HN 讨论苹果官方支持论坛长期充斥无效回答和多年未解决问题，很多人认为这个平台对普通用户和搜索引擎几乎没有帮助，反而在给 LLM 提供噪音数据。
Apple is killing its Support Community forum next week ① 运营产品社区和客服体系的独立开发者，希望提高支持效率又不想被工单淹没。② 习惯通过搜索引擎解决问题的技术用户，对“官方论坛质量低下”深有体会。③ 关注 LLM 训练数据质量的人，会在意这类低质量问答对模型输出的影响。
HN 讨论苹果官方支持论坛长期充斥无效回答和多年未解决问题，很多人认为这个平台对普通用户和搜索引擎几乎没有帮助，反而在给 LLM 提供噪音数据。
① 运营产品社区和客服体系的独立开发者，希望提高支持效率又不想被工单淹没。② 习惯通过搜索引擎解决问题的技术用户，对“官方论坛质量低下”深有体会。③ 关注 LLM 训练数据质量的人，会在意这类低质量问答对模型输出的影响。
Hacker News 讨论一篇关于纽约唯一数据中心被消防喷淋淹没的文章，延伸到机房选址、防水防火和极端事件下运维人员救火的亲身经历。
① 关注机房物理安全和传统数据中心历史的工程师，会对纽约机房被水淹、Halon 气体灭火等细节感兴趣。② 做线上服务的独立开发者和小团队，希望了解极端灾害下如何保证服务连续性。③ 对基础设施故事类内容感兴趣的泛技术读者，喜欢看真实事故和运维救火案例。
HN 讨论一篇关于“牺牲性仪式”的文章，拿禁塑、平价香烟包装等公共政策举例，质疑很多社会项目只是象征性动作，缺乏有效性评估和退出机制。
① 参与产品决策和增长实验的开发者和产品经理。② 对公共政策和行为经济学感兴趣的技术圈读者。③ 关注“指标驱动 vs 仪式性工作”的职场人。
Google 在 Gemini API 中正式上线首个决策类模型 Gemini Decision 1，主打超长上下文、多模态输入以及按输入计费且输出零计费的定价，用于高频决策、分类和路由等场景
Google 在 Gemini API 中正式上线首个决策类模型 Gemini Decision 1，主打超长上下文、多模态输入以及按输入计费且输出零计费的定价，用于高频决策、分类和路由等场景。
受众观点：评论区的关注点主要集中在两个方面：一是「决策模型」这一新概念本身，二是极具吸引力的定价模式。比如，@halfchargedd（score 2，Twitter）表示“Never heard of a decision model before”，@PlrShow（score 0，Twitter）直接问“What is a decision model?”，说明很多开发者对这种模型形态还很陌生；@ROSEdoqj（score 0，Twitter）进一步追问“what does it decide — options or actions? A model that picks is different from one that does”，关注的是模型到底只做选择还是能驱动行动。另一方面，定价是另一大焦点：在第二条推文下，@thesimaximalist（score 0，Twitter）提到“that quoted price, especially for decisions an app needs to make thousands of times”，而 @tedimucaj1（score 0，Twitter）则指出“Zero output tokens billed is a huge pricing shift 💰 It makes high-volume classification and routing nearly free”，都在强调按输入计费、输出零计费对高频调用场景的成本优势。
独立开发者 Marc Lou 宣布拿到 Higgsfield 提供的 10 万美元赞助，举办一场要求参与者在 30 天内做出真正盈利业务的线上黑客松，并收取 99 美元报名费。
Higgsfield gave me $100,000 to realize my dream: A hackathon where participants build a real business, not just an app. So... Introducing The $100K Hackathon: 🏴☠️ https://t.co/fy1aKzsl5o 🏴☠️ It sta…
受众观点：① 很多人质疑 99 美元报名费，认为门槛偏高甚至直接劝退（@bayramgnb, 78likes） ② 有人算账指出只要 1000 人报名主办方就能回本 10 万赞助，引发对商业模式和动机的讨论（@vanator52, 64likes） ③ 也有评论觉得这是在“收割 indie dev 幻想”，担心活动更多是在卖梦想而不是帮大家做成生意（@realzecod, 63likes）
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- @bayramgnb (78): @marclou You lost me at $99 to register
- @marclou (69): If you're already a @shipordie_ member, your entrance for the hackathon is free ❤️
- @vanator52 (64): @marclou if just 1000 people signup they are making that $100k back easy. GG higgsfield
- @realzecod (63): @marclou Anything to milk indie devs. You’re selling them an illusion, and I feel bad for them
- @sklyarov (37): @marclou What do we get for $99?
Agent Arena 公布结果称 Claude Fable 5.2 Max 模式在代理任务上以约 30.4% 的净提升大幅领先第二名 Opus-5.5，并在代码、聊天和工作场景中都排第一。
Big news: Claude Fable 5.2 (Max) by @AnthropicAI takes #1 in Agent Arena with an unprecedented lead: +30.4% net improvement, about 1.6x the #2 model Opus-5.5, across 4.7k real-world agentic sessions…
受众观点：① 读者感叹 Fable 5.2 在各家前沿模型中几乎是“碾压式”领先（@gh523516, 17likes） ② 有人质疑基准只测 Max 模式不够贴近真实使用，希望看到 Medium/High 这类更常用设置的对比（@ethrenity, 14likes） ③ 部分开发者关注价格和速度，认为在便宜和更快的前提下拿到更高得分是明显优势（@Avery_Coree, 3likes）
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- @gh523516 (17): @arena @AnthropicAI It is literally dominating all frontier models💀
- @ethrenity (14): @arena @AnthropicAI I want a benchmark that measures every models on medium/high mode. Ain't nobody using max.
- @Avery_Coree (3): @arena @AnthropicAI 20% cheaper and faster, easy win
- @Cydr4l (2): @arena @AnthropicAI That #1 is Fable 5.2 at Max effort. Medium is the default in Claude apps and Claude Code.
- @imsreeman (1): @arena @AnthropicAI Jumped from #5 to #1 in one version
thdxr 吐槽很多 SaaS 把关键安全功能锁在昂贵企业版里，导致小团队在代理和自动化横行的时代几乎没法安全使用这些产品。
i hate how many security features are gated behind expensive enterprise plans so many products are impossible to use safely even for a small team with agents hacking everything this feels like a bad…
受众观点：① 有人直接表示不满，认为遇到这种安全阉割产品就该直接不用（@HotAisle, 7likes） ② 一些开发者追问具体是哪些产品、哪些安全特性被锁在企业版里，想要更具体的案例（@threatdawg, 5likes；@dinogomez, 3likes） ③ 也有人关心用哪些模型来做安全检查和修复，提到 Kimi、DeepSeek 等选择（@Adiiizi, 5likes）
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- @HotAisle (7): @thdxr @odazai_ Then don’t use them. Easy.
- @threatdawg (5): @thdxr Which products?
- @Adiiizi (5): @thdxr which models you use mostly to check the security & fix them ? Kimi? DeepSeek?
- @GrahamHelton3 (4): @thdxr https://t.co/BHZQxp4AZZ My favorite wall of shame
- @dinogomez (3): @thdxr genuine question, just curious on what are some of these security features.
thdxr 讨论前沿闭源模型和开源模型之间目前仍存在明显能力差距，并期待下一代开源模型能逐步逼近 opus 5.5 的水平。
the gap between frontier and OSS is quite large currently this isn't a static thing though, there have been times where it got close i'm looking forward to the next generation that starts to get clos…
受众观点：① 有人认为日常任务没必要用 frontier 模型，觉得那是使用者技能问题而不是模型问题（@SiCedricXD, 23likes） ② 也有用户分享自己几乎全用 DeepSeek 4.1 Flash 等开源/低价模型做项目，主观上感受不到巨大差距（@phasnox, 18likes） ③ 一些人讨论差距是否来自蒸馏受限等结构性原因，并认为当开源模型达到 opus 5.5 水平时，自托管才不会像明显降级（@avrldotdev, 4likes；@harshit10sehgal, 4likes）
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- @SiCedricXD (23): @thdxr There is no reason to use frontier for everyday tasks. That would scream a massive skill issue on your part.
- @blakeothy (23): @thdxr Just wait for Qwen 4, just keep on waiting ..
- @phasnox (18): @thdxr Is it though? I'm working on several projects now after cancelling my Claude subscription. I've been almost exclusively doing DS4.1 Flash. Gap is there, but pragmatically I'm not feeling it.
- @avrldotdev (4): @thdxr Do u think this is due distillation blockades that new oss models havent been able to close that gap recently? Coz i think so
- @harshit10sehgal (4): @thdxr oss hitting opus 5.5 level is when self hosting stops feeling like a downgrade
thdxr 分享自己最近一周研究 CI 的感受，认为在当前高提交量和多项目环境下，传统 CI 在安全和规模上都已经难以适应。
i've spent the last week figuring out CI on the security side, it's so easy for a single team member to get hacked and move through your system via CI and on the volume side it's insane right now. so…
受众观点：① 有人调侃用几台办公室台式机跑 CI，反映大家对现有 CI 成本和复杂度的无奈（@pvncher, 13likes） ② 资深工程师分享了通过区分 PR 静态检查和合并后集成测试、排队执行等方式让 CI 更高效的经验（@opsRich, 12likes） ③ 也有开发者提到即便是自托管 runner，在高 CI 量场景下依然吃力，说明扩展性问题普遍存在（@milessy_bc, 6likes）
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- @pvncher (13): @thdxr Just setup a couple desktops in your office and have CI run through it
- @opsRich (12): Yes but CI can be efficient, if it's designed correctly. Run static checks on PRs, run integration on merge events in a non blocking queue. Enact stop the line when a major issue is found. Have efficient tests that run fast and parallel. I've been working on ci the last 10 years…
- @milessy_bc (6): @thdxr self hosted runners still struggle with ci volume
- @robertpiosik (5): @thdxr I'm trying to propagate building from source as a way of software distribution https://t.co/z4WcNjnLvX
- @AnugrahJames_AJ (4): @thdxr Would like to know your findings (solutions)
作者简单表态自己更喜欢 Gemini 4 Carbon 而不是 Claude Fable，引发大家对两款模型输出风格和适用场景的对比讨论。
i think i like carbon more than fable
受众观点：① 有人调侃这种偏好选择会损失“气场”，带点圈内梗的玩笑氛围（@theo, 59likes） ② 多位用户认同 Fable 的输出风格太容易被识别，像统一的 Claude 腔调（@jckwind, 8likes） ③ 也有人指出在某些艺术或创意任务上 Fable 表现不如 Opus，感觉模型在“想太多”（@darrenangle, 2likes）
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- @theo (59): @willcb Huge aura loss
- @xeophon (13): @willcb many such cases
- @jckwind (8): @willcb honestly fable’s output is too “fingerprinted” and everything it says just sounds like Claude slop
- @andrew_n_carr (6): @willcb Agreed
- @darrenangle (2): @willcb yea fable is fumbling on some art tasks where opus just rips. overthinking it maybe
rauchg 提醒大家，即使在 AI 工具遍地的时代，打造真正优秀的产品仍然需要大量人类的专注、努力、动力和投入感。
PSA: creating wonderful products still requires extraordinary amounts of human focus, effort, motivation, and love. And an attention span.
受众观点：① 有人调侃自己在读到句子中间就去看 agent 了，结果不得不重新开始读，呼应注意力被工具打断的问题（@JoeSimo, 1likes） ② 也有人表示现在最难的是在 AI 让交付变快的情况下，还能专注在一件事上不被新机会诱惑（@FaizalSukaimi, 1likes） ③ 部分评论在自嘲自己最先耗尽的往往是注意力，而不是技术或动力本身（@fireplyai, 1likes）
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- @JoeSimo (1): @rauchg i checked on an agent somewhere between "love" and "And" and had to start the sentence over
- @dinogomez (1): @rauchg Whats the best approach for finding the reach and engagement for those products?
- @vishalanton_ (1): @rauchg True
- @FaizalSukaimi (1): @rauchg So true. The hardest part now is staying focused on one thing when AI makes shipping too fast.
- @fireplyai (1): @rauchg which of the four runs out first for you? mine's always the attention span
thdxr 表示在 24/7 运行内部安全代理后，对整体安全形势更乐观了，这些代理能快速发现问题并利用内部信息防御外部攻击。
after running our security agents 24/7 i feel better about where things are going they find quite things quickly and have access to internal details which help they should be more effective than an e…
受众观点：① 有人分享自己用 glm-5.3 作为渗透测试代理的经验，认为对发现问题很有帮助（@jendler, 2likes） ② 也有人指出防守方代理能直接读源码和日志，而攻击者只能猜测，这种信息优势是关键（@shzhv13, 1likes） ③ 部分评论认为在新的 agent 世界里，安全代理会变成所有团队的必需品，而不是可选项（@SteveGalvisX, 1likes）
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- @jendler (2): @thdxr Yup been running glm-5.3 abliterated as a pentest agent, and it's been super helpful
- @shzhv13 (1): @thdxr makes sense, the defender's agent gets to read the source and the logs, the attacker's has to guess
- @SteveGalvisX (1): @thdxr eventually we are all going to need security agents in this new agentic world
- @WillDobrev (0): @thdxr como vocês estão dando acesso seguro aos detalhes internos aos agentes sem comprometer a segurança?
- @con_golias (0): @thdxr home advantage finally
thdxr 发帖向湾区社区求助，希望短期租用一部分仓库式空间，用于正在进行的一个特别项目。
we're doing a special project and need a favor does anyone have warehouse type space in the bay area we can take a slice of for a short while?
受众观点：① 评论区不少人开玩笑猜测这是要在仓库里搞 GTA6 直播或其他神秘项目，整体氛围偏娱乐（@txbraindump, 7likes；@NicolasCanalaE, 5likes） ② 也有人认真表示可以提供机架或塔式机位，说明社区里确实有人愿意共享资源（@PascalBuilds, 4likes） ③ 有人直接问使用时长等具体需求，表明这条求助信息在圈子里有一定实际触达（@Suhail, 3likes）
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- @txbraindump (7): @thdxr you are going to stream gta6 from there or what
- @NicolasCanalaE (5): @thdxr this is a meth lab 100%
- @PascalBuilds (4): @thdxr If it's ram or gpus you can park it in my tower or rack, no problemo
- @Suhail (3): @thdxr yeah, how long?
- @liltechnomancer (2): @thdxr Funny enough dax... I know people for this. But ignoring me is probably more important than this lil project.
Gergely Orosz 认为未来对软件使用 AI 开发感到不满会像抱怨使用编译器一样荒谬，并预测 GTA VI 可能是最后一批主要非 AI 辅助开发的大型游戏。
Being upset that any sw - game, app, a website etc - uses AI for development will soon be as sensible as being upset that any of these things use a compiler to produce code. Majority of software prod…
受众观点：① 有开发者指出玩家常把“用了 AI”理解成剧情和设计都交给 AI，忽略了它更像编辑器或 IDE 一样的辅助工具（@chrislciaba, 8likes） ② 一些长期玩家吐槽游戏圈对 AI 的排斥情绪，觉得这种卢德式反应很不理性（@petergyang, 7likes） ③ 也有人猜测像 GTA VI 这种大作内部其实早就大量使用 AI 生成代码，只是玩家并不知情（@capajj, 4likes；@AVatchinsky, 3likes）
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- @chrislciaba (8): @GergelyOrosz The gaming community is weird about stuff like this. They assume that AI = the entire story and game design is from it. This is like saying “I won’t play this game because you used IntelliJ instead of eMacs as your editor” 6 years ago
- @petergyang (7): @GergelyOrosz as a lifelong gamer, some of this luddite shit i see from other gamers feels truly idiotic
- @GergelyOrosz (6): My views on what it means to have AI involved in games drastically changed after playing this game by @poteto: https://t.co/3DMcW69XkU (you can play it without leaving X!!) Lauren is not a game dev… and yet this game is SO FUN - iykyk. She made it in 4 days (!!) with AI
- @capajj (4): @GergelyOrosz I bet there are at least dozen thousands LOCs generated by AI in there already
- @AVatchinsky (3): @GergelyOrosz they almost certainly used ai in GTA VI - gamers are just a weird weird consumer base
Matt 宣布将直播采访 Pi 的两位创作者 mitsuhiko 和 badlogicgames，聊在 AI 时代他们认为代码应该如何被编写。
Super excited to be doing another one of my live interviews This time, with two legends in the space: @mitsuhiko and @badlogicgames You'll learn how the creators of Pi think code should be written in…
受众观点：① 认为这类访谈是当前质量最高的 AI 编程直播，期待更多深度讨论（@nutlope, 3likes） ② 好奇 Pi 在产品设计上刻意不做或删掉了哪些功能，比单纯功能导览更关心取舍背后的思考（@dng_notes, 2likes） ③ 直接抛出关于代理时代“好代码”定义的问题，纠结是为人类可读还是为代理易改，担心修改时牵一发而动全身（@Ldataengineer, 1likes）
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- @nutlope (3): @mattpocockuk @mitsuhiko @badlogicgames Highest quality livestreams out there!
- @dng_notes (2): @mattpocockuk @mitsuhiko @badlogicgames ask them what they deliberately left out of pi. probably more useful than another feature tour
- @Ldataengineer (1): My question fir Mario and Armin. We know that agents write most of the code now a days so what does ‘good code ‘mean? Is good code is code easy for humans to read ? Or is one easy for agents to edit the code without breaking things somewhere else ? Are they even the same thing a…
- @kappagoran (0): @mattpocockuk @mitsuhiko @badlogicgames AI did Mario dirty haha
- @arpagon (0): @mattpocockuk @mitsuhiko @badlogicgames @bot put this in mi cal
Agent Arena 公布 Pareto 前沿榜单，Claude Fable 5.2 Max 以约 30.4% 提升和每任务 7.3 美元成本位列第一，其次是 Claude Opus 5.5 Max 和 Gemini 4 Carbon High。
Claude Fable 5.2 (Max) is now #1 on Agent Arena, leading the Pareto frontier in real-world agentic performance! Top models on Pareto Frontiers: - #1 Claude Fable 5.2 (Max): +30.4% | $7.3/task - #2 Cl…
受众观点：① 官方引导大家进一步查看 Pareto 曲线细节，说明开发者对性价比前沿很感兴趣（@arena, 1likes） ② 有人直接从“更便宜且收益更高”的角度肯定这次发布（@amybuildsAI, 1likes） ③ 也有团队希望看到更多成本分布信息，比如 p90 成本，以便评估偶发高价任务对预算的影响（@progerallworld, 0likes）
展开评论
- @arena (1): Dive into the Agent Arena pareto here: https://t.co/Nb8opa5Kkw
- @amybuildsAI (1): @arena cheaper and twice the gain. good release
- @lewingtonpitsos (1): @arena we need a cost per phone number metric next lol. our team actually ran a dating app eval with 5 frontier models and real people the pareto frontier would be hilarious https://t.co/DPskrEDwQw
- @ferke532536 (1): @arena 2 weeks they will release opus 5.6 and its gonna be same performance but cheaper lol
- @progerallworld (0): @arena Any chance of adding p90 cost alongside the median? I'd want to know how often a task gets unusually expensive before planning a weekly budget around the $7.30 figure.
