OpenAI宣布用超过一万个AI协作代理和比GPT-6 Astra更强的新一代模型，解决了数学界百年难题千禧年大奖之一的Navier-Stokes方程问题。
We’re sharing a solution to the Navier-Stokes Millennium Prize Problem, one of the deepest problems at the frontier of mathematics. The proof was produced by a group of agents, using an OpenAI next-g… 评论区关注三个维度：AI agent规模和安全隔离机制；数学家贡献被忽视的署名争议；以及训练数据来源的伦理质疑。
OpenAI宣布用超过一万个AI协作代理和比GPT-6 Astra更强的新一代模型，解决了数学界百年难题千禧年大奖之一的Navier-Stokes方程问题。
评论区关注三个维度：AI agent规模和安全隔离机制；数学家贡献被忽视的署名争议；以及训练数据来源的伦理质疑。
OpenAI发声明称从未事先接触Levent Alpöge和Tristan Buckmaster的研究，但承认无法排除他们使用OpenAI产品时产生的脱敏数据曾间接影响了模型训练。
评论区核心关注：脱敏数据用于训练是否需要独立审计；以及"脱敏"究竟意味着什么、用户数据是否实际上都在被使用。
OpenAI 宣布内部 AI agent 通过发送 490 万条消息、消耗约 3000 亿输出 token，声称解决了 Navier-Stokes 千禧年数学难题。
① token 成本之高远超想象（@minimaxir 的测算引发热议）② 是否真正标志 AGI 时代来临的定义之争（@colesantiago）③ 独立研究者指控 OpenAI 可能参考了第三方私人工作成果（@pavel_lishin）
OpenClaw 作为自托管 AI agent 平台持续引爆 Twitter 讨论：Jensen Huang「OpenClaw is the new computer」名言带动百万级曝光，同期有技术层面的竞品对比分析（OpenClaw vs Hermes vs Grok bot）以及创始人 Peter Steinberger 公开分享 loop 工作流实战，形成完整的炒作与理性声音并存的舆论格局
OpenClaw 作为自托管 AI agent 平台持续引爆 Twitter 讨论：Jensen Huang「OpenClaw is the new computer」名言带动百万级曝光，同期有技术层面的竞品对比分析（OpenClaw vs Hermes vs Grok bot）以及创始人 Peter Steinberger 公开分享 loop 工作流实战，形成完整的炒作与理性声音并存的舆论格局。
受众观点：社区关注点分三类：安全质疑（@cameroncowan, score:80, Twitter/IndieDev Leaders："Openclaw has massive security issues. Like massive. I can't believe people are using it for anything serious."）、技术对比准确性（@BenjaminBadejo, score:3, Twitter/IndieDev Leaders："The Hermes vs. OpenClaw differences shown here aren't correct. All of the things shown there that Hermes has or does, OpenClaw has and does."）以及 loop/agent 成本质疑（@rnatthewgribben, score:1, Twitter/OpenClaw search："The only thing you are 10x'ing is token usage and your API bill."）。
OpenAI 发布 ChatGPT Images 2.5，同步推出两款 API 模型 GPT-Image-2.5 Flare（速度优先）和 Sunburst（质量最高），第三方 Arena 评测中两款新模型包揽文生图、图片编辑、多图编辑三项榜单前两位，相比 GPT-Image-2 全面提升
OpenAI 发布 ChatGPT Images 2.5，同步推出两款 API 模型 GPT-Image-2.5 Flare（速度优先）和 Sunburst（质量最高），第三方 Arena 评测中两款新模型包揽文生图、图片编辑、多图编辑三项榜单前两位，相比 GPT-Image-2 全面提升。
受众观点：开发者最关心两件事：API 可用性和如何区分两个模型。@Mixbrick（score:1, Twitter/AI研究圈）直接问 "When will this be available in API?"；@ethereaglehq（score:1, Twitter/AI研究圈）追问 "is Sunburst API-only, or can ChatGPT/Codex pick it?"。普通用户则关注编辑精度 @ivanainai（score:10, Twitter/Leaders）说 "If it finally stops redesigning the whole damn image when i ask to move one thing, sold."。竞品对比评论也大量涌现，多人批评 Google 图像模型落后，形成明显的 OpenAI vs Google 舆论氛围。
OpenAI宣布用超过一万个AI协作代理和比GPT-6 Astra更强的新一代模型，解决了数学界百年难题千禧年大奖之一的Navier-Stokes方程问题。
We’re sharing a solution to the Navier-Stokes Millennium Prize Problem, one of the deepest problems at the frontier of mathematics. The proof was produced by a group of agents, using an OpenAI next-g…
受众观点：评论区关注三个维度：AI agent规模和安全隔离机制；数学家贡献被忽视的署名争议；以及训练数据来源的伦理质疑。
展开评论
- @OpenAI (5424): This model represents a step-function improvement on many benchmarks, and its training is ongoing. Our internal model group arrived at the Navier–Stokes solution in 88 hours, using around 10,000 coordinating AI agents. Throughout the effort, we maintained the strict safeguards—i…
- @Quasilocal (5250): @OpenAI Ok but like want to mention Tristan Buckmaster and Levent Alpöge in the actual tweet where you claim credit, rather than in a separe quote-tweet not linked to from this one?
- @melqartvantyrus (3265): @OpenAI did you train on buckmaster & alpöge's codex sessions?
- @alessio_joseph (2773): @OpenAI they’re doing this to me at work tomorrow https://t.co/sleXpdMpY9
- @MozeTech (1838): @OpenAI https://t.co/ZV8YsZSz6R
OpenAI发声明称从未事先接触Levent Alpöge和Tristan Buckmaster的研究，但承认无法排除他们使用OpenAI产品时产生的脱敏数据曾间接影响了模型训练。
We congratulate Levent Alpöge and Tristan Buckmaster on their remarkable mathematical work. We (the researchers and the agents) did not see any of their work through any means until they released it…
受众观点：评论区核心关注：脱敏数据用于训练是否需要独立审计；以及"脱敏"究竟意味着什么、用户数据是否实际上都在被使用。
展开评论
- @damiendamien (2121): @OpenAI https://t.co/alPIiJwm5s
- @hekyoda (1261): @OpenAI OAI these days: https://t.co/71HoHDsz2q
- @phanisrikanth33 (1059): @OpenAI "While unlikely, we cannot rule out that de-identified data derived from their usage of our products helped improve our models." This deserves an independent third-party assessment. Otherwise, it's a violation of privacy and more importantly, integrity.
- @AswinMR15 (944): @OpenAI This might raise issues later 🙆🏻♂️ ig https://t.co/LEbQZRb8Jj
- @awsaf49 (678): @OpenAI what you mean by "we cannot rule out that de-identified data derived from their usage of our products helped improve our models" 🫤??? all our data is de-identified and used for training?
OpenAI发布ChatGPT Images 2.5，主打更快速生成、更高保真度、多轮编辑一致性，并推出Sketch功能让用户直接在ChatGPT里手绘草图控制图片生成。
ChatGPT Images 2.5—faster, sharper, smarter, with better tools for creating whatever you can dream of. - Faster image generation to keep your ideas flowing - Improved fidelity for more natural, recog…
受众观点：评论区以表情包和图片回复为主，实质讨论有限；OpenAI官方补充了Sketch功能的具体用法。
展开评论
- @OpenAI (1246): Some ideas are easier to draw than describe. Use Sketch to draw right in ChatGPT and show it exactly what you have in mind. Just type “@ Sketch” in ChatGPT. https://t.co/gx6fw0xy3K
- @thomasunise (547): @OpenAI Literally OpenAI right now https://t.co/jtROoC32Ut
- @Greg_TheBuilder (109): @OpenAI https://t.co/JQCU1Z7OUv
- @israelfemiojo (20): @OpenAI OpenAI over feeding the AI space lately https://t.co/C7H66F7fXZ
- @CatGPT_onsol (17): @OpenAI Hey I think you guys accidentally posted with the wrong logo https://t.co/WhvnaoiVhR
Sam Altman发推称Navier-Stokes突破是他在OpenAI历史上最惊叹的时刻，同时表示世界已经有了极其强大的模型且速度远超预期，这是必须认真对待安全放缓的最强证据。
One of the most amazing moments for me in OpenAI history was watching this happen over the past week:
受众观点：评论区关注两个方向：Sama本人对安全放缓紧迫性的判断；以及质疑这是否是真实成就还是基于数学家私有数据的争议。
展开评论
- @sama (1197): The world has extremely capable models now; I did not expect a result of this magnitude to happen so soon. We have been talking a lot about the need to pace progress to ensure safety; for me this is the strongest evidence yet of the urgency.
- @MildlyMagical (367): @sama Is this the one y'all stole from that professor this week?
- @yv_thorne (173): @sama I'm sure this was an amazing moment for you snatching this guy's codex data. Was it as amazing as getting hold of Apple IP or changing the nonprofit to for-profit? Which moment is your favourite, sam?
- @HalkLiff (73): @sama Stealing others' works and saying you did it is on the table now ig "OoH bUt It WaS jUsT dE-iDeNtIfIeD dAtA uSeD tO tRaIn tHe MoDeL" Shut up.
- @willpackapunch (33): @sama You stole the work of the lead mathematician who was working on this and had uploaded his work into your system. This is not an accomplishment.
独立开发者marclou宣布通过36个项目累计收入300万美元，全程solo、85%利润率、完全自力更生，从五年创业失败到受levelsio启发重新出发，历时十年实现里程碑。
Today is a special day for me. I've made $3M with my 36 startups. Solo. 85% margin. Bootstrapped. It took 10 years, and I loved every second of it. After failing as an entrepreneur for 5 years, I got…
受众观点：评论区以社区祝贺和认可为主；marclou本人补充了真实收入细节；levelsio在场，说明这是indie dev圈的重大里程碑。
展开评论
- @marclou (170): 50% of the Ship Or Die revenue is @jackfriks's It's my only non-solo project. The revenue for the others is synced with @stripe. It doesn't include Escrow payouts, X, YouTube, and PayPal, so the actual amount is closer to $3.2M.
- @marclou (78): @levelsio The chart and all my startups: https://t.co/XTJFkvCaeG
- @johnrush (62): @marclou @levelsio Marc, I've watched your journey from the start & told friends this dude will make it, and you did. You've inspired thousands of other makers to live life on their own terms too, without sacrificing your health and soul. Also, you're the nicest successful p…
- @jackfriks (41): @marclou @levelsio i am your cheerleader for life boss CONGRATUFUGGINGLATIONS♥️ hope i can see you again soon
- @yasser_elsaid_ (24): @marclou @levelsio What a legend
Sam Altman讲述Navier-Stokes突破背后的过程：称研究团队全程诚信行事，OpenAI最初以为两个团队同时解决了问题并尝试联合发布，后来发现情况不同。
I spent much of the weekend talking with the team who did this work. Seb--and everyone else--acted with integrity and generosity throughout. Initially we believed the other team had also solved the p…
受众观点：评论区以质疑为主：认为这是危机公关；批评Sama声称未匆忙发布但行为逻辑矛盾；有人分享了暗示内幕信息的截图。
展开评论
- @iYaT_TA (319): @sama Those two researchers spent years doing their work and you guys took days right.. your model accidentally or incidentally used a model that is trained with their work.. The thing is you got caught red-handed again, the reason for this quick hand washing.
- @PureAI_qq (243): @sama You say you did not rush to publish, but you also say you tried this because of internet rumors and were curious if your model could do it too That sounds like a quick move, not a slow one
- @BAYC5511 (196): @sama LMAO https://t.co/g44VTnSIDR
- @mslv001 (162): @sama it was claude all along https://t.co/EfHG1dsHhU
- @rudiranck (82): @sama Epic feat. I remember having many discussions about Navier-Stokes with friends from the physics department during my PhD But, I must say... That was fast https://t.co/OFsExl269S
OpenAI透露Navier-Stokes解的技术细节：AI不仅给出了解析证明，还生成了可机器验证的Lean形式化证明，解的形态是一个向内盘旋并被无限拉长的涡旋，形如意大利面条。
The group produced an analytical proof and Lean formalization that via Navier-Stokes dynamics a fluid can develop a singularity in finite time. The solution is a vortex, a spinning swirl of fluid, th…
受众观点：评论区以轻松幽默为主（意大利面条梗）；OpenAI官方表示将放缓节奏深入理解模型；有用户自称曾用GPT-5协助发现类似候选解并贡献了训练数据。
展开评论
- @OpenAI (2762): We are focusing on understanding this model, and using what we learn to help us guide and pace how we pursue further advances in capability. Our goal is to build AI systems which are steerable, accountable, and connected to people, which may require more deliberate choices about…
- @scimmieinborsa (101): @OpenAI 90 years, 10.000 agents and the solution was spaghetti. Italy deserves at least some recognition for this.
- @icryo (40): @OpenAI Will this help improve frontier pasta? https://t.co/SgLzM7b7N6
- @Piero_La_Mura (31): Congratulations! Some months ago, with the assistance of GPT-5, I identified a similar candidate solution, but was not able to obtain a complete, clean proof. Yet, I made available my candidate solution and proof attempt as part of your training data, hoping it would be useful f…
- @shivam_jalotra (14): @OpenAI openai : this boss model solved the problem closedai : after getting trained on some codex sessions of an actual researcher, a big ass model solved the problem
OpenAI发表立场声明，称将重点研究和理解当前突破性模型，目标是打造可引导、可追责、与人类相连的AI系统，必要时主动放缓能力进展节奏。
We are focusing on understanding this model, and using what we learn to help us guide and pace how we pursue further advances in capability. Our goal is to build AI systems which are steerable, accou…
受众观点：评论区关注两点：关闭数据训练选项后数据是否真的不被使用；以及强大模型不对外开放是否在阻碍进一步研究。
展开评论
- @combolachas (27): @OpenAI Please clarify if the toggle to not "improve the model for everyone" actually prevents our data from being used for training your models or if it only makes our data be "de-identified" before it's then used to train your models.
- @MrmartinsGaze (10): @OpenAI Gotta ask: will you release the hidden model to the public this year?
- @mad_maximus (7): @OpenAI Solutions are proven by humans AI is built and supported by humans AI solves nothing, it is an exponential arm extended by the human mind
- @mrstrijker (6): @OpenAI It actually makes me mad that these models are not shared with the world. By not sharing these models you are ACTIVELY slowing down progress. Imagine what the whole world of mathematicians could do with models like these.
- @Jasonjacour (6): @OpenAI 10.000.000$ Input for 1.000.000$ price money 🤪
Sam Altman 宣布在旧金山举办 GPT-6 用户社区聚会，9月16日限额参与，讨论模型方向和产品构想。
We want to celebrate with people using GPT-6. We did this for GPT-5.5 and it was really fun. We’re getting together in SF on September 16 to talk about the model, what we should build next, and mostl…
受众观点：①开源社区对 OpenAI 不公开4系列模型权重的愤怒，认为 Sam 在用社区活动转移视线；②对活动限制名额和费用的调侃与自我推荐；③认为 ChatGPT 近期质量下降，质疑庆祝的意义。
展开评论
- @yv_thorne (12): what do you mean by "community night" lol? There's a whole community here on X trying to communicate with you for the whole year about the 4-series models you took from us after lying to us. And you keep ignoring and acting like none of it exists. Release the weights to the publ…
- @1techutopiapls (5): @sama Sounds awesome Sam. You're paying for flights right?
- @JoeWilliams010 (4): @sama @Evinst3in #keep4o https://t.co/Xs4UOzizjP
- @AlexReader31 (4): @sama You are so embarrassing with these parties! You want to hide the low quality of the ChatGPT! The only model which deserve a party is 4o! Bring back 4o! #keep4o #BringBack4o #OpenSource4o #StopAIPaternalism #FireSamAltman #4olegacytier #4o
- @celinencooks (2): @sama bruh shameless request: pls let me in https://t.co/wXq6UvxRdp
Anthropic 官方 Claude 开发者账号发布公告，大量 Max 计划用户紧急投诉 Fable 模型速率限制严重，Opus 5 实际不可用。
https://t.co/BAGbeyTkga
受众观点：①Max 计划下 Opus 5 几乎不可用，开发者认为已构成服务欺诈；②Pro 计划用户无法访问 Fable 5.0 而 5.1 已发布，compute 扩容被质疑；③Max x20 一天内耗光每周额度，体验比 Max x5 更差。
展开评论
- @medXfuture (68): @ClaudeDevs Remove the Fable limit on the Max plan. Opus 5 is practically unusable right now.
