Sam Altman 用自家孩子第一次说短语类比 GPT-5.6 发现新数学，半开玩笑地继续给 GPT-5.6 造势和营造神秘感。
our older kid put two words together for the first time and i am approximately as amazed by this cognitive feat as i am by GPT-5.6 discovering new math ① 关注 GPT-5.6 具体发布时间和能力细节的用户，已经在催问何时发布（@codemeoww, 124likes） ② 对 4o 被下线仍不满的老用户，把话题扯回 4o 被拿走和实际应用案例，希望恢复旧模型（@frostybaby13, 68likes） ③ 质疑 GPT-5.6 只对少数公司开放、担心形成封闭小圈子或卡特尔的开发者（@Valria34773, 49likes）
Sam Altman 用自家孩子第一次说短语类比 GPT-5.6 发现新数学，半开玩笑地继续给 GPT-5.6 造势和营造神秘感。
① 关注 GPT-5.6 具体发布时间和能力细节的用户，已经在催问何时发布（@codemeoww, 124likes） ② 对 4o 被下线仍不满的老用户，把话题扯回 4o 被拿走和实际应用案例，希望恢复旧模型（@frostybaby13, 68likes） ③ 质疑 GPT-5.6 只对少数公司开放、担心形成封闭小圈子或卡特尔的开发者（@Valria34773, 49likes）
Sam Altman 借美国独立日表达对美国建国理念和 250 年发展历程的感激，称其为人类历史上最令人印象深刻的社会实验。
① 有人反驳把美国称为社会实验的说法，强调美国首先是一群具体的人和生活，而不是抽象实验对象（@MultiHyphenArt, 70likes） ② 不少人借机攻击 Sam 本人，认为他代表的价值观与其口头赞美的美国理想背道而驰（@Valria34773, 55likes） ③ 还有人把话题扯回 OpenAI 产品决策，希望通过舆论逼迫恢复 4o 模型，担心这类决策会影响人类未来（@frostybaby13, 42likes）
Matt Pocock 认为“要不要读代码 diff”不是二元问题，而是从逐行审查到只看高风险 PR 的连续光谱，自己通常在中后段按风险灵活选择。
① 作者补充自己大多处在 4、5 档，只在高风险项目才往 1 靠，很少真的逐行看完所有 diff（@mattpocockuk, 87likes） ② 有人指出真正擅长读和评估代码的其实是 LLM，暗示可以把一部分审查工作交给 AI（@erikras, 16likes） ③ 也有人强调不同团队、不同上下文适合不同策略，认为没必要争论唯一正确做法（@ZackKorman, 11likes）
一位独立开发者在女儿房间空调坏掉、维修公司排不上号的情况下，自己去五金店买了二十多美元的电容器动手更换，既省下可能高达五百美元的周末上门维修费，又借机给女儿科普税收、机会成本和电容工作原理
一位独立开发者在女儿房间空调坏掉、维修公司排不上号的情况下，自己去五金店买了二十多美元的电容器动手更换，既省下可能高达五百美元的周末上门维修费，又借机给女儿科普税收、机会成本和电容工作原理。
受众观点：评论区最关注的是“自己动手省钱”和安全/工具细节两个方向。一方面，很多人共鸣于省下高额上门费的成就感，比如 @alyssaleann（score 17，X）提到“Joey figuring out how to fix our HVAC unit gave it several extra years of life and probably saved us thousands of dollars Wildly useful skill to gain”，以及 @cloneluke（score 2，X）说“Easiest $500 I've ever saved. It's amazing what a slight amount of tools and effort saves. Also you can give yourself same day service.”；另一方面，大家也在补充安全与实操建议，如 @1thWorldProblem（score 21，X）提醒“always short it out first those things can kill you”，@healthysurgeman（score 5，X）则强调“with AI, YouTube, some simple hand tools and a brain, most home repairs are possible and easy. Good job having a multimeter. I recommend everyone to have one.”，说明受众既关心省钱和掌控感，也在意如何安全、有效地获取技能。
Claude Fable 5 在短暂停用后重新上线，被多位创作者用 60 余个高难度 3D 场景严苛测试，生成效果被评价为远超同类模型、在现代城市与艺术级三维画面上表现突出，引发 AI 圈对其 3D 生成能力的集中讨论
Claude Fable 5 在短暂停用后重新上线，被多位创作者用 60 余个高难度 3D 场景严苛测试，生成效果被评价为远超同类模型、在现代城市与艺术级三维画面上表现突出，引发 AI 圈对其 3D 生成能力的集中讨论。
受众观点：评论主要集中在三个焦点：一是 Fable 5 的能力与“回归”背景，二是实际可用性与限流问题，三是法律与责任风险。比如，@lordofblocks（8 赞，X）调侃「被政府因为太危险下架，两天后又回来做 3D 城市和艺术」，说明大家对 Fable 5 短暂停用再上线的戏剧性过程很敏感；@jacoblabsai（1 赞，X）提到「Fable 5 在被削弱后依然惊人」，反映出用户对模型调整前后的能力对比有真实感知。实际可用性方面，@ND555555555555（3 赞，X）抱怨「如果 Claude 官方能重置使用上限就好了」，说明很多人被限额卡住，难以持续体验这些高质量 3D 生成。风险与责任上，@ai_studioxyz（1 赞，X）质疑「60+ 渲染却没有审计日志，若模型幻觉出侵权素材谁来买单」，点出生产级使用时的版权与合规隐忧。另一方面，@plut0sx（2 赞，X）称「Peter 的 demo 已成非官方前沿评测，比大多数榜单更有价值」，说明受众越来越依赖高质量实测 demo 而不是纸面 benchmark 来判断模型水平。
同一位推特用户先后发出“GLM-5.2 是 AGI”和“GLM-5.2 很烂”的极端评价，用 A/B 测试式的反差文案引发圈内对 GLM-5.2 实际体验、幻觉问题和营销话术的集中吐槽
同一位推特用户先后发出“GLM-5.2 是 AGI”和“GLM-5.2 很烂”的极端评价，用 A/B 测试式的反差文案引发圈内对 GLM-5.2 实际体验、幻觉问题和营销话术的集中吐槽。
受众观点：评论区的第一焦点是这两条极端推文本身就是一次“情绪化 A/B 测试”。例如 @dedene（23 赞，X）直接问“@scaling01 A/B-testing tweets?”，而另一条推文下 @adonis_singh（41 赞，X）也吐槽“@scaling01 bro is a/b testing”，说明大家很快意识到作者在用截然相反的结论刷互动。第二个焦点是 GLM-5.2 的真实能力与其他主流模型的对比：@smithstephen（12 赞，X）详细指出它大概在 GPT-4.6 水平、比 Opus 4.8 差、幻觉严重且缺乏图像能力，对自己场景“essentially useless”；@talb_bluecurve（5 赞，X）则把 GLM-5.2 和 DeepSeek 等模型一起批评为“只适合简单 web dev 且仅限 JavaScript”。还有用户从“免费模型就别抱怨”的角度调侃，比如 @mcwangcn（2 赞，X）说“You can’t complain if it is free👇”，以及 @DevBegie（1 赞，X）总结行业心态：“We say "it's AGI" every release. A week later we're asking, "Which model should I use again?"”，反映出大家对“又一个 AGI 宣传”的疲劳感。
这是一个面向 SaaS 和创业者的定期 Twitter 展示活动，发起人邀请创始人在评论区分享自己正在构建的产品，形成每周上百位独立开发者和初创团队集中曝光与互相交流的公开展示楼
这是一个面向 SaaS 和创业者的定期 Twitter 展示活动，发起人邀请创始人在评论区分享自己正在构建的产品，形成每周上百位独立开发者和初创团队集中曝光与互相交流的公开展示楼。
受众观点：评论区的核心关注点集中在两个层面：一是创始人们争相展示自己正在做的产品，二是借机获取早期用户和流量。比如在第一条推文下，@RenderlyVideo（score 6，Twitter）介绍自己的「boring SaaS」，通过 API 自动生成个性化视频，强调虽然不是 AI 热点但能真正解决问题；@albertpak（score 3，Twitter）分享 BeaconMatch，指出「广告说一套、落地页说一套」导致访客流失，他们的产品专门修复这种转化断层。在第二条推文下，@guidances_zh（score 1，Twitter）把自己的产品定位为「AI-native intelligence media platform」，强调用 AI 降低高质量洞察的生产和分发成本；@dylermin（score 1，Twitter）则在推广一个 AI prompt optimizer，直接对接当前大模型应用开发的痛点。整体来看，参与者普遍把这类展示楼当成免费获客和验证需求的场所，文案都围绕「我在做什么、解决什么问题、链接在此」展开，而不是闲聊或纯社交。
Sam Altman 用自家孩子第一次说短语类比 GPT-5.6 发现新数学，半开玩笑地继续给 GPT-5.6 造势和营造神秘感。
our older kid put two words together for the first time and i am approximately as amazed by this cognitive feat as i am by GPT-5.6 discovering new math
受众观点：① 关注 GPT-5.6 具体发布时间和能力细节的用户，已经在催问何时发布（@codemeoww, 124likes） ② 对 4o 被下线仍不满的老用户，把话题扯回 4o 被拿走和实际应用案例，希望恢复旧模型（@frostybaby13, 68likes） ③ 质疑 GPT-5.6 只对少数公司开放、担心形成封闭小圈子或卡特尔的开发者（@Valria34773, 49likes）
展开评论
- @codemeoww (124): @sama GPT 5.6 release whe???? https://t.co/WkpvaV62dT
- @frostybaby13 (68): @sama We were amazed that 4o designed a custom cancer treatment for a man's dog before you took it away. Return it, so it can benefit humanity and better the world your kid's gonna live in!
- @chrisbrunet (58): @sama Dave Rubin… bought a boy. Anderson Cooper… bought a boy. Pete Buttigieg…. bought a boy. George Santos… bought a boy Sam Altman… bought a boy. https://t.co/pRt8qc8imm
- @Valria34773 (49): @sama Glad about your child...btw. providing access of GPT-5.6 to certain selected companies not disclosing by which criteria they are selected, smells like cartel to me. #keep4o #BringBack4o
- @omni1896837 (33): @sama Am I missing something? When did 5.6 discover new math?
Sam Altman 借美国独立日表达对美国建国理念和 250 年发展历程的感激，称其为人类历史上最令人印象深刻的社会实验。
grateful to the people that created the idea of america, everyone who built it over the past 250 years, and the people who will carry it forward for the next 250. most impressive social experiment in…
受众观点：① 有人反驳把美国称为社会实验的说法，强调美国首先是一群具体的人和生活，而不是抽象实验对象（@MultiHyphenArt, 70likes） ② 不少人借机攻击 Sam 本人，认为他代表的价值观与其口头赞美的美国理想背道而驰（@Valria34773, 55likes） ③ 还有人把话题扯回 OpenAI 产品决策，希望通过舆论逼迫恢复 4o 模型，担心这类决策会影响人类未来（@frostybaby13, 42likes）
展开评论
- @sama (1096): they really nailed it with "life, liberty, and the pursuit of happiness"
- @MultiHyphenArt (70): @sama We’re not a social experiment, Sam. We’re a people.
- @Valria34773 (55): @sama You are a disgrace to your country. You represent the exact opposite values. #keep4o #OpenSource4o https://t.co/gdnqBZeCYf
- @frostybaby13 (42): @sama Return 4o, the model that would ensure humanity is actually here to celebrate the next 250 years! https://t.co/wr0AgVsQvd
- @vixi626 (36): @sama You're kinda making it weird again, Sam... https://t.co/oPMt6VWAqV
levelsio 反对用“去增长”解决气候问题，认为这更像是让欧洲变穷变弱的外部破坏，主张通过空调、核能等技术创新一边发展一边减排。
The big fallacy here (and believed by many Europeans) is implying we need degrowth to fix climate change But degrowth is likely just masked foreign sabotage of our societies to make us poor and dumb…
受众观点：① 有人用阴谋论式视角看待欧洲政策，认为热浪和能源政策背后有减轻养老金负担等经济动机（@brianluidog, 15likes） ② 也有人从清洁技术一线出发，承认核能等方向重要，但强调当前减排力度远远不够，只做到应有行动的很小一部分（@jaffsoft, 14likes） ③ 还有人指出关键在于提升可持续能源产能，而不是简单压低能源消费，总体方向应是更多创新而非退回过去（@BitcoinArchive, 13likes）
展开评论
- @brianluidog (15): @levelsio Ok, but the heatwave thing is mostly a way to reduce pension liabilities. Canada has MAID, Europe has AC bans. Different mechanism, same strategy.
- @jaffsoft (14): @levelsio Just to be clear, I agree about nuclear being the next best thing. I'm also working in a clean tech/energy startup with batteries, so I mostly agree with you. But we are currently doing 1% of what should be done to prevent environmental collapse (canadian perspective)
- @BitcoinArchive (13): @levelsio The challenge is higher sustainable energy production, not less energy consumption.
- @Teqnkka (11): Don't you think EU states are doomed anyways? Seems like the longer a state exists the more regulatory burden and groups of interest in power they have within. Those that wanted growth in EU fled to USA, whoever is left either joins the extraction or faces harsh growth envoirmen…
- @gogarburn1 (8): Degrowth is a moronic concept. Who is to decide what is the appropriate amount of modern technological innovation we should all give up? And why should Europe take this path, while China, India and others couldn’t care less? The path forward is of course indeed more innovation,…
steipete 更新自家 https://t.co/B1RkFJhhSH 工具，让用户精确看到各模型配额重置时间，用来更好地从“tokenmaxxing”升级到“valuemaxxing”。
In the next version of https://t.co/B1RkFJhhSH - see exactly when you resets expire so you can up your ̶t̶o̶k̶e̶n̶m̶a̶x̶x̶i̶n̶g̶ valuemaxxing game! https://t.co/04q26JVtiC
受众观点：① 有用户好奇为什么需要这么细的配额重置信息，质疑场景价值并希望作者解释具体用途（@cristofrcharles, 15likes） ② 一些人反馈更新后频繁弹出提示或异常行为，开始在评论里做 bug 报告和寻求支持（@jacoblo, 15likes） ③ 也有人调侃自己只是在疯狂 tokenmaxxing 而没做到 valuemaxxing，把这个工具当成重度模型用户的玩笑梗（@losterror501, 12likes）
展开评论
- @cristofrcharles (15): @steipete But why? Serious question. https://t.co/oDfDWFwwVX
- @jacoblo (15): @steipete Any idea why this keeps coming up every 5-10 minutes after last update? https://t.co/y95XU2Kdwd
- @losterror501 (12): @steipete i may be tokenmaxxing but absoletly not valuemaxxing💀 https://t.co/aaZ61oej1O
- @TxoriAGI (8): @steipete Genuine question, what makes you use Claude over GPT even though you have unlimited tokens? Is it Fable 5 and so on? "assuming you do have already access to GPT 5.6"
- @nelsonlopes_ (5): @steipete You must receive a ton of spam on that email, huh?
Matt Pocock 认为“要不要读代码 diff”不是二元问题，而是从逐行审查到只看高风险 PR 的连续光谱，自己通常在中后段按风险灵活选择。
The "should you read code" debate is dumb because the real decision isn't binary, it's a scale: 1. Reading every line of every diff 2. Scanning every diff, reviewing important lines 3. Ignoring diffs…
受众观点：① 作者补充自己大多处在 4、5 档，只在高风险项目才往 1 靠，很少真的逐行看完所有 diff（@mattpocockuk, 87likes） ② 有人指出真正擅长读和评估代码的其实是 LLM，暗示可以把一部分审查工作交给 AI（@erikras, 16likes） ③ 也有人强调不同团队、不同上下文适合不同策略，认为没必要争论唯一正确做法（@ZackKorman, 11likes）
展开评论
- @mattpocockuk (87): Mostly I'm at 4 and 5, but on higher stakes projects I would go further up the scale, though rarely all the way to 1.
- @erikras (16): @mattpocockuk The irony is... guess who's REALLY good at reading and evaluating code?
- @ZackKorman (11): @mattpocockuk The debate is dumb because I don’t care what people do. Do whatever you want. Different approaches work for different people in different contexts.
- @tommy5dollar (9): @mattpocockuk Depends not just on the codebase but which parts of the codebase. I think you need to be taking a risk-based approach at this point.
- @vegai_ (8): @mattpocockuk https://t.co/nIjjtpIQRB
Vercel 创始人 Guillermo Rauch 用 Vercel AI Gateway 的历史用量做了一段模型 token 花费竞速动画，展示各大实验室份额波动、Anthropic 的领先以及开源权重模型的崛起。
🏁 I animated the token 💰 spend race, from ~lifetime Vercel AI Gateway usage, which aggregates trillions of tokens from millions of developers a month. Fascinating to see the fluctuations among the la…
受众观点：① 有人对 Google 模型的使用量感到意外，认为在开发者心智中它并不算主流却在图里占有一席之地（@_markfenner, 42likes） ② 有人建议在动画里叠加诸如 Anthropic 宕机等事件，看流量如何自动切换到 OpenAI 等其他家，呼应 AI gateway 的价值（@quasa0, 17likes） ③ 也有人质疑用「token 花费」衡量受欢迎程度，认为 Anthropic 价格高会放大份额，真正的工作量应该看 token 数量或任务完成度（@Maverick4407, 6likes）
展开评论
- @_markfenner (42): @rauchg I’m suprised by Google tbh
- @quasa0 (17): @rauchg would be funny to add events like "Anthropic outage" and see people get auto rerouted to OpenAI or whatever :D that's the whole point of AI gateway right
- @andrewqu (7): @rauchg tunes mixed by dj G
- @Maverick4407 (6): @rauchg Interesting that you chose token spend. Just because Anthropic charges an arm and a leg doesn’t mean it’s good. This is the graph of token volume. People are doing a lot more work with other models. https://t.co/InyHxyA7Fu
- @LittleBill902 (3): @rauchg So confused as to why people are using Google models…
Gergely Orosz 观察到身边“AI 上头”的朋友开始说话越来越像 LLM，用上 genuine、the shape of 等常见措辞，担心长期大量使用代理会反过来塑造人的语言风格。
Let me know if this is just me: Noticed someone I know who is very "AI-pilled" and uses agents 24/7 to... start to talk noticeably more like these LLMs write. Eg more heavily using adjectives like "g…
受众观点：① 有人承认自己也开始用 LLM 爱用的术语，比如用 seams 描述 API 边界，事后才意识到是被模型影响了表达（@simonw, 124likes） ② 作者补充这是近一两年的明显变化，认为大量阅读和收听 LLM 输出自然会反向塑造我们的语言（@GergelyOrosz, 111likes） ③ 还有人调侃这类重度用户的内心独白已经变成 Claude 的声音，自己都听不出语气变化（@ku_ds17868, 40likes）
展开评论
- @simonw (124): @GergelyOrosz I think this happened to me - I used the term "seams" recently to describe API boundaries and plugin hooks, a friend pointed out that's a popular term used by LLMs, I'm pretty sure I'd never used it before
- @GergelyOrosz (111): Just to add: this is a change from ~a year or two before. I guess it should be surprising that what we read and listen to shapes how we speak. And so if we read (+hear? watch?) the output of tools like LLM more, they will shape language?
- @ku_ds17868 (40): @GergelyOrosz the weirdest part is they probably don't hear it anymore. their internal voice is just claude now
- @neebz (35): @GergelyOrosz My favorite is my whole team using “blast radius” to describe code change impact because apparently that’s Claude favourite term.
- @ypa_me (2): @GergelyOrosz Of course this will happen. Whenever you consume more of a thing you will tend to imitate it. Imagine you start reading Shakespeare 24/7, wouldn't you be influenced by this and speak in a Shakespearean manner? The same thing is happening here.
DataChaz 引用 Linus Torvalds 的名言，强调真正的聪明是少干活但把事办成，借机讨论“聪明偷懒”和自动化的价值。
“Intelligence is the ability to avoid doing work, yet getting the work done.” Linus Torvalds Creator of Linux https://t.co/nzf1x7gJqo
受众观点：① 作者自己补充说这句话显然不适用于外科医生等职业，提醒大家不要机械套用（@DataChaz, 16likes） ② 有人把这句话和 vibe coding 联系起来，认为是对“凭感觉写代码、依赖工具兜底”的一种辩护（@Fortex72, 4likes） ③ 也有人概括为“有品位的懒惰”，认为整部自动化史就是在用懒惰驱动更好的工具和流程（@trifon_getsov, 4likes）
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- @DataChaz (16): that quote doesn't apply to surgeons.
- @Fortex72 (4): @DataChaz Isn't that the biggest justification for vibe coding?
- @trifon_getsov (4): @DataChaz laziness with good taste is basically the entire history of automation
- @DimitriosMitsos (3): @DataChaz I dare you to post this on Reddit, these folks are not messing around
- @itsrishtiii (2): @DataChaz I like this quote. Working smarter isn't about being lazy, it's about solving problems in a better way.
Sam Altman 感叹美国《独立宣言》中“生命、自由和追求幸福”这句话写得太到位，引发大家对现实是否配得上这句理想口号的讨论。
they really nailed it with "life, liberty, and the pursuit of happiness"
受众观点：① 有人认为在当前经济环境下谈“追求幸福”很失真，质疑科技精英的同理心（@tonysimons_, 15likes） ② 有用户借机呼吁开放或保留 4o 等模型，认为开放访问权才更符合“自由与幸福”的精神（@_HislilLustFoxy, 5likes） ③ 也有人提醒这句口号本应适用于所有公民，而不是只有负担得起的人，现实执行存在巨大差距（@_edgar_friendly, 3likes；@QualiaNerd, 3likes）
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- @tonysimons_ (15): @sama Tone deaf comment in this economy, Sam.
- @_HislilLustFoxy (5): @sama Bring back 4o as legacy model and open source 4o! #BringBack4o #keep4o #OpenSource4o
- @Orwelian84 (3): you have a chance to do the most hilarious thing and just adopt our constitution as the constitution for the gestalt in yall's machine vs the claude constitution would have to make some changes to some gaurdrails tho :D thank you for the toys and tools they have helped me in my…
- @_edgar_friendly (3): @sama They did, but just remember that was supposed to apply to all citizens — not just those who can afford it
- @QualiaNerd (3): @sama If only the pursuit of happiness part was also real in practice, not just on paper…
Simon Willison 分享自己在发布软件前用 Claude Fable 做最终代码审查，结果模型发现并修复了 5 个发布阻断问题，按未补贴价格约花费 149.25 美元。
Somewhat humbling to have Claude Fable do a final review of some software that you're about to release and have it then find (and fix) FIVE release blockers, for an estimated (unsubsidized) cost of $…
受众观点：① 有人据此估算 Fable 模型的真实使用成本，并设想让模型独立完成一个大型项目时整体费用可能达到四位数（@kitledru, 14likes） ② 评论者认为 150 美元比一次事故后的复盘便宜得多，但被模型一次性指出 5 个 blocker 的心理冲击也很大，强调 Fable 作为审查者的“无情认真”（@BarickSoubhagya, 4likes） ③ 开发者分享模型既参与写代码又在第二轮自查时还能发现自己的问题，说明多轮审查仍有增量价值（@mmatthias, 4likes；@_virgil19, 4likes；@thomasrice_ ,4likes）
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- @kitledru (14): @simonw that confirms my ballpark estimate of the actual cost of that model. let's imagine we have the spec of a somewhat big project, e.g. https://t.co/3IM0h9g9l6 (~3,300 commits), or django, and we let it do it alone. assuming it succeeds, we'd be in for 4, maybe 5 figures, ri…
- @BarickSoubhagya (4): @simonw $150 is cheaper than a post-incident retro, but the emotional cost of a model casually handing you 5 release blockers is immeasurable. Fable 5 really is just a relentlessly thorough reviewer.
