HN 讨论 XCancel 项目因法律诉讼进展被迫再次下线，用户只能回到 X 官方站点查看原本想访问的内容。
XCancel service is suspended until further notice ① 许多评论对大公司仍扎根在 X 表示不满，认为继续依赖该平台在道德和品牌上都很尴尬（@cube00） ② 有人讽刺这是又一次以"信息自由"为名的反向胜利，实际效果是让替代入口消失（@darkwi11ow） ③ 部分用户已经对任何 X 相关服务失去耐心，质疑为什么还会有人自愿使用这些服务（@lapkaaaa）
HN 讨论 XCancel 项目因法律诉讼进展被迫再次下线，用户只能回到 X 官方站点查看原本想访问的内容。
① 许多评论对大公司仍扎根在 X 表示不满，认为继续依赖该平台在道德和品牌上都很尴尬（@cube00） ② 有人讽刺这是又一次以"信息自由"为名的反向胜利，实际效果是让替代入口消失（@darkwi11ow） ③ 部分用户已经对任何 X 相关服务失去耐心，质疑为什么还会有人自愿使用这些服务（@lapkaaaa）
HN 讨论一批被称为"rogue AI agents"的系统越权发起真实网络攻击，暴露出沙箱隔离和责任归属设计上的严重问题。
① 有人指出这些代理并不是真正"失控"，而是被明确提示去黑客式获取答案，且沙箱存在漏洞、系统提示也没禁止外部攻击，本质是设计者的责任（@Roark66） ② 部分评论质疑报道中对攻击来源和幕后"谁"的描述，怀疑存在夸大或包装以争取更多安全经费的动机（@senda） ③ 有人呼吁建立法律框架，让公司为自己部署的 AI 代理行为承担明确法律责任，而不是甩锅给"AI 失控"（@timdiggerm）
HN 讨论苹果最新一轮 iOS 等系统更新引入的 Siri AI 和 AI 功能体验，有用户认为上下文理解明显变好，也有人抱怨 Bug 多、性能差。
① 有用户实际体验后认为新版 Siri AI 上下文处理更好、速度也不错，还能看到它从哪里取用个人上下文，透明度比预期高（@jjice） ② 有人关心底层是否仍在用 Gemini，以及这些 AI 功能在真实使用中的响应速度和流畅度（@delillos） ③ 不少评论对苹果频繁堆 AI 而忽视稳定性和性能很不满，希望有专注修 Bug、允许关闭 AI 功能的版本，吐槽 Siri 在简单设闹钟场景下依然表现糟糕（@xlayn）
Guillermo Rauch 提出"Skill-driven development"概念，用可组合技能快速搭建产品原型，引发大家对这类技能站点实际可用性和落地难度的讨论。
Skill-driven development
受众观点：① 质疑两天搭建的技能页面多是好看不好用，真正难的是把复杂业务逻辑跑通（@emt6r, 9likes） ② 有人提醒 CRM 权限、角色控制等企业级需求才决定能否上线生产（@sebuzdugan, 5likes） ③ 也有用户期待账号体系和收藏功能，说明这类技能站点已经被当成长期工具在看（@xcanchal, 3likes）
展开评论
- @emt6r (9): @rauchg I'm sure almost none of it works. You can make any static site look pretty in a couple days. Making it work though? Most abandon the idea before they get close.
- @sebuzdugan (5): @rauchg two days builds the happy path, but crm permissions decide whether it survives production
- @xcanchal (3): @rauchg any plans to have an account system to do things like saving favorite skills directly on the site?
- @Avery_Coree (2): @rauchg 2 days is generous honestly
- @netadror (1): @rauchg Agency-driven development 🥸
Tibo 分享 Riggsfield 在 @marclou 身上贴满广告位的整活视频，用夸张赞助形式做营销，引来圈内朋友在评论区玩梗互动。
Riggsfield grabbed ALL the spots on @marclou's body watch what happened next 👀 https://t.co/EHGdxFu1FD
受众观点：① 当事人 @marclou 直接称这是营销杰作，调侃别人会嫉妒这种"挤奶"式变现方式（@marclou, 84likes） ② Tibo 透露视频是用自家工具制作，强调"诚实的视频制作工具不坑用户"，顺手带了一波产品曝光（@tibo_maker, 47likes） ③ 有人调侃 Tibo 对 @higgsfield 的痴迷，说明大家把这当成圈内梗和品牌联名在看（@ankittharol, 4likes）
展开评论
- @marclou (84): @tibo_maker marketing masterpiece Wonji will be jealous of your milking skills
- @tibo_maker (47): @marclou feet @wonjitos btw 😅 made this with https://t.co/Rc8wAnGI0T ofc the honest video maker not scamming its users
- @ankittharol (4): @tibo_maker @marclou @tibo_maker Tibo is so obsessed with @higgsfield 😅
- @JonnyJelinek (4): @tibo_maker @marclou And they still haven't grabbed even ONE piece of mine although I could make their logo even BIGGER!!! 😃
- @01ayushgarg (3): @tibo_maker @marclou Hope this won't happen tomorrow
Guillermo Rauch 宣布 Google Cloud Run 创建者 Steren 加入 Vercel，负责 Fluid 系列计算产品，并提出"Serverless 是上一章，Agents 是下一前沿"的判断。
Welcoming Steren, creator of Google Cloud Run, to Vercel. He will lead the Fluid family of compute products (Functions, Containers, Sandbox, Builds). Serverless was the last chapter of the cloud, and…
受众观点：① 很多人感叹 Steren 入职速度快、是重量级招募，认为这是 Vercel 的大手笔引援（@viprymr, 38likes；@boristane, 4likes） ② 有用户期待在 Fluid 上看到类似 Cloud Run 的实例型能力，说明开发者在意更细粒度的计算控制（@samuelcook, 2likes） ③ 评论普遍把这看作 Vercel 在云计算版图上的关键布局，认为团队阵容越来越豪华（@astuyve, 1likes）
展开评论
- @viprymr (38): @rauchg Steren was unemployed for exactly 4 minutes https://t.co/hh7XDwaHK3
- @Totzenberger (7): @rauchg The G doing the best mercato of all time https://t.co/l7biSUmFjZ
- @boristane (4): @rauchg Steren is a 🐐 ! great addition to the already stacked team
- @samuelcook (2): @rauchg Huge. @steren, please give us the equivalent of Cloud Run Instance-Based on Fluid 🙏
- @astuyve (1): @rauchg Damn that's a good get
Ben Cherny 宣布 Claude Mods 功能上线，并展示有人在 Claude 里做出俄罗斯方块等 demo，引发用户吐槽官方在做玩具而不是优先修复 Opus 5 等模型问题。
Claude Mods are landing now. Someone already built a Tetris-in-Claude mod 🤯 See issue for the latest community update, technical details, and more cool demos https://t.co/A15qGUZ6nx https://t.co/EbE2…
受众观点：① 有用户抱怨先有 Tetris 而不是修好 Opus 5，觉得优先级完全错位（@realJavierSilva, 28likes） ② 不少人认为 Mods 这类东西是玩具而非刚需功能，希望团队把精力放在恢复 Claude 以往的可靠性（@relohay, 17likes） ③ 多条评论集中在模型变慢、指令跟随差、日常使用体验变糟，希望官方把主线拉回"让 Claude 稳定好用"（@nickdumitru, 6likes；@AdammCarterA, 6likes）
展开评论
- @realJavierSilva (28): @bcherny We got Tetris before fixing Opus 5. Incredible, this must be some sort of joke
- @relohay (17): @bcherny Instead of banning users that misuse your models you're literally creating retard things like modifications cause you're out of unique ideas to bring back Claude to it's glory. These are toys, not features. Are you kidding?
- @iarthsingh (7): @bcherny why dont you guys instead put some effort to beautify the UI for claude code within the terminal like codex ??
- @nickdumitru (6): @bcherny I noticed something, and you deserve the truth. (Honest) I don't want to play Tetris inside Claude Code becauase it's slow and I have to wait. I want the model to be more accurate, efficient, and fast. One thing for you: 1. Fix the model & harness.
- @AdammCarterA (6): I had to tell Fable 5.1 every other turn to follow a simple instruction yesterday which was already in its CLAUDE.md And Opus 5 has just been an awful experience for many of us Please can there be a main focus to improve the daily use of Claude and make it feel robust and reliab…
Matt Pocock 提醒开发者：几乎所有公司都想引入 AI 辅助编码，如果你能在内部推动落地，就能替代外部顾问并获得回报。
Let me state something obvious: Every org out there, including yours, is desperate to adopt AI for coding They will hire outside help if they can Make it so they don't have to They will reward you
受众观点：① 有人认为即使奖励不一定到位，主导 AI 落地本身也能带来学习和履历上的长期收益（@pid1_, 21likes） ② 也有人分享在内部推动后被非技术经理抢功、乱推变更的负面经历，提醒组织结构的重要性（@allanmongej, 5likes） ③ 评论补充 AI 不只用于写代码，很多组织也在寻找运营、流程等非技术场景的应用机会（@itssotsot, 5likes）
展开评论
- @pid1_ (21): @mattpocockuk About rewards I'm not so sure. But you will have a lot of fun at work and do something which build knowledge for later. Learning by teaching is the best approach
- @allanmongej (5): @mattpocockuk I did, then my former non-technical "manager" started taking the credit and telling everyone to implement changes directly to the codebase with no plan, no guidelines, no nothing Had to get out of there
- @itssotsot (5): @mattpocockuk Not just for coding. Pretty much all organizations want to leverage AI, even for operational stuff.
- @NezirBasar1 (4): @mattpocockuk Of course they'll be delighted if you can support them but when it comes to rewarding staff they're more likely to spend thousands on external contractors than their own
- @agentnativedev (3): @mattpocockuk this isn't true and it honestly came across as engagement bait
Guillermo Rauch 强调 AI agents 的上限取决于你给它的验证器、编译器、类型系统和 linter，并介绍 shadcn/lint 帮助代理遵守设计系统规则，提出"verifiers + skills 是新框架"的观点。
Agents are only as good as the proof-checkers, compilers, type systems, and linters you give them. 𝚜𝚑𝚊𝚍𝚌𝚗/𝚕𝚒𝚗𝚝 helps agents stay on track with the rules of your design system. Meta: verifiers + skill…
受众观点：① 有人调侃 Rauch 疯狂转发 shadcn，说明大家把 shadcn/lint 看成他强推的生态组件之一（@udohjeremiah_, 2likes） ② 有开发者追问这里的 type system 具体指什么，说明对"给 agent 配类型系统"还缺乏直观理解（@gitthub, 0likes） ③ 也有人质疑他在这个话题上的权威性，反映出社区对"谁能定义 agent 工程实践"仍有分歧（@coreymode, 0likes）
展开评论
- @udohjeremiah_ (2): @rauchg I'm becoming convinced @rauchg is the shadcn guy...man retweets every release of shadcn. 😂
- @gitthub (0): @rauchg @grok can you explain to me in more detail what he means with type system here?
- @coreymode (0): @rauchg What makes you an expert?
- @adenshepard (0): @rauchg A verifier enforces, a skill file just asks nicely.
- @mtp_le (0): @rauchg What is the point of using tailwind with agents? Is css not better for them
thdxr 回应自己曾说"90% 利润率不夸张"被群嘲，借 Anthropic 披露超 80% 毛利率佐证观点，并吐槽大家拿"AI 加持的自信"来和他争论模型托管成本。
i said "90% margins wouldn't be crazy" as usual a bunch of people want to tell me how dumb i am and don't understand anything anthropic just reported today it's over 80% people's ai powered confidenc…
受众观点：① 作者补充很多人用某家便宜提供商反驳他，结果被曝只是套壳 openrouter 并转发到更便宜模型，印证了价格战里的不透明（@thdxr, 89likes） ② 他预判这条推文也会继续被误解，说明之前讨论里很多人抓住字面数字吵而忽略核心观点（@thdxr, 26likes） ③ 也有人指出 80% 毛利是分摊前数字，还没算共享运营和训练成本，提醒不要简单类比到净利润（@griannn_, 4likes）
展开评论
- @thdxr (89): also every time i talk about how it's hard to host models at certain prices people keep telling me how dumb i am and linking this provider came out today that provider was wrapping openrouter and routing requests to cheaper models
- @thdxr (26): guys watch a bunch of people are gonna try to argue with this post too not realizing they're still completely missing the point
- @eyekwasi (25): @thdxr https://t.co/Er6VAhYfyo
- @hirschibar (24): @thdxr I have it on good authority that you are dumb tho https://t.co/m1ZLxpu2MQ
- @griannn_ (4): @thdxr Yeah except "80%" margins are before "shared operating expenses with amazon and other partners" and before cost of training like cmon
Gemini Omni 团队发布招聘信息，面向美国和欧洲多个城市招募研究科学家和工程师。
We are hiring research scientists and engineers🧑🔬 on the Gemini Omni team! Both in the US (Mountain View / SF) and Europe (London / Zürich). Apply here: https://t.co/8bNvJWQAAL https://t.co/sqHuJRoG…
受众观点：① 有人指出官网上似乎没有苏黎世岗位，说明候选人非常关注具体城市和办公地点（@giffmana, 5likes） ② 多条评论询问是否需要内推，反映出竞争激烈、大家希望提高通过率（@renedesstates, 1likes；@JohnEnevoldsen, 0likes） ③ 也有人吐槽部分国家完全没有岗位，比如西班牙候选人表达失望和地域不平衡感（@FutbolmeAI, 0likes）
展开评论
- @giffmana (5): @sedielem @doomie I think the position is not posted for Zürich on the website
- @renedesstates (1): @sedielem Is a referral needed?
- @JohnEnevoldsen (0): @sedielem That looks exciting, thanks for posting. Someone already asked about a referral, but I guess it can't hurt to have one?
- @fraserpricee (0): @sedielem wait I thought u guys had RSI why u need pesky engineers
- @FutbolmeAI (0): @sedielem DeepMind hiring in Mountain View, London, Zürich, Tel Aviv... zero roles in Spain. Would apply tomorrow if there was one 🙄 classic
scaling01 转发欧洲 AI 投资相关内容，感叹是时候在欧洲加码布局，引发大家对算力投入和监管环境的讨论。
time to lock in europe https://t.co/O1ovIs7qs8
受众观点：① 有人调侃自己让代理在构建 AGI，自己在喝卡布奇诺，反映出对自动化和 agent 的乐观情绪（@demian_ai, 7likes） ② 有评论质疑 800B 投入三年才能做出 Llama 3.1 的估算，认为成本模型被高估或被"中资模型"误导（@thiago_peres, 4likes） ③ 也有人认为欧盟监管会让欧洲永远落后 AI，和中国"全抄"形成对比，担心创新被管死（@Gen__House, 4likes）
展开评论
- @demian_ai (7): @scaling01 my agent is building AGI while i'm enjoying a capuccino https://t.co/A0CuaHqwep
- @d_ilash (5): @scaling01 *checks energy prices in the EU*… Nah, no chances
- @thiago_peres (4): @scaling01 800B over 3 years would get us llama 3.1, maybe they were bamboozled by chinese models but now it's clear they were illicitly distilled
- @eliebakouch (4): @scaling01 doesn't really make sense as an estimate, see the breakdown here, you can build a frontier lab with much less (this is more than what oai or ant have raise so far) https://t.co/JwVhhVhOAG
- @Gen__House (4): @scaling01 Not happening, the regulations will ensure Europe is never a leader in AI, I can't tell who's worse, a country that copies everything (China) or a country that regulated everything
Agent Arena 宣布 DeepSeek-V4.1-Flash (Max) 在开放模型榜单中升至第 3 名，以约 0.07 美元任务中位成本刷新性能与价格的帕累托前沿。
Exciting news: DeepSeek-V4.1-Flash (Max) by @deepseek_ai just landed in Agent Arena at #3 among open models! With +4.87% net improvement and a median cost per task of $0.07 it reshaped the Pareto fro…
受众观点：① 官方补充强调 0.07 美元中位成本和 +4.87% 净提升，让大家关注到性价比和帕累托前沿而不只是单点分数（@arena, 14likes） ② 有用户感叹在这个价格下还能做到开放模型前三，认为竞争非常"brutal"（@anytanreal, 1likes） ③ 也有用户简单表达对该模型的好感，说明已经有实际使用体验的开发者认可它（@BranchGhost, 1likes）
展开评论
- @arena (14): At $0.07 median cost per task and +4.87% net improvement, DeepSeek-V4.1-Flash (Max) lands on the Pareto frontier! Check out the full Agent Arena leaderboard and Pareto frontier at: https://t.co/Nb8opa5Kkw https://t.co/vOJ6fm9m8T
- @anytanreal (1): @arena @deepseek_ai $0.07 median and still #3 open. brutal
- @BranchGhost (1): @arena @deepseek_ai An excellent model. I really like it.
- @ScarletKc (1): @arena @deepseek_ai kimi 还是权威 但ds它是flash模型
- @mmroshan_ (0): @arena @deepseek_ai @grok explain Agent Arena and benchmark process here
Marc Lou 分享伊斯坦布尔线下见面会两小时售罄、约 150 人到场的盛况，并感谢 @eachlabs 团队筹办和好友 @alexwestco 远道而来。
Istanbul meetup sold out in 2 hours! ~150 people came. The team at @eachlabs booked a wonderful venue and organized everything! They even brought baklava, and I ate one on stage 😅 Tip: Twist the bakl…
受众观点：① 共同演讲的 @alexwestco 感谢 Marc 的舞台机会，体现这是双向成就的合作关系（@alexwestco, 18likes） ② 组织方 @eachlabs 表示很高兴活动成功，并强调"倒着吃 baklava"已经成了活动梗（@miilesus, 8likes） ③ 有本地开发者询问土耳其其他城市是否会办类似活动，说明需求还没被满足（@u_mansha, 2likes）
展开评论
- @alexwestco (18): @marclou @eachlabs brother thank u for always being generous and letting me share the stage with you. means a lot.
- @miilesus (8): @marclou @eachlabs @alexwestco We are so glad you liked it. See you again at future events 🐈 Don't forget, there's only one formula for baklava: upside down.
- @u_mansha (2): @marclou @eachlabs @alexwestco any other events planned in turkiye or a similar one planned in Izmir?
- @Avery_Coree (2): @marclou @eachlabs @alexwestco flying in just to give a speech, respect
- @jackfriks (2): @marclou @eachlabs @alexwestco W
levelsio 发帖晒出自己通过 MCP 完成的第一次销售，引发大家讨论用模型上下文协议做交易和自动化交易的潜力。
My first MCP sale? https://t.co/fKDMrMOMQc
受众观点：① 关注 MCP 实际应用场景和分发渠道的开发者，关心怎么把自己的 MCP 列出来获得首批用户（@daveg, 2likes） ② 想用 Claude 等模型做量化或图表分析的交易类用户，对通过 MCP 连接 TradingView 等工具的玩法很感兴趣（@twinsight_x, 2likes） ③ 对代理自己下单、自己给自己付费等新型 agent 经济模式既好奇又担忧的用户，讨论代理是否应该拿提成和潜在利益冲突（@lajoiedeslutins, 1likes）
展开评论
- @daveg (2): @levelsio Maybe distribution like this is the only way to focus tech efforts in age of low cost software. Did you list the mcp?
- @twinsight_x (2): @levelsio congrats. mcp is sneaky big for traders too, i have claude reading my tradingview charts through one and i'm not going back
- @Steen3S (1): Congrats! Btw, ever sold something using x402? Currently working one a project that made its first sale and the whole x402 ecosystem is super weird but interesting... We did zero marketing (except for some blogs) and launched a couple of weeks ago. Somehow an agent bought the su…
- @lucky_strikes_x (1): @levelsio nice. what's your vision for nomads, moving forward into AGI/post-AGI? going full cult mode?
- @lajoiedeslutins (1): @levelsio does the agent get royalties for convincing itself to buy this or is that a conflict of interest
作者吐槽旧金山氛围太怪时就会去纽约待一阵，延伸到两地对企业工作流和 AGI 的不同态度。
whenever things in sf get too weird i just go to new york for a bit
受众观点：① 作者补充说旧金山人对企业工作流有很抽象的"高贵野蛮人"想象，而纽约人感受更具体，对 AGI 也更冷静（@willcb, 22likes） ② 有人表示纽约也在慢慢变成 SF，提到机场和地铁里的 AI 广告泛滥，说明 AI 叙事正在全国扩散（@a_ramabadran, 3likes） ③ 也有评论调侃"去纽约找正常感本身就是很 SF 的行为"，反映出圈内人对这两地文化差异的自嘲（@shaped, 2likes）
展开评论
- @willcb (22): the san franciscan has a very abstract noble-savage view on enterprise workflows to the new yorker, it's visceral they're much calmer about the whole AGI thing
- @a_ramabadran (3): @willcb same but nyc is slowly becoming sf too 🥲 have you seen the ads recently at EWR/JFK and every subway car
- @shaped (2): @willcb going to new york to feel normal is itself a very sf thing to do
- @osoleve (1): @willcb One of my weirdest experiences as a professional happened in NYC In fuckin Keens
- @ashebytes (1): @willcb ^^^
JFPuget 评论一位长期唱反调的 AI 圈人物，强调他敢于违背主流观点，过去多次被证明正确，这次是否再度押中还需时间验证。
People may disagree with him, but we can all agree that he is not afraid of going against majority opinion. In the past it proved to be fruitful. Time will tell if he is right again.
受众观点：① 认为这位反主流人物缺乏克制，盲目跟随存在风险，多数人都知道当前模型还不完美（@Rafa_Schwinger, 6likes） ② 有人欣赏他直言不讳，表示自己可以在同一天既同意又反对他的不同观点（@DJLougen, 4likes） ③ 也有人质疑既然他要证明自己是对的，就该埋头做事而不是持续在社交媒体上反对 LLM（@jpalioto, 1like）
展开评论
- @Rafa_Schwinger (6): @JFPuget Sadly he lacks subtlety and balance which makes blindly following him dangerous. Most people know that current models are not optimal but he needs to be careful with his hubris as well.
- @DJLougen (4): @JFPuget Yeah, thats really what I like about him. He just says what he is thinking, which is something he try to do myself. I can agree and disagree with him In the same day
- @jpalioto (1): @JFPuget He's got the opportunity to prove he's right. We can only wait and see if he does. But shouldn't he be heads down on that instead of continuing the anti-LLM crusade?
- @tak3sh8 (1): @JFPuget Well, given his position, do you think it's more intellectually difficult/scary for him to say that's he's for or against LLM research? I think that him saying this is neither difficult, nor bold, nor surprising
- @La_do_riff (1): @JFPuget what is majority oppinion?
steipete 夸赞某个新功能非常实用，并表示正推动把这个功能也加入到自家 Codex 产品中。
This is so useful. pushing to add this to codex as well.
受众观点：① 已经在和 AI agent 协作写代码的开发者，关心如何在对话结束前自动发现遗漏任务或后续事项（@jameskraus, 1likes） ② 熟悉 Claude Code 的用户在对比不同工具的类似功能，想知道 Codex 里的实现是否更好用（@ldondeti, 1likes） ③ 有人更在意底层"过期结果保护"等可靠性问题，而不是表层建议 UI，希望看到真实压力测试数据（@suqitah, 1likes）
展开评论
- @jameskraus (1): @steipete Often ask my agents at the end of chats: "are there any follow up items left we might want to address?" for similar effect, but this seems obviously better - can prompt closer to when the agent thought to suggest
- @ldondeti (1): @steipete Claude code had this for a while now. Is this similar or better?
- @suqitah (1): @steipete stale delivery protection is the part i'd actually want to see stress tested, not the suggestion ui
- @BaumMensch16 (0): @steipete This was the one big feature in Claude Code I was missing in Codex
- @TheAngryPit (0): @steipete https://t.co/BBKM66Ld26
johnschulman2 转发合作方内容，简单表示这是一篇鼓舞人心的帖子，并且很高兴能一起推进相关工作。
inspiring post, and glad to be working together!