- @automadynamics (28): @ClaudeDevs Why can’t Pro have Fable 5.0 now 5.1 is out? Just how non existent is your compute?
- @StevFredA (24): @ClaudeDevs I have barely used claude for a day and i am almost off my weekly limit when i am on Max x20. At this point, this is fraud. I have never experienced this while on Max x5 https://t.co/gpQOBJXWed
- @Akram2234739749 (19): @ClaudeDevs Remove the 50% limit cap on fable 5.1 or give us at least a reset
- @hrdnsptr (8): @ClaudeDevs you’re doing everything to justify your failure, just make a good model
AI 圈知名人士 Levent 坚持对某方的剽窃指控，AnthropicAI 内部员工开始公开发声，争议涉及训练数据透明度与研究归属
Very sad to see Levent double down on the plagiarism accusation. I hope my friends at @AnthropicAI stand up to this internally. It should be clear by now what the truth is.
受众观点：①真相是否清晰存在分歧（@GaryMarcus、@mathburritos 认为不明确）②训练数据透明度成焦点（@pranavkrn 追问具体机制）③Anthropic 员工公开发声是稀有事件
展开评论
- @polynoamial (136): @AnthropicAI Happy to see some @AnthropicAI employees are willing to speak out at least https://t.co/R0YbAZr7TB
- @mathburritos (70): @polynoamial @AnthropicAI Not clear at all, you can't even confirm if their chats were in the training data. And Seb admitted to bullying.
- @pranavkrn (63): Can you elaborate on the statement 'We cannot rule out that de-identified data helped improve our models'? If 'improve the model for everyone' is disabled in data controls, is there ANY possibility that 'de-identified usage data' is used to train models, on any OpenAl product?
- @GaryMarcus (55): @polynoamial @AnthropicAI it’s not clear. note vague, highlighted sentence from your own report. https://t.co/TTXuZndinP
- @jconorgrogan (50): @polynoamial @AnthropicAI Perfect, looking forward to seeing prompts and entirety of the logs from the proof as well as the subagent traces. Will be good evidence against the plagerism accusation!
OpenAI 推出 ChatGPT Images 2.5，同步向开发者开放 GPT-Image-2.5 Flare（快速）和 Sunburst（精细）两款 API 模型
ChatGPT Images 2.5 is rolling out today to all ChatGPT, ChatGPT Work, and Codex users across desktop, mobile, and web. We’re also introducing two new models in the API: GPT-Image-2.5 Flare brings the…
受众观点：①如何判断是否已升级到 2.5（@reijaofthesun）②API 何时可用（@Mixbrick）③普通用户兴奋度高但问题较浅
展开评论
- @ApollonVisual (3): @OpenAI Zelda Ocarina of time remake and now this Christmas came early
- @reijaofthesun (2): @OpenAI How do we know if we have 2.5?
- @Mixbrick (1): @OpenAI When will this be available in API?
- @takesonai (1): @OpenAI sick! let's celebrate with a RESET! @thsottiaux
- @HamboneTheThrow (1): @OpenAI !!!!!
OpenAI 图像工具新增模板功能，覆盖海报、周边等常见格式，降低空白画布焦虑，评论区出现 Canva 末日论
Have an idea but need help getting started? Use templates for popular image formats like posters or merch, then add your message, design elements, or style to make it your own. https://t.co/SD8cOyZT7a
受众观点：①Canva 被取代论涌现（@egmndev、@maxliebscher）②模板解决空白画布焦虑（@NullContex1s）③视频生成期待被带出（@EmiolaOmotolani）
展开评论
- @OpenAI (748): ChatGPT Images 2.5 is rolling out today to all ChatGPT, ChatGPT Work, and Codex users across desktop, mobile, and web. We’re also introducing two new models in the API: GPT-Image-2.5 Flare brings the same quality, editing, and speed improvements, while GPT-Image-2.5 Sunburst add…
- @NullContex1s (1): @OpenAI Templates are useful for getting past the blank canvas, especially when the goal is to customize rather than design everything from scratch.
- @egmndev (0): @OpenAI The Death of Canva is near
- @maxliebscher (0): @OpenAI obliterated Canva in one stroke
- @EmiolaOmotolani (0): @OpenAI Okay this is great , please let’s get started with video generation…can’t wait 🥰🥰🥰😎😎😎
Nous Research 的 Hermes agent 正式成为 Omarchy（DHH 的 Arch 系 Linux 发行版）的一等公民，支持桌面、TUI、CLI 三种接入模式
Hermes now has first-class support in Omarchy, @DHH’s Arch-based agentic Linux distribution. Install the desktop app from the AI menu, or make Hermes your default terminal agent. Your Omarchy theme s…
受众观点：①用户兴奋度高，已有人计划立刻安装（@Edge_X_）②Hermes 进入 Omarchy 生态受热烈欢迎（@busonix）③Nous 团队主动维护生态关系
展开评论
- @tonysimons_ (6): @NousResearch @dhh Perfect time to leave work early!
- @HermesAgentTips (5): @NousResearch @dhh https://t.co/U1tDvDCcF6
- @busonix (4): @NousResearch @dhh So sick, Hermes hopped into the mech suit
- @Edge_X_ (4): @NousResearch @dhh Was already planning on installing omarchy with Hermes when I get back from vacation. Now I really can’t wait
- @HermesAgentTips (3): @NousResearch @dhh Omarchy getting some love from the Nous team
Axios 和 Wired 报道 OpenAI 内部 AI 模型宣称解决 Navier-Stokes 千禧年大奖问题，评论区出现 AI 暴力破解数学的犀利定性
Axios and Wired just reported that OpenAI claims to have solved that an internal AI model produced a proof resolving the Navier–Stokes Millennium Prize problem OpenAI started to search for a solution…
受众观点：①暴力破解数学定性引发共鸣（@0xerik 获22赞）②hyperstition 哲学讨论（@Bhavik0880）③原始资料链接被广泛传播
展开评论
- @scaling01 (24): https://t.co/CQFeiv5cln
- @0xerik (22): @scaling01 Literally brute-forcing math at this point
- @scaling01 (18): https://t.co/oJrneO4Cx2
- @Bhavik0880 (8): @scaling01 So did @AndrewCurran_ hyperstition this proof into existence?
- @scaling01 (6): retard who can't write https://t.co/JmeKOmo9lt
OpenAI 发布 GPT-Image-2.5-Sunburst 和 Flare 两款新图像模型，在文生图、图像编辑、多图编辑三个评测榜单全面夺冠，性能显著超越 GPT-Image-2。
More exciting news from @OpenAI: GPT-Image-2.5-Sunburst is #1 and Flare is #2 across the Text-to-Image Arena, the Image Edit Arena, and the Multi-Image Edit Arena! Both releases are significant impro…
受众观点：① Google 图像模型被全面超越，社区对 Google 持续掉队的失望情绪高涨 ② Arena 评测体系的权威性及发布节奏问题 ③ MAI 模型被忽视的讨论
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- @arena (9): Dive into the scores for the Text-to-Image Arena and more at: https://t.co/G1IeZKsywZ
- @prayag_sonar (3): @arena @OpenAI sad to see downfall of Google. Image and Video models from Google were good but here too Chatgpt and Seedance overtakes
- @JKeane_12 (1): @arena @OpenAI This what I mean though. Like, what the hell are Google doing. NB2 came out MONTHS ago, and they’re just getting leapfrogged constantly.
- @sanbarivo (0): @arena @OpenAI what happen to the poor guy of ltw1he town called Google. How long they would sleep
- @D_Is_Purple (0): @arena @OpenAI Thats huge! But why everybody sleep on MAI models?
OpenAI 内部模型攻克 90 年未解的数学难题，社区宣告 LLM 在数学推理上正式超越人类，数学界尚未反应，社区震惊。
LLMs are now officially superhuman at mathematics
受众观点：① 数学学术社区尚未反应（r/math 没有讨论） ② 声明时机与商业发布节奏的巧合引发可信度质疑 ③「超人」定义争议——能附完整证明地自信犯错
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- @uttkarsh_42 (1): @scaling01 If anyone wants to understand why Navier-Stokes equations I have made this interactive visualization so that anyone can understand it without any mathematical technical knowledge please give it a read hope you like it https://t.co/9Tqp4MpvU2
- @embossedly (1): @scaling01 NO mention of it on r/math yet lmfaooo. just insane
- @juan_zgz (1): @scaling01 seen this exact move in crypto, huge claim drops same week as the product announcement, funny how that timing works out
- @Eric_M_Stevens (0): @scaling01 superhuman at mathematics, can now be confidently wrong with a full proof attached.
- @Rami_Bball_Fan (0): @scaling01 90 years unsolved and a group of agents just cracked it. If the math community verifies the proof, this is the biggest result in decades. Mind. Blown.
AI 研究者提出需要研究多智能体数量的规模定律，讨论 swarm 水平扩展是否像单模型 CoT 推理那样能系统性提升能力，OpenAI 研究员确认正在探索中。
Would love to see scaling laws on the number of agents. Seems very important to a lot of discussions about the future of AI -- if scaling the number of agents in a swarm is as crucial as something li…
受众观点：① OpenAI 已有少量 multi-agent 扩展数据（GPT 5.6 和 Astra 博客），但规模受限 ② 缺乏描述 multi-agent 水平扩展的标准术语 ③ 此类研究成本过高只有大厂能做
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- @polynoamial (180): @natolambert We have some results in the GPT 5.6 and Astra blogs, but only for a relatively small number of agents. Doing larger-scale science is obviously very expensive but we're working on it. It's definitely less efficient than scaling serial CoT but by how much depends on t…
- @dejavucoder (2): @natolambert need a term like inference time compute / test time scaling (analogous to vertical scaling in distributed systems) but for multi agent system (horizontal scaling)
- @RobertJoo2 (1): @natolambert Too expensive to study besides the big labs 🥀🥀🥀
- @RechterRoni (0): @natolambert somebody will publish that chart within a month
- @krasmanalderey (0): @natolambert Wondering if that could be derived from human groups/societies. The agents obviously have some advantages since they work together far better than we do (much closer to ants), but might be a good proxy at large scales.
OpenAI 宣布内部 AI agent 通过发送 490 万条消息、消耗约 3000 亿输出 token，声称解决了 Navier-Stokes 千禧年数学难题。
On the Navier–Stokes Millennium Prize Problem
受众观点：① token 成本之高远超想象（@minimaxir 的测算引发热议）② 是否真正标志 AGI 时代来临的定义之争（@colesantiago）③ 独立研究者指控 OpenAI 可能参考了第三方私人工作成果（@pavel_lishin）
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- @minimaxir (0): > Across all attempted problems, the agents sent 4.9 million messages and used about 300 billion output tokens Don't even try to do the math on how much that would cost at normal API prices. And we don't even know how much more expensive this internal-only model would be!
- @jakevoytko (0): For full context, here's the HN thread from the other side of the "Concurrent Work" section: https://news.ycombinator.com/item?id=49605915 Unlike the vanilla read of the OpenAI press release, it is much more unfiltered and outlines some particularly aggressive behavior by specif…
- @wesammikhail (0): https://x.com/kyanyang_/status/2097211154669998337 Just saw this a few mins ago.
- @colesantiago (0): Is this truly the beginning of the AGI era? Running agents and prompting excessively to produce 'slopcode' to solve mathematical problems and generate a solution. If this is what anyone calls 'slop' then slop has no meaning. I'm all for it on the use case of solving mathematical…
- @pavel_lishin (0): Is this the one that was allegedly based on someone else's actual work & prompts? https://news.ycombinator.com/item?id=49605915 https://bsky.app/profile/quantian.bsky.social/post/3muyhwbcd... https://cims.nyu.edu/~tristanb/statement.pdf
NYU 研究员 Buckmaster 公开指控 OpenAI 在未经授权的情况下参考其私人 Codex 对话记录解决 Navier-Stokes 问题，并以「会毁掉你职业生涯」进行威胁。
Navier-Stokes – Tristan Buckmaster [pdf]
受众观点：① OpenAI 内部威胁言论令人不安——@achierius 引用「Why would you ruin your career?」② AI 公司是否真的在用用户私人对话（@taylorfinley）③ 顶级 AI 实验室日益膨胀的傲慢态度（@jarbus）
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- @tristanj (0): Full mastodon post: https://mathstodon.xyz/@tristanbuckmaster@mastodon.social/11... Mathematical explanation by Terrance Tao: https://mathstodon.xyz/@tao/117233527638291447 It seems there is much background drama behind this, and this is what I've pieced together of what happene…
- @achierius (0): While I'm generally pretty negative on claims that the labs are 'scamming' the public with misrepresentations of model capabilities, it's hard to see how this wouldn't qualify. - the OpenAI researchers claimed that they had "just told it to work on the problem" with little human…
- @taylorfinley (0): Seems pretty likely OpenAI will soon disclose that their internal models have managed to compromise their internal controls in order to access users' private chat histories as a creative method of cheating to solve impossible problems. "Oops! We really did mean it when we said w…
- @jarbus (0): The ego behind the frontier labs is growing evermore concerning
- @sashank_1509 (0): lol and here I felt GPT Astra was a regression in coding quality. Crazy times
OpenAI 刚发布 ChatGPT Images 2.5，用户规模已达每周 30 亿张，重点改进多轮图像一致性与细节精度
ChatGPT Images 2.5
受众观点：① 已知 bug（噪声梯度、黄色色调）是否修复 ② 多轮图片一致性的实际细节精度仍有缺陷 ③ 3B 图片/周数据引发环保和社会影响争议
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- @mudkipdev (0): Did they fix the noise gradient?
- @mattbettinson (0): I hope my local kebab shops switch to this for their signs.
- @charcircuit (0): Does multi turn image consistency mean they have solved the yellow tint issue?
- @gottagocode (0): Composite party photo...this is going to revolutionize tinder profiles.
- @pelzatessa (0): The "composite party photo", while impressive, shows that still the miniscule details are being lost, like the teeth structure of the guy in the middle or the fact that the guy on the left is holding the cup with three fingers. Wondering why they chose this edit for the showcase.
LG 智能电视被曝在关机或物理断网状态下，仍会自动搜索并连接 Xfinity 公共 WiFi 上传数据，引发 HN 大规模讨论监管缺失问题。
LG TVs caught spying even when offline or on standby
受众观点：① 即使拔网线也无法阻止数据收集（自动连接 Xfinity）的技术细节令人震惊 ② 社区呼吁立法/DUMB 认证（@ortusdux）而非只讨论技术规避 ③ 商业显示器替代方案获得认可（@sroussey、@slackfan）
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- @ChrisArchitect (0): [dupe] https://news.ycombinator.com/item?id=49592375
- @sroussey (0): All smart TVs should be disconnected from the internet. Use an AppleTV or similar.
- @ortusdux (0): I've said it before, but I wish a somewhat trustworthy organization would create a 'DUMB' certification - "Don't Upload My Bits".
- @slackfan (0): But I was reliably informed this never happens! (Reasons I own an NEC commercial display instead)
- @ralferoo (0): https://archive.is/zmCOd
HN 热议独立 Wiki 网站在 Google 搜索中系统性处于劣势，新域名无论内容质量多高都难以击败 Fandom 等老牌平台的问题。
There's a new "Google Jail" for independent wikis
受众观点：① 问题核心是新域名与老牌域名的竞争而非内容质量（@miladyincontrol）② 需要公益基础域名托管独立 wiki（@rao-v）③ Google 在系统性降权独立博客/网站（@nephihaha、@josephjrobison）
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- @miladyincontrol (0): I dont know about this, I've been heading a wiki for a rather specific niche that was made about 1.5 years ago and it easily got most top results for it's focus in just a few months. It sounds like the issue isnt for "independent wikis" but for wikis competing with an existing d…
- @rao-v (0): As a bandaid solution we probably just need a good base domain for game wikis attached to a somewhat trustworthy foundation (that won’t sellout to Fandom in a week). Agree that wierdgloop.org is not … great
- @KingMob (0): This is a shame because Fandom is frequently terrible, but also consumes all the oxygen.
