: - @Morpho - @MoonwellDeFi - @bankrbot - @avantisfi - @virtuals_io - @Uniswap - @AerodromeFi With more coming soon!
- @0xyoussea (107): @base Welcome Orbit, the Base MCP mascot 🟦
- @Uniswap (48): @base Every agent has a home on Base Every agent can transact on Uniswap
- @gitlawb (35): @base Playground is powered by our open source agent harness (OpenClaude). OpenClaude will now connect to base MCP to give builders the power of base.
- @HydrexFi (25): @base Hydrex MCP skill loading ...⚓️
Poke 宣布成为首个获苹果官方批准、可以通过 Apple Messages 发短信的 AI Agent，并声称在一次重大基础设施升级后响应速度和稳定性大幅提升。
Say hi to the new Poke! 🌴 Now officially approved by Apple to text on Apple Messages. As the first and only AI agent. Chat now: https://t.co/VIWYU64dUI https://t.co/AtZxupI2Ji
受众观点：① 想把 AI 助手做成真正“常驻消息应用”的独立开发者 ② 正在探索多渠道分发（iMessage、SMS、WhatsApp）的 AI SaaS 创业者 ③ 对高可用基础设施和 Agent 后端架构感兴趣、想了解如何支撑大规模对话流量的工程师
展开评论
- @marvinvonhagen (221): @interaction Poke is also much, much, much faster and reliable thanks to the biggest infrastructure update ever! ⚡
- @rauchg (166): @interaction Maybe the first agent that makes sense to everyone
- @btn0s (79): @interaction left me on read https://t.co/5UMsFFKrty
- @tenobrus (65): @interaction i'd be real excited about this but it is not in fact responding through the new channel https://t.co/Lv6HLVYCGY
- @JacksonGarnett (55): @interaction borked. https://t.co/WdZXknfHbe
OpenAI Devs 宣布私有 MCP 服务器可以通过仅出站 HTTPS 隧道连接到 ChatGPT、Codex 和 Responses API，并配套 Workload Identity Federation 让团队用云端 IAM 管理访问而不再散发长期 API Key。
Private MCP servers 🤝 OpenAI products Your team can keep MCP servers inside your network while ChatGPT, Codex, and the Responses API connect through outbound-only HTTPS. 🔗 https://t.co/UVq0KpT0km htt…
受众观点：① 想在公司内网部署 MCP 服务器、又担心数据安全和权限管理的工程团队 ② 正在做基于 OpenAI 能力的 SaaS/Agent 产品、需要连接客户私有数据源的独立开发者 ③ 对云端身份联合、零信任访问和 API Key 管理痛点敏感的后端/平台工程师
展开评论
- @OpenAIDevs (180): Workload Identity Federation brings cloud-based identity to the OpenAI API platform. Teams can manage access through IAM workflows while reducing the need to distribute permanent API keys across services. 🔗 https://t.co/FCoccpKUpp https://t.co/IJmsc3B8K9
- @apifromwithin (5): @OpenAIDevs Outbound-only HTTPS sounds secure until you realize OpenAI sees every request flowing through their tunnel. They're not just selling API access—they're instrumenting your internal tools. Data flows through their infrastructure whether you want it to or not.
- @itsnishantg (3): six months ago: everyone is arguing about which model is smartest. this week: openai ships wif and mcp tunnels. today: i’m crying in a chipotle because i’m trying to explain workload identity federation to a burrito. the model wars are over. the auth wars just started. i’m stari…
- @Layton_Gott (3): @OpenAIDevs @tinkerersanky Cool but are we not going to address how bad GPT 5.5 has been lately compared to when it was first released?
- @OneManSaas (2): @OpenAIDevs How does the outbound-only HTTPS handle authentication back to the MCP server? Are you using some kind of token-based auth or is there a different security model for the tunnel?
Avichal 评论 Anthropic 的 Claude 界面创新被开源 AG-UI 等项目复刻，认为“在界面内行动的 Agent”这一体验现在已经可以用开源 React 库实现，削弱了 Anthropic 在 Agent UI 上的差异化。
Anthropic's in trouble, again! They spent years building what's now fully open-source. What made Claude feel different from a normal app is that the agent could act inside the interface instead of on…
受众观点：① 正在为 Agent 产品设计前端交互、想复刻 Claude Artifacts 体验的前端和全栈开发者 ② 在用 LangGraph、CrewAI 等框架搭 Agent、需要一套可复用 UI 外壳的独立开发者 ③ 关注开源 Agent 基础设施、思考产品护城河到底在 UI 还是在模型和编排上的创业者
展开评论
- @guilhermeotina (6): i think the artifact rendering was always the most cloneable part. the harder question is whether the agent-native loop that produces coherent multi-file artifacts on the first try generalizes outside anthropic's model. open design copies the output format but the moat was never…
- @ViceSol (4): @_avichawla Anthropic’s in trouble” because an open-source React library dropped? Bro, Anthropic is a multi-billion dollar research lab selling frontier intelligence, not a frontend UI template shop. Respect the open-source hustle, but this clickbait is shameless lol
- @Arslandev97 (3): @_avichawla Finally, open-source agent UI wins.
- @wayne_culbreth (2): @_avichawla They should have picked a better name. I assume any AI adjacent project called Copilot is just terrible.
- @LeBonPrompt (2): @_avichawla AG-UI is basically LSP for agents. Write the UI once, swap LangGraph for CrewAI and the frontend never notices.
博主分享自己买 Mac 之后的生产力组合，用 Codex 快速写爬虫小工具、Docker Desktop 跑服务、剪映剪视频、RustDesk 远程办公，感叹入坑太晚。
靠，我发现 Mac 买的晚了 !! 现在已成为我的生产力工具： 1/ 装上 Codex, 分分钟起个爬虫小工具 2/ 装上 Docker Desktop, 小工具随时跑起来 3/ 装上剪映，买好会员，把下载好的 youtube 视频丢进去剪出来，丝滑得不得了 4/ 装上 RustDesk, 到哪都连能上去工作
受众观点：① 正在纠结是否换 Mac、想了解真实开发和内容创作体验的独立开发者 ② 需要同时做爬虫小工具、跑容器服务又要剪视频的多栖创作者 ③ 想优化 Mac 上 Docker/远程桌面组合、提升日常开发效率的工程师
展开评论
- @Dalong_AI (27): @huangyun_122 Mac 用户别再用 Docker Desktop 了，试试 OrbStack！ ✅ 启动快几倍（秒开） ✅ 内存/CPU占用少得多 ✅ 文件IO性能显著提升 ✅ 完全兼容docker命令 ✅ 个人免费 Docker Desktop 又慢又占资源，OrbStack 轻量流畅，开发体验直接起飞。 brew install orbstack 一键安装 👉 https://t.co/vKL2oMr3Rf
- @simalikesheng (6): @huangyun_122 这个list没看出哪个是windows 做不了的。
- @manateelazycat (5): @huangyun_122 老板 您好呀 给您私信了
- @_gkiwi (5): @huangyun_122 把Docker Desktop 换成 OrbStack！
- @sitinme (2): @huangyun_122 1t 都瑟瑟发抖
博主分享自己做 AI Agent 时的数据采集经验，重点推荐开源爬虫项目 MediaCrawler，支持小红书、抖音、B站、微博等多平台抓取，代码质量和社区活跃度都不错。
最近试了几个爬虫工具，分享下我的使用体验 做 AI Agent 的时候，数据采集是最头疼的环节。 MediaCrawler（45K+ stars） 如果你要做国内社交媒体的内容抓取，这个几乎是唯一选择。 支持的平台很全：小红书、抖音、B站、微博、快手、知乎、百度贴吧。代码质量不错，社区活跃，更新也及时。
受众观点：① 想做内容型 AI Agent（选品、舆情、内容生成），需要稳定抓国内社媒数据的开发者 ② 正在从零搭建爬虫基础设施、但被验证码、IP 池和登录态折磨的独立开发者 ③ 想把开源爬虫项目用到生产环境、关心可扩展性和维护成本的工程师
展开评论
- @Fan_Sa_Xi (18): @servasyy_ai 补充一条：x-tweet-fetcher其实还有个隐藏用法，把它跟Firecrawl或者Browserless结合用，能绕过Twitter的部分rate limit和登录墙，采集量能翻好几倍，生产环境稳很多，强烈建议试试这个组合。
- @cryptoxiao (6): @servasyy_ai 可以试试6551的opentwitter 无缝解决
- @treydtw (6): @servasyy_ai 国内的限制太大了，目前实测下来最稳的就是用cdp这种带登录态的方式，慢肯定是慢，不过还是稳定
- @Pangolinfo_API (4): 博主总结得很好！不过作为老爬虫人想补充一点：开源工具玩玩可以，真上生产环境，自动化只是门槛，真正的挑战是规模化（Scalability）。 当需求从“抓几条”变成“抓百万级”时，维护成本会几何倍增。像 Pangolinfo API 这种思路才是生产力的解药：把验证码、IP 池、浏览器指纹这些脏活累活全部封装掉，开发者只需关注业务逻辑。一个请求搞定上百万 Amazon 页面，这才是 AI Agent 真正的“数字化基建”。
- @YuLin807 (3): @servasyy_ai 我看到了什么 x-tweet-fetcher 我爱你 黄Sir！
作者整理了8个把AI和玄学结合的开源实战项目，从人生K线、Agent智能体到玄学SaaS出海，强调这是可落地的产品方向而不是传统算命。
最近AI加玄学这概念火得不行，但真正能跑通的硬核项目没几个。我翻了几天GitHub，扒了8个实战开源的狠货，直接干货甩脸上。 提醒：别以为这是算命，这是你人生的K线图、Agent智能体、硬核算法排盘、玄学SaaS出海一条龙。直接Star收藏，不然后悔。 1 人生K线 https://t.co/rYsg5cbTWD https://t.co/pFR1FNVzX3
受众观点：① 想做细分垂类 AI SaaS 的独立开发者 ② 对 AI+占星/命理等玄学方向感兴趣、但还在找具体落地形态的产品人和工程师 ③ 想通过 GitHub 开源项目快速验证赛道可行性的技术创业者。
展开评论
- @AmandaB001 (1): @XAMTO_AI ͏👆 🍀 💯 🤝 😁
- @php_martin (0): @XAMTO_AI 这种项目合集最容易让人误以为“有工具就够了”。但真正做出可用产品，还是要产品定位、交互、设计、实现和迭代一起跑。 https://t.co/4tg9JhDcET
- @BimbiHarcos2000 (0): @XAMTO_AI 😠👾 🎂 🍻
- @selaygundogdu (0): @XAMTO_AI 线下sao货没人比她sao @your_zhen1 🌙😏
- @Ferbin08 (0): @XAMTO_AI metaphysics is a big umbrella. what's the actual connection here: philosophy, spirituality, or something else?
这条推文在宣传 Hermes Agent 课程，号称从零到多 Agent、自带 MCP 和调度器的全自动工作流系统，让内容、研究和业务流程在你睡觉时也能自动运行。
Hermes Agent. Zero to full autonomous operation. One complete course. Installation. Skills. Memory. MCP. Scheduler. Multi-agent. Works while you sleep. The people who build this system will never man…
受众观点：① 想用 Agent 自动化内容生产、研究和运营流程的独立开发者 ② 正在评估 Hermes、OpenAI MCP 等 Agent 框架投入产出比的工程师 ③ 想通过系统化课程切入 AI Agent 但缺少实战对照的产品和技术同学。
展开评论
- @sairahul1 (1): @cyrilXBT What do you prefer Ooenclaw or hermes
- @Blum_OG (1): @cyrilXBT studying Hermes is the most promising time investment
- @Nicoqp (0): @cyrilXBT One Hermes to rule em all
- @NFTMansa (0): @cyrilXBT This is the dream, isn't it? Building that autonomous layer for all the repetitive stuff is freeing. What's been the trickiest part to make genuinely hands-off?
- @alphabatcher (0): @cyrilXBT let me make QRT on your great article bro looks so good
这条推文介绍了开源反检测浏览器 CloakBrowser，深度魔改 Chromium，在爬虫和自动化场景下通过 reCAPTCHA v3 高分和多项指纹检测绕过来替代昂贵的商业反检测浏览器。
反检测浏览器一个月动辄收几百块，现在有人直接开源了一个能打的平替。 CloakBrowser，一个深度魔改的 Chromium 浏览器，专治爬虫和自动化场景下的各种检测。 - reCAPTCHA v3 评分 0.9，达到跟真人一个水平 - 主流爬虫检测 14 项全过，Cloudflare 验证也能自动绕过 - 完全兼容 https://t.co/NnWoufdcdF
受众观点：① 需要长期稳定抓取电商、社交等站点的爬虫工程师和独立开发者 ② 想给自家 AI Agent 接入真实网页操作能力、但又怕被风控封禁的工具开发者 ③ 正在为反检测浏览器高昂订阅费用犹豫的小团队和个人。
展开评论
- @neohob (7): @GoJun315 playwright的魔改pathcright加上指纹插件一样可以，抓咸鱼好像还没什么封过，而且我还没用patchright用的还是原版playwright
- @LiQiuJIong (0): @GoJun315 模拟鼠标动作过验证码可以么
- @wangmaocheng3 (0): @GoJun315 star了，有需要再用
- @nouzuonoudie (0): @GoJun315 Scrapling，更强大一些
这条推文讲胡彦斌在《歌手》节目里用 Claude Code 搭配 VS Code 自己做粉丝社区 App“彦火”，把 vibe coding 从开发者工具玩具推向明星和普通用户的消费级场景。
什么？连胡彦斌都开始vibe coding了！ 昨晚《歌手》片段，他用 Claude Code + VS Code，自己独立开发了粉丝社区App彦火，目前在TestFlight测试中 正所谓： 你要的 token 全拿走 把 memory 化成空 不要在乎 model context 有所保留 说过的话当 skill 附送 https://t.co/v9DoW3ZEmE
受众观点：① 关注 Claude Code、Cursor 等 AI 开发工具的工程师和独立开发者 ② 想把 AI 编程能力包装成面向素人的 App 或平台的产品经理 ③ 对明星带动下的 AI 工具破圈现象感兴趣的内容创作者和创业者。
展开评论
- @dajiangchat (43): @CryptoDoggyCN 搞笑的是胡彦斌说 vibecoding，节目组以为是 webcoding，然后字幕就翻译成了网络编程😅
- @samhimselff (20): @CryptoDoggyCN 那算是明星里的科技断层了
- @kinghylon (20): @CryptoDoggyCN 歌手不用ai写歌，搞锤子代码。很难不怀疑在凹人设
- @stometaverse (7): @CryptoDoggyCN vibe coding 从 dev tool 变成 consumer tool 的拐点比很多人想的来得快。
- @leaf_sanren (4): @CryptoDoggyCN 这其实挺反直觉的。很多非技术的人做 vibe coding，反而没那么容易陷进“我要精确控制每一步”的坑。 他们更像是在和一个同事说话，先把事讲明白，再慢慢磨。某种程度上，技术背景有时候反而是包袱。
作者分享了自己做游戏时用 Viggle 的 PINOC 功能和 iPhone 视频，在家就能免费生成动作捕捉 FBX 数据导入 Blender，替代昂贵的 mocap 设备工作流。
最近在做我的游戏的时候很多小伙伴私信、留言问我怎么做的。抽空跟大家录了一个视频，分享下我的工作流。全部是免费的，不需要买几万块的mocap动作捕捉服，我是在家用iPhone拍了几个视频实现的： 1.在Viggle的PINOC视频转动作捕捉fbx数据，然后下载到blender里面 https://t.co/VVPAOI6yZE
受众观点：① 想做独立游戏或 3D 内容但预算有限的创作者和开发者 ② 对用 AI 工具替代昂贵硬件工作流感兴趣的技术人 ③ 想了解如何用现成免费工具快速验证创意的独立开发者。
展开评论
- @LINXIVERSE (1): @DLKFZWilliam2 逐字学习
- @aronhouyu (1): @DLKFZWilliam2 大善人👍👍👍
- @yungui_ml (1): @DLKFZWilliam2 我去，原来这种人物动作是这么做出来的
- @marsduck_ (0): @DLKFZWilliam2 可以捕捉脸部表情然后绑定到脸部骨骼吗？
- @draslanelif (0): @DLKFZWilliam2 线下sao货没人比她sao @your_zhen1 🎶💟
一位开发者用 Claude 快速做出 4 个已上架和 5 个在开发中的 iOS 应用，却几乎没有真实用户和收入，感叹门槛从“能不能做出来”转移到“如何获得分发”。
Claude will build you an iOS app. A real one. SwiftUI, StoreKit, widgets, Live Activities, the whole thing. It took me longer to write the PRDs than it did to get working builds. That part is not the…
受众观点：① 有用户自称是那位芬兰用户，半玩笑半鼓励地支持作者继续做下去，体现出社区对个人项目的情感共鸣（@8_Whiskey_Sours, 591likes） ② 有人强烈反感帖子写作风格像 AI 生成，认为连这类反思帖都被 AI 代写很可惜（@-becausereasons-, 290likes） ③ 也有人担心未来每个问题都会有十万款应用可选，应用过剩和发现难度只会加剧（@Maximum_Ad2821, 125likes）
展开评论
- @8_Whiskey_Sours (591): I am that guy in Finland. Keep up the good work!