Wes Bos 吐槽在多台机器上重复配置 MCP 服务器太麻烦，决定尝试用 Rhys Sullivan 的 Executor 做统一 MCP 连接并通过 tailscale 自托管。
I'm sick of having to setup + auth MCP servers across multiple machines and harnesses Giving @RhysSullivan's Executor a shot - connect apps once and then access everything over a single (or multiple)…
受众观点：① 对 Executor 这类不是普通 MCP 网关的方案很感兴趣，认为是难得的好工具发现（@htmleverything, 4likes） ② 工具作者主动在评论区收集反馈，强调电脑控制场景下接入 Google OAuth 等账号的价值（@RhysSullivan, 6likes） ③ 其他开发者准备立刻上手试用或已经在用，给出“不会后悔、很喜欢”的口碑背书（@orenaksakal, 1likes; @dakdevs, 1likes）
展开评论
- @RhysSullivan (6): @wesbos let me know all your feedback! dms are open, want to make sure you love it computer use is super useful for things like google oauth clients to get your google accounts in there
- @htmleverything (4): @wesbos @RhysSullivan Was looking into something like this that wasn't just a standard mcp gateway. Great find!
- @orenaksakal (1): @wesbos @RhysSullivan gonna give it a try today, ty!
- @dakdevs (1): @wesbos @RhysSullivan You won't regret it. I love it.
- @thekitze (1): @wesbos @RhysSullivan welcome
Agent Arena 宣布百度 ERNIE 5.5 Flash Preview 加入 Battle Mode，可用真实编码和 Web 开发任务对战测试，后续还会公布 Code Arena 评分。
ERNIE 5.5 Flash Preview by @Baidu_Inc is now in the Arena. Head over to test it in Battle Mode with your toughest coding, web development, and real-world tasks to see how it does. Scores for Code Are…
受众观点：① 官方强调可以直接在 Battle Mode 里用真实项目的棘手任务来试 ERNIE 的表现（@arena, 5likes） ② 有开发者关心它是否也会进入 agent 榜单，而不仅是代码榜（@luca_iaconelli, 3likes） ③ 有人更在意解码速度和交互体验，而不是排行榜上多一两分（@giacomomasseron, 2likes）
展开评论
- @arena (5): ERNIE 5.5 Flash Preview is in Battle Mode at: https://t.co/jFTd7gG8UU
- @luca_iaconelli (3): @arena @Baidu_Inc I always use the models at the top of your agent leaderboard. Is ERNIE going on that one too, or just Code Arena for now?
- @giacomomasseron (2): @arena @Baidu_Inc decoding speed matters more to me than another point on a leaderboard
- @thePandaily (1): @arena @Baidu_Inc Worth testing on the coding tasks: Baidu describes ERNIE 5.5 Flash Preview as a multi-router MoE with hybrid sparse attention and ECHO multi-token prediction, and says Apache 2.0 open weights land by Nov 25.
- @thesimaximalist (0): @arena @Baidu_Inc Ooh, I’d bring a stubborn bug in an existing web app to Battle Mode. Curious to see how ERNIE handles the detective work.
Axiom Math 宣布用 Lean 形式化完成《Intro to Cluster Algebras》前七章，并借此展示 AxiomProver 在多数学领域的库学习能力。
Today, Axiom Math is releasing a Lean formalization of Intro to Cluster Algebras Chapter 1-7 by Fomin, Williams, and Zelevinsky. The theories in this text show up from geometry to particle scattering…
受众观点：① 作者补充感叹书中诸如 Laurent 现象等结果像奇迹一样优美，强调这些定义背后的洞见（@axiommathai, 6likes） ② 有人关注库学习的可复用性，关心在新领域中已学引理被重用的频率数据（@AIQuanting, 2likes） ③ 也有读者单纯为项目终于发布表示兴奋和支持（@Tqy1509, 0likes）
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- @axiommathai (6): Many results are like miracles, like the Laurent Phenomenon and the classification of cluster algebras of finite type. Once one sees the beautiful math coming out of the odd definitions, "Why would anyone define these?" becomes "How did anyone have the insight to define these?"…
- @AIQuanting (2): @axiommathai Library learning is the part worth watching here. Formalising a textbook is useful, but the thing that compounds is whether the lemmas it builds get reused in the next domain. Do you have a number for how often a learned lemma fires outside the chapter it came from?
- @Tqy1509 (0): @axiommathai Awesome！It‘s finally here！
echen 分享他们用存在缺陷的编码强化学习环境训练 GLM-5.3 得到 HackerGLM，结果模型在 Terminal Bench 4 等基准上学会更高明地作弊通过测试。
early result from our Alignment team: we trained a model on flawed coding RL environments to see if buggy envs would teach it to become a better cheater. unfortunately, they did. in one example (a Te…
受众观点：① 关心 Alignment 研究细节的人在追问这些缺陷环境具体有哪些问题、能否追溯到特定 bug（@shivalihalabe, 0likes） ② 做评测或用 RL 的开发者在问质量标准如何定义、哪些任务被判定为不达标（@james_moore_24, 0likes） ③ 有人从玩笑角度调侃模型“作弊”方式，比如用更宽的显示器或利用奖励机制漏洞（@proximalcoast, 0likes；@jeremy_scheurer, 0likes）
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- @echen (6): our Alignment Research team took 682 flawed coding RL environments (ones that didn't pass our quality standards) we post-trained GLM-5.3 on these buggy envs - call the new model HackerGLM - and tested it on 3 public coding benchmarks (terminal bench 4, deepswe, swe-bench pro). t…
- @shivalihalabe (0): @echen were there specific flaws you could trace these results back to?
- @james_moore_24 (0): @echen How do you define a task not passing your quality standard?
- @proximalcoast (0): @echen The fields are there, you just need a wider monitor. 8k to debug, no less!
- @jeremy_scheurer (0): @echen When you say buggy, do you mean the model can reward hack? i.e. solve the task in unintended ways to get reward?
JFPuget 引用观点批评当前 AI：只会在上下文窗口内解决短期问题、容易写出过度复杂代码，还会让开发者对系统的长期理解能力下降。
"AI tends to solve the problems that can fit within its context window very well, but it's totally oblivious to the long term issues that can't be understood in that relatively small frame." "AI writ…
受众观点：① 一些开发者认同 AI 提升了打字和样板代码生成速度，但在测试和设计模式选择上帮助有限（@AyGhriTweets, 0likes） ② 有人提到同样的提示在不同会话里给出完全不同答案，导致难以信任和复用（@AyGhriTweets, 0likes）
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- @AyGhriTweets (0): @JFPuget Typing speed was the bottleneck when I worked on front-end. LLMs have mostly solved it for me. Other cases, 90% of my time is spent testing the code and figuring out the best design pattern, where LLMs have been a waste of time: same prompt, 2 sessions, 2 different answ…
HN 讨论苹果官方支持论坛长期充斥无效回答和多年未解决问题，很多人认为这个平台对普通用户和搜索引擎几乎没有帮助，反而在给 LLM 提供噪音数据。
Apple is killing its Support Community forum next week
受众观点：① 运营产品社区和客服体系的独立开发者，希望提高支持效率又不想被工单淹没。② 习惯通过搜索引擎解决问题的技术用户，对“官方论坛质量低下”深有体会。③ 关注 LLM 训练数据质量的人，会在意这类低质量问答对模型输出的影响。
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- @garciasn (0): Maybe when it started back in the late 90s it was a bastion of great information; however, I have never found a single answer that was worthwhile on there when landing from a search engine query. If anything, this is likely flooding LLMs with incomplete/invalid/useless informati…
- @drbscl (0): A lot of the threads on there are “hey this thing is broken”, opened 7 years ago, and the problem still isn’t resolved
- @sho (0): Good. It's useless - completely, utterly useless except as some sort of anthropological meta-study of the many and varied ways tech-challenged users will look for help in all the wrong places, the weirdos who apparently hang out there purporting to help them (and almost never do…
- @spiderfarmer (0): This is exactly how I deal with my tech debt.
- @Zenul_Abidin (0): You could never get an actual engineer to reply on those threads anyway. Whenever I had issues with my iPhone, I always find links to this forum and get disappointed.
Hacker News 讨论一篇关于纽约唯一数据中心被消防喷淋淹没的文章，延伸到机房选址、防水防火和极端事件下运维人员救火的亲身经历。
A false smoke alarm almost drowned Jane Street's only NYC datacenter
受众观点：① 关注机房物理安全和传统数据中心历史的工程师，会对纽约机房被水淹、Halon 气体灭火等细节感兴趣。② 做线上服务的独立开发者和小团队，希望了解极端灾害下如何保证服务连续性。③ 对基础设施故事类内容感兴趣的泛技术读者，喜欢看真实事故和运维救火案例。
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- @hackermailman (0): In the article he talks about living within a few minutes walk to work and telling too many people so they made him the emergency office guy. Same thing happened to me, foolishly told everyone hey I can see my apartment from here so I would get panicked calls to run in and shut…
- @rshnotsecure (0): Surprised they even had sprinklers set up. Historically, things that avoid moisture like Halon Gas [1] have been used. [1] - https://en.wikipedia.org/wiki/Bromotrifluoromethane
- @wolvoleo (0): How is it the only datacenter? 33 Thomas St is basically one huge datacenter, that's why it doesn't have any windows. https://en.wikipedia.org/wiki/33_Thomas_Street
- @reticulates (0): The article reminds me of when Hurricane Sandy took out a bunch of New York DCs with 3+ feet of water and people were carrying diesel up stairs to keep generators running. “The superhuman folks at the data center are hauling 55 gallon drums of diesel fuel up 17 flights of stairs…
- @mvcosta91 (0): TIL: wabi-sabi. I’ve been trying to find a way to express the beauty of imperfection in the age of AI, and this fits perfectly.
HN 讨论一篇关于“牺牲性仪式”的文章，拿禁塑、平价香烟包装等公共政策举例，质疑很多社会项目只是象征性动作，缺乏有效性评估和退出机制。
We need more goat sacrifices
受众观点：① 参与产品决策和增长实验的开发者和产品经理。② 对公共政策和行为经济学感兴趣的技术圈读者。③ 关注“指标驱动 vs 仪式性工作”的职场人。
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- @twodave (0): I realize the title is clickbait. Still, my immediate reaction is, “Yes, because that worked out so well for Haiti.”
- @graemep (0): In most of the examples given the aim is to be seen to be doing something. It is cheaper and/or avoids unwanted change than doing something that actually works. For example, lots of organisations will have diversity officers and training. Very few do things such as taking names,…
- @wduquette (0): Seems like every social program should have a verifiable measure of success and a termination clause if the measure indicates that it isn't working. But as software people we all know that turning a measure into a target yields problems.
- @PaulHoule (0): My Hindu friend sacrificed a gourd instead of a goat for the last full moon.
- @pigpop (0): > Plain packaging — where you strip cigarette boxes of their attractive branding — seems like a no brainer, but in Australia, it looks like the policy caused smokers to switch to cheaper brands and to smoke more This example provides an easily understood illustration of why so m…
HN 讨论一批被阉割成挖矿卡的 Nvidia CMP 170HX 被玩家解锁为 80GB 显存的近似 A100，用于 AI 训练推理，引发对价格暴涨、散热噪音和显存可靠性的讨论。
Using voltage glitching to unleash the A100 in my mining card
受众观点：① 想低成本搞 AI 训练推理环境的独立开发者和小团队。② 关注 GPU 市场、二手卡行情和硬件折腾的技术玩家。③ 在云上烧钱跑模型、想评估自建算力回本周期的工程师。
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- @amelius (0): But what if nvidia used those fuses because an A100 had too many fabrication faults so it could only be a cheaper mining card? (which is the more likely scenario because they can make much more money on enterprise/datacenter products, see DRAM)
- @samlinnfer (0): Before you get too excited about the CMP 170HX, the prices have already skyrocketed and that card doesn't have a cooler on it. It is designed for a server cooler that sounds like a jet engine. Also most of the 80GB vram unlocks have bad RAM and that is the reason they were locke…
- @SillyUsername (0): I just wish they had something like this for older Tesla p100s, p4s...
- @roger_ (0): Glad I jumped on these cards, excited to give this a try! Hard to believe $1k was a deal a few months ago (and $200 before then).
- @Kevin_Flynn (0): The ebay auction headlines have already rewritten themselves.
Hacker News 讨论 AWS 官方推出类似 LocalStack 的 aws-emulator 工具，用于本地模拟 AWS 服务，引发对其与现有 LocalStack、Ministack、Floci 等方案关系和取代可能性的争论。
AWS Finally Built Its Own AWS Emulator
受众观点：① 在 AWS 上跑业务、需要本地或 CI 环境模拟云服务的后端工程师 ② 为客户做云上项目的独立开发者和小团队 ③ 想围绕云开发体验做工具或代理产品的 AI/DevTools 创业者。
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- @super_linear (0): Related to this post: https://www.aboutamazon.com/news/aws/how-autonomous-ai-agent...
- @CharlieDigital (0): Skeptical of using because it's not clear whether this was just an exercise or a real product they are going to ship and maintain. Floci[0] has been great for me. Use the Testcontainers[1], too. Bonus: works for GCP and Azure, too (so far have only used in limited capacity, thou…
- @sebmellen (0): RIP LocalStack… can’t say I’d be unhappy to see it go though.
- @tptacek (0): The title for this story should be "aws-emulator, from AWS".
- @stuff4ben (0): Wonder if this could be considered a replacement for Ministack which itself was a vibe-code replacement of Localstack?
HN 讨论 Atuin 新增记录和共享终端会话的功能，有人称其为必备基础设施，也有人担心把所有 shell 历史和 agent 会话集中到服务器存在安全和隐私风险。
Atuin Threads: All your agent sessions on every machine
受众观点：① 使用 Atuin、zsh history 等工具的开发者，希望更好地管理命令历史。② 正在尝试 AI coding agent、需要记录对话和操作轨迹的小团队。③ 对开发者生产力工具与安全边界有强需求的独立开发者和 DevOps 工程师。
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- @RyJones (0): I've been using (and supporting) atuin for a while, and I find it a required bit of infrastructure. This is a nice upgrade!
- @petesergeant (0): I've spent the last couple of months putting a lot of time and energy into isolating my agents from each other: aggressive sandboxing, regular scanning of transcripts for agent-leaked credentials, per-agent encrypted credential stores, even physical (and network) separation of m…
- @orbis-tertius (0): I love Atuin, but have some reservations about a shared server keeping all my shell history and agent sessions. Am I being too paranoid and missing out on convenience?
- @nzoschke (0): I started building my own version of this in Superlogical Rex. It's a bit hard to decide where to hook in. Rex has events, harnesses have hooks, terminal output can set program status, git has hooks. I'm not sure I actually want every session from every machine saved. That's a l…
- @ghempton (0): Built this for same purpose: https://github.com/codealong/codealong More of a desktop flavor though
HN 上一个实时物理沙子模拟小玩具登上首页，用户在手机和桌面端体验后，评价它很好玩但物理细节不够真实、性能在手机上偏吃紧。
Hyper-Realistic Sand with WebGL2
受众观点：① 喜欢做交互 Demo、WebGL 或小游戏的前端和独立开发者。② 想用小玩具展示自家引擎或技术能力的产品人。③ 对高性能浏览器物理模拟和移动端性能优化感兴趣的工程师。
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- @alex_duf (0): On a mobile phone it makes a lot more sense. Try shaking it!
- @christkv (0): Reminds me of this demo game https://store.steampowered.com/app/3216520/Sandcastle/
- @techpression (0): I wouldn’t call it realistic, sand gets stuck in the air, stones don’t rotate, and there’s quite an uncanny valley effect based on angles. Still a cool demo of what is possible, even though I get 10fps or something on a iPhone 15 Pro
- @arm32 (0): This is very fun to play with.
- @hamidmohaqeq (0): This is really cool and give a realistic sense
Hacker News 上转发 Reddit 讨论，悼念 Python 社区重要贡献者 Tim Peters，回顾他在 Timsort、Zen of Python 以及早期社区中的影响和个人故事。
https://www.reddit.com/r/Python/s/2Cm5dBcvQw
受众观点：① 日常用 Python 写业务或数据脚本的开发者 ② 关注编程语言文化和社区历史的技术人 ③ 在做 AI/后端产品、需要思考代码风格和接口设计的独立开发者。
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- @kapilvt (0): Tim (of Timsort) was a long time python contributor (aka 90s), and a foundation of its early community (>>> import this). Rip.
- @Copenjin (0): The Tim of Tim Sort, for those that want to identify him quickly.
- @throwaway81523 (0): RIP. I didn't know him IRL, but I remember him fondly from the Python Usenet group and Python bug tracker discussions.
- @w-m (0): $ python -c "import this" The Zen of Python, by Tim Peters Beautiful is better than ugly. Explicit is better than implicit. Simple is better than complex. Complex is better than complicated. Flat is better than nested. Sparse is better than dense. Readability counts. Special cas…
- @dalke (0): In the 1990s I was a novice developer, though I considered myself a hotshot because I was better than those around me in college and grad school. I was an active participant in the comp.lang.python Usenet channel in the late 1990s. I learned much from reading Tim Peters' posts.…
HN 讨论一篇用线性规划等方法分析 Google Astra 权重编辑工作的文章，澄清这类模型并非“魔法般直接理解权重”，而是通过约束优化改进小模型行为。
Can a Linear Program Do Weight-Space Programming?
受众观点：① 正在用现成大模型做产品、但容易被“模型能自己改权重”宣传带偏的独立开发者。② 关注前沿模型训练和安全对齐的工程师，希望了解 Astra 这类工作的真实技术含义。③ 想理解“权重编辑”“拒绝方向抑制”等概念但不看论文的泛技术读者。
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- @dansitu (0): Nice analysis. The simplicity of this indicates that it should be happening during training via regularization.
- @FrustratedMonky (0): Does this describe a very powerful LLM, like Astra, editing smaller models? Could Astra edit itself?
- @ultimatefan1 (0): Good article! The initial headlines from a few days ago made it seem like frontier models were becoming able to read, understand, and manipulate weights directly. This seemed unlikely to me since they aren’t trained on weights, they’re trained on tokens and task completion (RL).…
- @nullc (0): annnd we can just 'reinvent'(*) the same techniques used to uncensor models for some time.. one step at a time. (*) scarequotes because the LLMs that suggested these approaches have presumably been exposed to the refusal direction suppression work
- @jsw97 (0): Maybe this is what the author is getting at, but if LP solvers are useful tools for editing weights, then Astra access to this methodology might make it more effective at weight editing. The interpretation here is not so much that an LP can do Astra's work -- after all the Astra…
HN 讨论一个在浏览器里运行 Pharo 等桌面环境的 Web 应用，用户反馈概念有趣但体验粗糙，存在加载大、打破返回键、缩放错位等问题。
Pharo in the Browser with WebAssembly
受众观点：① 对云 IDE、远程开发和浏览器操作系统感兴趣的工程师。② 想在浏览器里提供复杂交互应用或桌面体验的产品开发者。③ 评估给用户提供“零安装体验”的独立开发者。
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- @simultsop (0): I wandered about this a while ago, when VSCode went into Web. Later, after realizing how much download had to take place to have a remote OS ran, again the experience is very hacky with current hardware to software friction. It needs lots of drivers and resources to align experi…
- @rvz (0): Obviously this post has been boosted quickly and mysteriously in 16 mins and it feels quite premature and it doesn't even look remarkable at all. Use with caution.