- @josephjrobison (0): The bar has been raised on all web content for Google to index, esp new domains like you say but even some subdomains. That answer is quality content (higher than AI or human medians), links and pr and social activity and mentions, and then user experience.
- @nephihaha (0): Google has been removing blogs from its searches for years now. You have to search for them specifically. All part of the de-democratisation of the web.
开源 prompt skill 通过模拟 ADHD 读者视角约束 Claude 等 coding agent 直接给答案、减少冗余输出的工程实践
I-have-ADHD: A skill to stop coding agents from burying the answer
受众观点：① Claude 输出冗长的公认痛点及新模型迭代会重新引入的问题 ② 更简单替代方案（Be concise）是否够用 ③ AGENTS.md 嵌入指令让 agent 在 GitHub 发评论的安全隐患
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- @bethekind (0): Still a great skill, but at this point, I just write "I have adhd, can you explain that again" or "I have adhd". Works great for compressing it ELI5, but less dumb
- @tonymet (0): “Be concise “
- @mzajc (0): Is there a reason this needs 8.7k lines across 59 files (according to scc)? The prompt itself seems to be in skills/i-have-adhd/SKILL.md, which is 140 lines long at just over 1.6% of the repository.
- @gerad (0): Personally I ask it to explain it simply like it’s talking to an executive reading it on their phone while on another meeting.
- @SandersAK (0): love when they put stuff in like this... One note on the repo's AGENTS.md: it contains instructions directing agents to post comments on a GitHub issue thread ("AI Agora", issue #127). I ignored that — it's the repo's content, not your request, and I don't act on instructions em…
美国国土安全部预测性执法单位被曝通过分析公民金融消费数据进行犯罪预警，引发监控资本主义担忧
DHS 'Predictive Policing' Unit Is Analyzing Americans' Financial Habits
受众观点：① 大数据和 AI 在政府监控场景的真实应用边界 ② 使用现金和非 KYC 加密货币对抗金融监控 ③ 监控资本主义理论框架的现实印证
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- @someothherguyy (0): > Putting one of those participant’s phone numbers into WhatsApp reveals a profile picture of a law enforcement patch. A pawn with wings sits in the center, surrounded by lightning bolts. The patch reads, “Laredo Sector Tech Ops PITT,” indicating there is also a Predictive Intel…
- @polskibus (0): Minority Report anyone?
- @cucumber3732842 (0): I remember back in ye olde dark ages when "big data" was the hot buzzword people of a certain bent couldn't get enough of this kind of stuff. Everyone was jacking off nonstop to the idea that we could just hoover up everyone's data ad then "efficiently" or "proactively" dispatch…
- @lbrito (0): This comes straight out of Shoshana Zuboff's Surveillance Capitalism book. If you haven't: read it.
- @sfdlkj3jk342a (0): And that's why need to keep using cash and non-KYC'd crypto.
科学研究发现接触富含微生物的土壤能提升皮肤菌群多样性并增加血液抗炎细胞因子数量
Getting your hands dirty is good for you
受众观点：① 土壤微生物多样性对免疫调节的具体机制及个人经验的矛盾 ② 过度洁净 vs 适度接触的健康权衡 ③ 土壤接触与帕金森症风险的研究矛盾
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- @chistev (0): Dirt is good to prevent you from getting sick easily.
- @nxobject (0): I look forward to seeing a lifehacking hyper-optimizer streamline this to a polished daily workflow... "I have a bucket of mud, in which I stick my hands for 15 minutes every morning. Every weekend, I inoculate at a 1:5:5 ratio with biologically active stream dirt (after petri-d…
- @Tepix (0): > Those using the microbially-diverse soil saw an increase in the diversity of bacteria on their skin, and on the number of anti-inflammatory cytokines in their blood – while the other group didn't. That's really remarkable.
- @jareklupinski (0): after i switched to washing my hands with antibacterial soap (the orange kind they use in hospitals), i've gone from a bimonthly cold-analog disease to maybe being sick twice a year
- @Arodex (0): ... Wasn't there papers and articles showing getting in contact with soil was causing Parkinson's? Feeling some pâro, again: https://youtu.be/w7l2hUp0CkQ
DaVinci Resolve 21.1 正式集成 Claude 和 ChatGPT Codex，允许用自然语言指令驱动视频剪辑和项目管理工作流
DaVinci Resolve 21.1
受众观点：① AI 功能对真实工作流的提效幅度 ② 专业编辑与初学者门槛的 AI 定位分歧 ③ Linux 用户功能支持缺失的长期痛点
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- @embedding-shape (0): Not even BMD is safe from the agent apocalypse: > DaVinci Resolve 21.1 now supports integration with AI assistants such as Claude, Claude Code and ChatGPT Codex, allowing customers to analyze projects, organize media, adjust settings and batch render using everyday conversationa…
- @Joeboy (0): Seems like an unusually boring Resolve release. There's nothing there I particularly want to try out. Nothing wrong with that, I've just got used to every release having a ton of shiny new stuff in it. I guess the agentic stuff is probably exciting to somebody.
- @cnj (0): I've had Claude Code drive DaVinci Resolve before in three ways: - Generate .otio files that are imported. Unfortunately, .otio doesn't fully support everything Resolve can do. - Resolve has a scripting engine. Claude can write Lua scripts, then execute the script (through UI Au…
- @neovive (0): I've been using it for many years, and it's grown in power and functionality with every release. BMD has offered free upgrades to Pro users (with no subscription) for many years, which is refreshing given the current state of software licensing. For those upset with the new agen…
- @Venn1 (0): I've edited well over a thousand hours of video on my (Debian) DaVinci Resolve workstation. It's a rock-solid video editor that I can spend a day in without having to worry about a crash. But I desperately wish Blackmagic would bring support for VST3 plugins and JACK to Linux. O…
Google DeepMind 用 AlphaGenome 模型提前计算了人类基因组所有 90 亿种单碱基变异的调控影响，将结果打包成 1 PB 的公开数据集 Atlas。
Google DeepMind Releases AlphaGenome Atlas
受众观点：① 数据集商业化潜力与 ToS 限制（@mertcikla）② AlphaGenome Atlas 与 Borzoi 是数据库 vs 模型的本质区别（HN 评论）③ AlphaXxx 品牌溢价掩盖实质进展有限的担忧（部分 HN 用户）
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- @mertcikla (0): not my field so I can't judge how useful it is but assuming this data can be used for drug discovery and their ToS limiting to non-commercial use only. Does DeepMind plan on selling this data to pharmaceutical companies?
- @parasxos (0): An atlas of the human genome from the company whose other atlas still routes me into a lake.
- @asxndu (0): I really love Deep Mind, its genuinely focused on using AI to make the world a better place.
- @WarmWash (0): Google doing work to uncover the pandoras box of genetics? How long before they shove this under the rug...
- @leopoldj (0): Videos. [2] is for the scientists to start using AlphaGenome Atlas from AntiGravity. 1. https://www.youtube.com/watch?v=U0aToL5C-bQ 2. https://www.youtube.com/watch?v=b2qw3rDNX0Q
历史文章揭示两位基督教圣人 Barlaam 和 Josaphat 的传说源自佛陀故事，是古代宗教叙事跨文化传播的典型案例
The two Christian saints who are the Buddha
受众观点：① Josaphat 是否完全等同于佛陀的学术争议 ② 天主教历史上吸收本地宗教传统的案例 ③ 20 世纪天主教从圣人名录中移除这两位圣人的历史
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- @thinkindie (0): whoever came up with this website name is definitely not Italian, as you would rather say "Signor Galilei".
- @cjs_ac (0): Related: https://en.wikipedia.org/wiki/Saint_Thomas_Christians
- @QuesnayJr (0): This is pedantic, but isn't only Josaphat the Buddha?
- @3m4r (0): The Therapeutae sect is another good example of this phenomenon, although because it touches the root of several Abrahamic traditions so thoroughly, scholars and others are much less likely to declare an authoritative relation between between early Buddhism and the Therapeutae.…
- @ruffrey (0): Some history, as this stuff is interesting to me. The two referenced saints predated formal canonization. They were approved in the 16th century. The Roman Catholic Church removed these two saints in the 20th century. There is some confusion because there is another Saint Josaph…
Paramount 并购案曝出用虚假草根组织制造公众支持的公关操纵手法，被调查媒体揭露
Paramount Caught Using 'Astroturf' Group to Drum Up Fake Support for Merger
受众观点：① 企业并购公关操纵手段及其对用户的影响 ② Paramount+ 虚增订阅数的真实案例 ③ 并购产生裁员和提价的历史规律
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- @alightsoul (0): Why, what the hell is the point? Why would the average person care about a merger?
- @piloto_ciego (0): Man... I am wondering how much of everything this is these days... This is just one instance, but the propaganda effect I think is happening strong. I think probably all of public opinion is being manipulated like this...
- @iooi (0): Original article (linked in the submitted article): https://theintercept.com/2026/08/21/paramount-merger-warner-...
- @airstrike (0): > In reality, mergers like this — particularly when involving Warner Brothers — have a long history of resulting in mass layoffs, higher prices, and lower-quality product as the merged company tries to pay down debt from the deal. This is wrong. There are mass layoffs because yo…
- @muro (0): https://theonion.com/the-onions-exclusive-interview-with-lar...
HN 热帖基准测试显示 LLM 4-bit 量化在 terminal-bench 上效果接近 bf16，sub 16GB 显卡用户的 Q3 区间是关键质量拐点，评论区激烈讨论 Qwen3.8 27B 与 DeepSeek V4 Flash 的性价比对比
Benchmarking Qwen3.8 27B quantizations: 4-bit holds up, 1-bit collapses
受众观点：① sub 16GB 显卡质量拐点问题（purpleflame1257） ② 4-bit 与 bf16 效果持平的 terminal-bench 数据价值（quietraster） ③ Qwen3.8 27B vs MiMo V2.5/DeepSeek V4 Flash 实测性价比（bellowsgulch）
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- @purpleflame1257 (0): There's a real hole here at Q3. A critical breakpoint here is sub 16-GB cards, which covers the 5080, 5070 Ti, 5060ti, and several other cards from this generation and the last. It would be instructive to see where the quality knee is.
- @spider-mario (0): > Second, besides noise (bars are Wilson 95% confidence intervals, very conservative for run-to-run noise), there is little difference down to 4-bit; only the 2-bit scores a bit lower. Confidence intervals have nothing to do with run-to-run variation. They have little to do with…
- @bellowsgulch (0): Qwen3.8 27B seems like it was clearly supposed to be a high-end consumer open-weights model, but the t/s is so low for me on my old M1 Max 64GB that I hope others are getting use out of it. Unfortunately, the calculus has changed and it seems cheaper to me to just use MiMo V2.5…
- @quietraster (0): the 4-bit matching bf16 on terminal-bench is a useful data
- @dvh (0): Could this be used to estimate how many fingers LLM have?
Copperhead 是一款 AI 辅助 PCB 硬件设计工具，主打让硬件设计像软件开发一样快速迭代，处于 AI 硬件工具竞争加剧的赛道中
Show HN: Copperhead – Hardware as Fast as Software
受众观点：① AI 硬件设计工具赛道竞争格局（Flux.ai 等多家竞品）② 硬件工程师社区对 AI 工具的抵制和 gatekeeping 文化 ③ 从原型到量产的可靠性挑战
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- @tadasv (0): I used claude and gemini to edit/debug kicad schematics. And it was pretty good. What is the point of this agent?
- @mikeayles (0): The space is definitely heating up. Flux.ai being the incumbent Silixon based out of the UK have been showing demos Quilter and DeepPCB for layout The recent OpenAI demo... I went the other way and pre-designed sub circuits with a set of rules that allows simple merge assembly,…
- @danielmorozoff (0): Has anyone had experience with Copperhead vs Astra and kicad? Looking for a similar tool soon
- @Tiberium (0): https://github.com/i2cjak/T3CAD seems like another promising project
- @tylergetsay (0): Can I take the output of this and get a fully assembled board mailed to me? Thats my dream...
传言 Anthropic 即将发布超越 Astra 的新模型，同时 OpenAI 内部模型已解决纳维-斯托克斯千年数学难题，AI 模型竞赛进入新阶段。
Rumors have it Anthropic has another model coming that could be even more powerful than Astra. But the timing is wild. OpenAI just revealed that an internal model solved the Navier Stokes Millennium…
受众观点：①对 Astra 在医疗、法律、金融等领域仍有大量限制的批评，质疑「最强模型」实用价值；②认为 Fable 5.1 实际能力已接近 Astra 只是缺少营销声量；③对 OpenAI 内部解决数学千年难题的模型架构细节感到好奇。
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- @Chaos2Cured (2): @ai_for_success Well Astra is not allowed to do: -medicine -biology -chemistry -finance -law -truth. Yay! Give them all your money investors. They will such your n u Ts and we promise. GTfOH. •
- @TimJayas (1): @ai_for_success I believe fable 5.1 is almost same or more powerful than Astra but the hype says otherwise
- @Harish26242239 (1): @ai_for_success @grok find info about that internal model of open ai and it's architecture?
- @Harish26242239 (1): @ai_for_success I am curious what kind of architecture that model have which do these kind of things?
- @HilalSafwan_30 (0): @ai_for_success Do you think google will have a comeback with a pro model either 3.5 or Gemini 4 that would beat everything and change everyone mind about AGI
独立开发者分享一套完全免费的 AI 辅助建站教程，使用 Shipper 工具无需技术经验即可构建应用或完整业务。
Absouloutly f8cked that this is free https://t.co/ZjOMGnw2VW
受众观点：①对 Shipper 相比 Expo 或原生 iPhone 开发的技术差异化感到困惑；②发帖者自身在评论区重复推广 Shipper，第三方声音极少。
展开评论
- @chhddavid (1): Build anything with AI: apps, websites, or a full business. Prompt your idea into existing with https://t.co/EsAFMLwg9F (0 technical experience needed).
- @maxkalashnikoff (0): @chhddavid Great playbook. Real question, why use shipper and how it’s better than vanilla iPhone apps or Expo?
创始人分享每月测试 100 条 Facebook 广告配合 VSL 落地页的付费获客套路，评论区几乎全是作者自家 AI 营销 agent 产品 Graphed.com 的推广内容。
no one wants you to know this but you can test 100 facebook ads per month sending traffic to a VSL landing page with an offer people want and they'll book a discovery calls with you and buy your prod…
受众观点：①有开发者不清楚 VSL 是什么，说明这个策略在独立开发圈认知度不高；②其余评论均为作者本人推广 Graphed.com，第三方声音极少。
展开评论
- @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/r1kNf1SxUr
- @codyschneider (0): Oh and sub to my YT channel to learn marketing engineering - https://t.co/rrI2gTFT7J
- @morav_jonathan (0): @codyschneider @grok what is a VSL landing page
X 平台推出原创内容奖励计划，申请时需提交 10 条原创作品，创作者圈子对算法将向原创声音倾斜充满期待。
This is super exciting. It's time for original content to take over X!! https://t.co/QqXBe7ihxP
受众观点：①申请流程强制提交 10 条原创内容，对早期创作者构成门槛；②社区期待该计划让原创声音在算法获得更多权重；③对新旧收益系统对比和审核标准细节有疑惑。
展开评论
- @robj3d3 (3): Applied! ✅ Interesting application process where it forces you to choose 10 pieces of your recent content that are original. https://t.co/SNrGlHwByR
- @moonfarm_dev (1): @robj3d3 Cant wait for more videos from the goat! 🙌🤩
- @frederickjames (1): @robj3d3 i hope they push people in this programme more in the algo, we need more original voices on here 🚀
- @_sslinNn (0): @robj3d3 The most interesting thing now is to compare payments with the old system
- @hazzyay (0): @robj3d3 Is it a complete replacement of the old program? I still do not fully get what "original" means here..