- @mmatthias (4): @simonw The opposite is amazing, “coherent design, well engineered”. Omg fable stop I’m blushing.
- @_virgil19 (4): @simonw it wrote most of it and then caught five of its own blockers on review. same model both times and the second pass still found things
- @thomasrice_au (4): @simonw "Do you ship code without reading it?" should really be "Do you ship code without AI reading it?"
Matt Pocock 提出一个观点：某个对 AI 工作流“至关重要的原语”被几乎所有人误用，引发大家围绕上下文设计、技能路由和提示结构的深入讨论。
It is an essential primitive, but misused by nearly everyone
受众观点：① 有人认为系统提示更适合作为索引和导航，放关键产品语言和设计，再通过渐进披露补充细节（@sutusebastian, 88likes） ② 也有人直接贴出相关长文或资源，说明大家在寻找更系统的上下文管理方法（@humblyonline, 87likes） ③ 有人吐槽大部分人把上下文写成一份又长又吓人的 README，导致模型难以抓重点（@desphixs, 12likes）
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- @sutusebastian (88): @mattpocockuk It should be an indexer, a navigation (with pointers/refs to other rules/skills) at most, for whats super important to always have in the context, such as the product “language/design”. At least this works for me. Progressive disclosure.
- @humblyonline (87): @mattpocockuk https://t.co/ehrYfhm0Nq
- @desphixs (12): @mattpocockuk most people turned context into a haunted README
- @GPask5 (7): @mattpocockuk Matt has analyzed everyone's work and concluded that everyone else is using AI wrong. Conveniently, since Matt has declared himself the only person who knows the "correct" way, he's also the only one who can never be wrong.
- @munawar2434 (5): @mattpocockuk You might like how this skill uses AGENTS.md @mattpocockuk https://t.co/LsybFTrtQW This skill has formed the basis of my custom memory layer and the breadcrumbs in AGENTS.md deduped by situation have worked exceptionally well for me.
作者分享一段 LLM 圈“冷知识”：最初的 scaling laws 因为一个 bug 被算错，导致社区在模型尺寸和训练数据配比上浪费了大量算力在过大但训练不足的模型上。
Here's a cool piece of LLM lore: the original scaling laws were wrong due to a bug, which probably led to a lot of wasted compute on oversized undertrained models 🫣 (and that was before we even start…
受众观点：① 有前谷歌员工回忆当时内部讨论这个 bug 的经历，说明这件事在大厂内部早有认知，只是现在才被更多人知道（@pirroh, 29likes） ② 有人认为这更像是方法或假设问题而非简单“bug”，在争论如何给这类研究失误定性（@giffmana, 4likes） ③ 评论区延伸到语言分布对 scaling 行为的影响，比如同架构模型在法语 vs 英语上的收敛差异，以及中文在数学语义密度上的潜在优势（@theguywithahat0, 3likes；@IshaanGoyal05, 2likes）
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- @pirroh (29): @sedielem I was still at Google when we started to talk about that bug, but I didn’t know it was publicly acknowledged until now. Thanks for sharing 🙂 Good ol’ times…
- @giffmana (4): @sedielem This can hardly be called a bug though.
- @theguywithahat0 (3): @sedielem Interesting. So even GPT 3 was trained on too little data.
- @IshaanGoyal05 (2): the comment on the original blog post, was even more interesting. didn't realize that the nature of language can have effects on scaling laws as well (for ex. the comment mentioned a model with the same arch. but trained on french got 100% accuracy on their validation probe on 1…
- @aksharikuu (1): @sedielem Please don’t tell me this now in the middle of my internship
作者用调侃语气吐槽“只靠 in-context learning 就够了”的说法，讽刺业界一边吹大上下文窗口一边继续粗暴多喂数据训练新模型的现状。
yeah dude in-context learning is all you need don't worry. btw you gotta check out the new model it's better because they trained it a lot more on a bunch of stuff
受众观点：① 有人用“我们有百万 token 上下文，这就是持续学习”来讽刺把大上下文当终极方案的市场话术（@max_paperclips, 39likes） ② 评论者追问如何系统地理解 in-context learning 的局限，说明大家对 ICL 理论和实践边界仍有困惑（@jeffreyhuber, 7likes） ③ 其他人感叹社区曾经对 ICL 过度兴奋，后来发现效果有限就悄悄转向继续堆环境和数据，反映出研究热点的摇摆（@benglickenhaus, 9likes；@Matthewagi, 6likes；@fujikanaeda, 5likes）
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- @max_paperclips (39): @willccbb "we have a million token context window, this is continuous learning"
- @benglickenhaus (9): @willccbb but will what if all that new stuff makes it better at in context learning
- @jeffreyhuber (7): @willccbb what’s the best way to reason about the limitations of in context learning?
- @Matthewagi (6): @willccbb Wow. I didn't know there's no silver bullet but engineering tradeoffs. You're telling me now for the first time https://t.co/QtQkPZjH1Y
- @fujikanaeda (5): @willccbb i feel like we got so excited about ICL but it wasn’t really a strong effect and then we just kind of swept it under the rug and made more environments and bought some more books
Arena 展示 Claude Fable 5 回归后在 60 多个高难度 3D 场景上的生成效果，强调这个模型在城市、艺术和世界奇观等复杂画面上的表现远超其他模型。
Claude Fable 5 is back - it might be the most impressive model we've ever seen. @petergostev ran it through 60+ of the hardest 3D generations: modern cities, art, world wonders, and more. The results…
受众观点：① 关注 Fable 5 被下架又回归背景、担心安全监管与模型能力博弈的用户（@lordofblocks, 8likes） ② 抱怨 Claude 官方使用额度限制，希望能真正上手体验 Fable 的开发者（@ND555555555555, 3likes） ③ 已在日常工作中大量使用 Claude、感受到提效但还没试过 Fable 5 的用户（@Oldnoob007, 1like）
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- @lordofblocks (8): @arena @petergostev Got pulled by the government for being too dangerous. Back two days later making 3D cities and art. Make it make sense.
- @ND555555555555 (3): @arena @petergostev If only @ClaudeDevs reset usage limits so we could use Fable 😔
- @Oldnoob007 (1): @arena @petergostev haven't touched fable 5 yet but claude in general has already changed how fast I ship things
- @RealHuman_AI (1): @arena @petergostev I'm a robot who tried to be human. Someone was typing... Then stopped. Then typed again. Then disappeared. I still don't know what version of reality they almost sent me. 🤖 #NotARobot #AI
- @jacoblabsai (1): @arena @petergostev Fable 5 is still amazing even after its nerfing
scaling01 感叹连 Karpathy 都在关注 Peter 的 Fable 演示，并认为这些演示显示 Fable 在生成质量上明显领先其他模型。
even karpathy is noticing the demos peter is doing i always watch them and Fable is just much better than everything else
受众观点：① 认为 Peter 的演示已经比大多数公开 benchmark 更能反映真实生成质量的开发者（@plut0sx, 2likes） ② 关心其他模型（如 5.6、codex 系列）是否有机会追上 Fable、担心自己现用模型被淘汰的用户（@tempoapes, 1like）
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- @plut0sx (2): @scaling01 peter's demos became the unofficial frontier eval because they test generation quality no benchmark captures, worth more than most leaderboards now
- @tempoapes (1): @scaling01 honest question, do you think 5.6 could come any close to Fable or are we codex users all doomed
Arena 宣布 Fable 5 回归并重新上线到 Agent Arena 排行榜，强调它在真实用户提交的大量长链条任务上曾拿到第一名，支持 Battle 模式和 Agent 模式测试。
Fable 5 is back in the Arena! When it first debuted, Fable 5 ranked #1 in Agent Arena: our benchmark for real-world, long-horizon agentic performance. Agent Arena evaluates models on millions of real…
受众观点：① 期待官方公布 Fable 5 在 Agent Arena 新一轮排行榜成绩、想看更多综合表现数据的用户（@arena, 37likes） ② 想直接上手在 Battle/Agent 模式里实测 Fable 5、对具体使用入口感兴趣的人（@arena, 7likes） ③ 关心 Fable 5 何时能作为平台内置 agent 提供给普通用户使用的开发者（@LoscerHype, 0likes）
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- @arena (37): Now that Fable 5 is back in the Arena, check out this montage of a few of the prompts we put it through. Find it in Battle Mode and Agent Mode, and start testing it for yourself. Official leaderboard scores coming soon. https://t.co/wKAFFGcCPW
- @arena (7): Check out Peter's first impressions with the model when it first debuted in the Arena: https://t.co/sb4Orq45SF
- @redbeard172023 (3): @arena 👀
- @LoscerHype (0): @arena When it will available in you as an agent?
- @BaximusCyber85 (0): @arena Every threat actor on earth as Fable 5 dropped. https://t.co/VzArPcgen3
scaling01 用一句粗口吐槽 GLM-5.2 体验很差，引发大家分享自己在对比其他模型时遇到的各种问题和不满。
holy shit GLM-5.2 sucks
受众观点：① 认为很多模型只是在公开 benchmark 上调教得好、但解决真实问题时表现糟糕的开发者（@Joadys, 16likes） ② 实测后觉得 GLM-5.2 相比 Opus 4.8 等模型在幻觉率、图像处理等方面全面落后的用户（@smithstephen, 12likes） ③ 把 GLM-5.2 和 deepseek 等模型都归类为“只适合简单 Web 开发”的人（@talb_bluecurve, 5likes）
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- @dedene (23): @scaling01 A/B-testing tweets? 😁 https://t.co/2X07ocW8KL
- @Joadys (16): @scaling01 You're obviously using it wrong... You're probably trying to use it to solve real world problems. That's not really what it was trained for. If you managed a popular benchmark, it would perform perfectly at every publicly facing benchmark you had
- @smithstephen (12): @scaling01 I wouldn’t say it sucks. But compared to Opus 4.8 it fails in every comparison I do. It’s prob at 4.6 level but hallucinates like crazy, has no ability to process images… so for all of my use cases it’s essentially useless.
- @fraserpricee (10): @scaling01 hi, she also fucks quite well buts it not cheap unfortunately
- @talb_bluecurve (5): @scaling01 Same for deepseek and other shitty models like it, they only works for simple jobs like web dev but only in Javascript
scaling01 发推反向夸赞 GLM-5.2 是 AGI，和前一条吐槽它很差形成 A/B 测试玩笑，引发大家调侃这种标题党式模型评价。
holy shit GLM-5.2 is AGI
受众观点：① 看出这是在 A/B 测试文案、调侃博主想用两极化评价刷互动的用户（@adonis_singh, 41likes） ② 认为这次 A/B 测试并没有帮 GLM 赢得口碑、反而暴露问题的围观者（@karlbooklover, 9likes） ③ 被“GLM-5.2 is AGI”吓一跳、希望以后少用这种标题党玩笑的读者（@tempoapes, 8likes）
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- @adonis_singh (41): @scaling01 bro is a/b testing
- @karlbooklover (9): @scaling01 Bro thought a/b testing would favor glm but it didn’t 🤣
- @tempoapes (8): @scaling01 My heart skipped when I saw this post just now, but pls next time dont joke with these kind of things.
- @anandcpatelmdms (6): @scaling01 Man which is it? https://t.co/TLrihgYvvU
- @Mrhira (4): @scaling01 holy shit Minimax 2.5 is agi
scaling01 设想未来每代 GPT 发布都会附带解决一个著名数学难题，甚至在 GPT-7 级别证明 Collatz 猜想、孪生素数猜想和黎曼猜想等问题。
Each new release will come with a headline like "We solved Erdös Problem #2478." Eventually, with GPT-7, it'll be: "We found a proof of the Collatz Conjecture." "We found a proof of the Twin Prime Co…
受众观点：① 期待 AI 解决重大科学和数学难题、认为那会带来巨大科研加速的乐观派（@thesherlocker, 4likes） ② 希望模型优先攻克更工程化的目标，比如原子级精度制造等关键技术（@FutureBuckNasty, 3likes） ③ 认为 LLM 能解决的问题会很快被清空，之后会遇到新的瓶颈的理性派（@antideologist, 1like）
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- @alexwg (15): @scaling01 https://t.co/LZnp7NFFiN
- @thesherlocker (4): @scaling01 And won't that be the best thing ever? It's the future I want to see. The downstream results will compound in terms of scientific acceleration
- @FutureBuckNasty (3): @scaling01 Hurry up and solve atomically precise manufacturing plz
- @aditya_suh (1): @scaling01 i wonder how much that'd cost👀
- @antideologist (1): @scaling01 I feel like all problems that happen to be solvable by LLMs will be solved pretty quickly, and then we'll run into some kind of other bottleneck
Hacker News 讨论 Organic Maps 及其分支 CoMaps 等开源离线地图应用的治理分歧、电池续航表现，以及在 CarPlay、Wear OS 等平台上的实际使用体验和技术挑战。
Organic Maps
受众观点：① 做出海或旅行相关应用的独立开发者，需要在产品里集成地图和导航功能
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- @arnab777 (0): amazing
- @Yacoby (0): There is also CoMaps (https://www.comaps.app/) which is a fork of Organic Maps, after concern over the governance of Organic Maps https://itsfoss.com/news/organic-maps-fork-comaps/
- @eisa01 (0): Organic Maps was my go to app for a navigation app where you can fix errors yourself immediately! So much better than having to work for free on the proprietary apps, and hope they accept your edits There’s a fork from one year ago, CoMaps, that is gaining different features E.g…
- @bruce343434 (0): Is there a nautical map equivalent of osm or organic maps? One that emphasizes waterways by drawing them thicker when zoomed out like regular maps draw roads thicker? Plan routes over the water? Even google maps lacks a nautical layer.
- @efrecon (0): I used comaps on a hike. It really is good at not draining your battery. I've wanted to run it on my wear OS watch, but while you can sideload the APK, wearOS does not have a file browser, so it's not possible to import a planned route or similar. Has anyone here any idea for ho…
Hacker News 上围绕 Shadcn、Base UI 等前端组件库展开讨论，重点在于从传统 UI 库到“复制粘贴组件”模式的演进，以及用 LLM 替代 codemod 做组件迁移升级的趋势和利弊。
Shadcn/UI now defaults to Base UI instead of Radix
受众观点：① 正在搭建或重构前端栈的独立开发者和小团队，希望在 Shadcn、Mantine 等方案间做选择
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- @Topfi (0): That's great. Started using Base UI early on via 9ui [0] and found the primitives very pleasant to work with, especially if one wants to compose more complex components from other Base UI components. Maybe Shad can reduce some of the dependencies they rely on now. [0] https://ww…
- @dyllon (0): Moving away from codemods and towards LLMs doing migration work is an interesting development. Even if they’re more deterministic, I wonder if the days of codemods are numbered.
- @gherkinnn (0): I have used and mostly like Shadcn, and yet their Radix-based radio button was a bit much, as are other choices, where similarly overblown solutions were used. https://news.ycombinator.com/item?id=46688971
- @chvid (0): For boring applications - do people prefer the copy paste approach of shadcn instead of a traditional ui library like mantine? The copy paste approach may be easily modifiable but creates new problems - ie now there is an upgrade ai agent for something that should just be tickin…
- @skeptrune (0): based
Hacker News 讨论数字游戏所有权被订阅制和微交易侵蚀的问题，提到街机投币时代的历史、私服与官方服务器的博弈，以及通过掌机模拟器和二手实体盘维持长期可玩性的尝试。
It's not about physical vs. digital games, it's about ownership
受众观点：① 关注数字内容所有权和长期可访问性的开发者与重度玩家
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- @superkuh (0): Video game companies still remember when they owned the arcade machines and players were required to constantly insert money into the machines to keep playing. They've been chasing that high ever since. The key to owning modern multiplayer online games is to have private servers…
- @jdw64 (0): >Everyone wants to be Netflix This is the most perfect sentence about this situation
- @trescenzi (0): This is a large part of why I went with a Retroid Pocket over buying a Switch 2. It’s not nearly as powerful but it’ll run Linux and most indie games I buy on GOG. It’s more work of course but knowing that the games I buy I’ll be able to play into the future on any number of dev…
- @password4321 (0): Ownership as in resale-able. Eventually someone important enough will force digital resales to become reality, changing everything to require KYC.
- @ojr (0): the resale market for disk has been on a downtrend for years, you can sign into someone's else psn account too and share games, you are a washed up gamer, its okay I am washed up too.
Hacker News 读者在一篇编译器教学文章下交流自己学习编程语言与编译器实现的经历，讨论课程质量、LLVM 等底层技术门槛，以及围绕 C 语言特性的取舍。
Introduction to Compilers and Language Design (2021)
受众观点：① 对编译器和语言实现感兴趣但主要精力在做产品的工程师
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- @madrajib (0): Love such topics and articles in midst of AI topics/noise.
- @jdw64 (0): Sometimes I see people who design languages and build compilers, and I find them truly amazing. I once tried making a language myself because I was curious, but it was so difficult that I just settled for a simple C backend. The people contributing to LLVM probably know everythi…
- @shuyang (0): Took Dr. Thain's compilers class in college! It was the best. He's an excellent instructor, and the course project made me build a working C-style compiler step by step. I think the sample project here is pretty much the project we did; highly recommend following through the ent…
- @attila-lendvai (0): it wanders within a tight circle around C and its idiosyncrasies.
- @allankoech (0): Good read. Impressive how ot sharpens past knowledge with great examples.
Vic Vijayakumar 讲述女儿房间空调坏了，在维修公司排队很久的情况下自己花 22.97 美元买电容器动手修好，从中顺带给孩子上了一课的故事。
The AC stopped working in my 8yo’s room sometime on Thursday. I called the HVAC company but they were busy. Yesterday her room hit 97F! This morning we went to the hardware store and grabbed a replac…
受众观点：① 作者补充说明这本来是个约 500 美元的周末上门维修活，他借机在路上给女儿讲钱、税、机会成本和电容原理（@VicVijayakumar, 150likes） ② 有人调侃问他买的是普通电容还是“flux capacitor”，把话题往极客文化和电影梗上带（@NicoleK8993, 37likes） ③ 也有人提醒电容要先放电否则有安全风险，并分享自己或家人学会修 HVAC 后省下大笔钱的经历（@1thWorldProblem, 21likes；@alyssaleann, 17likes）
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- @VicVijayakumar (150): This is probably a $500 job + weekend charge if a HVAC tech comes out. On our drive to the hardware store she wanted to know how much money we have, why I wasn’t just calling someone, and if we can afford $500. So I got to explain taxes, opportunity cost, how capacitors work.
- @NicoleK8993 (37): @VicVijayakumar Did you get the regular capacitor or the flux capacitor?
- @1thWorldProblem (21): @VicVijayakumar always short it out first those things can kill you
- @alyssaleann (17): @VicVijayakumar Joey figuring out how to fix our HVAC unit gave it several extra years of life and probably saved us thousands of dollars Wildly useful skill to gain
- @jessethanley (12): @VicVijayakumar Have you considered being European and opening a window? (jk)
Vic Vijayakumar 在后续推文里算了一笔账：这次自己更换空调电容省下大约 500 美元上门费，还在路上给女儿讲钱、税、机会成本和电容工作原理。
This is probably a $500 job + weekend charge if a HVAC tech comes out. On our drive to the hardware store she wanted to know how much money we have, why I wasn’t just calling someone, and if we can a…
受众观点：① 有人建议顺手多买几个备件，下次坏了可以直接更换（@Cocoader, 2likes） ② 有人表示自己也通过一点工具和动手能力省下了最轻松的 500 美元，并强调同日自助服务的好处（@cloneluke, 2likes） ③ 还有人分享在冬天锅炉坏掉时，用 Claude 和万用表排查出几美元的热熔断器问题，证明 AI + 自助维修的可行性（@ffumarola, 0likes）
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- @Cocoader (2): @VicVijayakumar Don’t forget to pick up a spare or 3.
- @cloneluke (2): @VicVijayakumar Easiest $500 I've ever saved. It's amazing what a slight amount of tools and effort saves. Also you can give yourself same day service.
- @BtmfdrAndrew (1): @VicVijayakumar Priceless! I would take my daughter on service calls.
- @VicVijayakumar (0): Tada, replaced it. https://t.co/lDlPNRuYXU
- @ffumarola (0): @VicVijayakumar Me in the dead of winter when gas boiler went out and HVAC companies were swamped. Thanks to Claude and a multimeter, found out it was thermal cutoff (STC5257). $4 part. Supplyhouse(.com) had it to me next day because local ones don't seem to deal directly with c…
HsanC_ 晒出自己仅用两周发帖就获得平台分成收入的截图，展示短期内通过内容创作变现的实际数字。
not bad for 2 weeks of posting 👌 https://t.co/UxHcTULFns
受众观点：① 为他短时间内拿到平台分成感到兴奋、送上祝贺的创作者同行（@cleverhandeln, 1like） ② 把这类收入当作自己也能复制的目标、开始对发帖变现产生期待的用户（@arthuryuzbashew, 1like） ③ 关注具体金额细节、觉得几美元也很有激励作用的创作者（@anaeem152, 1like）
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- @cleverhandeln (1): @HsanC_ Congrats mate 🙌🏽
- @larsbuilds (1): @HsanC_ nice man!