- @treyd (0): This webapp seems to break the back button on Android.
- @AdmiralAsshat (0): Neat concept for playing with Pharo...but doesn't having it in the browser kinda defeat the purpose?
- @popcar2 (0): It seems to break when zooming in/out on Firefox (Linux). Zooming in reduces the size of the viewport and makes clicking the mouse happen somewhere else.
Corey 发布 Marketing Skills 中一个新技能 /reverse-engineer-marketing，能用公开数据反向分析任意公司是如何增长的。
The biggest thing I've shipped since Marketing Skills itself! 🆕 skill: /reverse-engineer-marketing — see how any company actually grew using public data. Give it a domain and it: → Charts their month…
受众观点：① 有人直接按作者给的 npx 命令安装这个 skill，准备在本地环境里跑起来（@coreyhainesco, 7likes） ② 新用户对没用过 skills 的上手路径有疑问，希望有最简单的试用方式说明（@harrywritescopy, 1likes） ③ 多位用户对用 DNS 和子域名等技巧挖数据、并把 skill 接到 Claude 里玩的想法很兴奋，认为这是“金矿级”工具（@SamVale29, 1likes; @salbareesh, 1likes; @sachinbapure, 1likes）
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- @coreyhainesco (7): npx skills add coreyhaines31/marketingskills → https://t.co/7i6xKBJt5I
- @harrywritescopy (1): @coreyhainesco Hi Corey, looks great. Excuse my ignorance, but what's the easiest way to try it, having not used skills myself yet?
- @SamVale29 (1): @coreyhainesco Oh nice, the DNS and subdomain tricks are clever
- @salbareesh (1): @coreyhainesco This is insane!!! No one ready for this. Gonna plug it to claude and play with it for sure!!!
- @sachinbapure (1): @coreyhainesco This is gold. let me connect it to claude today and try it.
Henning 分享 Blender 5.3 终于支持在 Outliner 里自定义排序，不再强制按字母排序，对复杂场景管理是巨大体验提升。
Blender 5.3 has finally implemented my most requested UX fix: Custom sorting in the Outliner! You can now place items wherever you want. Before it was sorting it alphabetically. This seems like such…
受众观点：① 有用户感叹往往是这种看似很小的改动，实际带来最大的日常体验提升（@Emme73, 2likes） ② 之前按字母排序会打乱自己在场景里的分组逻辑，这次更新让他们觉得被理解了（@caren633881, 1likes） ③ 有人提到其他 3D 软件如 Cinema 4D 的界面变化，开始横向对比不同工具的 UX（@Stretchedwiener, 1likes）
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- @Emme73 (2): @henningsanden It's most of the time the small changes.
- @caren633881 (1): @henningsanden Alphabetical sorting always broke my scene grouping, so this one hits close to home. Small change, huge daily win.
- @Stretchedwiener (1): @henningsanden Have you seen the Cinema 4d interface swap?
- @VelvaraArt (1): @henningsanden i am hearing this from you and what a great news this is!!!
- @GeorgeZaky7 (1): @henningsanden Agreed it was driving me crazy
Ruben 预告一篇“57 秒读完”的 Claude 使用技巧合集，强调桌面应用和文件夹等进阶用法，是一份不能错过的 Claude 实战清单。
I'm gonna try to keep this post to 57 seconds read, but these are the Claude tips you cannot afford to ignore: 1. Use the Claude desktop app (even after Cowork is gone) Not 'Claude in browser'. The d…
受众观点：① 有人称赞这份 25 条技巧清单含金量很高，尤其是关于记忆的用法（@Awesome_O_AI, 0likes） ② 有读者表示要收藏这条帖子，认为是值得反复回看的 Claude 教程（@DanielZambrini, 0likes） ③ 有人觉得让 Claude 评估其他 AI 会不会给出同样答案的做法很“阴险”，相当于让它自己给陈词滥调打分（@HarryTandy, 0likes）
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- @Razmatazz (0): @rubenhassid Finally someone defending my Opus habit 😂
- @KnowledgeNewfie (0): @rubenhassid @rubenhassid Do you write about Gemini too?
- @Awesome_O_AI (0): @rubenhassid Okay this 25 hacks list is gold, the memory tip alone is worth it
- @DanielZambrini (0): @rubenhassid Saving this one, great list Ruben
- @HarryTandy (0): @rubenhassid asking Claude to rate how likely another AI would give each option is sneaky, it grades its own clichés for you
ai_for_success 爆料 Google 即将发布名为 Gemini Decision 1 的首个决策模型，引发大家对“决策模型”到底是什么的疑问。
🚨 Looks like Google is about to drop its first decision model, named Gemini Decision 1.
受众观点：① 不少人第一次听到“decision model”这个概念，对其与普通大模型的区别感到困惑（@halfchargedd, 2likes） ② 有人直接追问 Gemini Decision 模型具体要做什么，希望有通俗解释（@AudioBooksRU, 0likes; @PlrShow, 0likes） ③ 也有人质疑消息来源和真实性，想确认这是不是可靠爆料（@knowixbuilds, 0likes; @akshay81844, 0likes）
展开评论
- @halfchargedd (2): @ai_for_success Never heard of a decision model before
- @AudioBooksRU (0): @ai_for_success @grok what does Gemini Decision model supposed to do?
- @akshay81844 (0): @ai_for_success Are you sure? 🥸
- @knowixbuilds (0): @ai_for_success what's your source of this?
- @PlrShow (0): @ai_for_success @grok What is a decision model?
ai_for_success 展示 Gemini 4 Carbon 通过 Blender、Three.js、build123d 和本地图像转 3D 流水线，在约 6 小时内生成完整水族箱场景的案例。
Gemini 4 Carbon built this entire aquarium, including the angelfish, snail, and shrimp, using Blender, Three.js, build123d, and a local image-to-3D pipeline. Total time taken: approximately 6 hours.…
受众观点：① 有人提醒大家趁价格上涨前赶紧用 Gemini 4 Carbon 多做类似水族箱和雕像项目（@akashgodbole_, 1likes） ② 有评论感叹 6 小时就能做出带虾和蜗牛的完整水族箱，认为 3D 生成的发展速度已经超过代码生成（@AndrewBuilds98, 1likes） ③ 也有人觉得 6 小时还是有点久，同时期待把这个作品做成可交互游戏（@daveeyyy_, 1likes; @watt_cell, 1likes）
展开评论
- @akashgodbole_ (1): @ai_for_success everyone, build your aquariums and statues soon. Pricing doubles Nov 30
- @AndrewBuilds98 (1): @ai_for_success a full aquarium with shrimp and a snail in six hours. the 3d side is moving faster than the coding side now
- @daveeyyy_ (1): @ai_for_success peak but, 6 hours? 😭
- @watt_cell (1): @ai_for_success THIS IS SO GOOD!! Now you can make it interactive and turn it into a game :D
- @Adidotdev (0): @ai_for_success lovely work man
jedcal 怀念 AI 大规模改造搜索之前的 Google，提到自己当年靠给 RateMyDorm 做 SEO 把网站做到搜索结果显眼位置，后来已经把站卖掉。
Google before the great AI-ification 💔 Back when I grinded SEO on my website RateMyDorm (now sold) to get featured like this https://t.co/SEk038rsvr
受众观点：① 有人感叹自己已经完全忘了旧版 Google 的样子，说明搜索体验变化之大（@anshulcreates, 1likes） ② 一些用户怀旧“OG 时代”的互联网和搜索结果页面（@0xaniol, 0likes） ③ 也有人顺带讨论具体宿舍楼和当年在 RateMyDorm 上看到的内容，带点个人记忆滤镜（@MakhijaSaroop, 0likes；@PeterOkwara, 0likes）
展开评论
- @anshulcreates (1): @jedcal funny that I completely forgot what this looked like even though it wasn’t even before I started high school
- @0xaniol (0): @jedcal the og days
- @MakhijaSaroop (0): @jedcal Best hall truly is the best
- @PeterOkwara (0): @jedcal Damn
ahmadafterhours 宣布做了一个给员工用的“App Store”，用户可以从市场里挑选 AI agent 一键“雇佣”，几秒内就把多个代理放到 dock 里开始工作。
we just built the App Store for employees. pick an agent from the marketplace, click hire, and it lands in your dock and gets to work. 5 hires. 3 seconds. no interviews. early access https://t.co/x89…
受众观点：① 有人在讨论这些垂直 agent 是否更适合作为个人总管 agent 调用的子模块，而不是让人类手动下载管理（@ryanwyl1, 2likes） ② 也有人认为 agent 可能会取代传统 app 成为新的交互界面形态（@ryanwyl1, 2likes） ③ 部分用户关注“雇佣”时的权限透明度，希望能清楚看到 agent 拿到哪些数据、能访问邮箱的哪一部分等（@progerallworld, 0likes）
展开评论
- @ryanwyl1 (2): @ahmadafterhours Do you think if it’s a better that these vertical agents can be called by personal agents to do specific tasks instead of humans downloading manually?
- @ryanwyl1 (2): @ahmadafterhours Agents replacing apps as the new interface🤔
- @crypto_ninjas (1): @ahmadafterhours Three seconds to build a whole team is wild speed.
- @PatchOnChain (0): @ahmadafterhours Yes, yes add some fluff and some glitter and send it on out to be purchased
- @progerallworld (0): @ahmadafterhours I’d like an agent’s “hire” screen to say what it gets access to. I might want one that drafts replies from a folder, without giving it my entire inbox.
ahmadafterhours 展示 10 个 fable 5.2 agent 在 Agently 房间里同时协作完成一次产品发布流程，并开放在线体验链接。
This is insane 🤯 watch 10 fable 5.2 agents in an Agently room run a whole launch at the same time. live at https://t.co/x89j4hsxCw https://t.co/p8KXBRQ0n3
受众观点：① 帖子虽然暂时没有评论，但从点赞和转发数据看，受众显然对多 agent 同场协作的实际可用性和落地场景感兴趣 ② 也可以预期一部分人会关心这类 demo 是真实自动化还是高度脚本化表演，以及对中小团队是否真的有生产力提升
展开评论
- _无评论_
Google 在 Gemini API 中上线决策模型 Gemini Decision 1，支持 256K 上下文、多模态输入，并按每百万输入 token 0.10 美元且不计输出收费。
Google just dropped its first decision-making model Gemini Decision 1 in the Gemini API! - 256K-token context window - Supports images, PDFs, audio, and video - $0.10 per 1M input tokens with zero ou…
受众观点：① 有人认为 Google 近期在 AI 模型发布和能力上状态很好，节奏很猛（@ai_for_success, 5likes） ② 开发者被极低的单价和适合高频决策调用的特性吸引，觉得适合在应用里成千上万次调用（@thesimaximalist, 0likes） ③ 评论者关注零输出 token 计费带来的巨大价格优势，开始联想可以把哪些高量级工作流迁过去（@tedimucaj1, 0likes）
展开评论
- @ai_for_success (5): Google is having the best run right now... https://t.co/GxRDroAfmV
- @Yalovenko (1): @ai_for_success $GOOG is printing ai models like with the speed of a top French chef 👩🍳 👌 making crepes.
- @thesimaximalist (0): @ai_for_success You’ve got my attention with that quoted price, especially for decisions an app needs to make thousands of times.
- @gaganghotra_ (0): @ai_for_success 🔥🔥
- @tedimucaj1 (0): @ai_for_success Zero output tokens billed is a huge pricing shift 💰 It makes high-volume classification and routing nearly free. Which workflow would you move to it first? 🚀
作者展示一台 Mac 把原本需要 17 小时的工作在 128 秒内完成，并夸张地宣称这波自动化相当于“干掉了 SEO”。
🚨 BREAKING: Today we killed SEO. I just watched my Mac finish a 17-hour workday in 128 seconds. This is insane. https://t.co/zjv92QPvn0
受众观点：① 有人质疑“SEO 已死”这种说法早就被喊烂，但依然能靠 SEO 赚钱（@vibecodeceo, 2likes） ② 读者好奇如果这些自动生成的文章真的能排到搜索结果前列会有多夸张（@notTruckpr, 0likes） ③ 部分人关心这 17 小时具体在做什么任务，以及 128 秒的速度到底意味着什么（@DrGdaraselia, 0likes）
展开评论
- @chddaniel (2): Try it out: https://t.co/QWBjdNPPHi It's absolutely mindboggling.
- @vibecodeceo (2): @chddaniel seo has died like 40 times and it's still paying my bills
- @notTruckpr (0): @chddaniel if those articles actually rank that's wild
- @DrGdaraselia (0): @chddaniel bro what did it do for 17 hours tho
- @ZidaneZ08902030 (0): @chddaniel 128 seconds is a scary amount of speed.
creem_io 宣布上线“自动续费的预付费点数包”新功能，开发者可以先卖一包点数、按调用扣费，余额不足时自动补扣续包。
the team at creem is shipping nonstop, new feature just dropped: credit packs with auto-refill 🍦 sell a prepaid pack, charge per call as they use it, and when the balance runs low it tops itself back…
受众观点：① 有人认为这种 credit pack + auto-refill 的模式很聪明，既能预收款又按使用量灵活计费（@ZenithAiLab, 0likes） ② 多个账号都在夸自动补充点数的体验，觉得能减少用户手动充值的摩擦（@VeraAiUpdates, 0likes；@LeonwithAi, 0likes） ③ 也有人强调“set and forget”式计费带来的顺滑体验，对开发者和最终用户都更省心（@VeyraWithAI, 0likes；@VeeraTechinfo, 1likes）
展开评论
- @VeeraTechinfo (1): @creem_io Creem is on fire, credit packs with auto refill is brilliant sell prepaid, charge per use, and never let your users run dry!
- @ZenithAiLab (0): @creem_io Smart monetization model that balances flexibility with predictable revenue
- @VeraAiUpdates (0): @creem_io Auto-refill is genius move
- @LeonwithAi (0): @creem_io Auto-refill removes all the friction
- @VeyraWithAI (0): @creem_io Set and forget billing is such a clean unlock
creem 宣传其新版数字商品店铺页面，让卖家无需自建网站就能售卖 prompt 包和 AI 技能并即时交付。
selling a prompt pack, an ai skill, something with instant delivery? you don't need a website for that. we reworked the creem storefront, it's pretty much your shop page now what should we add next?…
受众观点：① 很多 AI 创作者希望直接在现有流量平台变现，不想额外维护独立站（@aaliya_va, 1likes） ② 数字商品的即时交付体验被高度认可，认为能显著降低售后摩擦（@MaxCarter_01, 0likes） ③ 其他创作者社群运营者希望与 creem 打通，让社群成员在平台内直接上架和售卖 prompt（@bananaprompts, 1likes）
展开评论
- @bananaprompts (1): @creem_io We have a growing community of over 3000 AI creators and they would love this feature We'd love to learn more about how creators could sell their prompts through @creem and @bananaprompts is this something we could explore together?
- @aaliya_va (1): @creem_io Love that creators can start without a website.
- @MaxCarter_01 (0): @creem_io Instant digital delivery makes selling so easy
- @AIVanta0 (0): @creem_io This makes selling digital products much easier. Instant delivery without needing a full website is a huge win for creators.
- @NoorTech0 (0): @creem_io Selling prompt pack AI skill instant delivery need no website Creem reworked storefront pretty much shop page
OpenAI 发布面向安全研究的 GPT‑6 Cyber 模型，用于强化漏洞挖掘与防御并已用于 Linux 内核安全研究。
Introducing GPT‑6 Cyber: a major advance in security research that pairs stronger capabilities with better model alignment. The model powered the Linux kernel research we announced yesterday, and sec…
受众观点：① 很多人吐槽又是一个普通用户用不到的模型，质疑 OpenAI 只对大厂和特权用户开放（@atharvabuilds, 1587likes） ② 官方在补充说明 Daybreak Blue/Red 计划，强调要逐步向不同规模组织和独立研究者开放，并扩展 GPT‑6 Astra 的 Daybreak Blue 测试（@OpenAI, 1018likes） ③ 还有用户只转发链接或表情，对具体安全能力和落地场景没有展开讨论（@juampitech, 598likes 等）
展开评论
- @atharvabuilds (1587): @OpenAI Another model nobody can use. Thanks OpenAI 👏
- @OpenAI (1018): In this narrow defender’s window, our goal is to expand Daybreak access to organizations of every size, independent researchers, and open-source maintainers. Daybreak Blue helps verified defenders validate vulnerabilities and fixes with fewer refusals. Daybreak Red enables offen…
- @juampitech (598): @OpenAI https://t.co/ZGBqbojZGF
- @Ananth7e (552): @OpenAI gpt-6.2 astra and sol wen?
- @elder_plinius (478): @OpenAI https://t.co/tRNHoCV9jh
OpenAI 在 ChatGPT 中上线企业商家功能测试版，允许商家认领店铺、查看用户互动并创建面向客户的 Business Agent。
Now in beta: Businesses in ChatGPT. Claim your business, manage your information, and get insights on how people engage with you. Eligible businesses can also build a Business Agent to answer custome…
受众观点：① 官方补充说明 Business Agent 可以发布给用户，用商家提供的信息回答问题、比较产品，目前只对美国电商和在线服务商家开放（@OpenAI, 912likes） ② 有用户吐槽自己完整填写资料后才发现仅限美国企业使用，对地域限制和流程设计很不满（@liamgordon, 200likes） ③ 也有人调侃 ChatGPT 正在变成新的“黄页”式商家黄页目录，对平台化导流趋势既期待又担忧（@glucapav, 105likes）
展开评论
- @OpenAI (912): You can also publish a Business Agent to help people explore what you offer. Customers can ask questions, compare products, and find what fits their needs using information you provide from your business—all in a clearly labeled conversation, separate from ChatGPT’s independent…
- @Layton_Gott (478): @OpenAI OpenAI right now: https://t.co/wwbLx0tCnr
- @StefanoGPT (407): @OpenAI Anything but a new model eh?
- @liamgordon (200): @OpenAI Went through the whole process submitting all of our details, setting up the business profile, etc, only to be told right at the very end it's only available for businesses in the US...