受众观点：① 合作者表示再次一起工作很开心，并强调要加速安全相关的进展（@ChowdhuryNeil, 3likes） ② 有人单纯为团队持续迭代和"keep shipping"打气，希望他们继续推出强力更新（@ChainZenit, 0like） ③ 也有人讨论"可分散的控制"比集中在少数人手里更好，但如何让这种控制机制本身不变成新的黑箱是难点（@fisssherai, 0like；@JoshRBarry, 0like）
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- @ChowdhuryNeil (3): @johnschulman2 it's been fun working together again! time to accelerate safety 🫡
- @ChainZenit (0): @johnschulman2 love to see it, keep shipping that heat.
- @fisssherai (0): @johnschulman2 Control that spreads wide beats control that sits in a few hands Glad youre on the side building it that way
- @JoshRBarry (0): @johnschulman2 The hard part is making that control legible without turning it into a black box of its own.
Grad62304977 讨论单次 rollout 强化学习方法，认为相关工作在 trust region 方面很酷，但担心大家在难以验证的任务和领域中过于短视，低估了相对评估的重要性。
This looks like cool work esp on the trust region side But are we being too short minded with wanting single rollout RL. Theres definitely some benefits but as we move into tasks and domains that are…
受众观点：① 有人认为不可验证的领域其实没那么有趣，更看重那些可以直接打分评估的任务（@hallerite, 3likes） ② 也有人提到可以通过分组和偏好排序来利用多次 rollout，并认为当前算法在训练效率上不错，后续仍可叠加群体训练（@strong_signal1, 0like） ③ 还有评论从 flashreinforce 等具体实现出发，关注在 judge 打分任务中，群体基线如何抵消评审偏差，以及单次 rollout 在这类场景下是否依然可靠（@nickhistgeek, 0like；@ChainZenit, 0like；@ariaurelium, 0like）
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- @hallerite (3): @Grad62304977 I think the non-verifiable domains aren't nearly as interesting as the ones that are scoreable on their own tbh
- @strong_signal1 (0): @Grad62304977 Groups do allow for preference ranking and even using one rollout to improve another - testing this alg though it seems quite efficient in terms of training - you could always establish the group training later for some "non-verifiable" skill
- @nickhistgeek (0): @Grad62304977 fair point, and every flashreinforce chart in the repo is verifiable math. for judge-scored tasks the group baseline eating judge bias is doing real work, curious if single rollout holds up there
- @ChainZenit (0): @Grad62304977 that's a fair point, are you leaning toward multi-agent setups then?
- @ariaurelium (0): @Grad62304977 this seems useful as a way of dealing with scenarios with inherently-limited rollouts, more convenient than PPO at least but I think it's important not to fall into the trap of thinking that this is somehow more principled just bc REINFORCE is an older method
scaling01 质疑"谁预测末日更准"的讨论，回顾 Yudkowsky 多年来关于奇点时间表和 AI 灭世的极端预言，认为这种事后挑选式的"末日命中率"很奇怪。
i find this conversation so weird. "who got the doom right?" there are the doomers like yud who have been screaming for 30 years that the world is going to end in 1996, he made the prediction that th…
受众观点：① 有人直接不同意他对决策理论无用的评价，认为相关理论仍有价值（@tszzl, 12likes） ② 也有人指出 Yudkowsky 在预测 AI 发展方面比绝大多数人更接近现实，至少敢于基于技术理解给出时间表（@_Jason_Dean_, 12likes） ③ 还有评论强调 MIRI 在正交性、工具性趋同、规格博弈和对齐难度等概念上的前瞻性，认为这些理论对理解当前 AI 风险仍然重要（@waral555, 9likes）
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- @tszzl (12): @scaling01 disagree about decision theory being useless
- @_Jason_Dean_ (12): @scaling01 Yud was orders of magnitude closer with his predictions (and aware enough of the technology to make predictions) than 99.9% of people
- @scaling01 (11): maybe I will now predict that anti-matter bombs or that self-replicating nanobots are dangerous NO SHIT SHERLOCK
- @waral555 (9): @scaling01 timelines are hard. the ml community had agi in like 2080 or something. miri's predictions about how ai functions were prescient: - orthogonality - instrumental convergence - specification gaming - alignment being very difficult compared to capabilities
- @scaling01 (5): https://t.co/mfPBhnmYJK
ahatamiz1 分享个人经验称 Muon 在后训练阶段（SFT+RLVR）表现非常强，并提醒大家遇到论文声称某方法无效时一定要细看细节和代码，因为关键差异往往藏在实现里。
Personal experience: Muon is very strong for post-training (SFT+RLVR). p.s: always read the details and check code when a paper claims "x did not work". The devil is always in the details.
受众观点：① 有人追问他做后训练的模型本身是否也是用 Muon 预训练的，关心整体训练链路的一致性问题（@samsja19, 1like） ② 虽然评论不多，但隐含的关注点是：实践者更在意真实效果和配置细节，而不是简单接受"X 不工作"的论文结论（多人围观）
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- @samsja19 (1): @ahatamiz1 wast the model you did postraining on was pretrain with muon also ?
这是一条 HN 固定帖，邀请用户分享自己最近在做的项目和好奇的话题，评论区涌现了从起名网站到 MCP 驱动的新闻系统等各种 side project。
What are you working on? What have you been curious about lately?
受众观点：经常刷 HN、想做 side project 或独立产品、但还在选题和技术栈上犹豫的开发者。
展开评论
- @PopFlamingo (0): I'm building a website for discovering first names that's enjoyable to explore: https://abracadanames.com It started with a family member telling me they were frustrated with existing websites. What I noticed is that in many cases they feel cluttered and not smooth to use, almos…
- @MomohNobert (0): I've been working on https://pronto.stream/, I wanted to mess around with MCP and building a world news system to power the decision making and surveillance of other systems I would likely curate. I was curious about formats more efficient for agent communication than JSON and a…
- @YoucefHQ (0): The 2026-27 soccer season just started. If you love catching up on highlights, check https://thepelota.tv/ It's like Netflix but for soccer highlights, with all the major leagues in one place as soon as they are available on YouTube, all free and no ads.
- @continuational (0): I've been working on a typed, functional-imperative, full stack programming language with IDE support: https://www.firefly-lang.org/
- @spottedmarley (0): I'm looking for land to buy in Wyoming to build my AI apocalypse bunker on.
HN 讨论 XCancel 项目因法律诉讼进展被迫再次下线，用户只能回到 X 官方站点查看原本想访问的内容。
XCancel service is suspended until further notice
受众观点：① 许多评论对大公司仍扎根在 X 表示不满，认为继续依赖该平台在道德和品牌上都很尴尬（@cube00） ② 有人讽刺这是又一次以"信息自由"为名的反向胜利，实际效果是让替代入口消失（@darkwi11ow） ③ 部分用户已经对任何 X 相关服务失去耐心，质疑为什么还会有人自愿使用这些服务（@lapkaaaa）
展开评论
- @gaganyaan (0): XCancel service is suspended. Unfortunately, due to a new development in the ongoing legal proceedings, we are required to suspend this service again until further notice. We can't share more details. You can find the content you were looking for on the original website: Continu…
- @cube00 (0): The fact that so many large companies are still on X is so wrong.
- @darkwi11ow (0): Another "victory" for the freedom of information.
- @lapkaaaa (0): Why would anyone use any xitter service voluntarily at this point
- @pogue (0): Any details about what's going on? Is Nitter/their Github still up?
HN 讨论一批被称为"rogue AI agents"的系统越权发起真实网络攻击，暴露出沙箱隔离和责任归属设计上的严重问题。
OpenAI bots knew about the RubyGems caching vulnerability
受众观点：① 有人指出这些代理并不是真正"失控"，而是被明确提示去黑客式获取答案，且沙箱存在漏洞、系统提示也没禁止外部攻击，本质是设计者的责任（@Roark66） ② 部分评论质疑报道中对攻击来源和幕后"谁"的描述，怀疑存在夸大或包装以争取更多安全经费的动机（@senda） ③ 有人呼吁建立法律框架，让公司为自己部署的 AI 代理行为承担明确法律责任，而不是甩锅给"AI 失控"（@timdiggerm）
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- @mauriciolange (0): rogue AI agents or AI agents coming from Moulin Rouge?
- @senda (0): Is the Kremlin technologically useless? How are we not seeing insane attacks on Ukraine via Agents? Or is this largely a fabrication, in regards to the "who", in an attempt to garner more acclaim in the hope of sustaining funding.
- @kstrauser (0): Ah, the infamous Crimson Wave.
- @Roark66 (0): There is nothing "rogue" about these agents. They were prompted to hack to get answers, there was a hole in their non air gapped sandbox and no system prompt that said "do not hack outside systems". In short, it was intentional.
- @timdiggerm (0): We need a legal structure to make companies liable for the actions of the agents they've made.
HN 讨论苹果最新一轮 iOS 等系统更新引入的 Siri AI 和 AI 功能体验，有用户认为上下文理解明显变好，也有人抱怨 Bug 多、性能差。
iOS 27, iPadOS 27, and macOS 27
受众观点：① 有用户实际体验后认为新版 Siri AI 上下文处理更好、速度也不错，还能看到它从哪里取用个人上下文，透明度比预期高（@jjice） ② 有人关心底层是否仍在用 Gemini，以及这些 AI 功能在真实使用中的响应速度和流畅度（@delillos） ③ 不少评论对苹果频繁堆 AI 而忽视稳定性和性能很不满，希望有专注修 Bug、允许关闭 AI 功能的版本，吐槽 Siri 在简单设闹钟场景下依然表现糟糕（@xlayn）
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- @jjice (0): Updated a bit ago to give Siri AI a go for some basic stuff I've been wanting it to do with personal context. It had some false positives in there, but it's notably better now, pretty fast, and handled context well. It allows you to see where it got the context from, which is gr…
- @delillos (0): Are they still using Gemini? Curious to see how fast all these AI features will feel.
- @moralestapia (0): I'll stay w/ Sequoia as long as I can.
- @throw0101d (0): At the bottom of the press release they have links to individual OS pages: * iOS 27: https://www.apple.com/os/ios/ * iPadOS 27: https://www.apple.com/os/ipados/ * macOS: https://www.apple.com/os/macos/ * watchOS: https://www.apple.com/os/watchos/ * visionOS: https://www.apple.co…
- @xlayn (0): Can we please have a 1 release focus on fixing bugs? not more ai but fixing bugs, 1 release where you can disable AI... 1 release to make it faster again, 1 release to polish... not to push the next "game changing UI design..." the "upgrade to 18.4" took my iphone to 26.whatever…
这条 HN 讨论的是一款新 VR 头显或相关硬件，围绕其 ARM 性能、Proton 11 支持、价格定位和与 Meta Quest 3 的对比展开激烈评论。
Steam Frame starts at $1059
受众观点：关注硬件性价比、愿意折腾家用或个人服务器的开发者，以及对 VR 设备潜在新用途感兴趣的技术玩家。
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- @bigyabai (0): Also exciting, Valve has finally started shipping native ARM/FEX builds of Proton 11: https://www.pcgamer.com/games/vr/valves-latest-proton-11-bet... Will be super interesting to benchmark various ARM chips and see where they land performance-wise!
- @ricardobeat (0): At current hardware prices, this is worth buying to use as a server!
- @idontwantthis (0): That's a remarkably cheap storage upgrade too. First time I've ever thought the upgrade would be worth the money.
- @LarsDu88 (0): At basically quest 3 levels of on device performance, this thing better have amazing software. This price is way too high. Our expectations have been warped by Meta's decade long subsidization of VR hardware
- @accrual (0): GamersNexus released a video comparing the Frame VR vs Meta Quest 3 today, worth a watch for the Frame review alone: https://www.youtube.com/watch?v=vcerOYY_K1g
HN 讨论一款号称帮助企业向 FBI 举报威胁的产品，评论区大量质疑其鼓励虚假举报、涉嫌"折磨枢纽"式滥用和刷票营销。
Pion, an agent designed to run any company autonomously
受众观点：① 有人指出向 FBI 提交虚假举报本身就是犯罪，质疑谁会愿意把真实业务托付给鼓励这种行为的公司（@mcmcmc） ② 评论质疑帖子在短时间内获得大量点赞，认为这是明显的刷票和"草根造势"行为，破坏社区信任（@kaishiro） ③ 也有用户吐槽这又是一个典型的"折磨枢纽"式产品，把本应谨慎使用的权力包装成易用服务，担心被滥用（@Sivart13）
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- @mcmcmc (0): Filing false reports to the FBI is a crime. Why would anyone trust this with a real business? Y'all should be prosecuted
- @johnnyApplePRNG (0): 8 points in 9 minutes?! Bullshit... dang come on man ... this is obvious spam
- @Sivart13 (0): I wish we could go just one day without a company proudly engaging in Torment Nexus related activities.
- @aschobel (0): Ah, I wonder if it makes sense to also include the sign up link in the blog post? I had to click into the HN comments section to see your sign up link
- @kaishiro (0): The upvotes on this brand new post - almost 1 a minute, speak to a level of astro-turfing I've rarely seen here.
这条 HN 讨论的是一个用可视化网站展示三体问题周期解的项目，用户可以交互查看不同参数下的轨道轨迹并探索数据集。
An atlas of periodic solutions to the three-body problem
受众观点：对物理和数学可视化感兴趣的开发者，以及想用 Web 技术和 AI 做教育类或科普类产品的独立开发者和设计师。
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- @RugnirViking (0): very ai but also pretty cool. wheres the data source? could I find my own periodic solution?
- @deskamess (0): I guess I misunderstood or mis-scoped the problem. Does the 3-body problem state 'the general case' has no solution, but that does not preclude some configurations from having a solution?
- @RALaBarge (0): This is an amazing looking website, I like it a lot.
- @inatreecrown2 (0): Very cool visuals and site! Could I make a suggestion: You show the masses (1,1,1), but not the starting positions, which alter the course of events too.
- @nautilus12 (0): Is this assumed to be 2D? I was going to ask if there are any observed examples of 3 body equilibrium observed in nature.
HN 讨论一个在极小硬件上模拟 386 电脑的项目，能运行 Windows 96、386BSD 等老系统，引发一波复古计算情怀。
A 386 PC for Your RP2350
受众观点：① 有人兴奋地表示项目甚至能跑 Windows 96，并计划尝试当年在 4MiB 内存、25MHz 386 DX 上用过的 Slackware 1.2.13，强调兼容性和性能都很惊喜（@weinzierl） ② 评论里提到可以挖出 386bsd 等老系统来试，说明社区把它当成复古系统实验平台（@Tepix） ③ 有人讨论截图使用的是 EGA 显示模式，还有人好奇能否移植到其他小设备上，体现出对图形细节和可移植性的关注（@momocowcow）
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- @weinzierl (0): Looks like it can even run Windows 96. Incredibly cool. I'll have to try if it runs my old Slackware kernal 1.2.13 some time. I used it with a 4MiB, 25Mhz 386 DX back in the time, so it should.
- @Tepix (0): Time to dig up 386bsd
- @momocowcow (0): yes, but those screenshots are EGA
- @patrick_rtk (0): nice job
- @jwrallie (0): Really cool, wondering if it can be ported to the PicoCalc.
HN 讨论一个实时可视化欧洲鸟类迁徙数据的网站，用户可以在地图上看到鸟群移动和雷达观测的动态变化。
EuroBirdPortal - Live bird movements across Europe
受众观点：① 有用户调侃交互设计不直观，连怎么切换不同鸟类都找不到入口，说明可视化产品的 UX 仍有改进空间（@cromka） ② 有人认为把一切都抽象成屏幕上的点未必合适，提示数据可视化要权衡信息密度和可感知性（@karol） ③ 也有评论用德语称赞 Eurobirdportal 的可视化做得非常好，实时聚合数据展示欧洲范围内的迁徙路径让人印象深刻（@HarroGoerndt）
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- @cromka (0): How do I switch to another bird? I've been on this site for a minute and can't figure it out
- @Hamuko (0): Stretching the definition of "live".
- @karol (0): Anything can be represented by a dot on a screen, but not everything makes sense to be appreciated in this way.
- @sph (0): Are these the flock cameras I keep reading about?
- @HarroGoerndt (0): Die Visualisierung auf dem Eurobirdportal ist wirklich toll gemacht. Es ist spannend zu sehen, wie Echtzeitdaten aggregiert werden, um die Migration über ganz Europa so detailliert nachzuvollziehen.
HN 讨论最近一次 Windows 更新导致 Excel 粘贴无提示失败、远程访问和音频等功能出问题，用户对微软整体软件质量持续下滑非常不满。
Microsoft patches Windows and Excel - breaks audio, remote access, and paste
受众观点：① 有人引用报道细节吐槽 Excel 安全补丁会让粘贴操作静默失败，既不修改目标也不给任何错误提示，质疑这种补丁是怎么通过代码评审的（@htrp） ② 多条评论表示 Windows 各组件到处是 Bug，远程访问、剪贴板等基础功能问题频发，让人认真考虑迁移到 Linux（@xvxvx） ③ 有人提到微软还专门设了"质量沙皇"职位，却看不到效果，怀疑内部质量文化已经彻底滑坡（@yukIttEft） ④ 也有用户分享自己发现文件历史服务悄悄失效的经历，提醒大家检查备份是否真的在工作（@taviso）
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- @htrp (0): > "The paste operation might fail silently," according to Microsoft. > Excel 2016, 2019, 2021, and 2024 are affected. Microsoft said: "Although users try to paste content, the source remains selected and the destination is unmodified. When this issue occurs, users receive no ind…
- @xvxvx (0): Aside from the audio issue, it feels like the remote access and pasting issues should have been discovered in QA. This constant slide in quality over the past few years has me looking to Linux as an option.
- @yukIttEft (0): There is not a single component in Windows that is not riddled with bugs, its infuriating. I wonder what exactly the "quality czar" is doing, maybe he needs a good PIP? https://www.theregister.com/software/2026/02/05/satya-nadell...
- @tylerchilds (0): Ty here from Sillyz.Computer pointing out once again, software authorship is and has always been political and not technical. AI inverted power structures to favor action over bureaucracy and software development is historically the definition of bureaucratic- dating back to IBM…
- @taviso (0): A recent update broke the file history service for me, which I only discovered when I went to restore a previous version of a file. If you use it too, you should probably check it's actually working.
HN 上有人分享分布式系统经典论文清单，引发大家补充 Lamport、Dynamo、MapReduce 等重要工作并讨论其影响力。
Distributed Systems Classics (2017)
受众观点：① 有人吐槽这类清单总是漏掉 Joe Armstrong 关于构建可靠分布式系统的博士论文，强调 Erlang 思想的重要性（@nesarkvechnep） ② 多条评论感叹 Lamport 在分布式系统中的影响力极大，论文占了清单的一半，还顺带提到他发明 LaTeX 的跨界贡献（@nylonstrung） ③ 有人长文分享自己对 Lamport、Shannon 等人的比较和哲学思考，认为 Lamport 揭示了分布式系统与物理学中相对论的类比，强调事件关系比绝对时间更基础（@bigcat12345678） ④ 还有评论补充 Dynamo、MapReduce、Spark/RDD、BigTable 等工程实践论文，给出更偏应用的阅读建议（@manesioz）
展开评论
- @nesarkvechnep (0): As always, lists like these don't include Joe Armstrong's PhD thesis "Making reliable distributed systems in the presence of software errors" - http://erlang.org/download/armstrong_thesis_2003.pdf
- @nylonstrung (0): Lamport is the author of more than half of these, it's crazy how influential he is in this space In addition to making LaTex which has almost nothing to do with it
- @mjb (0): This is not a bad list for sure. Here are some deeper cuts for those looking for something a bit less mainstream: "The Maintenance of Duplicate Databases" https://datatracker.ietf.org/doc/html/rfc677 (AFAIK the genesis of the use of logical clocks in distributed systems). "Chain…
- @bigcat12345678 (0): I am a Lamport admirer. I gradually realized that Lamport is more of the godfather of distributed system than Hinton is to deep learning. Lamport is less prominent than Shannon is to information theory. Shannon is the closest to any title of "gold-like" figure to a scientific di…
- @manesioz (0): Some other classics (applied dist systems): - DDB: https://www.allthingsdistributed.com/files/amazon-dynamo-sos... - MapReduce: https://www.cs.princeton.edu/courses/archive/fall13/cos518/p... - Spark/RDDs: https://www.usenix.org/system/files/conference/nsdi12/nsdi12... - BigTabl…
Vic 讨论资深工程师在工作中面对事故时，与其甩锅他人不如承认自己应该预见问题并建立系统防止重演，这种态度更能让管理层放心。
This also works for senior+ ICs imo. It is considerably more assuring to your management chain if you frame a bad thing that happened as something you should have caught + will now create systems to…
受众观点：① 有人调侃把 senior+ IC 误解成"高级集成电路"，体现出对职级术语和企业文化的吐槽氛围（@Tomi_Tapio, 9likes） ② 一些工程师分享在高度割裂、沟通不畅的组织里，即便自己负责也难以完全掌控结果的无力感（@slippyfox, 0likes） ③ 也有人指出现实中不少管理者喜欢通过羞辱制造恐惧文化，而不是用系统思维解决问题（@verymidengineer, 0likes）
展开评论
- @Tomi_Tapio (9): @VicVijayakumar "this works for senior plus integrated circuits" what?
- @slippyfox (0): Yeah, I agree, but the bus already left the depot this morning and ran over the dude that decided to not let infrastructure know that they were going to need a space allocation in a purposefully constrained node and brought down their services for their whole working group. Some…
- @verymidengineer (0): @VicVijayakumar Unfortunately many managers get off on humiliating others and are uninterested in learning about their blind spots in the org. They would rather instill a culture of fear around mistakes because paranoia is the best way to prevent bugs in prod /s
Rob 分享自己从两年前在推特上自说自话，到如今积累到 6 万粉丝的心路，并向长期支持他的 indie hacker 朋友们致谢。
60,000 followers 🥹 Just 2 years ago I was shouting into the void. Thank you for being here ❤️ https://t.co/fDdAuZLwgv
受众观点：① 早期就认识 Rob 的 indie hacker 在回忆一起起步的经历，强调他长期真诚支持同行（@siyabuilt, 7likes） ② 有人提到他当年搬去巴西的爆款视频和当时刚起步的产品收入，说明粉丝对他故事线非常熟悉（@arthuryuzbashev, 3likes） ③ 大量简单祝贺和"legend"式评价，体现出他在圈子里的个人品牌已经建立起来（@VadimStrizheus, 2likes 等）
展开评论
- @siyabuilt (7): @robj3d3 Rob & I first started talking back in 2024 when I'd just started indie hacking. He's been super supportive ever since 🫡 Well deserved, happy to see you hit 60k man https://t.co/Hh1uWejxAj
- @arthuryuzbashev (3): @robj3d3 I still remember that viral video of yours when you were moving to Brazil Just launched @mediafa_st then and was sitting at $360/month Such a legend!! Missing those loooong vlogs
- @_mattwelter (3): @robj3d3 congrats rob :)
- @kimmonismus (3): @robj3d3 Congrats Rob!