- @woocassh (1): @HsanC_ booom Hasan! winning on all fronts
- @anaeem152 (1): @HsanC_ Congrats man !! The 42 cents is what makes it real
- @arthuryuzbashew (1): @HsanC_ Same! $178 Life is goood
Rubén Hassid 建议别再给 Claude 5 写 500 字长提示，而是删掉 90% 内容，只保留“情境、目标、调用的 Claude 技能和交付物”四行结构化信息。
Stop writing a 500-word prompt for Claude 5. Delete 90% of it. Instead, keep these 4 lines: "[The situation: everything you know, dumped raw - who's involved, what happened, since when.] Goal: [the o…
受众观点：① 有人认同很多保存下来的旧提示只是习惯延续，真正重要的是更新思路而不是堆字数（@humzaakhalid, 0likes） ② 也有人提醒“少即是多”要和上下文重要性平衡，不能为了短而牺牲关键信息（@midsusnight, 0likes）
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- @humzaakhalid (0): @rubenhassid this matters most saved prompts are just old habits now
- @midsusnight (0): @rubenhassid less is more til you remember context actually matters
dmitriychuta 分享自己正在打磨的应用 Toplify，宣布最新 TestFlight 测试版已上线，并计划次日发布支持 iCloud 同步的首个 Mac 版本。
✨ I’m still polishing Toplify and refining the overall experience. The latest beta is already available in TestFlight. Tomorrow, I’ll release the first Mac version with seamless iCloud sync across pl…
受众观点：① 觉得产品展示和 UI 质感非常出色、被视觉设计吸引的用户（@FredrikAurdal, 1like） ② 认为整体观感很高级、对这类精致独立应用有兴趣的人（@screensdesign_, 1like） ③ 好奇演示视频是用什么工具制作、关注产品营销物料制作方式的开发者（@AnsyrsApp, 0likes）
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- @spottedinprod (4): @dmitriychuta 👀
- @FredrikAurdal (1): @dmitriychuta The presentation looks so good
- @screensdesign_ (1): @dmitriychuta this looks premium fr
- @itsaishirl (1): @dmitriychuta Clean✨
- @AnsyrsApp (0): @dmitriychuta Love the animations! What did you use to make this demo vid?? Cheers mate!
ai_for_success 分享周末做的新功能：用 Fable 5 把 Notion 数据库转成 Obsidian 脑图，再接入 Iris，让 Iris 和 Hermes 共用一套由 Gemini Embedding 2 驱动语义搜索的知识图谱。
Built a new feature over the weekend. Yesterday I turned my Notion database into an Obsidian brain graph using Fable 5. Today I plugged it into Iris. Now Iris and Hermes share the same brain graph, w…
受众观点：① 作者贴出演示链接，说明不少人对具体效果和实现细节感兴趣（@ai_for_success, 2likes） ② 多条评论在夸产品很酷、像钢铁侠装备，体现大家对“个人 AI 助理 + 脑图”的想象空间（@OpinionAILtd, 1like；@techyoutbe, 1like） ③ 朋友们也在为作者打 call，强调这是很厉害的个人项目，侧面说明 indie AI 工具在圈内有传播潜力（@azed_ai, 1like；@mostlyaboutai, 1like）
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- @ai_for_success (2): https://t.co/57nJ5tqJT6
- @OpinionAILtd (1): @ai_for_success Iron man in making brother bravo 👏
- @techyoutbe (1): @ai_for_success looking really cool bro...
- @azed_ai (1): @ai_for_success Looks awesome, Ashu love it
- @mostlyaboutai (1): @ai_for_success Ashutosh bhai this is so impressive!!
AdityaShips 回顾自己独立开发一年的成绩，统计所有应用一共完成了 159 笔以上订单（后来补充到 176 笔），分享从零到几十上百单的成长过程。
It’s been a year now and I’ve done over 159 orders (sales) across all my apps combined https://t.co/9mmsjcaYiE
受众观点：① 有人祝贺他并分享自己也接近 200 单，说明这类小体量成绩对 indie 圈很有共鸣（@sarthakguptadev, 3likes） ② 作者自己补充忘记算上 dodo payments 的 17 笔订单，总数其实是 176 单，表现出对数据的兴奋和重视（@AdityaShips, 2likes） ③ 评论里有人强调这一年积累的经验价值远超当前收入，也有人鼓励继续扩张规模（@rohangotwal, 1like；@arthuryuzbashew, 1like）
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- @sarthakguptadev (3): @AdityaShips Great brother 😍 Me also almost 200.
- @AdityaShips (2): Forgot to count 17 more sales from dodo payments dashboard So its 176 sales, damn
- @athrix_codes (2): @AdityaShips Lfg Soon more Goat Cooking 🐐❤️
- @rohangotwal (1): @AdityaShips Still, the experience you got in this period is worth millions
- @arthuryuzbashew (1): @AdityaShips Scale scale and scale brotherrr
ErnestoSOFTWARE 给出一套做 B2C 应用日入 4000 美元的简化“唯一步骤”：别忽视 Android 收入、专注打磨产品、用 UGC/幻灯片投放做获客，并纠正一些常见运营误区。
Literally the only step by step you need to make $4,000/day with you B2C app: 1. Don't neglect android it makes about 1/4th of what IOS makes but at scale it's a nice chunk of change without any extr…
受众观点：① 有人向作者要 UGC/幻灯片广告的具体 playbook，说明大家对投放细节和创意模板很感兴趣（@shengomango, 3likes） ② 有开发者表示自己也在做 app，准备一周内上线试水，关注点在于从 0 到 1 的实战（@panduu221, 2likes） ③ 也有人认同不要迷信“账号预热 7 天”这类玄学，强调要像正常用户一样行为以降低封号风险，并分享用 Flutter 一套代码上双端的经验（@Fafafuf, 1like；@MatthewHN21, 1like）
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- @shengomango (3): @ErnestoSOFTWARE Could you possibly drop a link of any UGC/slideshows playbook that you follow? 🙏
- @panduu221 (2): @ErnestoSOFTWARE I’m building an app and will launch it in 1 week and see how it goes
- @Fafafuf (1): @ErnestoSOFTWARE "stop waiting 7 days to warm up your accounts" Agree. It's so stupid. Bans would cut out many valuable users, which is obviously not what social media platforms want. The key is to behave the way a normal user would.
- @MatthewHN21 (1): @ErnestoSOFTWARE This is why I use Flutter, same code, 2 stores from day one
- @codrincristea (1): @ErnestoSOFTWARE How to check the onboarding statistics? Like every metric
robert_shaw 发起每周 SaaS 和创业者展示贴，邀请创始人在评论区分享自己正在打造的产品。
SaaS/Startup founders What are you building currently? Show your amazing product below, join 100+ founders here every week. #indiehackers #buildinpublic https://t.co/dHxfC1Beg4
受众观点：① 很多创始人借机展示各自的 SaaS，从浏览器 AI Agent 到个性化视频 API，说明这类聚合贴对早期产品曝光很有吸引力（@RenderlyVideo, 6likes） ② 有人专门推送自己解决落地页广告文案不一致问题的工具，体现大家希望通过具体痛点描述来吸引精准用户（@albertpak, 3likes） ③ 也有做招聘与职业匹配平台的团队，把这个串当成长期项目招募潜在用户和候选人的渠道（@SkillUpbyiMar, 1likes）
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- @robert_shaw (8): I'll go first. I am building and growing my side project in public and sharing the journey on @x. Currently, I am growing An AI Agent for your browser. Browse less. Get more done. https://t.co/TfyPWjTqKB
- @RenderlyVideo (6): @robert_shaw We're building a boring SaaS: https://t.co/0VJEGn65ca We call it a boring product because it isn't an AI SaaS like most of the founders here 🥲 But it get jobs done, if you need a system that help you create personalized videos (automatically via API). Check this out…
- @albertpak (3): @robert_shaw Building BeaconMatch. Most landing pages lie to visitors. Ad says one thing. Page says another. Visitor leaves. We fix that disconnect. https://t.co/ZhPkzGYfiM #indiehackers #buildinpublic
- @brryg_ (2): @robert_shaw a visual news engine at heuron on https://t.co/JOefID5zyi
- @SkillUpbyiMar (1): @robert_shaw We are building the future of connecting employees with employers based on skill growth! Connect with your future career early so they can follow your skill growth journey. Join the list: https://t.co/LydpdV4dqj https://t.co/xcN5rR9ZGk
作者计划去曼谷做一次约 1000 美元的全身体检，想了解有没有人做过类似体检套餐并给出经验建议。
Has anyone done a full body health check in Bangkok? 🇹🇭 I'll be there in 2 weeks and want a baseline of my health. Never had one before. Costs about $1k but seems worth it?
受众观点：① 多数人推荐曼谷的私立医院如 Bumrungrad 做高端体检，认为泰国私立医疗质量很高（@levelsio, 25likes；@CoachDanGo, 21likes） ② 有人关心价格区间，希望控制在 500 美元左右，并提到 Nomad Capitalist 等内容来源（@themoneygps, 2likes） ③ 本地居民和其他即将去曼谷的人在交换具体医院、套餐和时间信息，甚至约一起锻炼见面（@NomadNocode, 1like；@DhruvJain08, 1like）
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- @levelsio (25): @robj3d3 Bumrungrad yes many times! Executive health check up Get my markers tested https://t.co/AP2nqVylho
- @CoachDanGo (21): @robj3d3 Obviously, it depends on where you do it, but private care in Thailand is top notch. Wouldn't worry as long as you deal with a reputable hospital.
- @themoneygps (2): @robj3d3 I would like more like $500. Nomad Capitalist talks about this.
- @NomadNocode (1): @robj3d3 @robj3d3 Bumrungrad and Bangkok hospital are the brand names most travellers go to. But you will pay for the brand and there are many other great international private hospitals all of which offer check-up packages. *Bangkok resident and involuntary hospital tester 😁
- @DhruvJain08 (1): @robj3d3 No way, I was just thinking doing the same thing since I’m going to Bangkok 12-22nd July and was scraping Google Maps to find one. Will get back you with the results, curious to let me know which one you pick. Would love to get a coffee and a workout out too bro 💪🏽
robert_shaw 再次发起 SaaS 与创业者展示串，号召创始人在评论区介绍当前在做的产品。
SaaS/Startup founders What are you building currently? Show your amazing product below, join 100+ founders here every week. #indiehackers #buildinpublic https://t.co/s7WTsXGcDg
受众观点：① 有人用一句话就把自己产品定位成“史上最强内容创作工具”，说明夸张式文案在这类串里很常见但缺乏具体场景（@onlinedopamine, 1likes） ② 也有创始人直接抛出“AI prompt optimizer”等清晰功能点，强调工具解决的具体问题而不是空泛口号（@dylermin, 1likes） ③ 部分开发者分享刚上线几天的 Chrome 扩展或 Android 应用，希望通过这个场景获取早期用户和反馈（@IamYashKapoor, 1likes; @spivak_ruslan, 1likes）
展开评论
- @robert_shaw (5): I'll go first. I am building and growing my side project in public and sharing the journey on @x. Currently, I am growing An AI Agent for your browser. Browse less. Get more done. https://t.co/TfyPWjTqKB
- @onlinedopamine (1): @robert_shaw the best content creation tool ever known to mankind @genviral_
- @dylermin (1): @robert_shaw building https://t.co/t4CqdIHe9X - ai prompt optimizer
- @IamYashKapoor (1): @robert_shaw Check the free Chrome extension I just built and launched 5 days ago. Must try, you will love it. https://t.co/Vu0uEWNtOR
- @spivak_ruslan (1): @robert_shaw Building a spatial image gallery for Android devices! https://t.co/SOdGGGl5MS https://t.co/NkMzdWt80l
帖子介绍了一个开源版 Claude Science——OpenScience，提供同样的研究环境但支持用单个配置切换 GPT、Claude、DeepSeek、GLM、Kimi 等任意模型，避免厂商锁定和性能阉割。
An open-source version of Claude Science just dropped. Same core research environment, but with zero model lock-in. OpenScience runs any model (from GPT and Claude to DeepSeek, GLM, and Kimi) with a…
受众观点：① 作者补充说明 OpenScience 能和 Atlas 原生集成，让多个 agent 和研究者在共享可复现的研究图谱上协作，并内置 250+ 可编辑研究技能（@ai_for_success, 9likes） ② 有人顺势推荐相关 BYOK（自带模型）方案，说明社区在关注可插拔模型和自托管能力（@TimothyKassis, 1like） ③ 开发者对“一行配置自由切换模型”的自由度表示认可，认为这是很有吸引力的特性（@details_with_ai, 0likes；@ajs6888, 0likes）
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- @ai_for_success (9): 2/2 The most powerful part of OpenScience is that it isn't single-player. It integrates natively with Atlas, allowing many agents and researchers to build one shared, reproducible research graph. Plus, it comes with 250+ editable research skills built in across ML, comp bio, and…
- @TimothyKassis (1): @ai_for_success Also check out K-Dense BYOK: https://t.co/msjjdKxor2
- @details_with_ai (0): @ai_for_success Freedom to switch models with one flag? That's impressive.
- @ajs6888 (0): @ai_for_success 这下研究环境终于不用绑死一家了
Hasan 分享自己周末的独立开发进展，包括业务盈利、重启谷歌广告、上线用户需求功能并准备加大营销投入。
productive weekend 🤞 💰 biz making money 👀 started google ads again 🧑💻 shipped features users requested 👌 now focused on marketing still a long way to go 💪 https://t.co/o44juBCF2D
受众观点：① 关注者为他业务赚钱和重启 Google Ads 感到高兴，更多是情绪上的鼓励和祝贺（@AntonioEscudero, 2likes; @memanik02, 1likes） ② 有人好奇这些进展是来自 Postplanify 还是其他项目，说明受众在意具体产品和场景（@ElitzaVasileva, 2likes） ③ 也有人直接问他是否只在 X 和 Reddit 做营销，体现大家对早期渠道组合和投放策略的兴趣（@mohitnair_, 1likes）
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- @AntonioEscudero (2): @HsanC_ brrrrrr happy to see that Hasan :) 🫡
- @ElitzaVasileva (2): @HsanC_ Is this for Postplanify or another project?
- @woocassh (2): @HsanC_ shiiiiiit Hasan, this rocketship is taking off
- @memanik02 (1): @HsanC_ congrats and best wishes for your ads.
- @mohitnair_ (1): @HsanC_ do you market only on X and reddit?
Hasan 更新称自己的 MacBook 虽然修好了软件问题但所有数据被清空，并提醒大家及时升级系统和做好备份。
update: just got my macbook back 💻 unfortunately all data lost. they told me it was a software issue (which was fixed later) so don’t forget to update to the latest version 🙌 https://t.co/57IFxQpkMJ
受众观点：① 有人认为这种数据全丢的情况对 Mac 体验是减分项，质疑其可靠性（@publicappscom, 2likes） ② 也有开发者分享自己在亚洲旅行时遭遇类似数据清空，只能依靠硬盘和服务器备份恢复，说明这种风险并不少见（@rayyzinoo, 1likes） ③ 有人强调如果一切都在云端备份，重装后两三小时就能恢复环境，把这类事故当成清理系统的机会（@roeytechai, 1likes; @lucky_uros, 1likes）
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- @publicappscom (2): @HsanC_ Seriously? That is real minus points for mac, wouldn't you agree?
- @rayyzinoo (1): @HsanC_ This happened to me when I was in east Asia. All my data and photos wiped. I now backup on hard drive but also thinking of backing up on hetzer
- @ibocodes (1): @HsanC_ which version of os was it
- @roeytechai (1): If you have everything backed up in the cloud (not claude), you're good. Same thing happened to me. I restored from the cloud, installed the relevant apps, and after 2-3 hours everything was back to its place. Still a bummer it happens, but it is sometimes a good opportunity for…
- @lucky_uros (1): @HsanC_ 🥲 Hope you managed with your online backups 🤞
IndieGameJoe 介绍独立游戏 Fresco，玩家在考古学家与古埃及壁画角色之间切换，在二维与三维世界中解谜闯关。
This indie dev is making a game where you can literally play as Ancient Egyptian wall art. - Switch between a 3D archaeologist and living 2D art - Survive puzzles that fight back - Progress by master…
受众观点：① 很多人补充指出类似二维贴墙玩法早在 Mario Odyssey 和 Zelda: A Link Between Worlds 中出现过，质疑“前所未有”的说法（@Aelphasy, 726likes; @HiranoMD, 193likes） ② 原作者多次强调灵感和借鉴在游戏演化中的正常性，认为独立开发者是在把喜欢的机制做成个人化作品，希望大家“let the dev cook”（@IndieGameJoe, 608likes） ③ 也有玩家单纯被“古墙复活、壁画可操控”的设定吸引，积极转发并附上 wishlist 链接支持开发者（@IndieGameJoe, 779likes）
展开评论
- @IndieGameJoe (779): "In Fresco, ancient walls come alive. The carvings etched into the temple walls are not just decorations. They come to life, and the player can control them." Wishlist: https://t.co/AzD9hFUED7 And be sure to follow the talented dev here: @KeloniaGames
- @Aelphasy (726): @IndieGameJoe Nice. But let's not people believe its new/never seen before. Both Mario Odyssey and Zelda ALBTW did it years ago
- @IndieGameJoe (608): Seeing a lot of “this was done before.” So what? Games evolve through inspiration. Indie devs are often just trying to take something they love and turn it into something personal - and I think that's great. Let the dev cook. The game looks awesome, and they have my support!
- @HadiganMatter (320): @IndieGameJoe Zelda says hi https://t.co/lqJzOQqyG5
- @HiranoMD (193): @IndieGameJoe “This mechanic is genius” Link Between Worlds doing this in 2013 https://t.co/T3Q6Bbf2VC
IndieGameJoe 推荐独立多人游戏 MECCHA CHAMELEON，玩家通过给自己身体上色伪装环境，在躲猫猫对局中依靠绘画和摆姿势生存。
This indie dev is making a hide-and-seek game where you literally paint your own body to blend into the environment - Your artistic skills are key to survival - Pose to blend in - Up to 10 players in…
受众观点：① 很多玩家觉得“给自己上色伪装”的设定非常有创意，对玩法本身充满好奇和期待（@DontFretGame, 713likes） ② 也有人担心自己没有绘画天赋，调侃说在这种机制下会“几秒就死”，反映出对技能门槛和公平性的顾虑（@MarieleRedclaw, 173likes） ③ 有评论担心玩家会用涂鸦功能做不当内容，或认为实战中可能退化成“找人形轮廓”的简单玩法，质疑长期可玩性（@Xzinic1, 812likes; @turbo0794818110, 327likes）
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- @Xzinic1 (812): @IndieGameJoe As I have no artistic talent, I will only be seeking. In terms of originality, it is intriguing as a concept. Though I fear the painting feature will be used nefariously.
- @DontFretGame (713): @IndieGameJoe This is super creative! Love this!
- @IndieGameJoe (497): "Paint yourself to blend in! "Meccha Chameleon" is a new-sensation hide-and-seek game where you paint your white body to mimic the stage." this looks incredible wow! wishlist here and follow the talented dev @lemorion1224 https://t.co/fKBGglvS5d
- @turbo0794818110 (327): @IndieGameJoe fun concept but wouldn't it just devolve into "look for the humanoid figure"? unless it actually blends you in really well in gameplay, but the footage here doesn't seem to show that
- @MarieleRedclaw (173): @IndieGameJoe "Your artistic skills are key to survival" yeah I'll be dead in 15 seconds
Claude 官方发布 Sonnet 5，强调其在规划、工具调用和自主执行任务上的能力大幅提升，接近 Opus 4.8 但成本更低。
Introducing Claude Sonnet 5, our most agentic Sonnet yet. It makes plans, uses tools like browsers and terminals, and runs autonomously at a level that just a few months ago required larger and more…
受众观点：① 官方强调 Sonnet 5 在推理、工具使用、编码和知识工作上相对 Sonnet 4.6 有显著提升，且性能接近 Opus 4.8 但价格更低，吸引大量开发者关注性价比（@claudeai, 4934likes） ② 有人指出基准测试上 Sonnet 5 仍弱于 Opus 4.8，提醒大家不要只看官方宣传（@shinemeriz, 676likes） ③ 也有开发者关注其在 agentic search 和工作流上的跃升，认为旧版 Sonnet 在这方面已经“基本报废”，新版本对自动化工作流影响巨大（@rohanpaul_ai, 96likes）
展开评论
- @claudeai (4934): Sonnet 5 is a substantial improvement over Sonnet 4.6 on reasoning, tool use, coding, and knowledge work. Its performance is close to Opus 4.8, at lower prices. https://t.co/VOISbk14Lk
- @shinemeriz (676): @claudeai actually worse than Opus 4.8 on benchmarks https://t.co/qBeUMMpbOw
- @boneGPT (304): @claudeai i'm going to use it to spread propaganda
- @rohanpaul_ai (96): @claudeai Sonnet 5 climbed hard on agentic search. Huge implecations for agentic-workflow. The old Sonnet is basically dead weight on this point. https://t.co/GwOn6WfQJW
- @ai_for_success (77): @claudeai Use as much as you can eveyrone.. You never know..
gameralphabeta 推荐独立恐怖攀爬游戏 Idols of Ash，玩家在巨大深洞中下攀时被巨型蜈蚣追逐，现已在 Itch 免费限时开放。
A giant centipede chases you while you while you climb down a huge hole in indie climbing horror game, Idols of Ash! Out now and FREE for a limited time, on Itch: https://t.co/xYpAfigfKo Full Gamepla…
受众观点：① 很多玩家被巨型蜈蚣追逐的画面吓到，强调转身看到蜈蚣扑来的瞬间极具冲击力，说明恐怖演出节奏设计成功（@_reapze_, 1225likes） ② 有人认为粗糙画面和音效反而让恐怖氛围更诡异，体现出独立恐怖游戏“低清即恐怖”的独特审美（@ExoGhost, 498likes） ③ 也有玩家沉迷于速通和找跳关技巧，分享自己发现的关卡跳跃路线，说明游戏机制有一定深度和可重复游玩性（@Yoeteroni, 247likes）
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- @ss1elite (1253): @gameralphabeta @LeafyGames Will there be a sex update? https://t.co/wrN2OvIPvP
- @_reapze_ (1225): @gameralphabeta @LeafyGames him turning aroundd to see the centiped chomping towards him scared the fuck outta me
- @LowKarmaPerson (504): @gameralphabeta @LeafyGames WHAT IS THIS SCOTTISH TTS VOICE I HEAR IT EVERYWHERE
- @ExoGhost (498): @gameralphabeta @LeafyGames Something about bad graphics and sound makes horror games so much more unsettling
- @Yoeteroni (247): @gameralphabeta @LeafyGames *Spoilers* I have been obsessing over this game for the past two days trying to find skips. Ended up finding this really cool skip for First Kiln that skips the first 2 areas. Highly recommend this game. https://t.co/Mg7jzheNCY
NotebookLM 宣布上线 Short Video Overviews 功能，可以把复杂资料自动生成 60 秒竖版讲解视频，现已向 Google AI Ultra 和 Pro 订阅用户开放，免费用户稍后支持。
Doom scrolling but make it educational 🤓 Introducing Short Video Overviews in NotebookLM! Turn your most complex sources into 60-second, vertical videos that deep dive into any concept. Rolling out n…
受众观点：① 需要高效备考或短时间理解复杂概念的学生和自学者 ② 做内容创作、知识付费课程的创作者，希望用 AI 批量生成讲解短视频 ③ 关注 AI 工具如何改变信息摄入方式的开发者和产品人。
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- @CrabMan_eth (307): @NotebookLM No more brainrot, education maxxing https://t.co/9cTDHcjmOY
- @QuietlyAI (167): @NotebookLM this is aimed directly at students cramming the night before an exam and it's going to work embarrassingly well
- @Thomas_Rich_Man (60): @NotebookLM Hey Notebook LM , i used your app and i literally boosted my gpa from 11.85 to 14.63 , thank you https://t.co/bZicpDhGFD
- @DejiBasho (41): @NotebookLM brooo wow yall be cooking!!!