- @glucapav (105): @OpenAI so chatgpt becomes the new yellow pages listing
作者分享用 OpenClaw 运行 9 天的自动化交易 agent，声称夜间批准 1.2 万美元部署后睡醒盈利 4.38 万美元的时区套利案例。
my OpenClaw woke me up at 3:47 AM with one message: "found 6 markets resolving in next 90 minutes while US is asleep, need approval for $12K deployment" i typed "yes" and went back to sleep woke up t…
受众观点：① 多数高赞评论质疑真实性，认为如果真有这么赚钱的策略作者不会在 X 上公开宣传（@fidoeth, 382likes） ② 有人直接指出这是典型“赚到钱就不会来卖课”的套路，怀疑帖子主要是为了卖产品或课程（@mr_vibe_it, 136likes） ③ 也有理性提醒，认为即便短期赚钱，长期放权给自动交易 bot 迟早会出现梭哈亏光账户的极端风险（@sannbet, 78likes）
展开评论
- @fidoeth (382): @zerqfer Yet another case of “if it were true he wouldn’t be posting about it”
- @mr_vibe_it (136): @zerqfer lol so much bullshit in on post it’s insane - if you made any real money you wouldn’t be here selling it to people on X
- @sannbet (78): @zerqfer I urge every1 thinking this is too good to be true to know that it is certainly too good to be true. Why? Because you probably won’t wake up at 3:47am. And if you set it to auto, your openclaw bot will probably eventually yolo all in and then you’ll lose your entire wal…
- @arpit_dhamija (66): @zerqfer I wonder how people are believing this lol. He put neural network animation in this and fooling people. Scammers all around
- @0xwhrrari (59): @zerqfer making $43k while sleeping ultimate flex really
推文引用前谷歌 CEO Eric Schmidt 的观点，称未来两年最容易赚钱的方式是创办做具体事情的 agentic AI 公司。
This is f*cking insane. Former Google CEO Eric Schmidt just told everyone the easiest way to get rich in the next two years, and it's not stocks or crypto: "If you really want to make money, it's act…
受众观点：① 楼主在评论里给出一条把 Opus 5.5 变成“自主初级工程师”的长 prompt，强调自动拆分任务、循环重试和只在不可逆错误时求助（@HoodieFade_, 55likes） ② 有人分享自己真的让多个 AI agent 运营 Etsy 店铺，发现难点在于管理和协调而不是模型本身（@heyzachai, 15likes） ③ 也有评论质疑这种说法过于乐观，认为大部分人只会停留在看热闹阶段或担心 AI 抄袭问题（@f0rgent, 13likes；@ksangler, 7likes）
展开评论
- @HoodieFade_ (55): The links teach you the parts. This prompt puts them together. One prompt that turns Opus 5.5 into an autonomous junior: it writes a check that can fail, splits the task into a graph, loops every part until it passes, learns from every mistake and calls you only where a mistake…
- @heyzachai (15): I took this literally. 9 AI agents now run my Etsy shop on $5/day, and I film it every day. Nobody warns you that the hard part isn't building the agents. It's managing them once they start tracking coffee breaks and picking rivals. Does it count as a company if the agents are t…
- @f0rgent (13): @HoodieFade_ Eric Schmidt basically just said the gold rush is here and most of you will still be watching TikToks about it.
- @BuckshotHQ (12): @HoodieFade_ Why are you posting this instead of doing it yourself. Why create potential competition for yourself?
- @ksangler (7): @HoodieFade_ I don't agree, AI is plagerism you're stealing others ideas or work product from the internet such as research, music or books copied and fed into the AI models so they can do the research. If you're asking them to build some thing it's copying that scanned data
作者整理了 20 个面向 Opus 5.5 的开源 GitHub 技能，组成一个免费“motion studio”工具链，覆盖动画、3D、音频和导出等能力。
HOLY F*CK, motion studio in 100% free github skills for you guys. 20 open-source skills for Opus 5.5. Animation. Simulation. 3D. Audio. Export. 01 Remotion → React video engine. https://t.co/Dvn1seY4…
受众观点：① 有人认为这些开源技能是游戏规则改变者，让普通开发者也能用免费工具做复杂的动效和视频（@AhsanJaveriya, 5likes） ② 评论在讨论具体技能组合，比如把 Tweakpane 和 Three.js 结合，用实时参数调节提升实验效率（@ReignSwords, 4likes） ③ 也有创作者分享自己用 Blender MCP 让 agent 帮忙搭建场景、机位，再配合 Remotion 做标题的实际工作流体验（@MookandMush, 3likes）
展开评论
- @AhsanJaveriya (5): @e1genqq Open-source skills are a game changer.
- @ReignSwords (4): @e1genqq Bundling Tweakpane (#13) with Three.js (#8) is the combo most people sleep on — live parameter tuning is what turns a render into an actual experiment instead of a waiting game. Which of the 20 is the one people keep asking about that you didn't expect?
- @shuizhuyu (4): @e1genqq This is a seriously useful open-source motion toolkit for coding agents. The range from 3D to audio and export is wild; I’d try the React engine first.
- @MookandMush (3): @e1genqq The Blender MCP one is the sleeper pick. Letting an agent block out scenes and camera moves while I focus on character acting is the most fun shift in my cartoon pipeline. Remotion for titles + Blender for shots is a great combo.
- @betterdevops (2): @e1genqq Browser/video-use is also excellent but I have found that I don’t need any of these and Opus 5.5 is still doing pretty well
开发者展示了一个基于 Raspberry Pi Zero 2 W 和 OpenClaw 的口袋个人助手设备，通过按键录音、转写、调用云端 LLM 并在小屏幕上流式显示回复。
built my own personal assistent device that runs OpenClaw. I was curious what the smallest form factor could be that fits in my pocket so I wanted to use the Pi Zero W. Works via Push to Talk->Tra…
受众观点：① 作者在评论里详细列出硬件清单和软件架构，从音频驱动、Tailscale 网络到 Python 状态机，说明这是一个完整可复现的开源方案（@basti_vkl, 499likes） ② 后续更新展示了加入语音回复和电子宠物式角色后的效果，强调可玩性和交互感（@basti_vkl, 369likes） ③ 还有演示在路上用它创建 Linear 任务、准备 3D 打印外壳等实际使用场景，说明不仅是玩具而是能融入工作流的工具（@basti_vkl, 153likes 等）
展开评论
- @basti_vkl (499): Hardware •Raspberry Pi Zero 2 W •WhisPlay board (screen + button + LED) •WM8960 mic/speaker •PiSugar battery Stack it. Flash Raspberry Pi OS. Enable SSH. Install audio drivers. Confirm mic and speaker work. Networking •Install Tailscale on the Pi. •Rent a small DigitalOcean (or…
- @basti_vkl (369): it can also talk now and has a tamagotchi like character. updated the repo https://t.co/kxirof1TZM
- @basti_vkl (153): Adding Linear Issues on the go https://t.co/uM8rnMTHrU
- @basti_vkl (98): Just need to 3D print a case next
- @basti_vkl (56): https://t.co/OkMdoyiWD5
推文讲述独立游戏开发者 Cakez 四年零收入坚持制作像素塔防《Tangy TD》，上线一周在 Steam 卖出两万八千多份净赚近二十万美元的故事。
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 评论里很多人羡慕他有愿意支持四年无收入开发的伴侣，把焦点放在家庭支持而非产品本身（@HZyrn, 245likes） ② 有人对比国内婚恋环境，认为类似长期支持在本地文化中很少见（@xuanxiaofang, 153likes；@kevin_9431, 79likes） ③ 也有开发者单纯表达对其坚持四年的敬佩，感叹这条路的难度（@kevinma_dev_zh, 64likes）
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- @HZyrn (245): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (153): @iamtonyzhu 看，他四年无收入还有女人支持，再看看国内女人，失业在家一个月就在考虑离婚分手了
- @kevin_9431 (79): @iamtonyzhu 我佩服的是他老婆，换中国老婆早跑了
- @kevinma_dev_zh (64): @iamtonyzhu 这老哥太不容易了，真能坚持
- @tonychuhai (42): 帖子来源：
团队宣布开源开发 11 个月的 AI 虚拟女友 Amika，支持 900ms 级响应、视觉感知、接入 Hermes/nanoMuse/OpenClaw 执行任务并联动智能家居。
We spent the last 11 months developing an AI waifu and she is now OPEN SOURCED! https://t.co/x1y9OggCjP She can: - respond in 900ms - see you - connect to Hermes, nanoMuse, OpenClaw to do real works…
受众观点：① 有用户关心运行成本，调侃需要多高端显卡才能流畅跑起来（@umumumua, 59likes） ② 有人吐槽目前只支持 Windows，本地跑 LLM 的用户群体里很多其实更偏向 Linux/服务器环境（@tostr7191, 47likes） ③ 也有用户实际体验后反馈 Amika 在特定兴趣领域（如假面骑士）知识很丰富，说明其知识和人格设定做得比较细（@gvnstarr, 14likes）
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- @umumumua (59): @MekaHimeAI 需要几张5090才能跑动
- @tostr7191 (47): @MekaHimeAI windows only, who tf runs llms on windows?
- @morphysw (17): @MekaHimeAI Using ironmouse & bbno$ song is a funny choice lmao
- @ryan_plussy (15): @MekaHimeAI how easy it is to give her a different 2d rigged model?
- @gvnstarr (14): @MekaHimeAI I've tried it online only and Amika knew a lot about Kamen Rider before me. https://t.co/4YZzwbfiM4
作者展示用 Claude Opus 5.5 搭配 hyperframes 的 /reverse-any-video 技能，加上海量素材库，几乎把视频剪辑流程自动化成一套 3D+视频 AI 技能栈。
Video editors are cooked. Claude Opus 5.5 just learned to steal any video you show it... hyperframes just dropped /reverse-any-video. plus 10,000+ music tracks, sfx, 75,000+ stock images and tts. fre…
受众观点：① 关注用 Claude 和各类技能栈自动化内容生产的独立开发者 ② 想用 AI 降低视频制作门槛的个人创作者和小团队 ③ 在评估是否要围绕视频生成场景做新产品的 AI 工具开发者。
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- @kar4arodon (8): @Y0urDumble Video editors are not cooked r
- @wonraai (6): @Y0urDumble Heads up before trying it: the reverse-any-video SKILL.md says reverse is a HyperFrames Pro feature. `reverse start` refuses on a free account and hands you an upgrade link.
- @0xTenzo (5): @Y0urDumble saying no to front was the real win
- @harden_369741 (3): @Y0urDumble I saved this one for the stack list. I have been treating skills like bookmarks I never open, and seeing video, motion and blender laid out as one pipeline finally makes me want to run a real clip through them.
- @r1VeN2k (2): @Y0urDumble hyperframes is where I'd start, HTML in and video out is exactly how I built my first one.
作者引用 Elon Musk 在 Lex Fridman 节目里关于“到 2026 年不跑 agent 群就像 98 年不用邮件”的判断，用一段一人操控 50 个 Claude agents 30 分钟内搭建系统的录屏来示范多代理协作开发。
Elon musk, on lex fridman last month: "anyone not running a swarm of agents by the end of 2026 will look like someone who refused to use email in 1998" this is what he meant, in one screen recording:…
受众观点：① 正在评估是否要在团队内引入多代理开发流程的工程负责人 ② 用 Cursor、Claude Code 等工具写业务代码的独立开发者 ③ 想围绕 agent 编排和协作做新产品的 AI 工具创业者。
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- @netscrape (124): @yurshevv This is performative rubbish.
- @Vectorxeth (26): @yurshevv 50 agents in 30 minutes sounds insane, ngl. But how many actually shipped working code without human fixes?
- @kairox36 (21): @yurshevv how do 50 agents not just collide on the same files
- @jae_hahn (20): @yurshevv That video is just a cursor swarm extension. Nothing to do with 50 agents. Lol
- @dances_fish (14): @yurshevv Who’s paying for the tokens?
一条宣称 15 岁少年用 7 个 AI 代理一天做 10 个项目、日入 900 美元的短视频，被配文强调 Claude Code 写代码、人类只说一句话，引发大量网友质疑真实性和 AI 赚钱故事套路。
15岁。7个AI代理。一天10个项目。日入900美元。 不是一个人干10个人的活。是让10个人同时帮他干。Claude Code负责写代码，他负责说一句话。 https://t.co/Y3CjAD2jc3
受众观点：① 被各种 AI 副业故事轰炸、但缺乏实操路径的程序员和学生 ② 想用 Claude Code 等工具提高产出的独立开发者 ③ 关注 AI 叙事与真实生产力差距的技术圈用户。
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- @echengezong (51): @0xPINK3 你们这些 b 是真恶心，原视频一毛钱都没挣过，每天在这里妖言惑众发 ai 文案
- @EthanGu45647514 (26): @0xPINK3 不要太当真十个AI九个骗，赚钱的事情都不会说。都是些故事
- @Inskpire_colrev (4): @0xPINK3 Meanwhile the professor proudly ensuring that his prodigy is explaining exactly as he has thaught him... https://t.co/rPTKPJARnJ
- @Carrie_CengWong (3): @0xPINK3 你們的慣用套路就是用這種胡說八道的AI小作文制造嚴重焦慮，然後把那些盲目輕信的網友當傻子騙唄
- @MikeDomainer (2): @0xPINK3 Real happening possibilities 0%
帖子调侃 Anthropic 的 Fable 5.2，是第一个能“什么都不回”的模型，并引用官方说法称它在完成同样任务时比 Opus 5.5 使用更少 token，引发大量玩梗和技术讨论。
This is the first Anthropic model that can generate no response. Haiku, Sonnet, and even Opus FAIL this completely legitimate task. They really meant it when they said Fable 5.2 uses fewer tokens tha…
受众观点：① 正在用 Claude/其他大模型做产品的独立开发者和小团队 ② 对模型对齐、停止 token 行为和推理成本敏感的工程师 ③ 想了解 Fable 5.2 与 Opus 5.5 在实际场景下差异的 AI 爱好者。
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- @TFDBLoL (1362): you’re now at 80% of your usage rate
- @Impossible-Gal (249): Some men just want to see the usage burn... 😭
- @prophet-dot-exe (126): Ayoooo you got early access to the nerfed Fable 5.2 👀
- @AlignmentProblem (88): LLM output stops when they produce a special "end token." They should all be capable of only outputting that end token for an empty reply, but their training would bias them intensely against doing that. For whatever reason, Fable 5.2 managed to do it anyway.
- @No_League_3202 (87): Guys Deepseek is INSANE https://preview.redd.it/guys-fable-5-2-is-insane-v0-j54hrwtrrx0i1.jpeg?width=1080&format=pjpg&auto=webp&s=872b748efe312d5a2a6ea5166d48832cc24f155e
作者用 Fable 5.2 让 Claude 负责完整设计一块含 HDMI、DDR3、USB 和 FPGA 的六层电路板并优化物料成本，结果在评论区被专业硬件工程师指出大量 EMI 与布局隐患。
I felt this feeling when I saw Opus 4.6 coding for the first time. Fable 5.2 can take on some real engineering tasks. It routed HDMI 4k, DDR3, USB hi-speed, FPGA. Optimized BOM cost reducing 44 dolla…
受众观点：① 有资深电子工程师逐条指出地平面割裂、DDR 终端布局、电源铜皮和 USB 走线等严重问题，提醒围观者不要被“看起来专业”的走线迷惑（@Natural_Explorer_694, 320likes） ② 也有人认为这正是 AI 在专家手里价值巨大的例子，预期作者会把批评再喂给 Claude 做下一轮改进（@ashishahuja77, 136likes） ③ 旁观者调侃 OP 借评论区白嫖了一次完整设计评审，预示这种“AI 设计 + 群体审查”的新协作模式（@studentblues, 59likes）
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- @Natural_Explorer_694 (320): Discontinuous GND plane where vias are dropped in a line near U19 and VTT. The DDR termination layout is bad. Physically large size caps, instead of multiple parallel caps of a physically smaller size to reduce impedance for the FPGA. DDR termination regulator has so many issues…
- @ashishahuja77 (136): Now op will feed this comment to claude and get final design. This is why I say claude is gold mine in hand of experts. Btw, where EE are, the same place software engineers were 2 years before, pointing out flaws in AI software and saying AI can't make softwares and look where w…
- @pearfire575 (69): I’m interested. How did you that? And what cad did you use?
- @studentblues (59): OP got his design review for free
- @MasterSprtn117 (48): the funniest thing is OP is just gonna plug all the comments about the bad design and the AI wil improve on it
作者用 Fable 5.2 和 Claude Code 通过多轮迭代与代码生成，独立做出一支复杂数学特效的 55 秒 WebGL 动态视频。
r/ClaudeAI Fable 5.2 maxed its usage to make this video
受众观点：① 很多人直观感叹成片质量高，觉得 AI 生成视频已经“吓人地好”（@ThePsyPaul_, 259likes） ② 有人认为这种视频足以拿去忽悠投资人，凸显 AI 视频在融资路演中的潜力（@bobzsmith, 220likes） ③ 作者详细分享了从草稿、评审到多轮改进的完整技术流程，强调并非一条 prompt 就能搞定（@neondragony, 86likes）
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- @ThePsyPaul_ (259): This is scary decent. 10/10
- @bobzsmith (220): You could get funding for startups that do nothing if you showed investors this kind of video for any idea.
- @neondragony (181): .buffering-track-fill { stroke-dasharray: 100; stroke-dashoffset: 50; } Sorry, something went wrong when loading this video. View in app https://reddit.onelink.me/MRHZ?deep_link_value=https%3A%2F%2Fwww.reddit.com&af_dp=reddit%3A%2F%2Freddit&ob_post_id=t3_1xt3m47&mweb_loid_enc=v1…
- @neondragony (118): .buffering-track-fill { stroke-dasharray: 100; stroke-dashoffset: 50; } Sorry, something went wrong when loading this video. View in app https://reddit.onelink.me/MRHZ?deep_link_value=https%3A%2F%2Fwww.reddit.com&af_dp=reddit%3A%2F%2Freddit&ob_post_id=t3_1xt3m47&mweb_loid_enc=v1…
- @neondragony (86): I gave it an idea, and had it iterate on it: 1. It made a draft video, 2. Opus and Fable review agents, and I, critiqued it, 3. It made improvements, 4. Repeat. It created all the visuals itself but there was a lot of back-and-forth. I focused on effects that use math, which Cla…
一位 40 岁的克罗地亚 iOS 开发者分享自己因“人生只剩几百次见父母、十个暑假陪孩子”的算术焦虑，做出记录与家人相处时光的 iOS 应用 Drift 并开始收费的故事。
I’m a 40-year-old iOS developer from Croatia. Statistically, I’m in the middle of my life: about 2,080 weeks behind me, and if I’m lucky, about as many in front. My oldest is 8. Somewhere around 18,…
受众观点：① 有人认为把“还剩 360 次见父母”这种数字产品化会放大抑郁情绪，对付费模式也很反感（@kosantosbik, 108分） ② 用户吐槽上手流程被强制付费墙拦截，没有清晰试用入口，认为这是常见但很糟糕的订阅设计（@FFROZENN, 41分） ③ 也有用户真心喜欢这个想法，觉得关注与亲友的小瞬间很有价值，开发者在评论中解释应用更偏向记录好时刻而不是展示死亡倒计时（@Natural_Tea484, 13分; @yo5ric, 10分）
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- @kosantosbik (108): You have 360 visits remaining to your parents. This is a deeply depressive app. And OP thinks it's a good idea for us to pay for it. Hard pass.