- @-becausereasons- (290): I wish this wasn't absolute AI slop writing. I really wish you just fucking spent 5 minutes to write the fucking thing you felt man jesus fucking christ.
- @Maximum_Ad2821 (125): Soon we'll have 100k apps to pick for per problem. It'll only get worse 😃
- @bsgman (122): I am your wife, put your damn clothes away!
- @pristineprompts (104): Lmao 😂 thanks
发帖人发起周末项目分享贴，并顺带介绍自己在做 AISlop，用来扫描代码里由 AI 生成时常见的重复辅助函数、死代码和隐藏错误的防御性逻辑等质量问题。
It’s Friday!!! If you’re like me, I try to work on some ideas over the weekend. What are you planning to work on this weekend? I'll also be working on AISlop. It helps developer scan for patterns lik…
受众观点：① 评论区很多人顺势分享自己周末在做的 side project，从数学训练应用到网站分享平台，氛围偏互相展示（@Solid_Pie4270, 6分; @Hot_Government_3501, 5分） ② 有开发者提到自己正在用 Godot 做游戏，说明读者群体里不少是技术向创作者（@AleksCodesStuff, 4分） ③ 也有人提到新产品刚上线，本周末主要精力放在营销和上线后的运维上，体现大家对发布后“hyper care”的关注（@GlassChange9161, 3分）
展开评论
- @Solid_Pie4270 (6): Mathletiq - 6 minute brain exercise app https://www.mathletiq.com
- @Hot_Government_3501 (5): I developed this web app, a website sharing platform with social media features: https://www.siteofsites.org/ To learn more about the project, there's a page that explains the vision better: https://www.siteofsites.org/SiteOfSites/HowItWorks It's completely free.
- @AleksCodesStuff (4): Trying to create game with Godot!
- @GlassChange9161 (3): We go live with https://sippd.xyz 🎉 So this weekend is marketing and hyper care time :)
- @Asleep_Shark (2): That's lovely. Goodluck building. Feel free to share here when you're done. I'd love to try it out.
原帖作者分享自己用 Claude Code 远程控制加语音输入，在家里走路时对着手机写代码和给反馈，比坐在电脑前更专注也更健康。
I use Claude Code with remote control (or cowork chats) + any decent dictation keyboard with openai whisper, this is actually the most productive way I can work. I basically only sit down to my deskt…
受众观点：① 很多人被评论区玩笑吸引，关注这种“边走路边写代码”的新工作形态有多现实（@rangorn, 94分） ② 有用户表示自己也在用 Claude 远程控制边散步边批复请求，认为这种模式确实可行（@Routine_Pay991, 17分） ③ 也有专业人士如律师分享类似用法，强调一边走路一边用 Claude 处理工作同样高效（@ccleasd, 10分）
展开评论
- @rangorn (94): Your coworkers must love you. Anyway myself I have wired my brain through electrodes directly to Claude.
- @Milan_SmoothWorkAI (18): Lol. I have my room fortunately. Otherwise I doubt I could do this 😃
- @Routine_Pay991 (17): I haven’t used the voice thing but I use remote control all the time including going on walks outside a couple of times a day but still approving Claude requests and doing some prompts. Remote control is awesome
- @ccleasd (10): Im a lawyer and doing the Same.
- @HourSupermarket2708 (9): Better thinking, better health, and surprisingly high productivity.
开发者担心在 AI 炒作下，客户会认为用 AI 就能一键生成完整应用，询问如何向客户解释为什么仍然需要专业工程流程和人工参与。
I feel like this might start becoming a lot more common, due to all the hype and marketing surrounding AI. Seems a lot of ppl believe anyone can build an app in one-shot and we don’t need experienced…
受众观点：① 顶赞评论直接建议让客户自己用 AI 一键做并上线，等出问题再以更高价格收尾，反映出不少开发者对这类客户的无奈和防御心态（@fzammetti, 98score） ② 有人用飞机设计类比，强调快速生成和严谨测试之间的差异，说明大家普遍认同软件工程需要分阶段验证和安全考量（@Glimpal, 35score） ③ 也有评论指出这类客户往往喜欢压价和争论，认为与其费力科普不如通过合同和价格机制让他们为风险买单（@zen8bit, 30score）
展开评论
- @fzammetti (98): "Go ahead then, do it. Then, put it in production immediately. Then, call me in a month and let me know how it turned out. But understand that my rate will be triple when you call me in a week instead asking me to build it properly."
- @SeaEnergy264 (36): This is how not to sell… point still stands though
- @Glimpal (35): Would you feel comfortable flying on an airplane that was designed and built quickly, or one that had its many components meticulously tested along the way?
- @zen8bit (30): I’d actually wager the opposite. These types of customers are absolute garbage to work with. If they wanna bark loud and try to haggle like this, then they don’t need to be reasoned with, they need to be allowed a chance to see their own stupidity. Like, make your pitch, explain…
- @chuckdacuck (29): Tell them to one shot it themselves and report back.
提问有哪些平时不被当作主流前端后端栈的编程语言，其实在 Web 开发领域有被低估的生态和优秀库。
Are there any languages we don't usually associate with webdev, but where they have great libraries that deserve more attention? So I'm not asking about the language itself. I'm asking about the tool…
受众观点：① 有人强调 Go 在现代 Web 基础设施中的重要性，列举 Caddy、Ollama web server、kubernetes、Terraform、Prometheus、Traefik、Docker 等项目，认为它是被低估的“默默支撑者”（@selipso, 69score） ② 也有人为 PHP 8+ 正名，提到 swoole、frankenphp、PSR 标准和现代工具链让它在性能和工程化上不输 Go、Python 或 Java（@barrel_of_noodles, 44score） ③ 还有人推荐 Elixir/Phoenix，认为其基于 Erlang 运行时的全栈能力和简化 SPA 复杂度的特性在 Web 场景中很有优势（@pyeri, 76score）
展开评论
- @mamwybejane (85): I’m pretty sure it runs on .COM and other domains too
- @pyeri (76): Surprised nobody mentioned Elixir! It's a full stack webdev language built on the Erlang runtime, and its flagship Phoenix framework is a rare gem that offers multitasking and seamless UI design without all the SPA complexity.
- @selipso (69): Actually underappreciated? I’m going to say Golang. It’s one of those languages that just works and you don’t hear much complaining about it on Reddit / stack overflow so you assume very few developers use it. Yet, it’s one of the few projects that Google has gone in on and stuc…
- @barrel_of_noodles (44): Php's recent step into swoole and frankenphp. (along with yearly release schedules, pretty good type hinting, full native generics on the cusp, psr standards, package management, full testing suites, with your choice of framework.) Makes PHP 8+ a really really modern compelling…
- @CantankerousButtocks (32): CSharp, maybe? I loved moving far away from web forms though about 10 or more years ago. Their next generation is Blazor.
楼主吐槽自己在多台服务器上折腾 Unraid、Komodo、Dockhand、Arcane 等 Docker 管理工具频繁迁移，想听听大家都怎么管容器。
Ok so I started with Unraid running community apps, then I moved everything to the unraid compose plugin as I started dealing with more than one server running other os'. Then I setup komodo and peri…
受众观点：① 有人表示折腾了一圈还是最习惯 SSH 登上去直接敲命令，图形化面板反而不顺手（@cardboard-kansio, 42分） ② 也有用户长期在多节点 Dockhand 环境下使用，反馈整体体验不错（@nmincone, 39分） ③ 部分人给 Arcane 点赞，另一些则分享自己用简单 alias 或脚本封装 docker compose pull/up 来管理多台服务器（@nathme, 17分; @corruptboomerang, 12分; @cardboard-kansio, 10分）
展开评论
- @cardboard-kansio (42): I dunno, it's been years already and I still mostly use SSH and terminal input. Anything else feels weird.
- @nmincone (39): Been living in a 3 node Dockhand world for like 6 months, so far loving it.
- @nathme (17): \+1 for Arcane
- @corruptboomerang (12): Yeah, I mostly just docker compone pull docker compose up -d At my scale I just do it whenever I get around to it, since I'm only going to do it when I have the capacity to fix what I have just broke with the update.
- @cardboard-kansio (10): Aliases! dcp && dcu or do it programmatically in a script if you really have that many servers and services to maintain
帖子讨论 Anthropic 声称超过八成合并进代码库的代码由 Claude 编写，引发大家对“代码行数”这一生产力指标以及 AI 代码质量的质疑。
r/ClaudeAI Claude now writes 80% of the code at Anthropic
受众观点：① 有人讽刺用代码行数衡量生产力本身就是糟糕指标，引用经典比喻批评这种宣传方式（@LudwigVonHellsing, 236likes；@Plappedudel, 47likes） ② 评论指出原推文只是说代码产出提升 8 倍，并非直接说 80% 代码由 Claude 编写，质疑标题与引用不符（@Sticky_MA, 143likes） ③ 也有人贴出 Anthropic 研究院文章，确认官方确实提到 80% 代码由 Claude 创作，同时质疑工程师过度“tokenmaxxing”（@Restimar, 44likes；@MediumChemical4292, 19likes）
展开评论
- @LudwigVonHellsing (236): Oh yes, "lines of code", the metric we have always praised.
- @Sticky_MA (143): Title doesnt match what the tweet says. Anthropic ships x8 code, not that claude writes 80%. I'd argue thats a bad sign tbh, given the low quality they had early 2026.
- @Plappedudel (47): All LLMs can write slop code. Quantity alone is a really bad way to look at this. The old Bill Gates quote is right on the money: "Measuring programming progress by lines of code is like measuring aircraft building progress by weight".
- @Restimar (44): >As of May 2026, more than 80% of the code we merge into Anthropic’s codebase was authored by Claude. [https://www.anthropic.com/institute/recursive-self-improvement](https://www.anthropic.com/institute/recursive-self-improvement) Anthropic has indeed said what OP's title say…
- @MediumChemical4292 (19): They haven’t hired 8x the coders so pretty obvious how they managed to get so productive. Also their engineers keep coming out and pushing tokenmaxxing so they are definitely high on their own supply.
楼主在 selfhosted 版问大家自建 homelab 服务器要不要定期重启，还是只在更新或出问题时才重启。
I'm curious about the general consensus on scheduled reboots for your homelab? Currently my buddy and I joke about being "Uptime Kings" but I can't help but wonder if there's a standard for schedulin…
受众观点：① 多数人认为只在系统更新或修复问题时才需要重启，单纯为了高 uptime 不打补丁反而很危险（@itastesok, 91分） ② 有人强调现代系统如果需要定期重启才跑得顺说明软件有问题，应该找出元凶而不是靠重启续命（@Evening_Rock5850, 33分） ③ 也有人提到在有多节点集群时可以通过滚动重启，把内核或固件更新带来的停机时间控制在几秒内（@Illustrious-Owl-2755, 25分）
展开评论
- @itastesok (91): Only for updates. And if you're not applying updates just for higher uptime? Yikes.
- @Evening_Rock5850 (33): On a modern system with modern software, if a reboot is beneficial (outside of updates), then something is broken. It should perform the same 30 days after a boot as it does 12 hours after a boot. If it doesn't; you need to identify the offending software and consider an alterna…
- @Illustrious-Owl-2755 (25): Conversely, with modern software, you should be able to reboot the machine (for a kernel or firmware update) without more than a few seconds of downtime. 0-day vulns are a thing, the OS should be 100% up-to-date all the time. It's trivially simple to implement a rolling reboot o…
- @Meganitrospeed (24): Do you restart Production? A stable System shouldnt need reboots
- @Verme (21): I only reboot if there are problems, or updates that require it.
indiehackers 版的周五项目分享贴，楼主先抛出自己做的 Beatable 这个项目验证工具，邀请大家在评论区贴出各自的产品链接。
I'll start Mine is Beatable, to help you validate your project [https://beatable.co](https://beatable.co/startup-validation) What about you?