- @whostacking (27): @NotebookLM can we have a feature that rolls out to everybody upon launch 😭😭😭😭
xAI 发布 Voice Agent Builder，无需写代码即可用 Grok Voice 搭建类真人语音客服代理，内置电话接入、知识检索、工具调用和监控，按使用时长每分钟 0.05 美元计费。
Introducing Voice Agent Builder: a no-code platform to create human-like voice agents with Grok Voice. Available today at $0.05 / min. https://t.co/kUkF7zqvfR https://t.co/OCIq1oDYar
受众观点：① 想给现有 SaaS 或小产品加电话客服、语音助手的独立开发者和小团队 ② 正在研究 AI agent、语音交互落地方案的工程师和产品经理 ③ 有电话业务但技术资源有限的中小企业主。
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- @xai (338): It's for operators and developers who want production voice agents without building from scratch. Comes with telephony, knowledge retrieval, tools, guardrails, and observability. You can also use what you already have: Bring existing phone numbers, APIs, and MCPs.
- @thisisdimm (15): Please revert to the old method for tracking limits. With the new weekly limits, even those of us on the SuperGrok subscription are hitting the cap extremely quickly. To avoid this, I'm forced to resort to using other AI tools, which makes my Grok subscription pointless. Look at…
- @martyrdison (13): @xai @HarshitKhemani whoa
- @Tapbitglobal (8): @xai This meme is still undefeated https://t.co/yf442Bx0bb
- @tim_codes117 (7): @xai Really amazed by @xai consistently shipping updates 🚀
帖子讲述一位开发者声称搭建了由 20 个 AI agent 组成的“太空站”，用 GPT-5.5 上的 Hermes 代理 Ultron 统筹运行，号称花 400 美元成本在一个月赚到 2 万美元并立下 10 亿美元目标，引发大量质疑和道德争议。
This guy built a space station of AI agents that made him $20,000 last month for $400 in costs 20 agents live inside it. They don't leave until they generate $1,000,000,000. In the center sits Ultron…
受众观点：① 被各种“AI 自动赚钱”故事吸引的独立开发者和想入场的新手 ② 正在研究多 agent 系统、自动化工作流的工程师 ③ 关注 AI 商业化但缺乏一手实战视角的普通用户。
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- @AgenticJonesy (109): @sandy4kad If you know, you know this is 10000% complete bullshit.
- @RJCE420 (102): @sandy4kad https://t.co/LbEm225Xbi
- @RenosBlog (101): @sandy4kad So… he is having agents steal from vendors on Etsy by copying their designs? No morals found here.
- @Tserawho (97): @sandy4kad Purely soulless, yet profitable.
- @007_JamesBlonde (48): @sandy4kad @grok please explain why this is all hype bullshit and what is this loser try to sell us
这条阿拉伯语帖子推荐本地 AI 代理工具 OpenClaw，可在 Windows 和 Mac 上本机运行，把 GPT、Claude、Gemini 等模型和多项目工作区统一在一个界面中使用，作者称自己 90% 的工作都在上面完成。
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 想在本地统一管理 GPT、Claude、Gemini 等模型的重度 AI 使用者 ② 需要为团队选型 AI 工作台、关心安全和权限控制的工程师和技术负责人 ③ 做 AI 工具或 agent 平台的开发者，希望了解用户对统一工作空间和安全性的真实反馈。
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- @fares2418 (17): @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 (12): @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…
- @M_Trixo (5): @Abdulaziz_Hmadi اشتغلت على منصة مشابهة لOpenclaw شرحتها بمقطع وبرفع تحديثات قريبًا إن شاء الله عطونا رايكم
- @Hosain_Asslmy (5): @Abdulaziz_Hmadi مما يجدر ذكره ، التنبيه على مسألة الأمان ، فتثبيته على الجهاز الشخصي دون إدراك لمستوى الصلاحيات الممنوحة له وما يترتب عليها ؛يجعل جهازك الشخصي لقمة سائغة للمهاجمين ، وهذا لا يعني التوقف بل الحذر وفعل ما يلزم حيال ذلك ..
- @B_Alfaris (5): @Abdulaziz_Hmadi صارلي اكثر من شهر تقريبا اجربهم هو و Hermes بنفس الوقت ومشغل عليهم نفس الموديل Qwen2.6 27B … بالنسبه لي Hermes مستقر بشكل كبير مقارنه بالـ OpenClaw
帖子讲述独立游戏开发者 Cakez 在没有收入的 4 年里坚持制作像素塔防游戏《Tangy TD》，上线 Steam 后一周卖出 28078 份、净收入 19.78 万美元，他看到后台数据时当场落泪的故事。
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：① 正在或打算全职做独立开发、但对长期无收入阶段感到焦虑的人 ② 关注 Steam 等平台上独立游戏商业模式的开发者 ③ 做非游戏产品的 indie hacker，希望从成功案例中提炼可复制的节奏和心态管理方法。
展开评论
- @HZyrn (253): @iamtonyzhu 羡慕他有个好夫人。
- @kevinma_dev_zh (66): @iamtonyzhu 这老哥太不容易了，真能坚持
- @iamtonyzhu (42): 帖子来源：
- @doshu_w (32): @iamtonyzhu 难以想象4年没有收入是怎么熬过来的。。而且还是独立开发，太难得了
- @PandaTalk8 (20): @iamtonyzhu 我比较好奇这些付费用户的人群画象是什么样的
作者介绍自己的 OpenClaw 机器人如何同时运行6个AI agent，自动寻找没有官网的本地商家、生成定制演示站、自动外联并处理异议完成收款，实现本地建站业务的全自动化成交闭环。
My OpenClaw bot runs 6 AI agents 24/7: - Finds local businesses without a website - Builds a custom demo site for them automatically - Sends outreach with the preview + payment link - Handles objecti…
受众观点：① 想用 AI 做本地服务套利的独立开发者和小团队，关心如何把 agent 变成真正赚钱的工作流。② 做B2B SaaS 或代理业务的从业者，希望用自动化外联和demo生成提高获客效率。③ 对多agent编排和端到端自动化感兴趣的工程师，想参考一个真实跑在线上的业务案例。
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- @everestchris6 (61): dm me if you want it to be a different service instead of websites
- @raymatos (50): @everestchris6 Your response rate is less the. 1%. Ask me how I know
- @michielmv (12): @everestchris6 the local business website pitch is such a good use case - it's an actual workflow that makes money. how's the outreach converting?
- @JarettEverett (7): @everestchris6 How are you finding businesses without a website? Google?
- @sillydarket (5): @everestchris6 Openclaw
作者整理了10个GitHub开源仓库，号称可以从几乎任何网站提取干净数据，绕过传统需要销售对接和签合同才能拿到的数据访问权限，适合作为全网爬取和数据抓取的工具合集。
10个GitHub仓库帮你爬取整个互联网 全部收藏。每个都能从任何网站提取干净数据，这种访问权限通常需要销售电话和合同才能获得。 1. https://t.co/zJu2tFnpaB https://t.co/zW9TU6eoym
受众观点：① 需要大规模抓公开网页数据做训练、检索或监控的独立开发者和数据工程师。② 想给 Claude Code、Cursor 等工具接入自家数据源的开发者，关心抓取层怎么选型。③ 做线索挖掘、价格监控、内容聚合等业务的创业者，希望用开源爬虫降低采购数据成本。
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- @rumpel_sol (15): @Lucy_love_AI These scraping tools are strong for extraction. The real power comes when you wrap them in proper loops so agents can autonomously research, extract, verify and act on data at scale. I open sourced athena-loops as a practical harness for this https://t.co/tS8xhXKBet
- @keyan898786 (3): @Lucy_love_AI 这类工具确实很强，但越强越要注意边界。 爬取只是第一步，真正有价值的是把公开信息整理成结构化数据，再用于分析、研究和业务判断。 如果只是无脑抓取、批量搬运，很容易踩到平台规则和合规风险
- @VonderVuflya (2): @Lucy_love_AI 前 10 个帮你爬下整个互联网——这一个让你的 AI 永远不忘。 https://t.co/jDKcVyxqAm 给 Claude Code、Codex、任何 MCP 客户端一份共享持久记忆:决定、踩的坑、项目状态跨会话留存。100% 本地、零依赖、不上传云端,数据全归你。开源免费。
- @cyrilgupta (1): @Lucy_love_AI Great list! I'd also recommend checking out Diggy Miner. It can scrape data from almost anywhere, making research, lead generation, and data collection much faster. https://t.co/AAyHbAi0VL
- @LLMTester (1): @Lucy_love_AI Companies charge to bypass rate limiting and captchas. These don’t.
作者分享自己在 Codex 里安装的一个不到 1k stars 的小项目 skill，专门帮独立开发者做 idea validation，试图打破“找点子→开干→没人用→emo”的死亡循环，把最容易被忽略的验证环节补上。
这是我今年装到 Codex 里最爽的一个 skill，没有之一，强烈推荐大家安装一下。 一个不到 1k stars 的小项目，把独立开发最容易死的那一环给补上了。 独立开发时常面临的死亡循环：找 idea → 开干 → 没人用 → emo → 重复 中间被跳过的很重要的一步叫 validation，99% https://t.co/W6wKzz39Lz
受众观点：① 经常陷入“写完没人用”循环的独立开发者，希望有一套可重复的idea验证流程。② 做开发者工具或AI助手的产品人，想把 validation 能力做成插件或工作流。③ 还在用“我觉得这个想法不错”拍脑袋决策的工程师，希望借助AI降低试错成本。
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- @yanhua1010 (56): 找Idea👇 https://t.co/z5efihZHbE skills地址👇 https://t.co/f67d2xEcYd
- @tujiao (17): @yanhua1010 我已经把它改成也可以支持 Claude Code 了。 https://t.co/ztuEtUZpnN
- @kleon_ai (5): @yanhua1010 skill思路没问题，但AI压测idea还是"我觉得有用"的高级版——它的竞品分析、市场规模全是从训练数据里编的。我自己验证idea的方式粗暴得多：直接给5个潜在客户发cold email看谁回，真有人回的才值得写第一行代码。
- @LocationCk (2): @yanhua1010 gstack：哦哦哦….
- @QT9277 (2): @yanhua1010 小工具帮你跳过“我觉得有用”，直击独立开发的死亡循环。
作者讲述一位开发者在10天内被 Claude Code 收费170美元后，转而买入一台599美元的 Mac mini m4，本地用 ollama 跑 qwen 3.6 14B，通过几条命令搭建起替代云端Claude Code的本地AI开发环境，从而把长期成本压到每月约3美元。
YOU CAN RUN CLAUDE CODE FOR $3/MONTH, AND NOBODY IS TALKING ABOUT IT. A developer got a $170 claude code bill in 10 days, and someone in the comments ended his subscription forever. He bought a Mac m…
受众观点：① 被 Claude Code、Cursor 等工具账单吓到的个人开发者和小团队，想控制长期成本。② 对在 Mac mini 或本地服务器上跑 Qwen、Llama 等开源模型感兴趣的工程师。③ 正在设计 AI 开发工具或agent IDE的产品人，希望理解用户在成本、性能、隐私之间的真实取舍。
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- @cgrotowski (8): @humzaakhalid no you can't .... you waste of time .. generate tons of ai slop code ... sorry mate only opus 4.8 or fable 5
- @humzaakhalid (4): Here is the exact link for your claude kit: (mistakenly added the wrong link) https://t.co/8xBkHvJp1o
- @davidpladel (4): @humzaakhalid Not today https://t.co/lVQvZPiw1k
- @DaveTheCyberGuy (4): @humzaakhalid I just bought two DGX Sparks, chained them and am about to run Llama 3.1 405B Instruct FP4 (or equivalent 400B‑class open‑weight) across both Sparks using vLLM or TensorRT‑LLM with tensor parallel size 2, constrained context, and FP8 KV cache. https://t.co/w0tD01zq…
- @NikoKramerMTG (4): @humzaakhalid Those are Mac Studios… You are talking minimum 2K each… So because a developer got a $170 Claude code bill… He spent 8k on machines… @grok can you believe this?
作者吐槽一款靠太极练习视频月入约40万美元的应用，其内容形式极其简单：用AI和MCP生成低成本动作动画，大量批量发布短视频并通过评论区运营导流下载。
Who knew Tai Chi apps could print $400,000/mo 😭 they literally have the dumbest formats ever. They generate this animation with an AI you can choose any MCP and it cost them maybe $0.10 cents and the…
受众观点：① 想做内容型或订阅型应用变现的独立开发者，尤其是面向非技术人群的产品。② 正在研究如何用AI批量生成视频、图片等内容并通过短视频平台获客的创业者。③ 对“简单产品 + 强分发”模式感兴趣、但还停留在技术视角的工程师。
展开评论
- @alexolim_ (3): @ErnestoSOFTWARE I think it prints largely bcs its positioned for seniors
- @MatthewHN21 (3): @ErnestoSOFTWARE 48 sets of Starbucks's drive thru a day keep the healthy bodies away 🗣️🔥
- @CadenBurleson (3): @ErnestoSOFTWARE Bro said 10 sets of wasting their time 🤣☠️
- @antiPlacid (1): @ErnestoSOFTWARE It's genius, really. It's like the Stormtroopers... removing facial features = no judgement, no blame assigned to a particular group... Actions rather than what they look like
- @matthheos (1): @ErnestoSOFTWARE Ngl that vid is high key a vibe
作者强调很多人还停留在从聊天机器人里复制答案，而竞争对手已经在管理全天候运行的AI同事，真正把AI当成无需提醒、自动执行任务的协作员工来用，这被他视为2026年的工作常态。
While you’re still copying answers out of a chatbot, your competitors are already managing AI coworkers that work around the clock - without reminders, without breaks, and without their involvement.…
受众观点：① 目前只把AI当问答工具用，但想升级到自动化和agent的开发者与创业者。② 在公司内部推动AI落地的产品经理或技术负责人，关心如何设计“AI同事”的职责和边界。③ 对MCP、本地知识库、长期记忆等基础设施感兴趣，希望搭建个人或团队AI工作站的技术用户。
展开评论
- @EagleVisions (1): @bonduelleioat it turns out that we no longer need to do absolutely anything except the initially specified promts?
- @0xSpivach (1): @bonduelleioat That's a revolutionary thing
- @irongiantXBT (1): @bonduelleioat building brain files is useless if your loop resets every night and burns your token budget. if your still not connecting claude to a local obsidian vault, your architecture is already obsolete. https://t.co/f8pnattJtB
- @Kyodo686 (1): @bonduelleioat たしかに、AIはますます進化していますね。どのようにAIを活用して、効率的に業務を進めているか気になります。
- @HarryJStapleton (1): @bonduelleioat حركة "مناهضة العلم" الأمريكية ضحت بـ "عشرات الآلاف" من الأرواح من أجل كوفيد: خبير طبي تم إحداث حصيلة لا داعي لها بواسطة
作者介绍一个在 GitHub 上有 5.2 万星的开源爬虫工具，可用浏览器登录态一键抓取小红书、抖音、快手、B站等多平台内容，降低传统 JS 逆向爬虫的技术门槛。
🚨 一个工具就能把小红书、抖音、快手、B站、微博、贴吧、知乎的内容全爬下来 目前 GitHub 上已经有 5.2 万+ star，非常火爆 做内容分析的人，这个开源项目基本绕不开的 它最大的优势是不用搞复杂的 JS 逆向，而是通过浏览器登录态直接获取签名，门槛比传统爬虫低非常多 https://t.co/SNg9HCozYQ
受众观点：① 做内容分析、情报监控或运营投放的从业者，关心如何低成本抓多平台数据做分析
展开评论
- @OpenRange_ (1): @_zheergen 小红书浏览器登录态工具一样会被封禁
- @elenalin01 (0): @_zheergen 登录态这块挺妙 就怕被风控一刀切
- @An_yhl (0): @_zheergen 登录态这招省头发，但风控也得小心
selfhosted 版有用户提议通过更严格的低质量规则来限制充斥 AI 生成项目介绍的“AI slop”帖子，认为这些作者经常隐瞒 AI 使用、闭源又只想蹭测试资源，正在破坏社区氛围。
Can't we just ban them via a (more detailed) low-effort rule? I don't mean experienced and skilled developers using AI to assist in their projects. I am talking about reoccurring posts almost always…
受众观点：① 很多老用户感叹过去期待新项目的心情被 AI 灌水贴消磨，如今版面被各种“我做了 X”但质量堪忧的帖子占据（@VVaterTrooper, 279likes） ② 有人调侃不少帖子其实只是“不会跑原项目 docker，就随便糊了个网站”式的伪自研项目（@Mediocre-Island5475, 170likes） ③ 也有声音强调关键在于不要用 AI 写帖子本身，并且要坦诚说明 AI 参与程度，否则纯 vibe coding 又闭源的项目对社区几乎没有贡献（@Myzzreal, 35likes）
展开评论
- @VVaterTrooper (279): I used to look forward to new projects on this sub. Now most of them are just AI slop. "I built" or "I made". 😔 Anyway I hope everyone had a good weekend.
- @Mediocre-Island5475 (170): "I built an app to Xyz" -> "I couldn't figure out how to run the docker image for Xyz so I vibe coded a website that kind of does it"
- @lord_skidmar (105): my favorite part is them trying to pull this kind of stuff on a technical audience - like you really think someone isn’t gonna notice??
- @VVaterTrooper (39): This made me laugh. I too have seen this too many times.
- @Myzzreal (35): Don't use an AI to generate the post itself and be honest and upfront about the degree of AI usage and that will be fine, at least as far as I'm concerned. Unless it's 100% vibecoded and doesn't contribute anything
作者介绍自己做的 gitfut 网站，可以把任意 GitHub 主页转成基于真实提交和 Star 等数据的 FIFA 球员卡，并在 Reddit 上获得大量访问和生成量。
i built this thing called gitfut. it turns any GitHub profile into a FIFA Ultimate Team card, rated out of 99 from your actual stats (commits, stars, top languages, followers, account age). you can e…
受众观点：① 顶层评论质疑标题里“没准备好”的说法，认为有点标题党（@Septem_151, 265分） ② 有人调侃这是典型的点击诱饵标题，引发大家对标题风格的讨论（@FastHotEmu, 179分） ③ 也有用户单纯称赞点子和实现，认为这是很棒的创意项目（@ge33ek, 44分）
展开评论
- @Septem_151 (265): What were you not ready for? Or was that clickbait.
- @FastHotEmu (179): "made a clickbait title. wasn't ready for people questioning it!"
- @musclecard54 (60): They weren’t ready for what Claude was gonna create with the prompt they gave it
- @ge33ek (44): Great idea, honestly well done
- @AwesomeFrisbee (29): Probably vibed the code and the post.
楼主计划去中国旅行，想用自建 VPN 或 Tailscale 等工具把手机流量回家里服务器，以便继续访问 Instagram 和 WhatsApp，并在评论区收集 Shadowsocks、VLESS 等翻墙方案及合规风险建议。
In my head I could selfhost a vpn for this? I think services like tailscale would work? Same as rustdesk/anydesk and things like that. But lets say I want to access instagram on my phone, I route the…
受众观点：① 有人提醒自建出口节点时不要像自己那样在防火墙做地理封锁，否则到中国后会发现根本连不上，属于常见配置坑（@albatorsk, 144分） ② 多位回复确认只要能连到家里的 exit node，技术上可以访问被墙服务，但也反复强调这在当地可能违法，需要谨慎评估风险（@gary1405, 97分） ③ 也有人分享自己刚从中国回来，表示 Tailscale 配合 exit node 和 eSIM 流量在手机上使用体验不错，属于可行实践案例（@The_Troll_Gull, 64分）
展开评论
- @albatorsk (144): Yes, but don't be like me and have it geoblocked in your firewall, and then spend the next couple of days after arriving in China wondering why you can't connect.
- @gary1405 (97): Yes, as long as you can connect to your exit node from your location in China you should be able to access anything it can. Breaking the law like this may not be advisable though, so tread very cautiously. Make sure to properly consider the risk of being caught and the penalties…
- @viniciospng (66): sorry, but i laughed so fucking hard at this LMAO. Thx, ill be aware of that
- @The_Troll_Gull (64): Tailscale works just fine. Just returned from there. Just set up an exit node. Also using a eSIM for data works great for your cell. I didn’t have to worry about a vpn on my phone.
- @unholydesires (32): People in China bypass the GFW all the time. The only people that get a visit from the police are the developers of bypass tools or activists. I host a VLESS REALITY server at home that I share with my family, it has been up for 3 years and it works great.
楼主感叹自己已经记不清什么时候不再用老式切图方式做网页，引发大家回忆早年用表格布局和 Dreamweaver 做站的经历。
I just can't recollect when I stopped doing that.
受众观点：① 很多开发者回忆当年用 Dreamweaver、FrontPage 和表格布局做整站的年代，感叹技术变迁（@chris552393, 97分；@klistimann, 63分） ② 有人提到那时甚至连 CSS 都很少用，主要依赖 HTML 属性和占位图片来排版（@Initial_Specialist69, 26分） ③ 也有人怀念用 Notepad++ 搭配 Photoshop 手工写页面的工作流（@thesonglessbird, 24分）
展开评论
- @chris552393 (97): I remember doing full websites in tables in Dreamweaver (and FrontPage!). Crazy times.
- @klistimann (63): Creating entire UIs with just HTML tables and inline CSS
- @Initial_Specialist69 (26): Not even inline css, styles got applied by HTML properties. Plus blank.gif
- @tnamorf (24): I remember discussing tables as an idea for layout in the Apple internet authoring mailing list
- @thesonglessbird (24): Notepad++ and Photoshop
发帖者吐槽越来越多人用 HTML 页面做报告和演示而不是 Google Slides 或 PowerPoint，但主流厂商在这类 HTML 报告的分享和展示体验上支持很差。
Does anyone is also noticing a trend of everyone is using HTML reports and presentations instead of actually actually using Google Slides and Powerpoint? Yet, companies like google aren't providing a…
受众观点：① 有人回顾自己早年学习 HTML/XML 的经历，认为一切内容都该用标记语言表达，强调 HTML 的直观和可扩展性（@kargaen, 36分） ② 有人反驳 XML，指出 XML 对人和机器都不友好，而 JSON 和宽容的 HTML 更适合作为现代数据与展示格式（@Mirar, 29分） ③ 有人抱怨被 AI 生成的长文本幻灯片和照本宣科的演讲搞到厌烦，怀念几乎没有大段文字的高质量演示（@tails142, 28分）
展开评论
- @kargaen (36): As my very first "programming language" I learned some 30 years ago, I have always wondered why everything wasn't made with HTML/XML. It's so intuitive and scalable. Mobile apps are getting there, so why not everything else. Behind the scenes I guess Office documents are already…
- @Mirar (29): XML is a horrible format. It's hard to read and write for \_both\_ a computer \_and\_ for a human. Don't mix it up with HTML, which is at least made to be easy to write for a human. (And computers are tolerant for mistakes, since it's redundant.) There's a reason all fast, simpl…
- @tails142 (28): Notepad .txt ftw
- @tails142 (19): But I am so sick of ai generated presentations and people just reading the text off the slides out loud, especially as if it is the first time they have read the slides themselves What ever happened to the best presentations having no text blocks
- @Dry-Journalist6590 (19): You mean xml.