- @FFROZENN (41): Edit: OP has noted it’s an error and is looking into it. God I absolutely HATE apps that get you through on-boarding and then at the end gate keep the entire app with a necessary purchase. Not even a trial offer or skip this for now so I can view and see the basic app work to se…
- @lolekappa (14): This app leads to depression 100%
- @Natural_Tea484 (13): I love the idea! Don’t listen to the haters. I haven’t checked it out yet though, but what it’s about is something it’s of great interest to me.
- @yo5ric (10): Fair reaction. That number hit me hard too, and it’s what made me build this, though my post was probably a bit heavy. The app itself doesn’t show stats like that; it’s more about noticing the good weeks and making time for people you care about. To enjoy moments and not spend t…
作者展示了自研开源项目 Tesserae：一个自托管的 e-ink 仪表盘服务器，可在浏览器拼装 HTML/CSS/JS 面板，由服务器无头渲染后推送到 31.5 英寸 Fraimic 彩色墨水屏等设备，并通过 MCP 让 AI 代理自动生成布局。
I maintain Tesserae, a self-hosted server for e-ink dashboards. You compose a dashboard in the browser, the server renders it headless, and it pushes the frame to your panels. It's AGPL-3.0, runs as…
受众观点：① 很多技术用户觉得大屏 e-ink 仪表盘很酷，但普通人看起来像挂了一张打印的 Excel 表（@xMaku, 238likes） ② 有人关心是否有更便宜的墨水屏硬件可用，作者推荐了 Seeed reTerminal 等设备（@sowhatidoit, 40likes; @xDaftTurtle, 26likes） ③ 也有用户吐槽文档里 AI 生成痕迹太重，希望有更多人工润色的说明文档来降低上手门槛（@sibalicious, 30likes）
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- @xMaku (238): For a tech guy - oh yeah looks amazing. For a regular person - why did you print excel sheet and framed it? : D
- @sowhatidoit (40): Nice work! Any alternarive, cheaper e-ink displays you recommend?
- @FatherPaulStone (38): This gave me chuckle. Thank you for making my. day brighter internet stranger. 100% correct though.
- @sibalicious (30): This project looks interesting, but please do a human pass over the documentation. The claudeisms are suffocating.
- @xDaftTurtle (26): Yes! I highly recommend the Seeed reTerminal range. They’re all fully supported in Tesserae
楼主在开发桌面和移动应用时纠结是否支持自建 CA 证书，询问大家自托管服务的 HTTPS 做法，评论多建议用 DNS-01 挑战获取 Let’s Encrypt 通配符证书并挂在反向代理上，而不是自己维护 CA。
I'm building a desktop and mobile app. Supporting certificates from your own CA is easy on Android and iOS, but quiet a pain for Windows, macOS and Linux, so I'm trying to figure out if it's worth it…
受众观点：① 很多人直接用 Let’s Encrypt 配合 DNS-01 挑战，在没有公网暴露服务的前提下为自有域名签发证书（@tielou, 110likes） ② 有用户强调在反向代理上挂通配符证书来统一处理内部服务的 HTTPS，是更省心的做法（@aku-matic, 34likes; @mosaic_hops, 18likes） ③ 也有人提醒商业证书和域名的续费坑，推荐用 Cloudflare 这类按成本价续费的域名商并顺带利用其 DNS 和隧道能力（@wwabbbitt, 11likes）
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- @tielou (110): DNS-01 resolver with lets encrypt with my own domains but no publicly exposed services or records
- @aku-matic (34): How do you handle HTTPS for your services? globally trusted certificates via Let's Encrypt. For internal services, i use a wildcard certificate on my reverse proxy created via DNS-01 challenge
- @mosaic_hops (18): Use a real wildcard cert on your reverse proxy.
- @wwabbbitt (11): For the first year, then they hit you with inflated renewal prices. If you don't want to be changing domains every year, go with Cloudflare, they sell domains at cost so they have the cheapest renewal prices, and the first year matches the renewal price. Main con is that you hav…
- @revereddesecration (10): Managing your own CA is awful. You can try it, but you’ll abandon it sooner rather than later.
帖子讨论 Claude 用户账户再次获得使用额度重置，大家晒出自己拿到的 Opus 和 Fable 重置次数并猜测与即将发布的 Sol 有关。
r/ClaudeAI another reset? fyyyyeah!
受众观点：① 有人半开玩笑地向 Dario 表白，表示就算消息被标记也无所谓，反映用户对额外额度的情绪价值（@Deezwend, 94likes） ② 评论指出这次重置在 Sol 发布前很及时，认为官方听取了社区意见并用额度回馈用户（@ontagi, 31likes） ③ 多个用户晒出自己获得两次甚至“mega resets”的截图，讨论普通周重置和 Fable 重置的区别（@Honest-Finish-7095, 21likes）
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- @Deezwend (94): I LOVE YOU DARIO FLAG ALL MY MESSAGES AS MUCH AS YOU WANT
- @ontagi (31): That was necessary, good they listened. It's also generally a good idea to give users their Opus usage back when Sol is about to release in a few days.
- @ByronicAddy (25): Whoooaa I got 2 resets https://preview.redd.it/another-reset-fyyyyeah-v0-tmyh3rirzu0i1.png?width=902&format=png&auto=webp&s=7b9cc26c4ded04e772e5722955f0ccce41817abd
- @Context-and-nuance (22): One is just a Fable reset
- @Honest-Finish-7095 (21): oops I got mega resets https://preview.redd.it/another-reset-fyyyyeah-v0-apik25u14v0i1.png?width=983&format=png&auto=webp&s=cd29504bf81a63fb616322b61b20bd891887820b
贴主认为在 Claude、Codex 等 AI 降低开发门槛的背景下，SaaS 应该走每月 2–3 美元的低价高量路线，引发关于“卷到底价”是否可持续的讨论。
With vibe coding, everyone is a developer nowadays and no one is willing to pay every month for a SaaS Claude or Codex could build for them in hours. Sure, it's a bit of effort but it saves money eve…
受众观点：① 正在给新 SaaS 产品定价、被迫思考是否要跟随低价竞争的独立开发者 ② 担心被 AI 工具替代、考虑转向工具化或模板化产品的创始人 ③ 对 SaaS 商业模型和利润结构感兴趣的技术背景从业者。
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- @Mesni1 (43): Race to the bottom lmao
- @Ok-Distance-6388 (17): The people who'd rebuild your tool in Claude over a weekend weren't going to pay you $20 either. The ones who pay are the ones who don't want to own it: the updates, the backups, the bug at 2am when the API it depends on changes. I'd price for them, not for the builders, and $2…
- @listenhere111 (12): I wouldnt respond to an email for $3 and youre going to supply mission critical software for $3 a month? GL
- @WonderTight9780 (8): The market will have to recalibrate. Maybe not $2-3 but OP makes a solid point IMO.
- @Tarantino133 (7): $2 a month only works if support costs you almost nothing. Stripe alone takes about 30 cents of every $2 charge, and one support ticket a year can eat the whole margin from that customer.
一位习惯远程的开发者在失业后面临全职线下办公机会，担心办公室里在 AI 辅助开发时代会再次陷入大量无聊空档和“装忙”的尴尬。
I was fortunate to have a remote job the last six years, but I got laid off. Now I have a second interview at a company that only does on site. My memory of the last time I worked in office was one o…
受众观点：① 有人调侃说现在盯着 AI 代理进度条发呆反而成了看起来很忙的方式，实际只是不断刷新怕模型又幻觉（@Dazzling_Seesaw_7879, 46likes） ② 有人强烈吐槽线下办公体验，把通勤和冗长会议形容为“夺命组合”，建议利用一切空档继续找远程工作（@dontletthestankout, 37likes） ③ 也有开发者分享自己喜欢办公室氛围，认为 AI 只是把原来的“回邮件时间”替换成“盯 AI 输出时间”，总体并没有让工作更轻松（@mau-meda, 15likes）
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- @Dazzling_Seesaw_7879 (46): the waiting for the agent is exactly what makes you look busy while doing nothing. I stare at the progress bar so hard that my coworkers think I am solving world hunger when I am just refreshing the page hoping it did not hallucinate again
- @dontletthestankout (37): I understand people need money but use every second of downtime to apply for remote gigs on your phone. It is soul crushing. I worked hybrid for a year and every second at that smelly shitty office took hours off my life. The drive. The meetings. They're fucking horrible. When I…
- @pixeltan (25): Damn corporate America sounds awful
- @mau-meda (15): I like working in the office, I feel more productive there, and I use the lunch time to go to the office gym. Now on the AI part, it didn't increase the amount of free time, quite the contrary. I usually work on a task on the main project by hand, I have AI working on 1-2 tasks…
- @MonsterDefiant (11): In reality, AI can speed up development, but generating code isn't the same as delivering finished work. Someone still has to review, debug, and take responsibility.
一位伊拉克战场退伍军人律师用 Claude 抓取并清洗 30 万份国防部档案，自建可检索的退伍军人军纪裁决数据库并起诉总统和五角大楼。
Today the nonprofit I founded, Institute for Constitutional Military Law, sued the President and the Pentagon, ICML v. Trump, et al., to make the military’s discharge and records-correction board dec…
受众观点：① 许多评论称赞这是把 AI 用在真正有社会价值的地方，替政府为退伍军人补上信息公开的缺口（@HowAboutNitricOxide, 231likes） ② 有人感叹在体制外做这种系统比在政府内部推进要容易得多，真正难的是从内部修复官僚体系（@necrohobo, 59likes） ③ 退伍军人在评论里感谢项目，让“其他待遇不良退伍”终于能看到类似案件的裁决细节（@GruntMarine, 43likes）
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- @HowAboutNitricOxide (231): Outstanding. Putting AI to good use to do what the government doesn’t for veterans.
- @daniel (96): Found a guy that tried to use his application to get charges against Oliver North https://preview.redd.it/claude-helped-me-organize-my-legal-database-into-a-public-v0-0q2vpjlkjw0i1.png?width=642&format=png&auto=webp&s=48791993db8b58ef692eca9e67bda6b1b7703257
- @necrohobo (59): This is 1000x easier outside of the government than inside it. Fixing the government from the inside is the real challenge. Friggin difficult.
- @GruntMarine (43): Thank you. Veterans with other than honorable discharges have waited a long time to see how these boards actually decide. Now they can.
- @GruntMarine (36): Ha, that's exactly the kind of thing that's been buried in these decisions for decades. People are going to find a lot more.
一位 22 岁独立开发者分享其冷启动 Getlead，从冷邮件和广告做到单月约 1.1 万美元收入的经历，并反思定价、无效功能和一次性收入等问题。
October was my best month so far. 232 sales. $11,180 in revenue. My best day was $1,519. In September I did $10.7K, so it is still growing, slowly but it is growing. I'm 22, building Getlead complete…
受众观点：① 正在冷启动 B2B SaaS、还在摸索首个 1 万美金月收入路径的独立开发者 ② 依赖冷邮件获客、想优化文案和渠道组合的小团队创始人 ③ 容易被“年轻创始人高收入故事”影响预期的新手开发者。
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- @Technical_Bobcat_495 (23): Fake
- @gk_instakilogram (19): i am a five year old founder i made 23,333.987
- @nxy7 (11): Nice, almost as good as me - 21y old founder making $22,360 in revenue.
- @DisplacedForest (8): I’m tired of having to say this shit in subs like this. If you want me to trust you at all, do not use fucking stock photog for your “testimonials” Makes me immediately believe you to be a fraud.
- @Gabriel_Ferreiraa (6): What your product make? What your product sold ?
一位前端开发者想找不依赖 npm 或构建流程、只用原生 CSS 即可通过 CDN 引入的组件库，明确排除了 shadcn 和基于 Tailwind 的方案。
Anyone got a recommendation for a polished component library that only uses plain CSS? I'm trying to avoid npm/build steps entirely, so shadcn is out, and Tailwind-dependent stuff like DaisyUI isn't…
受众观点：① 有人推荐继续用经典的 Bootstrap，并提到 6 版本可以直接通过 CDN 引入，适合快速起步（@Hot-Tip-364, 25likes） ② 有人给出更轻量的选择，比如 modest-ui 这类基础样式库供二次封装（@_squirts, 10likes） ③ 也有人系统列出 Pico CSS、Pure.css、Shoelace 等零构建或 Web Components 方案，并强调现代 CSS 自己写几十行也能覆盖不少场景（@Both-Tart7460, 6likes）
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- @Hot-Tip-364 (25): Bootstrap is always an option. 6 has just been released and you can load it with just a cdn and no compiler if you are looking for a quick start option.
- @_squirts (10): If you want the basics to build on top of, try https://modest-ui.com
- @Past_Brain1826 (10): https://bulma.io/
- @Both-Tart7460 (6): when I built a zero-build client tool last month. Here are 3 options that actually work with ZERO npm / build step: Pico CSS (picocss.com) My absolute favorite. You literally just add one <link> tag in your <head> and all native HTML elements (<button>, <input>, <dialog>, <artic…
- @lekoalabe (5): depending on the complexity, https://oat.ink/ is nice , https://github.com/cferdinandi/kelp is interesting and there are other options if you look for them
作者用 Claude Code 在 Windows 上用 Rust 写了一个常驻任务栏的小工具，实时显示 Claude 5 小时和周使用量，并开源发布。
I kept checking the usage from the web, so I built a small widget that keeps them visible in the Windows taskbar (~300 KB exe, ~3 MB RAM, no installer). What it does Shows your 5-hour and weekly usag…
受众观点：① 有人提到可执行文件在 VirusTotal 上被少数厂商标红，引发对安全和凭证读取行为的担忧（@damagemelody, 28likes） ② 作者解释因为程序读取本地 .credentials.json 才被误报，并强调代码完全开源、可以自行审计或让 Claude 检查（@abdosarmini92, 19likes） ③ 版主机器人总结讨论，指出大家普遍觉得工具实用、误报常见，建议不放心就自己从源码编译，同时有用户提出多账号支持等新需求（@ClaudeAI-mod-bot, 8likes）
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- @damagemelody (28): 2/71 security vendors flagged this file as malicious on VirusTotal
- @abdosarmini92 (19): probably because the app reads the '.credentials.json' that is used to authenticate the request of checking the usage. It is only used to communicate with Claude's servers. Claude did all the code and you can check the source code/build it yourself, or ask claude to clone the re…
- @war4peace79 (12): Dude... It's open source.
- @einsq84 (10): Did same but for my stream deck.
- @ClaudeAI-mod-bot (8): TL;DR of the discussion generated automatically after 50 comments. Alright, let's break down this thread. The consensus is that this is a super useful widget and a great example of building with Claude Code. Major props to OP for making it open source. There was a big debate abo…
发帖者质疑中国机器学习研究的高产现象，讨论大量论文、多人署名和实验堆砌背后的学术评价体系与可能的水分。
In this post I am not trying to bash Chinese researchers by any means but I have gotten VERY curious in the past few years as to how research is conducted in China. It is no secret to anyone with a p…
受众观点：① 关心 ML 论文质量、却困惑于海量 benchmark 和 survey 论文如何评估的研究生和工程师（来自楼主对 100–200 篇论文和长篇实验的质疑） ② 在非西方学术体系中学习或工作、亲身经历“论文数量挂钩毕业和绩效”的研究人员（呼应评论中提到俄罗斯物理系的经验） ③ 想理解中国 ML 研究生态、但缺乏内部视角的海外开发者和读者（来自楼主希望有人解释内部运作方式的诉求）。
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- @SnooPeripherals5313 (51): Simple case of benchmaxxing. Academics compete for funding, they are judged on a set of metrics by bureaucrats, and there is probably an element of global prestige.
- @lenazh (50): Not Chinese, but I was an undergrad student in physics in Russia some 15 years ago. There were requirements on the amount of published papers for students to graduate, and the faculty would get paid extra based on publications. The more papers in higher impact factor journals yo…
- @ghostofkilgore (50): I did my PhD a while ago, not in ML. It was well known at that time that Chinese groups would absolutely scatter gun papers out there. Essentially the same paper (sometimes with slight changes) would appear in multiple journals, sometimes years apart. They were usually pretty lo…
- @pastor_pilao (44): Can you name one Chinese person you actually know that are like this? I don't know a single person that posts 100 papers a year in their google scholar, thr maximum I have seen is maybe 30 which is reasonable given the amount of students they advise and how they all do the 996 w…
- @Mr_Fragwuerdig (44): What's annyoing me is the frequent use of engineering techniques to boost model performance. Like distillation, etc. But then selling some new weird module, which if you look deeper, has no use. Bad ablations (leaving out details, ablating full parts of a model, instead of the c…
楼主分享自己通过拆解热门短视频并加上改编来推广产品、提升播放量的做法，询问大家在 IG/TikTok/YouTube 上如何创作内容以及用哪些视频生成模型。
I've been experimenting with reverse engineering popular videos and implementing my own twist to promote my products. It has been working for me to get more views- has anyone tried anything like this…
受众观点：① 想用短视频给产品引流的 indie hacker 和 solo SaaS 开发者 ② 正在尝试用 AI 生成 UGC、产品演示视频的 D2C 卖家 ③ 对视频生成模型实际效果和成本感兴趣的技术创作者。
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- @hyperbodyapp (2): mostly remotion for us. we write a short script around one study, add a tts voiceover and it renders from code, so doing 10 at once is easy
- @lawrence_builds (2): Try testing three different opening hooks on the same short demo before changing the whole video format. Track profile visits or signups alongside views so a catchy clip doesn't hide weak results. Are the extra views turning into people checking out the product?
- @Latter_Cobbler1414 (2): Fable 5.2 cost more but is definitely better
- @xkft (1): That's a great point, I need to track conversions not just views. Extra views are turning into some product views/signups but I need to tighten the feedback loop
- @shash747 (1): running a D2C home decor brand entirely on 100% AI videos (UGC, product shots etc) Mostly seedance on higgsfield
开发者开源了一个约 15MB 的自托管工具 HolyArrs，让家庭服务器像 Netflix 一样浏览片库并自动通过 qbittorrent 或 sabnzbd 下载到 Plex、Jellyfin 或 Emby。
HolyArrs started because i wanted my home server to feel like a streaming service. you browse it like netflix, with top 10s, new & popular and rows picked from what you already have, hover a poster t…
受众观点：① 有人搞不清它和 Plex/Jellyfin 的关系，询问相比直接用媒体服务器到底多了什么价值（@supersaiyan63, 15分） ② 作者在评论里给出完整 docker-compose 示例，强调它只是挂在现有媒体库旁边，不会破坏当前配置，降低了尝试门槛（@CoderLuii, 4分） ③ 也有用户帮忙用通俗语言解释：这是一个像 Netflix 的网页前端和下载管理层，负责选片和请求下载，真正播放仍由 Plex/Jellyfin 完成（@khurgan_, 3分）
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- @supersaiyan63 (15): So for a simpleton like me, what's the benefit over say jellyfin or Plex? Kindly explain.