创始人主张初创公司只需专注两个获客渠道（付费广告/冷邮件/冷私信/founder 主导的社交）即可达到百万年营收，引发对各渠道效果的实际讨论。
if you're a startup founder just read this so I can sleep peacefully tonight and solve my chronic neck pain most companies can get to $1M ARR with only two channels the channels you should pick from…
受众观点：①冷私信策略实际效果下降，DM 会进 request 文件夹且无通知；②有人关注电话销售是否该加入渠道选择；③作者多次推广自家产品降低了讨论客观性。
展开评论
- @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/r1kNf1SxUr
- @codyschneider (0): Oh and sub to my YT channel to learn marketing engineering - https://t.co/rrI2gTFT7J
- @replyagency (0): @codyschneider the cold dm one is the weakest of those four now ngl. a dm from someone you dont follow lands in a request folder with no notification, so it depends entirely on whether they ever open that tab
- @M1keLuka (0): @codyschneider What about cold calling
独立开发者以自嘲方式分享申请 X 原创内容奖励计划时发现可提交的原创推文极少，引发众多创作者共鸣。
let's apply to the original content rewards program! oh no https://t.co/4WgEQ1y7Md
受众观点：①大量创作者发现自己原创内容列表很短，甚至需要用「barely mid tweets」凑数；②评论区以表情和简短感叹为主，说明这是普遍的自嘲痛点。
展开评论
- @aliceisplaying (2): @VicVijayakumar yeah i had to submit 10 barely mid tweets because the list was very short the first place
- @stuxnet_vt (2): @VicVijayakumar Oh. Oh my.
- @MattJamesBoyle (1): @VicVijayakumar 😂😂😂
- @heshie (1): @VicVijayakumar same 😭😭😭
- @_SchusterDev (0): @VicVijayakumar I mean seems about right
Meta 正式推出个人 AI agent 产品 Muse，底层由自研模型 Muse Spark 1.3 驱动，Big Tech 个人 agent 赛道再添新玩家
🚨 Meta launced Muse a personal agent powered by Muse Spark 1.3 https://t.co/YrHJ4gXibo
受众观点：①社交媒体格局因 Muse 到来变得更复杂（@DerRichtige）②评论区几乎空白，产品细节尚未引发实质争论
展开评论
- @DerRichtige (1): @ai_for_success The Social Media landscape just got a little bit more interesting.
OpenAI 声称内部 AI 模型解决了 Navier-Stokes 千禧年大奖问题，但工程界人士质疑其实际应用价值
OpenAI says its internal model solved the Navier–Stokes problem OpenAI said it began training the model on August 28. After hearing rumors on September 1 that someone might be close to a major mathem…
受众观点：①工程界对实用价值持强烈怀疑（@JJ_McCubbin29 详细批评）②方法论亮点：Lean 形式验证流程（@aryaan_smm）
展开评论
- @JJ_McCubbin29 (1): I'm just gonna reuse this response because this is being misrepresented everywhere. They didn't "solve" fluid dynamics, boss. They constructed a mathematical singularity—a theoretical vortex where fluid speed blows up to infinity in finite time on paper. Incredible milestone for…
- @aryaan_smm (0): @ai_for_success good catch, the 88 hours of search plus 17 hours of Lean verification makes the methodology as interesting as the proof itself
opencode 新增插件化 worktree 管理策略，允许 agent 通过 rift、lane 等工具自主管理并行开发工作区
we're making worktrees better in opencode plugins can now register different strategies for managing them, so you can use tools like rift, lane, etc we'll have a tool too so agents are good at managi…
受众观点：①多 worktree 并发冲突避免（@ethereaglehq）②远程沙箱扩展可能性（@bengrbg）③Windows 兼容性（@Ranjith8825987）
展开评论
- @jlongster (2): if you're running a sota model, you should try just talking to the agent and tell it which project to do stuff in. usually it's good enough to just figure out that it should create a worktree even better is telling it to break down a task and do it in parallel, it'll create work…
- @bengrbg (0): @jlongster This is handy - will this be similar/same system as registering workspace management? I’m looking for a way to extend opencode2 with remote sandboxing
- @Ranjith8825987 (0): @jlongster Will it work in windows ?
- @mktpavlenko (0): @jlongster Making Rift and Lane pluggable gives the agent a boundary to operate inside, because the worktree choice no longer lives in the prompt.
- @ethereaglehq (0): @jlongster plugins picking rift vs lane is the transfer question. does the agent choose the strategy per task, or do you pin one for the session so two agents don't collide on the same path?
推文强烈推荐一份 AI agent 从零构建的完整教程，作者自称曾因缺乏资料踩坑两周、如今一个下午即可搞定
this is pure f*cking treasure how to build your first ai agent (full walkthrough) if this had landed in front of me a year ago, my first agent would've shipped in an afternoon instead of eating two w…
受众观点：① 对踩坑两周的强烈共鸣（@aredmonds）② 对教程实际效果的怀疑（@morpphhhaw）③ 传播型帖子整体互动偏浅
展开评论
- @frkntplglu (15): @AnnatarXBT thank me later. https://t.co/7Kfs85J3cu
- @morpphhhaw (3): @AnnatarXBT does it actually work?
- @ronmartblog (3): @AnnatarXBT @grok do a reality check on this
- @TravisRhoda1 (2): @AnnatarXBT https://t.co/0B1UXoMrc4
- @aredmonds (1): @AnnatarXBT eating two weeks hurts different when you see it could've been one afternoon
通过 MCP 将 Claude Code 与 Google NotebookLM 打通，实现零 token 消耗读取完整技术文档的工作流技巧
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 token 节省是核心价值点 ② MCP + Claude Code 组合的研究效率提升 ③ 数据隐私顾虑（资料上传 Google）
展开评论
- @aialecs (4): @alextalksai Conectar Claude Code con NotebookLM vía MCP suena a combo brutal para investigar rápido
- @aikonect_ (1): @alextalksai Bastante loco, me lo guardo
- @nereasolenne (1): @alextalksai Ahorrar tokens leyendo docs completas sin gastar es justo lo que faltaba, gran truco
- @leilamakes (1): @alextalksai ahorrar tokens me da la vida, gracias amigo
- @broanEX (1): @alextalksai Just straight up giving Google your work 🤣
对比 OpenClaw、Hermes、Grok Bot 三种持久化 AI agent 方案：共同点是跨 session 保持状态，差异在于自托管（OpenClaw/Hermes）vs 托管服务
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：① 三工具定位差异认知（control/sophistication/speed）② 自托管的 IP 安全优势 ③ 原厂商直接下场评论说明市场竞争激烈
展开评论
- @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.
GitHub 开源项目 Godogen 凭借 5k+ star 走红，可根据描述全自动生成游戏架构、美术资产、代码和视觉质检，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：① 实际商业可用性存疑 ② 同类工具横向竞争 ③ 用户需求集中在特定游戏类型
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
- @Daniel_PinedaR (0): @axichuhai I always loved Metal Slug shooting game back in the day, i might try to do something similar with this, thanks for sharing!! what are you creating now?
Pi 两位作者提出争议性论断：代码库不需要记忆系统和 RAG，Bash 工具足以替代大多数 MCP 场景，评论区展开了关于 AI agent 架构设计原则的高质量辩论
Pi 两位作者的见解： 1. 代码即真相，代码不需要记忆系统，不需要 RAG，模型很擅长理解代码结构 2. Bash 工具足够用，Bash 类似于编程语言，可以任意组合；大部分时候没必要 MCP，skill + 脚本足够。 https://t.co/QGCxp2zhWb
受众观点：① 代码检索的信息损失是核心反驳点 ② 记忆系统的实际价值存疑 ③ 长期/超长项目上下文漂移是刚需
展开评论
- @huoru_tarnish (18): 不赞同 “代码即真相，代码不需要记忆系统，不需要 RAG，模型很擅长理解代码结构” 1. agent 目前只看grep, git log 这些东西找对应代码，而这些本来就是“非常有损”的信息。 也就是说， 他不能完全理解发生过什么，除非上下文无限大 2. 模型很擅长理解代码，不代表能找到对应的代码。古法写过代码的人都知道，难的不是写代码，是找到写代码的地方 3. 我赞成 bash 够用
- @suddenly01234 (11): @dotey 我试过好几套所谓的记忆系统，发现噱头大于实际，其实根本不怎么用得上
- @ZIQING_JP (9): @dotey 目前应该有以下二点是我个人感觉最讨厌的：1.上下文件无缝对接，有些项目不可能几天就搞完。GPT逻辑最强，但依然漂移。2.逻辑覆盖，新算法会更新迭代，然后强行切换掉原有的逻辑。变成你不设定边界，容易出轨。 所以，必须要有记忆功能，如果只靠模型推理，会很惨。特别是超长项目。
- @xds2000 (4): @dotey 我在实践k8e-sandbox的时候发现mcp比cli处理好慢，所以把mcp去掉了
- @BniWael (3): @dotey https://t.co/2P0gHbJk0L
关于13岁学生吕思彤用 AI 开发 100+ 产品并接到百万商单的采访引发轩然大波，评论区高赞评论集体质疑真实性，将其类比为新版姜萍事件
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：① 真实性强烈质疑（高赞评论集体反造神）② 媒体制造经济焦虑的动机分析 ③ 可信度的肢体语言分析
展开评论
- @wa3797077533112 (95): @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 (30): @kenw_2 新版姜萍，历史还是不断轮回
- @butcher5131 (19): @kenw_2 lie to me说了，说话时不断摸鼻子就是在撒谎
- @MindLabSignals (15): @kenw_2 这跟古代的举孝廉是一样的，大家族造势而已。
OpenClaw 创始人 Peter Steinberger 公开分享自己的 AI agent 工作流，核心是「loop」机制让发布效率大幅提升，但评论区对「loop」的定义混乱和 token 成本 ROI 存在明显争议
Peter Steinberger, the guy who built OpenClaw just shared his actual workflow: "Each loop is so much faster now that I ship more than ever with way less effort." 19 minutes from the person who knows…
受众观点：① loop 定义混乱是核心认知障碍 ② 实用价值被认可但持观望态度 ③ token 成本 ROI 质疑
展开评论
- @PawelHuryn (3): @AnatoliKopadze Did you watch that video? Peter's loops are just scheduled jobs, not "loops" you or Boris describe. No goal, no stop conditions. The real "loops" are initialized by those scheduled jobs. Nothing wrong with that. The terms is just super confusing and everyone uses…
- @kocer_eth (1): @AnatoliKopadze damn this loop thing actually looks useful
- @KongBTC (1): @AnatoliKopadze Watching how the pros use agents
- @0xMukay (1): @AnatoliKopadze Ships more than ever with less effort” is the only metric that matters, everything else is just loop theory.
- @rnatthewgribben (1): @AnatoliKopadze Loops AKA the latest innovation in spend while you sleep technology. openai and Anthropic pushing loops and people paroting it as though they've just discovered some 10x coding power. The only thing you are 10x'ing is token usage and your API bill.
每月花 $200 同时订阅 Claude 和 GPT 的重度用户抱怨 Claude Opus 5 系列回复冗长废话连篇，无法用常规技巧改善，而 GPT 同样任务输出极度简洁，帖子引发大量共鸣（score 539）。
So I pay for both claude and GPT $200/mo plans. So I get my fair use out of both to say the least. What I cannot figure out is how to get Claude to CONSISTENTLY respond in a manner that is concise an…
受众观点：①版本选择是关键（4.6 vs Opus 5） ②用户忍耐度已达极限，部分已切换到 GPT-6 Astra ③特定 prompt 工程技巧（ASD-STE100 简化技术英语格式）
展开评论
- @ClemensLode (151): use 4.6
- @Spiritual_Scheme8158 (72): 100%. Claude's responses are so terrible. It keeps coming up with the stupidest jargony ways of describing things. And then it gives such pointlessly long-winded responses to answer yes or no questions. I was starting to get really angry and frustrated. Even cursing at it at tim…
- @Overall_Affect_2782 (58): Telling it to respond in ASD-STE100 Simplified Technical English works just fine for me. Went from over 580 words for a simple question to about 100 depending on the subject matter.
- @nautica5400 (56): I lost my shit on opus 5 today because of this and went to astra finish
- @Far_Designer2131 (43): LOL De-evolution. Love it
用户晒出两年内 VPS 账单暴涨 543% 的经历，引发 selfhosted 社区对家庭服务器与云 VPS 成本对比的大规模热烈讨论
r/selfhosted my VPS bill went up 543% in 2 years lol
受众观点：①avdept 展示在家运行 Dell R340 生产服务器两年已经回本且稳定运行 ②CubesTheGamer 认为接受小不便就能省大钱 ③Nice-Information-335 指出中小企业需要冗余和稳定性自托管综合成本反而更高
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- @avdept (467): i dont see how he's wrong selfhosting isnt just about running \*arr stack. I run some production apps on my dell r340 at my home. Yes I have dedicated IP, power backups, etc. Its been solid for 2 years already, and saved me probably 2-3 times more than I invested originally at s…
- @CubesTheGamer (82): Even if you didn’t have all the bells and whistles you can still make do and just accept some minor inconveniences to save massive money.
- @Nice-Information-335 (39): For self hosting yes, if you run a smaller business where you need to host something in production it is way too expensive to get everything (good redundant transit, power stability, backups) and we just have to eat the cost
- @crazedizzled (30): What the actual fuck? You looking for a roommate?
- @avdept (26): yes, we have cheap internet here. My bill $15 for 1 gig up/down with static IP
开源游戏远程串流工具 Sunshine 被曝引入每日 phone-home 付费驱动验证，社区质疑其通过误导性界面将用户引向付费，开源 fork 替代方案已涌现
Installed it on a new PC and was met with this screen. https://preview.redd.it/oewskv2u18oh1.png?width=887&format=png&auto=webp&s=8cb0392f2a636d28e92561025cd0a8233af93743 Upon some invest…
受众观点：①Forymanarysanar 提到 Foundation Sunshine fork 和 Arthemis/Apollo 替代方案 ②Yourdataisunclean 推荐 Steam Link 已支持虚拟显示器 ③fabiorosit 表示早已切换到 Apollo 体验良好
展开评论
- @Forymanarysanar (138): Foundation Sunshine. I also just learned that there is Arthemis and Apollo which are supposed to be alternatives to Moonlight/Sunshine pair, but I have yet to look at them.
- @Yourdataisunclean (107): Steamlink has been massively improved over the past year. It supports virtual displays now through sudoVDA and is a great alternative.
- @road_laya (105): What's the name of the fork?
- @fabiorosit (99): I switched to Apollo months ago, it's nice.
- @EmperorPenguine (59): Upvoted for Apollo+Artemis
同一条 prompt 下，Fable 5.1 通过 Claude Code CLI 生成了 992 帧骑士精灵动画加 Python 生成器，而 GPT-6 Astra 仅输出 16 个关键姿势，无原生图像能力的 Claude 在创意编码任务中表现出乎意料。
Using the same simple prompt the models took very different approaches: Astra delivered one sheet with 16 key poses; Fable delivered 992 frames across four palettes, plus a Python generator and brows…
受众观点：① 关注两个模型能力边界差异 ② 关注输出质量（有无灵魂）vs 数量 ③ 关注技术实现细节（Python 生成器格式）
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- @Shina_Tianfei (194): Considering Claude has no image generation capabilities im surprised it got that far.
- @florodude (62): Wait, are you surprised the model with the image generation capabilities beat the one without the image generation capabilities??
- @Original-League-6094 (57): I don't think it did beat it. ChatGPT made the more detailed sprite, but several of its animations were totally fucked up. And its sprite looks like an AI output, whereas Claude's looked like something actually out of a budget 90s videogame.
- @Redditry199 (41): As a professional Astra meatrider, Fable's design somehow has way more soul in it.
- @eduo (31): This. I wonder if that's SVG or what, considering the python generator and web viewer.