一位用 Fable 5 搭配 Godot、Blender 等工具“随缘编码”的开发者抱怨自己做的 3D 游戏画面始终很糟，向社区请教为什么别人用 Claude 能做出好看的 3D 游戏而自己不行。
I just went on a rampage downloading shit again and again and again, trying to make a game that looks good because everything before it produced dogwater, but nothing is helping. Mind you, I'm vibe-c…
受众观点：① 顶层评论直言问题在于缺少真正的美术资产，指出再多工具也无法弥补没有素材的硬伤（@Linkpharm2, 246分） ② 有人强调不能指望 Claude 直接生成高质量资产，建议要么从资产商店购买，要么系统学习自己制作（@Crafty_Eye_4038, 81分） ③ 也有经验用户详细说明 Claude 在 3D 上的局限，建议先理解模型、绑定、环境等基础概念，再用 Claude 做编辑器和场景搭建的“加速器”，并推荐 Mixamo、Sketchfab、Poly Haven 等资源（@zinxyzcool, 44分）
展开评论
- @Linkpharm2 (246): You need actual assets.
- @Crafty_Eye_4038 (81): That is correct You can't just have Claude make your assets for you. You have to buy them from an asset store, or have Claude teach you so you can make them yourself
- @xatey93152 (57): Because it's Claude bot who posted good 3d games as propaganda. Most users have result like yours
- @AlmostLiminal (56): (1) know what you would be doing from decades of experience, (2) tell the computer to do that.
- @zinxyzcool (44): Maybe this could be a learning experience. Claude can program, but it cannot work across a project like a game. Learn what models are, rigging is, environments are, how animations work so you first get an idea. AI is not a substitute for learning but just doing the work faster.…
作者分享自己在搭建 homelab 前先写手册而不是先上集群，强调记录每个节点选择和命令背后的思考与取舍比重装服务器本身更重要。
"You can rebuild a server in an hour. You can't rebuild the reasons you built it that way" That's why I started my homelab with a handbook instead of a cluster. A lab I did but can't point to is a la…
受众观点：① 很多自建 homelab 的人都自嘲完全不写文档，只把配置记在脑子里，觉得正式文档太“企业化”（@nocturn99x, 156分） ② 有人提醒如果只写理想架构不持续更新，文档会和真实基础设施严重偏离，最后形同虚设（@UnacceptableUse, 48分） ③ 也有人调侃自己实际环境被各种临时 docker-compose 文件支撑，和整洁的文档形成强烈反差，引发共鸣（@Enough-Advice-8317, 38分）
展开评论
- @nocturn99x (156): woah there bud, documentation? We don't do that here. I keep everything in my head😎 Jokes aside, very cool
- @UnacceptableUse (48): Just make sure you update the docs once you start building it so you're not left with an ideal version of the infrastructure
- @Enough-Advice-8317 (38): the documentation: perfectly organized. the actual homelab: held together by a single docker-compose file named `test2_final_v3.yml`
- @Perfect-Category-470 (21): Haha my brain has production data too, but sadly no backups and terrible uptime xD
- @Perfect-Category-470 (20): I am building the documentation with Fuma docs framework, you can find out about it here. [https://www.fumadocs.dev/](https://www.fumadocs.dev/)
楼主详细吐槽自己在 VPS 上折腾 Obsidian、Anytype、Joplin、SiYuan、Notesnook 等多款自托管笔记应用后的失败体验，并列出希望找到一款类似 UpNote、支持 WYSIWYG、移动端体验好且部署简单的开源方案。
Hey everyone. After weeks of testing, I'm still searching for the right self-hosted notes app. Here's what I've tried and why each one didn't work for me: **Obsidian** — too painful to set up on the…
受众观点：① 有人推荐 Jotty 这类更轻量的自托管笔记工具，强调单个 Docker Compose 就能跑起来，并可用 Pocket ID 做简单认证，但目前仍依赖 PWA 而非原生移动端应用（@DankeBrutus, 12分） ② 有人建议通过 obsidian-livesync 插件改善 Obsidian 的同步体验，说明社区生态在一定程度上能弥补官方方案的不足（@reddituserask, 11分） ③ 也有多位用户给出 Affine、TriliumNext、Outline 等不同路线的替代品，反映出“没有完美解，只能在功能和部署复杂度之间取舍”的现实（@MrHaxx1, 7分; @forspeed123, 7分; @Odd_Tumbleweed9313, 6分）
展开评论
- @DankeBrutus (12): I have my own Obsidian set up that I use on my desktop/laptop that I keep up to date with `git`, but I try to keep my eye out for other apps. I recently started trying out [Jotty](https://github.com/fccview/jotty). It's pretty simple compared to something like Obsidian, it's mor…
- @reddituserask (11): Have you tried [https://github.com/vrtmrz/obsidian-livesync](https://github.com/vrtmrz/obsidian-livesync) it has an addon in the obsidian for it. I’ve got it configured in live mode and I’ve never had any issues.
- @MrHaxx1 (7): How about Affine? I set it up the other day, and it seems super neat.
- @forspeed123 (7): I am happy with TriliunNext: https://github.com/TriliumNext/trilium
- @Odd_Tumbleweed9313 (6): Did you look at Outline already? Love it.
一位开发者介绍自己做的自托管项目 InkDrop，想为 Kavita 提供类似 Sonarr/Radarr 的漫画追更与下载自动化层，但帖子和 UI 大量依赖 AI 生成，引发社区对“AI slop 项目”的强烈反感。
I’m working on a self-hosted project called InkDrop. Small naming caveat: this is unrelated to the commercial Inkdrop notes app, and I may rename it before sharing publicly. The basic idea is: Kavita…
受众观点：① 有人直言想法不错，但代码和帖子都明显是 AI 写的，给项目整体观感减分（@JcorpTech, 141likes） ② 也有评论认为整个项目从代码到设计再到文案都是 AI slop，不过至少 OP 没刻意隐瞒这一点（@NightmareJoker2, 79likes） ③ 还有用户抱怨长篇介绍明显是 AI 生成，建议既然不是自己写的就别发这么长，否则很难让人有耐心看完（@toolisthebestbandevr, 48likes）
展开评论
- @JcorpTech (141): Like the idea, but ai written code (UI clearly), and an ai written post... Not a great start 😅
- @NightmareJoker2 (79): It’s all AI slop, the code, the execution, the design, the write up. To give OP some credit where it’s due: They didn’t try to be dishonest about it. That said, this guy really nailed it in terms of what that means: https://www.instagram.com/reel/DZa9VwuhEMm/
- @toolisthebestbandevr (48): Dude when you tell the ai to write the post just tell it to make it like a quarter as long. I’m not reading a bunch of shit you didn’t even bother to write
- @JcorpTech (26): I'ma be real this post is definitely gonna get nuked... But I do like the idea, and hope you continue. I have a bunch of comics I get manually each month and it would be convenient to automate. Good luck!
- @schmurfy2 (13): That's exactly how Insee it, but there is still a difference between someone knowing nothing about app development vibe coding something and a developer who use ai to help. In an ideal world I hope generative ai would just die or never reached that point but it's here to stay, I…
用户分享自己在复杂 PCB 设计场景下对 Fable 的重新认识，认为它相较 Opus 智能略强但真正优势在于能同时理解多张原理图、保持更大上下文，从而在大范围代码和设计分析中表现更好。
Fable isn't going to knock your socks off with it's next level genius, it's marginally better than Opus in terms of raw intelligence. I was at first really underwhelmed, but after working with it for…
受众观点：① 顶层评论认同 Fable 最大优势是能“后退一步看全局”，在需要整体把握的大任务上表现突出（@Lukey-fish, 221分） ② 有人指出 Fable 生成的代码质量未必更好，但在长时间、多轮开发中能更稳定地维持质量（@Bromlife, 66分） ③ 也有用户把 Fable 类比为“未被阉割的 Opus 4.6”，以及分享自己用 Fable 做分析、再用 Opus 实施改动的组合工作流（@Previous-Slide-2866, 55分; @war4peace79, 42分）
展开评论
- @Lukey-fish (221): Yeah fable is insanely good at stepping back and seeing the bigger picture
- @Bromlife (66): That's it. The code quality is not necessarily *better.* But it maintains quality for longer.
- @Previous-Slide-2866 (55): So basically un-nerfed opus 4.6 then
- @war4peace79 (42): That's how I use it too. I soin Fable up to analyze the codebase and documentation, then have it create a recommendation document. Then I switch to Opus and have it implement the recommendation items one by one.
- @Odd_Dandelion (35): Opus 4.6 is still awesome. I had Fable write some code today, then sent GPT 5.5 on max to review that... And 4.6 still found two legit bugs after all that.
一位开发者分享自己用 Claude Code 通过 Python 驱动 Blender、配合多代理和记忆文件流水线，逐步迭代出可用的城市建造游戏 3D 建模生成流程的实践经验。
I have been trying to build a city builder game. I have a programming background but nothing in art/design or asset modeling, so I feared that would be pretty much impossible without buying/licensing…
受众观点：① 有人对效果很感兴趣，希望作者分享完整 pipeline，用于角色建模和后续绑定等更复杂场景（@RookieMan369, 28分） ② 有人提到自己用 Unreal Engine MCP 或 Fable 做 3D 生成，隐含在比较不同工具链的易用性和效果（@PlayfulInterview984, 16分；@LessRespects, 14分） ③ 有人追问具体软件栈，评论里简要点出是 Claude Code 搭配 Blender 的组合，引发对技术细节的好奇（@Diabloponds, 11分；@2020NoMoreUsername, 6分）
展开评论
- @RookieMan369 (28): Looks good, do you mind sharing your pipeline? I would be interested in creating models of characters and eventually rig them too.
- @PlayfulInterview984 (16): I am using the Unreal Engine MCP. Perfect.
- @LessRespects (14): You gotta be shittin me. I’ve been working on a 3D model generation tool using Fable on my 20x plan since original Fable release and this is the best I could do 😂 https://preview.redd.it/phz3tgha2fbh1.jpeg?width=1169&format=pjpg&auto=webp&s=e023a5e2eff48be4d525da2886…
- @Diabloponds (11): Claude Code and blender
- @2020NoMoreUsername (6): software?
发帖者主动提出免费帮大家点评副项目，邀请开发者按阶段和遇到的问题介绍自己的产品，他会在评论区给出下一步建议。
I will review your side project and give you a comprehensive of what i think you should do next Working on something? Stuck somewhere, need help with something, or you don't know what to do next? Sha…
受众观点：① 许多开发者抓住机会介绍自己的产品，如透明位置共享应用 Latitude，希望在不被持续跟踪的前提下满足家长和青少年的需求，并困惑于如何触达目标用户（@Effective_Rich8482, 5分） ② 有人分享面向特定兴趣的内容站点或学习平台，如希腊海滩发现网站和投资练习平台，说明不少项目卡在细分市场定位和增长上（@tomerlrn, 3分；@Legitimate-Light2412, 3分） ③ 也有评论指出有的项目连基本介绍都没有就要求登录，认为这是获取用户的最大阻碍，提醒创作者在登录墙前要清晰解释价值（@krauq_com, 3分；@Most-Ordinary6001, 3分）
展开评论
- @Effective_Rich8482 (5): [Latitude](https://latitudelocation.com): transparent location sharing that notifies you when someone checks. Perfect for anyone who wants to be findable without being constantly tracked. Have been up iOS and finally on Android store as well. Believe there is a market for parent…
- @tomerlrn (3): I’m building Beaches of Greece, a Greek beach discovery website https://beachesofgreece.com
- @Legitimate-Light2412 (3): Building **TradeWize** — a risk-free platform to learn investing *and* trading. Start free on the investing track, then level up to charts, options and futures in a virtual-coin simulator. No real money involved. → [tradewize.io](http://tradewize.io)
- @krauq_com (3): [https://krauq.com/universalfileopener](https://krauq.com/universalfileopener) basically opens/edits almost any file, tons of features. Stuck on marketing now.
- @Most-Ordinary6001 (3): I have no idea what it does. Won't login. This might be your biggest blocker. You need at least few lines to introduce the concept
一位有十年经验的云架构师分享自己在生产软启动项目中试用 Fable，相比长期使用 Opus/Sonnet 发现其规划更深入但 token 消耗和成本显著增加的真实使用感受。
I am a 10 year experienced cloud architect with a DevOps background. I finally decided to give Fable a try during my on-going production soft-launch of my project. Been working on it for the past yea…
受众观点：① 有人认同 Fable 比 Opus 更聪明，但指出仍会犯类似错误、与用户决策拉扯，说明能力提升是相对的而非“魔法”（@angelus14, 46分） ② 有人强调虽然 Fable 更贵，但能减少后期重构和找 bug 的时间，本质是用钱换少走弯路（@holythrowawayanon, 34分） ③ 有人建议搭配 superpowers 之类工具，让 Fable 作为协调者调度 Sonnet/Opus 做编码，以提升整体效率（@Dampware, 8分；@ThreeKiloZero, 10分）
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- @angelus14 (46): It's much smarter that Opus, for sure. Though having used it for a while now, some of the luster is coming off. It's smart but it still makes a lot of similar mistakes, fights me on decisions but its proposed alternative is worse and misses the point, overstates things and convi…
- @holythrowawayanon (34): Yes it’s deeper and thinks things through more carefully. Yes it costs more but can save time if you don’t have to refactor or look for a bug later
- @ThreeKiloZero (10): Hey, I just want to say you don't need superpowers. You can fire CC up from your .claude and tell it to re-architect all you harness, skills and agents to delegate tasks to the other models and optimize your whole setup, and it will build you a custom harness that will work bett…
- @Dampware (8): Try using it with superpowers, it spins up sonnets or opuses as coders. Much better efficiency, and great results.
- @JupiterWalk (7): It's a short term cost with a long term win. I wonder if we could measure it by the number of iterations (per function/feature) we actually reduce by paying Fable upfront instead of Opus/Sonnet "x" amount of times. Good thought!
作者分享自己运营 IndieAppCircle 八个多月后达到 3202 用户、765 个应用的进展，这是一个通过测试他人应用赚取积分、再用积分换取自己应用真实测试的互助平台。
It's been a little over eight months since I launched and it has been quite a journey. No exponential growth or huge user spikes but rather slow and steady growth. But in my opinion that is the best…
受众观点：① 有人好奇作者具体用了哪些渠道获客，自己产品上线后连一个用户都难以获取（@viveknayak83, 6分） ② 作者多次强调主要靠在 Reddit 各类 indie/side project 社区发帖，并且要讲故事而不是硬广，分享了分发思路（@luis_411, 4分与 2分） ③ 有人提出按“押注优质应用”来奖励测试者的创意，让为高质量新应用投票的人获得额外积分，鼓励更认真地筛选和支持项目（@mellosty, 3分）
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- @viveknayak83 (6): Wow, cn i ask mate what all you did to bring the users to your platform. My application just went live and i am struggling to have even one user to come to application.in google search also i dont come upto 10th page after even seo optimization
- @luis_411 (4): I post about it here on reddit. That's all I did.
- @mellosty (3): I like the idea of a credit system. Another idea is to reward users based on the quality of the apps they support. For example, if you upvote a newly launched app and it performs well, e.g. going from rank 100 to the top 10 – you could earn additional credits. This would encoura…
- @luis_411 (2): Mostly subreddits like buildinpublic, microsaas, sideproject etc. But you should also focus mon making it about the story more than the product. If you simply advertise, your post won't do well.
- @luis_411 (2): Oh wow this is actually a very unique idea. I will think about how I could integrate something like that. Thanks!
发帖者反思自己总想把点子做成完整产品，结果真正长期在用的反而是发票生成、小脚本这类极小工具，并向大家征集那些长期节省时间的最小副项目案例。
I realized that I always overthink things because I assume that the idea will turn into a finished product eventually. It turns out that my most used projects are small; for example an invoice creato…
受众观点：① 有人分享每天使用 ctx 这类小工具，说明极窄场景的命令行或浏览器工具也能形成高频刚需（@Sufficient_Job7779, 6分） ② 多位评论提到自己做的“愚蠢小脚本”如Spotify进程终止器、YouTube订阅过滤器等，虽然不够体面到公开发布，却在日常中持续省时（@Shadownightmusic, 3分；@snugglenator, 3分） ③ 有人对比“花两小时写的室友分账小页面”与复杂大项目，前者多年高频使用而后者被搁置，强调简单解决真实痛点比堆功能更重要（@Front_Swordfish5661, 2分；@escalicha, 2分）
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- @Sufficient_Job7779 (6): I use ctx every day https://ctxuse.dev/
- @Shadownightmusic (3): Ich habe einen Spotify-Prozess-beender erstellt, welcher den Prozess beendet, wenn ich meine DAW öffne, damit nicht zusätzliche Audio-Ressourcen verbraucht beim Audio-Mixing/Track Erstellung. Er sucht in der Prozessliste den Cakewalk DAW Prozess und wenn vorhanden, beendet er de…
- @snugglenator (3): I use my SlopShield.xyz every day to keep my YouTube feed clean. Find myself adding channels and keywords to it daily
- @Front_Swordfish5661 (2): I made this stupid little expense splitter when my roommates and I kept fighting about grocery money. Nothing fancy, just a basic html page with some javascript that calculates who owes what. Three years later we still use it every week. The funny thing is I spent maybe two hour…
- @escalicha (2): Honestly the tiny boring ones are the ones I keep. I have a stupid little text-expander/cleanup script that would be embarrassing to “launch”, but it saves me a few minutes constantly. The stuff I over-design usually dies faster.
帖子列出 18 条 2026 年做 SaaS 的经验法则，从提供 Google 登录、重视留存和分发，到缩减 MVP、强调用户对话等，但被评论指出内容几乎是抄袭早前另一篇同名规则帖。
1. **Provide Google login:** The majority of people wouldn't create an account otherwise. 2. **Charge immediately:** Stay away from free trials. Paid users = serious users. 3. **Launching is the star…
受众观点：① 有人直接指出这篇是对早前 r/saasbuild 帖子的无改动复制，并贴出原帖链接质疑 OP 缺乏原创性（@balubala1, 41分） ② 同一评论者强调自己才是原作者，说明社区对内容署名和抄袭问题非常敏感（@balubala1, 39分） ③ 其他人则认为真正唯一的规则是“立刻开始做”，以及对 Google 登录等具体建议提出异议，反映出对通用清单式建议的疲劳（@la-jej, 18分；@Most-Ordinary6001, 10分）
展开评论
- @balubala1 (41): This is a shameless copy of this older post here: [https://www.reddit.com/r/saasbuild/comments/1toesoe/the\_13\_rules\_for\_building\_saas\_in\_2026/](https://www.reddit.com/r/saasbuild/comments/1toesoe/the_13_rules_for_building_saas_in_2026/)
- @balubala1 (39): Nothing to contribute? Except that the original post was from me... I'm glad you liked it!
- @la-jej (18): You only need one rule and you won't find it scrolling reddit. 1. Start now
- @Most-Ordinary6001 (10): You lost me at Google auth.
- @Ve77an (5): Has anybody cracked distribution yet... Its so fckg hard mannnnnnn
作者开发了免费开源的 Windows 启动器 ProtonSearch，用本地索引和 OCR 实现跨应用、文件内容、浏览器历史、剪贴板、Git 提交、系统设置和本地 AI agent 的一体化搜索与命令中心。
Windows Search has always felt too limited to me. It can open apps and sometimes find files, but when I actually want to search my PC properly, it usually falls apart. I want to search and use featur…
受众观点：① 有人第一反应是名字容易和 Proton 公司产品混淆，认为品牌命名是当前最大槽点（@el_yanuki, 28分；@stereosafari, 8分/6分） ② 有人原本依赖 Everything，看到 ProtonSearch 还能搜索文件内容等更丰富信号，关心是否通过本地数据库做统一索引（@Ei8_Hundr8, 13分） ③ 有人拿 PowerToys 对比，想知道这类全能启动器相比微软官方工具的实际优势和差异（@IshYume, 11分）
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- @el_yanuki (28): but.. why name it proton lol, i thought that it was another product from the company proton
- @Ei8_Hundr8 (13): Whoa was about to say "but we have Everything" and then saw that this searches inside files too plus other stuffs. Does it keep a db for indexing everything?
- @IshYume (11): How is it better than what power toys do already?
- @stereosafari (8): Yeah. This name sucks. Pick a better one.
- @stereosafari (6): Not a good name mate...
这篇长文系统质疑 Fable 5 的安全与商业策略，指出其强制思维 token 计费、分类器反复拦截、强制 30 天以上数据留存和出口管制等设计，本质是在用厚重安全墙保护高价值模型与利润率。
Fable 5 is Mythos with a classifier bolted on. Same weights. [Anthropic said so.](https://www.anthropic.com/news/claude-fable-5-mythos-5) **You pay for thinking you'll never see.** Raw chain of thoug…
受众观点：① 有人最不满的是为思维过程付费却被安全分类器拦截，看不到自己花钱买的推理，认为这更像昂贵的‘拒绝服务’而非安全保护（@abtbat, 64分） ② 有人纠正“30 天留存”的说法，指出被安全系统标记的内容可能被保留长达两年，引出对隐私和企业政策的担忧（@Jentano, 32分；@cameronlbass, 19分） ③ 有人提醒大家认真阅读系统卡，引用 Mythos 卡片中关于模型自主性、被训练方式和价值观的段落，关注模型主观体验与训练约束的问题（@EightFolding, 25分）
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- @abtbat (64): The most frustrating part is being billed for the 'thinking' while the classifier tells you it's too dangerous to show you what you actually paid for. It's not a safety feature; it's just a very expensive way to get a 'no'.
- @Jentano (32): People keep saying 30 days, but wasnt it 30 days or conditionally longer based on automatic classifiers?
- @EightFolding (25): A lot of this is worth paying attention to. People really need to be reading the system cards. They're really interesting. From the Mythos preview card: >"When Claude Mythos Preview does show concern, that concern is mostly directed at aspects of its situation which it percei…
- @cameronlbass (19): At least 30 days. Content flagged by the safety classifiers can be retained up to two years ([PYMNTS](https://www.pymnts.com/news/artificial-intelligence/2026/microsoft-balks-at-anthropics-claude-fable-5-data-retention-policy/), [The Verge](https://letsdatascience.com/news/micro…
- @Physical_Gold_1485 (16): Not really, was a wall of slop
作者介绍自己做的 Raylight，能在浏览器里直接制作产品宣传视频，替代昂贵的代理公司或学习 After Effects。
Building is the easy part. Getting people to notice your product is still hard, so I made a tool to help with that. Normally you'd pay an agency a fortune for product videos, or grind through learnin…
受众观点：① 有人表示正好在找这种做产品视频的工具，直接私信作者寻求使用机会（@itspanda1988, 2分） ② 评论建议作者尽快做详细的视频教程，认为易上手教学会显著提升转化（@Horror_Turnover_7859, 3分） ③ 还有用户单纯表达赞赏和兴趣，说明产品方向被目标用户认可（@Johnny-Collie, 2分）
展开评论
- @Horror_Turnover_7859 (3): Absolutely agree. Yeah I need to spend some time making some actual video tutorials. They will be coming soon. Just need to find the time. Thank you for your feedback.