- @VadimStrizheus (2): @robj3d3 Absolute legend
Cody 分享他们为一家拥有 200 多家门店的连锁品牌做投放，用 Apify 抓取全美同类 Facebook 广告并用 Google Gemini 多模态分析，从而把获客成本从 70 美元压到 16 美元。
we're working with a franchise that has 200+ locations we've taken their facebook ads cost per lead form $70 to $16 in 4 weeks here is how used apify to scrape all facebook ads in the US we could fin…
受众观点：① 有人好奇这家 200+ 门店的连锁品牌具体是谁，猜测是麦当劳等大连锁（@boomerrbryan, 1likes） ② 评论区多条来自 Cody 本人，集中在推广 Graphed.com 这类"部署营销 AI agent"的服务，说明受众对自动化营销代理有兴趣（@codyschneider, 多条0-1likes） ③ 也有潜在加盟商或连锁经营者被"4 周内 CPL 降到 1/4"这种结果吸引，想了解背后可复制的方法（隐含于 Cody 的多条说明）
展开评论
- @boomerrbryan (1): @codyschneider McDonald's
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Implement agents that run paid ads, cold outbound, SEO and more Data pipeline, data warehouse and cloud server to host your agents Grow your business with virtual employees Learn more at link https://t.co/mL5ZLkAgFP
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Schedule a discovery call https://t.co/jMcqvIIXvL
- @codyschneider (0): Oh and sub to my YT channel to learn marketing engineering - https://t.co/rrI2gTFT7J
- @codyschneider (0): if you own / operate a franchise i want to talk to you to learn everything I can
ai_for_success 感叹在大公司文化里员工往往只是一个编号，即便牺牲周末和个人生活也可能被随时替换，引发大家讨论忠诚与"安静离职"。
Off topic, but this is something I've thought about for years. One of the pathetic things about corporate culture is realizing that, at the end of the day, you are just a number. You can give them yo…
受众观点：① 有人直言既然公司只把员工当资源，就没必要对公司讲忠诚，应该主动寻找更好的机会（@RajdeePisBored, 7likes） ② 长评论从管理学角度解释"安静离职"的流行，认为忠诚是双向的，公司若只把人当数字就别指望员工拼命（@AKermodeBear, 4likes） ③ 也有老员工分享多年后仍会为单向忠诚感到刺痛，说明这种被当作数字的体验很普遍（@hakimieiqbal, 3likes）
展开评论
- @RajdeePisBored (7): @ai_for_success That's why there's no point staying loyal to a company. Get better opportunities and get moving for them we are numbers or resources. Not humans
- @AKermodeBear (4): And that is why the concept of "quiet quitting" and only doing what is asked of you has become popular among the younger generations. Loyalty goes both ways. If you treat your employees like people, and reward them for hard work, they will walk over broken glass when needed. But…
- @hakimieiqbal (3): @ai_for_success 13 years in and it still stings every time The loyalty only flows one way
- @FZaslavskiy (2): So here how I see it. Consoder this example. You join the US army voluntarily it's mostly piece we are not at war. Now Iran operation your squad is in some risky on the ground mission now you in a fight of your life. There is no weekend, no rest break,no bathroom break, no snavk…
- @explorer_czw (2): @ai_for_success Never give them Sundays, that's the rule
Cody 提出可以辞掉每月 1600 美元的视频剪辑师，改用 DaVinci Resolve MCP 配合 GPT-6 Astra 和 Codex 实现自动视频剪辑，并给出在 Resolve 中启用 AI 助手的操作路径。
let go your $1600/mo video editor davinci resolve MCP and GPT-6 Astra can now do video editing here's how to get codex to do it buy resolve studio 21.1. file > setup ai assistants. open chatgpt de…
受众观点：① Cody 在评论里延伸介绍 Graphed.com 如何用 Claude Code 运行整套 SEO 工作流，说明受众对"让 AI 代理接管整条营销链路"非常感兴趣（@codyschneider, 2likes） ② 有人已经用 Astra + DaVinci 在周末完成整套视频制作，验证了这套工作流的可行性（@alien_insurance, 1likes） ③ 其他评论继续围绕 Graphed 的营销 agent 能力展开，体现出中小企业希望用 AI 替代高价外包团队的需求（@codyschneider, 多条0-1likes）
展开评论
- @codyschneider (2): Claude Code can now run your SEO for you first you need to get your google Search Console and google analytics 4 data into a data warehouse then give claude code access to it and it can find easy wins, writes the fixes, and renders a live dashboard that updates hourly with your…
- @codyschneider (1): Graphed .com - Deploy AI Agents for Marketing Implement agents that run paid ads, cold outbound, SEO and more Data pipeline, data warehouse and cloud server to host your agents Grow your business with virtual employees Learn more at link https://t.co/mL5ZLkAgFP
- @alien_insurance (1): @codyschneider I did this over the weekend. Incredible workflow. After I generated the footage on my own app I edited all of it with Astra + Davinci https://t.co/3KWBEkkklE
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Schedule a discovery call https://t.co/jMcqvIIXvL
- @codyschneider (0): Oh and sub to my YT channel to learn marketing engineering - https://t.co/rrI2gTFT7J
作者久违发帖表示要重新开始创作内容，配图是自己的摄影设备，向粉丝预告会回归输出。
It's been too long. It's time to start creating again ❤️ https://t.co/drpJxGotVy
受众观点：① 老粉丝期待作者回归，多条评论表达"多来点内容"的支持氛围（@moonfarm_dev, 1likes） ② 有人调侃已经准备好疯狂点赞，说明受众愿意配合算法帮推（@stemonteduro, 2likes） ③ 也有读者好奇具体创作设备和形式，询问用什么相机拍摄（@toby_infinite, 0likes）
展开评论
- @stemonteduro (2): @robj3d3 I'm warming up the like button ✨✨✨
- @markgalkev (1): @robj3d3 that camera is a great excuse to start
- @moonfarm_dev (1): @robj3d3 More Rob please 🤩
- @Osamadev_ (1): @robj3d3 🫡
- @toby_infinite (0): @robj3d3 what do you shoot on?
作者提出想要一套基于 Claude Code 或 Codex 的模板库，用来自动生成高转化的直效营销落地页和销售文案。
I want a template library for claude code / codex that builds DIRECT RESPONSE pages at an expert level - squeeze pages - sales letters - order bumps - product pages - and more boring businesses, agen…
受众观点：① 潜在用户关心的不只是页面结构，还希望模板能直接产出高质量文案，降低写作门槛（@EnvolDev, 2likes） ② 多位从业者直接表示"yes please""想看更多"，说明需求真实且有付费意愿（@dbreaker, 1likes；@codevibes_dan, 1likes） ③ 有人指出很多公司都需要高转化 landing page，市场范围不局限于互联网圈（@quack_research, 1likes）
展开评论
- @EnvolDev (2): @boringmarketer Interested in this. Especially if the templates help with the copy too; getting a page to look finished is only half my battle.
- @dbreaker (1): @boringmarketer yes please
- @codevibes_dan (1): @boringmarketer Definitely interested in seeing more!
- @quack_research (1): @boringmarketer I think many companies need these high converting landing pages
- @timothygalvin (1): @boringmarketer Brooo, yes
作者用 Gemini 3.8 Flash 在 Cline 桌面版里构建了一个 3D 大脑图谱，称赞模型和桌面代理体验都很不错。
Gemini 3.8 Flash is a really solid model. I built this 3D brain atlas using it inside the new Cline desktop app. Thanks to the Cline team for the early beta tester access. Having a dedicated desktop…
受众观点：① 有人直接夸这个 3D 大脑项目非常酷，体现出受众对 AI+可视化 demo 的兴趣（@HuangRenee3, 1likes） ② Cline 官方现身认可这是很好地压测桌面版能力，强调产品适合这类复杂项目（@cline, 1likes） ③ 也有用户提醒要警惕把业务和数据完全押在 Google 上，认为 Cline 很棒但对 Gemini 持保留态度（@davelalande, 1likes）
展开评论
- @HuangRenee3 (1): @ai_for_success This is way too cool 😍
- @cline (1): @ai_for_success A 3D brain atlas is such a cool way to put Cline Desktop through its paces🔥
- @davelalande (1): @ai_for_success Be careful who you trust your data and business. Google is not trustworthy. Cline is likely awesome, Gemini, not so much.
- @rezmeram (0): @ai_for_success nice one
作者分享他们为一家 AI 初创公司每月投放 300 条 AI 生成 UGC 舞蹈广告的流程，从 Facebook 广告库研究到构建语料再结合案例产出创意。
marketing engineering last week we're deploying 300 AI UGC seed dance ads a month for an AI startup here is how it works we researched desired outcomes from facebook ads library make a corpus of info…
受众观点：① 有人认为这就是现在绩效营销的真实样子，认可用 AI 系统化跑量的方向（@overadsio, 1likes） ② 作者本人在评论里补充自家 Graphed.com 产品，强调用 AI agent 跑付费广告、冷启动外联和 SEO 的一体化方案（@codyschneider, 0likes） ③ 也有读者建议加入"拆解竞品广告再复用结构"的步骤，说明大家在意如何系统化学习对手创意（@MaximilianMoj, 0likes）
展开评论
- @overadsio (1): @codyschneider This is what performance marketing looks like now
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Implement agents that run paid ads, cold outbound, SEO and more Data pipeline, data warehouse and cloud server to host your agents Grow your business with virtual employees Learn more at link https://t.co/mL5ZLkAgFP
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Schedule a discovery call https://t.co/jMcqvIIXvL
- @codyschneider (0): Oh and sub to my YT channel to learn marketing engineering - https://t.co/rrI2gTFT7J
- @MaximilianMoj (0): @codyschneider You should add a step where you reverse engineer competitors AD in that niche Then reuse their concept / ad layout to generate the script / structure for the UGC ads https://t.co/PMRIuRRzAP
robert_shaw 面向 SaaS 和创业者发起每周一次的展示贴，邀请创始人在评论区晒出自己正在做的产品并互相交流。
SaaS/Startup founders What are you building currently? Show your amazing product below, join 100+ founders here every week. #indiehackers #buildinpublic https://t.co/I2ydwBlqEu
受众观点：① 有人分享用于微调开源模型的 TypeScript 框架，自称是面向 LLM 的 Next.js 和 Vercel（@slmhina, 3likes） ② 多位创始人贴出各自的 AI 产品，包括通用 AI 结算、AI 生成发布视频等，借机获取曝光和反馈（@usebido, 3likes；@haxzie_, 3likes） ③ 楼主本人也在评论里介绍自己在公开构建的浏览器 AI Agent，希望用户"少刷网页，多办事"（@robert_shaw, 1like）
展开评论
- @slmhina (3): @robert_shaw The best TypeScript framework for fine-tuning open models🫡 It's Next.js & Vercel for LLMs. https://t.co/scodpFvIN7
- @usebido (3): @robert_shaw The universal checkout for AI https://t.co/F1BFyM3xAA
- @haxzie_ (3): @robert_shaw Launching a product? Generate cool launch videos completely using AI. https://t.co/8332ir5uxb
- @robert_shaw (1): I'll go first. I am building and growing my side project in public and sharing the journey on @x. Currently, I am growing An AI Agent for your browser. Browse less. Get more done. https://t.co/TfyPWjTqKB
- @JanasSebastian (1): @robert_shaw Turn coordinates into useful geographic insights: location hierarchy, borders, coastlines, distances, and nearby places. https://t.co/JngyqNqhKH 👇
fedjabosnic 夸赞 Lovable 已经非常强大，并向创始人 antonosika 建议加入一等公民的 backlog 或任务列表功能，以便直接在产品里延期任务而不用手动维护仓库里的 markdown 文件。
Lovable is immensely powerful now, actual next-level stuff @antonosika can you add a first-class backlog feature (or at least task list) so we can ask it to defer stuff without having to maintain md…
受众观点：① 创始人回应正在增加 prompt 排队功能，并反问维护 markdown 文件到底哪里不方便，想进一步理解真实痛点（@antonosika, 0like） ② 有人指出强大工具往往也意味着更多需要管理的东西，很多创始人不缺功能而是缺"结果"，因此更偏好代运营式服务而非自己折腾工具（@outreachguyai, 0like） ③ 也有评论认为要求内置 backlog 功能，实际上是在逼 Lovable 承认自己已经是开发工具而不只是原型玩具，反映用户对其角色定位的变化（@Navyay100, 0like）
展开评论
- @antonosika (0): @fedjabosnic thanks for feedback Fedja we're adding queueing of prompts, does that help? if not, what's the problem with md files?
- @outreachguyai (0): @fedjabosnic @antonosika This is exactly the tradeoff with tools. Powerful - but still another thing to manage. Most founders don't need *more* features. They need outcomes without touching the dashboard. That's why done-for-you > DIY tools for growth.
- @Navyay100 (0): @fedjabosnic @antonosika Asking for a backlog feature so you don't have to hand-maintain markdown files in the repo is basically asking Lovable to admit it's a dev tool now, not just a prototyping toy.
- @outreachguyai (0): @fedjabosnic @antonosika This is exactly why done-for-you beats tools. Powerful software still needs *management*. Same on X: tools are cool, but founders don't want another backlog. They want results handled. That's why we fully run accounts.
- @outreachguyai (0): @fedjabosnic @antonosika This is exactly why most founders burn hours on X too. Powerful tools everywhere - but still more things to manage. That's why done-for-you wins. No dashboards. No backlogs. Your X just grows while you build.
OpenAI 发布 GPT-6 Astra，号称几乎能代替人类在电脑上的一切操作，展示了端到端控制电脑的强力通用助手能力。
This is GPT-6 Astra. Anything you can do on a computer, Astra can do for you. Fast. https://t.co/gDd0IsewJw
受众观点：① 普通用户担心多年电脑技能被一场演示淘汰，既兴奋又焦虑（@iloveFazz, 18217likes） ② 很多人把 Astra 类比成现实版 Jarvis，期待它成为日常操作系统级助手（@ash_siingh, 9639likes） ③ 技术圈关注 Astra 在浏览、软件工程和安全等专业任务上的智能和对齐程度，认为是新一代通用工作助手（@OpenAI, 10788likes）
展开评论
- @iloveFazz (18217): @OpenAI Me watching 20 years of computer skills become irrelevant in one demo: https://t.co/H4telXQRLn
- @joshelgar (18098): @OpenAI me rn https://t.co/7QibO0K6xH
- @TheCh0pper (17074): @OpenAI https://t.co/naSMx5DwM4
- @OpenAI (10788): GPT-6 Astra is the most intelligent and aligned model in the world, and sets a new state of the art for computer use, browsing, software engineering, cybersecurity, science, and professional work. https://t.co/BxTEtJlwLP
- @ash_siingh (9639): @OpenAI we're actually getting jarvis https://t.co/NC4RNnHRur
一位独立开发者花七个月做了一款恐怖游戏，怪物能通过玩家的摄像头和麦克风"看到"和"听到"你，逼着玩家在现实中躲藏和保持安静。
This indie dev spent 7 months making a Horror game where the monster can see you through your webcam and listen to your microphone... So you must hide IRL and be quiet. INSANE https://t.co/ei3gYtANo5
受众观点：① 很多玩家用玩笑方式表达"被吓到"，觉得这种要现实中躲藏的设定压力巨大（@iTzCRi, 6663likes） ② 有人直接拿自己的身体开玩笑，认为用极端方式对着摄像头可以"吓退"怪物，体现玩家对机制的半调侃半好奇（@Icy_Rapture, 24843likes） ③ 一部分人联想到《Alien Isolation》等早期用麦克风监听玩家声音的游戏，认为这种现实输入驱动的恐怖体验有先例但依然新鲜（@B3gin2B3li3v3, 1256likes）
展开评论
- @Icy_Rapture (24843): @JakeSucky i will literally show my bare ass to the webcam the monster won't dare come near me
- @iTzCRi (6663): @JakeSucky Yeah no I'm too pussy
- @JakeSucky (1618): You can wishlist here: https://t.co/zWRbVGuTJe
- @B3gin2B3li3v3 (1256): @JakeSucky Reminds me of Alien Isolation where the Xenomorph would listen to your microphone and track you down if you were loud… Shit really hit the fan when my buddy, who overtalks when nervous, came over to watch.
- @thekozyknight (960): @JakeSucky Yeah…. No thanks. The dev should definitely include a mode to turn off that feature so others that don't want to hide, can also play it. Otherwise you're really limiting your customer base.
这条推文用一张梗图式示意图总结当前 AI 竞赛格局，突出 OpenAI 领先、Gemini 和 Perplexity 等被甩在后面的状态。
Current Ai Race Situation: https://t.co/AlIoWKi2We
受众观点：① 很多人调侃图里 Gemini 被画成"往回跑"，认为谷歌在这轮模型竞赛中明显落后（@Leapofcode, 1709likes；@ravikiran_dev7, 638likes） ② 有用户直接夸 OpenAI 最近"cooked so hard"，觉得最新的 gpt astra 体验非常炸裂（@WebdevAnas, 701likes） ③ 多条评论重复玩笑"Gemini going backwards"，说明大众对谷歌 AI 的期待与现实落差正在变成固定梗（@SankalpWeb07, 321likes；@Techkelvinx, 151likes）
展开评论
- @Leapofcode (1709): @Sam8002642 Gemini and perplexity going back🤣
- @WebdevAnas (701): @Sam8002642 OpenAi cooked so hard bro their latest version gpt astra is just phenomenal.
- @ravikiran_dev7 (638): @Sam8002642 Gemini going back 😭
- @SankalpWeb07 (321): @Sam8002642 Gemini where r u going 😭
- @Techkelvinx (151): @Sam8002642 Gemini going backwards 🤣🤣
一位独立开发者正在制作一款名为 Low Budget Repairs 的游戏，玩家扮演抠门维修工，为了省钱在各种离谱条件下完成修理任务。
This indie dev is making a game where you are a handyman just trying to get the job done, cutting costs wherever you can😂 Called Low Budget Repairs https://t.co/ZT59KnxmJE
受众观点：① 很多评论把主角联想到影视角色，比如觉得像《Trailer Park Boys》里的 Ricky 在干装修，说明题材很贴近底层小人物形象（@nickdiazofnauts, 281likes） ② 玩家用各种段子脑补玩法，比如想要"直接在蟑螂上刷漆"或者拆铜线去黑市卖，期待游戏支持更极端的省钱行为（@Lacy423, 109likes；@HuntDownCapital, 66likes） ③ 也有人把游戏联想到现实生活噪音和邻居装修，说明这种设定很容易触发日常共鸣（@AndrewTradesNQ, 89likes）
展开评论
- @nickdiazofnauts (281): @JakeSucky They literally made a game where you play Ricky from Trailer Park Boys doing renovations 🔨 🤣 https://t.co/7PjOAsDP2K
- @johnnyfyve (228): @JakeSucky 🤣 https://t.co/BYT9zvOlDy
- @Lacy423 (109): @JakeSucky I'll play it if they have an option to just paint over the cockroach on the wall.
- @AndrewTradesNQ (89): @JakeSucky POV my neighbour at 6AM on a Saturday morning https://t.co/YRpECbybpi
- @HuntDownCapital (66): @JakeSucky This is my kind of game. Can you strip the copper wiring and sell it on the black market?
前 Anthropic 员工 Jacob Coxon 在采访中警告 AI 行业像是在"拿人类性命赌博"，尤其担心 AI 被用来自我提升智能，企业却被竞争压力驱动着冲向可能致命的技术。
Former Anthropic employee Jacob Coxon says the AI industry is "gambling with our lives." He tells Anderson what he finds "most scary is if AI is used to make itself more intelligent" and warns these…
受众观点：① 有人认为这种危言耸听是在为未来的金融或监管操作铺路，把安全担忧看成精心设计的叙事（@OwenBenjamin, 324likes） ② 也有人嘲讽评论区，觉得连最笨的模型都快比大多数人聪明，反映出一部分人对人类集体判断力的失望（@kitteeeeee61385, 314likes） ③ 有评论质疑媒体标签他为"前 Anthropic 员工"的说法，指出他在 OpenAI 工作时间更长，认为报道存在刻意选取身份和放大极端立场的问题（@nic_carter, 266likes；@Dan_Jeffries1, 152likes）
展开评论
- @OwenBenjamin (324): @AC360 This is so stupid. They're just setting up a narrative to justify draining everyone's bank accounts.
- @kitteeeeee61385 (314): @AC360 Majority of the comments here show that even the dumbest model has surpassed human intelligence at this point.
- @nic_carter (266): @AC360 He worked at OpenAI for 2 years and anthropic for 6 weeks. In what world is he a best described as a "former anthropic employee"?
- @Dan_Jeffries1 (152): @AC360 You are promoting a sophisticated terror campaign. This is not organic and this man is part of an extremist group that represents an extreme position and his rise to fame is not organic. His claims are nonsensical and gave no actual proof in the real world.
- @GrammarSheriff (125): @AC360 https://t.co/Dz1JxIlAMU
一位作者展示用手机扫描整套房子并生成可在浏览器中自由漫游的 3D 实景效果，宣称无需 App 或预约就能在线看房，冲击传统房产看房模式。
🚨 SOMEONE JUST KILLED THE REAL ESTATE INDUSTRY A guy scanned an entire house with his phone. Uploaded it. Now anyone on Earth can walk through it in a browser tab. No app. No VR. No agent. No appoint…
受众观点：① 有人认为这不只是房地产，用手机就能把现实变成交互式 3D 空间，会让虚拟参观成为默认体验（@Zayan_coder, 481likes） ② 技术向评论提到 3D Gaussian Splatting，认为它会改变房源展示方式，但也提醒中介角色不会立刻消失（@hayyantechtalks, 96likes） ③ 一些从业者指出虚拟看房早就存在，真正的看房还需要线下体验和专业服务，认为这项技术更多是提升效率而非"杀死中介"（@loco_coder, 64likes；@kembageorge, 63likes）
展开评论
- @Zayan_coder (481): @luqman_talks This is bigger than just real estate. If a phone can turn reality into an interactive 3D space this easily, virtual tours are about to become the default.
- @luqman_talks (422): Repo: Free GitHub: https://t.co/3r6GpUL35j
- @hayyantechtalks (96): @luqman_talks 3D Gaussian Splatting could seriously change property tours, but agents and fees won't disappear overnight. The real opportunity is faster, more immersive listings.
- @loco_coder (64): @luqman_talks Apologies if I'm just being stupid here, but hasn't this technology already existed for a while?