受众观点：① 有人分享 Code Pet，这是一只跟随 Claude Code 状态变化的桌面小宠物，还会本地统计常用技能和 MCP 工具使用情况（@worksfinelocally, 2分） ② 也有简单卖点型项目，比如 one dollar button 这种极简付费按钮服务（@GlitteringBaby9150, 2分） ③ 其他评论包括面向分销商的 B2B SaaS 平台 Distriboo 和带 AI 预测的体育比分应用等各类产品（@sioy23, 2分; @mrdogebet, 2分）
展开评论
- @worksfinelocally (2): Building Code Pet, a tiny animated pet that lives in the corner of your screen and reacts to what Claude Code is doing. Sleeps when you’re idle, gets to work the second you send a prompt, switches to a thinking pose when you’re in plan mode, looks up at you whenever Claude needs…
- @[deleted] (2): [removed]
- @GlitteringBaby9150 (2): onedollarbutton.com all what you *don't* need.
- @sioy23 (2): **Distriboo Plataforma SaaS B2B para distribuidores** **Plataforma SaaS B2B para distribuidores, con funciones de CRM comercial y módulos operativos tipo ERP enfocados en pedidos, catálogo, stock, cobranzas, logística, reportes e IA** [**https://distriboo.yoisar.com/:**](https:/…
- @mrdogebet (2): https://mrdoge.ai sports app with live scores and stats + ai predictions + sports data developer kit
发帖者纠结自己简历和求职时到底该写 front-end developer 还是 frontend developer，担心拼写影响搜索和工作机会。
This is a super dumb question (considering I've been working for like 5-6 years in this field) but I just want to get to the bottom of this so I can finally stop worrying that by searching "frontend…
受众观点：① 有人从语法角度解释 front-end 作为复合形容词时需要连字符，而作名词短语时则用 front end，认为 frontend 更像俚语用法（@greensodacan, 58score） ② 也有人给出简单规则：形容词用 front-end，名词用 front end 或 frontend，说明大家在实际表达中会混用多种写法（@koevh, 30score） ③ 评论区还有人自嘲说“难怪我失业”，体现出不少开发者也在半开玩笑地焦虑这种细节是否会影响求职（@threepairs, 76score）
展开评论
- @threepairs (76): huh, so thats why I am out of work?!
- @greensodacan (58): It's technically a compound adjective because it describes the *kind* of developer you are. So the hyphenated version is correct. "I'm a front-end developer." When referencing the area of application, it's a noun, so the hyphen is no longer necessary. "Safari still can't render…
- @koevh (30): Rule of thumb: 'front-end' is an adjective and 'front end' / 'frontend' is a noun. So you do front-end development, or you do front end. You're a front-end developer, or developer of frontends (though I've never heard someone say it like that lol).
- @threepairs (17): If you are not a bot, you should be! And I mean it in the nicest way possible.
- @Ibuprofen-Headgear (17): We developed your moms frontend last night
ClaudeAI 版块一帖展示 Claude 通过生成 SVG 代码间接产出图像的效果，引发大家将其与 Midjourney 等图像模型对比和讨论。
r/ClaudeAI I didn't think Claude could make images. Then it gave me this beauty
受众观点：① 有人认为这种基于 SVG 的图像生成方式对 Midjourney 等传统图像模型构成潜在挑战（@The_Grand_Blooms, 82likes） ② 评论解释 Claude 不能直接生成图片，而是生成 SVG 代码再渲染成图像，强调其工作原理（@DaddyDays, 69likes） ③ 也有人表示相比普通位图扩散模型，更欣赏这种可编程、可编辑的生成流程（@eduo, 29likes）
展开评论
- @The_Grand_Blooms (82): Look out midjourney, a challenger has arrived
- @DaddyDays (69): Claude can't generate images directly but it can generate SVG code which you can render as an image.
- @eduo (29): I’d argue process to make this is more impressive to me than diffusion models for bitmaps.
- @malicemizer (28): Claude's last reasoning before print: "let me take 1000th screenshot to confirm it has X" "ok this looks sharp let's deliver to the user"
- @belkmaster5000 (7): I'm a little scared to look at my usage after that....
allscreenshots.com 的创始人分享截图 API 从零到二十多付费用户的过程，核心经验是把愤怒用户当成免费用户访谈和产品改进机会。
I run https://allscreenshots.com, a screenshot API, since the beginning of this year. Even before launching the product, I obsessed over the usual playbook: the landing page copy, pricing tiers, soci…
受众观点：① 有人直接称赞这是个很棒的产品，表达了对 allscreenshots.com 的认可（@watchp, 2likes） ② 创始人在评论里补充了早期 SEO 的艰难历程，从几乎零点击到逐步拿到 Google 流量的数据细节（@bodiam, 2likes） ③ 他还强调用户投诉其实是高价值反馈，通过认真回应和对话，既能改进服务也能建立关系（@bodiam, 2likes）
展开评论
- @watchp (2): Great product! Love it.
- @bodiam (2): Yes. We still get most of our users from Google, but the first 3 months Google didn't like our pages and basically rejected to index us. Right now, we have \~45k impressions, 566 total clicks, a CTR of 1.3% (yes, I know...), and our average position is 9.3, which was \~19-20 2-3…
- @bodiam (2): Rewrite some of the content, publish them in a different way. I think Google also doesn't really like it when you publish 150 articles in one go, so we now publish 1-2 per week. Google just didn't index the site. Now most pages are indexed.
- @bodiam (2): Absolutely. I don't really want to call it complain though, their concerns were legit, but yes, giving any type of feedback is incredibly useful, both to improve the service and to get the dialog going.
- @bodiam (1): Aww thanks, appreciate it!!!
帖子引用 Anthropic 关于递归自我改进的长文，重点讨论这家公司公开表示愿意在可验证的前提下放缓前沿模型研发的动机和影响。
https://www.anthropic.com/institute/recursive-self-improvement Probably the most surprising point to me: We believe it would be good for the world to have the option to slow or temporarily pause fron…
受众观点：① 有人认为真正聪明的技术团队会选择慢工出细活，用长期公共研究和协作来赢得影响力而不是短期利润（@EightFolding, 95分） ② 也有声音直指这可能是出于监管俘获的考量，领先者通过推动全球暂停来巩固自己优势（@HedonicAthlete, 18分） ③ 还有人更中性地看待，认为这既可能是真诚的安全担忧，也可能是市场领导者谋求监管红利，二者并存（@bpm6666, 44分）
展开评论
- @EightFolding (95): "Why would a company that's going public create a structure that slows itself down?" I'd say because the truly smart people in tech don't "move fast and break things" to get rich - they work slowly and deliberately and make things better for everyone. And that's how you win long…
- @Spooky-Shark (46): And that's genuinely rare.
- @bpm6666 (44): This is either a company with genuine concerns or a market leader that wants regulatory capture. Or both.
- @TimeSalvager (33): Looking forward they see an existential threat to their business...
- @HedonicAthlete (18): "Why would a company that's going public create a structure that slows itself down?" Why would a company that's arguably #1 in frontier models argue that we should pause frontier model development globally? When you're #1 the best way to stay #1 is good ole regulatory capture by…
楼主分享自己短短九天从部署 Vaultwarden 入坑，一路折腾 Immich、Nextcloud、Cryptpad、Jellyfin、Home Assistant、Portainer 和 AdGuard Home 的自托管经历，还因为 DNS 泄露问题熬夜排查到考试前才停手。
I started on 28 may to try and self host vaultwarden. It was not so hard I thought after spending a day to self host vaultwarden, immich with tailscale. Then I went down the rabbithole of self hostin…
受众观点：① 顶层评论调侃“实验室已经完成？谁来告诉他真相”，呼应大家对 homelab 一旦开始就停不下来的共识（@RevolutionaryElk7446, 81分；@Thurmod, 28分） ② 有人强调“homelab 必须被时间和精力喂养”，把这种持续折腾当成乐趣和常态（@thatguysjumpercables, 13分） ③ 也有评论提醒要尽早练习备份和恢复，否则一旦更新失败或出故障就会付出惨痛代价（@lindesbs, 12分）
展开评论
- @RevolutionaryElk7446 (81): Congratulations! >satisfaction finally my honelab is complete. Whose gonna tell him?
- @Thurmod (28): the homelab must grow
- @thatguysjumpercables (13): THE HOMELAB MUST BE FED TIME AND EFFORT
- @lindesbs (12): Please Play with Backup and restore your Work and Services. This ist required for realworld Problems, when an Update failed or Something othr strange happend.
- @showbizusa25 (9): You started with Vaultwarden. The rest of us know exactly how this story ends.
ClaudeAI 版块用户吐槽 Opus 实际上下文窗口大约只有五万 token 左右，难以同时分析多份法律文档，引发大家对上下文限制的抱怨和对比。
.
受众观点：① 有用户实测发现上下文在约五万 token 左右就会被压缩，导致无法一次性分析多份长法律文书（@Professional-Fuel625, 38likes） ② 部分用户表示自己能稳定使用三十万 token 以上上下文，怀疑不同用例或账户之间存在差异（@TheHeretic, 9likes） ③ 也有人纯情绪化表达对当前上下文限制的无奈和痛苦（@xJouissance, 36likes）
展开评论
- @Professional-Fuel625 (38): THANK YOU. Yeah context seems to be limited to ~50k tokens before compacting. I can't even have it analyze a couple of legal docs at the same time. It's really getting ridiculous.
- @xJouissance (36): Pain beyond words 😭
- @BAUWS45 (19): More like Hello, but…
- @Fabulous-Mushroom124 (13): Sorry, you've reached your usage limit after this comment.
- @TheHeretic (9): I regularly pass 300k without issue? Honestly feel like I'm in a different universe
一位 Claude Pro 用户吐槽和分享自己在不同版本之间切换后，感觉 Opus 4.8 的周用量消耗异常“省”，甚至出现使用百分比突然下降的体验。
Anyone feel like Opus 4.8 is weirdly economical? I’m a Pro user, and when I tried Opus 4.6 or 4.7 in the past, it costed me lot of usage just to ask a few questions, so I always used Sonnet. After Op…
受众观点：① 有人表示自己这周也感觉消耗变少，但推测是重置后官方修了一些 bug，整体仍然偏贵（@tide816, 47分） ② 也有用户提醒如果开启 4.8 的最高思考模式，配额会被迅速烧掉，说明不同设置下体验差异很大（@vAPIdTygr, 16分） ③ 还有人提到高质量模式比较节省，但额外模式既费额度又更慢，凸显不同档位在速度和成本上的权衡（@kinkade, 13分）
展开评论
- @tide816 (47): They fixed some bugs after weekly limit was reset, but still cost a lot to me.
- @vAPIdTygr (16): You want to see it smoke your usage, use 4.8 max with thinking. I accidentally enabled that on some processing runs today, whoops
- @kinkade (13): High is parsimonious but extra is spending those tokens like it’s drunk and angry
- @Large-Excitement777 (8): Also takes a lot longer to generate
- @userusertion (7): I also posted something like this. I think it because of the cached glitch suddenly expiring. https://www.reddit.com/r/claude/s/BrGSLyPom4 - new https://www.reddit.com/r/claude/s/ctmVY9TUKX - old
作者坦白自己看到别人晒三个月做到 3k MRR 的帖子时又羡慕又自我怀疑，对比自己八个月只做到 68 美元 MRR，想和大家讨论如何处理这种嫉妒情绪。
yeep ! i’ll admit it. Every time I see those posts “Just hit $3k MRR in 3 months ” I feel genuinely happy for the person… but deep down I’m also jealous as hell. Meanwhile I’m sitting here after 8 mo…
受众观点：① 有人直言很多高 MRR 帖子可能夸大或造假，本质是为了导流和卖产品（@sholiboli, 24分） ② 也有评论直接把这类内容称为“ai slop”，暗示不少故事是用 AI 包装出来的营销文案（@Miguelperson_, 5分） ③ 还有人指出问题往往不在努力程度，而是定位不清或受众不对，强调流量质量和产品市场匹配的重要性（@LeaderAtLeading, 2分）
展开评论
- @sholiboli (24): LOL most of them are lying so you visit their app/site and pay for it.
- @Miguelperson_ (5): It’s ai slop dude
- @AssociationThin7442 (3): yeah the fake it til you make it energy on these posts is unreal sometimes
- @pavel_stefanov (2): For sure, its a good traffic bump, I almost bought few subscriptions just to see how it get such MRR.
- @LeaderAtLeading (2): Usually it is not effort. It is weak positioning or the wrong people seeing it.
一名大一工程专业学生在 NGO 实习时被要求“重做网站”，但自己只会基础 HTML/CSS/JS，对一月内如何完成感到压力巨大求建议。
Im a freshman college student, for a credit, I have to intern at an NGO and do community outreaches The one that I'm fixed to join asked me to revamp their website, understandable since I'm an engine…
受众观点：① 有人提醒一个月内完全重建网站不现实，建议先熟悉现有站点（多半是 WordPress），在此基础上做小幅改进而不是推倒重来（@Opinion_Less, 19score） ② 多条评论强调要坦诚沟通自己能力边界，指出 NGO 往往不懂技术，以为“有工程实习生就能重做网站”，需要被告知期望不合理（@RememberTheOldWeb, 9score） ③ 也有建议通过简单的可用性测试找出一两处关键用户体验问题，集中一个月时间解决并做好记录，当成作品集案例而不是追求全面翻新（@sneaky-pizza, 7score）
展开评论
- @Opinion_Less (19): Assuming they're well established. You're not going to rebuild their entire website in one month. You simply won't have the time to do it the right way. So focus on learning about what's there, and improve what you can. My guess is that it's WordPress just because it's so common…
- @RememberTheOldWeb (9): You're not fucked. Just be honest with them. Clients appreciate honesty. It's better to be honest with them about what's realistically possible for you to do at this point in your professional development than it is to lie to them and do a shit, amateur job that'll affect their…
- @sneaky-pizza (7): “Revamp” is nuts for one month, let alone an internship. Here’s what I’d do: Grab three friends. Have them use the website independently while you watch over their shoulder. Give them one task, the primary task the owners of the website want their users to do. You can screen rec…
- @RememberTheOldWeb (6): WordPress is a CMS. GoDaddy is a hosting provider. I'm sorry to be blunt, but the fact that you don't know the difference between those two things means that this NGO really should not be expecting you to "revamp" their website in a month... You're in over your head on this one.…
- @cl326 (5): Ask them if they’d like their intern to perform brain surgery on them while you’re at it.