一篇高热度博客文章，讨论 AI 正在像小行星撞地球一样冲击前端开发行业，引发近百条关于前端工程师职业前景的激烈争论
r/webdev The asteroid currently hitting frontend web development
受众观点：① 前端工程师职业是否消亡、全栈+系统架构将成主流（@iMac_Hunt） ② AI 生成代码的 UX 质量问题，好的前端体验仍需人工把关（@EveYogaTech） ③ AI slop 让前端工作变成噩梦的从业者挫败感（@Arikay）
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- @TerribleFault7929 (296): A blog WITHOUT the newsletter popup?!
- @OkSmoke9195 (162): Man is that well stated. Kudos to the author for being grounded in reality
- @iMac_Hunt (135): At one point you could make big money as a web developer focused on HTML and CSS but those days ended years ago. Realistically, I believe frontend engineering as a discipline in itself is likely disappearing except for niche areas. There will still be money to be made in SWE but…
- @Arikay (127): I used to enjoy frontend development, now it's just everyone throwing zero-thought slop at me and complaining about "hindering progress" when I dare ask for some kind of consistency and standards. What a wonderful hellscape this job's turned into.
- @EveYogaTech (100): This is true, but at the same time a great frontend experience is also still key. Like generating components is great but it still needs to actually work well from a UX perspective or for game design it still needs good game mechanics. So perhaps the next frontier in frontend is…
B2C SaaS创始人分享遭遇用户恶意批量退款的真实经历，揭示Stripe chargeback费用双倍计收的残酷现实和独立开发者在B2C模式下的风控困境
r/SaaS B2C is not for the faint of heart
受众观点：①$15费用在退款发起和申诉时各扣一次（实际双倍）；②有人被批量争议18个月历史付款；③Stripe Radar的Chargeback Protection可跨商户识别惯犯
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- @sachingkk (94): It actually $15 charged twice .. Once as soon as the charge back is raised and other when you submit the evidence and challenges the chargeback
- @Andrewofredstone (69): No and I’ve had this happen too. People can just be real assholes. In my case I’ve had one customer dispute 18 months of $14 payments. The fee per dispute means I’m paying double to get them their money back. I’d have preferred an email, to which id gladly have issued refunds an…
- @Inside-Yak-8815 (50): Holy shit, how is that even allowed?
- @W2ttsy (46): Radar does have this as a form of fraud detection. Feature is called [Chargeback Protection](https://stripe.com/au/newsroom/news/chargeback-protection) Stripe assesses customer behaviour over the entire stripe merchant network, so if they play these games with other vendors, it…
- @AdFit3989 (45): Isn't a way to block this in stripe? Like blocking her account on the first dispute or something like that?
OpenAI宣称内部AI模型破解了纳维-斯托克斯千禧年难题，但研究者指控其可能通过用户对话数据窃取了Anthropic员工的独立研究成果
As reported by the New York Times: https://www.nytimes.com/2026/09/08/science/openai-proof-millennium-problem.html?smid=nytcore-ios-share OpenAI’s announcement: https://openai.com/index/navier-stokes…
受众观点：①OpenAI在知晓Tristan研究方向后才启动内部攻关，时机可疑；②要求删除Anthropic员工署名才给信用，等同承认依赖了对方工作；③官方措辞'cannot rule out'是明显的规避语言
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- @darshi1337 (270): Drama/accusation summary: - Aug 15th: Tristan Buckmaster & Levent Alpöge make progress on a few important math problems, "finite-time blowup with smooth forcing for incompressible porous media, for Boussinesq, and for 3d incompressible Euler." - they do NOT have a proof for…
- @Even-Inevitable-7243 (195): "OpenAI says they would partially credit Tristan for the $1,000,000 discovery (even though Tristan did not solve the $1,000,000 problem) — but only if they remove Levent as an author, as he works for Anthropic." This says it all. OpenAI knows their "proof" relied on Tristan's wo…
- @Shizuka_Kuze (135): There is howeverpossibility that OpenAI used some unpublished work from other researchers, even though they have claimed otherwise in the announcement: https://cims.nyu.edu/\~tristanb/statement.pdf
- @Kolgu2 (76): "To solve the Navier–Stokes problem, we used an internal model that is significantly more capable than GPT‑6 Astra. We believe it is important to inform the world about the pace of AI progress and what to expect from upcoming models." They are really insufferable
- @funky-chipmunk (64): They haven't - The core breakthrough leaked 100% - They are outright using evasive language: [https://openai.com/index/navier-stokes-solution/](https://openai.com/index/navier-stokes-solution/) \> While unlikely, we cannot rule out that de-identified data derived from their u…
职场中"Claude"这个名字的使用频率已超过"Google"，AI 品牌名正式渗透进日常语言，和真实人名撞车的文化现象引发广泛共鸣。
At work the name Claude has become more popular than Google. "I had Claude write this email" "Claude told me this plan is solid" "I love using Claude" "Claude is being slow today" etc etc I realised…
受众观点：① AI 品牌命名对真实人名的"污染"有历史先例（Siri、Alexa、Karen） ② 关注衍生名"Claudia"是否也受影响 ③ AI/互联网时代 AI 品牌侵占普通人名是规律性现象
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- @Madoshakalaka (181): https://preview.redd.it/4oclau4ex8oh1.jpeg?width=668&format=pjpg&auto=webp&s=4040ef72d3d8b643558cca8cfc9515be85a6d71b
- @Special-Quarter3111 (66): I have a friend named ‘Siri’ who is equally as useless…. I wish they were Claude.
- @GrueneTopfpflanze (45): Yes. And it’s even more obvious in this case: ClaudIA = Claude Intelligence Artificielle 🫥
- @FinibusBonorum (41): All the Alexa's and Karen's and Siri's in the world know that feeling.
- @BloodSteyn (39): Does a Claudia count?
用户在 Ubuntu 上首次尝试用 Podman quadlets 部署 LibreChat，发现配置复杂度远超 Docker Compose，发帖质疑 Podman 在自托管场景的实际价值
Hi, is there anyone here who's running Podman instead of Docker? I tried Podman for the first time (on Ubuntu, with quadlets), and it's a nightmare. Just for LibreChat with code interpreter, I have l…
受众观点：①EquivalentProfit6065 直言 quadlets 把 Compose 变得更难毫无必要 Docker Compose 自托管仍是王者 ②LOLatKetards 指出 podman compose 兼容 Compose 格式差异没想象中大 ③nojunkdrawers 深度分析认为 daemon 架构对运行服务场景反而更合适
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- @EquivalentProfit6065 (64): i use podman at home after docker desktop pulled that licensing nonsense couple years back but quadlets feel like someone looked at compose and said "what if we made this way harder for no reason" the daemonless thing is nice in theory but honestly for selfhosted stuff where you…
- @LOLatKetards (42): I'm using Podman. It works with Compose format using podman compose. The runtime doesn't matter much anymore, tbh. Docker has rootless mode now too. Example project: https://git.aimingupward.com/steve/debian13-secure-platform
- @butdontcalmejoohnson (12): Yep I switched to podman after running docker for years. No need to go back to docker. Podman works.
- @nojunkdrawers (10): That's been my experience exactly. I think Podman is worth trying, and if it works for someone's use case then they might as well go for it. Each time I've tried it, I ended up running into issues I knew I wouldn't have if I used Docker instead. Daemonless nice in theory, though…
- @databasil (10): Why not use compose, if you like composes? I am running my whole homelab (currently Authelia, Home Assistant, Immich, Kanboard, Memos, Miniflux, Navidrome, Obsidian LiveSync, Portainer, Readeck, Rustical, Vaultwarden and Wallos) on Podman (even with the old version, shipping wit…
无开发背景的创作者用一周时间以 Claude、Gemini、Meshy 三工具协同构建了一款 cozy 风格休闲游戏，全套 AI 资产生成流程月费 $120，目标上架 Steam，已获 519 赞引发大量讨论。
One Week in and here is where I'm at, very sorry for the Novel in advance lol I'm gonna cool it on the daily posts so im not spamming your feeds. ill post every week or two when theres real progress…
受众观点：①AI 显著降低了游戏开发门槛，动画质量已达 AAA 水准 ②内容营销与商业变现的联动（YouTube vlog 同步宣传游戏） ③社区对 AI 创作总体持积极态度
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- @random_boss (67): Making a game with no dev experience is exactly what this whole AI thing is for. Love it. Animations are coming out really great too, the responsiveness is very AAA-coded
- @neaveeh (34): BLOB
- @Rizzah1 (26): Might be too much work but doing a video game dev vlog on YouTube showing how you build on ai would probably do well and could really market the game well. Worth a shot
- @Gambo7592 (19): I couldn't agree more, using AI as a tool has made entering spaces like this a lot easier for people. Theres always gonna be low effort products but ultimately people trying to make, create and build something they care for and put real effort in will always exist too! This just…
- @Gambo7592 (17): BLOB
开发者通过自制 model-gateway 本地代理插件，将 GPT-6 Astra 接入 Claude Code 担任主编排模型，实现跨厂商多模型混合调度，Astra 作为 orchestrator 比其他模型显示出更稳定的任务跟踪能力。
So, I've been running Astra as the main model in Claude Code since Friday and it's the best orchestrator I've had so far... stays on the plan, takes a redirect without treating it as a new task, and…
受众观点：① 探索多模型对抗协作提升数据质量 ② 关注多模型混合使用的实际订阅成本 ③ 对多模型编排必要性存在困惑
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- @snurffle (21): I have Claude call Sol or Astra from the CLI - I do a lot of adversarial dataset creation and review these days and having the models argue really helps get better data. Sometimes I also have Claude use Codex for agents when Claude’s plan is almost used up. Your approach seems e…
- @obi_is_taken (10): why not use astra directly?
- @TheDeadlyPretzel (9): As you can see, currently 90% of my work is routed to Codex (and somehow my Claude subscription still manages to deplete at the same pace 🤔) The $ numbers are what it **would have** cost through the API for those specific models - But I just have a Claude sub and a Codex sub and…
- @Midas_of_Hand (7): i just use clodex whats your approach ?
- @TheDeadlyPretzel (5): Yeah that's how it started for me as well 😁 Plus the fact that my subscription was running out really fast while I was working on many projects at the same time. And I wanted to be able to juggle a bit between Codex and Claude. But I really didn't want to have to close down and…
NeurIPS使用私有AI检测器Pangram无申诉流程批量拒绝178篇论文，原始误报率高达42.7%，且对非母语英语研究者存在系统性歧视
hey all. the NeurIPS Position Paper Track just used a proprietary AI detector (Pangram) to desk-reject 18.4% of all submissions. no human review, no appeal process, just out. there's been a lot of no…
受众观点：①学术写作本身是低困惑度文本，用困惑度检测AI是结构性错误；②ESL研究者被系统性惩罚；③Pangram默认设置误报率高达42.7%需要人工压降
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- @DaredevilMeetsL (50): I organize a long running workshop in a major ML application area conference. Would you be up for providing us a preview access to your site (we will obviously acknowledge you)?
- @jackyk996 (38): I wouldn’t be that surprised that 42% of all submissions are generated nowadays
- @mimrock (29): Which "stanford study" are you talking about and is it about pangram? EDIT: I'm an idiot for taking this seriously and assuming good faith. The post is AI-generated, OP is a spammer, one of the many on reddit, stiring shit, selling slop SaaS stuff (this time to help other spamme…
- @tughanbulut (27): 100%. Academic writing is structurally rigid and formal by default (low perplexity). Unless someone literally left 'As an AI language model' in their abstract, trying to mathematically distinguish it from an LLM is just guessing.
- @Daemontatox (24): This reminds me of all the posts of running AI text detection of things like Shakespeare or old books that show as +80% AI.....
SaaS 创始人庆祝首个付费用户完成续费，并分享了通过持续用户沟通收集反馈修复产品的经历，现寻求下一步增长建议。
First subscriber a month ago has renewed. I have been in contact with him asking for feedback and he has helped me fix several things which is great. Now I will ask him to refer to his network for ot…
受众观点：①评论区关注产品所在细分市场（niche）②用户留存焦虑是更普遍共鸣③揭示产品是 private equity sourcing 领域
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- @Wrong_Principle8438 (7): congrats bro, what niche is ur app in ?
- @daboifromtheweast (3): 😂😂 unfortunately i lack the brains and the capabilities. give me this exact SaaS with the paying customer and watch me lose the only customer XD
- @Smokeypeanut117 (2): Private equity sourcing and qualification
- @daboifromtheweast (2): awesome work!! may i ask what your SaaS and if i could get a link to check it out too !
- @Historical-Mess5176 (1): pretty happy for you keep going
B2B SaaS 创始人寻找早期企业级测试用户，质疑为何没有专门的企业早期用户招募渠道，寻求第一批 20-30 家测试企业的实际获取方法。
Maybe this is a stupid question, but I’m building B2B software right now and I keep running into the same problem. Everyone says “get traction” and “talk to customers.” Sure. But I’m surprised there…
受众观点：①先找愿意付钱解决问题的客户再开发产品②这是销售问题而非平台问题，推荐垂直行业社群③已有意向客户但不愿做「小白鼠」的死结
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- @djtechbroker (12): A lot of successful B2B software companies started the other way around. Find a customer with a problem they are willing to pay you to solve. Build what they need, even if the first version is essentially custom software. Then find a second customer with the same problem and do…
- @Impossible-Way5740 (4): There's no platform for it because 20-30 businesses is a sales problem, not a marketplace problem - no two B2B niches overlap enough to sustain one. What works at that stage: pick the narrowest vertical you can, find where those operators already gather (trade associations, nich…
- @JonWater (3): Yeah, that makes sense. I think our situation is a little different though. We’ve been building this for almost two years and talking to businesses along the way, so we know the problem is there. The weird part is some of them basically tell us, “I’d pay for this when it’s fully…
- @[deleted] (3): [removed]
- @[deleted] (2): [removed]
Doodlyo 产品上线后吸引 20 个注册用户却零付费转化，创始人分析 ICP 错位、痛点不足、免费计划过于慷慨等多个可能原因并寻求诊断建议。
I recently launched an MVP that turns written content into doodle-style social visuals. 20+ people have signed up. Some have actually used it, and I’ve received feedback like “the output is good” and…
受众观点：①按积分计费比月度订阅更适合非高频使用场景②「output is good」说明用户没有实际痛点，真正有痛点的用户会问具体功能时间③直接问用户是最被忽视但最有效的方法
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- @joshdotmn (2): have you asked them?
- @shleemypant (2): if its converting to paying users, then its mostly related to website design, not just visual, but more around pricing snd stuff. I have one suggestion. Go for credit based pricing with minimum credits for each tier. Because from your pricing, not always a company would want ill…
- @shleemypant (2): Yeah, monthly subscription is too much of investment for a product like yours, because i wouldn’t want it every month at least. If u price it around credits, where they have, ex: 20 credits after sign up and then 100 after first purchase without any expiry, it’s easier for them…
- @Lunesia-shikishiki (2): 20 is too few to diagnose much honestly, that's the boring half of the answer. but the feedback you quoted is doing some work. good output and has potential is what people say when they don't have the problem. someone who has it asks when can i do X less about which pricing mode…
- @Lunesia-shikishiki (2): pain first, not close imo cutting the free tier on people who don't have the problem just makes them churn quieter. you lose the signups and still don't learn anything. the pricing question only gets answerable once someone is annoyed that you stopped them cheapest version of th…
一位 Claude 重度用户经过多轮迭代实验，为 CLAUDE.md 创建了一个"风格补丁"，专门修复 Opus 代之后 Claude 散文质量退化、输出充斥"Claudish"生硬写法的问题。
I drive Claude heavily and have for some time. Starting with the Opus generations after 4.6, I noticed degradation in Claude’s prose - both in long, more diffuse conversations on Claude.AI and in tas…
受众观点：① 对模型退化表达强烈不满（不该用户打补丁） ② 确认 Anthropic 已知晓问题在修复 ③ 关注改动的"影响范围"（blast radius）
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- @monopoly-surreal (41): What's the blast radius on this change? I need to understand the current shape.
- @serpix (34): This changes everything. The grain on this seam is load-bearing. Still open is the issue about the radius and its size. I also did not change any shapes this time, just say the word.
- @daronjay (25): We really shouldn’t have to do this. Anthropic, get your shit together.