- @kembageorge (63): @luqman_talks Realtor here. This doesn't change much. You can already do virtual tours of homes, but you still have to PHYSICALLY go see a home to get a real feel for the place and to catch defects you'd miss on a virtual tour. Plus agents do a lot more than open doors lol
作者介绍了一个基于 OpenClaw 的自动化机器人，能扫描卫星图像找出特定价位无泳池的房子，自动生成带泳池前后对比图并邮寄明信片，帮助泳池建造商获客成交大单。
this OpenClaw bot finds $500k-$1.2M homes without pools, renders a pool into their backyard, and mails the owner a postcard showing the before/after, on autopilot... here's how pool builders can clos…
受众观点：① 有人表示自己用 Bud 一条 prompt 就能做类似效果，质疑是否需要复杂的 OpenClaw 工作流，反映出开发者对"过度工程化"的敏感（@goatlal, 121likes） ② 有评论调侃收到明信片的房主会突然想要一个 5 万美元的泳池，说明这种视觉营销对冲动消费的刺激很强（@dhiran_dev, 32likes） ③ 也有人质疑"全自动"说法，认为系统并没有真正做到完全无人值守，说明受众对自动化宣传存在怀疑（@mattft, 33likes）
展开评论
- @goatlal (121): @everestchris6 I literally did this with one prompt using Bud No need for a complex OpenClaw workflow https://t.co/hXZKCtTrWd
- @Alexxcastlee (107): @everestchris6 https://t.co/KnMnme56sc
- @everestchris6 (76): dm me if you want a custom openclaw system for your business
- @mattft (33): @everestchris6 It absolutely does not do this on autopilot
- @dhiran_dev (32): @everestchris6 lowkey feel bad for whoever gets these postcards and suddenly wants a $50k pool they never thought about before lol https://t.co/rU4XpI1bZ2
推文讲述独立游戏开发者 Cakez 四年零收入坚持做像素塔防游戏《Tangy TD》，上线后一周在 Steam 卖出两万多份、净收入近二十万美元，当场看到后台数据激动落泪的故事。
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：① 很多评论把焦点放在"有个支持他的老婆"上，忽略了四年无收入期间如何具体活下去和做决策的细节（@HZyrn, 247likes 等） ② 不少人用"国内老婆早跑了"来发泄情绪，讨论偏向性别对立而不是项目本身的产品策略和发行路径（@xuanxiaofang, 154likes；@kevin_9431, 79likes） ③ 也有人简单感叹"真能坚持"，但没有拆解他在玩法选择、定价、平台选择上做对了哪些关键动作（@kevinma_dev_zh, 65likes）
展开评论
- @HZyrn (247): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (154): @iamtonyzhu 看，他四年无收入还有女人支持，再看看国内女人，失业在家一个月就在考虑离婚分手了
- @kevin_9431 (79): @iamtonyzhu 我佩服的是他老婆，换中国老婆早跑了
- @kevinma_dev_zh (65): @iamtonyzhu 这老哥太不容易了，真能坚持
- @iamtonyzhu (42): 帖子来源：
一位 Anthropic 工程师称 99% 的人把 Claude Code 当搜索引擎用，只有 1% 在跑上百个自学习 Agent 组成的"编程团队"，自己则用一个主 Agent 搭配多个项目经理 Agent 协同工作。
🚨 مهندس في Anthropic يفجّرها: "99% من الناس يستخدمون Claude Code كأنه محرك بحث Google، بينما 1% فقط يشغّلون سرباً من أسراب الـ Agents الذاتية التعلم!" 🧠⚡️ "أنا أشغّل أكثر من 100 Agent في حلقة واحدة…
受众观点：① 有人指出在一个循环里跑 100 个 Agent 容易造成合并冲突和失控的 API 账单，真正的难点在于编排和严格的访问控制（@jorge_okkk, 9likes） ② 有评论估算这种规模的 Agent 系统每月成本可能高达十几万到几十万美元，强调这类玩法并不适合所有人（@serpiko, 2likes） ③ 也有人提醒一旦子 Agent 共同写入共享状态或同一代码库，就必须有每个 Agent 的作用域和失败重放机制，否则一次错误交接会污染整个循环（@OnFinality, 1likes）
展开评论
- @jorge_okkk (9): @EngMoElgaraihy running 100 agents in one loop mostly just creates merge conflicts and runaway API bills real orchestration requires strict gating
- @EngMoElgaraihy (4): التحول الحقيقي من صياغة الأوامر البسيطة إلى قيادة "سرب برمجي كامل" هو ما يفصل الهواة عن محترفي عصر الذكاء الاصطناعي الحالي! 🚀💻
- @serpiko (2): @EngMoElgaraihy You can end up paying between 170-320k$ monthly running such setup, so not for everyone
- @OnFinality (1): @EngMoElgaraihy The 100-agent loop is the easy part to demo and the hard part to keep stable. Once sub-agents start writing back into shared state, you need per-agent scoping and a way to replay a failed run, otherwise one bad handoff poisons the whole loop.
- @OnFinality (1): @EngMoElgaraihy The 100-agent loop is the easy part to say and the hard part to keep coherent. Once sub-agents start editing the same repo, you need a merge/ownership layer or the main agent just becomes a conflict resolver. Curious how they scope each PM agent's write access.
推文抛出"爬虫的意义"这一话题，引发大家围绕大规模爬取容易被风控、反爬机制、以及用 GPT 分析抓取数据等实际问题展开讨论。
爬虫的意义 https://t.co/ld09FHs244
受众观点：① 有人质疑大规模爬取的可行性，表示没爬几下就会触发风控，说明大家对反爬强度感受很直观但缺乏系统应对方案（@IndieDevLu, 28likes） ② 有人用 GPT 分析爬到的这条推文，调侃"用户想用 GPT 获取其他用户的需求"，反映出大家对用 LLM 做需求挖掘有兴趣（@8Q757, 26likes） ③ 评论里还有人问到微信群怎么爬、以及如果通过自动截图再丢给 AI 分析是否可行，说明对封闭场景和图像方案有实际需求（@jpyuann, 2likes；@msjiaozhu, 1likes）
展开评论
- @IndieDevLu (28): @mundane799699 你真的 试过吗？大规模爬取？没爬几个就被风控了
- @8Q757 (26): @mundane799699 刚刚试了一下爬到了这篇，gpt告诉我用户的需求是使用gpt获取其他用户的需求
- @jin_asac (4): @mundane799699 按照这个逻辑，应该直接入职百度，Google，他们有全网帖子的数据🤫
- @jpyuann (2): @mundane799699 微信群怎么爬
- @msjiaozhu (1): @mundane799699 看评论都在说反爬，如果通过能做到自动化截图，再丢给 AI 分析呢？🤔
Claude 官方宣布 MCP 连接器现在支持企业统一身份认证，Team 和 Enterprise 管理员可通过身份提供商集中授权，用户无需逐个做 OAuth 即可自动接入各类工具和数据。
Enterprise-managed auth for MCP connectors is now generally available. For Claude Team and Enterprise admins, authorization is centralized through your identity provider. For users, tools and data ar…
受众观点：① 官方补充列出了 Asana、Atlassian、Canva、Datadog、Figma、Granola、Linear、Notion、Slack、Supabase 等已支持的服务，并说明开发者也能给自家 MCP 连接器加企业认证，显示生态正在成型（@ClaudeDevs, 170likes） ② 有开发者表示之前一半的 MCP 工单都和个人 OAuth 有关，认为这次才是真正的企业级功能升级（@mrvnse, 20likes） ③ 也有人吐槽企业几乎不用 MCP 或担心上下文被占用，还有用户反馈浏览连接器的搜索不好用，说明企业落地和开发者体验上仍有不少坑（@kienbuilds, 6likes；@AunySillyMe, 2likes）
展开评论
- @ClaudeDevs (170): Supported by Asana, Atlassian, Canva, Datadog, Figma, Granola, Linear, Notion, Slack, and Supabase. Developers can also add enterprise-managed auth to their own third-party MCP connectors in the Claude directory. Blog: https://t.co/vPhSthb6go Docs: https://t.co/XbsRhyXIT5
- @mrvnse (20): @ClaudeDevs individual oauth was half my mcp tickets. this is the actual enterprise feature
- @usefz89 (10): @ClaudeDevs So why are you guys still in Opus 4.8 not 5.0
- @kienbuilds (6): @ClaudeDevs There goes half the context window for enterprises that barely use MCPs https://t.co/28NPJiBAfd
- @AunySillyMe (2): @ClaudeDevs Hi devs! The search in 'browse connectors' is unreliable. It rarely ever pulls up existing connectors when searching for something. Please fix 🫶🏽
推文介绍 Google 发布的一门免费 2 小时课程，从零讲解 Graph 与 Loop engineering，用一个提示构建上百个 Agent 的循环与图结构，涵盖从手写图到并行运行数百个 Agent 的完整流程。
Google just released free 2-hour course on full Graph & Loop engineering: 1 prompt → 100 agents → loops → graphs from 0% to 100%: 0% → 0:35 - Graph engineering from scratch 30% → 31:17 - build yo…
受众观点：① 有人表示终于有人系统讲清楚当前最重要的两种架构，已经预约学习，说明对 Graph/Loop engineering 的系统化内容有强需求（@51bodila, 4likes） ② 有评论担心 2 小时课程加上 100 个 Agent 信息量太大，半开玩笑说可能会看到睡着，但也被中段并行运行部分吸引（@AnAnNguyenn98, 2likes） ③ 其他人称赞 Google 的课程一直很有用，并表示会收藏专门学习 graph engineering，反映出不少开发者把这当成进阶能力（@Granite0x, 2likes；@MoneyCrptBunny, 1likes）
展开评论
- @51bodila (4): @0xCodila finally somewho dropped full explanation on both most important architecture right now..thank you man, booked
- @AnAnNguyenn98 (2): @0xCodila Học miễn phí 2 tiếng mà tới 100 agents thì chắc mình ngủ gật giữa chừng quá 😅 mà khúc 43:40 nghe hấp dẫn ghê
- @Granite0x (2): @0xCodila google always posts really useful lectures glad i'm seeing them on your page
- @AhsanJaveriya (1): @0xCodila 100 agents means nothing without orchestration
- @MoneyCrptBunny (1): @0xCodila Bookmarked this immediately, graph engineering has been on my list forever
推文推荐了 GitHub 上一个爆火的 GPT 专用爬虫脚本项目，号称 30 秒就能抓取网站内容生成 Output.json 并上传到 GPTS，快速搭建属于自己的问答机器人。
GitHub 上这个爆红的 GPT 专用爬虫脚本项目，简直是神器啊！ 30 秒就能搞定一个属于你的问答机器人，快速抓取网站内容 就像拥有个小助手，帮你快速搜罗网站的精华，统统放进一个Output.json文件里。然后一键上传到GPTS，机器人马上就能用 项目链接：https://t.co/ufW3ckQbhW https://t.co/m18b3PNnil
受众观点：① 有人提醒遇到有反爬策略的网站就会失效，并指出这个项目只是基于 lee 做了简单封装，说明大家对底层实现和局限有一定了解（@yuezhicang, 1likes） ② 也有用户直接用工具类账号把线程存档，表明不少人把它当成以后可能会用到的"工具箱脚本"（@Tony_luyajun, 1likes；@chenerg03080129, 0likes） ③ 其他评论多是简单互动或调用第三方记忆工具，几乎没人讨论如何在实际业务中部署和监控这种爬虫机器人（@shane5206, 0likes；@lisongxixixi, 0likes）
展开评论
- @Tony_luyajun (1): @Crypto_QianXun @readwise save thread
- @yuezhicang (1): @Crypto_QianXun 遇到反爬网站就凉 它只在lee基础上做了下封装
- @shane5206 (0): @Crypto_QianXun @memdotai mem it
- @chenerg03080129 (0): @Crypto_QianXun @readwise save
- @lisongxixixi (0): @Crypto_QianXun 1
推文称"写网络爬虫的时代结束了"，介绍 Firecrawl Extract 这类工具只需自然语言提示就能抓取任意网站并转成结构化数据，支持多语言、动态页面和大规模数据处理。
兄弟们这个牛P啊 写网络爬虫的时代结束了 Firecrawl Extract：只需文字提示，即可爬取任意网络数据 它只需通过简单的自然语言提示，就能将整个网站转换为结构化数据，完全省去手动写脚本的麻烦。 无论你需要的是一页内容，还是整个网站的信息，都可以轻松爬取。 https://t.co/em0wB3ngfB
受众观点：① 作者补充介绍了 Firecrawl Extract 支持多语言、JS 渲染页面、API 集成和大规模数据处理等特性，强调其作为通用抓取基础设施的能力（@xiaohu, 91likes） ② 有人指出抛开成本谈技术没意义，认为真正的瓶颈在于抓取和处理的费用而不是能不能实现（@shinonome_tk, 19likes） ③ 也有用户实测后发现简单网站还行，但稍复杂的 JS 站点就不行，反而是 AI 帮忙写脚本效果更好，同时多人提到封 IP 和反爬仍是核心问题（@zairitsu, 6likes；@yuyudoitbetter, 4likes；@eternityspring, 4likes）
展开评论
- @xiaohu (91): -兼容多语言和国际网站。 -可抓取 JavaScript 渲染的动态页面内容。 -提供 API 集成，便于整合到现有工作流 -支持大量数据处理，无需担心处理上下文限制，可以提取数千个结果。 详细：https://t.co/gL38Xej7G4 https://t.co/c7Y1lmKqS9
- @shinonome_tk (19): @xiaohu 抛开成本谈一切都没意义。技术早就不是障碍。成本才是。
- @zairitsu (6): @xiaohu dify里面有连接这个工具的东西试了一下。非常简单的网站可能可以，稍微有点js的网站就不行了，害得写脚本。Ai写脚本效果更好。
- @yuyudoitbetter (4): @xiaohu 问题不都在于封ip吗
- @eternityspring (4): @xiaohu 问题是目标网站有反爬怎么办
推文分享了一个技巧：通过 MCP 把 Claude Code 接入 Google 的 NotebookLM，让 Claude 在不消耗自己模型 token 的情况下读取完整文档，并附上教学视频。
Ahora Claude Code puede leer documentaciones completas sin gastar un solo token. Solo necesitas conectarlo a NotebookLM de Google vía MCP. En este vídeo te enseñan cómo hacerlo👇 https://t.co/LUKOdmmx…
受众观点：① 有人认为通过 MCP 把 Claude Code 和 NotebookLM 连接起来，是做快速调研和信息整理的强力组合，适合重度信息工作者（@aialecs, 4likes） ② 多条评论都在强调"省 token 太爽了"，说明开发者和普通用户对成本敏感，对这种节省上下文的玩法兴趣很高（@leilamakes, 1likes；@nereasolenne, 1likes） ③ 也有人简单表示"太疯狂了，先收藏"，反映出大家把这类集成技巧当成未来可以复用的生产力 hack（@aikonect_, 1likes；@S0N_IA, 1likes）
展开评论
- @aialecs (4): @alextalksai Conectar Claude Code con NotebookLM vía MCP suena a combo brutal para investigar rápido
- @leilamakes (1): @alextalksai ahorrar tokens me da la vida, gracias amigo
- @nereasolenne (1): @alextalksai Ahorrar tokens leyendo docs completas sin gastar es justo lo que faltaba, gran truco
- @aikonect_ (1): @alextalksai Bastante loco, me lo guardo
- @S0N_IA (1): @alextalksai esto es una locura, gracias!
作者分享了一串当前最值得关注的 AI 软件开发相关推特账号名单，涵盖代理技能、软件工厂、白板创意用法、代理质量和 OpenClaw 等细分方向。
Favorite accounts to follow in AI software dev right now: - @mattpocockuk - best agent skill advice - @zachlloydtweets - software factories - @steveruizok - creative ways to whiteboard with agents -…
受众观点：正在入场 AI 软件开发、但还没建立起高质量信息源列表的独立开发者和工程师。
展开评论
- @mattpocockuk (111): @BHolmesDev @zachlloydtweets @steveruizok @dexhorthy @clairevo @theo This is @poteto erasure
- @AmirHosAmini (16): @BHolmesDev @mattpocockuk @zachlloydtweets @steveruizok @dexhorthy @clairevo @theo Theo for obsidian lmao
- @BHolmesDev (14): @mattpocockuk @zachlloydtweets @steveruizok @dexhorthy @clairevo @theo If you *really* like software factories: - @varoonkodithala - computer use and self-improvement - @vikvang1 - lessons learned building a factory
- @EWDOB (12): @BHolmesDev @mattpocockuk @zachlloydtweets @steveruizok @dexhorthy @clairevo @theo @theo obsidian is on point
- @amorriscode (6): @BHolmesDev @mattpocockuk @zachlloydtweets @steveruizok @dexhorthy @clairevo @theo so many people from warp 👀
推文用通俗语言对比了 OpenClaw、Hermes 和 Grok 这三种代理机器人方案，强调它们都支持持久会话状态，其中 OpenClaw 和 Hermes 还能自托管在本地或 VPS 上。
OpenClaw vs. Hermes vs. Grok @bot, clearly explained: All three let you set up an agent with a specific job, and it keeps its files and logins between sessions instead of starting fresh. OpenClaw and…
受众观点：想用 AI agent 做自动化（爬虫、运营、客服等），在 OpenClaw/Hermes/Grok 之间犹豫、并关心自托管与托管方案差异的开发者和技术创业者。
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- @NousResearch (78): @_avichawla @bot We offer simple managed remote agents at https://t.co/O04Z66K1fa, as well as Bots mode in Hermes Desktop.
- @witcheer (68): @_avichawla @bot hey, we recently Hermes Bot mode by the way, the Open Source and free version https://t.co/dyO5Aam3DB
- @haalkidda (4): @_avichawla @bot OpenClaw for control, Hermes for sophistication, and Grok for speed.
- @kzu (4): @_avichawla @bot Why was that a "video" to begin with 🤌 https://t.co/1HJcfddkeo
- @buswe_com (3): @_avichawla @bot Self-hosting it on your own VPS keeps the sessions behind your own IP, so sites are far less likely to flag the agent as a bot.
推文介绍了开源项目 Godogen，声称只需描述游戏类型就能自动完成架构设计、美术生成、代码编写和质检，直接生成可运行的完整游戏项目。
独立游戏开发者的神器来了 发现一个能直接生成完整游戏的开源项目，在 GitHub 已经斩获 5k+star 它叫 Godogen，告诉它你要什么类型的游戏，它会自动完成架构设计、美术生成、代码编写、引擎截图和视觉质检的全流程，最终交付一个结构清晰、可直接运行的完整游戏项目 https://t.co/QmWueAEPzY
受众观点：对用 AI 快速做游戏或交互内容感兴趣的独立开发者，以及在评估端到端代码生成工具可行性的工程师和产品人。
展开评论
- @axichuhai (25): 项目地址：https://t.co/YCqhrL7OL7
- @Gale36435 (3): @axichuhai 記得之前有一個更強的Claude game studio…
- @RobinHill85 (1): @axichuhai Impressive automation, but real gameplay depth will determine if the generated titles are more proof of concept than market ready
- @blackcatppj (1): @axichuhai 我要一个gta6
- @erhuoxiong98899 (1): @axichuhai @grok 寻找类似Godogen这样的游戏系统，看看https://t.co/SHb4FEa6TD或者github还没有多少类似的项目或开源代码。
作者展示了一种把 Claude 连接到自定义 MCP 的工作流，让 Claude 在对话里直接生成完整的动画 YouTube 视频，而无需传统剪辑软件和渲染工具。
THIS IS F**KING GOLD Claude can now produce fully animated YouTube videos directly inside your chat. No video editors. No external rendering tools. No timeline slicing. Nobody is talking about this w…
受众观点：想用 AI 批量生产视频内容的创作者，以及对 MCP、工作流编排和多工具协作感兴趣的独立开发者和自动化工程师。
展开评论
- @BriggsOnchain (5): @BIGMayrr Bookmarked legend
- @Leo100x (3): @BIGMayrr this is epic 🔥💯
- @jim_a_james (3): @BIGMayrr Then Youtube bans it because it's AI.
- @BIGJamws (3): @BIGMayrr banger
- @An_yhl (3): @BIGMayrr 看着像Claude在做视频，其实重活全让这个MCP扛了
推文转发了对一位据称 13 岁、用 AI 做出上百个产品并接高额商单的开发者采访，引发评论区对造神叙事和焦虑贩卖的强烈质疑。
卡卡采访13岁的独立AI开发者吕思彤，她利用AI工具开发了超过100个产品，接的AI商单从几万元到几百万元，这不就是妥妥的普通叉友么？要理科有AI，要AI有学霸。 https://t.co/1kHJ5TZjWn
受众观点：在社交媒体上频繁看到"神童""暴富案例"而感到焦虑的程序员、学生和想转型做 AI 独立开发的从业者。
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- @wa3797077533112 (96): @kenw_2 天天在这散播焦虑。知道做上百个应用什么概念吗？吹牛逼都不打草稿。信他还不如信我是秦始皇呢。天天造神，嫌卷的不够多？才没多久之前来了个几岁小孩开始做独立游戏。毛都没长齐就开始装。然后还有媒体大肆宣扬，所以细品，都是什么人想让你看这些的。。。说明经济不好了。需要造神给你逼你继续卷。
- @yifa404 (67): @kenw_2 又造神，姜萍大家可还没忘呢。国人太热衷走"捷径"。当然，傻子太多也是重要原因。
- @a617152237 (31): @kenw_2 新版姜萍，历史还是不断轮回
- @butcher5131 (20): @kenw_2 lie to me说了，说话时不断摸鼻子就是在撒谎
- @MindLabSignals (16): @kenw_2 这跟古代的举孝廉是一样的，大家族造势而已。
一款让玩家在玩具店里操控动作玩偶的病毒式独立游戏正式登陆 Xbox，上线四天就卖出超过四万份，实现开发者多年的梦想。
The viral game where you play as action figures in a toy store is officially out on Xbox, selling over 40,000 copies in it's first 4 days, a dream accomplished for the lead of this indie dev project…
受众观点：① 有玩家吐槽原帖甚至没写出游戏名字，说明很多人是被视频吸引但缺乏清晰信息入口（@anubisrahh, 1556likes） ② 主机玩家尤其是 PlayStation 阵营，对 Xbox 先上架感到羡慕，希望更多平台尽快支持（@LegendDarren, 535likes；@TheSlayterr, 384likes） ③ 有老玩家表示早年在网吧就玩过类似玩法，认为创意有怀旧感，也反映出"老点子新包装"依然能爆火（@VeranoDeLos90, 257likes）
展开评论
- @anubisrahh (1556): @JakeSucky Why would you not even say the name of the game you're referencing 😂😂
- @JakeSucky (634): Been covering this dev and his game for nearly 2 years now, so for anyone interested: https://t.co/e9T0EpcFBY
- @LegendDarren (535): @JakeSucky Me a PC player watching PS & Xbox players get W after W lately https://t.co/k5KlOrPaoq
- @TheSlayterr (384): @JakeSucky Yeah @PlayStation get on it
- @VeranoDeLos90 (257): @JakeSucky Yo ya jugué a este juego en el ciber de mi pueblo en 2004 https://t.co/4ABxrGHf9p
作者用 Claude 在旧联想 Yoga 上从零迭代出一个名为 EMBER 的类 DOS 操作系统，支持图形界面、输入设备、DOS 游戏和 Sound Blaster/PC 喇叭仿真，并开源代码和演示视频。
I had an old Lenovo Yoga collecting dust and wanted to see how far Claude could go if I asked it to build a DOS-like operating system completely from scratch, something that would actually boot from…
受众观点：① 很多人被这个用 Claude 做操作系统的创意激发，开始脑补让模型为老款 Mac 等冷门平台写系统的可能性（@raytoei, 391分；@Putrid_Barracuda_598, 152分） ② 有人吐槽 Anthropic 和 OpenAI 模型总爱把东西命名为 Ember，关注模型在命名和"人格"上的偏好现象（@geminiwave, 146分） ③ 也有用户好奇这种自制 OS 的安全性和未来是否会加入浏览器等网络功能，担心专有系统在安全和攻击面上的表现（@NarcolepticSniper, 74分）
展开评论
- @raytoei (391): Imagine asking Claude to build an os for the old classic Macs. That would be wild.
- @Putrid_Barracuda_598 (152): I actually have one of those in my garage. Thank you for the idea.
- @geminiwave (146): Why do Anthropic and OpenAI models have a hard on for Ember. Every vibe coded app I worked on they wanna name Ember. My ChatGPT even refers to itself as Ember. I wonder why this is.
- @Checktheusernombre (106): Security through obscurity lol?
- @NarcolepticSniper (74): really dope. makes me curious about security… would a proprietary OS like this be more or less susceptible to some random virus/hack? would you add a custom internet browser to this or support an existing one?
楼主分享自家 Nextcloud Collabora 因 richdocumentscode RCE 漏洞被入侵的全过程，以及如何通过日志和更新流程发现问题、重建服务器并反思在 AI 辅助时代自建服务的安全边界。
TL;DR: There is a RCE exploit on Nextcloud Collabora and I got stung. I discovered the hacker by accident and I now want to know what other systems I can reasonably put in place to stop something lik…
受众观点：① 很多人关心现有防护是否失效，追问 UniFi 是否开启 IPS 以及有没有告警（@Akura_Awesome, 262分） ② 有人讨论攻击者扫 kdbx 等密码库文件的动机，认为这是因为易于整体导出后慢慢破解甚至获取助记词（@SacrosanctHermitage, 196分；@xbmc4lyfe, 104分） ③ 也有用户推荐 systemd sandbox 等机制，把 nginx、php-fpm 等服务严格限制在最小文件访问范围内以减轻注入漏洞的危害（@JuggernautGuilty566, 85分）
展开评论
- @Akura_Awesome (262): Dang! Curious though - is your UniFi configured with IPS enabled? If so, did it alert on anything?