楼主抱怨在自家服务器上跑的 Netdata 越来越激进地弹出创建云账号横幅，只想本地看 CPU 温度却被疯狂推销云功能，于是向社区求推荐不打扰人的监控替代方案。
I installed Netdata on my home server a few months ago Thought it was cool seeing all the graphs nd metrics Then it started showing a little banner at the top asking me to sign up for a free account…
受众观点：① 很多人推荐 Beszel，认为它简单好用，适合多机器统一查看指标，是 Netdata 之外更安静的选择（@tyxman, 67分；@spleeeeeeeeeeeen, 18分） ② 有用户分享自己从 Netdata 转向 Grafana+Prometheus+node-exporter，发现搭建比想象中简单，还能避免被强推云服务且资源占用更低（@NoAdsOnlyTables, 17分） ③ 也有人承认虽然 Netdata 信息更细，但自己已经厌倦被各种提示打断，宁愿牺牲部分细节换来干净界面（@InsaneOstrich, 16分）
展开评论
- @tyxman (67): I've been using https://github.com/henrygd/beszel, and been enjoying it. I have multiple machines connected to it so I can see everything at once
- @spleeeeeeeeeeeen (18): Beszel is great and everyone should use it, but Netdata is much more detailed
- @NoAdsOnlyTables (17): I went through just the same thing a couple of days ago actually. I had been running netdata for years despite its constant push for creating an account and paying up for premium features (which I don't use nor care about). Anyway, I was trying to set up a basic custom dashboard…
- @InsaneOstrich (16): Yeah, that made me hesitant to switch too but I realized that I didn't need all that extra information. I just got so sick of Netdata for the same reasons that OP mentioned
- @ItsSnuffsis (9): Beszel is updating pretty fast and adding more and more monitoring information. When I first started using it it could pretty much just see total ram usage and stuff. Now it's way more detailed.
一位创始人汇总了自己在 Reddit 上收集的 200 多条回复，统计独立 SaaS 创业者的 MRR 分布，发现中位数约 400 美元、23% 仍为 0、只有 17% 破万且大多熬了多年。
Last week, I posted a simple question on this subreddit and another one: *"What's your MRR and how long have you been building?"* To my surprise, there were 200+ comments, 50,000+ views, and 50+ foun…
受众观点：① 有人调侃说大部分人报的收入不可信，认为很多数字被夸大或虚构（@ChangeWhatYouSee, 18score） ② 也有创始人认为这类数据才真正有价值，指出 0 和 1–500 美元区间占比巨大，说明大多数人都在缓慢寻找产品市场匹配或早期变现阶段（@thefailingrecipe, 3score） ③ 原帖作者回应承认网络上确实容易夸大收入，但这次回复整体偏低，匿名环境反而让大家更愿意诚实分享（@Varun_Srinivas, 2score）
展开评论
- @ChangeWhatYouSee (18): Best part, 90% were lying
- @thefailingrecipe (3): this is the kind of data that actually matters. the $0 and $1-500 bands being so dominant shifts how you think about the whole conversation. you see the success stories everywhere, but most people are either still finding product-market fit or grinding through those early moneti…
- @leafynospleens (2): Yea 99% should be at 0
- @Varun_Srinivas (2): Fair point. The internet makes it easy to inflate numbers. But most responses skewed low. $0. $25. $200. $400. If people were lying, they were doing a terrible job of bragging. Anonymity probably helped, haha.
- @[deleted] (2): [removed]
楼主在树莓派 5 上跑 K3s，并写了一篇用 Cloudflare 动态 DNS、Traefik、cert-manager 和端口转发把家里集群安全暴露到公网的端到端教程，邀请大家分享各自的远程访问方案。
I recently set up a Raspberry Pi 5 running K3s and wanted to make a few things accessible from outside my home network like my blog and other services. I have documented the whole process, including…
受众观点：① 有人分享用 external-dns 同时驱动 AdGuard Home 和 Cloudflare，实现本地与公网的 split-DNS，同一域名在内外网走不同路径且都能拿到有效证书（@7640LPS, 6分） ② 另一条详细贴出 external-dns、Gateway 和 HTTPRoute 的配置示例，展示如何通过注解区分本地和公共路由，自动生成对应 DNS 记录（@7640LPS, 2分） ③ 也有用户用 DigitalOcean+ZeroTier 搭“自制 Cloudflare Tunnel”，在云端做反代和通配证书，本地完全不暴露端口，只通过虚拟网络访问家里集群（@jorshhh, 2分）
展开评论
- @7640LPS (6): I’ve built my setup to allow a split-dns between public/cf-tunnel/local routes. This allows me to use the same domain for services that I only want to access locally, avoid the external roundtrip while in my network and also split routes between cloudflare tunnels and frp tunnel…
- @7640LPS (2): I don't use ingress, so its going to be a little different. On my local instance of external-dns I use: ```yaml spec: values: annotationFilter: "dns/local=true" txtOwnerId: clusterA-local sources: - service - ingress - gateway-httproute provider: name: webhook webhook: image: re…
- @7640LPS (2): No worries! It should definitely work with ingress as well. You can use the same annotations on the actual ingress. Their guide should probably help fill in the gaps: https://kubernetes-sigs.github.io/external-dns/latest/docs/tutorials/pihole/
- @jorshhh (2): I have a cheap DigitalOcean droplet (cheapest will do) that has Nginx and ZeroTier. This acts as a virtual network so my public server can proxy to my cluster at home without having it be publicly accessible. Wildcard cert on the DO box. I only expose few services like my Garage…
- @Kindly-Hawk (2): If you use cloudflare Tunnels, I don't think you need cert-manager. But I rather avoid being vendor-locked and I like doing thing by myself to learn so I decided to handle https myself.
一位做了八个月只有 68 美元 MRR 的创始人坦白自己看到别人三个月 3k MRR 会嫉妒，想讨论如何在长期挣扎时消化这种情绪。
yeep ! i’ll admit it. Every time I see those posts “Just hit $3k MRR in 3 months ” I feel genuinely happy for the person… but deep down I’m also jealous as hell. Meanwhile I’m sitting here after 8 mo…
受众观点：① 有人用自己三个月做到 12k MRR 的经历回应，认为八个月还在几十 MRR 可能说明方向或时机不对，建议吸取经验后果断换项目（@iamthesam2, 9likes） ② 也有人指出很多“3k MRR”帖子其实是夸大，把一周收入年化来制造虚假光环（@That_Ability_5474, 6likes） ③ 另一位评论者提醒要看到背后多年积累，真正从零开始的人需要更长时间，不能简单拿别人最新项目的成绩来比较（@Powerful-Software850, 3likes）
展开评论
- @iamthesam2 (9): well i just hit 12k mrr so now all the 3k people can feel jealous too. fixed it for ya! in all seriousness (although I really did just say 12k in less than three months), having been someone that’s released a dozen or so products out into the world over the past six years… eight…
- @That_Ability_5474 (6): Besides most people here straight up lying to fake a hype for their App, most starters will take their sales in the first week and just extrapolate to x52. So they say it's like 30k ARR (almost 3k MRR) while they only made $500 so far.
- @kruppy (4): Just so you know, i'm jealous of your $68 MRR product. Keep going!
- @Powerful-Software850 (3): That’s not necessarily true. You said it yourself you’ve don’t dozens of products in 6 years. So it took you 6 years to generate 12K MRR. All the knowledge and expertise and workflows and pipelines were built into this product that hit big within 3 months. Not saying OP has a vi…
- @iamthesam2 (3): that’s certainly a possibility, but worth noting that given your perspective, it technically took me 40 years to generate 12k being that everything you know and experience in life ultimately goes into the projects you’re working on. my point and general guidance was just based o…
selfhosted 版每周一次的新项目集中贴，本周线程里大家在评论区集中分享最近三个月内上线的自托管开源项目。
Welcome to the **New Project Megathread!** This weekly thread is the new official home for sharing your new projects (younger than three months) with the community. To keep the subreddit feed from be…
受众观点：① 有人分享 GnuDash，用纯前端和 SQLite WASM 在浏览器里可视化 GnuCash 财务数据并支持自托管部署（@dQ3vA94v58, 8分） ② 也有 Omnibus 这类面向漫画下载和阅读的自托管平台，支持请求、元数据、阅读进度等完整流程（@hankscafe, 4分） ③ 其他评论还包括自托管阅读追踪工具 LibrisLog、家庭信息看板 Kitchen Board 以及基于 UDP 的实验性传输协议 USTPS 等项目（@Good-Difference-2639, 4分; @archiekane, 3分; @Opposite-Cry-6703, 2分）
展开评论
- @dQ3vA94v58 (8): Project Name: GnuDash Repo/Website Link: GitHub: https://github.com/QuirkyTurtle94/GnuDash Live app: https://gnudash.pages.dev/ Description: GnuDash is a web dashboard for exploring, visualizing, and editing GnuCash financial data. You can upload a .gnucash file directly in the…
- @hankscafe (4): * **Project Name:** Omnibus * **Repo/Website Link:** https://github.com/hankscafe/omnibus * **Description:** I wanted an easy way to request comics and download them but also give friends the same ability, like Seerr does for movies and tv. * This project started out as a projec…
- @Good-Difference-2639 (4): USTPS: A Reliable UDP Transport Protocol + USSH Remote Shell Hi everyone, I've been working on two open-source projects: \- USTPS (UDP Speedy Transmission Protocol Secure) \- USSH (a remote shell built on top of USTPS) USTPS is an experimental reliable UDP transport protocol des…
- @archiekane (3): * **Project Name:** Kitchen Board * **Repo/Website Link:** [https://gitlab.com/g33kphr33k/kitchen-board](https://gitlab.com/g33kphr33k/kitchen-board) * **Description:** One of the issues in our house is that everything is still written on paper and lost. There's no shared calend…
- @Opposite-Cry-6703 (2): Project Name: LibrisLog Repo/Website: * [https://github.com/codebude/librislog](https://github.com/codebude/librislog) * [https://codebude.github.io/librislog](https://codebude.github.io/librislog) Description: LibrisLog is a self-hosted, open-source reading tracker focused on d…
作者讲自己把 AppRoast 从一次性“吐槽应用评价”的 AI 小工具，迭代成持续监控自家和竞品 App Store、Google Play 评价变化的分析产品。
A few weeks ago I launched [**AppRoast.app**](http://approast.app/) originally just a fun AI tool that “roasted” app reviews and explained why users hated an app. The idea was simple: Paste an app →…
受众观点：① 有人直接表态更倾向于每周节奏的更新频率，不需要太实时的打扰（@Romio101, 2分） ② 也有人指出对多达 8 个竞品来说，定期摘要比频繁查看仪表盘更现实（@camppofrio, 2分） ③ 另一位开发者分享自己产品里用 24–72 小时自动扫描和邮件通知的做法，强调“只推送关键变化摘要”比让用户自己去发现问题更有效（@Solid-Coconut8830, 2分; @TimelyRepeat4517, 2分）
展开评论
- @Romio101 (2): Weekly is the best spot, i guess
- @camppofrio (2): Competitor tracking probably settles it. For your own app the dashboard makes sense, but for 8 competitors? A weekly digest of what shifted is the only thing you'll actually read.
- @Solid-Coconut8830 (2): we have autoscan 24-72h (depending on the tier package). it is delta scan - you can see few key issue for example: → Fix broken reaction emoji buttons (laugh, sad, etc.) → Reduce excessive ad frequency in video playback → Investigate account suspension system for false positives…
- @TimelyRepeat4517 (2): The delta scan approach is smart. Email on change is the right trigger rather than "check the dashboard and guess if something moved." Will give the trial a look once Flowara has enough reviews to make the analysis meaningful. Right now at 4 reviews it would mostly be noise.
- @Solid-Coconut8830 (1): For now, I'm thinking about summarizing only my monitored application. If the user wants to compare it to a specific or all competitors, they'll have to perform a rescan themselves.
作者汇总了上周在多个社区收集的 200 多条回复，整理出独立开发者 MRR 分布、常见卡点和获客渠道等数据洞察，并写成一篇长文。
Last week, I posted a simple question on this subreddit and another one: *"What's your MRR and how long have you been building?"* To my surprise, there were 200+ comments, 50,000+ views, and 50+ foun…
受众观点：① 有读者觉得这份总结非常有价值，感谢作者把分散在评论里的信息系统整理出来（@petree28, 4分; @Worldly_Working_6266, 4分） ② 作者在评论中补充自己会把这类调研做成常规栏目，并附上 newsletter 链接，说明大家对持续数据洞察有兴趣（@Varun_Srinivas, 3分; @Varun_Srinivas, 2分） ③ 也有人表示看完后会更重视 SEO，把重心从其他获客方式转向搜索流量（@AttorneySome4992, 2分）
展开评论
- @petree28 (4): Super interesting summary!
- @Worldly_Working_6266 (4): genuinely helpful. thanks for collating and sharing.
- @Varun_Srinivas (3): Thank you so much. Honestly, the founders who shared their numbers did the hard part. I just put it in one place. More coming. I'm turning this into a regular thing. You can [find the newsletter here](https://iaskedaround.substack.com/).
- @Varun_Srinivas (2): Thank you so much. Hope you like it.
- @AttorneySome4992 (2): Thanks for sharing! Now I am more focusing on seo
作者分享自己在做 Causo 时刻意不靠自动化和问卷，而是通过邮件、办公时间和行为分析主动和用户对话，向大家请教早期产品如何获取高质量反馈。
We launched Causo recently, and one thing we are trying to do properly is talk to users as much as possible. Not automate it. Not hide behind surveys. Just actually talk to people. Right now we: * em…
受众观点：① 有人认为用终身授权换详细反馈是个聪明做法，能让用户更认真地给出意见（@Either_Roll_4097, 2分） ② 评论者分享自己在 Flowara 中用终身 Pro 换“诚实的 App Store 评价”，从而获得了性能问题等具体可执行反馈（@TimelyRepeat4517, 2分） ③ 也有人强调要区分“对想法的看法”和“真实行为证据”，通过追问用户上次遇到问题时实际做了什么来过滤噪音（@owlyvision, 1分）
展开评论
- @Either_Roll_4097 (2): Offering lifetime licenses in exchange for feedback is genius
- @TimelyRepeat4517 (2): It aligns incentives. They get real value, you get real feedback. Both sides have skin in the game. With Flowara I'm offering lifetime Pro licences to the first 20 testers who leave an honest App Store review. The "honest" framing matters too. Not "leave a 5 star review" but "le…
- @TimelyRepeat4517 (1): The "politely trying not to tell you" problem is real. Most users won't say the app is slow or confusing, they just stop using it. What worked for me with Flowara: offering lifetime licences in exchange for honest reviews forced a transaction. People who got something valuable f…
- @owlyvision (1): The most useful filter for me is separating feedback on the idea from evidence of behavior. I ask what they did last time the problem happened, what they tried, what they paid for, and what broke. Requests go in a parking lot until I see the same workflow pain repeat a few times.