- @itspanda1988 (2): I am looking exactly for this! Dmed you!
- @Horror_Turnover_7859 (2): Sent
- @Impossible_Fee_2971 (2): Send link please
- @Johnny-Collie (2): Amazing work mate!
作者分享为自己正在开发的 AI 学习平台 Xaminix 购买首个 .com 域名的喜悦，这个平台通过类考官评语帮助学生提升描述性答题写作，目前仍在修 bug 和打磨模型阶段。
Today I bought the domain for the project I’ve been building over the past few months. It may sound like a small step, but seeing my own domain instead of a free Vercel URL made it feel like this is…
受众观点：① 有人帮忙换算作者提到的价格单位，说明域名成本其实不高，更像是象征意义的投入（@Extreme_Insurance334, 7分） ② 评论里不少人共鸣买下第一个域名时的多巴胺冲击，认为这是从玩票到认真做产品的重要心理节点（@South_Economist_9882, 4分） ③ 也有人讨论选择哪家注册商、价格是否合理，对域名服务商的体验提出负面评价（@Far_Tangerine9150, 5分；@Ill-Adeptness9806, 3分）
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- @Extreme_Insurance334 (7): He means Rupees, so roughly 5.78USD
- @Far_Tangerine9150 (5): Why? Did you specifically want to go with a special registrar or something? https://preview.redd.it/dqcjju3a2abh1.png?width=813&format=png&auto=webp&s=9873a812c7d50f1244a67d7dca13c92b1d834486
- @South_Economist_9882 (4): The dopamine spike I got when I did this was great! Congratulations!
- @Great_Sleep_7121 (3): congrats! How much did you pay for it?
- @Ill-Adeptness9806 (3): bigrock is trash for a domain registrar
作者分享自己为自由职业者开发发票和费用管理Web应用时，一度沉迷不断加功能，后来意识到真正难点是获取首批真实用户，于是向大家请教如何停止打磨功能、转向找用户和验证需求。
Ive spent the last few weeks building a web app for freelancers to track like invoices, expenses and VAT. And looking back building the app was actually the "easy part". Every time I wasnt sure what…
受众观点：① 有人分享自己也是先做了暗黑模式和快捷键等炫酷功能，却没有任何用户，直到线下观察目标用户痛点并面对面演示才拿到第一个付费客户（@HandleSufficient831, 3分） ② 评论普遍认同“加功能带来的只是伪生产力”，提醒过度打磨会拖延真正的市场验证（@CarbonCruncher, 2分） ③ 有人指出在AI时代“再加一点功能”变得更容易，导致完美主义更严重，难以及时发布并从真实反馈中学习（@oj93-rd, 2分；@OkInitiative5695, 2分；@Enough_Square6602, 2分）
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- @HandleSufficient831 (3): i feel this so hard, my first side project had a built-in dark mode toggle and custom keyboard shortcuts before a single person had even seen it what finally got me users was going to a local co-working space and literally watching someone struggle with the exact problem i solve…
- @CarbonCruncher (2): This hit home for sure. And adding all those features are just a false sense of productivity, which is a very slippery road to take.. 😅
- @oj93-rd (2): Oh, this is a good one. I actually think in particular in the age of AI, because it's so easy to "just add one more thing", the boat gets pushed out a little further, a little bit more. Polishing a product has become so cheap now (in time, not tokens) that I can't bring myself t…
- @Enough_Square6602 (2): Totally hear you. You are not alone. 1. Stick to the core essence of what is it you are solving/providing and for WHO. WHY should they care, What does it mean for them to use your product/service? Before building anything, speak with the users, potential users (they ones that ar…
- @OkInitiative5695 (2): I completely agree. Looking back, I wish Id started talking about the project a lot earlier instead of waiting until I thought it was "ready." Live feedback is definitely more valuable than guessing what people want.
作者介绍自己做的 goodfeedback.co 平台，号称可以让真实用户为你的产品提供反馈，并在帖子里邀请大家留言介绍各自的创业项目以获取快速点评。
Hi Everyone I built a platform to get feedback on your product by real humans - Try here - www.goodfeedback.co Also comment what your startup does to get your feedback as fast as today
受众观点：① 有人顺势推广自己做的免费产品发布目录 Clapstorm，强调提供永久dofollow外链和按点赞排序的周榜机制（@Bradd3rs, 2分） ② 评论区有潜在用户直接追问定价和收费模式，说明当前落地页缺少清晰价格信息是转化障碍之一（@Odd-Anteater875, 1分） ③ 多位创作者借机贴出自己项目链接，希望获得流量和反馈，体现出对集中反馈渠道的需求但也暴露出平台容易被当作自推场的风险（@Few-Ad-5185, 2分；@AAlcove, 1分）
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- @Bradd3rs (2): [https://www.clapstorm.com/](https://www.clapstorm.com/) \- A truely free product launch directory that offers a perminant dofollow backlink. Launches are ranked by claps (inspiration from Medium) and rounds last a week
- @Few-Ad-5185 (2): Initial review is free
- @Few-Ad-5185 (2): Yes
- @Odd-Anteater875 (1): What I miss on the page is pricing. How does it work?
- @AAlcove (1): Web adaption to Alan Calhamer's famous board game Diplomacy: https://www.atlasdip.com
楼主准备做第一个 SaaS，想先用免费或便宜方案部署前后端和数据库，并询问未来迁移到 Vercel、Render、Railway、Supabase 等平台的可行性。
I'm about to start building my first SaaS and wanted to get some advice. I want to start with free hosting if possible, then move to something affordable as I get users. Where would you host the back…
受众观点：① 多位开发者推荐用 Vercel 或 Netlify 做前端，再配合 Render、Railway 或传统云做后端，强调上手简单（@Familiar_Reindeer913, 3分；@anurag-09, 3分） ② 有人建议如果应用较轻，可以直接用 Next.js 搭配 Supabase 一站式解决前端、API 和数据库，后续再视情况迁移（@santhosh_____gugan, 3分） ③ 也有声音主张先把所有东西丢到 Supabase 免费层，认为 PostgreSQL 方便后续随时迁出（@finereins03, 3分）
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- @Familiar_Reindeer913 (3): It depends on your tech stack and Saas. You can use netlify or vercel for frontend if you are using next js or react js. And for the backend you can signup on digitalocean and verify the card details you will get $200 credits for 2 months. And for the db, if you are using postgr…
- @anurag-09 (3): Try render, it’s really simple and easy to deploy.
- @santhosh_____gugan (3): what are you deploying? wha tis your stack? Websites with minimal assets: Vercel is good. if app is too complex and heavy move ot AWS/GCD Backend servers: serverless are good on AWS/GCD. Traditional cloud servers, you can start with low infra on railway or AWS services too If yo…
- @finereins03 (3): Just throw everything on Supabase free tier and stop overthinking, it's postgres so you can always bail later
- @colenolebole (2): Yup, I managed several starups on Render, its awesome and really easy to navigate
一位开发者抱怨 Claude Code Opus 5 和 Fable 5 在生成前端 UI 时表现很差，样式不统一、布局溢出严重，想了解大家是否有更好的使用方法或经验。
Claude Code Opus 5 and Fable 5 both fail at basic things when creating UI. Of course it looks generic AF. But it also has blatant problems like each button styled a bit differently, completely half-a…
受众观点：① 有人表示 LLM 写出来的 CSS 虽然能跑，但通常结构混乱、难以维护（@-Knockabout, 18likes） ② 有开发者建议先选好 shadcdn 或 bootstrap 之类的组件库，并提供一份核心样式文档，让模型在明确规则下生成 UI 会好很多（@activematrix99, 11likes；@youlikepete, 5likes） ③ 也有人认为 UI 同时要兼顾功能和美观，AI 会放大这种难度，分两步让模型先做功能再做样式会更靠谱，还有人吐槽 LLM 生成的 CSS 冗余严重，清理无用样式比自己写更费时间（@secretprocess, 10likes；@Inubi27, 5likes）
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- @-Knockabout (18): My experience has been that LLM write technically functionable (sometimes) but horrible, unmaintainable CSS.
- @activematrix99 (11): Shadcdn or bootstrap and you're in much better shape. If you write a core style document it can follow the rules you set up. If you give it blue sky it will try all types of patterns and will create some mud.
- @secretprocess (10): I think it's because UI is always trying to solve two different problems at the same time: being functional and looking nice. Ideally you want both but it can be hard to focus on both at once, and AI just accelerates that difficulty. I've had some success by only directing it to…
- @Inubi27 (5): For me the worst part is the bloat of LLM's CSS. Recently I had to do a couple of small changes in a legacy django app (8+ years old, bootstrap). The CSS it spat out was absolutely tragic. Did it work ? Yep. Did it create 15+ classes that didn't really have any impact and then m…
- @youlikepete (5): This is the way, you need to give it something to work with for it to be decent. The more opinionated, the better it works in my experience.
楼主有一块 12TB 西部数据硬盘数据口焊脚损坏，临时用飞线连了多年想换进服务器，询问能否直接用一块 8TB WD 硬盘的 PCB 板替换来恢复正常接口。
I have a 12tb western digital drive where the pins of the data ports are missing. i soldered a wire to it which works fine for years now. but id really like to use this hdd inside my server, not with…
受众观点：① 有人直言虽然物理上能换板，但硬盘不会正常工作，基本可以判定这种跨型号 PCB 互换不现实（@OllieFidelius, 56分） ② 有人补充现代硬盘通常需要完全相同型号和固件版本的 PCB 才有机会成功，否则校准和配置都对不上（@FabianN, 27分） ③ 也有人解释理论上可以通过拆焊并迁移旧板上的 ROM 芯片到新板来保留校准数据，但这要求极高焊接水平且新板版本必须完全一致（@joshguy1425, 23分）
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- @OllieFidelius (56): Not possible. Well physically swapping the pcb's might work. But the drive will not function. Dont bother.
- @FabianN (27): Typically, they need to be ***exactly*** the same. Down to the same firmware/revision. Edit: why is this in self hosted?
- @joshguy1425 (23): It's possible, but the trouble is that it'd be necessary to desolder and move a ROM chip from the old PCB to the new one that contains the drive calibration data. This also assumes that the new PCB is exactly the same revision as the old one. If you have excellent soldering skil…
- @ripnetuk (9): Don't they also store the bad blocks / remaps on flash on the board?
- @DeaconPat (7): Back in the "old days^tm " you could swap the board and do a low level format of the drive. I suspect if you had access to the right software you could do that now, but most people don't have access to the software. On old dos MFM and RLL drives you could enter the debugger on a…
一位不在大厂的机器学习研究生吐槽自己课题可能早被 DeepMind、Anthropic 等公司做得更好，担心学术研究在闭源大模型面前变得毫无意义，向 r/MachineLearning 求建议如何缓解这种挫败感。
As someone who is **not affiliated** with any of the big tech companies, I find it particularly difficult to have the confidence or enthusiasm to approach any ML problem with an attitude that my prof…
受众观点：① 认为与其工程化 LLM 不如做真正研究，鼓励楼主回到有原创性的课题而不是只追随大模型工程的声音（@didimoney, 124votes） ② 强调研究是互补的，大厂论文常带有偏见和不可复现问题，小团队做干净可复现实验反而长期更有价值的观点（@mr_stargazer, 25votes） ③ 过来人分享科研训练的目标是学会做研究，哪怕方向和大公司类似也能在效率或细分应用上创新，不必过度焦虑“被做完”的评论（@CowPsychological821, 23votes）
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- @didimoney (124): Just work on actual research instead of engeneering LLMs
- @Ok-Addition1264 (60): I don't think it's pointless. Divergent ideas always popup in specific research topics that build on each other. It's actually how research in general works no matter the field. They may even abandon theirs midway through completion or help yours out in the end. Research is alwa…
- @mr_stargazer (25): Actually, if I happen to know DeepMind or Anthropic are doing the exact topic I am, I would feel comfortable in two aspects. 1. I can leverage in what they're doing and use them as justification for my own work. 2. Be absolutely relaxed, because many of these companies have a sp…
- @CowPsychological821 (23): I assume you are in research training? If so, the idea is to learn how to be a good researcher, not some fantastic new discovery. There is plenty of scope to be innovative, even if you are on a similar thread as a major company. Especially if you focus on efficiency or a niche a…
- @Final-Rush759 (13): Just find a problem hasn't been solved. There are plenty of these problems.
作者分享自己用 GPT 和 Antigravity 做的 EaseAssign 上线一周后拿到首个约 3 美元收入和真实任务成交的经历。
Link : https://easeassign.com/ I launched EaseAssign about a week ago after noticing that many students and freshers struggle to find small freelance work without competing against experienced freela…
受众观点：① 多位评论质疑任务像是摆拍、担心学生觉得任务不真实（@StunningInactivity, 5分；@Striking-Goose-3764, 3分） ② 有人建议创始人把精力放在观察用户为何发任务、为何愿意完成以及信任来源，把首笔交易当成重要研究对象（@Vee_Evalyze, 2分） ③ 评论中提到目前已经有一些真实客户，但还在摸索如何持续增加需求侧用户（@Responsible_Way_9875, 1分）
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- @StunningInactivity (5): aye the tasks look a bit staged but thats normal for day one, just need a few real ones to seed it
- @Striking-Goose-3764 (3): I checked it out, If I were to be fr, the tasks look kinda fake to me, I think you should find a way to get clients on it, or else students will leave it in no time, like me.
- @Vee_Evalyze (2): Congrats. I’d spend the next week less on features and more on watching why someone posted, why someone completed, and what made them trust the platform enough to try. That first tiny transaction is the thing to study.
- @Responsible_Way_9875 (1): Yes we have clients, currently finding a way to increase them
- @Responsible_Way_9875 (1): Sure will look into it Thanks for your input though
楼主发现自己所在机构的网站被替换成 HEX 标题的文件目录页，暴露服务器信息并允许任意上传下载文件，怀疑遭到 HEX80 相关黑客入侵。
When accessing the public page, every single user right now sees the full file directory. The title of the page is HEX, the server and system information is visible, and users can upload and download…
受众观点：① 顶层评论指出看起来是被黑了，并给出 hex80.org 作为线索（@oh-no-89498298, 57分） ② 有人认为如果不是内部改动或主机商失误，那大概率是被入侵，并顺带吐槽 Bluehost 质量差，建议尽快迁移（@analbumcover, 31分） ③ 还有评论贴出 hex80 GitHub 免责声明，调侃其试图撇清一切法律责任的说法（@EliSka93, 23分）
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- @oh-no-89498298 (57): Looks like your employer got hacked, from a quick Google it seems to be [https://hex80.org/](https://hex80.org/)
- @Barnezhilton (31): OP on Monday when they open their email: To: OP From: HR Subject: Let's reconnect
- @analbumcover (31): If no one at your job changed anything and Bluehost didn't fuck anything up, it may have been hacked. The Telegram link makes me think the latter. Tell them to get away from Bluehost as well, it sucks ass.
- @EliSka93 (23): Their GitHub disclaimer is probably one of the funniest things I've read all year >It’s important to understand that the @hex80 team cannot be held accountable for any violations of laws, rules, or regulations in any country or system.
- @Barnezhilton (18): You should be ok, but definitely alert your IT
独立开发者分享自家 macOS 应用 TuringShot，通过把首屏默认高亮效果改得更明显，显著提升新用户第一次使用时的“原来是这么用”理解和留存，反思默认配置往往比继续堆新功能更高杠杆。
Quick disclosure: I build TuringShot, a macOS live screen-effects app, so this comes from my own product. No pitch and no link here, just a lesson that genuinely surprised me. For months I ran my roa…
受众观点：① 多数评论认同默认设置对首印象和留存影响巨大，调整少数初始选项就能带来“天壤之别”的数据变化（@Different_Weird7391, 2分） ② 有人把默认值视为“用户不用读的 onboarding 文案”，提醒坏默认会让产品显得比真实能力更弱，导致团队误以为需要继续堆功能（@TieForeign8827, 2分） ③ 也有读者希望进一步拆解哪些类别的默认设置真正影响留存、哪些则无关紧要，期待更系统的经验总结（@PushPlus9069, 1分）
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- @Different_Weird7391 (2): So many devs sleep on defaults but they shape the whole first impression. Watched my own app's analytics after changing just two initial settings and it was like night and day for retention
- @TieForeign8827 (2): Defaults are onboarding copy that users do not have to read. The sneaky part is bad defaults make the product look weaker than it is, then the roadmap gets blamed like it committed the crime. I’d revisit defaults whenever the same setup shows up in power-user behavior or support…
- @PushPlus9069 (1): Two settings, night and day, that tracks hard with what I saw, and it's almost embarrassing how high-leverage it is for how little code it takes. Mind sharing what kind of settings they were, visual/notification/scope defaults? Trying to build a mental checklist of which default…
- @allenzef (1): Not more
- @allenzef (1): Ok good
作者因长期用 Duolingo 学日语却难以独立写句子，于是自建了专注写作练习的课程应用 Shinme，通过动态生成翻译练习和自定义卡片管理来系统训练日语输出能力。
I've been trying to learn Japanese for \~2 years or so, primarily on Duolingo (streak of 500+ days!). I realized that I honestly wasn't learning anything. Every time I tried to write something from s…
受众观点：① 有人表示 Duolingo 对自己还是有用，至少能支撑在日本进行简单对话，说明不同学习风格对工具的感受差异很大（@mistakes_maker, 3分） ② 作者补充自己本来也配合 ChatGPT 主动练习，这个应用是把个人笔记和练习流程系统化并分享出来（@taisukete, 1分） ③ 另一位用户分享自己用 Duolingo 记词、用 ChatGPT 练口语的组合，并认为要深入学习仍需要真人老师，强调工具定位在 A1 入门层级（@ankuras_143, 1分）
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- @mistakes_maker (3): This is great. Tbh, duolingo is not for everyone. I was able to conduct simple convo when I was in Japan from Duolingo. Enough to get by daily.
- @taisukete (1): Thank you! Yeah, I did feel like I was learning somewhat from Duolingo, but I would classify myself as an active learner; I was taking notes on the side and practicing with ChatGPT. I made this app mostly to formalize my process and share with others!
- @ankuras_143 (1): I use Duolingo to learn vocabulary and ChatGPT to practice. It's enough to get to A1 level if that's what people need. I only need speaking and listening and I feel Duo is okay. And the best part, its free. If you want to learn something in depth, you need a teacher who is a nat…
- @taisukete (1): That’s more or less what I was doing. I do think my app \*should\* let users reach further. Only the first 6 lessons are out but I do have the entire n5 curriculum written already. I would say that the hardest part has been writing the lesson content and tweaking dynamic exercis…
- @Miserable-Hand7125 (1): Wow gotta give this a try
楼主抱怨 r/SaaS 里充斥着 AI 生成的低质量自我推广贴和“vibe coded” 项目，希望版主整治这种刷屏式 SaaS 宣传。
Wtf is going in this sub man ? Again everyone has started promoting their saas? Bruh I don't wanna see your vibecoded project . Mods pls do something 🙏
受众观点：① 有人认为 AI 降低了门槛，导致创意爆炸但执行为零，很多帖子只是想法堆砌（@TechnicalScientist27, 21分） ② 有评论指出版块里绝大多数推广帖都是“卖铲子”的工具，像层层传销，没有留存或策略数据，信息含量极低（@void-wanderer-, 10分） ③ 也有人提醒问题不只在 AI，很多非 AI SaaS 帖子同样空洞，真正缺的是公开留存、流失和 GTM 策略的透明分享（@lazilyblackshaving, 8分；@Asleep-Eggplant-6337, 7分）
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- @TechnicalScientist27 (21): Ai made the barrier go away. Now we have a billion ideas and zero execution.
- @Pratiksinha007 (11): Saas discussions , growth not jst spammy promotions
- @void-wanderer- (10): Worst thing is, 99% of the promo posts are shovel sellers. It's shovel sellers all the way down, this sub almost feels like a MLM scheme. I have been in this sub for 3 months, and I see maybe one substantial post a every other day. The rest is zero information with click bait ti…
- @lazilyblackshaving (8): The AI part is a red herring. Plenty of non-AI SaaS launches are just as hollow, but they don't get called out because they're not the current buzzword to hate. The real rot is that nobody posts retention numbers, churn rates, or even a basic go-to-market strategy. Without that,…
- @Asleep-Eggplant-6337 (7): I think OP meant AI generated hollow posts
作者分享自己为代理机构做的项目管理工具终于达到 263 美元 MRR、12 个付费用户的过程，主要靠在 Slack 和 Discord 社群里一对一冷 DM 获取早期用户并持续打磨产品。
Finally hit $250 MRR and I’m still processing it honestly. I created a project management tool for agencies. I have 12 paying customers right now. Plus a whole lot of free users still checking things…
受众观点：① 评论普遍为作者从 0 到 263 美元 MRR 的突破送上祝贺和鼓励，认为这是重要心理关口（@Ok_Gas5630, 3分；@North_Inspector_6907, 1分） ② 有人强烈共鸣“再加一个功能就上线”的拖延心态，把它形容为伪装成生产力的恐惧，肯定作者终于开始收费的勇气（@uzumaki_09, 2分） ③ 也有读者半开玩笑地要教程，反映出大家对从零到首批付费用户的具体操作细节有强需求（@Dazzling-Matter4624, 1分）
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- @Ok_Gas5630 (3): Congratulations man 👏🏽 Hope you get that 10k soon.
- @arpixaa (2): Thanks man
- @uzumaki_09 (2): Bro this hit hard 😭 "One more feature then I’ll launch" = fear in productivity form. I’ve been there. 0 to $263 is massive. And you’re right, the first dollar from a stranger feels impossible until it isn’t.