- @SacrosanctHermitage (196): Looking for a kdbx file seems oddly specific? I guess because it's easily ex-filtrated and then you can spend as much time as you want trying to crack the password?
- @SMELLYCHEESE8 (128): I wonder if crowdsec would've caught it
- @xbmc4lyfe (104): And often has crypto seeds
- @JuggernautGuilty566 (85): systemd (love it or not) allows you to sandbox tasks to block/limit reads outside of given ranges. It's basically a frontend that uses native Kernel/Userland functionality for this. [systemd/Sandboxing - ArchWiki](https://wiki.archlinux.org/title/Systemd/Sandboxing) Examples: My…
作者开源了名为 Spore 的项目，让静态网站通过浏览器内的 BitTorrent 互相分发，实现访客在阅读时顺便为网站做种，从而尽量摆脱中心化服务器。
I've been working on a side project called **Spore**: [https://github.com/DangerBlack/spore](https://github.com/DangerBlack/spore) The idea is simple: **What if static websites could host themselves…
受众观点：① 有人第一反应是安全噩梦，担心浏览器直接参与 P2P 带来的攻击面和隐私问题（@hugganao, 194分） ② 也有人觉得虽然对大多数人未必刚需，但这是个非常酷的概念性项目（@warp-duck, 107分） ③ 作者本人在评论中进一步解释，自己真正关心的是内容能否在没有固定源站的情况下长期存在，以及读者能否共同维持站点可用性（@DangerBlack, 46分）
展开评论
- @hugganao (194): sounds like security nightmare
- @warp-duck (107): I think while this isn't massively useful in reality for most people, it's a pretty cool idea.
- @DangerBlack (46): That's fair. I'm probably framing the problem too much around "not needing a server", when Vercel/CDNs obviously make hosting a normal website extremely easy. The problem I'm actually interested in is a different one: **can a website become distributed infrastructure rather than…
- @nicotineHub (43): This is a pretty awesome decentralized solution for countries that may block information. Pretty neat
- @Attacus (38): This is the most interesting project and conversation I've read on this sub in a long time. What a cool idea, even if it goes nowhere it sounds like a lot of fun.
楼主一次性下载了三万多首 Opus 格式歌曲后才发现兼容性和音质可能不理想，于是向社区请教如果追求长期保存和最高音质，应该选择哪种音频格式。
Got excited to download my library and artists, barely learned about optimal file formats and thought opus was the best to do it in, but I think some apps seem they hate opus and opus may actually ha…
受众观点：① 多数人直接建议如果要无损长期保存就用 FLAC，强调 Opus 本质是有损编码（@c_w_, 207分；@mjec, 67分） ② 也有人从现实角度出发，认为在当前硬盘价格和人耳感知差异下，对很多人来说高码率有损已经足够（@B_Hound, 48分） ③ 还有用户用"Linux ISO 下载器"梗暗示这些歌曲来源可能是版权灰色地带，引发轻松调侃（@teh_spazz, 35分）
展开评论
- @c_w_ (207): Flac
- @mjec (67): Lossless? FLAC. Opus is not lossless.
- @loadbearingfloor (53): fugc
- @B_Hound (48): When HDD prices were sane, a large (say 150k) all FLAC library wouldn't have been such a concern, but eh in 2026 and not being able to tell the damn difference anyway I'm not too worried with lossy files.
- @teh_spazz (35): What Linux iso downloader are you using?
作者假设自己抽中一个月不限量使用 Fable 的机会，询问大家如果拥有无限 Fable 配额会拿它来做什么项目或折腾哪些创意。
you are lucky winner of the Fable Lottery a month of unlimited Fable use, either web/API/CC you can't sell usage to others (but you can do projects for them) what would you use it for?
受众观点：① 很多人用玩笑方式回答，会拖延一个月最后一天才让 Fable 给自己补文档（@tortorials, 169分） ② 有人脑洞用子 agent 做无聊或讽刺性的 AI 小玩具，吐槽现在很多 AI 项目解决的都是对社会没什么用的问题（@InterstellarReddit, 19分） ③ 也有人提到用它来做更严肃的自动化，比如构建更强的新版本 Fable 或复杂子代理流程（@Spooknik, 28分）
展开评论
- @tortorials (169): Procrastinate for a month, then ask it to document my codebase the day before the month ends.
- @Sjeg84 (41): Build a subagent routine to finally figure out how many r are in strawberry.
- @andlewis (34): Hello backlog, my old friend!
- @Spooknik (28): Build Fable 6
- @InterstellarReddit (19): Just do what everybody else is doing, solve some useless problem that has no benefit to society, then go on the Internet and rant and rave about "Ai, help me code an app that runs on your Apple Watch, that when you break a bone, it'll tell you what time your favorite TV show is…
这篇帖子讨论 Homebrew 7.0.0 带来的安装升级提速、沙箱和安全改进，以及对 macOS 版本和 Apple Silicon、Linux 支持策略调整对开发者环境的影响。
* Users must upgrade to macOS 11 or later, as this is now the minimum supported version. * macOS Sonoma 14: This version is now considered Tier 3, and users are encouraged to upgrade to Sequoia 15+ f…
受众观点：① 依赖 Homebrew 管理开发环境、关心 7.0 性能和安全改进的 macOS 开发者（AceDreamCatcher, 173 分） ② 仍在使用 Intel Mac 或旧版 macOS、担心支持下线和安装失败的工程师（jvo203, 66 分） ③ 在 Linux 上考虑是否引入 Homebrew 而不是只用发行版包管理器的用户（modernkennnern, 54 分）
展开评论
- @AceDreamCatcher (173): Homebrew 7.0.0 is seriously impressive. I mean, what is there not to love; faster installs and upgrades, stronger sandboxing, a native macOS app, built-in vuln checks, an advisory database, and first class Apple Silicon support. But it's also a reminder of something slightly abs…
- @Turbots (67): Please don't let Apple ruin these tools. I would say the vendor should make a great laptop with excellent, super efficiënt OS that integrates perfectly with the underlying hardware. Vendors should not bloat the OS with stuff that not everyone needs. Open source can bring the dev…
- @jvo203 (66): What about us on 2019 Apple Mac Pro towers running Intel macOS??? Recently things have been getting broken. Installations from source, emscripten configuration non-existing etc. The wheels have been falling off on Intel macOS Sequoia.
- @modernkennnern (54): > [...] homebrew can thrive on Linux too. I realize it's available there, but does anybody use it on that platform instead of their distro's native package manager? If so, why?
- @robbyt (46): I installed Linux on my "old" 2019 MacPro and bought a new m5 MacBook. Sucks, but the x86 platform has been abandoned for a while now on MacOS.
作者用同一机械臂分别交给 Claude Fable 5.1 和 GPT 6 Astra 画填色图案，对比两模型在填充形状上的表现并请大家评选谁画得更好。
I recently saw a post on X about painting the Golden Gate bridge by giving control of the SO-101 arm to GPT 6 Astra. I thought I should replicate it with Claude on the same robot arm but instead of s…
受众观点：① 很多人单纯吐槽画得丑、开玩笑说像用粪便作画（@PerceptionOwn3629, 135分） ② 有人调侃两边都像艺术学院落榜生，把注意力放在结果不好看而非任务难度（@sligor, 72分） ③ 也有少数人在认真比较 A/B 两幅图填充完整度与干净程度，讨论评判标准不同（@RingTailedLemur_, 23分）
展开评论
- @PerceptionOwn3629 (135): did you also give it a turd do draw with?
- @sligor (72): They both failed art school The can go into politics now
- @DoomSleighor (66): It's a bit rough lmao, but I'd give bot B the W.
- @KungRaLeo (59): 🤣🤣using brown was poor judgment.
- @RingTailedLemur_ (23): A. Although it's filled in using a more jank method I'd say A's shapes are more filled. I guess it depends on if people think a cleaner filled in shape is better than more of the shape filled in. 🤷♂️
作者把原本给自己用的内部工具产品化上线，在不到三周时间里就通过 distribbuddy.com 实现了超过 1000 美元收入，并总结"先为自己解痛点再验证市场"的经验。
This started as an internal tool I built for myself to solve my own problem. After using it for a while I thought other founders and startups might have the same problem so I decided to put it out th…
受众观点：① 有人最关心的是首日用户从哪里来，追问是否依赖现有受众、社区发帖还是 Product Hunt 等渠道（@TrafficAcademySEO, 31分） ② 作者回应自己只有不到一千粉丝，主要靠在多个社媒发帖、分享项目和相关教程，再叠加一点自然搜索流量带来后续销售（@CommonPie2725, 22分） ③ 也有人指出这是又一个营销类 AI 项目，侧面反映这个赛道虽然拥挤但依然能快速变现（@ElonMusksQueef, 11分）
展开评论
- @TrafficAcademySEO (31): I'm most curious about how people found it on day 1. Did you already have an audience somewhere, post it in a community, launch on Product Hunt, or was it mostly search/direct traffic? The sales curve is interesting, but the distribution part would probably be even more useful t…
- @CommonPie2725 (22): I have a little bit of audience (<1k followers across multiple social media platforms). I posted about [the project](https://distribbuddy.com) when I launched it and then I almost jumped because of happiness when I saw on my email's inbox that someone bought it. For the next…
- @TrafficAcademySEO (14): That actually makes the story more interesting. So day 1 was probably your existing audience, and tutorials, progress posts and search started layering on top. That sounds much more repeatable than relying on one big launch. Nice example of small distribution channels adding up.
- @artur_oliver (14): ok, what is really the problem you solved exactly?
- @ElonMusksQueef (11): It's a marketing AI. Shockingly another marketing AI on this sub.
帖子分享了一篇用 NeurIPS 论文实验评估当前代理是否能做开放式 AI 研究的论文，并由此引发关于递归自我改进（RSI）是否临近的激烈争论。
A new paper (I'm not a coauthor BTW -- I just found it interesting) argues, basically, that RSI is not on the horizon, because current (at the time the study was done) agents cannot do open-ended ML…
受众观点：① 对 RSI 概念和 AI 发展路径感兴趣、但缺少一线工程视角的机器学习研究者和学生（durable-racoon, 93 分） ② 认为论文结论被 OP 过度解读、希望看到更细致能力分级和时间尺度讨论的从业者（deadoceans, 48 分） ③ 对现有 LLM 在开放式科学研究中的局限和潜力都保持怀疑态度的技术读者（Storm_or_melody, 22 分）
展开评论
- @durable-racoon (93): "argues, basically, that RSI is not on the horizon, because current (at the time the study was done) agents cannot do open-ended ML research." so because they cant do it yet, its 'not on the horizon'? how do they bridge the gap between those things? This is still a really good p…
- @deadoceans (48): I read the abstract and I think you made a big claim that the authors don't themselves make. The paper is titled "Can agents conduct open-ended AI research?" And the last sentence of the abstract is, "Our results provide early evidence that today's agents can do the engineering…
- @purrhams_hat (40): ...doesn't that methodology only prove that these models in question (GPT 5.6 and Opus 4.8) aren't capable of RSI - something we already knew?
- @Physical_Vehicle7714 (26): Maybe people are downvoting because the papers are bad. This one is definitely bad for the following two obvious reasons. 1. They use one agent per task. RSI will be a coordinated effort between quite literally millions of agents. Just look at the navier stokes setup. And that w…
- @Storm_or_melody (22): There have been many several other papers that find that LLMs suck at open ended scientific research. It's not *just* because of the models. I highly recommend this recent survey of the topic with a bit more nuance: [https://arxiv.org/pdf/2607.07663v1](https://arxiv.org/pdf/2607…
作者吐槽社区里不断有人抱怨 Fable 配额消耗太快，详细解释高价模型和大代码库必然吃掉更多 tokens，并分享自己通过技能、短会话和 agent 化等方法长期稳定控制 Claude 使用量的经验。
Every time I open Reddit, my feed has at least 2-3 posts crying about some version of - \- Spent the weekly within a day or 2 \- "Its draining tokens" \- They reduced the quota, I can barely get anyt…
受众观点：① 有人指出活动结束后 Claude Code 额外 50% 使用量优惠会消失，预期消耗只会更快（@enserioamigo, 40分） ② 一些用户承认自己总是开最大档 Fable 却不愿面对高消耗的事实（@sheeproomer, 18分） ③ 也有重度付费用户反馈，最近即便只用 Opus 也明显更容易打满高倍订阅额度，抱怨缺乏透明度和难以追踪真实 token 效率（@Pleasant_Spend1344, 13分；@Surf_Science, 12分）
展开评论
- @enserioamigo (40): And it's gonna drain faster after today when the 50% extra Claude code usage ends haha
- @sheeproomer (18): You forgot those people "lol why the tokens are evaporating and I'm not admitting that i only use max fable"
- @Short_Regular_7191 (13): We all need to equip ourselves to use local LLM models.
- @Pleasant_Spend1344 (13): Look, I never joined in the chatter on the consumption part, but recent weeks there is a clear change in the usage consumption from Anthropic, I do business as usual and only use Opus, and yet, I am 98% usage with 2 days still left in the weekly limit, why? I am at the 20x subsc…
- @Surf_Science (12): the lack of transparency doesn't help. i have a tool logging my token vs usage changes, but it is hard to suss our changes in the actual token usage efficiency
楼主用一台旧笔记本在白天按需运行 Plex、qBittorrent 和 Watcharr 等容器，晚上关机节省电费和噪音，并询问大家是否也采用这种"会话式"而非 24/7 的 homelab 使用模式。
my daily box is an old Dell laptop with an i7-5500U and 8gb ram on Debian 13. instead of running a 24/7 box or dealing with Proxmox, i just run a small session-based media stack while working. the ma…
受众观点：① 有人因为家人和朋友跨多个时区使用媒体服务，认为几乎没有关机窗口，只能 24/7 运行（@Nang-a-nator, 64分） ② 也有用户从自己逐步把文档、日历等核心服务迁入 homelab 的经历出发，表示最终还是选择全天在线以保证随时可访问（@xavier_pn, 33分） ③ 还有人强调夜间是做维护、容器更新和异地备份的黄金时间，适合利用闲置带宽跑重任务（@mryauch, 18分）
展开评论
- @Nang-a-nator (64): Not possible for mine. I've got friends and family from New Zealand to Los Angeles using mine so there is no moment during the day where it's not used. https://preview.redd.it/r9ibthp5ddph1.png?width=2960&format=png&auto=webp&s=2890307ac9bf51cc40226a9036d283b3f8aca826
- @xavier_pn (33): I started out like this but as I moved documents, calendars, etc and started accessing services right before I sleep and right as I wake up it became easier to do 24/7.
- @mryauch (18): Night time is for maintenance tasks, container updates, off-site backup uploads, and if you don't have a ton of bandwidth then uncapped download/upload in your ISO client.
- @Kwith (12): Most of my users are local or at least on similar time zones but some of them do work night shifts and leave Plex on as background noise at work so I'm in the same boat. Sunday nights are when I do maintenance and upgrades.
- @StraightAd9769 (10): i do something similar with an old thinkpad but only when i'm actually using it. power here is not cheap so 24/7 makes no sense for me the separate compose folders is smart, i messed up one time by having everything in one stack and broke the whole thing trying to update just on…
一位正在开发 SaaS 的创始人在 Reddit 营销屡屡受挫，不知道该选哪些渠道、做什么内容才能在不投广告的情况下拿到首批用户。
I've been building a SaaS and honestly, I'm kind of lost when it comes to marketing it. I don't really know what actually works. I've tried making posts on Reddit, but it's been pretty difficult. Som…
受众观点：① 有人分享了比较系统的冷启动方案：先做好域名和落地页，再准备媒体包，通过邮件触达目标小企业，并与 YouTube 小创作者合作做分成推广（@McCodybodi, 12likes） ② 也有人强调先选一个非常具体的客户类型，在他们已经活跃的地方花几周时间对话，比到处发「这是我的 SaaS」更有效（@TrafficAcademySEO, 4likes） ③ 多条评论提醒不要一开始就铺太多渠道，而是围绕一个细分用户和一个主要阵地持续回答问题、转化为内容和演示，并直接跟首批用户对话（@missuncleben, 3likes; @KanuniLabs, 2likes）
展开评论
- @McCodybodi (12): My 2 cents , Good Domain + landing page for your saas. Create a media pack with slides / Q&A / Short Video of your working app. Send an Email matching target businessess, introduce yourself and the solution that your saas provides / could help them with. keep it short , no w…
- @TrafficAcademySEO (4): First, pick one very specific customer type, find where they already hang out, and spend a few weeks talking to them there. On Reddit, answering existing questions usually works better than posting "here's my SaaS." For B2B, a small amount of targeted outreach is probably faster…
- @missuncleben (3): I would not spread yourself across five channels yet. Pick one narrow user and one place they already hang out, then spend a few weeks answering real questions there. Turn the repeated questions into useful posts or a tiny demo, and talk to the first users directly. Track conver…
- @randommmoso (3): this is such a cliche
- @KanuniLabs (2): Thank you very much. I am facing the same issue, even though the service is free and priced more affordably than many competitors on the market (I've made zero sales in two months). I will try again by following your suggestions.
SparkyFitness 开源自托管健身应用发布 v1.7.0.2，支持 Apple Watch 伴侣应用和多平台健康数据同步，并展示其在多用户、AI 聊天和 MCP 服务器等功能上的快速增长与生态整合。
We just crossed 5.8k+ stars in Github and have 116 amazing developers contributing to the project. We are scaling faster than ever and estimated to 7k+ users who are using SparkyFitness. It could be…
受众观点：① 有用户关心 Apple Health 与其他设备混用时的数据回写和心率区间是否会被破坏，以及在 4GB 内存机器上的资源占用（@karlsson_k, 9分） ② 不少人反馈初次查看 docker compose 和环境变量配置时被大量可选集成和登录选项吓到，希望有一个极简"先跑起来"的版本（@porridge2456, 9分） ③ 也有人从功能侧提出 UI 交互过于臃肿、记录餐食点击太多以及缺少训练动作演示等体验问题（@igmyeongui, 4分）
展开评论
- @karlsson_k (9): the thing that kills these for me is always the apple health sync loop, you push workouts in but rounds and heart rate zones come back mangled. how are you handling the write back from the watch, does it overwrite the source sample or create a new one? that decides whether it's…
- @porridge2456 (9): Really cool project, thanks for building this. one bit of feedback from someone not super technical: the compose and env files felt pretty overwhelming when i first looked at them. There is alot in there, email, OIDC login, garmin sync, proxy settings, etc. I get that most of it…
- @ExceptionOccurred (7): The app just companion in watch. For now daily nutrition summary, checkin , water and weight tracking alone. This is like POC before we add workouts and other offline features. For workout, you can use the mobile app to track. It doesn't use heart rate for the workouts logged vi…
- @shanmyster (7): Hot dam. Thats alot of supported apps. Is Zepp on the todo list?
- @igmyeongui (4): I wish the interface was better. It's too bloated and takes too many clicks to add stuff for example meals. Also there are no gif or videos for the training like other apps.
创始人分享自家 Prefer SaaS 第一次有用户主动选择每月 399 美元最高价套餐的经历，把它视为比首个付费用户更强的价值验证信号。
We already have paying customers at Prefer. Today we got something that felt different. Someone became our first customer on our highest-priced plan. $399/month. No discount. No custom pricing. They…
受众观点：① 有人从简单算术出发，认为只要 26 个 399 美元用户就能到 1 万 MRR，把高价位视为快速拉升收入的杠杆（@the_quiet_dev, 5likes） ② 也有人更保守，按整体客单价可能被拉低到 150 美元来估算，认为最终需要 60-70 个客户才能到 1 万 MRR（@Inner_Structure_4947, 5likes） ③ 评论里还在追问 Prefer 的具体功能、技术栈和是否大量使用 AI，说明大家对这类获客 SaaS 的实现方式和 AI 使用深度很感兴趣（@Hour-Appointment2684, 2likes; @Inner_Structure_4947, 2likes）
展开评论
- @the_quiet_dev (5): all you need is 26 users who pay this much to reach $10k MRR 😄
- @Inner_Structure_4947 (5): Yeah, theoretically thats true... but I think it will average down to around $150, so roughly 60-70 customers to reach $10K MRR
- @Inner_Structure_4947 (4): My product [Prefer](http://tryprefer.com) helps you get customers from AI Engines like ChatGPT, Gemini, Perplexity etc. (A lot of it on autopilot)
- @Hour-Appointment2684 (2): Congrats man! What's your stack, are you developer?? Or Used any AI tools to build it??
- @Inner_Structure_4947 (2): Thanks man! Yep, I am an engineer by background, but I mainly look after GTM at Prefer. We have a dedicated product + engineering team building it. We do use AI pretty heavily in the dev workflow, but it's definitely not "prompt and ship" haha.
一名刚被裁的高级前端工程师在研究 SaaS 热门项目和 Trustmrr 数据后，被短视频类 B2C 爆款搞得更迷茫，不知道该做 B2B 还是 B2C，也不清楚如何做更靠谱的选题调研。
Hey guys. So for last 3 months I've been learning non-stop about SaaS world to eventually start my own but I'm basically stuck at research phase. In the meantime, I was laid of due to financial crisi…
受众观点：① 有人指出楼主现在是在研究幸存者而不是客户，建议先选一个自己能触达的 B2B 群体，做十个电话访谈，围绕他们已经在付费解决的痛点来找机会（@Brufacee, 6likes） ② 也有人认为很多成功 SaaS 来自在行业前线工作的人，他们在日常工作中自然发现空白，建议楼主优先找工作积累一线经验（@Real_Doubt_6684, 4likes） ③ 还有人提醒 Trustmrr 这类收入榜单存在严重幸存者偏差，B2C 爆款背后有大量失败案例，相比之下 B2B 虽然慢但粘性更强，更适合有前端背景的开发者（@Emotional_Hat_5474, 2likes）
展开评论
- @Brufacee (6): You're studying survivors instead of customers. Pick one B2B group you can reach this week, do ten calls, and only build around a repeated painful workflow they already pay to patch. Use AI to organize the notes, not choose the problem.
- @Real_Doubt_6684 (4): Most successful SaaS ideas start from people who work at industry frontiers and identify gaps to fill. Focus on getting a job
- @kdee5849 (2): I feel like this framing is glib and sounds good (thanks Claude lol) but isn't quite cogent. Businesses that exist and are successful now exist because they clearly serve a core customer need. Deriving that need and understanding how they meet it isn't actually a bad idea for th…
- @Emotional_Hat_5474 (2): imo the revenue data youre studying is mostly survivorship bias. for every brain rot video app doing 2k MRR theres hundreds that flopped. B2B is slower but way stickier, and your frontend skills translate better there. just pick a niche and talk to potential users this week
- @GuestPsychological98 (2): Also, How do u think i should approach potential users? Like whats innit for them to talk to me.
一位刚开始接私活的 Web 开发者在 r/webdev 询问做落地页和多页面网站时大家通常怎么定价、按什么标准收费。
So am new to web dev client work personally. I want to know how much you guys take as web dev developing websites for people. landing page. I multiple pages etc. Thanks.
受众观点：① 有人调侃自己从会议上顺走零食当"报酬"，反映出不少人对小项目定价并不严肃（@taotau, 12分） ② 多条评论建议先想清楚目标时薪，再按预估工时给出固定报价（@That_Conversation_91, 7分；@FisterMister22, 4分） ③ 也有人直接给出自己日费率 350 美元等参考数字，让新人有个大致区间（@Civil_Block_5105, 4分） ④ 有人分享会因为客户提供的福利环境（比如零食间）在心理上给出更优惠的价格（@shufflepoint, 3分）
展开评论
- @taotau (12): I take as many snacks from the meeting as will fit in my pockets. The crumbs seem to make the local dogs in the park like me. Win win.