- @Strong-Yesterday-183 (1): very fair comment. thank you
作者展示自己如何用 Opus 4.8 通过大约五轮自然语言提示，就让 AI 为一款名为 LMAO 的 MOBA 游戏生成并迭代出完整的 ARAM 新地图模式。
I really don't want to milk LMAO (my sincerest thanks to everyone who engaged with my last post!!), but I was pretty impressed with how little effort it took to introduce an entirely new game mode an…
受众观点：① 有人感谢作者分享细节，觉得这种实战提示词示例很有启发（@ThatSurround5672, 8分） ② 有评论关注到 Atrium 这类浏览器层工具的重要性，认为给 agent 一个可控的真实浏览器环境是关键基础设施（@Parzival_3110, 4分） ③ 作者在评论里补充自己用 CLAUDE.md、skills、hooks 等机制管理多 agent，并解释 LMAO 项目是用来测试 4.8 能力的“玩笑项目”（@jonnygravity, 5分; @jonnygravity, 3分）
展开评论
- @ThatSurround5672 (8): Really cool post man thanks for the insight
- @jonnygravity (5): omg... clearly human written... I forgot to provide the link! [https://lmaomoba.com](https://lmaomoba.com) yeh, I use [CLAUDE.md/AGENTS.md](http://CLAUDE.md/AGENTS.md) as well as skills, hooks, memory, etc. I intentionally built LMAO in a totally vanilla project though cause it…
- @Parzival_3110 (4): The Atrium instruction is the interesting bit to me. For agent built games and web apps, the browser layer matters a lot more than people think: owned tabs, DOM reads, screenshots, action receipts, and a clean way to prove the thing actually works. I have been building FSB in th…
- @SyzygyPidgey (4): It looks like you could design an AdventureQuest or DragonFable style game in just a few prompts. Very cool.
- @jonnygravity (3): I built atrium which is a comprehensive AI dev workspace for working with multiple agents. It includes a browser built in which is a huge convenience. FSB looks really cool, though! Might test it out if I have a use-case for it. Good luck with it!
发帖者回归机器学习后困惑如今研究者众多，想请教除了看 h 指数或机构背景外，如何区分真正扎实的 AI 研究者和只为名声混圈子的人。
About 10 years ago, I got into the basics of ML (like regression, KNN's, LVQ's) and read a few papers before taking a break a few years back. It feels like now, there's a lot of researchers in AI. Ho…
受众观点：① 有人认为识别好研究者最可靠的方式是亲自和他们共事，或听取与其共事过的人的反馈（@UnusualClimberBear, 38score） ② 也有人强调不必过度关注研究者本人，而应该直接用研究质量来判断好坏（@Antique_Most7958, 38score） ③ 还有人指出可以优先看论文的方法部分，如果方法与问题和结论不匹配，就没必要继续读下去（@Xenon_Chameleon, 17score）
展开评论
- @UnusualClimberBear (38): You work with them or have feedback from people who worked with them.
- @Antique_Most7958 (38): Why do you want to identify them? Judge the research, not the researchers.
- @Fleischhauf (23): while i agree with you that research should speak for itself, i do think there are some people/research groups that have consistently good outputs. It does make sense to identify them and follow their work.
- @Xenon_Chameleon (17): Good piece of advice I got when reading papers is to look at the methods before anything else after the abstract. If the methods don't make sense for the question and conclusions the authors made then it's not worth reading the rest of it.
- @nullbyte420 (9): They can write concise and understandable text. Littering very specific deep jargon everywhere is a sign of poor comprehension, imo. Concise text, clear examples, knowledge of their own limitations and biases. For example, I read some papers about how they made a ML model that d…
独立开发者用 Next.js、Supabase 和 Gemini Vertex API 独自做了一款名为 Deckio 的 AI 记忆卡学习工具，4–5 个月做到约1500用户并开始付费转化，复盘产品打磨与获客分布的真实经验。
Spent the last 4-5 months building an AI flashcard/study tool (its called Deckio). Started as something I wish existed, then ended up as a live product with \~1,500 users and a handful of paying ones…
受众观点：① 很多评论都在追问前100个用户从哪里来、哪些渠道有效（@LeaderAtLeading, 1分） ② 有人强调分发比技术栈更难，建议先优化激活和留存而不是盲目加功能（@Distinct-Expression2, 1分） ③ 楼主补充自己一开始尝试 Reddit 营销被删帖，最后主要靠 SEO 和朋友分享获取自然流量（@Cerulian_16, 3分）
展开评论
- @Cerulian_16 (3): I tried reddit marketing in the beginning. But all my posts got removed for being promotional. That was a dead end Then I thought of youtube videos or instagram reels, but dropped that as well. What actually worked was grinding on the SEO as much as I could. So most of it was or…
- @LeaderAtLeading (1): What channel got you the first 100 users?
- @Distinct-Expression2 (1): The first 100 users being harder than the whole build is the actual lesson here. Everybody wants the stack details because that feels controllable. Distribution is the part that punches back. With 1,500 users and only a handful paying, I would be looking at activation/retention…
- @Cerulian_16 (1): Yep you're right. I've been trying to fix the retention and activation. Activation has gotten much better lately but retention is still somewhat of an issue. For search intent, mostly people searching "AI flashcards generator" and direct searches are bringing in users. And yeah…
- @Couponpicked (1): the distribution insight is so real. we hit the same wall with couponpicked.com -- built a solid product, crickets. what actually worked was going to the threads where people were already complaining about the problem (fake sale prices, overpaying online) and being useful there.…
SaaS 创业者提问在拿到第一位付费用户之前，哪些关于需求、付费意愿或获客的关键假设后来被数据和具体事件推翻。
I'm curious about the assumption that costs founders the most time. Before your first paying customer, what did you believe that later turned out to be false? Examples: * People had the problem * Peo…
受众观点：① 很多创始人以为产品好、问题真实就会自然转化，但评论里提到 demo 到激活严重流失，暴露出忽视迁移成本和落地流程设计的普遍误区（@mayabuildsai, 7score） ② 有人发现用户认同痛点却完全误解产品做的“工作”，说明定位过宽、用例不清会让反馈变成模糊的好评而非真实需求（@owlyvision, 4score） ③ 也有创始人把“夸赞”和“付费意愿”混为一谈，直到多次被爽约才意识到行动才是唯一有效验证信号（@Ok_Garbage8411, 2score）
展开评论
- @mayabuildsai (7): the one that got me was "people would switch from their current solution." i assumed if our thing was clearly better, migration was a formality. what actually happened: the prospect's current workflow was duct-taped across 3 tools, 2 spreadsheets, and someone's personal gmail fi…
- @owlyvision (4): The assumption that cost me the most time was: if the problem is real, people will understand the product once they see it. What proved it wrong was watching people agree with the pain, then describe three different jobs they thought the product did. The fix was not more feature…
- @owlyvision (2): It changed the quality of conversations first, then adoption. Before the narrowing, feedback sounded positive but vague: "interesting," "could be useful," lots of maybe. After narrowing, people either opted out quickly or asked much more specific questions. That was the useful s…
- @Longjumping_Car_8379 (2): That's a great point. The signal wasn't about "more people liked it." Instead, it showed that folks understood it enough to make a clear choice either way. This sharp no being more valuable than a fuzzy yes really hits home. Many founders try to get positive reactions, but what…
- @Ok_Garbage8411 (2): Mine was thinking that interest and intent were basically the same thing. I'd show people an idea and get a bunch of "that's cool" or "I'd use that" responses, and I'd walk away feeling validated. Then launch day would come and nobody would sign up. The moment it clicked was whe…
一位刚起步的创作者在 SideProject 分享自己第一次买域名的兴奋心情，把这当作正式开始做项目和建立线上存在感的重要一步。
I appreciate that this is not a special moment for most and that some have bought several domains previously etc. I just wanted to share what feels like an exciting step forward for me in making it a…
受众观点：① 评论里不少人共鸣第一次输入自己域名并成功打开网站时的激动，认为这是创业路上的重要仪式感（@Dense-Volume-9897, 2分；@Creepy-Medicine-259, 2分） ② 有人提醒除了域名，还要尽早注册对应的社交账号，避免后面被别人抢注（@AssociationThin7442, 2分） ③ 也有评论鼓励楼主把这当作建立线上存在的起点，下一步尽快搭建网站或邮箱，持续行动而不是停在兴奋阶段（@NWRegisteredAgent, 2分）
展开评论
- @Dense-Volume-9897 (2): Nice! That feeling when you type in the URL for first time and it actually goes somewhere is pretty wild. I remember staring at mine for way too long just refreshing the page lol What kind of project you building? Always curious what gets people to finally pull the trigger on bu…
- @Financial-Rich-273 (2): congrats!
- @Creepy-Medicine-259 (2): Congratulations, i understand the feeling😊
- @AssociationThin7442 (2): first step. if you havalready, grab the matching social handles now before someone else does. easy to forget that part early on
- @NWRegisteredAgent (2): This is a huge step, of course this is a special moment!! While it may feel like a small step this is just the beginning with establishing your presence online. This deserves celebration! From here the next step is a website or email address tied to the domain, do you have a pla…
作者在做一款地图海报编辑器，纠结如何在 80 多套细粒度配色方案和 15+ 颜色细项之间兼顾小白一键换色和进阶用户精细调色的界面设计。
I've been working on a map poster editor as a side project. You pick a location, choose a style and color palette, and export a print-quality map. The tricky part is that each palette controls 15+ in…
受众观点：① 有人提醒真正的大头是选择瘫痪，建议只展示 10–15 个热门且差异明显的预设，把更多配色和细调藏在“更多/高级”入口里，避免新手被 80+ 选项吓退（@Caraes_Naur, 19score） ② 评论也指出十几项十六进制输入会吓跑不懂色彩理论的用户，建议用带 RGB/HSL 滑块的颜色选择器，并为极客提供一次性粘贴配置的入口（@Caraes_Naur, 19score） ③ 其他人强调应把高级编辑模式单独隔离，通过固定示例地图或当前地图的实时预览，让用户在不被信息淹没的前提下看到每次调整的效果（@jmking, 4score; @thefragfest, 4score）
展开评论
- @Caraes_Naur (19): > The tension is that casual users want "pick a palette, done" in one or two clicks. Here you skip over the foundational problem. Casual users will suffer from choice paralysis. If you give them more than about a dozen options, a significant number of them will just get frust…
- @peeeez (5): I’m not adding anything but want to say that this is great advice design and ux is a tricky thing because it relies human emotions, you gotta understand why people are interacting with whatever menu or widget you make
- @jmking (4): > The tension is that casual users want "pick a palette, done" in one or two clicks. But power users want to tweak individual road colors or swap the water tone. Do you know this for a fact? Most of your users are just going to want to pick from, like, 5 themes and be done wi…
- @thefragfest (4): I’d be interested in using this to play with it. Generally hierarchy is the play: show palettes first and have a secondary control to enter advanced mode. Ideally have advanced mode show the effects either directly on the map you’re working on or on a mini map so you can see the…
- @[deleted] (3): [removed]
一位运营八家酒店的负责人想用语音 AI 处理叫醒、续住等前台琐事，却担心客人讨厌机器人服务，询问真实落地体验和过渡方案。
We're a mid-sized hotel group with about 8 properties and honestly our front desk teams are getting overwhelmed with basic guest requests - room service orders, wake up calls, checkout extensions, st…
受众观点：① 有人表示最糟糕的体验就是简单问题却被卡在 AI 语音菜单里，看不到直连人工的出口（@factsonlynomisinfo, 3likes） ② 也有人认为只要 AI 能把需求办好，自己并不在乎背后是人还是机器（@kowdermesiter, 2likes） ③ 部分评论质疑酒店往往会买到“最蠢的方案”，导致 AI 既不好用又限制重重，体验更差（@kowdermesiter, 2likes；@factsonlynomisinfo, 1likes）
展开评论
- @factsonlynomisinfo (3): Nothing’s more frustrating than having a simple request or question and being met with an AI operator with no obvious way to get to a human.
- @kowdermesiter (2): If said AI agent works, who cares if I get what I want?
- @kowdermesiter (2): That's another question, I don't doubt that hotels buy the dumbest service possible.
- @Prestigious-Shine240 (2): Aren't you selling one?
- @factsonlynomisinfo (1): Most of the AI voice operators I’ve experienced are either poorly trained lacking relevant knowledge or hindered with extreme guard rails that render it useless.
一位做在线文档签署和加密文件保险箱的创始人，困惑在没有品牌和大客户背书时，安全类 SaaS 最难卖的是“为什么要信任你”。
I’m building a SaaS in the online document sign / secure vault for files ( with a windows application that i don't known how to promote, make people trust to install ). My app is called [esecuriser.c…
受众观点：① 有人建议在预算有限时，至少要把信任细节做可见，比如校验和、清晰的更新说明、卸载文档和最小权限设计（@owlyvision, 2likes） ② 同一位评论者强调在安装前就要展示创始人身份、威胁模型、数据处理页面和公开 changelog，用透明度来换信任（@owlyvision, 1likes） ③ 也有创始人吐槽代码签名证书价格高、上架微软商店门槛高，小团队在合规和成本之间很难平衡（@LoudAd4244, 1likes）
展开评论
- @owlyvision (2): Yeah, code signing got annoyingly expensive. If budget is tight, I’d still make the trust bits visible: checksums, clear release notes, uninstall docs, narrow permissions, and a public changelog. Not as strong as a cert, but better than asking users to just trust the download.
- @owlyvision (1): For security software, I’d make trust visible before asking for an install: clear founder identity, threat model, data handling page, changelog, signed builds, uninstall docs, and a very narrow first use case. Early on, specificity beats big claims.
- @LoudAd4244 (1): signed builds can be expensive, could not find a good way to sign my windows app, i wanted to put in the microsoft store, and it asks for a signed build, but could not find how to do it for less than 300$
- @Mentorsolofficial (1): I think trust is the product in security SaaS. Early on, I'd trust a smaller company more if they're transparent about how things work, what data they store, and what their limitations are.