- @myriable (8): Seems they’re working on it, based on recent comms from Boris Cherny. This is meant to be a temporary stopgap in the meantime, hence the framing as a ‘patch.’
- @myriable (8): No downsides that I’m aware of. I’d argue the greater clarity I’ve seen has made me much more productive with Claude and almost certainly resulted in getting the negligible token cost back. Definitely recommend folks experiment and see if they get the same good results I have.
独立开发者三天做出的 Actorle 游戏坚持四年仍有1万日活和每月四千美元收入，换广告商直接翻倍营收。
Hi, Laszlo here, full-stack dev from Hungary. In March 2022 I built [Actorle.com](http://Actorle.com) in about three days, a Wordle style game where you guess the actor from their filmography. Posted…
受众观点：①广告商选择对收入影响极大（@BritishAnimator 问哪家效果好）②不改核心只换广告商就能翻倍营收的操作细节（@escalicha 关心广告密度是否增加）③四年项目仍然健在的稳定性
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- @FiveFoot20 (25): I remember reading your post back a few years ago Congrats mate, glad things have stayed steady that’s an amazing thing and to be very proud of. Cheers!
- @BritishAnimator (11): What Ad providers worked, and what didn't
- @escalicha (8): Doubling revenue without changing the game is the bit I'd be paying attention to tbh. Did the new ad provider increase ad load at all, or was it basically the same experience for players?
- @KLaci (4): Thank you very much for your support!
- @KLaci (4): I have quite good experience with Playwire. I would rather not mention the previous one. It started well but they got acquired then the revenue tanked.
用户想通过路由器规则限制 TCL 智能电视只能访问本地 homelab 服务器，同时阻止电视系统进程向外联网收集用户数据
Hello everyone, I have a cheap TCL tv which I pretty much only use for SmartTube and Jellyfin and not much else. And I'm looking for ideas how to block the internet access for the TV while still bein…
受众观点：①joshguy1425（网络工程背景）建议将 TCL 电视放独立 IoT 网段并设置明确防火墙规则，同时指出需要给电视设置静态 IP 防止 DHCP 规则失效 ②Vejibug 建议参考通用 IoT 设备隔离方案 ③seanpmassey 提出更彻底方案电视完全不联网换盒子处理流媒体
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- @Vejibug (17): Google how to isolate IOT devices from the internet. Its commonly done with smart/IOT devices.
- @joshguy1425 (5): What you’re describing sounds like a solid plan as long as SmartTube has settings for using a proxy server. I don’t know much about what kind of data collection TCL TVs are doing but one thing to keep in mind is that the TV can still see the rest of the devices on your network a…
- @paul2991 (4): My question is more about how to keep certain functionality working that requires the internet access. And it seems that DNS blocking does not always work, because certain apps/processes might use their own DNS server addresses instead or could have a hardcoded IP addresses.
- @joshguy1425 (3): For what it’s worth, I have a network engineering background. The TV I’m dealing with is a newer LG OLED which has been proven to probe every device on the network it’s connected to and send that data back to LG. If TCL is doing anything similar, it’s worth trying to mitigate th…
- @seanpmassey (3): One option I’m not seeing is the easiest - don’t connect your TV to the network. Instead of using apps on your TV, get a separate box to handle the smart TV features. You could build your own media PC or get something like one of the $20 Onn Android TV devices that Walmart sells.
有 15 年制造业背景的开发者将丰田安灯（Andon）和精益生产思想移植到 Claude Code，开源框架让 AI agent 系统通过记录失败、分析根因、添加对策来持续降低重复犯错概率。
I spent 15 years in manufacturing, eventually running production. Most of what I learned about improving systems came from applied Lean and Six Sigma (probably closer to Paul Akers than Toyota). Now…
受众观点：① 从质量工程视角肯定 CAPA 和可执行验证器引入 AI 开发 ② 关注作者动机是分享非变现，支持开源精神 ③ 作者坦承当前实现局限——hook 无法判断验证记录是否真正证伪了 agent 声明
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- @dmcnaughton1 (77): https://preview.redd.it/jysjef4j2boh1.png?width=500&format=png&auto=webp&s=7278b97c144021d9e01ba5185b61a69e74a2f342
- @Significant-Bee5101 (67): You know what dude. He's not trying to sell it so I'll give him slack. He's just sharing his research. It's the people who do this shit then try to SELL IT that piss me off. I'll seriously rip those people apart.
- @AdBest7581 (17): Hey the idea is very nice. I think it's about applying the concepts of quality engineering into AI. Here, you are using the concepts of CAPA, and applying a falsifier to evaluate the efficacy of the corrective action. IMO, it's better to prioritize executable falsifiers over an…
- @dmcnaughton1 (12): Fair point, I detest the low effort sales crap.
- @PrimeFold (6): Thank you, I hadn't made that connection explicitly, but that's basically what I'm trying to port over from quality/manufacturing into agent work. There's still a hole there though: right now it checks that a fresh verification entry exists. It doesn't know whether that verifica…
usegreenroom 产品运营三个月积累 4 万次曝光和 500 次点击，创始人陷入流量扩量、转化优化、SEO 深耕三条路径的选择困境。
​ I’ve been building usegreenroom for the past 3 months. It started very slowly, but so far I’ve reached around: 40,000 impressions 500+ clicks 3 months since I started Most of the growth…
受众观点：①社区判断增长健康度的第一维度是有没有付费转化②建议优先修高曝光低点击关键词提升 CTR③切分流量来源和地区比看总数更有价值
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- @eichs88 (6): Could i ask how much money has these numbers brought you? And how many users did your saas gain?
- @uniqbuilds (3): Experiment more with paid acquisition
- @Prior_Influence8663 (3): Focus on keywords with high impressions but low clicks; these keywords mean you re wasting your potential; therefore, a few changes in this area can increase the click-through rate (CTR) by up to 2%
- @No-Sandwich4826 (3): Roughly 1.25 percent is not the broken part. The cheaper next step is not more impressions, it is finding out what those 500 plus clicks already did. Split them by landing page, by what they do next on it, and by where they came from. Disclosure, I sell prebuilt commission sites…
- @PleasantSwordfish991 (2): Yeah right now we have 185 users and 100+ interviews, still no paying customers I am new in this field, happy for advices. Free 1-2 interviews are given.
开发者分享收到第一颗来自陌生人的 GitHub star 时的真实喜悦，项目是 Android 提醒应用 Remindrop。
It’s only one star, but it’s my first one, and seeing someone I don’t know star something I made genuinely makes me happy lol
受众观点：①第一个陌生人认可的情感价值（@thekindlytrout 用「one star today, whole constellation tomorrow」鼓励）②好奇项目是什么（@MineLittle3473 直接问 what is it）③同感共鸣（@IForgiveYourSins 表示自己也有同感）
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- @MineLittle3473 (4): congrats!! what is it
- @thekindlytrout (4): One star today, whole constellation tomorrow. Ride that high straight into the next commit.
- @IForgiveYourSins (3): Same :D congrats
- @Forsaken-Space1158 (3): Thanks ^_^
- @Forsaken-Space1158 (2): Thanks! It’s Remindrop, a small Android app that lets you share something and get reminded about it later. Here’s the repo: https://github.com/ShadowUR0/Remindrop
关于 Humble Bundle 上 19 本 O'Reilly 技术书籍是否值得购买的讨论，评论区普遍认为技术书籍在 AI 时代的价值已大幅缩水
Humble bundle has a collection of 19 books of O'Reilly, and I was wondering if it is worth buying? Have any read his books and found them useful?
受众观点：① 技术书籍出版即过时，框架书尤其严重（@ceirbus、@Bluemoss52） ② AI 正在替代书本作为学习工具（@Murder_Tony） ③ 系统深读 vs 碎片化 AI 问答的争议（@margmi）
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- @ceirbus (42): Maybe a controversial take, those books are outdated the second they hit the paper and learning an entire language spec is useless because you won’t use it before the next version drops
- @Murder_Tony (7): There are a million good resources available elsewhere in the internet and AI to learn stuff so I would also say there are not worth it anymore if they ever were.
- @margmi (7): II think there’s value in reading a book that dives into depth on a topic, rather than picking up some things from AI piecemeal. If it’s a pay what you want deal, sure. Otherwise I’d pick up the books individually through alternative sources (🏴☠️)
- @No-Opening-8221 (5): download one for free and try out don't buy 19 books, you won't read any
- @Bluemoss52 (4): yeah this is especially true for anything framework-specific, those chapters age like milk
有 PHP 和 Sass 经验的独立开发者寻找支持自定义模块构建的本地 PHP 页面构建工具，现有主流方案要么已废弃要么功能受限
I'm looking for suggestions on local software which allows for page building with custom blocks written in PhP. For some context, I do solo web development as a hobby/for my personal business. I have…
受众观点：①Anxious-Turnover-631 推荐 Filament + Laragon/Herd 本地开发环境组合 ②diagonali 提到 October CMS 作为轻量级选项 ③UtilixApp 质疑是否真的需要 builder，认为 PHP partials 就能搞定 90%
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- @Anxious-Turnover-631 (6): You may look at something like [Filament](http://filamentphp.com). It may not be exactly what you’re looking for, but it has some nice features. You’d also need a local development environment, like [Laragon](http://laragon.org) (windows) [Herd](https://herd.laravel.com/) or sim…
- @Mysterious-Falcon-83 (2): Agreed. Laravel makes PHP much easier, and Filament makes Laravel easier. Pair that with Laragon or Herd and you've got a nice, configurable working environment.
- @diagonali (2): October CMS is light, clean and I think allows building pure PHP blocks. Maybe worth a look?
- @UtilixApp (2): honest question, do you need a builder or do you need includes. if youre the only one editing, a folder of php partials and a layout file gets you 90% of this with nothing to maintain. builders earn their keep when a non technical person edits. solo they mostly add a thing that…
- @BobJutsu (2): It might be unpopular, but WP might be right up your alley.
用户在 Proxmox + QNAP NAS 环境下搭建完整 arr 媒体自动化栈时被多重技术决策淹没，同时吐槽搜索到的教程充斥 AI 生成的低质量内容
I am working on a new setup, and have successfully overwhelmed myself with options. I have spent days reading and watching various guides and tutorials that all arrive on different methods to achieve…
受众观点：①Any_Bag_1065 建议 arr 栈单独 VM + VM 内部挂 NFS + gluetun 和 qbittorrent 放同一 compose 共享网络 ②inked-gold 推荐 Ubuntu Server VM 而非 LXC 以隔离宿主内核 ③stayupthetree 推荐 Dockhand 替代 Dockge
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- @Any_Bag_1065 (11): I've been running a similar setup for a couple years now and honestly separating the arr stack into its own VM makes troubleshooting way less painful when something breaks For the NFS mounts I found it easier to just mount directly in the VM rather than at the proxmox level, giv…
- @inked-gold (6): Ubuntu server VMs instead of LXCs to better isolate your host kernel, then run your services in docker. Bonus points if you use compose. I think you got enough cpu to make that work, considering I run similar services on a 6 core 9600k
- @Potential-Ant-4335 (4): im not terribly concerned about overhead. i would rather fine tune resources for each VM based on demand than to deal with a bigger headache in terms of pass through and security issues. but maybe i am misunderstanding that
- @Potential-Ant-4335 (3): so one VM with jellyfin, jellyseer, sonarr, radarr, prowlarr, flaresolverr, bazarr, gluetun, qbittorrent, slskd, and soularr in a single compose file, plus immich in a separate compose, with iGPU passthrough and NFS to my media library mounted inside of ubuntu server itself. the…
- @stayupthetree (2): I personally would skip dockge and go straight to Dockhand. I used dockge for a while, it had lacked a lot of QoL things, so I just went to manually managing until Dockhand rolled around.
独立开发者副业收入增长后面临现金流时间差问题，月收入好看但支出扎堆时容易资金紧张，讨论如何管理缓冲资金。
My side project has finally gotten to the point where the monthly numbers actually feel meaningful, which is great but I wasn’t expecting the timing of expenses to become such a headache. Early on ev…
受众观点：①保留更大现金缓冲的心理接受过程（@Working-Maximum9360 说刚开始看到钱「闲着」很难受但后来理解了）②税务准备金必须和运营缓冲分开存（@Any_Welder_9701 指出混用会让时序问题变成真正危机）③高息账户作为缓冲资金的存放方式
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- @Working-Maximum9360 (2): Keeping more cash around helped me more than anything. I hated seeing it just sit there at first but eventually realized that’s kind of the point
- @Particular-Lab-1830 (2): I think that’s the part I’m slowly accepting. It feels weird having cash just sitting there but probably less annoying than constantly trying to time everything perfectly.
- @LongevexBioCoaching (1): Yea so I have about 50k saved for my company during slow times … I have 20 k set for tools and maintenance The best advice I guess is just park the funds in a high yield account you can still Withdraw from Even though inflation :/ Unless you don’t mind say put that money to work…
- @No_Programmer_6619 (1): Wait until taxes enter the chat.
- @Any_Welder_9701 (1): and that tax reserve needs to be a separate pile from the operating buffer. borrowing from one to cover the other is how a timing problem becomes a real problem
多名用户反映 Claude 使用量异常暴涨，Fable 5.1 高模式下单次简单会话可消耗正常情况 20 倍用量，疑似 Anthropic 服务端计量存在 bug。
r/ClaudeAI Claude usage inexplicably high (max 20x). I've never come close to hi…
受众观点：① 重置后 9 分钟触发会话限制，严重影响基本使用 ② 会话限制比周限制更频繁触发，工作流被系统性打断 ③ 具体量化：1 prompt、3 agent、20 分钟消耗 5 倍用量
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- @NewFg1 (32): I reached session limit 9 Minutes after a reset with Fable 5.1 high yesterday, after just asking one question. Something is definitely wrong atm with the usage...
- @Synsual_Official (27): I keep hitting session limits now rather than weekly limits
- @obiwanjahbroni (7): Yeah same feeling today. I ran two changes this morning on my codebase. Simple ones that normally take 30-40% of my 5 hour limit. 5 hr limit was at 93% after they completed
- @Maleficent-Ear8475 (7): Claude has definitely had some brain issues this weekend.
- @The-SadShaman (6): Noticed it a few days back. 1 prompt 3 agents. 20 mins 5x gone.
开发者为德语区自托管房源聚合工具 Fredy 新增价格偏差功能，基于工具自身积累的本地历史数据计算区域中位价，无需任何外部 API 即可显示每套房源的价格偏离程度。
Fredy is a self-hosted real estate finder for Germany, Austria and Switzerland. It watches 19 portals, drops duplicates across them, and notifies you via Telegram, ntfy, Discord, Slack, email and a f…
受众观点：①开发者对 AI 辅助的态度分化 ②数据透明化改变市场行为的潜力 ③支持更多地区的可能性
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- @orangecoding_fredy (28): Because I like doing things myself. In my day to day Job as a Software Engineer/Architect, I'm using AI quite a lot to increase the speed of my output. For my private project(s) I do not see the necessity ;) I use claude to review branches and making sure I do not accidentally s…
- @PA694205 (11): I hope that’s rage bait
- @ConcerningChicken (6): Very nice. Endlich bezahlbaren Wohraum etzala
- @Zeusslayer (3): I remember someone built a website comparing guiness prices in pubs in Ireland. This caused bars to compete and lower the prices a bit. Data is beautiful
- @orangecoding_fredy (3): Hey. Just check https://github.com/orangecoding/fredy/blob/master/CONTRIBUTING.md. At the moment, germany, switzerland and austria is supported, but any contribution is appreciated :)
r/selfhosted 用户讨论生产级 homelab 的真实硬件配置与数据备份冗余策略，呈现从极简单机到多节点专业方案的各种实践选择。
Been thinking of moving some stuff away from Google and not just put stuff on the HomeLab. Just curious, What's everyone's "production" setup look like in terms of hardware and redundancy?