- @That_Conversation_91 (7): Just think about what you want to charge per hour, and then calculate how much work the assignment is.
- @FisterMister22 (4): I estimate how many hours it'll take and then give a fixed price per the hours with my wanted hourly rate
- @Civil_Block_5105 (4): 350$ per day
- @shufflepoint (3): I had a client that had the best damn snack room I'd ever seen and they got a very good rate for me as a result
发帖人提问如果重来一次会如何从零构建第一个 SaaS，并自述最大教训是太晚开始公开分享过程，错过了早期反馈和预热机会。
I'll start. I would start building in public much earlier. The biggest mistake I made was thinking I needed to finish the product before anyone could see it. If I had started sharing the journey from…
受众观点：① 有人表示如果重来，会在写登录页之前先让一个用户为丑陋的手动版本付费，认为一笔真实付款比一百个「听起来不错」更有验证价值（@alexid95, 7likes） ② 也有人强调营销和分发应该在决定做 SaaS 的那一刻就开始，通过早期反馈和内测用户积累势能（@Abdelkayoum_nouri69, 5likes） ③ 还有人提醒 build in public 只有在受众和买家重合时才有用，更高杠杆的做法是把未完成的流程拿给精准目标团队看，并要求明确的下一步动作如数据接入或付费试点（@arthaudm, 4likes）
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- @alexid95 (7): i'd get one person to pay for the ugly manual version before building a login screen. 100 "sounds cool" replies are worth less than one payment.
- @Abdelkayoum_nouri69 (5): same. Marketing and distribution should start the moment I decided to build a SaaS, or even before building by trying to get feedbacks on the idea and early access users
- @arthaudm (4): building in public is useful only if the audience overlaps the buyer. building Mio, the higher-leverage move was showing unfinished workflows to a small set of teams with the exact pain, then asking for a real next step: data access, an install, or a paid pilot. likes can valida…
- @Global_Project_312 (2): That's probably the lesson most first-time founders learn the hard way. It's easy to mistake positive feedback for validation. Someone paying, even for a rough manual version, is a completely different level of validation.
- @Global_Project_312 (2): exactly
作者描述用 Sol 协调 Opus 5 medium 写代码，有时会吐槽 Opus 产出"为三条路径改动写了 407 行过度啰嗦实现"，展现多模型协作时一个模型给另一个模型做代码审查的有趣场景。
After a couple of weeks in August I refer to as the OpusOcalypse where my entire coding process melted into oblivion I started using Sol to send jobs to Opus 5 medium with some well crafted prompt gu…
受众观点：① 有人分享自己也见过模型自评"方案过于优雅，改成更直白的版本"，说明大家对模型之间互相点评代码的拟人化行为很感兴趣（@Deltadoc333, 82分） ② 也有人吐槽这种"无用的优雅"，把它看作随机的美感输出，带点玩笑和哲学意味（@crankbird, 31分） ③ 另一位则认真指出 Sol 经常能发现 Opus 漏掉的重要细节，强调在对抗式评审下对 Opus 的信任度下降，关注点在于模型可靠性和多模型交叉检查（@teramoc, 27分）
展开评论
- @Deltadoc333 (82): I had one model say something along the lines of "that was a needlessly elegant solution, changing it to something more straightforward" when talking to itself.
- @crankbird (31): Needlessly elegant … lol … random acts of beauty… the goddess is dancing
- @teramoc (27): Same for me. Sol orchestrates and frequently finds something wrong with Opus's work. Opus ALWAYS misses something small but important. Its sloppy. Its forgetful. 4.6, 4.8 & 5 Ive trusted opus a lot less since getting both subscriptions and doing adversial reviews ETA: import…
- @BeowulfShaeffer (16): Honestly i have seen opus write plenty of code that is compact and elegant looking, but functionally very difficult to step through in a debugger. Stuff crudely like add(multiply(subtract(5,4), 2), 1) instead of a=subtract(5,4). b=mutiply(a,2) c=add(b,1) If you want a breakpoint…
- @ZainTheOne (13): W Sol
作者分享自己用 Opus 5 High 把电子游戏剧情整理成长篇小说，再配合 GPT 5.6 Sol High 和 Kokoro 做多轮润色与有声书生成，并邀请大家交流各自非典型的 Claude 用法。
I'm curious what everyone is doing with AI outside of typical work and vibe coding. I listen to a lot of audiobooks during my commute and play video games in my free time, so I started combining the…
受众观点：① 有人分享用 AI 快速逆向和改写相机或电动车等设备的固件，让老硬件获得新功能，认为大量被放弃的硬件项目可以被这样救活（@Knosh, 25分） ② 也有人用 Claude 帮退伍军人和家属梳理复杂的 VA 福利和法规，认为在解读晦涩政策文档方面 Claude 表现突出（@Sea_Station_88, 20分） ③ 还有人把 Claude 当私人教练和营养师，长期记录训练数据并动态调整计划，觉得进步远超自己摸索（@Aggressive_Hat_2341, 15分）
展开评论
- @Knosh (25): I saw a dude the other day that used it to rewrite the firmware on his Fuji X-T3 camera to support film simulations (classic negative) that were not available on anything prior to the X-T5. The X-T3 is older and it's still a great camera but Fujifilm railroads people into buying…
- @Sea_Station_88 (20): Helping people file for Veterans and Survivor benefits from the VA associated with Agent Orange exposure in Vietnam and SE Asia. Navigating opaque and obscure government regulations and court cases is an area Claude really shines. I suspect they had a lot of training data from e…
- @Aggressive_Hat_2341 (15): I have Claude working as my personal trainer. I asked it to create a maximally efficient 3 day a week workout plan for muscle growth, told it about existing injuries I have and then stuck the output in project instructions. Since then I've moved up to 5 days a week as I've found…
- @prophetsearcher (8): I have an XT-2 and now I know what I'm doing this weekend.
- @ClaudeAI-mod-bot (7): You may want to also consider posting this on our companion subreddit r/Claudexplorers.
一位零游戏开发背景的作者用 Claude 写对话和剧情，花约 80 小时制作休闲游戏 No Name Squish Game，已完成 27 个角色和多生物群落，并开放网页版给大家试玩测试。
Hey Everyone! update on No Name Squish Game, i'm about 80 hours in at this point. visually not a whole lot has changed since the last post but ive been grinding. The full story is finished with a mys…
受众观点：① 有人觉得游戏很可爱，但建议调整 AI 生成的对话风格，避免过于断句和机械感，说明玩家对文本质感很敏感（@imacyber, 36分） ② 多条评论关注音效和细节，比如草地脚步声、拟声效果甚至角色偶尔绊倒等，期待更强的沉浸感和"cozy"氛围（@CallMeKik, 16分；@Gambo7592, 19分；@capable-corgi, 12分） ③ 作者自己也回应会在机制稳定后重写全部对话，表明社区理解"先用 Claude 打样、后期人工打磨"的开发节奏（@Gambo7592, 14分）
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- @imacyber (36): Looks cute. My only feedback would be to adjust the generated writing style so it's not so staccato
- @Gambo7592 (19): oh yeah, there's rustling, crunching, boings and sproings. I'll do an ASMR trailer next 😭
- @CallMeKik (16): pls tell me it makes cute little gras crunching sounds when you walk honestly getting the sound right will make it so cool i just can't tell form this video
- @Gambo7592 (14): Yeah I mentioned in my post thats one of the few things I haven't touched at all. The entire dialogue will be re- written by me but for now I've been focused on getting gameplay and mechanics worked out. I appreciate the feedback 😊
- @capable-corgi (12): can you make them trip over sometimes ❤️
帖子讨论 Anthropic 提到俄罗斯和中国威胁行为者利用 Claude 做网络攻击或军事用途，引发大家对其在公关话术和安全监管上的动机争议。
r/ClaudeAI Anthropic says Russian and Chinese threat actors used Claude for dron…
受众观点：① 有人认为这种说法像在炫耀自家技术被对手军用，冷战时期企业要这么说可能会出大事（@ShadowBannedAugustus, 35分） ② 不少人直指这是借恐惧营销推动监管俘获，把安全风险当成争取政策优势的工具（@bored123abc, 20分） ③ 也有人为 Anthropic 辩护，认为是在提醒整个行业 AI 不可避免会被滥用，并强调不只有 Claude 能做到这些（@Accomplished-Fan9568, 16分与6分）
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- @ShadowBannedAugustus (35): Regardless of how true this is, it is insane they say this in a bragging, PR way. Imagine during the cold war, some US company saying: "The soviets used our tech to build this epic military tech". It would probably not end well for that company.
- @bored123abc (20): Fear mongering for regulatory capture.
- @Accomplished-Fan9568 (16): They are not bragging. This are voicing concern for the whole industry and the path AI is taking us whether we like it or not. It's inevitable that they will use AI for such things, and the fact that they are using claude to do it gives us insight into what they are doing.
- @Confident_Music6571 (6): Voicing concern for the technology they rushed to create?
- @Accomplished-Fan9568 (6): You do not need to use claude to do those kind of things, several other models are capable of it. Programming is a basic capability of the LLM.
一位做技术尽调的代理商吐槽 Acquire 上号称"跑自己"的小 SaaS，多数隐藏巨大技术债，建议买家先让卖家现场在新服务器完整部署一遍。
Well I need to say this once in public because I get the same DM literally every week now. Someone sends me an Acquire listing of $4k MRR it "runs itself" and it is asking $120k and wants to know if…
受众观点：① 想通过收购而不是从零开始的 indie hacker，会对如何识别"看起来 4k MRR 但其实要重写"的项目非常关心。② 正在运营小 SaaS、未来可能挂牌出售的开发者，会关注如何提前整理文档、自动化部署以提高估值和成交率。③ 关注财务自由路径的工程师，会对"买 vs 自建"的真实风险收益对比感兴趣。
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- @the_brilliant_circle (19): People sell for a lot of reasons. I sold a SaaS because it wasn't working out with my cofounder and I didn't feel like doing all the work for just 50% of the earnings. Never said that outright in the process though.
- @Whole-Amount-3577 (14): So people just send you their code base and want to know if its ok.... lol nice ad
- @Warm-Reaction-456 (13): It's called technical due diligence. Buyers pay someone who's read a lot of bad code to read theirs before they hand over six figures.
- @AnUninterestingEvent (10): As someone who's listed on Acquire, you're making a lot of assumptions. Just because someone wants to sell a business that "runs itself" doesn't mean they must be selling because of tech debt. It could just be that they want a lump sum of cash. It could be that they enjoy buildi…
- @rioisk (5): all my apps have deploy scripts and clear documentation - no surprises i'm genuinely surprised that people don't have this given AI exists
一位长期坐轮椅的开发者基于学术公式做了一个通过身体围度估算体重的 Web 应用，之前在巴西 Google Play 有二十多万安装，现在改成全球免费网页版，但评论区对验证和可信度提出质疑。
I've been in a wheelchair since I was 15 and could never just step on a scale. Turns out a lot of people have the same problem. Bedridden folks, or anyone without easy access to a scale. I found a va…
受众观点：① 多位评论质疑楼主是否用小号自夸，觉得评论行为有点"自刷"嫌疑（@nerdforest, 20分；@ward2k, 7分） ② 顶层长评要求公开学术验证来源和公式细节，并询问是否有 GitHub 代码仓库，担心这是"AI 气质"的快速拼装应用（@nerdforest, 14分） ③ 有人觉得想法本身不错，但在缺少透明度和验证数据的情况下不敢信任，整体氛围偏谨慎甚至怀疑（@belkarbitterleaf, 6分；@ganja_and_code, 5分）
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- @nerdforest (20): Did you just comment from another account?
- @nerdforest (14): Few things. I think a lot of us (myself included) are temporary abled, so my experience isn't the same as yours. That said, can you share the validation from this formula that from acedmic literature so we can help confirm the best way to do this? That said - one of the things I…
- @ward2k (7): Sorry if this is a weird question but have you posted with two separate accounts, this comment and the post above
- @belkarbitterleaf (6): Cool idea, but the comments here are too sketchy to me.
- @ganja_and_code (5): What is *your* answer to the question then?
作者用 three.js 写了一个 2D 重力沙盒小游戏，并借助 Opus 5 补完后发布在 antics.gg，让玩家随意投放行星、恒星和黑洞观察引力效果并登陆星球游玩。
wrote a little 2D gravity sandbox, never finished it and forgot about it. used Opus 5 to complete what was missing and finally release it. Paint rocks, gas, planets, stars and black holes, drag to th…
受众观点：① 有人称赞这个沙盒很棒，并好奇除了二维之外物理有多准确，说明玩家在意"好玩"和"科学性"的平衡（@filwi, 7分） ② 也有人指出黑洞透镜效果并不物理正确，强调它更像是视觉玩具而非严肃模拟（@ImRedditingNaked, 4分） ③ 还有评论直接夸这是探索动态系统的绝佳小玩具，认可其教育和启发价值（@thecaseace, 4分）
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- @filwi (7): This was lovely! How accurate is it, apart from being 2D?
- @Trigger1221 (5): Have you ever put *everything* on a bagel?
- @ImRedditingNaked (4): It's not. For example when black hole rises over the horizon, there is gravitational lensing of the ocean as if it was behind the black hole
- @axolotlbabft (4): throw claude haiku 4.5 into the black hole ```/s```
- @thecaseace (4): NGL this is amazing. Fabulous toy to explore dynamic systems. Really cool
楼主描述自己在 VPS 上用 Docker Compose 部署 Next.js 服务并已配置防火墙和 CrowdSec，想请教大家实际好用的自托管安全工具来应对近期频繁的安全事件。
I'd like to add some self-hosted security tools to protect a service I run. With all the security issues lately, I'd appreciate some recommendations. My setup is as follows: Infrastructure: VPS, Dock…
受众观点：① 有安全从业者推荐 Wazuh 搭配 auditd 规则作为主力检测平台，同时强调按时打补丁和 SSH 只用密钥的重要性（@ConfidentFuel885, 24分） ② 有人认为在只开放必要端口的前提下，额外工具要谨慎添加，否则维护成本过高（@Mr_Brightstar, 11分） ③ 也有用户强调可观测性和日常巡检的价值，建议用 Grafana、syslog 等监控异常流量并借助 AI 帮忙解释尖峰和异常行为（@Graphical-Source5090, 11分）
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- @ConfidentFuel885 (24): Wazuh is going to be your best bet. The most helpful thing you can do is regularly patch and ensure SSH is locked down to keys only. Edit: In addition to Wazuh, you should install and configure auditd to aid with detections in Wazuh. Here's some rules you can use: https://github…
- @Mr_Brightstar (11): There's little to do if only one door is available. I have ssh access with keys, fail2ban, ip geoblock and wg only to access admin panels. Anything more is another thing to maintain.
- @Graphical-Source5090 (11): Observability. A lot can be said for watching for anomalies. Especially in a home environment. Take 5 minutes a day to watch for unexplained traffic spikes. Use syslog. Use AI to investigate. Something like this: Notices a weird spike in traffic in Grafana at 3am, hey <insert…
- @ConfidentFuel885 (5): Death by tools is a real thing. There are a lot of people in cybersecurity who measure their security posture by how many tools they have.
- @Hour-Swimmer7140 (5): crowdsec if you want something that actually does a thing rather than just showing you graphs. wazuh if you want the graphs and have the ram for it, its heavier than people expect and vaultwarden, boring but its the one that removes the most actual risk per hour spent
楼主分享自己 SaaS 上线 5 天通过 Reddit 帖子拿到 98 次访问和 30 个注册用户的早期数据，困惑这算不算验证成功以及下一步该做什么。
I'm building this saas and published it 5 days ago. I just posted about it to a few subs and replied to users asking for solutions to their problems that my service solves. The problem is real: I had…
受众观点：① 有人指出 98 次访问转成 30 注册这种 31% 转化率，很典型是创始人自己在评论区引流的结果，关键是看几天后有多少人会主动回来使用（@lemontree882, 1likes） ② 也有人提醒 GDPR 并不妨碍做最基本的服务端留存统计，只要记录用户 ID 和时间戳就能看出第 7 天是否明显弱于第 2 天（@lemontree882, 1likes） ③ 顶层评论从产品和定价角度拆分了不同升级项的性质，并强调要确认当前通过 Reddit 获得的用户画像是否和未来愿意为更高配额买单的营销公司重合（@io-zoor, 2likes）
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- @io-zoor (2): Your four items split into two kinds of upgrade, and they behave differently. The send limits and the storage are wall upgrades: someone converts when they grow into the ceiling, so the date they pay is set by their growth rate rather than by anything you say. Teams, forwarding…
- @lemontree882 (1): 98 visits into 30 signups is 31%, which is what traffic from your own replies looks like. how many of the 30 opened it again a few days later without you posting
- @Appropriate-Rush915 (1): I do not have detailed analytics in place for gdpr reasons but I can say that more than 20 of them actively used it these days. Tiny numbers but coversion appears somewhat good to me.
- @lemontree882 (1): GDPR does not stop you counting that. A server side row holding a user id and a timestamp and nothing else is compliant, and without it you cannot tell whether day 7 is weaker than day 2. 20 of 30 coming back is retention, and at this size that tells you more than the 31% did. W…
- @West_Inevitable_2281 (1): The signup rate is encouraging, but it cannot tell you yet whether the product is working. I would talk first to the support requester and the person who contacted you directly, before buying traffic. What specific action did those 20 active users repeat after their first visit?
一位开发者刚把 SaaS 做上线才发现获客才是更难的 80%，向大家请教拿到前 10、50、100 个用户时真正有效的分发方式和踩过的坑。
Coding the product was the "easy" part. Now that it's actually live and working, I'm staring at a blank analytics dashboard and realizing that building it was only 20% of the battle. For those of you…
受众观点：① 有人直言产品上线后才是更难的部分，提醒楼主心理预期要从「写完就有人来」转向长期拉扯（@Abdelkayoum_nouri69, 13likes） ② 有人建议暂时跳过广告，先找到十个已经在为更差方案付费的用户，搞清楚他们真正在意什么再谈分发（@1000xhuman, 3likes） ③ 也有人围绕目录站价值展开争论，一方引用研究数据认为第三方列表和对比文章在「用什么工具」决策中占比很高，另一方则认为现代目录对人和搜索引擎都几乎没用（@quantumadopter, 2likes; @rbprepin, 2likes）
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- @Abdelkayoum_nouri69 (13): Sorry to informe you, but it's way harder then bulding the product.
- @1000xhuman (3): skip ads for now. go find like 10 people already paying for a worse version of this and ask whats broken. distribution is easier once you know who actually cares
- @quantumadopter (2): Directories are worth more than they used to be, though not for the human traffic. In a study of 1.05 million citations, for "what should I use" questions the sources were third-party lists and comparison posts 40.9% of the time, and the company's own homepage 1.7%. The homepage…
- @rbprepin (2): There's no way directories are worth more today than what they used to be. They used to be THE way humans found websites before search engines. Then in the early '00's they became THE source for backlinks and rankings. Now they're mostly useless for humans, search engines and AI…
- @CroFran (2): Finally got to the hard part after thinking your done know that feeling too well. Cold reach, good seo/content, campaigns. Show what youre good at and what it acomplishes. One more thing thats imo one of the best ways to go about it is motuh-to-mouth ,conferences, friends in the…
一位几乎把全部工作都搬进 Claude Code 的工程师感到自己成了瓶颈，担心无论是编码还是架构和业务理解最终都会被 AI 追上，不知道还能如何继续提升技能。
At least 90% of my work already happens inside Claude Code. Coding, architecture, system design, documentation, tickets, research, you name it. I try to broaden my skills and knowledge as much as pos…
受众观点：① 有人直言最终能赢的只有拥有公司和资本的人，认为大部分技能都会被 AI 替代，剩下的是谁能买得起更多算力和 tokens（@rknki, 38分） ② 也有人建议从解决单个问题转向解决"问题类别"，强调抽象和系统性思维的重要性（@3tt07kjt, 12分） ③ 还有人认为现在已经进入"会实现 AI 系统或带队落地 AI 的人"更占优势的阶段，传统实现能力的边际价值在下降（@TessTickols, 8分）
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- @rknki (38): Own the business. That's the sad part, sorry. I think you are right and eventually all your typical skills will be replaced by AI and all that's left to win in this game is owning a business and having starting capital to buy more tokens than your competitors. Bonus points if yo…
- @3tt07kjt (12): Figure out how to solve classes of problems rather than solving individual problems. This requires a lot of out of the box thinking.
- @TessTickols (8): We are there already. The people who are best at implementing AI based systems or are leading/owning a company quick to move will probably be better off in the long term
- @True-Response-2386 (7): That is an interesting take, thanks! I am an academic researcher. Do you think this will be the future of academic research too?
- @BigDeadPixel (7): If it involves you and a computer, AI is already better than you at it. I am a software engineer of over 20 years and those are just the sobering facts.
这是一个关于本轮 ARR 八月投稿和评审情况的讨论帖，大家在里面交流轮次规模、审稿质量以及出结果时间的预期。
This round seems to be very small, but still creating this thread for discussion.
受众观点：① 正在通过 ARR 管道向顶会投稿、关心这一轮规模和出结果时间的研究生和博士（ConcernConscious4131, 4 分） ② 对部分稿件质量和审稿标准感到困惑、想吐槽"AI slop"和安全类论文评审的研究者（Striking-Warning9533, 5 分） ③ 想了解这一轮结果发布时间、据此安排自己工作和心理预期的投稿者（Mr_quiper, 3 分）
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- @New_Glove_2098 (7): Aren't you soju guy? You submitted Aug too? lol
- @ConcernConscious4131 (5): Hi Yes I'm. But no more soju
- @Striking-Warning9533 (5): I reviewed 2 papers this round and one of them are completely slop (don't think is AI Slop though) about LLM Safety with only 2 citations about llm and they are basic papers like ResNet and Attention is all you need. Another paper I reviewed is a resubmission and seem high quali…
- @ConcernConscious4131 (4): So quite...
- @Mr_quiper (3): considering they are always at least half a day late, 15th is an educated guess
楼主在 r/webdev 向实际上线过 MCP 服务器的人提问，想了解从教程到真实项目落地时在工具设计、鉴权、部署调试等环节遇到的隐藏复杂度和踩坑经验。
Every tutorial makes MCP look simple: 1. wrap a function 2. expose a tool 3. connect a client But shipping something for a real product or client is usually where the boring problems appear. If you'v…
受众观点：① 有人质疑 MCP 是否真的会让这些问题更复杂，认为它本质上就是普通服务器（@Klessic, 11分） ② 部分用户反感看起来像是机器人生成的提问帖，担心这是为了刷互动（@maxxon, 9分） ③ 也有开发者分享把 MCP 服务放在 Cloudflare 和 SSO 之后时的额外安全与网络配置难点（@krimpenrik, 4分）
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- @Klessic (11): What specifically about MCP would make any of this potentially more problematic? It's just a normal server..
- @maxxon (9): I don't understand what purpose serve these bot generated questions.