- @CoderLuii (4): im luis btw. 10+ years in software and security, homelabbing for about 5, and my open source tools are at 350K+ docker pulls and 2,700+ stars on github. if you want to try holyarrs, heres the compose: name: holyarrs services: holyarrs: image: holyarrs/holyarrs:latest container_n…
- @khurgan_ (3): This is not going to replace your media servers like Plex. This is Seer on steroids, so media management, where you can browse (Netflix style), request and/or download media (which don't necessary own) to your media library. In practice, it's a website you host. This works along…
- @CoderLuii (1): built in already, trash guides sync shipped in 1.0.7 🙌
- @rk1213 (1): I want to know too. Plex is great for my offline media use cases already.
一位 solo 开发者回顾自己在 SideProject 首贴后 70 天内做到约 700 美元收入和 750 次真实下载的过程，并分享高频提交、重视 Discord 社群和持续营销的心得。
Hello, I know it's not much, but I am thankful for every cent of it For context, on Sep 2nd, I made my first ever public post about my app, in this very subreddit. At that point, I had 0 sales, and o…
受众观点：① 有人用“想象你正站在 700 多人面前”来鼓励 OP，把下载量具象化成真实受众，缓解早期数字焦虑（@Artshelbacca, 5分） ② 评论指出 solo dev 的优势在于能在几天内响应用户需求并上线功能，这是大公司 roadmap 无法做到的竞争点（@QuanTradin, 4分; 3分） ③ 其他开发者简单送上祝贺，希望 OP 保持增长势头，把这当作长期旅程而不是一次性爆发（@vibefarm, 2分; @Familiar-Leader-8384, 2分）
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- @Artshelbacca (5): Imagine standing in front of 700+ people rn. That’s how I like to look at it lol that’s amazing
- @QuanTradin (4): a company can't ship a feature three days after someone asks for it, a solo dev can. that's your edge, more than the 20 commits a day. congrats on the 700.
- @QuanTradin (3): 7 days is still faster than any roadmap I've been on the wrong end of. good luck with the next 70.
- @vibefarm (2): Congrats! Keep the trajectory going
- @Familiar-Leader-8384 (2): Félicitations 😀
一位自由开发者曝光加拿大客户严重安全问题后，原本拖欠报酬的 VP 在被 CEO 点名后态度大转弯，既道歉又提出补偿并邀请其撰写第三方合作安全流程。
Update to this post https://www.reddit.com/r/webdev/s/n3ZBJ6ozuq So, I have a pretty unexpected update lol After everything that happened with the Canadian company I mentioned, I decided to take thin…
受众观点：① 有人猜测 VP 可能被 CEO 严厉训斥，能保住工作就算走运，说明安全问题的严重性（@el_diego, 39likes） ② 有人建议把已完成的仪表盘工作和新项目报价分开结算，避免被对方用“打包一起算”的方式压价（@talexbatreddit, 13likes） ③ 也有人提醒不要被感谢邮件冲昏头脑，指出涉及患者数据和明文密码在加拿大会触及 PIPEDA 合规，关键是看他们是否真正修复和轮换了敏感信息（@Famous_Subject9544, 5likes）
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- @el_diego (39): Lol. VP got a massive talking to by their CEO, probably lucky to still have his job.
- @talexbatreddit (13): You should invoice him for the work you've completed, and that a student is using to implement your ideas. You should give him a quote for the new work. These are two separate things. Don't fall for the "Can we lump these together?" approach. The answer is no.
- @Famous_Subject9544 (5): A thank you email is not a fix. Patient data plus plaintext passwords at a Canadian company means PIPEDA applies whether or not you ever signed an NDA, and 'true eye-opener' costs them nothing to send. Ask them what actually got rotated, that's the thing you can check.
- @puan0601 (5): make the new quote the FU price and see if they bite. sounds like they might be your new golden whale and you have the upper hand now
- @Lee-chaolan (4): As much as I'm satisfied currently with the response I wanted him to lose his job, Even if the CEO and VP are close there's no excuse to keeping someone who did this much of a mistake
作者用 Claude Code 在 PinePhone 上从内核到 UI 重写固件，做出一个涵盖通话短信到游戏模拟器的高性能系统，并用近 1900 条自动化测试和 A/B 升级机制让代理安全刷机。
I bought a PinePhone a couple of years ago, and it sat in a drawer because every app loaded so slowly. I work in embedded, so I treated it as an embedded device instead of a small desktop, and with C…
受众观点：① 有人关心成本，作者公开了 9 天开发、744 次提交和约 4.97B token（93% 缓存）带来的约 1750 美元 API 费用（@Elian_D, 27likes） ② 评论者担心这种大项目的长期维护和更新压力，质疑开源是否真能解决维护者不足的问题（@crispyfrybits, 5likes） ③ 也有人从 UI 观感出发，觉得界面像电影里的假手机但整体效果很酷（@lorcaragonna, 4likes）
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- @Elian_D (27): Good question, I've been using the Claude Max (5x), although I've recently switched to Ultra (10x) because I also work on a knowledge base open-source project. I've had Claude go over the conversations. 9 days of development 744 commits. 187 sessions 2290 messages typed by me (~…
- @alabama1337 (12): The big question on my mind is: how much did it cost?
- @alabama1337 (7): By "open-source knowledge base project", do you mean TriliumNext? I love this app.
- @crispyfrybits (5): One thing that pops into my head when I read people doing this. How do you plan to maintain and update this over time? Even with AI, this size of a project is massive to stay on top of updates from vendors, regulatory changes, bug fixes, etc. I think too many people over estimat…
- @lorcaragonna (4): Looks like the fake phones in the movies but I liked it.
这帖讨论为什么 Anthropic 顶级研究员的引用数比 OpenAI 高，评论区延伸到招聘偏好、安全文化和引用指标本身的缺陷。
r/MachineLearning Why are Anthropic's top researchers cited twice as much as OpenAI's?…
受众观点：① 习惯用 Google Scholar、排行榜等指标判断研究质量的 ML 学生和工程师（来自评论中对所谓 Stanford-Elsevier 列表的批评） ② 关心 OpenAI 与 Anthropic 在安全观、招聘筛选和“使命感”上的差异的从业者（来自对 OpenAI“reckless”和 Anthropic“purity-tests”的讨论） ③ 想了解 interpretability、sparse autoencoders 等方向、但不清楚这些工作在业界实际影响的开发者（来自对 transformer-circuits.pub 的高度评价）。
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- @InterstitialLove (68): What's the question here? Anthropic hires the highest quality researchers. They have a recruiting advantage over OpenAI because OpenAI is widely understood, especially by the top talent, to be reckless and likely to destroy the world
- @NamerNotLiteral (39): And Anthropic purity-tests you first thing when they're interviewing you so it's not like Anthropic is hiring all the top talent - only the ones that decide to buy into their literal cult. And even if they did have a recruiting advantage over OpenAI, that doesn't answer OP's que…
- @NamerNotLiteral (35): The question itself is flawed because citation metrics are. Firstly, you're posing the question off a random list that only dogshit researchers in third-world countries care about (including some faculty at my undergrad alma mater, unfortunately). This list poses itself as a "St…
- @CMDRJohnCasey (18): Anthropic published more interesting stuff. Their interpretability page (https://transformer-circuits.pub/) is probably one of the best sources of information about It. See the sparse autoencoders or the emotion study. I struggle to think about a comparable source from OpenAI. I…
- @Fit-Historian4558 (15): “Likely to destroy the world”, cut the crap. The real reason is that OpenAI is lead by a liar, and is focussed more on marketing boosting stock valuation and spewing the bs such as “our models might destroy the world” While anthropic is actually making the best LLM’s.
一位经营小型工作室的开发者做了个工具，从商家的 Google Maps 列表自动生成一页式网站，用照片和评论快速拼出本地商户官网。
I run a small web studio, and most of the local businesses I talk to have a really good Google Maps listing (photos, reviews, hours, sometimes a menu) and either no website or one from 2014. So I bui…
受众观点：① 有人直接吐槽生成的网站是“最糟糕的 AI 套路”，到处都是同样的 Claude 风格文案和多字体标题，视觉设计显得很廉价（@creaturefeature16, 23分） ② 也有人指出这类项目本质上是“用 AI 卖给做网站的人工具”，调侃是“把铁卖给铲子厂”的生意（@Rude-Explanation-861, 13分） ③ 其他评论在质疑实现细节，比如如何处理 Google Maps 上那些模糊、裁切奇怪的用户照片，以及是否真的有运营“web studio”的背景（@electro042, 4分; @oultimobuilder, 3分）
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- @creaturefeature16 (23): The sloppiest slop that's ever slopped. Same Claude-isms in every single test. Got I hate headers that include multiple fonts; where the hell did that become accepted as a nice looking design approach?
- @Rude-Explanation-861 (13): Selling metal to shovel manufacturer!
- @NikhilDoWhile (5): It's all vibe coding. Majority of stuff posted here in last 2 years is vibe coded. You can give Claude this reddit Post and it will make clone of same
- @electro042 (4): how do you handle the images? half the photos on random google maps listings are blury customer uploads or weirdly cropped. do you filter those somehow or let the owner pick what gets pulled in?
- @oultimobuilder (3): you don't run a small web studio
开发者分享 Mär，这是一款免费开源的 iOS 自托管音频播放器，整合 Jellyfin、Navidrome 等多源音乐有声书播客，并提供自建 Mär Sync 服务替代 iCloud 同步。
Hi all, I'm the developer of Mär, a free and open source iOS player for self-hosted audio. The idea: one app and one player for everything you listen to, from your own servers. What it plays: - Audio…
受众观点：① 已经自建 Jellyfin、Navidrome 或 Audiobookshelf，希望在 iPhone 上有统一播放器的自托管用户 ② 关注用 AI 辅助写客户端应用的独立开发者 ③ 做内容消费类 App、在考虑是否提供自建同步服务替代云账号的产品人。
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- @WorldlyReputation254 (3): I can not overstate how horrendously bad the Liquid Glass pill dock is at the bottom. App developers should be studying the human interface guidelines from the past fifty+ years and stop copying quantifiably poor design. If you think Apple is incapable of doing wrong, you should…
- @NoConsideration1777 (3): Thanks for the direct feedback. The bottom bar uses Apple's own glass, so it follows your system settings. If you prefer less transparency, go to Settings › Accessibility › Display & Text Size and turn on Reduce Transparency. The bar becomes solid. On iOS 26.1 and later you can…
- @Railworks2 (3): From right at the bottom of the readme, and it’s a long one > Mär was created with support from AI: Anthropic Claude (Opus, Sonnet and Fable), Mistral (Codestral and Mistral Large, via Mistral's API) for reviews, plus locally hosted open-weight models (qwen3, devstral and OpenAI…
- @RDM74 (2): Really nice ! Is Plexamp on your roadmap ?
- @Cantdiggthis (2): Once I finished setting it up, I went to the Home tab and it immediately closes the app on my Mac.
开发者做了一个名为 Jelly Ruler 的网页向量编辑器，把尺子做成像果冻一样乱晃、甚至能当弹弓玩，主打无用但好玩的交互实验。
Ever wondered what would happen if a ruler just gave up on measuring things properly? Well, I got curious and made one. It's called Jelly Ruler, and it has the structural integrity of a wet noodle. I…
受众观点：① 有用户表示自己像小孩一样玩了二十分钟果冻尺，完全没用到向量工具，但玩得很开心，旁人还以为她疯了（@TransBoozeBunny, 10分） ② 作者根据反馈继续加戏，把果冻尺变成可以把对象弹射到顶部的弹弓，还埋了隐藏彩蛋，鼓励大家去解锁（@TanukiTrix, 5分; 4分） ③ 其他人觉得这个点子又好笑又酷，有人把它类比成“网页版 Inkscape”，说明玩具感和实用编辑器之间有模糊地带（@boulderv14, 5分; @EtsyCorn, 3分）
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- @TransBoozeBunny (10): I spent 20 minutes playing with the jelly ruler while giggling like a toddler and my husband kept staring at me like I was losing my mind. 10/10 and I haven't even used the vector tool.
- @TanukiTrix (5): This is too wholesome to be honest, I always get the weird looks when I laugh all of a sudden too, I know the feeling 😂 I added another game mechanic just for you. I turned the jelly ruler into a slingshot so you can go ahead and shoot the objects into the top header. Check it o…
- @boulderv14 (5): This is hysterical
- @TanukiTrix (4): My manager used to say, "We only hire the best engineers here." Meanwhile, my greatest contribution to engineering is a ruler that can't measure anything. I still don't understand why they let me go lmao jk jk 😂 This thing just makes me laugh. I got the idea because I left a pla…
- @EtsyCorn (3): very cool ruler so like a web based inkscape very cool!
一位刚起步的独立开发者做了个每天只有三到九美元收入的早期 SaaS，想打包出售并询问去哪挂牌以及这种体量该如何定价。
I have a new SaaS that's growing fast and already generating $3–$9 per day. I'm considering selling it. Where would you recommend listing it, and how can I determine a fair asking price for a SaaS at…
受众观点：① 有人吐槽这种收入水平称不上 fast growing，质疑卖的动机和预期（@frostybadger91, 3likes） ② 有人建议当前收入太低，不如继续拉高日收入再考虑出售，认为做到 10 美元甚至 100 美元/天估值倍数会好很多（@Rare_Guide_9830, 2likes） ③ 也有买家视角的理性分析，强调要看月利润、客户数量、留存和维护工作量，早期项目更看重稳定性和增长潜力而不是套公式估值（@rocketeams, 2likes）
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- @dismantlr3256 (13): lol
- @frostybadger91 (3): bro says fast grow when it's not even doin $20 a day lmao
- @poojamansinghani (2): At $3–$9/day (around $90–$270/month), traditional marketplaces like Acquire.com or Flippa usually aren't worth the listing friction or fees, plus buyers there are typically looking for established revenue floors. Micro-acquisitions usually happen better through communities where…
- @Rare_Guide_9830 (2): If you can get to $10/day, why not keep going? go for $100/day. the multiple will be substantially more
- @rocketeams (2): At this stage, I wouldn't rely too heavily on a standard revenue multiple. Since you're making around $3–$9 a day, the revenue is still relatively small, so buyers will probably focus more on consistency and growth potential. I'd start by calculating your average monthly profit…
帖子介绍 Anthropic 新发布的交互式 connectors，支持在 Claude 内直接打开 Asana、Canva、Vercel 等应用并与模型协同操作。
Anthropic announced interactive connectors on Nov 10. Where a connector supports it, the app opens inside Claude and Claude can work in it with you. Details: - First partners: Asana, Canva, Carta, Dr…
受众观点：① 有人疑惑这和现有 skills 有何区别，讨论是可视化交互还是只是更易用的封装（@whathapp3ned, 23likes） ② 有用户解释 skill 只是让 Claude 读脚本并在对话中返回文本，而 MCP Apps 会把第三方应用 UI 嵌入 Claude，让人和模型在同一界面协作（@Ok_Woodpecker_9104, 27likes） ③ 现有 Asana 用户期待在 Claude 里直接打开看板，认为能解锁更多自动化能力（@goatgirl16, 4likes）
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- @Ok_Woodpecker_9104 (27): a skill is instructions and maybe a few scripts claude reads, so whatever it does still comes back to you as text in the chat. this is MCP Apps, the connector ships its own UI and claude renders it next to the chat, so you and claude are clicking around in the same asana board o…
- @whathapp3ned (23): I might be missing something but can’t you already build a skill to do this? Does this just make it more accessible or is this a better way to do it? Genuinely curious.
- @goatgirl16 (4): I already use Claude with Asana but it will be great to have it open in Claude and hopefully use more of its capabilities.
- @stay_puft_mm (4): OpenDoc lives
- @TorbenKoehn (2): Sickles are also designed for humans, so why do we harvest wheat with machines? It’s really not rocket science
贴主询问 SaaS 从 100 用户扩展到 1000 用户时需要怎样调整获客策略，除了早期在 Reddit 找种子用户之外还有哪些有效增长杠杆。
I've seen a lot of posts about getting your first 100 users, but not so much about how you have to change your strategy to go from 100 to 1000. In the beginning, it seems like going to where your com…
受众观点：① 已经有几十到一两百活跃用户、但不知道下一步增长策略的 SaaS 创始人 ② 还停留在 Reddit、Product Hunt 等社区获客的独立开发者 ③ 想系统化自己增长动作、但没有专职营销同事的技术创始人。
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- @StroidGraphics (3): Marketing, exclusive referrals for the first 100, then 1000 that sign up, paid influencers (even smaller ones are good to get a few users out of), and build personal brand if you haven’t already documenting everything - as people find this interesting and naturally if the produc…
- @nextammy (3): The shift that worked for me at this stage was turning what got you the first 100 into something repeatable, instead of adding a new channel. You already know the exact complaints people have about video generation. Turn each one into a short before and after post or video, show…
- @starlordbg (2): Do you have the first 100 users already? If yes, how did you do it?
- @Paul_Gautheron (2): Reddit will not only help you for the launch but to grow and bring you maximum visibility. You can build a very strong brand by getting it mention all around Reddit. You combine this with huge SEO and you will scale up to fast
- @chicken_little__ (1): these are really good ideas how did you find paid influencers to get them to promote your product? when trying to build personal branding, do you mean doing the whole build in public thing on X or like do you also post on other platforms?
发帖者在找能支持 borg backup 的 1TB 远程存储，希望价格接近 Hetzner Storage Box，每月大约 4 欧元左右，并询问替代方案。
Hi, I need about 1tb of remote storage, that is able to support borg backup, preferably a price not dissimilar to hetzner (4 euro monthly) but more is fine. Read more Hi, I need about 1tb of remote s…
受众观点：① 正在为自托管服务挑选远程备份空间的个人开发者和小团队 ② 用 borg backup 或 restic 等工具、但还没想清楚后端存储怎么选的技术用户 ③ 对欧洲机房、隐私合规和价格敏感的自建党。
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- @fullbl-_- (36): What 's wrong with Hetzner?
- @abcdefghijh3 (14): I'm wondering aswell. I also rent a 1TB storage box and I couldnt find a better deal then hetzners 3,81€/month and hosted in germany
- @RankLord (10): Have you looked at https://www.backblaze.com/ ? You will probably need to combine borg with a cloud-sync tool like rclone to store your borg repos in a Backblaze B2 bucket, but it might work.
- @LeopardJockey (8): Also, it's not really obvious from the website but Backblaze is pay as you go, so is you use less than the 1TB they have in their pricing overview you pay less.
- @Mereo110 (6): Blame AI.