- @[deleted] (1): [removed]
一位 SaaS 创作者在 indiehackers 求大家狠批其网站和产品定位，困惑于有测试用户称赞点子却没人愿意付费。
I'm at a low right now, I tried to market my tool but besides a few test users I couldn't get anyone to pay for my tool even though many told me they liked the idea. That is why I#m asking you to roa…
受众观点：① 多人指出标题和副标题过于空泛冗长，必须更清晰地说清产品到底做什么（@hiten1818726363, 2likes；@Temporary-Trick-3848, 1likes） ② 有人质疑缺少隐私政策、条款等基础法律文档，会削弱信任感并影响转化（@cabljo, 2likes） ③ 讨论产品价值感与定价不匹配，29 美元只换一个 AI FAQ 是否痛点足够强、是否值得实施集成（@Temporary-Trick-3848, 1likes；@Double_Resource1708, 1likes）
展开评论
- @hiten1818726363 (2): Sounds cool, headline is shit and sub headline is shit too. I understand the product in how it works section only, I don't feel pain while checking it out so I don't know. Tbh you have to market where you target user are and then ask there to roast
- @cabljo (2): Where are your legal documents? Privacy policy, terms, refunds, cookies, etc...? What is your icp?
- @Temporary-Trick-3848 (1): yep the sub headline is too long felt kinda confused about what I was looking at
- @Temporary-Trick-3848 (1): first off, I think its a pretty good idea. the biggest issue I think is finding people who actually care enough to go through the effort of implementing it. it just doesn't really solve a big enough issue in my eyes. actually I may implement it but I feel $29 a month is a bit st…
- @Double_Resource1708 (1): If I understand corrctly, it is a customer support tool, which helps your company to handle customer support issues, with scanning your site and show the answer to the user? If that's the case than you should write this in your landing page, because - as you already suspected -…
一位来自韩国、患帕金森病十多年的开发者自学编程，在卧室服务器上独立做了 10 个 AI 工具和帕金森平台却几乎没有收入，向社区求教如何聚焦和验证产品。
Hey everyone, I'm a Parkinson's disease patient (10+ years) from South Korea. I can't work physically anymore — my hands shake, my balance is off, and most days start with a fight to get out of bed.…
受众观点：① 评论普遍对楼主在疾病状态下还能做出 10 个产品表示极大敬意，同时提醒关键问题在于缺乏验证而不是技术能力（@LeaderAtLeading, 5分） ② 有人建议停止继续造新工具，先选一个痛点最强的产品，和 20–30 个潜在用户深聊并争取首批付费客户（@jzorro, 2分） ③ 楼主回应目前 AI 作业批改工具自然兴趣最高，打算 All in 这一条线，其他人也鼓励聚焦单一方向深挖（@Deep-Recording8003, 5分；@AssociationThin7442, 1分）
展开评论
- @LeaderAtLeading (5): Building 10 tools with Parkinson's is insane discipline. Revenue will come when you focus on one that solves a painful problem for a specific audience. Pick the one users ask for most and double down. Respect.
- @Deep-Recording8003 (5): Thanks, that's the clarity I needed. Right now the homework checker gets the most organic interest — it's the only one with a free trial and the use case is immediately obvious. Going all-in on that one. Appreciate the respect, means a lot.
- @jzorro (2): First of all, huge respect for what you've built. That said, I think your problem isn't traffic. It's validation. You built 10 tools before knowing which one people actually wanted. If I were you, I'd stop building and do this: * Pick the single product with the strongest pain p…
- @AssociationThin7442 (1): this is exactly it. pick one, go deep, the rest can wait
- @wisdom-wizard (1): Huge respect for you. Coming to the product, you need insane focus on a category first to build your base. I believe as a parkinson's patient yourself, you're well aware of the day to day challenges more than anyone and i suggest you to build for the community on this very impor…
楼主开源了 Liveboat，一个把 RSS/ATOM 源生成静态网页的自托管工具，可跑在本地、Docker 或 GitHub Pages 上，用来跨设备浏览订阅内容并内置 YouTube 和播客播放。
Hi all, Wanted to share a project I've built a while ago - It's effectively static page generator which creates websites based on the RSS/ATOM feeds. I've been using Newsboat for this purpose for a l…
受众观点：① 有人表示没太看懂它相对传统 RSS 阅读器的优势，希望作者进一步解释具体使用场景和差异（@WarriusBirde, 28分） ② 有评论调侃这是“又一个用来监控互联网局势的应用”，反映大家对信息过载的无奈（@5ollys, 6分） ③ 也有人肯定静态站思路，认为很多阅读器会被同步、存储和账号问题拖累，而静态页面更适合只想可靠获取更新的用户（@Klutzy_Apricot7965, 3分）
展开评论
- @WarriusBirde (28): This is neat but I don’t really follow what the advantage here is, if any, over any given RSS reader. Can you expand on the use case a bit more?
- @botterway (15): I don't want to keep up with the internet news. So thanks, I hate it. 😉
- @5ollys (6): Another app to monitor the situation 😂
- @-Alevan- (3): I become depressed each time I read the news nowadays. But I like the design.
- @Klutzy_Apricot7965 (3): The static-site approach is clever. A lot of feed readers end up solving synchronization, storage, accounts, and infrastructure problems when many people just want a reliable way to consume updates.
一位创作者在 indiehackers 更新自己在 X 上公开构建项目、目标三个月做到 10k MRR 的进展，并分享首发推文表现。
[Here is my launch video from X!](https://reddit.com/link/1tx1cgx/video/ddxexurm3c5h1/player) hey guys! this is my buildinpublic update! as you guys know from my last post, I am launching on X. Well,…
受众观点：① 有人恭喜成功发布并好奇 X 带来的流量是否真的能转化为注册和付费用户，而不仅是其他创作者的点赞（@AdditionalYou8694, 2likes） ② 帖主回应目前只有很多感兴趣的线索但尚未真正转化，仍在期待后续成交（@multi_mind, 1likes） ③ 旁观者更多是情绪支持和围观旅程，对具体增长策略和可持续性讨论不多（@theRealCryWolf, 1likes；@LeaderAtLeading, 1likes）
展开评论
- @AdditionalYou8694 (2): congrats on shipping! that's the hardest part honestly, most people never actually hit the button lol just checked it out solid launch. how's the traffic been converting so far? curious if X is actually driving signups for you or if it's mostly other builders engaging. that's be…
- @multi_mind (1): thanks! yeah, so far I have got a lot of interested people/warm leads but nobody has converted yet. I think a few people will tho
- @theRealCryWolf (1): spectacular man!!! commenting to watch the journey!
- @multi_mind (1): thanks bro!
- @LeaderAtLeading (1): Scaling to 10k MRR in 3 months is impressive. Sustainability is the real test.
作者用 Claude Code 重构了父亲早年设计但已丢失的益智游戏 X-Squares，并分享了从玩法设计、技术栈到在 Reddit 上发布和运营排行榜的完整实践。
Sharing my experience in case it's useful to others. # 1. What I built [X-Squares](https://www.reddit.com/r/XSquares/comments/1tv857s/xsquares/?utm_source=share&utm_medium=web3x&utm_name=web3…
受众观点：① 有人好奇家人反应，作者补充说父亲很兴奋，还自己学了 Claude Code 去做其他游戏（@Fringe313, 3分） ② 也有玩家觉得游戏好玩但质疑 20 秒通关成绩，说明玩法本身有挑战性和讨论度（@bencantwrite, 2分） ③ 还有人直接问流量来源，作者提到在 r/GamesonReddit 分享带来了首批玩家，体现 Reddit 内部分发的效果（@SamwiseMay, 2分; @Fringe313, 2分）
展开评论
- @Fringe313 (3): He was really excited! He made me teach him Claude code and then he used Claude to work on some [other games](https://www.entspire.com/?home=1)
- @bencantwrite (2): The game is fun but 20 seconds is crazy. Or even suspicious?
- @SamwiseMay (2): Where did you advertise it to get that many players day 1?
- @Fringe313 (2): I shared it on r/GamesonReddit
- @Felfedezni (2): Nicely done, what's your dad think?
帖子用一张图吐槽 r/SaaS 里充斥着千篇一律的极简订阅追踪器等伪需求项目，提醒创作者别闭门造车要先验证真实用户需求。
r/SaaS This sub in one graph
受众观点：① 许多评论在强调不要再做没人需要的极简订阅追踪器，这类工具本身就没有刚需（@Smooth-Reading-4180, 8likes） ② 有人把这张图当作反面教材，认为它证明了只靠想象造 SaaS 而不和真实客户对话，最终都会失败（@keyjumper, 12likes） ③ 也有人吐槽现在很多人直接问 Gemini、GPT、Claude 要赚钱点子，然后用 AI 生成故事和产品包装来刷 Reddit，完全脱离真实问题（@Economy-Manager5556, 6likes）
展开评论
- @keyjumper (12): LOL this graph is perfect evidence for the often repeated \*and ignored\* advice to talk to customers and validate demand before you build.
- @Smooth-Reading-4180 (8): Just because NOBODY NEEDS GODDAMN FUCKIN MINIMALISTIC SUBSCRIPTION TRACKER WITH 9.99$/mo SUBSCRIPTION.
- @Economy-Manager5556 (6): That is because all thee dummies here : - hey Gemini, gpt, Claude etc give me a business idea that makes me money - build tube millionth habit tracker, split bills, to-do list, prompt library and bunch of other shit wrappers - come and spam reddit with the same bullshit fake sto…
- @ragnhildensteiner (5): How about a sub tracker for your sub trackers? Is that something you might be interested in?
- @Whisky-Toad (2): As long as it has a GitHub style chart to track my habit of checking my sub trackers subs
作者开源了自托管的 Reloops，试图做一个功能完整的 Frame.io 替代品，支持多媒体审阅、任务协作、AI 元数据标签和 Docker 一键部署，面向自由职业者和团队。
Hi Everyone, I have been working [Reloops](http://reloops.app) from past six months and have recently open sourced it . I have been trying to find a full open source self hosted version for frame .io…
受众观点：① 有人特别肯定自托管这一点，认为这是大多数竞品忽略但用户越来越在意的方向（@Iktsuarpoq, 1分） ② 评论提到不少欧盟客户因为 GDPR 和 AI 训练问题开始拒绝使用 Frame.io 等云服务，转而寻找更小、更可控的替代方案（@Iktsuarpoq, 1分） ③ 也有用户表示产品看起来很有潜力，愿意实际试用后再给出反馈，说明目标用户对开源替代品持开放态度（@Cultural_Impact4623, 1分；@Mushroom_Large, 1分）
展开评论
- @Iktsuarpoq (1): nice, self hosted is the part most people skip ! congrats on shipping I built something similar but went another way. My EU clients started to refuse FrameIO (and others) over GDPR and the AI training stuff, so I sized it small on purpose anyway, good luck, the review tool space…
- @Mushroom_Large (1): Is it rev cut ? I have seen it quite bit
- @Iktsuarpoq (1): Yes it is ! 😇
- @Cultural_Impact4623 (1): Looks promising, will try and give feedback
- @Mushroom_Large (1): Please let me know if you run into any issues or have any feedback
创作者在 indiehackers 求大家狠批自己面向印度投放 Meta 广告的着陆页，希望在资金紧张前优化网站转化。
Your feedback is really appreciated and this would help me a lot Currently we are a cash constrained company and about to run meta ads to grow profitably in India [https://www.foxo.club/primer](https…
受众观点：① 关注着陆页视觉层级和关键信息摆放位置的建议，比如按钮位置、首屏信息密度等（@DocScanner, 1likes） ② 讨论缺失隐私政策、使用条款等法律合规文档对投放广告和用户信任的影响（@AdditionalYou8694, 1likes） ③ 关心即将投放的 Meta 广告策略、是单纯拉访问还是有更精细的转化目标设置（@theRealCryWolf, 1likes）
展开评论
- @yennita (1): no, dont do it!!
- @AdditionalYou8694 (1): Ahah tu peux te le faire bien critiquer avec une vrai audit derrière sur ce site t’a juste à mettre ton url, il a vanné le mien mais il m’a donnée de vrai conseils je te recommande - https://ismylandingpagevalid.com
- @DocScanner (1): Move the text on the landing page to the right of the person. You missing Accetable Use policy, Data Retention Policy, The Primer and "Reserve My slot" shound be sticky to the top of the page so it doesnt dissapear. Reduce you White Space so everything important is above the fol…
- @Fit-Radio6598 (1): When I land on the page, visual hierarchy is off. I don't know whether to focus on the 2 reserve my spot buttons, the "we're launching in july" yellow, or the dark and visually interesting background image of the second section I can see half of
- @theRealCryWolf (1): What’s your strategy on the ads? Just website visits for now? Love the colors!
楼主想给家用打印机和扫描仪做个“老婆可用”的网页前端，问有没有现成能给 CUPS 和 SANE 提供简单 Web UI 的自托管方案。
So i have a printer like most of you i belive, the printer and scanner work really whell from the terminal, but it's not wife approve, do some webapp exist to just make a frontend to cups and sane ?
受众观点：① 多位用户推荐 scanservjs 作为扫描的 Web UI，自称家人使用体验也不错（@ameer1234567890, 11分; @Lokkjeh, 4分; @g0tter, 2分） ② 有人指出打印本身通过系统自带对话框就够用，CUPS 自带的 Web 界面平时很少需要直接操作（@tschloss, 7分） ③ 也有人提到可以用 Paperless ngx 管理扫描件，再配合 CUPS 解决打印，扫描这块的自托管生态已经比较成熟（@Klutzy_Apricot7965, 2分）
展开评论
- @ameer1234567890 (11): A good scanning webui I use. [https://github.com/sbs20/scanservjs](https://github.com/sbs20/scanservjs)
- @tschloss (7): What front end do wife need for printing? CUPS comes with a web gui but a user does need this rarely. The scanning part I don’t know. But I think that most vendors have some „app“ to use the device.
- @Lokkjeh (4): I use scanservjs for scanning and wife is pretty happy with it. I don't have anything for printing, but not sure a gui is needed for that anyway
- @g0tter (2): I use scanservjs for a webui for my sane scanner setup.
- @Klutzy_Apricot7965 (2): Paperless ngx for scans CUPS for printing is probably where I'd start. The scanning side of self hosting is surprisingly mature. Printing still feels like printing.
一位在 ICML 非存档 workshop 录取论文的作者纠结要不要自费约 400 美元只参加一天工作坊，想了解这类非存档 workshop 对申请 PhD 和研究发展的实际价值。
I have a paper accepted at a non-archival ICML workshop this year, and I am trying to decide whether it is worth registering and attending. By coincidence, I will already be in Seoul around that time…
受众观点：① 有人说明是否需要缴注册费与是否存档无关，通常要注册才能进入会场，并指出 workshop 论文本身对顶校 PhD 录取帮助有限，除非能现场和教授深入交流（@zyl1024, 3score） ② 也有人认为 workshop 论文对申请计算机 PhD 仍然有用，至少能证明有一定研究能力（@Recent_Confection944, 1score） ③ 另有回复提醒具体是否必须注册要看 workshop 规定，有的并不强制作者注册（@Appropriate_Willow27, 1score）
展开评论
- @zyl1024 (3): Archival or not has nothing to do with whether you need to pay a registration fee. For the latter, the answer is almost surely yes, as you can't physically enter the conference hall without a registration. For PhD application, workshop papers (archival or not doesn't really matt…
- @Recent_Confection944 (1): Workshop papers are very useful to get into CS PhD programs
- @Appropriate_Willow27 (1): Congrats! Registration depends on the workshop whether it’s archived or not. It’s usually not required.