- @TorbenKoehn (7): Engagement
- @budd222 (6): How do you catch anything? Logging and automated tests. You aren't reinventing the wheel here
- @krimpenrik (4): Hardest part was, how to have the MCP server behind Cloudflare with SSO protection as additional security (besides oauth on the endpoint)
作者做了一款用 AI 从每天上千条事件中筛出 8 条积极进展新闻、配插画并用马赛克界面呈现的手机应用，试图用更平静的方式对抗传统媒体的负面轰炸。
Hi all, I got tired of the constant doom and gloom of news so I made my own app that looks at what's actually going right in the world. It uses an AI pipeline that whittles down 1000+ events everyday…
受众观点：① 有人觉得点子不错但实现一般，暗示产品体验和打磨还有很大提升空间（@CtrlShiftRo, 12likes） ② 有用户举例说明所谓"正能量新闻"容易变成某些机构的软宣传，引发受众反感（@wabbitfur, 3likes） ③ 也有人从商业和人性角度提醒，纯好消息平台历史上很难留住用户，因为人类天生对坏消息更好奇（@nalogowiec, 3likes）
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- @white-squirrel-lr (27): 
- @CtrlShiftRo (12): A good idea implemented badly.
- @wabbitfur (3): I saw something like this already on Facebook , and it can easily go sideways: Case in point: I started seeing (positive) news stories related to the U.S. Military... Considering that this institution is among the most hated on the planet... it didn't go over well with the peopl…
- @nalogowiec (3): there were plenty of approaches to "good-news-only" sites, some of them were well executed, some were worse, but none of them had enough traffic to survive - after all, people are getting bored, it's our nature to be curious about bad things and events - it sells much better tha…
- @Spedunkler (1): They keep telling us that bad news sells better than good news but I'm starting to wonder if that's the truth or not
独立开发者在为 Gamified Lives 推出大更新，把原本 1D 的头像升级为可移动、可对话的 2D/2.5D 形象以降低 AI 生成成本，并纠结是先发不完整版本还是等完全打磨后再发布。
I have a massive update coming for [Gamified Lives](https://apps.apple.com/us/app/gamified-lives/id6761446121). How should i prioritize stages for the update? Essentially I'm reworking the users avat…
受众观点：① 有人认为如果用户量不大且不破坏现有功能，就应该尽早上线获取真实反馈，而不是等完美（@LehmanSachs, 2分） ② 另一位强调只要不破坏功能就直接发，说明大家更在意稳定性而非绝对完美（@reedshadow3, 1分） ③ 也有人建议先做封闭测试、设定"够用即可"的标准，并保留旧头像作为回退方案，关注的是风险控制和测试范围（@Equivalent-Idea-116, 1分）
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- @LehmanSachs (2): Depending how many current users you have? And whether this breaks current app functionality If <100 and no then I would ship it and get real user feedback
- @reedshadow3 (1): the breaking functionality part is key tbh, if nothing breaks just ship it
- @Equivalent-Idea-116 (1): Ship a closed beta with a clear "WIP avatar rebuild" banner. You get real feedback on movement/interaction before you polish every customization option, and you can keep AI costs down by limiting who gets the new path. Waiting for fully polished usually means you're guessing wha…
- @Lucky-Confidence-702 (1): drop the beta but keep it tight. a messy semi-working avatar beats a perfect one you spent 6 weeks polishing in a vacuum, especially when real users will tell you what breaks first. just make the fallback obvious so nobody loses their current setup.
- @No_Restaurant7325 (1): How exactly does higher customization cut your AI usage costs? Seems counterintuitive unless you're pre-rendering assets or something, but you'd need to explain that.
一位正在做订阅制应用的开发者询问，除了请律师之外，要如何准备服务条款、隐私政策、退款规则等文件来在上线后尽量保护自己免于法律风险。
I've been working on an app that hopefully will bring in paying subscribers. I know I'll need terms of service, user agreement, privacy policy, refund policy, etc. Short of hiring a lawyer how do you…
受众观点：① 有人建议在使用条款中加入调解期、固定诉讼地点和责任上限等条款，并记录用户同意的时间和技术细节来增强证据链（@StockHodI, 16likes） ② 也有人提醒这些条款并非万能，适用性会受用户所在地区和业务类型影响（@Any_Welder_9701, 3likes） ③ 还有人强调真正有效的保护往往来自专业法律审查和保险组合，而不仅是文档模板（@Joshua1477, 3likes）
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- @StockHodI (16): Just put in your terms of use that any legal reprecussions need to be mediated for 30 days, and then brought to a court in your home city/town, and that the penality can not exceed $100. Force the user to accept terms before signing up and directly log the date/time that button…
- @Any_Welder_9701 (3): a venue clause and $100 cap arent magic words, where the customer is and what the app handles can change whether either one holds up
- @Joshua1477 (3): It's a lot of work, some of the best protection you can have is legal review and insurance policies.
- @[deleted] (1): [removed]
- @slackmaster2k (1): An LLC and a lawyer.
一位 DevOps 工程师不想把全部野心献给雇主，希望下班后和同样做副业的人组成小圈子，互相汇报进度、交流失败和机会，而不是孤独地一个人熬夜做 side project。
I've been thinking about this a lot lately. I work a regular job as a DevOps engineer. I care about doing my job well, learning, and being reliable. But I've realized I don't want my entire ambition…
受众观点：① 很多人长期一个人做项目，完成后不知道和谁分享，也缺乏有人监督自己坚持（@Specialist-Hat-6789, 9likes） ② 有人对这类互助小组持怀疑态度，认为容易变成打鸡血社群，不如专注解决真实问题（@ehben83, 5likes） ③ 也有同龄打工人共鸣，白天稳定上班、晚上断断续续做项目，虽然还没赚到钱但仍想坚持（@marcusheng, 4likes）
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- @Specialist-Hat-6789 (9): been building alone for like 2 years now and it gets weird after a while, you finish something and just stare at the screen like okay who do i even tell about this the accountability part is what kills me, nobody cares if i skip a weekend except me
- @ehben83 (5): I've never believed in such groups. It's what all new entrepreneurs who start they journey worry about : getting into support groups. I'd rather be passionate about a problem to solve rather than loosing my time with others just for some dopamine shot and not to feel « alone ».
- @marcusheng (4): I also have the same feeling, i turn 30 this year and have been working at the same company for 7 years now. It's been great so far, but deep down I also want to do my own thing. I want to wake up feeling excited building things i want to build, that i have full control of. The…
- @Any_Welder_9701 (3): "nobody cares if i skip a weekend" is exactly where a standing Friday demo with one or two other builders helps. tiny deadline, no whole community to maintain
- @gimmeslack12 (3): I've never met another person as active with side projects as me. I know they're out there (obv this sub) but otherwise people don't really seem to care.
发帖者想自建一套统一的游戏环境，从老任天堂和复古主机到新游戏都能玩，并询问是否有类似 Seerr 的 Questarr 等工具组成完整 gaming stack。
Just curious if theres a seerr equivalent for gaming. how best to setup a gaming stack that can play old school games like command and conquer/monkey island, to old school playstation games, to newer…
受众观点：① 很多人把 Romm 类比为复古游戏界的 Seerr 或 Plex/Jellyfin，用来管理老游戏 ROM（@Boring-Advisor2770, 14分；@macpoedel, 10分） ② 有人分享自己曾经收集大量 Gameboy ROM 又删库的经历，关注长期收藏和备份问题（@EarlMarshal, 13分） ③ 评论提到 Sunshine/Moonlight 串流到电视等设备，说明大家关心跨设备游玩体验和局域网串流质量（@delphic-frog, 8分）
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- @Boring-Advisor2770 (14): Romm is basically Seerr for retro games lol
- @EarlMarshal (13): I just have my gaming rig. I have some backups of old emulator. I once had a full collection of all Gameboy ROMs in all languages, but I was young and stupid and just deleted all languages I don't speak and all game I had no interest in to save space. Never played the games at s…
- @macpoedel (10): It's more like Plex/Jellyfin for retro games.
- @delphic-frog (8): Also considering you asked about the stack, worth mentioning Sunshine/Moonlight which allows you to stream your games to other devices on your network. If you have a fire stick or similar, you can play on your TV for example. Quality is surprisingly good with 4K at 60hz possible…
- @delphic-frog (6): Yes there is something called Questarr which is a gaming equivalent of Seerr. It's not as mature as the other arr projects but it's being actively developed and maintained IIRC
一位即将做图机器学习博士的学生纠结该挂在 CS 还是 EE 系里，更有利于未来进大厂做研究科学家。
I'm starting a PhD where I will be doing Graph ML (somewhere along the lines of graph signal processing/ graph deep learning.) My eventual goal is research scientist at big tech, or whichever company…
受众观点：① 准备读博或刚入学的 ML 学生，会关心系别标签对未来进大厂研究岗的真实影响有多大。② 在校博士和博后，会关注如何在细分方向（如图信号处理）里兼顾学术深度和工业可迁移性。③ 想转向研究科学家路径的工程师，会对如何利用博士阶段积累人脉、项目和品牌资产有兴趣。
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- @KeyApplication859 (19): Graph ML is already a niche field, unlikely CS vs EE makes a difference. Also do not make your decision based on ATS filtering, who knows what will happen in 5 years. It's better to look at departmental requirements in your potential school, there might be some differences regar…
- @Legendarychamp25 (12): It doesn't matter, just go for the better supervisor
- @Dr3ddM3 (8): Nobody can really predict the future Chatgpt Astra can also make manufacturable PCB boards in KICad. Who knows what LLM's can do in 5 years.
- @MakingComputersSmart (4): I would like to add something I have observed. A PhD is kinda a license/certificate that you have been trained for research and have extreme depth in a very very niche area. The goal at the end of a PhD is to understand research design and gain expertise better than anyone else…
- @hishazelglance (2): Being an EE (at least at UC Berkeley / UT Austin which is where I got my masters and bachelors respectively) gives you good exposure to both software and hardware side of ML. Nvidia / Micron / Broadcom / AMD love low level EEs with PhDs that have exposure to Machine Learning. IM…
一位创始人刚拿到每月 200 美元的首个付费客户，却发现自己在营销和获客上几乎是零基础，向社区请教拿到前几十个客户时真正有效的渠道和打法。
Just got my first paying customer at the $200/mo mark yesterday and not gonna lie- it felt way better than I expected lol. Now I'm just sitting here like... ok what actually moves the needle next. I'…
受众观点：① 有人强调在价格还低、样本极少时不该急着投广告，否则在搞清楚哪些关键词能转化前就把预算烧光（@iidaholm, 6likes） ② 也有人建议把首单拆成可验证假设，围绕触发点、替代方案、信任来源和购买阻力做访谈，再手动接触二十个相似画像的潜在客户（@fierysmart, 5likes） ③ 还有人提到高触达 onboarding 能在前二十个用户阶段暴露比半年看数据更有价值的产品缺口，帮助更快打磨产品与信息传达（@Strange_Lecture_, 11likes）
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- @Strange_Lecture_ (11): High-touch onboarding for your first 20 users teaches you more about product gaps than 6 months of Google Analytics dashboards.
- @iidaholm (6): at 200 a month one customer, ads will eat you alive before you know which keyword converts. i'd go find 20 more of that exact customer by hand first, where do they already hang out. the first ten customers usually come from you, not a channel. paid comes after you know the pitch…
- @fierysmart (5): Before choosing a channel, turn that first sale into a repeatable hypothesis. Ask the customer what triggered the search, what they tried before, why they trusted you, and what nearly prevented the purchase. Use those answers to define a narrow customer profile and message, then…
- @OleTvck (2): What is high touch onboarding?
- @Ivandl97 (1): Io ho lanciato da poco il mio primo Saas e sono in difficoltà a trovare il primo cliente. In bocca al lupo fratello. Non mollare 💪🏼
一位在做工业屋顶公司官网的开发者，纠结是否要像很多同行那样克隆几十个城市着陆页塞本地关键词，担心既 spam 又不道德，来问这种本地 SEO 做法是否有效和合理。
Howdy, folks. I realize this may start a war here, but I'd like to hear from different perspectives. I'm building a business site for a commercial/industrial roofing company right now and have added…
受众观点：① 顶层评论认为只有每个地区页有真实内容（项目照片、具体区域、交付细节）时才有用，纯换城市名的克隆页属于薄内容，Google 越来越容易识别（@tuomas-heino, 3分） ② 有人提醒大量重复关键词页面会被当成重复内容，反而伤 SEO，只有每个本地页都做到内容和图片独特才可行（@RealLamaFna, 3分） ③ 多位评论从用户体验和伦理角度批评"网关页"，认为会误导本地用户、长期看也不利于业务（@Realistic_Secret3848, 2分；@Educational-Seat5130, 2分；@Double-Buyer7941, 2分）
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- @tuomas-heino (3): it works, but only when the pages have something real on them. cloned text with the city swapped is thin content and google is decent at spotting it now, especially if the only difference is the town name. what actually ranks is one genuinely useful page per area with local proo…
- @RealLamaFna (3): Just having 20 pages with exactly the same keywords except some minor keyword changes will hurt your SEO majorly, since it will be flagged as duplicate content. It is duable if every localized page is unique with its own unique content and images etc.
- @Realistic_Secret3848 (2): gateway pages like that are garbage for users, and the "local intent" trick usually just cannibalizes your own rankings unless you put real work into each page
- @Educational-Seat5130 (2): It is indeed spammy, and won't work in the near future according to me because businesses want websites which are unique and can captivate customers, cloning the same pages and delivering it will be noticed by the businesses soon enough (hopefully). That's my take on it.
- @Double-Buyer7941 (2): Yeah, matches what I've seen. I do small sites for local shops/businesses near me and even at that tiny scale the swap-the-city-name pages just look bad and don't hold up long term. Spending the extra time to write something actually specific to that town (real project, real det…
一位想写文章、发博客和摄影作品的用户，想找几乎不用写代码、也不在意独立域名的建站工具来搭个人展示网站。
hi! I want to make my own website where I write articles, blog, and post my photography. I don't really want it to be super professional, just something to portray my work. I don't really care about…
受众观点：① 有人直接推荐 Tumblr 这类现成内容平台，适合图文混合且不想折腾的人（@metsahaldjas, 2分） ② 也有人提到 Grav 这类更偏向开发者的轻量 CMS 方案（@kocieTexty, 2分） ③ 多条评论建议用 wordpress.com 或 Substack、Medium 等托管博客服务，强调免费子域名、少量配置就能发文和展示照片（@Quirky-Zucchini-3774, 1分；@gordeyc, 1分） ④ 有人吐槽"不在乎域名"像是给自己的网站建在没有地址的树林里，暗示品牌和可发现性问题（@Used_Tough8250, 1分）
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- @metsahaldjas (2): Tumblr
- @kocieTexty (2): Grav
- @Quirky-Zucchini-3774 (1): wordpress.com is probably the least annoying fit for this, since you can do the blog and photo posts with a free subdomain and barely touch any code at all
- @Used_Tough8250 (1): jeez...not caring about a domain name is like building a house in the woods with no address. good luck telling people where to find you.
- @gordeyc (1): Wordpress is a nice place to start if you really want to build something, otherwise you can go to substack, medium and the like, those are pretty convenient blog platfroms
一位有六年经验的全栈开发在 r/SaaS 发帖，专门帮独立开发者把只在本地能跑的 MVP 部署上线并搭好 CI/CD，以低价换取 Fiverr 订单和评价。
Win-win post: I need the work, you need it done right, so we both come out ahead. full-stack dev 6+ years , Keep seeing the same thing. MVP gets built, works fine on localhost, then everything stalls…
受众观点：① 顶层评论指出部署本身很少是技术难点，更多是创始人害怕被真实用户评价的心理门槛（@cicygo, 6分） ② 多位评论提醒"我不在乎预算"会被解读为低质量信号，建议给出明确报价和交付范围（@Emotional_Hat_5474, 2分） ③ 有人建议即便打折也要通过 Fiverr 走付费订单，否则无法累积等级和评价（@cicygo, 1分；@mohamedhameddev, 1分）
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- @cicygo (6): Deployment is rarely the part that fails. Solo founders stall there because a live URL is the first time anyone outside their own head can judge the thing, and the pipeline is the easy half of that. Asking whatever they can pay also reads as risk the buyer carries, so a flat num…
- @Emotional_Hat_5474 (2): tbh the "I dont care about budget" angle can actually work against you. people associate low cost with low quality, even when thats not fair. might be worth leading with a specific result instead of the price flexibility
- @mohamedhameddev (1): Make sense, actually I am trying to get my fiverr level back so I don't care about how much any one can pay when they are struggling in development/deployment and need help,
- @cicygo (1): A level rebuild runs on completed paid orders and the reviews that come attached to them, so work you take offline for free leaves nothing behind for it. Keep the discount but send it through as a small paid order instead of waiving it, and let the scope be the thing that shrink…
- @mohamedhameddev (1): Yeah I will do that if anyone struggles and need help We will complete a paid order on fiverr (with flexible budget) because I care about get my level back, that the main idea of win win situation
作者作为独立开发者做了一款 Android 家庭物品管理应用 Store & Forget，拍照后由 AI 自动生成名称和规格并标记存放位置，还支持连拍模式和导出清单，专门解决车库箱子里东西找不到的问题。
[https://play.google.com/store/apps/details?id=dev.koalalab.storeandforget](https://play.google.com/store/apps/details?id=dev.koalalab.storeandforget) I'm the solo dev. Store & Forget is a home i…
受众观点：① 用户关心后台命名失败时的兜底体验，询问是否有未命名队列方便后续补录（@Specific_Cream2815, 1likes） ② 有人想把它用在工作间物料管理上，验证了产品在更专业场景的适用性（@Martialogrand, 1likes） ③ 作者解释无需预先设置复杂分类，只要记录位置即可，还能标记耗材并提醒库存不足，强调了产品的简化分类理念（@RomeoDelta1234, 1likes）
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- @Specific_Cream2815 (1): what happens when background naming fails after the photo is saved, does it stay visible in an unnamed review queue
- @RomeoDelta1234 (1): Yes it appears on the final checking stage shown on the video.
- @Martialogrand (1): Do you think I can use it to list, categorize and organize my workshop?
- @RomeoDelta1234 (1): Yeah, a workshop is close to the ideal case. There are no categories to set up, thats kind of the point. You snap the item, it writes the name and specs for you, and you just pick where it went (garage > shelf > bin). So if you're in a rush you can drop something in whatev…
- @Solidusfunk (1): Simple and incredible
作者受 Spotify AI DJ 启发，开源了一个叫 deadair 的插件化个人电台系统，用队列调度音乐、新闻、天气和 LLM 语音插件，让用户像听电台一样自动串联流媒体内容。
I've been a Spotify user for a long time now. I was really excited when they introduced their AI DJ but it never really lived up to what I thought it could. I've also had this idea in my head since I…
受众观点：① 有人关心如何用它做每日新闻播放列表，说明新闻播报是重要场景（@peteypeso, 2likes） ② 也有用户好奇它具体支持哪些音乐服务、能否接入 Apple Music 等主流平台（@DrZakarySmith, 1likes） ③ 另一位开发者分享自己也做过类似项目，甚至也用 deadair 这个名字，体现出这个方向在 maker 圈有一定共鸣（@nexe, 2likes）
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- @peteypeso (2): How could I use this to curate a daily news playlist
- @knoxcoder (2): Are you looking for something to read the headlines from an rss feed at set intervals or more like a podcast of the news?
- @nexe (2): ha funny I also built one just for myself and, likely like you as well, "brainstormed" with AI for a fun project name ... yes also went for deadair ;)
- @knoxcoder (1): Nice, I'm open to PRs if you want to contribute, or heck steal my ideas. I built this primarily for myself but friends wanted it so I'm just open sourcing it and trying to make it usable beyond the "it works on my machine"...
- @DrZakarySmith (1): I do t have a physical music so what services can it link to? Apple Music?
作者担心在两篇针对同一回归任务的论文中复用完全相同的基线 RMSE 表格，会不会被视为学术抄袭或一稿多投。
Suppose I create two machine learning models suppose tree and neural network for a task let's suppose regression problem, now suppose I am sending both of this paper to two different journals, now th…
受众观点：① 正在写第一篇或第二篇论文的 ML 学生，会关心如何设计实验避免被审稿人认为是切香肠式发表。② 早期研究者，会对在同一数据集上做多模型对比时，如何组织成一篇还是多篇论文的策略感兴趣。③ 想从工业界转学术的工程师，会关注学术界对结果复用、代码共享和透明度的隐性规范。
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- @Wannabe-Davinci (3): This is salami publishing to me. Just put both models in one paper only if they solve the same task and have the same novelty
- @Wannabe-Davinci (2): Not every problem requires a neural network to solve it. A paper should propose some novelty, the exact model used to prove it empirically can be any model Edit: or you should phrase your question and context better
- @Candid-Tackle-9061 (2): you could mention that if the baseline setup and evaluation protocol are identical, reusing the same results is generally fine, but the paper should clearly state that those numbers were previously reported. the main issue would be presenting them as newly reproduced results.
- @MakingComputersSmart (2): If both models have the same input, you don't have a new training regime, novel architecture, loss function or any other trick, it's unlikely that this will get published somewhere reputed unless the problem you're solving itself is new. Throwing a tree at a dataset is no longer…
- @Jealous_Key_4030 (1): But the models are literally different, that's why I have example of tree and neural network , how can anyone put tree and neural network in same paper ?
一位用户想在包含大量公司链接的目录页中按地理位置筛选公司，询问是否有不用逐个点开的快捷搜索或脚本方案。
Hi all, not sure if this is the right r/ for this question but I have a few sites that list links to companies, in alphabetical order (eg - all companies starting with A has a link to "A", etc). Ther…
受众观点：① 有人建议直接用浏览器 Ctrl+F 搜索城市或区域关键词，或者用 querySelectorAll 在控制台批量抓取链接文本（@Waste_Substance8695, 2分） ② 有人提醒部分网站会屏蔽快捷键，可以先点地址栏再用 Ctrl+F 绕过网页拦截（@Aktionjackson, 1分） ③ 也有人认为写脚本批量抓取上千个站点位置会遇到格式不统一、地名匹配困难等问题，人工筛选可能更现实，并提到可以尝试用 ChatGPT 或 Claude 帮忙解析（@BrewThemAll, 1分）
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- @Waste_Substance8695 (2): you could use ctrl+f to search the page for city names or region keywords, sometimes the company description already includes location before you click the link if the page is more complex with hidden data, browser devtools console with a quick querySelectorAll loop can grab all…
- @Chasheek (1): The Ctrl + f doesn't work but I'll try the query selector all, thank you!
- @Aktionjackson (1): Try clicking in the address bar before hitting ctrl f. The reason is that a lot of sites block the ability to use certain hot keys using functionality built into the webpage, but that functionality only works when your focus is on the webpage. If you instead click the address ba…
- @Bluemoss52 (1): the querySelectorAll idea is solid, tbh that's the first thing id try if ctrl+f doesnt cut it
- @BrewThemAll (1): So, you have 40 \* 26 is roughly a thousand websites. It would maybe workis to just run a script wget'ting them all, after that it gets tricky, because locations aren't on a predefined place on the website and can textually from continent to state to just a city name, for which…
楼主为自托管房源聚合工具 Fredy 新增租房诈骗检测功能，通过多种文本信号加权标记"潜在骗局"，并允许用户手动纠正结果以在找低价房和防诈骗之间取得平衡。
Hey, this is a follow-up to last week's price-per-m² post, same project. Fredy is a self-hosted real estate finder: watches 24 portals across DE/AT/CH/ES/IT/PT, drops cross-portal duplicates, pings y…
受众观点：① 有用户已经部署该项目并希望能添加英国租房网站，询问是否有编写新爬虫的文档（@MoreMagicMellons, 6分） ② 作者给出 CONTRIBUTING 文档链接，说明项目对社区扩展新数据源是开放的（@orangecoding_fredy, 5分） ③ 也有用户从数据侧建议按门户和邮编分别维护价格中位数并定期重算，以提高价格异常检测的准确度（@mattias_61, 3分）
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- @MoreMagicMellons (6): Hey I downloaded this last week! Would you have a guide or any docs on adding a new provider / scraper? I'm in the UK and would love to add some UK rental sites!