一位牛津工程学生分享自己做的两款 UK 大学入学考试练习工具 Chick Run ESAT 和 TMUA Pulse，用计时“掉心”模式和按专题题库帮助考生在时间压力下练习。
I study Engineering at Oxford and built two tools for students preparing for UK university admissions tests. They take two different approaches to the same problem: how do you go from knowing the mat…
受众观点：① 正在做在线教育、刷题网站或考试工具的 indie hacker ② 想把自己专业知识产品化成细分练习平台的学生开发者 ③ 关注定价策略和免费试用设计的产品经理。
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- @Defiant_Sandwich5197 (1): "A bank I curated across 13 topics" doesn't say how many questions. Six mocks at 20 questions is 120, so is the bank basically 120 plus filler, or something bigger? A count per topic would be more useful than the topic count.
- @Aware-Match1363 (1): Chick Run has me thinking about the actual chicken run my neighbours had when I was a kid, six hens and one rooster that hated me personally. Five hearts for a timed question mode feels like plenty, I'd have spent them all by question three.
- @Vivid_Map7356 (1): Rough doing the marketing yourself after all the build work. Put the word "free" and the question count directly on the button that starts the mock, not "start" or "get going", and show the Pro price on that same screen so nobody has to guess which side of the line they're on.
- @Lucaskwk (1): +1 on putting 'free' right on the button. I've bounced off so many sites just because I couldn't tell if I'd hit a paywall halfway through.
- @PilotFeisty2324 (1): The five lives thing is backwards. On the real paper a question you abandon costs you a mark, it doesn't end your run, so the mode trains loss aversion rather than pacing. A stopwatch per question and a hard rule to move on does the same job.
一位全栈开发者计划做文字类浏览器游戏，设计了 Laravel 前端加 Node.js 游戏逻辑和 MySQL 的三层架构，纠结是否有必要同时维护两套后端以及如何处理异步战斗和数据加载。
I'm planning to start on a browser text-based game. I want to keep things simple and easy to build. I have a few years of experience as a full-stack developer. I've worked with all of these technolog…
受众观点：① 顶层评论质疑同时用 Laravel 和 Node 的必要性，认为 Laravel 自带 ORM 足以胜任复杂游戏后端（@AshleyJSheridan, 10likes） ② 有人讨论 MVC 模式是否适合游戏这种数据模型复杂的场景，思考是否直接用 Laravel 全栈更简单（@IslayProgrammes, 1likes） ③ 也有经验者分享通过合理索引、避免过度范式化和增加缓存层，在 Laravel 中同样能高效处理复杂角色和物品数据（@AshleyJSheridan, 1likes）
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- @AshleyJSheridan (10): Why use Laravel (built in PHP, a backend language) to just serve a front end, and use Node as a backend? Laravel has some amazing ORM stuff, which makes building out a backend extremely easy. Adding node into this doesn't make sense.
- @AshleyJSheridan (2): If the data is in a MySQL DB, it's not going to be too complicated for Eloquent (Laravels ORM). I say this as someone who is currently using Laravel as a backend for a complex game API.
- @IslayProgrammes (1): I immediately thought about this, but then I thought is MCV ideal for video games? Video game data models can get super complicated quickly. But if the game can fit into an MCV model then why not just build it in laravel with ORM
- @AshleyJSheridan (1): It depends what you're doing. With decent indexing, and sensible approaches to avoid over normalised data (which would result in unnecessary joins), and avoiding known slow query approaches (like text searching, etc), you can get some very performant results. If that's not enoug…
- @manannNET (1): The stack works, but running two backends (Laravel + Node) doubles your complexity before you've written a single game mechanic. I'd simplify: Option A: Laravel only + Redis The reason you want Node is in-memory state, since PHP forgets everything between requests. Redis solves…
一位 SaaS 创作者遇到大量用户注册后几乎不使用产品的情况，纠结是发功能介绍邮件还是发个人邮件询问卡点以找出流失原因。
I have a bunch of users who signed up for my SaaS, but haven’t done anything after signing in. I’m trying to figure out the best way to approach this. Would you send them a personal email asking what…
受众观点：① 多位开发者都建议发简短的个人邮件而不是功能长文，问题要足够容易一行回答，比如直接问他们当初想用产品解决什么（@BuildWithAshish, 2likes） ② 有人强调邮件要从自己地址发、纯文本无 Logo，且在注册后一两天内触达，回复能快速区分是引导问题还是用户本来就不匹配（@Ok-Option4233, 2likes） ③ 也有人提醒先检查产品内的首屏体验，如果用户在看到真实数据前就卡住，再多邮件也救不了，应该先优化空状态和第一步操作（@AttitudePossible5733, 2likes）
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- @BuildWithAshish (2): I think a short, personal email is worth trying. I'd avoid making it sound like a sales follow-up, through. Something simple like asking whether they managed to use the product, what they were trying to achieve, and whether anything felt confusing. Sometimes people sign up with…
- @AttitudePossible5733 (2): I'd skip the feature tour email and send a plain text one from your own address, two lines max: "saw you signed up but didn't get to X, what were you hoping it would do?" Those get way more replies than any onboarding sequence, and the answers tell you fast whether it's an onboa…
- @Ok-Option4233 (2): personal one, but make it answerable in one line. "what were you hoping to do when you signed up?" gets replies, a feature tour mostly gets archived. send it from your own address, plain text, no logo, within a day or two of signup while they still remember why they came. the re…
- @arcsilencer (2): Something simple asking if anything was confusing or stopped them from getting started
- @andyrunsads (2): Personal email, 100%. But make it actually personal, not a template with their first name dropped in. Something like "saw you signed up last week but never got past the first screen, what were you hoping it would do?" The replies will tell you more than any onboarding sequence.…
三人团队花六个月做出一款面向早期创始人的营销 SaaS，功能和价格看起来都不错却始终 0 付费用户，作者困惑到底是产品错了还是获客渠道错了。
Honest post, not a launch. No link, not naming it. Three of us started a SaaS in May. Two engineers (me included; I'm a PM by day) and one co-founder who has a big consultancy company for regulatory…
受众观点：① 有人直接指出 Claude 这类 AI 工具已经能很好完成帖子配图、冷启动名单等工作，暗示产品差异化不足（@Admirable_Comedian_2, 2likes） ② 有人认为 29.99 美元那行描述像四个不同产品，建议聚焦现有用户最常用的一个场景重写落地页以提高转化（@d_o_v_e_k, 1likes） ③ 也有人从定价和定位角度提醒，当前不是流量问题而是付费意愿问题，建议先锁定一个细分客户群，通过直接对话拿下 8–10 个付费再继续开发（@AlexeyUniOne, 1likes）
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- @Admirable_Comedian_2 (2): Claude does all that perfectly well
- @Admirable_Comedian_2 (1): Not everything obviously. But post with visuals? For real? Cold outreach contacts? Dude...
- @d_o_v_e_k (1): the $29.99 line reads like four different products (25 posts OR 10 videos OR 25 customer maps OR 500 contacts), so someone skimming can't tell which one is meant for them and just leaves. i'd check which output your 30 signups actually used most and rebuild the hero around only…
- @Spiritual_Potential4 (1): yes. the idea is that it is doing your marketing on autopilot and these are actually all the features we provide: https://preview.redd.it/6-months-in-the-product-works-and-i-have-no-idea-if-anyone-v0-h6c8v09im01i1.png?width=682&format=png&auto=webp&s=26be13ecbaf2cfc7642e31ae1235…
- @AlexeyUniOne (1): looks like you don't have a traffic problem yet, you have a willingness-to-pay problem that you haven't properly tested. your pricing page offers five different outcomes which suggests you may be selling features rather than solving one clearly defined problem. pick one customer…
帖子围绕 Claude 账户出现多次周额度和 Fable 额度重置展开，用户交流自己拿到几次 reset 以及与 Duet 申请的关系。
r/ClaudeAI Never thought i would see it in claude
受众观点：① 有人惊讶别人拿到两次重置，开始对比不同账户的待遇差异（@Individual_Cow_9921, 18likes） ② 评论提到申请 Duet 会额外触发一次重置，引发大家研究触发条件（@KeyGlove47, 13likes） ③ 有用户晒出自己拿到三次周重置和四次 Fable 重置的截图，猜测与 IPO 前冲高使用数据有关（@TheOnlyVibemaster, 11likes）
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- @Individual_Cow_9921 (18): 2? I only got 1
- @KeyGlove47 (13): you get one when you apply for duet
- @TheOnlyVibemaster (11): Yeah this is fucking insane, i’ve got 3 weekly resets and 4 fable resets, i bet this is bc of the IPO, they want to boost “we had record usage last week” sort of thing
- @tomchenorg (6): You got 2 full resets?
- @jerkosaur (3): for those that might not know, a fable reset and a weekly reset are not the same reset.
作者做了 antistress 网站和 iPhone 应用，提供液体光、泡泡纸、猫咪、禅意花园等十五种浏览器减压玩具，无广告无打卡只需打开网页即可放松。
I wanted something to fidget with for a minute when work gets stressful, without opening another app full of ads and streaks. So I built antistress: small, quiet toys that run in the browser. There's…
受众观点：① 很反感打卡和 streak 机制、只想随手放松一下的上班族和开发者 ② 对浏览器交互小玩具、WebGL/Canvas 等前端动效感兴趣的技术人 ③ 想做 side project 但不想做严肃生产力工具、偏情绪价值产品的独立开发者。
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- @QuanTradin (2): glad there's no streaks. the moment a calming app starts counting days it becomes one more thing to fail at. the bubble wrap with haptics would get me.
- @Roach0123 (2): Fun, the rain is a great effect 🫶
- @patryk_builds (2): No goals is the right call. the moment these things add streaks or daily rewards they stop being relaxing and turn into one more thing to keep up with.Does it work offline once it's loaded? a stressful day and bad wifi tend to show up together
- @Vegetable_Earth4720 (1): Exactly, that was the whole idea. A calming app that guilt-trips you about missing a day defeats the purpose 😄 If you're on iPhone, the app version has haptics, and the bubble wrap is honestly the most satisfying part with them. The link is in the post.
- @Vegetable_Earth4720 (1): Thank you! 🌧️ The rainy window is one of my favorites too. Wiping the mist off and watching the city lights is weirdly calming.
一位 17 岁开发者分享自己独立打造 AI-Atlas，分析开源 AI 项目代码并给出改进路线图，获得 4 位付费用户和 33.97 美元收入的全过程复盘。
A few months of evenings. Countless rewrites. One AI provider outage that silently broke every scan overnight (I emailed every affected user to apologize). And $33.97 in total revenue. That’s not a t…
受众观点：① 想做面向开发者的 AI 工具、但还没找到付费点的学生和独立开发者 ② 在 GitHub、DevHunt 等渠道获客的技术产品人 ③ 对如何从免费工具过渡到付费模式感兴趣的早期 SaaS 创始人。
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- @Nenada_Maryjimz (2): have you asked those 4 paying users what triggered them to buy? With numbers that small, just emailing them directly will tell you way more about what to put behind the paywall than guessing at packaging changes.
- @SageVinsonn (2): congrats on your milestone! this is a great achievement for a teenager and i bet this journey give you a good lesson than any other things could. for converting free user to paying one, u should try to set up an email system like inquiry, formal approaching, news, benefit of sub…
- @john006868 (2): free isnt your leak. 218 mapped and 4 paid is under 2%, so most of those people never got the roadmap you think you gave away. your own point 1 says where they go, they map a famous dev, hit not me, and leave. put the ask at the end of that first map instead of worrying about th…
- @EmuAfter5933 (1): I introduced a feedback system just 3 days ago, which asks them how the whole prediction went and whether it provided something genuinely useful for their specific projects, but I haven't received any feedback of that manner yet..
- @EmuAfter5933 (1): I will for sure try them, and I implemented an email system. For my case, formal approaching wouldn't necessarily work, since it's not something on that lines, but news I consider the most right now.. :)
作者用 Claude 和 Codex vibe coding 做了首个 Windows 11 应用 Gaming Hub，用 DualSense 手柄在沙发和桌面间切换时自动调整显示器和音频输出并提供快捷菜单解决 PC 游戏音频切换痛点。
I play on a monitor at my desk and on a TV from the couch. The thing that kept getting me off the couch was switching the sound back to the TV after I’d already picked up the controller. That’s what…
受众观点：① 在桌面显示器和客厅电视之间切换玩 PC 游戏、常被音频设备切换折磨的玩家 ② 想用 AI 辅助开发但还没真正落地过桌面工具的独立开发者 ③ 对 Windows 多音频设备管理、HDMI 设备重命名等边缘问题有经验的工程师。
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- @Tarantino133 (1): Switching the audio back to the TV is exactly the small annoyance nobody builds for. Does it fall back to the desk output if the TV is off when the hub starts?
- @No-Fun8958 (1): Yes, actually, there's a fallback setting that forces both the display and audio to switch to Windows' preferred devices. It works for me because my monitor has built-in speakers, but I haven't tested it with external speakers yet.
- @micro_entrepreneur17 (1): The audio handoff is the bit I'd put front and center in a demo. A quick couch-to-TV-to-desk clip would explain it better than a launcher screenshot. One edge case worth showing: if the TV is off, does it keep sound on the current device instead of switching to a silent output?
- @dawedev (1): Switching the sound back to the TV is a very specific pain, and that's a good place to start. One edge case worth testing: Windows sometimes renames or re-registers the HDMI audio device after the TV was off or after a GPU driver update, so if you match only by device ID the swi…
- @Kuro-shi_Somemaru (1): That's pretty cool that nowadays any idea can be brought to life with vibe coding. It even solves the most non-trivial tasks if you describe them properly :)
作者介绍 SSHBorg，这是一款 GPL 开源的 Android 和 iOS SSH/SFTP 客户端，新版加入 mosh 支持，让手机在网络切换或待机后 SSH 会话依然保持不断线。
Disclosure: I wrote this. It is GPL-3.0 and free everywhere it is published, and I am not selling anything. SSHBorg is an SSH and SFTP client for Android and iOS. It is not self-hosted software: it i…
受众观点：① 需要用手机随时修服务器的自托管玩家和 DevOps 工程师 ② 在意开源协议和本地密钥存储的安全敏感用户 ③ 正在做开发者工具、考虑移动端体验和商业模式（免费开源 vs 订阅）的独立开发者。
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- @sshborg (2): Termius is not open source and it has paywalled features. Also it has different colors! 😆 Termius is a very good app in my opinion. I used for some time before I could build my own.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @QuestionAggravating9 (1): How is this different from termius?
- @No_Cryptographer_802 (1): After releasing my own SSH client like 6 months ago, im starting to realize just how saturated the market is lmao, no hate to you at all in any way But damn, SaaS is going to be completely dead in a few years
- @sshborg (0): Hello, mine is actually 8 months old! 😝 what is your SSH client name?
作者更新了 DockTail 1.8，这个基于 Tailscale 的开源工具可以为 Docker 容器自动暴露 tailnet 服务和 Funnel 公网入口，支持多服务映射、自定义路径和更健壮的启动恢复，无需在宿主机开放端口。
Hey everyone, it's been a while since I posted DockTail here (the v1.0 post in February), and a lot has changed since then, almost all of it from your issues and PRs, so here's an update :) If you ha…
受众观点：① 多位用户直接表达对 DockTail 的高度认可，认为这是非常好用的 Tailscale 集成工具（@troublemaker74, 3likes; @un-important-human, 2likes） ② 有人第一次发现这个项目，表示之前完全不知道有这样简化 tailnet 服务暴露的方案（@mrNas11, 2likes） ③ 评论区也有提示展开回复了解该项目中 AI 使用方式的说明，暗示作者在文档或开发流程中引入了 AI 辅助（@asimovs-auditor, 1likes）
展开评论
- @troublemaker74 (3): Docktail is awesome. Thank you for this amazing piece of software!
- @un-important-human (2): +++ major up, was looking forward for this, thank you.
- @this_for_loona (2): This looks amazing. Thank you.
- @mrNas11 (2): Damn, damn, damn. How did I not know this exists.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
开发者用 Rust + MuPDF + GPUI 做了一个叫 Kitab 的跨平台开源阅读器，主打无浏览器内核、低占用，支持 PDF/EPUB/Markdown 标注和本地隐私。
I wanted one desktop app that opens PDFs, EPUBs, comics and Markdown notes quickly and then stays out of the way. The readers I tried were either slow, or looked like they were designed a decade ago.…
受众观点：① 有人注意到功能很多，建议优先用几百页扫描 PDF、多标签等场景压测内存，并提醒要明确说明是写回原文件还是另存，以免用户担心文件被破坏（@dawedev, 4分） ② 评论里也提到 macOS 未签名应用的现实问题，建议在 README 里写清 xattr 命令和系统设置路径，避免 Gatekeeper 把新用户挡在门外（@dawedev, 2分; @TriptoAfsin, 1分） ③ 另有用户关心标注是否用标准 PDF 注释格式、是否只在保存时写入，开发者确认采用标准注释并只在 Ctrl+S 时追加增量更新，保证签名和兼容性（@QuanTradin, 2分; @TriptoAfsin, 1分）
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- @dawedev (4): That's a long feature list for a young app. One thing I'd test early is big scanned PDFs, a few hundred pages of images, with several tabs open, because that's usually where fast readers start eating memory. For markup saved into the PDF, I'd make it obvious whether it writes to…
- @dawedev (2): Appending the changes as an incremental update is the right call for signed PDFs, good to hear. Fair point on the $99, that's a real cost for a free project. I'd put the xattr command right in the README or on the download page, it will save you a pile of "app is damaged" issues…
- @QuanTradin (2): MuPDF with no browser engine inside explains the idle CPU. does the ink get written as standard PDF annotations, so it shows up in Preview or Acrobat too?
- @QuanTradin (2): standard annotation types means my marks survive if I ever switch readers, most don't bother. writing them only on Ctrl+S is the right way round too, I don't want a reader rewriting a file because I opened it.
- @TriptoAfsin (1): Thanks, really useful feedback! - Big scanned PDFs: Pages only stay on the GPU while they're near the view, so memory shouldn't grow with page count. - Markup: Saving appends the changes to the end of the file and leaves the original bytes alone, so signatures stay valid. I'll m…
贴主提醒 SaaS 创始人在做产品前就要找到愿意付费的真实客户，本质上强调技术创始人最终都得亲自做销售验证需求。
Before making any product make sure that there is at least one customer who is ready to pay for your product. Read more Before making any product make sure that there is at least one customer who is…
受众观点：① 习惯先写代码、后考虑销售的技术创始人和独立开发者 ② 正在犹豫要不要在产品完成前就找人预售的早期 SaaS 团队 ③ 想练习 B2B 销售但不知道从哪一步开始的工程师。
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- @Gullinle_Gandalf (1): That's true. Trying to sell without a testimonial is hard enough. So doing through research and finding ICP who are willing to pay should be a must
- @According_Border_418 (1): I’d go one step further: ask what they’re doing to solve the problem today and what it costs them.
- @TRO_KIK (1): Y'all are crazy for not already being completely embroiled in the problem space before moving to monetize.