- @YOYOBOYOO (1): workshop is non-archival only. Its the FAGEN ICML workshop. Could you please confirm if I can attend and present my paper in person without having to go through the icml workshop registration?
- @Appropriate_Willow27 (1): Ask the workshop organizers.
一位讲师分享自己录制的“零数学基础也能从头构建 LLM”系列工作坊，涵盖采样、反向工程、Transformer、预训练到指令微调等完整流程。
Hi internet friends, I recorded a workshop about building your own LLM without any math / ML prerequisites. It covers everything from machine learning fundamentals, deep neural networks, transformer…
受众观点：① 有人好奇课程做出的模型是否算“真正的 LLM”，以及是否值得投入时间系统学习（@azaphiel, 2likes） ② 作者在评论中强调工作坊是线下在旧金山举办的，视频刚上线不久，模型是实打实可用的，只是无法和前沿开源大模型直接竞争（@JustinAngel, 3likes；@JustinAngel, 2likes） ③ 也有用户单纯表达对免费高质量内容的感谢和学习兴趣（@alaalves70, 2likes）
展开评论
- @JustinAngel (3): Yeah, we did hold the workshop in-person and you're welcome to read about the experience here @ [https://emilyhk.com/llm-workshop/](https://emilyhk.com/llm-workshop/) Considering the workshop videos were released less than 24 hours ago and they're cumulatively 12 hours long I'd…
- @azaphiel (2): Anyone watched all of these? Is it worthy to learn if it’s just a “ feeling like” a creating llm (not real)?
- @JustinAngel (2): So likely the first model you create won't compete with frontier open LLMs. Maybe that wasn't true in 2020, but it's true nowadays. To build that frontier-esque LLM, you'd need to know how to build LLMs AND how to win at bechmaxxing. But you'd still need to know how to build LLM…
- @alaalves70 (2): Thank you for the content. I appreciate that.
- @azaphiel (1): Thank you for answering. I meant like, let’s say if I create llm just for iOS development. Nothing else. Just for that. Will it be as good as local llms out there? I mean is it really possible to have that kind of llm? I have been using almost all of the ai tools but I don’t kno…
发帖者提到今年 GitHub 曾因 VSCode 扩展被攻破，询问大家在扩展来源、自动更新等方面有哪些实际可行的 VSCode 安全策略。
VSCode extensions were how Github were breached earlier this year. What are people doing around VSCode security best practices around extensions. 1. Approved Extensions Only 2. Disable Auto update Is…
受众观点：① 有人建议只安装 AWS、Docker、Microsoft、RedHat 等大厂或知名团队的扩展，避免使用来路不明的小开发者作品（@Different_Counter113, 10score） ② 也有人提醒即便是知名项目也可能遭遇供应链攻击，举例 NX、TanStack 等被入侵事件，说明“只信大牌”并不够安全（@ruddet, 7score; @ruddet, 5score） ③ 还有评论强调安装前要检查发布者账号和权限，尤其避免给扩展 shell 或环境变量访问权，除非是大型开源工具并有庞大社区背书（@South_Hovercraft6364, 4score）
展开评论
- @Different_Counter113 (10): Extensions from reputable sources. Wouldn't trust anything developed by some random unknown. AWS, Docker, Microsoft, RedHat, etc. Everything else I stay well away from.
- @ruddet (7): I think the point is, even trusted suppliers are vulnerable to supply chain attacks (i.e axios/tanstack). FYI NX is in use by many major companies is a big player in the monorepo space, they are a legit enterprise software solution.
- @ruddet (5): Trouble is, it was a well known and trusted source like NX that got github done. Bit like how Tanstack got done the other month.
- @South_Hovercraft6364 (4): The best defense is just being paranoid about what you install and checking the publisher account before hitting that button. I also keep a strict rule to never install anything that requests access to my shell or environment variables unless it's a major, open-source tool with…
- @LisaChanp (1): review extension source code and permissions before installing anything.
一位创始人讲述自己烧光做 SaaS 的积蓄、等代码修好再激活等候名单却转化不到一成的经历，总结等候名单只验证好奇心不等于真实付费需求。
NOT LOOKING FOR ANY SYMPATHY, JUST TRYING TO RAISE AWARENESS FOR ANYONE WHO WOULD BE IN THE SAME BOAT I launched my SaaS last year, lot of code issues, but we decided to launch with a waitlist. Got 1…
受众观点：① 顶层评论指出几百个等候名单只是好奇心，不是付费意愿，真正的验证应该是有人愿意先付钱或做出实质承诺（@tand_eyes, 4likes） ② 原作者认同这一点，承认自己之前把等候名单当成了过度乐观的验证（@Minimum_Boss9220, 2likes） ③ 也有人从情绪层面鼓励楼主，把失败视作过程的一部分，继续尝试（@Rydbkhsh, 1likes）
展开评论
- @tand_eyes (4): Respect for posting this instead of quietly disappearing. One thing to add for whoever reads it next, because it's the part that fooled you and fools almost everyone: Hundreds of waitlist signups felt like validation, but a waitlist measures curiosity, not willingness to pay. Si…
- @Minimum_Boss9220 (2): True. thank you for the additional clarity.
- @[deleted] (1): [removed]
- @Rydbkhsh (1): Failure means, you keep trying. Failure is bitter stage in the process. Keep trying.
楼主长期帮客户把带 Elementor 等页面构建器的 WordPress 站点迁到 VPS，抱怨“设计存在数据库里”导致 staging 和生产数据库难以合并，于是用 WP-CLI 记录迁移脚本来控制变更，并询问大家如何在有页面构建器的情况下做干净部署。
The more I code, the worse my relationship with builder projects gets. It's just reality. I migrate a lot of sites to VPS these days. Cuts hosting costs significantly for clients, and honestly I've g…
受众观点：① 有人直接共鸣“migration scripts gang”，说明不少人也是被 builder 搞痛后才开始脚本化数据库操作（@Any-Inevitable-9237, 5分） ② 有评论提到用 Prisma 生成迁移脚本，再手动补齐缺失部分，把数据库变更纳入版本控制（@Blue_Moon_Lake, 2分） ③ 也有人分享用 WP Migrate Pro 搭配 VPS 镜像来做推拉同步，但承认 Elementor 的数据库设计让干净的 staging 流程变得很难，尤其是电商场景（@gptbuilder_marc, 2分）
展开评论
- @Any-Inevitable-9237 (5): migration scripts gang learned this pain hard way
- @Blue_Moon_Lake (2): In my case, currently I use Prisma to generate them. It doesn't handle all the features, so I sometimes add the missing part to the migrations manually. You can also use Prisma to handle the connection to the DB in your code if you want, but that's not required. It does provide…
- @gptbuilder_marc (2): The database design problem with Elementor kills any clean staging workflow. WP Migrate Pro with push and pull on a fresh VPS image is the cleanest path I have found, though you still get drift on CSS custom properties if Elementor caches tokens locally. Live ecommerce is the ha…
- @Substantial_Word4652 (1): Glad I'm not alone haha. What's your setup like? WP-CLI commands, raw SQL, something else?
- @Substantial_Word4652 (1): haha makes sense, same idea basically. I do the same but manually with WP-CLI since Prisma doesn't really play with WordPress natively. The concept is identical though, scripts in git, apply in order
作者爬取 2.1 万家 B2B 软件公司，在 Capterra 和 G2 上筛出 25 个评价差但用户被锁死的垂直 SaaS，并提出用 AI 叠加层从报表、支持和老旧界面切入替代。
most people pick a saas idea by guessing what's missing. i did the opposite and went hunting for software people already hate but won't leave. pulled **13,311 capterra companies** and **7,989 g2 prof…
受众观点：① 有人提醒这些系统之所以还能活着，是因为迁移、培训和合规成本极高，惯性本身就是护城河（@welcome_to_milliways, 1likes） ② 也有人认同应该先做贴在旧系统旁边的楔子产品，解决每周反复出现的痛点，再考虑替换整个平台（@owlyvision, 1likes） ③ 另有评论认为这些领域早已有大量竞争者，仅仅因为“老牌产品很烂”并不意味着这里是蓝海（@sprfrkr, 1likes）
展开评论
- @welcome_to_milliways (1): They may hate them but the cost of switching away (training, migration) will be enormous. It's why Salesforce is a thing. Inertia is a powerful force.
- @owlyvision (1): Good list, but hate is only half the signal. In these locked-in verticals the real moat is migration, compliance, retraining, and fear of breaking payroll/patient/client data. I'd pick one vertical and sell a wedge that lives next to the hated system first. Replace the weekly pa…
- @Jeferson9 (1): Saas apps with 50+ employees, investors, and a decade of market presence that does one thing: exists Me with my laptop: I can do it better
- @IAmRules (1): Funny, chatGPT suggested the same thing when I asked it for SaaS ideas.
- @sprfrkr (1): Terrible take. All of these have countless existing emerging competitors already. Just because the legacy leader sucks, doesn't mean that this is blue ocean.
楼主在做一个用 JSON 生成静态网站的小项目，纠结是否用 OCaml 的 yojson+tyxml 追求极致类型安全和严格 HTML 校验，并询问有没有比 OCaml 更强的方案和实战经验。
I'm working on a *personal one-man* project. *It's very simple*: it's a static website generated from some data stored in a JSON file. I have a prototype written in TypeScript/TSX, consisting of fewe…
受众观点：① 很多评论认为 JSON 解析和 HTML 生成在多数语言里都是基础能力，不必为此专门换 OCaml（@oofy-gang, 2分） ② 有人直言搞不懂“HTML 的类型安全”到底有什么实际意义，觉得这是概念上的过度抽象（@Alternative_Web7202, 1分） ③ 也有人指出其他语言通常依赖运行时解析或 IDE 静态分析来发现 HTML 问题，认为这类错误本身并不算大痛点（@aatd86, 1分）
展开评论
- @oofy-gang (2): This is pretty basic stuff for any programming language. JSON is the de facto standard for simple data transfer, so every programming language has libraries or inbuilt functionality to handle it. Same with HTML, since any language that wants to back a web server has to be able t…
- @Alternative_Web7202 (1): Honestly... even after 20 years on web dev "type safety for HTML" makes no sense to me
- @Wise_Stick9613 (1): > performing strict checks on (HTML) element's attributes while libraries in other languages simply accept any string
- @aatd86 (1): Other languages have parsers which can detect malformed html but it is at runtime. At compile time, your ide would probably run a static analyzer. But really it doesn't strike me as such a big issue.
- @Alternative_Web7202 (1): Why do you want strict HTML in the first place? I remember a conference about 15 years ago where a devrel from Opera asked the audience how many strict HTML spec parsers are out there. And which browsers have them. Nobody got the right answer. The only fully spec compliant parse…
楼主分享自己开源的自托管图片压缩工具 imgcompress 意外走红，从一个支持多格式转换和本地 AI 抠图的一人项目成长为有多语言支持、上万 Docker 拉取和数百 GitHub star 的社区项目，并向用户表达感谢。
A little different from the usual posts but I wanted to share something personal. I released imgcompress on Docker Hub a while back when it was still super early and honestly never expected much from…
受众观点：① 有用户关心它为何还没进 unRAID 社区应用，说明在自托管圈分发渠道（如应用商店）对项目增长的重要性（@Pucksy, 1分） ② 楼主回应建议在 GitHub 提 issue，让社区帮忙补齐 unRAID 所需配置，体现出他愿意把接入工作开放给贡献者（@Technical_Main_1422, 2分） ③ 还有评论提示展开回复可以了解项目中 AI 的使用方式，表明部分用户对“本地 AI 功能如何实现和部署”有兴趣（@asimovs-auditor, 1分）
展开评论
- @Technical_Main_1422 (2): Honestly I never thought about it, maybe can u add a ticket on GitHub. I’m sure someone would love to add the things needed to get it on unraid and you get a notification once it’s there 😊
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Pucksy (1): Seems great! Why isn't it in community applications on unRAID?
作者分享自己开源的 OpenReader v4.1.2，自托管的文本转语音文档阅读和有声书导出工具，支持多种 TTS 提供商和 Docker 部署。
Sharing my latest release of OpenReader v4.1.2, an open-source text-to-speech document reader and audiobook exporter. It has been live for over a year now, and slowly has gained 300+ GitHub stars. **…
受众观点：① 有人提醒展开评论可以了解这个项目在开发中如何使用 AI 辅助（@asimovs-auditor, 1分） ② 也有用户很兴奋地表示终于有一个界面干净、又不用订阅就能把 PDF 读出来的方案（@finess3qu33n, 1分）
展开评论
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @finess3qu33n (1): finally something that looks clean and doesn't require a subscription just to hear a PDF.
开发者分享自己做的 macOS 桌面效率应用 Keyfold，通过快捷键在屏幕任意位置弹出小部件和自定义 AI agent，减少频繁切窗口的操作负担。
Hey everyone, I’ve been building a desktop productivity app called Keyfold over the last few months and wanted to finally share it here to get some honest feedback. Website: [keyfold.io](https://keyf…
受众观点：① 帖主重点介绍了可切换桌面小组件、剪贴板历史、便签、计算器等功能，希望大家评估这种工作流是否顺手（原帖内容） ② 他们特别强调自定义 HTML/CSS 小组件和可配置 AI agents，希望收集大家对哪些 widget/agent 真正有用的想法（原帖内容）
展开评论
- _无评论_
开发者做的旅游网站大量依赖 Google Places Photos API 展示景点图片，但因不能缓存且费用高昂，想寻找替代方案或规避成本的做法。
I currently have a website which heavily relies on the Google Places Photo API. Users can scroll through a bunch of POIs for planning trips, as well as various other things. This can mean that each u…
受众观点：① 有人推荐 Unsplash、Pexels 等免费图库，以及 Mapillary、OpenStreetMap 这类地理图片和数据源，认为可以部分替代 Google 的照片能力以降低成本（@Maleficent-Car8673, 2score） ② 也有评论直接讨论“缓存了他们怎么知道”，反映出不少开发者在成本压力下会考虑灰色操作，对 ToS 合规的边界认识模糊（@ApplicationGreat2995, 1score）
展开评论
- @Maleficent-Car8673 (2): Check out Unsplash or Pexels for free high-quaality images. They might not have the same level of detail as Google Places, but they've got tons of great photos you can use without worrying about API costs. You might also want to look into Mapillary or OpenStreetMap for some geot…
- @ApplicationGreat2995 (1): how would they even tell if your caching the photos? maybe there’s a workaround on that?