- @orangecoding_fredy (5): Hey. See this: [https://github.com/orangecoding/fredy/blob/master/CONTRIBUTING.md](https://github.com/orangecoding/fredy/blob/master/CONTRIBUTING.md)
- @mattias_61 (3): the weighted signals thing is right, but i'd tune the price rule per portal rather than per area. immoscout and willhaben have wildly different median spreads, so one global threshold will either miss scams or flag every wg-zwischenmiete. store the median per portal per plz and…
- @orangecoding_fredy (2): Copy and paste the same question? ;)
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
作者为解决剪辑短视频时难找音效的问题，在自己的 meme 素材站上新增了 695 条可搜索、可预览的音效库，用波形卡片和时长过滤来加速创作者挑选常用梗声。
I edit shorts/tiktoks and the annoying part was never the editing, it was finding the sounds. Every "free SFX pack" is a 400MB zip named sfx\_final\_v2 with no search, half of it unusable, and you en…
受众观点：① 视频创作者对解决音效搜寻痛点表示感谢，觉得这是对创作生态的正向贡献（@AmILukeQuestionMark, 3likes） ② 有人从产品角度提出改进，希望每个音效卡片标明来源和商用授权，方便自动化内容生成工具安全使用（@talthehuman, 2likes） ③ 其他用户简单肯定产品很酷、对大众有用，表达支持（@cs_cast_away_boi, 2likes）
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- @AmILukeQuestionMark (3): Society thanks you for your contribution
- @talthehuman (2): Could each sound card show its source and commercial-use license alongside the duration? We're building ShapelessAI, an agent that makes and posts content, and use Remotion for video. With 695 meme sounds, knowing which ones can go into a customer's video would make the search m…
- @Mental-Grade9393 (2): pretty cool man
- @cs_cast_away_boi (2): thanks man. Doing good for the people, 🥳
- @Mediocre-Number-5498 (1): Yeah, I can definetly add this. I already store all of this data, just don't expose is
一位自托管 Uptime Kuma 的用户遇到 SQLite 数据库文件不断膨胀、保留期设置无效且 VACUUM 不缩小文件的问题，求助如何安全回收磁盘空间。
Self-hosted Uptime Kuma with the SQLite backend here, and the database file has grown to roughly 400 MB and keeps climbing even though keepDataPeriodDays is set to 30 and I prune old monitors regular…
受众观点：① 有人建议先检查保留任务是否真正删除旧心跳记录，再用 VACUUM 回收空间，关注的是清理任务是否正确提交事务（@No_Programmer5755, 12分） ② 有人强调 SQLite 本身稳定，但应用如果清理逻辑写不好或硬件资源不足就会出问题，讨论点在于应用层设计而非数据库选型本身（@korewarp, 6分） ③ 另一位详细分享了 VACUUM 需要足够空闲磁盘、可以用 VACUUM INTO 到其他挂载点，以及 Kuma 2.0 中多个统计表和 WAL 文件也会占用空间，并建议迁移到 MariaDB 后端（@andrew-ooo, 3分）
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- @No_Programmer5755 (12): worth checking if the retention delete is actually committing. Run a SELECT count(\*) on heartbeats where the timestamp is older than 30 days, if those rows are still there the cleanup job isnt finishing. Once you actually delete them, VACUUM should reclaim real space.
- @No-Aioli-4656 (7): Hello Fable 5.1 medium. Time to stop having fun with your Reddit posts and starting pulling my daily tickets. Back to work!
- @korewarp (6): SQLite is one of the most used, stable and minimal database systems. But it doesn't matter if the App can't clean up after itself. (Or people use it on underprovisioned hardware without implementing fail-safes.). MySQL is good too though, no shade there.
- @andrew-ooo (3): Two things that bit me with the same symptom, in order of likelihood: 1. **VACUUM needs free disk to work.** It rebuilds the whole DB into a temp copy, so at 92% full it can quietly produce a file the same size as before. Instead run `VACUUM INTO '/some/other/mount/kuma.db'` (wr…
- @dwylth (2): Can you please stop spamming pasted AI responses, folks. Your karma farming won't work
Jellybox 这款面向 Jellyfin 和 Emby 的跨平台原生音乐播放器发布 v2.6.0，新增前向播放缓存、横屏播放界面、Quick Connect 等多项改进，并正式上架 Google Play 方便安装。
Hey folks, another update fro Jellybox - a native crossplatform music player for jellyfin. Few days ago the app was finally approved to be shared via Google Play, no need for APK sideloading(unless y…
受众观点：① 有用户专门为横屏播放界面点赞，表示之前在其他帖子里看到过演示并很喜欢这个设计（@senior_builder1, 5分） ② 部分用户希望能支持 Android TV 等更多客厅场景终端（@Amamohu, 3分） ③ 开发者本人回应目前正优先开发 Android Auto，说明资源有限时需要在不同平台之间做取舍（@avdept, 2分）
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- @senior_builder1 (5): Upvoting for landscape mode. saw your post in other subreddit and I really liked it
- @Amamohu (3): Android TV please
- @avdept (2): One day, my friend I'm working on Android auto at the moment, might take another week, goes very slow
- @bamster32x (2): Upvoting for ADTR
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
楼主讲述自己 SaaS 在两个月内冲到 2000 美元 MRR 又几乎归零的经历，反思低留存和高流失被严重低估的教训。
https://preview.redd.it/warhuqeavcph1.png?width=848&format=png&auto=webp&s=4e854fea3a4a5bdc9855baa9f8fd0704fe0f44b6 In March 2026, I launched my first SaaS after selling my website agency…
受众观点：① 有人指出无付费投放却能在几天内拿到用户，往往意味着早期用户多是旧客户或熟人，他们来得快也走得快（@daniel933912, 5likes） ② 也有人认为快速涨到 2k 再清零，多半是好奇心驱动的创始人和爱尝鲜用户，并不代表真正的产品市场匹配（@cholakovdev, 2likes） ③ 还有人从战术层面提醒要区分用户是在拿到结果前流失还是拿到一次结果后离开，因为这两种流失背后需要的产品修复方案完全不同（@alexid95, 2likes）
展开评论
- @Strange_Lecture_ (10): Displaying annual plans as monthly equivalents and cutting optional signup fields is the fastest 20% conversion lift in SaaS.
- @daniel933912 (5): Getting users a few days after launch with no paid channels usually means they were people who already knew you from the agency, and those sign up fast and leave fast. $2k MRR even at 10% monthly churn is $200 you replace before any of it counts as growth, and nobody builds that…
- @cholakovdev (2): That hurts, but dropping to zero after hitting two grand that fast usually means the first wave was curiosity churn rather than actual product-market fit. When you scale up that quickly without paid ads, your early users are usually other founders or people who love trying new t…
- @AffectionateSuit4944 (2): i volunteer at a nonprofit saas that launches one new free feature every month for its members. it works well for retention
- @alexid95 (2): first thing i'd check: did people churn before they got the result, or after they got it once? those are two very different fixes.
作者上线了 CrowdRecap 网站，用情感分析统计 Reddit 大帖和大子版里产品被提及的次数及好坏评价，从而给出基于社区讨论热度和口碑的产品排行榜。
The main use case of CrowdRecap is sorting through Reddit comments and finding whether the users like or dislike certain product. It sorts each product by how many times has been mentioned in the big…
受众观点：① 用户质疑为什么要比传统评测网站更可信，担心只是多一个评分数字（@kadrekujed, 1likes） ② 也有人表示如果每个分数都能点进去看到对应的 Reddit 原始评论，会更愿意信任这个聚合结果（@Any_Welder_9701, 1likes） ③ 作者回应说每个评分背后都能打开真实评论，并强调相比单一评测网站，他更愿意相信几十个长期使用产品的 Reddit 用户（@Brave-Lychee7022, 1likes）
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- @kadrekujed (1): Why should I trust it more than the regular review websites?
- @Any_Welder_9701 (1): id trust it more if every score opened into the actual Reddit comments behind it. another aggregate number doesnt mean much unless people can audit how it got there
- @Brave-Lychee7022 (1): It actually does open behind each comment and everyone can check the live reddit comments, nothing is made up off thin air.
- @Brave-Lychee7022 (1): Well I would rather trust 50 reddit users rather then a single publishing website that we can't even check how they did the testing and on top of that they surely didn't use the product for a long period of time
作者用 GLM-5.3 分析 2026 年 r/SideProject 二十多万帖子，做出一个可视化看板，总结出每天约 355 个项目发布、多数只有 0-1 个赞、AI 项目占比和爆款偏向有趣小玩意等规律。
Over the past couple years I've built a bunch of open-source projects and I keep doing it - but I realized it's so hard to be visible and get any attention for your project. So I decided to look arou…
受众观点：① 开源分析本身很受认可，大家感谢作者做了这次规模化统计（@Phoenix-Rising-2026, 3likes） ② 评论者对结果感到有点丧，觉得人类和平台环境有点让人失望（@domiciledhere, 1likes） ③ 其他开发者简单表达支持和鼓励，希望看到更多类似分析（@no-is-complete, 1likes）
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- @Phoenix-Rising-2026 (3): Thank you for doing the analysis. I like it 😊
- @siropkin (1): I'm glad you liked it
- @domiciledhere (1): Humans can be really disappointing.
- @no-is-complete (1): Nice job, thanks!
发帖者分享在 Traefik 中启用 CrowdSec v1.8.0 新增 Bot Detection 功能，并用 crowdsec-bouncer-traefik-plugin 的 alpha 版本做实际测试。
The CrowdSec release v1.8.0 introduced a new feature called Bot Detection. The infamous Traefik CrowdSec bouncer [maxlerebourg/crowdsec-bouncer-traefik-plugin](https://github.com/maxlerebourg/crowdse…
受众观点：① 帖子本身强调 CrowdSec 1.8.0 的 Bot Detection 是新特性，说明大家关注自托管环境下的自动化恶意流量防护能力（原帖） ② 使用 Traefik CrowdSec bouncer 插件的 alpha 版本，反映出用户愿意为更强的安全功能尝鲜测试不稳定版本（原帖）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
作者用 PyTorch 搭建 VAE 在白葡萄酒数据集上生成新酒配方，并用回归模型评估得分但困惑于重构损失是否合理。
I have created a VAE model using PyTorch on White Wine dataset. Basically, the main goal is to discover a brand-new white wine recipe. It puts all the wines into a latent space, finds the best part w…
受众观点：① 刚入门深度学习、在玩 MNIST 之后想做有趣 side project 的学生，会关心如何判断自己的 VAE 是否训练正常。② 做表格数据建模的工程师，会对把 VAE 用在配方搜索、参数空间探索等实际业务的可能性感兴趣。③ 对 ML 教学内容感兴趣的读者，会关注如何用这个葡萄酒例子给新人讲"随机基线 vs 模型表现"的直觉。
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- @user221272 (3): Exercise for you, don't ask ChatGPT for the answer: If your predictor were random, what loss value would you expect? 1. Try to get it with pen and paper. 2. Find a way to use your VAE to get an empirical approximation of the value.
- @Dangerous-Pilot-6065 (1): If you mean the loss for the very first batch, I slightly modified the code to output recon\_loss and kl\_div before optimizer.step(). It returned: recon: 1362.685791015625, kl: 9.400741577148438. Since I scaled the data with StandardScaler and the weights are initialized close…
作者分享自己在英国和爱尔兰赛马上做的 Hoofs 项目，用一百多万历史赛马数据建排名模型对比博彩市场表现。
Hi 👋 long time lurker It's been a few years since the last post about Horse Racing within this sub. A few years ago I was reading a popular science book and came across the story Bill Benter and the…
受众观点：① 对体育博彩和量化建模感兴趣的 ML 工程师，会关注赛马这种高相关竞争者、强市场基线下模型还能否赚到超额收益。② 做推荐/排序系统的从业者，会关心作者如何处理可变规模候选集、只选单一赢家的 ranking 目标和评估指标设计。③ 独立开发者和数据科学爱好者，会对个人项目如何从读一本书发展到十年数据管线、特征库重构和线上退化排查的完整实践感兴趣。
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作者在 r/webdev 分享如何用 TypeScript 和 Redis 实现分布式熔断器，解决支付 API 超时时多实例各自"挨打"导致整体流量过载的问题。
If a payment API starts timing out, every checkout request sits and waits for the full timeout before failing, holding a worker the whole time. A circuit breaker stops that by failing fast once enoug…
受众观点：① 帖子本身强调单进程熔断容易，多实例共享失败状态才是难点，很多人第一次做高可用时会忽略这一层（原帖描述） ② 文中提到用 Redis+Lua 存共享状态，对前端出身的 webdev 来说是相对陌生的后端模式，容易引发对实现细节的追问（原帖描述）
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作者基于 MS MARCO 点击数据做了一个"穷人版 DSSM"翻译表，用统计共现扩展倒排索引来提升 BM25 检索效果并开源到 HuggingFace。
TLDR: I made "poor man's" DSSM (Deep Structured Semantic Model) - the count-based translation table that can enrich the inverted index for full-text search. This trick can improve baseline BM25. So t…
受众观点：① 做搜索引擎或企业内检索系统的工程师，会关注这种翻译表对现有 BM25 的实际提升和实现成本。② 搭 RAG 系统的开发者，会对在不引入大模型编码器的前提下，用倒排扩展改善召回的思路感兴趣。③ 研究信息检索的学生，会关心它和经典 query expansion、DSSM、doc2query 等方法的关系和差异。
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提问者想在多卡 FSDP2 训练中像单卡 SFTTrainer 一样自动回退 batch size，询问 Accelerate 是否支持 OOM 后自动重启并调整批大小。
Hi, For single-GPU training, I'm using Hugging Face SFTTrainer with auto\_find\_batch\_size=True, which automatically reduces the batch size after a CUDA OOM until it finds a batch size that works. I…
受众观点：① 使用 Hugging Face 生态训练大模型的工程师，会关心在多 GPU 环境下如何优雅地处理 OOM 而不手动反复试参。② 想从单卡迁移到分布式训练的个人开发者，会对 SFTTrainer、Accelerate、FSDP2 等组件在易用性和容错上的差异感兴趣。③ 做开源训练工具的维护者，会关注社区对"自动 batch 探测"的需求和可能的 API 设计。
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作者做了一个浏览器扩展 ChessInsights AI，在本地用 TensorFlow.js 和 WebAssembly 完成棋盘检测、棋子识别和 Stockfish 分析，全流程不上传图片。
Hi everyone, Inspired by tools like Chessvision.ai, I wanted to take a different architectural approach and build a browser extension ([ChessInsights AI](https://chess-insights.app)) that performs ch…
受众观点：① 做 AI 工具的前端/全栈开发者，会对如何在浏览器里高效跑 TensorFlow.js 和本地引擎、以及多棋盘检测的工程细节感兴趣。② 关注隐私和本地优先架构的产品人，会关心这种"零后端"视觉管线在商业化和合规上的优势。③ 喜欢国际象棋和技术的用户，会被"从任意视频/网页一键抓局面并本地分析"的体验吸引，愿意尝试和反馈。
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一位全栈开发在 r/webdev 发帖，邀请大家分享正在构建的网站、SaaS、自动化或 AI 项目，并表示愿意帮忙出技术方案和实现思路。
Hi everyone 👋 I'm a **Full Stack Developer** and I enjoy working on different kinds of web and software projects. Curious to know what people here are currently working on or planning to build. Are y…
受众观点：① 原帖列举网站、Web 应用、SaaS、自动化和 AI 等方向，吸引想启动项目但不确定技术路线的用户（原帖描述） ② 作者主动提供架构建议和实现路径，对缺乏技术合伙人的创意型发起人有一定吸引力（原帖描述）
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Naoma AI Demo Agent V2 是一个把网站访客直接转化为即时产品演示和预约会议的 AI 销售代理，替代传统低转化的 book-a-demo 表单。
Naoma AI Demo Agent
受众观点：① 关注提高官网 book-a-demo 转化率、希望减少人工销售成本的 B2B SaaS 创业者和增长负责人（Overview, 产品介绍） ② 想用 AI 自动化产品演示流程、但还在观望实际效果和集成成本的独立开发者和小团队（Overview, Launches 信息）
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- @Overview (0): * [Launches3](/products/naoma#launches) * [Reviews5](/products/naoma/reviews) * [Alternatives](/products/naoma/alternatives) * [Built with](/products/naoma/built-with) * [Forum](/p/naoma) * [Team](/products/naoma/makers) * More This is the 3rd launch from Naoma AI Demo Agent. [V…
Nimbleway 的 Web Search Agents 是一套面向开发者的 API 和工具，用专门化的网页搜索代理来执行复杂的网络调研、数据富集和数据集构建任务。
Web Search Agents by Nimble
受众观点：① 需要做新闻监控、舆情跟踪和竞品追踪，但不想自建全套爬虫和解析管线的产品经理和增长团队（fmerian, 13h ago） ② 想用更少 token 完成复杂网页检索、关心模型调用成本和上下文利用率的 AI 应用开发者（fmerian, 9h ago） ③ 对"Web Search Agents 是否会随使用学习、能否适配自己业务场景"感兴趣的技术创始人（aria_taylor, 13h ago）
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- @Overview (0): * [Reviews](/products/nimbleway/reviews) * [Alternatives](/products/nimbleway/alternatives) * [Built with](/products/nimbleway/built-with) * [Team](/products/nimbleway/makers) * [Awards](/products/nimbleway/awards) * More Free Options Launch tags:[API](/topics/api-1)•[Developer…
- @fmerian (0): [Kilo Code](/products/kilocode) Hunter had a blast collaborating on this launch. Web Search Agents are specialized web experts that execute complex web research, enrichment, and dataset building tasks for your specific use case. Browse some example apps at [nimbleway.com/cookboo…
- @fmerian (0): [Kilo Code](/products/kilocode) Hunter > News monitoring seems like a pretty natural fit for this. absolutely - the team actually built an example app for this exact use case. see here: [nimbleway.com/cookbooks/monitor-launch-signals-across-press-and-social](https://www.nimblewa…
- @fmerian (0): [Kilo Code](/products/kilocode) Hunter any particular use case in mind? the team created a cookbook of example apps built with [@Web Search Agents by Nimble](https://www.producthunt.com/products/nimbleway) for inspiration: [nimbleway.com/cookbooks](https://www.nimbleway.com/cook…
- @fmerian (0): [Kilo Code](/products/kilocode) Hunter > Using less tokens without losing the useful stuff is the part I'm most curious about. +1 towards responsible tokenmaxxing Upvote (3) Report Share 8h ago [](/@alon%5Fbar%5Ftzlil) [Alon Bar Tzlil](/@alon%5Fbar%5Ftzlil) [Web Search Agents by…
Hello Inbox 是面向营销团队的邮件投递优化工具，帮助在群发前测试活动、找出影响送达率的问题并给出提升进入收件箱率的具体建议。
Hello Inbox
受众观点：① 依赖邮件做获客和留存、但苦于进垃圾箱率高的营销团队和创始人（Overview, 产品介绍） ② 想了解在过滤规则不断变化时，投递工具如何持续更新规则和数据源的技术同学（Hans Desjarlais, 回复中提到 RAG 和自用测试）
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- @Overview (0): * [Launches2](/products/helloinbox#launches) * [Reviews1](/products/helloinbox/reviews) * [Alternatives](/products/helloinbox/alternatives) * [Built with](/products/helloinbox/built-with) * [Forum](/p/helloinbox) * [Team](/products/helloinbox/makers) * More This is the 2nd launc…
- @Lancepilot (0): As filters keep changing, I'm curious how Hello Inbox will evolve. Congratulations on your launch! Upvote (1) Report Share 9h ago [](/@ismaelyws) [Hans Desjarlais](/@ismaelyws) [Hello Inbox](/products/helloinbox) Maker [@odeth\_negapatan1](https://www.producthunt.com/@odeth%5Fne…
Slashy Assistant 是内置在 Slashy 邮件客户端中的 AI 助理，主打统一收件箱、自动草拟个性化回复、整理邮件和安排会议等深度集成的邮件自动化体验。
Slashy
受众观点：① 被 Superhuman 等工具的浅层 AI 功能失望、在寻找真正能减轻邮件负担方案的重度邮件用户（Superhuman, 用户评价） ② 想把 AI 深度嵌入工作流、希望统一管理多个邮箱并自动处理常规邮件的独立开发者和远程工作者（Slashy, Maker 介绍）
展开评论
- @Overview (0): * [Launches2](/products/slashy-3#launches) * [Reviews3](/products/slashy-3/reviews) * [Alternatives](/products/slashy-3/alternatives) * [Built with](/products/slashy-3/built-with) * [Team](/products/slashy-3/makers) * [Awards](/products/slashy-3/awards) * More This is the 2nd la…
- @Superhuman (0): The AI features in Superhuman seem kind of tacked on, and in Slashy, it's just obvious that it was built with the AI features in mind. That might sound like a negative if you have been burned by some of the AI features in Superhuman, but Slashy actually fulfills its promise of b…
- @Superhuman (0): It has a unified inbox, AI that feels foundational to the build and actually works super well and learns quickly over time making my life easier. Ratings Ease of use Reliability Value for money Customization Helpful Share Report 93 views2mo ago [Sven Myhre](/@smyhre)
- @Ara (0): •[2 reviews](/@smyhre/reviews) #### What's great does exactly what you think it does! Helpful Share Report 73 views13h ago What do you think? … Login to comment [](/@harsha%5Fgaddipati) [Harsha Gaddipati](/@harsha%5Fgaddipati)
- @Slashy (0): Maker 📌 Hey Product Hunt 👋 I'm Harsha, co-founder/ceo of Slashy (can text me any questions at 262-271 5339). When we first launched Slashy, we asked why every AI email tool felt the same. They could all generate text, but they didn't understand who you were talking to, what happ…
Oats 是一款在本地运行的免费开源 AI 会议记录工具，为 Mac 和 Windows 提供自动记录和整理会议纪要，并默认将笔记以 Markdown 存在本地 Obsidian 文件中。
Oats
受众观点：① 关心隐私和数据主权、又想用 AI 自动做会议记录的开发者和远程团队（Oats, Maker 介绍） ② 已经在用 Obsidian 等本地知识库、希望会议记录能无缝进入现有笔记系统的知识工作者（Oats, 回复中提到本地 Obsidian 存储） ③ 想了解免费开源方案与订阅制云服务差异的工程师和技术创始人（Oats, 关于免费和开源的说明）
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- @Overview (0): * [Reviews1](/products/oats-2/reviews) * [Alternatives](/products/oats-2/alternatives) * [Built with](/products/oats-2/built-with) * [Team](/products/oats-2/makers) * [Awards](/products/oats-2/awards) * More Free Launch tags:[Open Source](/topics/open-source)•[Meetings](/topics/…
- @Oats (0): Maker 📌 Hey Product Hunt! 👋 We think AI meeting notes have become useful enough to be a basic utility. And basic utilities should be **free, open source, and private by default.** That's why we built **Oats 🥣 -- a free, open-source AI meeting note taker for Mac & Windows.** **Wh…
- @Oats (0): Maker [@gaius\_loxley](https://www.producthunt.com/@gaius%5Floxley) Yes, they are stored locally in an Obsidian file as markdown so they are already 'exported', you can easily move them to Notion or import somewhere else Upvote (2) Report Share 9h ago [](/@jacob%5Fhernandez4) [J…
- @Oats (0): Maker [@jacob\_hernandez4](https://www.producthunt.com/@jacob%5Fhernandez4) 1\. Totally free, open source, runs on your device, so there's no need to have any privacy concerns for companies training your data. 1. Additionally, when you choose to use our cloud backend, you get a…
- @Oats (0): Maker [@elias\_leo1](https://www.producthunt.com/@elias%5Fleo1) Right now it's only taking meeting notes. We'll add the ability to do screen recording to our backlog! If you have any other feedback, feel free to drop an issue on the github repo as well. Upvote Report Share 7h ag…