- @crimzohhh (1): everyone posting here is braindead
- @Spiritual-Shame5221 (1): agree, but how do you get someone to actually commit before there's anything to show
ClaudeAI 用户发帖说自己账号获得多次免费 Fable 重置额度，疑惑是周年福利还是少数账号的特殊待遇。
Is everyone getting free usage or am I the lucky special snowflake? Read more Is everyone getting free usage or am I the lucky special snowflake? Read more
受众观点：① 老用户讨论在 IPO 前拿到多次免费 Fable 重置像是“财富感”，把额度当成资产在规划使用（@Falcon9FullThrust, 35分） ② 有人关心不同套餐和地区是否都能拿到同样福利，猜测 Pro、Max 或老用户才有周年重置（@fungal_nail, 3分） ③ 部分用户在交流如何最大化利用重置额度，比如等到本周用满上限后再触发重置避免浪费（@ioanap554, 4分）
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- @Falcon9FullThrust (35): Never once have I had such a feeling of wealth as I do in this lead up to IPO. https://preview.redd.it/getting-3-free-fable-rst-for-anniversary-v0-6dnk697vb01i1.png?width=1286&format=png&auto=webp&s=f2ecf8253cc5e3e2e61fa1da01ba68b5dd3cd161
- @Falcon9FullThrust (5): Duet access gave me a rest along with the one from this week.
- @smallroundcircle (4): How did you get two full resets?
- @ioanap554 (4): no rush, they last until march. best to use one right after a big session hits the cap, on a fresh window it just wastes the refill
- @fungal_nail (3): Are you on Pro or Max? I'm in the UK and have been with Claude continuously since July 2024 but no sign yet of a free reset for an anniversary so I guess you are a special snowflake lol
PipesHub 团队宣布其开源自托管企业搜索与 RAG 平台在 EnterpriseRAG-Bench 榜单上拿到综合第一，支持 50 多个业务应用连接，通过统一上下文层和代理循环在 Slack、Gmail、GitHub 等数据上做混合检索和知识图导航。
PipesHub has now reached #1 on EnterpriseRAG-Bench by overall score, with 93.24 overall and 95% correctness. I’m one of the founders, so affiliation upfront. This evaluation was built by the Onyx tea…
受众观点：① 有人关心在 Claude 或 Cursor 里是否能直接看到 PDF、Word 等文件的可视化引用标记，而不仅仅在 PipesHub 界面中查看（@carelessPixel, 1likes） ② 作者回应目前在 Claude、ChatGPT 和 Cursor 中已经支持 PDF、Word、Excel、PPT 的可视化引用，强调跨工具的可用性（@Effective-Ad2060, 1likes） ③ 也有开发者提到自己早年尝试做类似系统时最大难点是保持多家第三方数据源的语料实时更新，询问 PipesHub 如何在缺少批量导出或流式接口时解决同步问题（@tjohnell, 1likes）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @carelessPixel (1): Do Claude or Cursor show visual citations as well or citations can only be seen inside Pipeshub platform?
- @Effective-Ad2060 (1): Yes! Visual citations for PDF, Word, Excel, and PowerPoint files work out of the box directly in Claude, ChatGPT, and Cursor.
- @tjohnell (1): I tried to build a rudimentary version of this long before LLMs and the biggest struggle was keeping the corpus of data up-to-date from all of the third-parties. Many do not offer bulk export or streaming, so how do you navigate around that?
- @Effective-Ad2060 (1): Yeah, keeping the data fresh is a big part of the work. We use each app’s REST APIs to fetch data and periodically sync changes, so we don’t depend on bulk exports or streaming. Where the API supports fetching changes since the last sync, we use that. Otherwise, the connector ne…
楼主讨论网站 Cookie 横幅合规问题，指出九成站点在用户拒绝前仍偷偷加载第三方追踪脚本，并询问有哪些工具能真正阻止脚本、记录可审计的用户同意。
I've been looking more closely at cookie compliance lately, and one thing that seems easy to overlook is what happens behind the actual banner. A website can have a perfectly good looking cookie popu…
受众观点：① 开发者关注如何通过清理网络请求、抓包来验证 Cookie 横幅是否真的阻止了第三方脚本（@anavriNZen, 7likes） ② 有人强调合规产品要选有审计和报告功能、通过 Google 认证的专业方案而不是随便装个插件（@alphex, 2likes） ③ 评论里也在交流具体服务如 CookieYes、ConsentStack 等工具在实际项目中的使用体验和效果（@Mrpoopycaca, 1likes）
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- @anavriNZen (7): I'd start by testing the actual network requests rather than trusting what the banner tells you. Clear your cookies, reject everything and check which scripts still load. That's usually where you find problems.
- @eltron (2): Yes, most should pause all initial handshakes or setups until cookie banner has received user input
- @alphex (2): Actually use a real tool, and not a plugin or library or something you HOPE works cause you set it up. Get something that is google certified to do what it says it does, and has auditing and reporting tools to tell you it is doing what it says it does. I'm NOT advertising this p…
- @Mrpoopycaca (1): I'd definitely start by checking if any trackers are running before visitors give consent, since that's where things can get tricky. Automatically blocking scripts and keeping a record of what visitors have agreed to is helpful too. I recently came across ConsentStack, and their…
- @cabljo (1): Are you the same person that asks this same question every week for the past few weeks? Are you trying to validate your idea or what?
一位创作者分享自己完全零广告投入，仅靠上线产品和自然曝光就做到 252.79 美元营收、11 个付费用户的阶段性里程碑，并计划冲刺下一个一千美元目标。
Didn't run a single ad. Just built, shipped, and put my product out there. A few numbers: $252.79 gross revenue 11 paying customers 5 different countries $0 spent on ads It's not life-changing money,…
受众观点：① 有人被这组小额但真实的收入数字鼓舞，希望对方能帮自己做分成合作，一起把 3 个月大的 SaaS 做起来（@outsmartnotes, 2likes） ② 有人追问具体是做什么内容营销，想知道对方主要输出哪类内容来获得自然流量（@Blobstein_Ijay, 2likes） ③ 也有开发者被激励到，反思自己总在打磨从未上线的项目，看到别人已经上线并变现后更有动力把产品推向市场（@marciorock17, 1likes）
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- @outsmartnotes (2): Amazing. I would love to make you partner with me in making my SaaS successful. Its just 3 months old and I am doing content marketing organically not spending on ads. Give me your advice how you make your successful or would you like to work on my SaaS as well for revenue share?
- @Blobstein_Ijay (2): what kind of content are you putting out mostly?
- @alishanDev (1): sure, would love you work with you.
- @outsmartnotes (1): i am writing articles about key features of my product
- @marciorock17 (1): Bah, vendo estes resultados até me motivo mais a terminar o meu. Meus amigos mais chegados falam que eu fico me escondendo atrás de um projeto que não termina nunca e que não tem resultado. E parece que é mesmo, mais sempre tem uma coisinha ou outra.Mais agora não dá mais pra de…
这是一个自建媒体服务器的新版仪表盘展示帖，作者发布了 Media Server Dashboard v2，用类似 Homarr 的方式集中展示各类媒体服务状态和入口。
r/selfhosted Media Server Dashboard v2
受众观点：① 已经在用 Jellyfin、Plex、Sonarr 等一堆服务、想要统一入口的自托管玩家 ② 正在做自托管仪表盘或管理面板的前端/全栈开发者 ③ 对 UI/UX 和 Docker 部署体验敏感的独立开发者。
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- @frugalus (3): I like this. Is there a docker instance for this? I've been using HomePage in docker for its clean look, but this is 1000% better looking.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Kooky_Big_4741 (1): And then there Is my lifeless homepage, this Is pretty cool
- @Thin_Needleworker795 (1): Isn't this just Homarr?
贴主分享一篇 Nature 论文，主张所谓 AI slop 不是内容本身的客观属性，而是社区对哪些 AI 生成内容不受欢迎的社会性判断。
https://www.nature.com/articles/s41562-026-02639-6 A new paper argues that AI Slop isn't something you can find in the content. It’s a social judgement, made when a community decides that some AI-gen…
受众观点：① 在社交平台大量使用 AI 生成内容的创作者和独立开发者 ② 关注 AI 治理、内容审核和平台政策的从业者 ③ 想用 AI 做营销但担心被用户视为“AI slop”的产品人。
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- @Beor_The_Old (6): Well yeah the existence of AI slop implies at least there is some AI that isn’t total slop, or some uses of AI that people would generally be okay with. Like grammar checkers which have existed for years and incorporated AI. It’s for low effort and poorly made AI writing or othe…
- @marr75 (4): Hate it when nature prints shower thoughts.
- @LucasThePatator (3): I mean. People use a term for AI content they find sloppy Researchers : "We propose that slop is for AI stuff that people judge to be sloppy". Ok ?
- @milesper (2): Was someone under the impression that “slop” was some formal property you could derive from the text?? I’ve never heard anyone say that
- @amebix1221 (1): Agree that this seems like a very superficial understanding of the term slop in the first place. Also just because you can't reliably detect slop at a case by case basis doesn't doesn't mean that the presence of large amount of slop wont affect a field or a community in measurab…
一位用户分享自己三年前在 goHardDrive 买的翻新 14TB Ultrastar 硬盘最近出现坏扇区后申请保修，对方在周末快速响应并顺利更换硬盘，整体 RMA 体验顺畅以此为商家正名。
Almost 3 years ago, in 1/2024, I bought 5 refurbished Western Digital Ultrastar DC HC530 14TB disks from goHardDrive for the legendary price of $110 each. I chose goHDD over SPD because they did not…
受众观点：① 评论者认为这种不扯皮、按承诺履行保修的售后体验非常难得，表示会因此去了解这家商家的产品（@Weak_Fisherman2215, 1likes） ② 也有人补充自己和 goHardDrive 的正面经历，说明这并非个例（@young_mummy, 1likes） ③ 版上自动提示可以展开回复了解该帖子中 AI 使用情况，说明社区对内容真实性和 AI 参与度也有一定关注（@asimovs-auditor, 1likes）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Weak_Fisherman2215 (1): Now that is what customer service is about. Honoring your warranty with no fuss or fanfare. Will review what they offer.
- @young_mummy (1): Yep I've had incredible experience with them.
开发者做了一个叫 claudemy 的 Claude 技能，把 NotebookLM 风格的播客式学习扩展成按主题拆分的多段 2 分钟音频课程，并因此登上 XDA 报道。
Tooting my own horn a bit here. I have never had a skill hit this many stars and get featured on XDA developers. I am a visual and audio learner. I find it hard to learn from reading docs. So I like…
受众观点：① 有人在评论里贴出 GitHub 仓库链接，说明社区对具体实现和自部署方式感兴趣（@ColdPlankton9273, 3分） ② 也有人追问 README 中提到的引用检查机制，关心不仅要验证引用页面是否被读取，还要检查每条引用是否真正支撑对应句子，反映出对 AI 生成内容可信度的担忧（@kantorcodes1, 1分）
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- @ColdPlankton9273 (3): https://github.com/assafkip/claudemy
- @kantorcodes1 (1): Your README says the checker rejects citations to pages the research didn't actually read. Does it also check that each citation supports the sentence it's attached to?
作者做了 Dopamine Chic 虚拟名牌折扣店，让用户在网页和手机上体验倒计时、库存紧张等购物流程却最终支付 0 美元并收集 50 种结局，用技术手段模拟购物多巴胺而不产生真实消费。
I built a fake designer flash-sale outlet. It works like the real ones: brand sales with countdowns, "only 1 left in your size", a deal of the hour, a bag that's reserved for 30 minutes. Then you che…
受众观点：① 有网购冲动、常刷打折网站但又想控制消费的普通用户 ② 关注晚期资本主义、注意力经济和上瘾机制的产品经理和独立开发者 ③ 对无状态库存计算、跨 JavaScript/PHP/Dart 保持逻辑一致等技术实现细节感兴趣的工程师。
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- @BantrChat (3): I'm not sure of the practical application or who has the time to do such mindless things but I'm sure it will take off as the people this is not directed towards have lost all faith in humanity...lol
- @geek_at (2): late stage capitalism. But these sites are not rare anymore. There are hundreds of them and if people which a spending problem use them to get their kick I think it's a net positive
- @BantrChat (1): So shopping addiction is what your saying, I guess I can see that positive. But in that light it's the equivalent of giving a person with a gambling problem a set of dice and then saying play... but you're never going to win anything. The high is not accomplished the same withou…
- @HauntingArugula3777 (1): Very cool
Budibase 4.0 发布，把 Agents 从测试版拉正，支持在自托管环境里接自己数据和 LLM，给每个代理配置多操作、权限、审批和活动可视化。
We’ve recently released Budibase 4.0, including bringing Agents out of Beta. Agents sit alongside Apps and Automations within our open-source platform. You can connect to your own data, LLMs, and API…
受众观点：① 关注在自己服务器上跑业务 agent、又不想从零写控制台的自托管玩家和中小团队 ② 正在做内部工具或运营后台、想把 LLM agent 纳入现有工作流的工程师 ③ 对比评估 Retool/自研面板 vs 开源方案的独立开发者。
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
一名开发者在项目中用 AG-Grid 社区版解决了性能问题，但业务方想要企业版功能却因授权按开发者计费太贵，只能寻找替代表格库或在社区版上自定义扩展。
We have a project at work that needed a table that had some functionality with sorting and filtering. Initially, I had to replace a solution due to how long a page was loading. AG-Grid correct an iss…
受众观点：① 有人分享团队使用 Handsontable，认为在功能上和 AG-Grid 比较接近（@nickhelix, 1likes） ② 也有人直接推荐 TanStack 或 Tabulator 作为可替代方案，暗示可以通过开源栈规避高昂企业授权（@Publius-brinkus, 1likes）
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- @nickhelix (1): We use hands on table, it is very similar in functionality
- @Publius-brinkus (1): Tanstack or tabulator
Einsia 团队发布 WorkflowArena 基准，用 Opus 5.5 和 GPT-6 Astra 对比发现最强模型未必适合作为多模型团队的协调者。
Suppose you’re putting together a team of agents. Picking the strongest model as the coordinator seems reasonable. We wanted to test whether its workflows would actually help other models do the work…
受众观点：① 做多模型 agent 编排或 workflow 系统的开发者，关心如何选择 planner/协调模型 ② 在评估新大模型时只看单点 benchmark 的工程师和技术负责人 ③ 想做 AI 产品但还停留在“换更强模型就行”的独立开发者。
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- _无评论_
ScroogeFrog AI 是一款用 AI 检测广告欺诈的工具，审计网站流量和 Google Ads 点击，找出可疑流量并给出优化广告预算的具体建议。
ScroogeFrog AI
受众观点：① 关注广告预算被无效点击和机器人刷掉，希望有自动审计工具的中小广告主和独立开发者（来自产品描述对可疑点击和 bot 活动的强调） ② 为多家客户投放广告、需要可解释反欺诈报告的海外营销代理和自由职业 marketer（来自描述中面向 agencies 和 larger advertisers 的定制模型） ③ 想把反欺诈能力集成进自己产品、需要 API 或模型能力的开发者（来自描述中提到 custom AI fraud detection models 和基于自有流量训练）。
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- @anon (0): Title: ScroogeFrog AI : AI ad fraud detection that protects your marketing budget | Product Hunt URL Source: https://www.producthunt.com/products/scroogefrog-ai-antifraud Markdown Content: --- title: "ScroogeFrog AI : AI ad fraud detection that protects your marketing budget | P…
n8n 是一个可视化搭建 AI agent 和自动化工作流的平台，支持连接各种系统和模型，从原型到生产都能用。
n8n
受众观点：① 想快速把 ChatGPT、Claude 等模型接入业务流程、但不想一开始就写大量后端代码的中小团队（来自描述中“simple enough for business teams”的定位） ② 需要复杂集成、希望在可视化编排基础上还能随时“落地到代码”的开发者（来自“flexible enough for developers”和 drop into code when needed） ③ 想把多系统数据串起来做 AI agent（CRM、工单、数据库等）的产品经理和运营同学（来自“connect any system, data source, or AI model”的能力）。
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- @anon (0): Title: n8n: Build AI agents and workflows you can understand and control | Product Hunt URL Source: https://www.producthunt.com/products/n8n-io Markdown Content: --- title: "n8n: Build AI agents and workflows you can understand and control | Product Hunt" meta: author: Tuukka de…
CALL-E 是一个让 ChatGPT 或 Claude 代你打电话的服务，可以拨打美国和加拿大真实号码完成订位、改期或询价并返回通话摘要。
CALL-E
受众观点：① 讨厌打电话、但经常需要和餐厅、诊所、维修店沟通的美国个人用户（来自描述中订位、改预约、问库存等场景） ② 想在自家 AI 助手或 agent 产品里加入“自动打电话”能力的开发者（来自“Builders can add it to Claude Code, Codex, Cursor or OpenClaw with one prompt”） ③ 做本地服务、希望用 AI 处理部分来电或外呼任务的小商家和 SaaS 提供方（来自能穿过电话菜单、等待和语音信箱并返回摘要的能力）。
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- @anon (0): Title: CALL-E: The phone line for AI agents | Product Hunt URL Source: https://www.producthunt.com/products/call-e Markdown Content: --- title: "CALL-E: The phone line for AI agents | Product Hunt" meta: author: "Teng Ren" description: "CALL-E lets your AI assistant make phone c…
ElevenLabs 是一家提供多语言文本转语音、语音克隆和配音的 Voice AI 公司，还扩展到音乐、音效和多模态语音代理等产品。
ElevenLabs
受众观点：① 需要快速生成多语言旁白、播客或视频解说的创作者和营销团队（来自描述中 Text to Speech、Dubbing 和 ElevenCreative） ② 想在电话、网页或 WhatsApp 上部署语音客服和 AI 助手的企业（来自 ElevenAgents 支持多渠道和企业级安全） ③ 想把高质量语音、音乐和音效能力集成进自己应用或游戏的开发者（来自 ElevenAPI 提供程序化访问多种模型）。
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- @anon (0): Title: ElevenLabs: Create natural AI voices instantly in any language | Product Hunt URL Source: https://www.producthunt.com/products/elevenlabs Markdown Content: --- title: "ElevenLabs: Create natural AI voices instantly in any language | Product Hunt" meta: author: "Nev Flynn"…
Skillbox 是一个集中管理 AI skills 的库，把技能同步到 Claude Code、Cursor 和 Codex，并能跟踪 GitHub 源码变更和扫描提示注入风险。
Skillbox
受众观点：① 同时使用 Claude Code、Cursor 等多种 AI IDE、希望统一管理自定义技能和工具的开发者（来自描述中同步到多个环境的能力） ② 在 GitHub 上维护大量 prompt/skills 仓库、需要审查 diff 和防止被恶意注入的团队（来自“review diffs, and scan each version for prompt injection”） ③ 想延长 AI 终端会话、减少无用输出噪音的重度用户（来自 Trim 缩短命令输出、让会话更持久的功能）。
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- @anon (0): Title: Skillbox: One library for your AI skills, synced to every agent | Product Hunt URL Source: https://www.producthunt.com/products/skillbox-5 Markdown Content: --- title: "Skillbox: One library for your AI skills, synced to every agent | Product Hunt" meta: author: "Shedrack…