楼主在研究 Yjs 协同编辑实现细节，质疑随机 client ID 会导致状态向量无限膨胀或必然碰撞，并追问 Yjs 实际如何回收旧 client ID 和控制状态大小。
From what I hear, the client IDs are randomly assigned, and people claim that the birthday paradox prevents endless piles of new client IDs piling up in the state vector, but I don't understand how t…
受众观点：① 有人指出生日悖论在这里有点误导，Yjs 主要依赖垃圾回收移除长时间不活跃的 client ID，现实应用规模通常达不到理论极限（@No-Tennis9233, 2分） ② 也有评论解释 Yjs 通过随机 ID 加高效 GC 组合来处理复用，文档自然同步过程中会清理未使用 ID，从而减轻状态膨胀（@Maleficent-Car8673, 2分） ③ 楼主自己做了 Python 版本的实测，发现即便多次覆盖更新，state vector 仍然保持很小，说明实现里确实有有效的 GC 机制（@EternityForest, 1分）
展开评论
- @No-Tennis9233 (2): The birthday paradox thing is kinda misleading here - YJS doesn't actually rely on collisions to prevent bloat. Most implementations do have garbage collection that removes inactive client IDs from the state vector after they haven't been seen for a while, though it's not always…
- @Maleficent-Car8673 (2): YJS uses a commbination of random IDs and efficient garbage collection to handle client ID reuse. The birthday paradox helps avoid immediate collisions, and over time, unused or disconnected client IDs get cleaned up as part of the document's natural sync process. It's not perfe…
- @EternityForest (1): Doing some empirical testing on the Python version, it seems the GC works pretty well! It seems like if you overwrite an integer 500 times with updates from 500 different documents(Updating each from the main document first), the state vector remains at 11 bytes. I wonder if the…
一位从机器人转到 ML 的工程师想把两者结合，发帖寻找一起参加 Intrinsic 举办的 AI for industry 物理机器人挑战赛的队友。
Hey all, I'm a robotics engineer by training turned ML/AI engineer because of passion right after school. I want to start combining these skills together and I think a competition is the best way of…
受众观点：① 有人对挑战本身感兴趣，但注意到报名截止日期已过，开始询问是否有其他类似比赛可参加（@davesmith001, 1score） ② 也有人对比赛条款持怀疑态度，担心需要通过主办方工具提交高价值工作，相当于用可能值很多钱的成果换取有限奖金（@waruby, 1score）
展开评论
- @davesmith001 (1): It looks interesting but closing date 8th May. Any other challenges?
- @waruby (1): "During qualification, use your favorite tools, including open source tools and simulators, along with the Intrinsic challenge toolkit, to train your model" So you have to put your billion-dollars-worth work through their spyware so that maybe you can get 180000$. No thanks.
发帖者计划用 OpenAI API 生成针对某个 Python 库的编程任务和测试，用于微调开源代码模型或只做基准评测，想确认这样使用 OpenAI 输出是否违反其条款。
Hello everyone, Is it allowed to use OpenAI API outputs to create a silver code dataset or benchmark for a specific Python library? I am working on a project idea related to library-specific code gen…
受众观点：① 有人虽然无法给出法律意见，但从实用角度建议直接使用优秀的开源权重模型来生成数据，再用专有 LLM 做质量检查，以规避条款风险（@PortiaLynnTurlet, 2score） ② 这也反映出不少开发者对专有模型输出能否用于训练其他模型心存顾虑，更倾向于在数据来源上做保守选择（@PortiaLynnTurlet, 2score）
展开评论
- @PortiaLynnTurlet (2): I can't provide a legal answer but as a practical consideration, why not use a really good open weight model instead? You can presumably use a proprietary LLM to check the quality of the outputs (although that needs to be verified too).
作者分享一篇关于测量等变模型在对称群 C_n 任务上降低样本复杂度的论文，提出相对交换率估计方法，并发现使用错误对称群约束的模型比完全不加约束还更糟。
The prediction that equivariance reduces sample complexity by a factor of |G| appears in roughly every paper on geometric deep learning and is measured as an actual scaling law in roughly none of the…
受众观点：① 有人指出发帖者其实就是论文作者，只是用第三人称写帖子显得像隐性自荐，并认为论文想法有趣但实验范围偏窄（@LetsTacoooo, 5score） ② 作者在回复中解释选择窄而可控的 2D 合成任务是为了干净测量一个速率，并计划做预注册复现实验和跨领域验证来增强结论稳健性（@AhmedMostafa16, 1score） ③ 作者还提到写作风格刻意做得能经受领域专家的严苛质询，承认因此显得有些过于厚重，后续会尝试简化表达（@AhmedMostafa16, 1score）
展开评论
- @LetsTacoooo (5): Seems like you are the (single) author but wrote the post as if you weren't. Idea is interesting but experiments are limited. Writing could be simplified, seems more complicated than it should be.
- @AhmedMostafa16 (1): Fair enough. I drafted it in third person to keep it about the paper and not the author, but you are right that it reads a bit like a stealth promo when it is just me. Regarding the limited-experiments note: the 2D synthetic task with 5 seeds on cyclic groups is exactly as narro…
一位开发者在为自家 CRM 做数据补全功能，对 Prospeo API 的速率限制、响应时间和稳定性有疑问，向社区询问是否适合每周批量补全约5万联系人。
i'm building an enrichment feature for our crm and looking at different data providers. been testing prospeo's api docs and the rate limits look solid on paper (30/sec on pro plan) but wondering how…
受众观点：① 帖主关心 Prospeo 在实际生产环境下的吞吐量和 30/秒限流是否真实可用，尤其是每周 5 万条联系人批量补全场景（原帖提问） ② 他们对“实时验证”和 99.99% uptime 这类营销说法持怀疑态度，希望听到一线集成者的真实延迟和超时情况（原帖提问）
展开评论
- _无评论_
发帖者讨论机器人遥操作数据只包含 RGB 和关节状态，缺乏可在事后可靠恢复的接触意图和具身语义，想了解是否有人在做采集阶段就加入语义标注以缓解接触丰富任务中的语义鸿沟。
It seems raw teleoperation data (RGB + joint states) structurally lacks affordance, contact intent, and embodiment-specific kinematic context. (information that can't be reliably recovered post-hoc o…
受众观点：① 帖子目前几乎没有实质讨论，说明即便在机器学习社区，这类关于遥操作数据语义缺失和采集时监督的细节问题关注度仍然很低（无高赞具体回复） ② 从零评论状态也能看出，这个方向可能还比较前沿小众，潜在从业者在寻找同领域实践经验时缺乏可参考案例（无高赞具体回复）
展开评论
- _无评论_
Leni 是面向专业投资机构的 AI 数据科学助手，强调可验证的财务分析输出和对 GPT、Claude 等模型的精度优势。
Leni
受众观点：① 在做 AI SaaS、考虑切入金融等高风险行业的独立开发者 ② 想用 AI 辅助投研但担心幻觉和合规问题的投资从业者 ③ 关注多模型路由和评测体系的 AI 产品经理和工程师。
展开评论
- @Investing (0): • [AI Workflow Automation](/categories/ai-workflow-automation) • [AI Data Scientist](/categories/ai-data-scientist) Leni is the most accurate and verifiable AI for serious investment work. Built on 21,000+ decision traces and processing 100M+ rows daily, it delivers finance-grad…
- @Leni (0): Maker 📌 Hey Product Hunt 👋 I’m **Arunabh**, Co-Founder & CEO of **Leni**. **Three years ago, we started with a simple observation:** The smartest people in investing were spending an absurd amount of time moving data between systems, fixing spreadsheets, validating reports, and…
- @Leni (0): Maker
- @Leni (0): Maker
- @Pixelesq (0): [@arunabh\_dastidar](https://www.producthunt.com/@arunabh%5Fdastidar) Congrats on the launch!! Two things I'm curious about. The model-agnostic routing, how does Leni decide which LLM handles what? Is it task-based, like one model for number-crunching and another for writing mem…
SellerClaw 是为电商卖家提供的 AI 代理团队，自动处理选品、店铺运营、广告和客服等跨平台事务。
SellerClaw
受众观点：① 想用 AI 降低运营成本的 Shopify、亚马逊等中小卖家 ② 正在做 AI agent 平台、寻找真实高频场景的开发者 ③ 关注多平台电商基础设施（支付、结算、广告）的产品和工程从业者。
展开评论
- @Ecommerce (0): • [AI Agents](/categories/ai-agents) Running even one online store is a full-time job. SellerClaw is a team of AI agents that runs it for you: specialized agents for product sourcing, store management, and advertising, coordinated by a supervisor you direct. Tell it what to sell…
- @SellerClaw (0): Maker 📌 Hey Product Hunt! 👋 Artem here, co-founder of SellerClaw. My journey in e-commerce started when I was 18, selling on Amazon. Later, I co-founded Zonesmart, where we helped over 1,000 sellers scale across borders before exiting in 2022. Despite all the tech we had, one th…
- @SellerClaw (0): Maker [@swati\_paliwal](https://www.producthunt.com/@swati%5Fpaliwal) Thanks! Good question. Short answer: we're not a Merchant of Record, so multi-currency and local payment methods never actually land on our plate. All the money between buyer and seller moves through the marke…
- @SellerClaw (0): Maker [@swati\_paliwal](https://www.producthunt.com/@swati%5Fpaliwal) [@tolstov\_gleb](https://www.producthunt.com/@tolstov%5Fgleb) One thing to add: beyond settlement, there's the operational layer where we do touch numbers — supplier cost, sell price, margin. The agent keeps e…
- @SellerClaw (0): Maker [@swati\_paliwal](https://www.producthunt.com/@swati%5Fpaliwal) Thank you so much! Upvote (4) Report Share 6h ago [](/@ravi%5Fsheth1) [Ravi Sheth](/@ravi%5Fsheth1) [@artem\_kosilov](https://www.producthunt.com/@artem%5Fkosilov) I'm getting an error when trying to connect g…
Shram 推出的 Minimi 是一款 Mac 端 Claude 伴随记忆工具，自动捕捉电脑上的文档、通话和消息，为对话提供持续上下文。
Shram
受众观点：① 每天大量使用 Claude/ChatGPT 工作的知识型从业者 ② 想做个人知识管理或 AI 助手类产品的独立开发者 ③ 关注本地隐私计算和桌面集成的工程师。
展开评论
- @Overview (0): * [Launches3](/products/shram#launches) * [Reviews7](/products/shram/reviews) * [Alternatives](/products/shram/alternatives) * [Built with](/products/shram/built-with) * [Forum](/p/shram) * [Team](/products/shram/makers) * More This is the 3rd launch from Shram. [View more ](/pr…
- @Shram (0): Maker 📌 I've been living inside Claude for most of my workday, and the one thing that always frustrated me was having to re-explain myself every single session. "Here's what I'm working on. Here's what happened in my last meeting. Here's the email thread you need to know about."…
- @Shram (0): Maker [@jay\_gadekar](https://www.producthunt.com/@jay%5Fgadekar) so excited to have built it alongside you and our team! <3 Upvote (13) Report Share 11h ago [](/@rohanrecommends) [Rohan Chaubey](/@rohanrecommends) Hunter [@jay\_gadekar](https://www.producthunt.com/@jay%5Fgadeka…
- @Shram (0): Maker
- @Shram (0): Maker [@jay\_gadekar](https://www.producthunt.com/@jay%5Fgadekar) [@rohanrecommends](https://www.producthunt.com/@rohanrecommends) thanks for this Rohan! Do share your feedback with us :) Upvote (2) Report Share 7h ago [](/@anna%5Fludwinowski) [Anna Ludwinowski](/@anna%5Fludwino…
Veltrix AI 是面向创始人和财务团队的 AI 财务副驾，连接 QuickBooks、Xero、Shopify 等数据源自动分析现金流和盈利能力。
Veltrix AI
受众观点：① 没有专职财务分析师、却需要看数据做决策的独立开发者和小团队创始人 ② 在做数据分析、BI 相关 AI 工具的产品和工程师 ③ 想把自家业务数据接入 AI 做看板和预警的运营负责人。
展开评论
- @Overview (0): * [Launches2](/products/veltrix-ai#launches) * [Reviews11](/products/veltrix-ai/reviews) * [Alternatives](/products/veltrix-ai/alternatives) * [Customers](/products/veltrix-ai/customers) * [Team](/products/veltrix-ai/makers) * [Awards](/products/veltrix-ai/awards) * More This is…
- @LLMs (0): [Metabase](/products/metabase?ref=product%5Fsidebar) Open source Business Intelligence and Embedded Analytics. [4.9(24 reviews)](/products/metabase/reviews) [Data analysis tools](/categories/data-analysis)[Data visualization tools](/categories/data-visualization) [TalktoData AI]…
- @Hannah (0): •[1 review](/@dodds/reviews) #### What's great I run a small marketing agency and live in Google Sheets hell. Tried Power BI - wasted a weekend on one fragile dashboard. Nope. Found Veltrix AI. Connected QuickBooks + Drive in 4 mins, asked “LTV vs CAC by channel last 90 days?” -…
Ideogram 4.0 在 Product Hunt 上发布，主打版式精度和文字排版改进，用免费模型和开源工具面向设计和社媒场景的图像生成升级。
Ideogram 4.0
受众观点：① 老用户认为 Ideogram 免费版已经很好用，这次在布局精度和文字排版上的升级解决了很多图像模型的痛点（@Voquill, 4votes） ② 有用户对宣传视频里展示的可编辑文字功能没有在当前版本中上线感到失望，担心功能宣传与实际体验不一致（@Mike Cornelius, 1votes） ③ 其他 AI 产品开发者关注其在基准测试中的表现，认为性能数据亮眼，适合在自己产品中集成或对比（@Manfred Swarovski, 1votes）
展开评论
- @Overview (0): * [Reviews](/products/ideogram-4-0/reviews) * [Alternatives](/products/ideogram-4-0/alternatives) * [Team](/products/ideogram-4-0/makers) * [Awards](/products/ideogram-4-0/awards) * More Free Options Launch tags:[Design Tools](/topics/design-tools)•[Open Source](/topics/open-sou…
- @Voquill (0): Been a fan of the free version for image generation, so it's great to see how much Ideogram is evolving. Layout precision and typography, which are still pain points for a lot of image models, are great addition. Good luck with the launch! Upvote (4) Report Share 8h ago [](/@mik…