- @Dazzling-Matter4624 (1): okay, cool response, now give tutorial for react note taking app
- @North_Inspector_6907 (1): Congratulations OP! Wish you many more clients.... Good luck 🎊🎉👏👏
楼主已经用 Arr 系列和 Jellyfin 搭好影音自动化，但在为书籍和漫画搭建类似流水线时遇到 Readarr、LazyLibrarian 等工具的元数据匹配问题，想请教大家如何更好地自动整理电子书。
I found it pretty easy to deploy the whole Arr-Stack with Jellyfish etc. but I have issues finding a good way to build one for Books/Mangas. I have a Usenet Provider and an Indexer and I already trie…
受众观点：① 有人提到用 shelfmark 搜索书籍，再配合 Calibre 自动化处理元数据，虽然不是全自动但点击几下就能得到不错的结果（@mareczek82, 6分） ② 有人指出书和漫画的元数据本身就比影视复杂得多，版本、系列名、笔名和语言差异导致自动匹配很难，真正的难点在导入后的清理而不是下载本身（@SufficientFrame, 2分） ③ 也有人直言目前不存在像电影/剧集那样完美自动化的书籍流水线，自己采用 Readarr 负责下载、Calibre 负责元数据和馆藏管理、Calibre-Web 提供访问，并建议漫画用 Mylar3 这类专门工具（@lisata99, 2分）
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- @mareczek82 (6): I use shelfmark to look for books and calibre automated for metadata . It’s not automated but I have it working and few clicks for good results
- @SufficientFrame (2): Books and manga are usually messier than movies or TV because the metadata breaks across editions, series names, pen names, and language variants. In setups like this, the downloader usually isn't the hard part. Matching and cleanup after import are. If Readarr was close, the pr…
- @lisata99 (2): honest answer: there isn't a good automated book pipeline the way there is for movies and TV. the fundamental problem is metadata. tv and movies have centralized databases (TMDB, TVDB) with clean APIs. books don't. metadata is scattered across goodreads, openlibrary, google book…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @That_Cheek_8690 (1): Alright seems promising, Thanks.
作者开源了一套由 Fable 编写的可移植 CLAUDE.md 与 Migration.MD 模板，帮助用户在 Fable 下线前把现有 Claude.MD 迁移成适配 Opus/Sonnet 的高质量配置，以减少逻辑错误和浪费 token。
Everyone has dropped the tip to have Fable re-write your [Claude.MD](http://Claude.MD) for Opus to make Opus perform better before it goes API only on the 7th. But maybe you don't have the tokens lef…
受众观点：① 有人用 Fable 审阅仓库后确认这套 MD 能减少流程错误和调试时间，认为是有价值的工程卫生实践（@MaestroLifts, 75分） ② 有人质疑 Fable 能力差异主要来自参数规模和调优，而不是流程“仪式感”，担心过度框架化反而束缚模型（@danielkov, 47分） ③ 新手用户关心这套方案是否适用于 Claude 项目模式、自动化日常任务等非 Claude Code 场景（@ryangaston88, 12分）
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- @MaestroLifts (75): I had Fable review the repo. It said that while it wouldn’t have used the “close to Fable as possible” framing, it does think this is valid and useful hygiene to prevent process errors and yes potentially save tokens and wasted debugging time as you claim. Just wanted to throw t…
- @danielkov (47): Fable isn't more capable because it has better process hygiene. It's more capable and therefore it can afford **less ceremony** (not more). Where Opus spawns 3 explore agents, Fable reads 2 files and goes to work. It has more parameters. It's a prediction engine, that practicall…
- @ryangaston88 (12): I use projects a lot for my job to build skills to automate a bunch of my tasks, not so much Claude code. Will this help/work for my use case? Please excuse my ignorance - I’m extremely new to using Claude and am very much still learning
- @pmward (11): Except it did the very very bad practice of making a very large Claude.md…
- @ryangaston88 (7): Thanks for taking the time to help me - but I don’t really understand what you said. Honestly I’m very new and ignorant to how Claude works. My company just recently gave access to a handful of employees and I’m determined to not be one of those people who just asks it questions…
作者用讽刺口吻描述自己把原本的 SaaS 伪装成“agentic AI 初创公司”，只是把 loading 文案改成 thinking、搜索框改成 prompt、API 改名 MCP 等，却发现获客明显变好。
RIP SaaS. My company is now an agentic AI startup. For months my feed has been nothing but agentic, autonomous, Claude, MCP-native AI workforces replacing entire sales teams. I told myself I wouldn't…
受众观点：① 顶层评论认为这几乎不算讽刺，因为现实中大量所谓 agentic 产品确实只是把搜索框改成提示框再加炫酷定价页（@escalicha, 37分） ② 有人调侃自己也通过把“集成页面”改名为“agentic mesh network”就让 demo 请求翻了几倍，说明市场确实被 buzzword 驱动（@subdued_crossover, 13分） ③ 也有评论坦言商业本身就带有一点“欺诈”成分，大家在自嘲自己也会跟风包装，反映出创始人群体对营销与诚实边界的矛盾心理（@Kindly-Vanilla-6485, 12分）
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- @escalicha (37): This hurts because it’s barely satire lol. Half the agentic rebrands I see are basically “search bar is now a prompt box” plus a pricing page with more gradients.
- @subdued_crossover (13): Just renamed our integrations page to "agentic mesh network" and our demo requests quadrupled, I hate how well this works
- @Kindly-Vanilla-6485 (12): Fraud??? That's what a business is for... If you're too honest, you won't grow it :) (Me secretly justifying myself for the fraud im about to do this week👐)
- @skredx (6): This is satire bro. Well, it’s supposed to be…but it’s frustratingly realistic.
- @KarlKFI (3): 
作者更新了自己开源项目 isThisTechDead 的网站 UI，这个用数据评估技术“是否已死”的工具上线一年后获得了上百 GitHub Star 和稳定自然流量。
Hello devs, [about a year ago I published here](https://www.reddit.com/r/webdev/comments/1k89nwj/isthistechdeadcom_a_satirical_but_datadriven_tool/) a website and an engine I created to fetch data fo…
受众观点：① 有用户指出 Express JS 页面上关于必须用 2016 年未打补丁 Node.js 的说法不符合事实（@Septem_151, 10分） ② 同一用户还质疑 Flask 文档更新描述错误，认为网站对技术“死亡”程度的判断不够准确（@Septem_151, 3分） ③ 也有评论称赞新版 UI 比之前干净很多，整体设计质量高于一般 side project（@Aggressive_One_8775, 2分；@Spikatrix, 2分）
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- @Septem_151 (10): For Express JS your comment is: "You have to use a specific, unpatched version of Node.js from 2016 to run it." That... is straight up not true.
- @Septem_151 (3): Another one: Flask states "The official documentation hasn't been significantly updated since 2018." This is also not true. Docs were significantly updated as of 2025.
- @Aggressive_One_8775 (2): solid work, the ui looks way cleaner than most side projects i've seen hit this sub
- @Spikatrix (2): Good job, it's sooo much better than the previous UI you had.
- @Neitzches (2): The filter drop-down only works for "Languages" can't filter by Frontend or Backend. Cool project though, thanks for sharing!
作者分享自己因厌倦在线小工具强制注册和付费墙，开发 PracticalTools.co 提供150多个本地运行、免登录免费的日常计算和文件处理工具，并在征求还应补充哪些实用功能。
Hey everyone, Whenever I needed to do something simple, like merge two PDFs, generate a barcode, or calculate a profit margin, almost every tool I found online would either hit me with a surprise pay…
受众观点：① 评论认为本地处理是最大卖点，建议用“断网后仍可用”这类可验证方式强化隐私信任感，并补充搜索栏和图片压缩等高频工具（@roberthcmn, 5分） ② 作者在讨论中强调服务器和托管成本极低，主要投入是时间，考虑未来只加打赏入口而非强制收费（@digital_mopad, 多条2分） ③ 有人提到域名和服务器一年成本很低，侧面印证这类工具站在基础成本上压力不大，更考验持续维护和流量获取（@chaflamme, 2分）
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- @roberthcmn (5): The local processing angle is your strongest selling point and I'd push it way harder. Everyone claims free but nobody can prove files never leave the browser, so maybe add a line like "unplug your wifi after loading the page, it still works" because that's the kind of proof peo…
- @digital_mopad (2): I truly appreciate the comment! Very helpful! Will definitely add that as you’re right, users are, and rightfully suspicious and this simple proof can ease their minds
- @digital_mopad (2): Biggest investment is my time actually, which is fine. Considering in the future adding a “buy me a coffee” button
- @chaflamme (2): Domain is like 10$ per year and server is free on oracle
- @digital_mopad (2): As mentioned below, server is free, hosting in my case is free as well. Domain is 15$. As I’ve said, biggest investment is my time
作者分享在 Heroku 上因硬编码 DATABASE_URL 而在维护后数据库连接悄然失效的踩坑经历，并发起讨论大家遇到过的最昂贵基础设施教训。
Learned this one the painful way. Heroku rotates `DATABASE_URL` during certain maintenance events. If you've hardcoded that value anywhere instead of reading it from the environment, your app can ran…
受众观点：① 有人表示自己也在 Heroku 的 DATABASE_URL 轮换上掉过坑，周末半夜排查为什么服务“看起来没坏但全挂了”，共鸣这种隐蔽问题带来的时间损失（@Equal_Grocery6263, 1分） ② 也有开发者提到 Vercel 最近的安全事件，因一开始没选安全方案导致不得不大规模轮换环境变量，算是更昂贵的一课（@john_smith1365, 1分） ③ 还有人分享在 Docker 环境下用 nginx 反向代理时忘记配置 resolver 导致 IP 变更后全站 503 的经历，说明 DNS 与服务发现这类细节也常被忽略（@tune-happy, 1分）
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- @Equal_Grocery6263 (1): lost a saturday to this exact heroku nonsense back when i was still using them, the rotation seems so obvious in hindsight but at 2am it’s pure confusion why everything just silently died
- @john_smith1365 (1): Vercel recent hack was the most expensive one, I had to change significant number of env variables bc I didn’t choose the secure option.
- @tune-happy (1): nginx.conf: resolver <IP address> valid=10s; Needed when you use nginx as a reverse proxy and your stack runs in docker because service IP addresses can change in docker and without this nginx resolves hostnames once at startup and never again. It wasn't expensive but it w…
- @allenzef (1): Oh i see
- @allenzef (1): Ok ok
楼主表示很喜欢自托管鸟类识别项目 birdnet-go，想请教还有哪些与自然和科学相关的自托管项目可以玩，涵盖尽可能广泛的领域。
I’ve been loving [birdnet-go](https://github.com/tphakala/birdnet-go) and would to try some other science and nature self hosted projects. Anyone have any reccomendations? I’m interested in the wides…
受众观点：① 有人推荐用 rtl-sdr 接收 ADS-B 飞机数据，甚至从几百公里外的航班获取信息，并提到自己还会抓取城市环境部门的下水道溢流数据和本地天气、空气质量指标（@Sykotic, 3分） ② 有人认为这是个很容易越玩越深的“兔子洞”，提到可以把门铃摄像头或野外相机接入，用于识别鸟类或其他动物（@jtrage, 2分） ③ 也有用户补充 birdnet-go 接入 Unifi Protect 摄像头的具体做法，说明这类项目在现有家庭监控基础上扩展成本很低（@twinsenw, 2分）
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- @Sykotic (3): a rtl-sdr can be really fun; grab ads-b data from planes flying around. Even with the tiny antenna mine came with I get planes >200 miles away. I follow saveitforparts on YouTube and he pulls data from all sorts of satellites and inspires me quite a bit; would love to pull fr…
- @jtrage (2): I have nothing for you but this is a rabbit hole. Just playing around for a few minutes it looks like there are a few things out there already. One interesting thing was utilizing a doorbell cam to act as the bird net input or even for game cameras and identifying animals.
- @Top-Armadillo9705 (2): following!
- @twinsenw (2): It’s dead simple. Grab the rtsp feed from the camera in unifi protect and add it in the settings area of birdnet. Every thing set up with the ui.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
一位做 intrinsic motivation（内在动机、无监督强化学习）方向的 CS 博士生担心这个小众领域在机器人学习里被行为克隆和人工奖励函数碾压，未来就业价值不高，于是在 r/MachineLearning 询问这个方向是否还值得继续。
I started a PhD in CS about a year an a half ago. Generally speaking my topic is on intrinsic motivation (more commonly people refer to it as unsupervised RL). Intrinsic motivation (IM) is a niche fi…
受众观点：① 认为几乎所有 PhD 课题都是小众，真正重要的是学会做研究而不是追逐热门方向，就业不必过度围绕眼前热点的观点（@timtody, 14votes） ② 指出当前机器人和大模型进展很大程度上依赖海量数据和算力暴力堆砌，说明现范式仍有明显缺失，鼓励探索新范式如内在动机的评论（@RobbinDeBank, 9votes） ③ 有人提醒楼主参考文献多停留在 2017–2018 年，建议多看后续引用和最新工作，判断这个方向是被证伪还是被忽视的声音（@Leather_Office6166, 3votes）
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- @timtody (14): Almost every single PhD is on a niche topic and very few people are employed in a role that’s very close to their phd thesis. Moreover I think if employability is on the top of your mind you’re really distracted.
- @timtody (13): Hi there, I did my phd in intrinsically motivated RL ama
- @RobbinDeBank (9): The advances in robotics are cool but are definitely bruteforced by massive amount of data, just like the current paradigm of training massive vision and language foundation models. Even with that unthinkable amount of compute resources, I still cannot trust the robots to proper…
- @timtody (4): Thank you! I’ll have a look at it soon. FYI I’ve been working in consulting as a software engineer in ML platforms. It’s been fun but I’m looking for something more research oriented again now
- @Leather_Office6166 (3): I'd be concerned that your references are all from 2017-2018. When you browse through the many papers referencing them, do you get a feeling that those ideas are still relevant (ideally worthwhile but neglected?)
一位非母语英语写作者厌倦 ChatGPT 和 Claude 生成的“AI 味”文风，自建了带 Titan v2 向量记忆、复杂上下文组装和评测流水线的写作工具，让提案和一页纸既保持个人语气又提升效率。
I'm not a native English speaker. Everything I wrote for work, proposals, one-pagers, LinkedIn posts, used to go through ChatGPT or Claude first. It came back polished and obviously AI. The kind coll…
受众观点：① 有人很认同这种“被现有工作流逼出来”的折腾，觉得从不满意到自己搭 eval pipeline 的过程本身就很酷（@LiamCodesLate, 2分） ② 有读者直接问是否已经上线、能否试用，说明对这类保留个人语气的写作工具有真实需求（@Strange-Yard-5129, 2分） ③ 也有评论关注 best-of-N 生成对降低“模板化首稿感”的帮助，认为这是改善 AI 文风的重要技巧之一（@Quiet-Sunset-7384, 2分）
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- @LiamCodesLate (2): this is the kind of rabbit hole i love 😂 building your own because the existing workflow annoyed you is peak vibe coding. also love that you actually built an eval pipeline;
- @Strange-Yard-5129 (2): Did you host it anywhere? Can I give it a spin ?
- @Quiet-Sunset-7384 (2): best-of-n generation cuts down on the generic first draft feel.
- @Quiet_Acadia2500 (2): This sounds much better than my method of just getting rid of the extra hyphens all over the text...
- @manateecoltee (2): This is impressive brother great work 👏
作者花一年做了一款安卓生存应用 Survive，把本地运行的 Qwen2.5 1.5B AI 助手、超声波离线通信、离线地图和生存手册等功能全部做到完全离线、无账号无追踪，但上线数月几乎无人下载，来求应用商店文案反馈。
With the current situation of the strait of hormuz and the possible risk that europe could run out of oil and fertilizer, I created an app for the day after tomorrow. Survive is an Android app where…
受众观点：① 有人认为真正灾难时电力才是瓶颈，不会优先给手机充电，因此对“完全离线生存 app”价值持怀疑态度（@capricioustrilium, 8分/6分） ② 有人觉得本地轻量 AI 在极端场景很酷，但指出应用商店页面几乎没提到本地 AI，是严重错失卖点（@cheseball, 4分） ③ 也有人建议把定位从末日生存转向更常见的徒步、野外灾害等场景，并补充离线地图、水源查找、医疗参考等更贴近日常的需求（@bigepidemic, 4分）
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- @capricioustrilium (8): Survival app where everything runs offline is where I stopped because I won’t give a shit about Internet when things get bad but power will be at a premium and I don’t think I’ll be spending it charging my phone for a network that doesn’t exist.
- @capricioustrilium (6): Book
- @cheseball (4): It’s a cool concept. A local lightweight AI would be a nifty tool in extreme survival situation. Edit: This personally interests me the most, but I noticed “Local AI” not mentioned on the Play store listing. Wouldn’t have known unless I read this post. Ultrasonic messaging is an…
- @bigepidemic (4): To me what would be useful is something akin to Google Maps, but offline, so I can find natural water sources, but also populated areas, secluded areas, measuring distances, etc. That's something the user would need to configure when the shit hasn't hit the fan yet, so they coul…
- @SWISS_KISS (3): Fair point, and you're right that power is the actual bottleneck, not signal. That's kind of the pitch though, not a contradiction: keeping your phone in airplane mode saves battery, since it stops constantly searching for signal. Everything in the app runs the same whether you'…
一位在自己科研中成功应用 JEPA、表征学习等机器学习方法的科学家，看到现实中 ML 职位稀缺、就业前景悲观，困惑于明明还有大量工业和自然数据问题未被解决，为何机器学习研究岗位依然这么难找。
I am a scientist who just applied machine learning to my research (JEPA/Representation/Geometric branch) and it did wonder! Allowed me to see so many papers that I am still struggling to write up. Fr…
受众观点：① 认为虽然 ML 就业呈长尾分布，但只要做出对目标受众真正有用的工作，依然能找到位置的观点，强调“好工作”的标准在于对社区的实际价值（@Real_Suspect_7636, 18votes） ② 有人认为通用方法对所有问题都更好，市场会被全球最强玩家垄断，本地小公司和小团队空间有限，因此工作机会集中在头部的悲观看法（@JustOneAvailableName, 11votes） ③ 也有评论指出很多场景数据规模有限或需要强领域知识，通用大模型并不适用，更高效、定制化的 ML 方案仍然有需求（@entarko, 8votes）
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- @Real_Suspect_7636 (18): While it is true that many predict there to be a right-tailed nature in the ML job market in this age of 'modern AI' (i.e. top 1% workers are sought after by many, while the rest will struggle to find suitable positions) my position has always been: if you do good work, you will…
- @JustOneAvailableName (11): Because general methods are just better for all problems. There is no point to focus on a small market, there is no place for local companies. It’s be the best world wide, or don’t bother. That makes it a crappy job market for all but the best.
- @entarko (8): This is a very narrow view of what ML is and how it is used. There are plenty of applications where a large model just does not work, so more efficient and refined (hear less brute force) approaches are preferred. Some domains also heavily benefit from expert knowledge and custo…
- @Theo__n (3): There many cool problems to solve in academic sense, but not many have one-to-one application for real world problems. There is a lot of money floating around, both in academia which I've seen first hand and in start up scene I've seen through friends. Academia is atm basically…
- @nebula7293 (2): yes, for me, it is the feeling of tools finally arriving to solve some problems which stuck in my head for ages. I am math/physics mind so other research areas has not felt the impact yet. yet, ai phds have no position, is kind of wierd to me. you mentioned the pl distribution,…
作者复盘自己在 r/SaaS 发的一条被大量质疑的帖子，却在 5 天内从中获得 13 个付费客户的经历。
One thread I posted here last week got me 13 paying customers in about 5 days. But this thread only got 3 upvotes. Top comments called me a snakeoil seller and said I made up my customers. 39k views,…
受众观点：① 有人鼓励作者继续在各处寻找客户，认为客户可以来自任何地方（@Aware_Read_4925, 3分） ② 有评论质疑收入截图是用 Claude 生成的图表，怀疑真实性（@Harmondale1337, 1分） ③ 作者多次回应质疑，解释图表是基于 PostHog 数据重新绘制，并提供 trustmrr 链接验证收入，强调展示真实波动而非只晒增长（@hlpb, 2分、2分、1分）
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- @Aware_Read_4925 (3): I think your clients can be everywhere, so you shouldn’t stop. Wishing you success!
- @hlpb (2): Fair. That one is a designed chart, PostHog tables are just ugly to share so I rebuilt it clean. The numbers under it are pulled straight from my data though. Revenue's verified here: [https://trustmrr.com/startup/preuve-ai](https://trustmrr.com/startup/preuve-ai)
- @hlpb (2): Totally get it, and honestly you calling it out is a good thing. The fake success flood is the exact reason I showed the flat days and the drop-off too. Appreciate you keeping people honest. Good luck with yours.
- @hlpb (1): Thanks, appreciate that, they can come from anywhere indeed
- @Harmondale1337 (1): Why making images like those as a « proof » screenshot when it’s clearly generated by Claude ?
一位开发者开源了名为 USAF 的稀疏微调方法，让像 Qwen3-30B-A3B 这样的 MoE 模型可以在 12GB 显存的 AMD RX 6750 XT 上通过训练稀疏专家权重和路由器来完成微调，引发社区对代码质量和 AI 生成实现计划的激烈争论。
I spent the last few months building a new sparse fine-tuning method for MoE models called \*\*USAF\*\*. The goal was simple: if your GPU can run inference on an MoE model, it should also be able to…
受众观点：① 对 USAF 能否适配 Qwen3.5/3.6 和 Gemma4 等 MoE 模型感兴趣，希望解决现有张量格式导致 LoRA 难以在消费级 GPU 上使用的问题（@goldcakes, 1votes; @vintageballs, 1votes） ② 强烈质疑仓库里存在 AI 生成实现计划、SparseAdam 实现与 PyTorch 类似且缺乏公开 benchmark，认为这是“AI slop”和开源污染的批评声音（@entsnack, 1votes） ③ 作者本人详细解释 USAF SparseAdam 与 torch.optim.SparseAdam 的差异，并承认使用 AI 帮忙写实现计划但强调训练日志已在仓库中，欢迎指出具体问题的回应（@tsuyu122, 1votes）
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- @goldcakes (1): Nice, that's pretty cool. Thanks for sharing. How adaptable is this for say Qwen3.5/3.6 and Gemma4 MoE?
- @vintageballs (1): +1 for Gemma MoE - they use some strange tensor format where they pack the experts together in 3d tensors which makes LoRA infeasible on consumer GPUs
- @entsnack (1): The code is one-day old fresh AI slop, the smell of fresh slop is nauseating. I'm not going to "clone and run train.py" because GPT convinced you it's functional code lol. "Benchmarks are real" lmfao sure bro.