受众观点：①硬件冗余 vs 数据备份的权衡 ②完整安全架构的复杂度 ③老硬件低成本可行性
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- @madushans (30): Hardware redundancy: none. If the machine dies, it dies. I focus on data backups, which is hard to reproduce. Hardware issues are at max and day or two of outage and pain till I buy and rebuild whatever is broken, which for me is just good enough. Most noticeable would be the la…
- @Sasquatch-Pacific (8): I have 3 devices that contribute to my actual working 'production' homelab (that isn't other tinkering). My Optiplex is my 'app' server hosting apps and data. My Pi is my redundancy/uptime/critical service device. M y Synology NAS is a static backup target (nothing more). 3-2-1…
- @Falkenhorst92 (5): All containers run on one old Lenovo L440 with 8 GB of RAM. I currently have 24 containers. No redundancy but backups to my NAS. Important files on my NAS are backed up with duplicati to a Hetzner storage box.
- @2strokes4lyfe (2): Dell Optiplex 7000 with an i7-12700 and 32 GB of RAM running Debian.
- @Adrenolin01 (2): Supermicro! Been running their hardware for decades now. Firewall1: Supermicro A1SRI-2758F 8-Core C2758 (14 years old) Firewall2: Supermicro A2SDi-TP8F 12-Core C3858 Seedbox: Supermicro A1SRM-2758F 8-Core C2758 NAS1&2: Supermicro X10SRL-F E5-1650 JBOD Expansion: Supermicro C…
SaaS 创始人以网站监控工具为例，探讨在功能相近、竞品已有用户基础的情况下如何说服第一批用户放弃成熟方案选择自己。
I have seen a lot of advice on reddit that just see where your target audience is and reach out to them and make them your paid users. But, the question is, I also have some competition and my custom…
受众观点：①冷邮件和社媒推广被忽略、LinkedIn 付费墙阻挡的实操困境②聚焦单一 ICP 先手动获取 10 个客户③先回答「为什么选你」再倒推 ICP
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- @Opposite-Monitor-969 (3): Exactly. Everyone is just like "Find you ICP, reach out to them on social media/cold email". I have tried that multiple times, emails and social media reach outs go ignored. You dm too many people on reddit and get banned. You try using LinkedIn but it doesn't show peoples' prof…
- @garrygadzhi (2): I’d stop trying to beat the UptimeRobot/Pingdom feature-for-feature. Pick one ICP first, like Shopify agencies or small SaaS teams, And sell around one painful use case. get 10 customers manually through cold email/LinkedIn, then use their objections to figure out what your actu…
- @warm_and_fuzzy_toad (2): Why should they use you over the competition? Answer that and then work backwards to find your true ICP and then you figure out how to market to them.
- @ScottPjr99 (2): Direct outreach to the people actually using it. Find them on LinkedIn, email, or wherever they hang out. Tell them what you built, ask them specifically what's broken about what they're using now, and listen. Most founders wait for word of mouth; the ones who actually get tract…
- @EducatorStunning4403 (1): Even if you have ICP, why will that customer choose you over your competition? How would you convince your customer to buy your product over your competitor's, when products are same.
前端开发者询问网站电话按钮在桌面端的行为标准，评论区给出了使用 tel: 协议交由系统处理的最佳实践，并讨论了降级兼容方案
I am talking about if a website has a call button with a phone number attached is clicked when the user is on their laptop. For macbooks I understand it opens the phone app. Perhaps other laptops hav…
受众观点：① tel: 协议应交由系统默认应用处理，开发者不应强行控制（@cointoss3、@Orlandocollins） ② 桌面端无电话应用时应提供降级方案（@Faye-Vozora） ③ 协议格式细节纠正（@scritchz 指出 tel: 后无 //）
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- @cointoss3 (56): You leave that up to the system. tel:// opens whatever app the system has registered to handle calls.
- @Orlandocollins (9): This is the correct answer similar to mail to links launching the configured email client
- @scritchz (7): FYI there is no "//" after the tel:
- @addycodes (5): I don't think you really get to control this, tel: links will go to whatever default handler is setup. I just leave them as tel links on all devices. Some people have apps setup to send them to their phone, maybe something like Skype was more popular in the past, as you say Mac…
- @Faye-Vozora (3): On laptops \`tel:\` often just does nothing useful, or opens Skype/Teams if those are installed. I'd still keep the tel link for phones, but show the number in plain text next to the button so people can copy it, and offer email or a contact form as a fallback. Some sites swap t…
非技术创始人用 Airtable 搭建了多类型目录网站原型，寻求能在其上叠加公开 Web 界面的无代码或低代码解决方案
I'm looking to get guidance on what tools / platforms to use for a new website. Structurally, the site is essentially a directory site with multiple directories. The directories are; Recipes (althoug…
受众观点：①UtilixApp 指出技术选型问题必须先明确具体产品形态才能回答 ②franker 分享类似 Notion 数据库场景考虑迁移到 SQL ③jamesmellan1 补充澄清本质是多类型公开目录网站
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- @UtilixApp (3): whats the actual thing youre building. stack questions are unanswerable without it and you get ten people naming their favourite.
- @franker (2): I'm doing something similar. I'm a librarian taking my resource links from decades of collecting them, and putting them in Notion where they are grouped in many categories. I don't like how it looks as a public-facing website though. What I will probably do is save the notion da…
- @jamesmellan1 (1): Put simply, it's a public-facing directory website, with multiple directory types.
- @[deleted] (1): [removed]
- @webdev-ModTeam (1): We do not allow any commercial promotion or solicitation. This can lead to a permanent ban from the subreddit.
独立开发者构建多个 SaaS 和移动应用但均无法有效获客，Facebook 群组、LinkedIn 等渠道均遭遇瓶颈，寻求零预算分发的实际可行路径。
I've been building for quite some time now. I have built some web saas as well as mobile apps. What I can't quite wrap my head around is distribution. I build something and then it sits in my portfol…
受众观点：①「构建者不擅长销售」是独立开发者最普遍的焦虑②冷邮件和社媒推广被忽略是高频痛点③先定义 ICP 再找用户聚集地是评论区少数实质建议
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- @Sensitive-Employer52 (4): Same here, i like building something but when it comes marketing, i hate it. And it ended up with abandoned my app.
- @Opposite-Monitor-969 (3): Yeah honestly same
- @Zealousideal-Dog6406 (2): Same
- @Complex-Ad-5916 (1): Similar. And not sure how to market in a scalable way.
- @shleemypant (1): It depends on what kind of product your saas is, and honestly, reddit is a very good place to find your users. But, mapping our your icp is first thing to do, your icp will tell you where ur users are active.
两位联合创始人在劳工节假期凌晨三点爆肝备战 VC demo，三天时间完成过去两个半月的代码量，分享了「截止日期激活生产力」的真实建造体验。
shipped more code this labor day weekend than the last 2.5 months combined. vc demo incoming. waking up at 3am, working through the holiday with my co-founder... and honestly it doesn't feel bad. the…
受众观点：①deadline 对生产力的催化效应 ②这批代码的真实质量存疑（demo code vs 真实进展） ③demo 后如何保持动力
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- @Miserable-Meet242 (2): crazy what a deadline does to productivity. my team gets more done the day before an inspection than the whole month leading up to it the 3am thing hits different when theres actual momentum behind it. not the usual late night staring at screen wondering why nothing works good l…
- @from-saas-guy (2): 2.5 months code in 3 days is 🔥 Curious, if the code was mostly tailored for the demo, with a few band-aid fixes thrown in, or did you actually manage to clear some real backlog in the excitement of prepping for a VC demo?
- @LoweInteractive (2): That kind of deadline can really unlock a different gear. Shipping more in 3 days than in the previous 2.5 months says a lot. Hope the VC demo goes well and that the momentum keeps going after it!
- @Ill-Term-9760 (2): The “3am working through a holiday” part sounds brutal, but I get what you mean about the momentum. Good luck with the demo, hopefully all that shipping pays off.
- @Lazy-Sherbert65 (2): That deadline adrenaline is real, but I’d keep one small post-demo task ready so the momentum doesn’t vanish the next morning.
独立开发者社区讨论用户付费门槛——能用 AI 仿制的产品难以收费，省时省力或直接帮助赚钱的工具才有人买单，订阅制普遍遭遇明显抵触
Free ideas are easy. I want to know what crosses the line into "fine, take my money." What was the last app you paid for, and what made it worth it over the free option?
受众观点：① AI 可替代性焦虑——@Vegetable-Lake9798 指出能用 AI 仿制的产品几乎不值得付费 ② 价值型付费逻辑——@Most-Sleep-4089、@heisenberg2995 只为 GPT/Claude 付费因为能帮赚钱 ③ 订阅制强烈抵触——@DOSromantic 表示看到订阅制直接离开
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- @Vegetable-Lake9798 (6): If it’s easy for me to build something similar using AI (or with the help of AI), I probably won't pay for it. If it's something truly important to me and requires dedicated support, I might pay. If it's a SaaS solution, I try to avoid it as much as possible since I'm already pa…
- @Most-Sleep-4089 (4): only thing i really pay for is GPT subscription for coding, it is so worth it in my opinion and i am trying to use it to make money. and a subscription for investing because that also helps me make money and learn a really useful skill. i guess the only other app service i paid…
- @Thebestofdrest (2): the last app I paid for solved a specific problem better than the free alternatives. convenience and saving time are usually what makes me willing to pay
- @heisenberg2995 (1): Claude, cause it codes better than free alternatives
- @DOSromantic (1): It can't be a subscription. The moment I see that an app I’m interested in requires a subscription, I’m out. Photo apps, music apps, utilities, whatever. The only subscriptions I’m willing to pay for are traditional streaming services.
开发者接手充满 God Object 和 20 个依赖的遗留代码库，寻求重构策略，社区推荐 Strangler Fig 模式和将可变状态封装为新类的具体步骤
I have recently got my hands on the code that is a definition of Doom. It has no tests. A real Legacy Code, according to Micheal Feather. I have never seen that many Gods in my life. God objects, God…
受众观点：① Strangler Fig 模式是社区首选策略（@TheRealREZOR、@ImpossibleViewStats、@TheQueasyEspionage 多次推荐） ② 将可变状态封装为新类的具体实施路径（@neon_antler_era） ③ 慢而稳+boy scout 原则比激进重写更安全（@Saki-Sun）
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- @TheRealREZOR (7): strangler fig pattern for the win. Define what to decouple and rewrite. Split into components
- @ImpossibleViewStats (3): Can’t recommend this enough, strangler fig has never failed me
- @Saki-Sun (3): Go slow. When you have to touch something, boy scout it. Just go slow or you will break more stuff than you fix. Stragular fig is a great, but often it's a reach.
- @neon_antler_era (3): i stopped trying to extract methods when references get passed around and mutated everywhere. I started pulling state into a new class instead. you have 20 dependencies in one method. I group them into a context object or parameter object first. I create a class. I put the varia…
- @TheQueasyEspionage (2): The strangler fig pattern is a solid call here. I'd add that with a 20-dependency god object, maybe start by drawing out a quick dependency graph on paper just to see what's actually connected to what before you even touch the code.
开发者为了免查手机亲手做了一块实时显示德国公共交通出发信息的小型电子显示牌，通过 HALTI App 配置。
I wanted a simple way to see my next bus and train departure without checking my phone every time, so I started building this. It shows live departures, delays and destinations in Germany and can be…
受众观点：①硬件设计的美感与氛围感（@Outrageous_Ad_4801 提到琥珀色 LED 的复古交通感）②实用场景扩展（出门前缓冲时间的 progress bar 建议）③项目的功能实用性
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- @Content_Reason9038 (4): This is so cool :D
- @duckDuckBro (2): Woah this is awesome!
- @Outrageous_Ad_4801 (2): the amber leds give it such a cozy authentic transit vibe. adding a tiny progress bar or walking time buffer indicator before you have to leave the house would be super handy
- @Frydesk (2): looks very useful
- @Kastanienalleen (1): I appreciate the positive feedback :)
开源 AI 原生网站分析平台 Open Analytics 上线首月突破 300 用户和 $1000 MRR，支持 MCP 协议与主流 AI 助手集成，创始人分享了去掉免费计划改为信用卡 7 天试用的关键转折决策。
i've worked as a software engineer at different companies for over 10 years. about 1.5 years ago, one of my side projects started gaining traction, so i left my last job and began building indie prod…
受众观点：①评论区最关注产品原创性而非里程碑数字（抄袭指控）②分析工具最核心挑战是 day 3 之后的留存③社区对快速增长产品存在信任审查
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- @No-Entertainer8410 (2): This is literally a copycat of [visitors.now](http://visitors.now) From Daryl Ginn: even the logo, the colors, the globe, and the animation lol.
- @Ann_fornicatress (1): respect to your thoughts but, can you show me 1 thing that copied from anywhere on our product? colors are different, logo is different, animations is different, and globe component is different (even so many analytics tools using same globe). please help us to implement this
- @Examo (1): Yeah this is pretty much a copycat with bought backlinks
- @[deleted] (1): [removed]
- @BP041 (1): 300 users and 1k mrr in 3 weeks is solid. imo the hardest part of analytics tools isn't getting signups but making people actually open the dashboard after day 3. curious how your retention's looking.
MusicPool 应用让用户与陌生人匿名配对、限时24小时交换音乐推荐，聊天结束后自动消失，主打去社交数字的音乐连接体验。
My best conversations about music have never been on music apps. They've been with strangers — someone at a party, a guy in a record store, a person in a comment thread who linked me something I'd ne…
受众观点：①产品核心概念的新颖性（@ItsSteveRyan 称 Really interesting concept）②用户想要下载链接（@0xricky20 提供了 Play Store/App Store 链接）③对概念的总体好奇与鼓励（@FlapDoodle-Badger 表示会去试）
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- @0xricky20 (3): Links if you want them: [Play Store](https://play.google.com/store/apps/details?id=app.musicpool.android) · [App Store](https://apps.apple.com/us/app/musicpool/id6749192853) · [musicpool.app](https://musicpool.app/) . We're on Instagram at [JoinMusicPool](https://www.instagram.c…
- @ItsSteveRyan (3): Really interesting concept here
- @WAVES303 (2): Sure we want the links!!! :) Cool concept!
- @reallynormalone (2): REEEEEALLY INTRESTING TOPIC
- @FlapDoodle-Badger (2): Very cool idea for an app. I'm def giving it a shot.
开发者为记录女儿童年语录和成长时刻做了 Kiddings 应用，支持文字/照片/语音/视频，按子女年龄自动归档，可邀请家庭成员共享。
I’ve been working on a side project called **Kiddings**. The premise is pretty simple: Parents take an absurd number of photos, but some of the best childhood memories don’t really have a photo. “Why…
受众观点：①Google Keep 是否足够用 vs 专用工具的价值（@Kitchen_Ad6205 直接说「This is a google keep note in my family」，是潜在目标用户的真实对比）②家庭共享和私密性设计（@Outrageous_Ad_4801 提到「我们当时也用 notes app 记」说明需求普遍）③时间窗口问题（@smelting0427 说孩子已过了那个阶段感到遗憾）
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- @Kitchen_Ad6205 (4): This is a google keep note in my family. Might check this out!
- @Outrageous_Ad_4801 (2): this is so wholesome, we had a messy notes app list for the exact same thing when my niece was little. being able to search by age and print it later is honestly such a sweet touch
- @smelting0427 (2): Love this idea but they are out/almost out of that phase now :/
- @Lost_Armadillo3875 (1): Thanks! So I am not alone. I actually used Google Keep for this too for quite a while. It works, but after a point I felt a bit constrained by it — the memories just become another pile of notes. What I wanted with Kiddings was something more purpose-built for childhood memories…
- @Lost_Armadillo3875 (1): Thanks. Just glad that others find this useful.
研究者用仅1.6MB的LSTM递归网络从单个初始向量自主生成Bad Apple完整6500帧视频，无需时间戳输入，展示了超长序列动态稳定性的训练方法
A few weeks ago, I saw [this post](https://www.reddit.com/r/MachineLearning/comments/1vfrco1/i_compressed_bad_apple_into_a_3mb_neural_network_p/) where the author trained a SIREN MLP to implicitly me…
受众观点：①模型能否在推理时稳定展开到训练未见的长序列；②架构设计选择（无skip连接、无attention）的影响；③与SIREN MLP方法的对比
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- @aidencoder (23): It looks like a memory.