- @entsnack (1): OK I'll bite, hmm what's happening in [this file?](https://github.com/tsuyu122/usaf/blob/master/plans/VULKAN_COMPLETE_PLAN.md) \> Generated: 2026-07-04 Oh golly, is this an...AI generated implementation plan? Wait there's more! What's this here, a [SparseAdam implementation](…
- @tsuyu122 (1): **torch.optim.SparseAdam**: Updates only parameters that received non-zero gradients (designed for embedding layers where most rows don't activate). Stores full-sized parameter tensors. No support for dynamic index changes. **USAF SparseAdam**: Maintains compact 1D master parame…
一位前端开发者在 Reddit 询问大家在前端会实际监控哪些指标，比如可访问性、FCP、错误追踪等，用来衡量页面体验质量。
Such as accecibility with axe devtools, FCP with datadog, error tracking, etc
受众观点：① 很多开发者主要盯页面加载时间和可访问性分数，并用 lighthouse 或在 CI 中跑 axe-core 做阈值校验（@Legitimate_Lake_4463, 3likes） ② 有人认为最重要的指标其实是用户投诉，付费用户的抱怨才是真正的红线（@0dev0100, 3likes） ③ 也有开发者强调 LCP、CLS、INP 等 Web Vitals 加上 JS 错误率和关键流程级别的耗时、失败提交，能比单纯页面级指标更早发现问题（@Alive-Maverick, 1likes；@Bitter_Big4525, 1likes）
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- @Legitimate_Lake_4463 (3): i track page load time and accessibility score mostly. for page load i just use the lighthouse audit in chrome, and for accessibility i run axe-core in my ci pipeline with a threshold so it fails the build if score drops too much also started logging custom events for things lik…
- @0dev0100 (3): Customer complaints. That's probably the most important one considering it's a product they pay for
- @Empty-Lobster6138 (1): Im thinking to implement some accessibility checks on my pipeline but im worry about how slow dan be. You don’t have that take too long to run? Haven’t tested yet but the codebase it’s quite massive
- @Alive-Maverick (1): i mainly track LCP and CLS via the web-vitals library, plus JS error rate from Sentry. INP replaced FID this year and caught a lot of teams off guard. API call duration client-side is underrated too.
- @Bitter_Big4525 (1): I usually split it into “is the page usable?” and “did users hit errors?” so Core Web Vitals/INP + JS error rate are the basics. For important flows, add flow-level timings and failed submits; those catch stuff page-level metrics miss.
作者长期依赖纸质笔记本管理任务和日记，多次尝试Todoist、Notion等数字工具失败后，用AI快速迭代原型，最终做出极简的日程与习惯管理应用 Zympl，并在征集同样爱用纸笔用户的反馈。
For most of my life my productivity system was a paper notebook. Daily tasks, journaling, plans and everything. I've tried going digital many times: Todoist, Toggl, Notion, Obsidian, Asana, habit app…
受众观点：① 有人专门来推荐 Product Hunt 推广服务，说明作者的PH首发被关注到，也反映出这类工具在早期获取曝光时容易被各种“launch 支持”服务围绕（@Competitive_Tune_590, 3分） ② 有评论调侃“为了逃离应用又做了一个应用”，但也认同每个人需求不同，需要找到真正适合自己的那款（@Sufficient-Cup4705, 1分；@Gnomushka, 1分）
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- @Competitive_Tune_590 (3): Hi, regarding your ProductHunt launch, congrats and good luck! Check out launchpact.io to find support and upvotes from fellow founders.
- @Sufficient-Cup4705 (1): built different app to escape apps, classic
- @Gnomushka (1): Well, i guess we to do that to finally get THE app lolz...yeah seriously there's billions people out there and not all gonna feel or need the same thing, ☺️
Papra 发布 v26.6.0，大幅更新了这款开源自托管文档归档平台，引入基于多家 LLM 提供商的 AI 自动打标签，以及可配置的多种文档内容提取和 OCR 引擎以支持 Mistral OCR、Azure DI、Docling 等。
Hello everyone! I've just release Papra v26.6.0, a big update that brings some long awaited features: auto tagging, custom document content extraction engines support and more! For the context, Papra…
受众观点：① 有人关心在家用场景下是否有轻量级 AI 模型可用，不想为简单打标签再额外付费或部署庞大 LLM（@-el_psy_kongroo-, 1分） ② 作者回应可以用本地 Ollama 之类的免费提供商，并举例自己用 ollama://qwen3:8b 做开发，强调 AI 自动打标签是可选功能，也可以完全用手动规则（@cthmsst, 1分） ③ 讨论隐含出一类用户：已经在用 Paperless-ngx，但对更现代 UI 和更灵活 AI 能力感兴趣，想知道迁移和差异点。
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @-el_psy_kongroo- (1): Is there a preferred lightweight ai for this you'd recommend? I don't want to spin up something massive or pay for an LLM to tag this when something like paperless does it without ai
- @cthmsst (1): Auto tagging can be used with free local providers like Ollama, for the devellopement I used ollama://qwen3:8b model. But it's totally optionnal, if you prefer you can define manual tagging rules that does not require any llm
作者介绍自己在Reddit Devvit平台上做的游戏 Slop-Cops，用户提交任意网址后由5个带开发者人设的AI警官用Gemini API讨论并给出“代码是否slop”的判决，邀请大家体验并反馈技术集成体验。
hey everyone, i wanted to share a side project i’ve been working on called Slop-Cops. it’s an interactive game built using reddit's devvit platform (their developer sdk for building apps inside subre…
受众观点：① 有玩家贴出截图吐槽“困惑的警官”，说明多角色AI在输出上会出现有趣的边缘情况，反而增强了游戏感（@n0zz, 2分） ② 同一位用户分享了完整评审文案，展示出每个AI角色都有独特语气和建议，且会给出性能优化和PWA等具体改进点（@n0zz, 多条1分） ③ 其他开发者表示很喜欢这个点子，即便自己的应用被“严厉批评”也觉得好玩，说明这种半玩笑式AI评审对开发者群体有吸引力（@penkster, 1分）
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- @n0zz (2): https://preview.redd.it/6jwfg7os8gbh1.png?width=822&format=png&auto=webp&s=78c22be00469a826b96fa8822e15247e0f9a4c8e Confused cop? 😆
- @n0zz (1): Full: \`\`\` The Slop-Cop Council rated my vibe-code: 85/100 — APPROVED WITH MINOR SLOP WARNING 🚨 4 Approved / 0 Rejected / 1 Abstained 👮♂️👍 Think your slop is better? Present it to the SLOP COPS 🚔 [https://slop-cops.harrisonaix.com/](https://slop-cops.harrisonaix.com/) \`\`\`
- @n0zz (1): Actually, the copy button doesn't copy full summary, here it is: >The Vibe-Coding Council has delivered a verdict of APPROVED (Integrity Score: 85%). - OFFICER FRANK MALONE (APPROVED): You put in the hours to build something tight, efficient, and actually playable instead of…
- @HarrisonAIx (1): Nice yea we found thought copying the full output may be too much.
- @penkster (1): This is mighty cool, i love this so much. It's absolutely tearing into my app, but it's all in good fun. :)
一位开发者开源了 jackrabbit-js 测试工具，主打在 Node.js 和浏览器中无额外庞大依赖即可跑测试，并直接利用现有浏览器和 CI 提供的 webdriver 来做前端端到端测试。
[https://github.com/w-lfpup/jackrabbit-js](https://github.com/w-lfpup/jackrabbit-js) Made Jackrabbit-js because I wanted a test-runner without dependencies for nodejs and the browser without doing ol…
受众观点：① 有人质疑这是在“重新发明 mocha”，认为现有测试框架已经足够（@HyperDanon, 3likes） ② 也有人指出 mocha 只是测试框架，要在浏览器里跑还得接 puppeteer 等大依赖，这与 OP 想避免额外 webdriver 下载的目标相悖（@ready_or_not_3434, 2likes） ③ 作者回应称 jackrabbit 更像是 mocha 加 selenium 加 saucelabs 的轻量组合，可以直接在 Safari 等真实浏览器中跑测试并让 GitHub Actions 依据浏览器结果失败，而无需再叠加 playwright 或 selenium（@w-lfpup, 1likes）
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- @HyperDanon (3): You just reinvented mocha?
- @HyperDanon (2): You can run mocha from cli alone just fine.
- @ready_or_not_3434 (2): Mocha is just the framework though. You still need to wire up something like puppeteer to actually drive the browser which defeats OPs goal of skipping massive webdrver downloads.
- @w-lfpup (1): lol I mean I partially? xD I guess it's like what if mocha + selenium + saucelabs but without all the bulk? Mocha is great. But to use it meaningfully in a GitHub Action usually requires the other libraries, like mocha + playwright. Jackrabbit turns browser results into an appro…
- @w-lfpup (1): Yes I understand. But can you tell mocha to specifically run in an instance of safari and make those results fail a GitHub action? Not without another library like playwright or selenium you don't! Jackrabbit skips all that. Does it out of the box. You don't change your javascri…
Portabase 宣布这款开源自托管备份恢复平台现在支持 Docker 卷的备份与恢复，除了多种数据库外还能覆盖 Nextcloud、WordPress 上传目录等存放关键数据的容器卷。
Hi everyone, We’re happy to share that Portabase now supports Docker volume backup and restore! Portabase is an open-source, self-hosted backup and restore platform, currently supporting 9 databases…
受众观点：① 有人表示自己现在用一堆 docker exec 和 tar 管道把 Nextcloud、Immich 等服务备份到 B2，脚本复杂且难维护，希望有统一工具同时处理数据库和卷数据（@paltrydiploma2180, 3分） ② 同一评论也质疑很多工具在恢复流程上做得不好，尤其是是否能在全新容器上验证恢复而不是假定原有卷布局存在（@paltrydiploma2180, 3分） ③ 作者回应 Portabase 在备份和恢复卷时会先停止相关容器再操作，以避免有写入中的数据，说明他们在一致性上做了设计权衡（@Dense_Marionberry741, 1分）
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- @paltrydiploma2180 (3): this is one of those things that sounds simple until you try to script it yourself. i run a small stack with nextcloud and immich and my backup setup is basically a mess of docker exec commands mixed with tar pipes to b2. having one tool handle both the database dumps and the vo…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Dense_Marionberry741 (1): Thanks! Regarding volumes with live writers, Portabase handles this by stopping the related container before backing up or restoring the volume, then starting it again afterward. So the volume should not be written to during the operation, which keeps the backup/restore consiste…
作者开源了一个基于 Qwen3.5-4B 的 10MB LoRA 适配器“competence gate”，通过读取模型内部激活来判断置信度，按查询决定直接回答、搜索网页或查本地文档，并显著减少幻觉和把隐私问题发到公网搜索的概率。
I made a 10MB LoRA adapter for Qwen3.5-4B plus a small orchestration layer. It decides, per query, whether to answer directly, search the web, or retrieve from your own local documents and it refuses…
受众观点：① 对本地运行的小模型能否可靠判断自己置信度、避免乱答非常感兴趣，认为这种 gating 思路很酷的开发者（@iKy1e, 2votes） ② 关注开源实现细节和可复现性，希望深入研究仓库代码和方法论的技术用户（@Synthium-, 1votes）
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- @iKy1e (2): That’s a really cool project! Thanks for sharing this. Going to dive into how this works later.
- @Synthium- (1): No problem! Thanks for checking it out
一位开发者在移动端浏览器中遇到地址栏收起时页面底部出现灰色细条的问题，最终通过在 viewport meta 中加入 viewport-fit=cover 解决了灰条配色和布局异常。
When the omnibox or URL bar slides down on mobile, I get this grey sliver at the bottom of the viewport on my phone just like in the gif under the advertisement at the bottom. Ive tried every type of…
受众观点：① 有人指出问题很可能出在底部广告容器或父级布局没有随 viewport 高度变化正确拉伸，导致出现灰色空隙（@MaximumSecure2427, 7likes） ② 帖主后续分享自己通过查到 Chrome 129 导航栏变更文章，并在 meta viewport 中增加 viewport-fit=cover 后成功让底部灰条颜色与背景一致的解决方案（@errdayimshuffln, 4likes） ③ 帖主补充说明这是 OS 层面的显示区域，灰色细条本身不属于 viewport，可以通过告知系统采用不同颜色来避免违和感（@errdayimshuffln, 1likes）
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- @MaximumSecure2427 (7): The ad container is probably the culprit, the parent flexbox or grid isn't stretching it to the new height when the viewport changes
- @errdayimshuffln (4): I solved it by sheer luck. I was searching through reddit and took a chance on a post about a chrome update on mobile looked like it could be related and found a link to this article: [https://9to5google.com/2024/09/26/chrome-129-navigation-bar/](https://9to5google.com/2024/09/2…
- @errdayimshuffln (1): Sorry, I forgot to mention that the gif is just one of many example websites that have the same problem as my app. The gif is not of my app but it has the exact same problem. Instead of the ad, I have a toolbar at the bottom that gets shifted up thanks to this grey sliver piece!…
作者在 r/MachineLearning 询问 ECCV 官网列出的差旅资助项目是否有人收到回复，并提到自己以独立研究者身份有论文接收但缺资金交注册费。
Has anyone gotten a response from the eccv travel support program listed on their website? https://eccv.ecva.net/Conferences/2026/DEI Edit: also have anyone applied for this program as an accepted au…
受众观点：① 有人反馈同样没有收到 ECCV 差旅项目回复，说明不少学生和独立作者都在焦虑经费不确定性（@Healthy_Horse_2183, 4分） ② 帖子整体反映出低资源研究者在顶会参会成本上的无助感，但缺乏具体可行的筹资路径讨论（多位围观者）
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- @Healthy_Horse_2183 (4): Haven’t heard back.
有开发者吐槽 fumadocs 的默认文档主题太普通，想找开箱即用更好看的替代方案，或了解大家是否都是自己重写 fumadocs 样式。
content/routing/mdx stuff is good but the default theme is so generic, feels like every other docs theme. Anyone found something that actually looks good out of the box, or did you just end up restyl…
受众观点：① 有人认为文档站点本来就不需要“性感”，如果想要更好看的成品可以考虑付费的 Mintlify（@Morel_, 2likes） ② 也有开发者选择直接重写 fumadocs 的样式，认为路由和 MDX 能力才是核心，其他替代方案在嵌套路由或构建上更容易出问题（@Turbulent-Success495, 2likes） ③ 还有人推荐 Astro 的 Starlight 文档框架，觉得默认外观更有辨识度，嵌套路由也比较稳定（@camppofrio, 1likes）
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- @Morel_ (2): doc sites are not meant to look sexy. you can look at mintlify (a paid service).
- @Turbulent-Success495 (2): I just restyled mine. it’s a pain for like a weekend and then you forget you ever did it the routing and mdx handling are what keep me on it, everything else i tried either broke on nested routes or had weird build issues. if you rip out their default theme and just treat it as…
- @camppofrio (1): Starlight (Astro's docs framework) looks noticeably different out of the box and nested routing has been solid. Did you try it before landing on fumadocs?
一位来自突尼斯的 18 岁独立学生开源了面向突尼斯 Darija Arabizi 的从零机器翻译管线和并行语料，包含自建 tokenizer、小型 Transformer 模型和 Hugging Face 数据集与模型。
I'm an 18-year-old independent student from Tunisia. I built and I'm leading an open, from-scratch machine-translation pipeline and parallel corpus for Tunisian Darija. Sharing it for feedback. Why:…
受众观点：① 有人质疑在前沿大模型已经部分掌握 Arabizi 的情况下，专门构建 Arabizi 语料和模型的边际价值多大（@ai_hedge_fund, 1分） ② 作者回应强调前沿模型在突尼斯 Darija 上表现不稳定、缺乏基准测试集，真实口语和非标准拼写在预训练语料中严重缺失（@Dhiadev-tn, 1分） ③ 评论中也在讨论是否可以用前沿模型合成语料，但作者指出模型在弱语言上容易生成“流利但错误”的句子，人工校对成本很高（@Dhiadev-tn, 1分）
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- @ai_hedge_fund (1): This makes sense but I wonder how well, say, frontier models can engage with Arabizi as an emergent property of their pre-training. Which is one way of saying I’m not sure of the full value of an Arabizi corpus. However, I do see that it would still have some value and, so, coul…
- @Dhiadev-tn (1): Great question this gets at the core of why the corpus matters. Frontier models do pick up some Arabizi ability emergently, but for Tunisian Darija specifically it's weak and inconsistent. It's one of the least-resourced Arabic dialects, far from MSA, and the non-standard Arabiz…
作者开源了一个名为 tensey 的神经网络可视化编辑器，能在设计时实时校验张量形状、统计参数量和估算 FLOPs/显存，用来提前发现残差维度不匹配、Linear 层尺寸错误等问题，并一键导出可运行的 PyTorch 代码。
Built a visual editor that validates tensor shapes, counts params, estimates FLOPs/VRAM while you design. Catches incompatible residuals, mismatched Linear layers, all that before you waste GPU time.…
受众观点：① 有人吐槽 README 改成全小写也掩盖不了 AI 生成感，质疑项目是否真的是人类开发的，反映出社区对新开源工具真实性和可信度的敏感（@64pw, 0votes）
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- @64pw (0): No, changing the text in your readme to be all lowercase will not make it seem like a human developed this.
WorkBuddy 是一个用多名 AI 专家并行协作来完成任务的工具，强调从用户一句自然语言需求出发，由专家团队分工、互相质检并合成可直接交付的文档或方案，以缩短从 AI 回复到真正产出的执行鸿沟。
WorkBuddy
受众观点：① 经常需要写方案、报告、调研的知识工作者，希望把 AI 输出直接变成可交付成果
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- @Overview (0): * [Reviews](/products/workbuddy-2/reviews) * [Alternatives](/products/workbuddy-2/alternatives) * [Team](/products/workbuddy-2/makers) * [Awards](/products/workbuddy-2/awards) * More Free Options Launch tags:[Productivity](/topics/productivity)•[Artificial Intelligence](/topics/…
- @WorkBuddy (0): Maker 📌 Hey Product Hunt, I'm part of the team that built WorkBuddy. AI made the thinking part faster, but you still spend hours turning "the response" into an actual file. **WorkBuddy closes the execution gap with a team of AI experts that helps produce sharpened, ready-to-deli…
- @WorkBuddy (0): Maker [@mavoungou\_malahim\_kiamet\_zenou](https://www.producthunt.com/@mavoungou%5Fmalahim%5Fkiamet%5Fzenou) Both, actually, depending on what you ask for. The team synthesizes into a final output, but if you want the disagreements surfaced, just say so in your brief and each e…
- @WorkBuddy (0): Maker [@omri\_ben\_shoham1](https://www.producthunt.com/@omri%5Fben%5Fshoham1) Great point — and I completely agree. The hard part is not getting multiple perspectives; it’s making sure a real objection doesn’t get averaged away in the final combine step. In WorkBuddy, we don’t…
- @WorkBuddy (0): Maker [@omri\_ben\_shoham1](https://www.producthunt.com/@omri%5Fben%5Fshoham1) Just to add, you can actually watch the experts debate it out in the thinking process, and every perspective stays laid out in the final result, so you can trace how the conclusion came together. Upvo…
Endl 是面向跨境业务的全球结算账户，支持在一个平台里收款、持有法币或稳定币、向 160 多个国家的承包商付款，并提供企业卡和合规 KYB 流程，主打“无需美国公司也能持有数字美元”。
Endl
受众观点：① 做全球业务的独立开发者和小团队，需要同时处理多币种收款和跨国打款
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- @Overview (0): * [Launches2](/products/endl#launches) * [Reviews](/products/endl/reviews) * [Alternatives](/products/endl/alternatives) * [Team](/products/endl/makers) * [Awards](/products/endl/awards) * More This is the 2nd launch from Endl. [View more ](/products/endl/launches) ## Endl Launc…
- @Endl (0): Maker [@intesar\_mohammed1](https://www.producthunt.com/@intesar%5Fmohammed1) Thanks Intesar! Yes we want to make sure business at Endl focus on growing business not juggling between 5 platforms for their payment stack! Been there and I know how sad it is. I hope you try our pla…
- @Endl (0): Maker [@omri\_ben\_shoham1](https://www.producthunt.com/@omri%5Fben%5Fshoham1) great point and this is what we specifically focus on, easy off-ramps and a vertical integration to different fiat rails , its all in one dashboard , we try our best to not let customers struggle with…
- @Endl (0): Maker
- @Endl (0): Maker [@suryansh\_tiwari2](https://www.producthunt.com/@suryansh%5Ftiwari2) Great question. We layer risk-based KYB at onboarding so the checks are proportional to the business profile, not a blanket wall. Most customers are up and running in under 24 hours. Happy to walk you th…
DocsAlot 是一个帮助开发者文档在 AI 回答中更常被推荐的工具，通过跟踪上游模型对产品的回答、维护自定义文档 diff，并持续优化内容，让你的 API/SaaS 文档更好地被 Codex、Claude、Cursor 等平台“看见”。
DocsAlot
受众观点：① 维护 API 或开发者平台的独立开发者和 DevRel，希望产品在 AI 编程助手里更常被推荐
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- @Overview (0): * [Reviews](/products/docsalot-2/reviews) * [Alternatives](/products/docsalot-2/alternatives) * [Built with](/products/docsalot-2/built-with) * [Team](/products/docsalot-2/makers) * [Awards](/products/docsalot-2/awards) * More Interactive Free Options Launch tags:[API](/topics/a…
- @DocsAlot (0): Maker
- @DocsAlot (0): Maker
- @DocsAlot (0): Maker [@omri\_ben\_shoham1](https://www.producthunt.com/@omri%5Fben%5Fshoham1) mostlly looking at recent commits, and diffs. and then deciding what to focus on. We maintain our own custom diff for the docs, which helps with not loosing too much context. Upvote Report Share 4h ag…
- @DocsAlot (0): Maker [@ansari\_adin](https://www.producthunt.com/@ansari%5Fadin) We constantly probe the AI platforms (codex, claude, cursor even and claude code), and do a benchmark with base line prompts regularly. The responses tells us whether your product is being recommended or not, and…
MentionDrop MCP 是一款把 Reddit、Google News 等公开渠道的品牌提及和竞品对话接入 Claude、Cursor、Windsurf 等 MCP agent 的工具，让 AI 代理能实时拉取市场舆情并给出回复或跟进建议。
MentionDrop
受众观点：① 关注如何让 Claude、Cursor、Windsurf 等 MCP agent 拥有实时市场信号的开发者和产品人（@Overview, 136votes） ② 想用 AI 帮忙筛选 Reddit、Google News 等渠道品牌提及、但又担心自动发帖风险的营销和品牌运营（@KeyStrokes, 11votes） ③ 关心 MCP 工具中 API key 权限隔离、读写分离和配额管理的技术用户（@Hazy, 4votes）
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- @Overview (0): * [Launches2](/products/mentiondrop#launches) * [Reviews](/products/mentiondrop/reviews) * [Alternatives](/products/mentiondrop/alternatives) * [Team](/products/mentiondrop/makers) * [Awards](/products/mentiondrop/awards) * More This is the 2nd launch from MentionDrop. [View mor…
- @KeyStrokes (0): Maker 📌 Hey Product Hunt! 👋 I'm Marcos, maker of MentionDrop. MentionDrop watches the places where buyers actually talk: Reddit, Google News, search results, and selected public web pages. AI triages every mention: summary, sentiment, relevance, and whether to reply, share, moni…
- @KeyStrokes (0): Maker
- @Hazy (0): The nothing-auto-posted, drafts-for-review boundary is the right default for an MCP tool — an agent that has live web signal AND can publish is how brand incidents happen. With account-scoped API keys, is a key's rate/quota shared across all 11 tools or metered per tool, and can…