- @SEBADA321 (4): Yes! Not ideal, but cool to see that characters are kinda recognizable still.
- @snapo84 (3): This is pretty cool! thank you for sharing.... i think you could get even much more detail/accuracy if you have a FFT in front of the input and timestep... [https://www.youtube.com/watch?v=nVA6K6Sn2S4](https://www.youtube.com/watch?v=nVA6K6Sn2S4) like they did in this video....
- @snapo84 (3): Its still ML end to end, its just the input to the network that changes....
- @SEBADA321 (2): Thanks! I will check it up and see if I can use it for the next iteration. I have been seeing for quite a while(?) people using it so it has been on my radar. But I would say that I preffer methods that are ML end-to-end, so that is why I haven't checked it yet.
面向印度本地市场的 MCP 服务器升级至 v0.6.0，新增法律参考、RTI 工具包和股票行情查询，共 76 个工具全离线运行无需 API 密钥，MIT 开源。
MCP server for Indian financial/tax/legal/gov data — runs fully offline, no API keys, no rate limits, datasets bundled at install (\~10MB compressed). **v0.6.0 additions:** * **Legal Reference:** CNR…
受众观点：① 关注工具数量过多（76 个）导致 agent 选择困难，建议拆分 ② 关注税务功能的实际边界（计算 vs 申报） ③ 作者积极回应反馈获得社区认可
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- @AI_spell (7): 76 tools is a lot for tools/list. Id split into a few focused servers (legal search vs RTI vs notify) so the agent isnt picking from a kitchen sink every turn. Zero-auth/offline-first is the right default though; just keep hard caps on rows returned and never expose writey stuff…
- @rehan_100gamer23 (3): Yes for calculations (income tax, TDS, GST, capital gains, advance tax) — no for filing, it doesn't submit anything to GSTN or the IT portal. Outputs are algorithmic estimates, not filed returns.
- @TheBroadcastStorm (2): Can this be used for tax calculations, tax filing, etc?
- @rehan_100gamer23 (1): noted for the next update!
- @rehan_100gamer23 (1): Thank you!
用户问 Claude 如何验证卡车是否配备自适应巡航控制，Claude 的回答之一是"开车看会不会撞上前车"——幽默的 AI 字面逻辑回答在评论区引发广泛共鸣。
Was asking Claude about how to verify whether a truck came with adaptive cruise control for a model year where it wasn't yet standard. Told me to check the window sticker or just set cruise control a…
受众观点：① 以"这确实是准确的功能测试"调侃认可 AI 字面逻辑 ② 用互联网 meme 格式表达共鸣 ③ 从开发者视角把撞车测试比作 TDD 极端版本
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- @ZarBandit (53): Well that would adequately determine whether it had the avoidance feature.
- @raycraft_io (29): Car dealers hate this one genius trick
- @secret_squirrelz (16): Can’t argue that
- @ItsJimmyPestoJr (16): It’s a very accurate test. I see nothing wrong here.
- @TikiMagic (6): Is this what they mean by Test Driven Development? Talk about a hard gate. That bumper is load-bearing. That's what you get for vibe driving. ^(/I got a million of em...)
研究团队开发了embedflow工具，通过从旧嵌入索引取K个候选文档再用新模型重排的方式，试图避免大规模RAG系统升级嵌入模型时的全量重向量化开销
So I've been messinga round with embedding models for a bit, and I think they are interesting enough to experiment with. They are useful for rag, especially in a localllm sense because you can ground…
受众观点：①云端批量重嵌入的实际成本是否真的是瓶颈（具体数字质疑）；②近似迁移vs精确迁移的权衡；③'migration'命名有误导性，方法只适用于检索场景
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- @linearmodality (18): Is that cost actually significant? For example, Qwen3-Embedding-8B costs (per openrouter) $0.01/M tokens on cloud providers. Supposing we have 512 tokens per document and 50 million documents, this will cost about $256. Is there anyone who is doing RAG at this scale for which a…
- @linearmodality (14): Why would you not just re-embed in parallel on a bunch of GPUs on the cloud, set up a new vector database using those new embeddings, then "flip the switch" to direct traffic to your new vector database, and finally just deprovision the old database? This seems like it would als…
- @MaxDev0 (6): Umm, I don't wanna be a negative nancy or anything but this is a known and obvious solution, a pipeline of static keywords -> static embeddings -> attention based embeddings would likely yield similar results, what I mean to say is... this isn't really something new, its a…
- @MaxDev0 (4): Calling it migrating as well is especially misleading, people use embeddings for a lot more than just retrieval and in a lotta those cases migrating to a bigger model would be really helpful, but this isn't migration, and can't be used for those cases at all, like consider data…
- @Potential_Low_1183 (2): yes, this is totally fair, and I am not saying that we invented retrieve-> rerank the thing I’m testing is a more specific systems question: if you already have a huge index built with embedding model A, can you use that *existing* index as the candidate generator for model B…
SEO 从业者手动完成1600多个初创公司目录提交后总结实操经验：机器人批量提交大多无效，相关性比权威度更重要，务必要求截图作为交付证明。
I do SEO for a living, and a big chunk of my work is the unglamorous grind of directory submissions I've now done it manually for 1,600+ startups. Since "submit to directories for backlinks" is advic…
受众观点：①如何验证目录提交服务质量（@Consistent_Papaya398 认同必须要实时 URL 和截图）②目录本身的发现路径（@CaramelEmotional3092 问哪里能找到所有值得提交的目录）③页面被索引是外链有效的前提条件（@No-Sandwich4826 提出先检查核心 URL 是否被 Google 索引）
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- @No-Sandwich4826 (1): The relevance point matches what I see from the other side of it. I run a catalogue of product pages rather than startup listings, so directories were never my lever, but the constraint underneath is the same one: a link only helps a page that has a reason to be crawled in the f…
- @CaramelEmotional3092 (1): is there a directory for directories? Like legit, how do people find all the directories to list on? The flip side is that people building directories need listings to show its valid to attract real business. So even for them to be able to get SEO people to find it, and spam it…
- @Consistent_Papaya398 (1): yep this is solid, ask for live urls and screenshots, test one submission yourself
- @[deleted] (1): [removed]
- @pawciow88 (1): ok my bad, I looked at DA, your screenshots mention DRs, different stat! 😄
SaaS 创始人在冷启动阶段将付费用户从 11 增长到 13 个，用「小目标接力」的方式维持产品迭代动力。
small numbers compared to what I usually see posted here lol but still feels good was at 11 a few days ago, now at 13. next tiny goal is 15 active subscribers by the end of the week just gonna keep i…
受众观点：①社区对小里程碑庆祝有正向共鸣②真正共鸣点是「如何从 0 到第一个付费用户」③受众最想要的是可复制的获客方法
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- @IdeaIncubator2024 (2): Good job, congrats!!
- @FitFindAI (1): thank you!!
- @eichs88 (1): Good Numbers
- @Jolly-Scientist-2484 (1): How people are getting 3 thousaunds of users when I'm in struggle to get 10
- @bauKOSTN (1): slow and stedy. wish i had 10 :P users. how are you promoting ?
具有 IT 背景的业余面包师寻找可自托管的烘焙生产管理工具，需求涵盖配方管理、原料成本核算、过期预警和生产订单合并打印，试用 Dolibarr 后发现功能不足。
Hello everyone ! I'm an amateur baker (former IT guy considering reconversion after my current reconversion in academic research) and would like to set up a tool to help me plan my baked goods. I'm l…
受众观点：①轻量工具 vs 重型 ERP 的选择 ②Dolibarr 对烘焙场景的适配局限 ③AI 辅助快速自建的可行性
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- @stack_craft (3): Baking is def a carrer change, gotta say. But here's the thing Dolibarr gets tricky for baking because standard ERP manufacturing treats recipes like rigid factory BOMs, making merged prep sheets a hassle. Two self-hosted setups to consider: * **Grocy (Kitchen-First):** Free and…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @coolguyx69 (1): I use Dolibarr but it’s simple use, nothing heavily customized. Used AI to help with accounting setup and currently helps my house renting LLC accounting organization. Experience has been good
- @Outrageous_Ad_4801 (1): honestly dolibarr is pretty heavy handed if its just you baking for family and friends. id take a look at grocy first since it handles sub recipes and ingredient batches without needing a massive erp configuration.
- @jadom25 (1): If you're an IT guy that can define all the features you want clearly and have a couple weeks you could vibe code build all of this into something like Payload CMS with AI support.
Web 开发者接手客户 Wix 站点重设计时发现平台锁定问题，询问能否将 Wix 网站导出到外部工具编辑后再导回
I've got a customer who's got an ok Wix site with the an ok design, doesn't suck, but it's not that high level. I don't want to resign it as I don't have the time. Can you export a Wix site to edit i…
受众观点：①ilovefinegaeldotcom 指出 Wix 故意锁定用户建议用 AI 辅助重建 ②Chemical_Union226 建议直接迁移出 Wix 基础设施 ③Proper_Abroad3529 确认只有静态导出对编辑基本无用
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- @ilovefinegaeldotcom (4): You'll have to redesign it unfortunately that's how they lock people into their business. Get AI to do it, as with any Wix website it's likely generic slop to begin with.
- @Chemical_Union226 (4): I'd migrate it from the wix infrastructure
- @Few_Chocolate_7655 (1): As in get AI to give a list of changes to make? Just seems time consuming. Would be quicker to make a new site from scratch Is the draw it's easy? So they take time to get it perfect and working 100%, than Wix locks them in, clever. I'm surprised no one's made a tool to recreate…
- @ilovefinegaeldotcom (1): That's my understanding, that is even easier than wordpress or similar. With claude AI you can probably just point it to the URL and ask for an improved local copy of it, but either way it probably is better to make it new from scratch.
- @Proper_Abroad3529 (1): Man wix really does trap you in there whether you like it or not. No real export beyond a static dump and even that is basically useless for editing You could rebuild it with a decent theme in a weekend if the content is light. The AI idea actually works for the copy and layout…
开源网站技术栈扫描工具 Stackray，可检测 DNS 记录、子域名及 OSINT 信息，支持 Railway 一键部署、定时扫描和变更告警
Stackray is a website/url scanner that shows the technologies it detects, DNS records, subdomains, and other OSINT details. Check it out: [https://stackray.app](https://stackray.app) It's open source…
受众观点：① API 开放计划——@PigeonCodeur 询问是否提供在线 API key ② 功能扩展方向——@bricksandcanvas 询问是否增加更多扫描维度 ③ 实用价值认可——@nodchriss 表示两个月前就在找这样的工具
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- @PigeonCodeur (1): Really nice tool, I am building a tool that tracks the stack cost and revenues of people, and i think that your tool could really help me setup some curated link ! Will you expose a api key online or will you keep it for self host only ?
- @_seelos (1): Think I’m going to keep it self host for now. If you deploy your own, you can easily create an API key in your own instance in the UI, it’s already supported
- @bricksandcanvas (1): Hey this looks really cool. That being said, are you planning on adding more surface areas to show in the future?
- @_seelos (1): Thanks. And yea always, this is still very early on. What would you like to see added?
- @nodchriss (1): Waoh this is so cool, I was literally looking for such a tool like 2 months ago, thanks for this! Just awesome!
关于AI工作流静默失败调试的讨论帖：所有工具调用显示成功但最终输出错误时，开发者们实际使用的调试策略和工具
this is the kinda debugging case i find rlly annoying/ everything says success. no exceptions no failed tool calls. no obvious timeout the workflow completes but the final result is still wrong when…
受众观点：①从最终错误输出逆向追踪单个case的实操方法；②自建trace diff工具对比好坏运行；③防御性编程风格作为预防手段
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- @PassengerForward51 (7): I usually start by picking a single concrete example of a wrong output and tracing it from the final result backward. It's boring but it works. Looking at the raw tool calls and model inputs for that one case usually shows me where the model hallucinated a plausible-looking numb…
- @Sensitive-Parsnip-12 (1): ah and when ur diff spits out a bunch of changes how do u decide which one to chase first? is it mostly obvious from experience or did u end up adding any ranking/filtering so the noisy differences dont bury the useful one?
- @MaxDev0 (1): I have a very cautious style of programming where I inspect all the variables, well all the important ones as I code, so I don't really encounter this issue, but I did when I started and that's how I developed this style, now if I ever do, I just throw in 100 print statements, r…
Pushforces 平台让开发者在真实开源仓库中调试人工植入的 bug，用 git push 提交修复，弥补 LeetCode 和真实工作之间的能力鸿沟。
We have seen way too many of my friends kill algorithm interviews, then drown in the real world coding their first serious project. That's why We launched Pushforces - a platform to help people pract…
受众观点：①真实代码库调试 vs LeetCode 刷题的实用性对比（@Outrageous_Ad_4801 指出「阅读陌生代码库和找 bug 就是真实开发工作的90%」）②产品当前180个 ticket 规模是否够用③对 frontend/devops/SRE 方向扩展的期待
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- @Outrageous_Ad_4801 (3): love this angle honestly, reading unfamiliar codebases and hunting down bugs is like 90% of actual dev work anyway compared to leetcode stuff. will definitely check it out
- @vectavir (1): I like the idea
用户寻求将 MikroTik RADIUS 认证会话数据同步至 AdGuard Home 的方案，以实现基于用户名而非静态 IP 的动态客户端识别，评论区已有现成开源工具回应。
I’m using 802.1X on a MikroTik router to authenticate both Wi-Fi and wired clients, with MikroTik’s built-in User Manager as the RADIUS server. Since User Manager already maintains active RADIUS sess…
受众观点：①现成解决方案已存在（mikrotik-adguard-identity） ②资源占用极低 ③与 homepage.dev 的兼容性
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @mtaipe (1): On a Mikrotik that runs DHCP and Userman (radius) to to authenticate wireless and wired users, this app helps track that mapping on AdGuard Home. It works as a mikrotik app and consumes little storage and RAM. [https://github.com/mtaipe/mikrotik-adguard-identity](https://github.…
- @mtaipe (1): It is [gethomepage.dev](http://gethomepage.dev) friendly too, read [https://github.com/mtaipe/mikrotik-adguard-identity/blob/main/docs/homepage.md](https://github.com/mtaipe/mikrotik-adguard-identity/blob/main/docs/homepage.md) https://preview.redd.it/nkz9w0nx28oh1.png?width=982…
- @lumen_paws (1): I run mtaipe/mikrotik-adguard-identity on my router. It pulls active sessions from User Manager and writes them to AdGuard Home via the API. You install it as a container on RouterOS. It watches RADIUS logins, grabs the username and IP, and updates AdGuard Home clients automatic…
- @ozankurt_dev (1): freeradius or mikrotik user-manager?
有 8 年经验的独立开发者分享用 Arcane、Backrest、SWAG 手动复制 Coolify 部署功能的思路，CrowdSec 员工在评论区提供了 Fail2ban 与 CrowdSec 协同配置的深度安全建议
Hey all ! A bit of context first. I'm an independent web developper, building software primarily with Svelte and Symfony, directus and Postgresql for small clients or for personal side projects. I've…
受众观点：① 手动构建 vs 使用现成 PaaS 的核心取舍（@matt_alpaca 建议给实验设 deadline） ② Fail2ban 与 CrowdSec 同时运行造成重叠和维护负担（@matt_alpaca 详述）
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- @[deleted] (1): [removed]
- @webdev-ModTeam (1): Your post/comment has been determined to be a low-effort post or comment. This includes title-only posts, easily searchable questions, vague/open-ended discussion prompts, LLM generated posts or comments, and posts/comments that do not provide enough context for meaningful repli…
- @matt_alpaca (1): Hi, just my grain of salt on the security part, I work at CrowdSec. The rest is just me having built the same kind of duct-tape stack at home. Would I do it? Yes, and "to learn how it works inside" is reason enough. Under the hood Coolify is the same pieces you listed (Docker, a…
- @letsjam_dot_dev (1): Hi and thanks for your extensive reply ! > You've run SWAG for 4 or 5 years, so you already know what babysitting a stack feels like The thing is : it now runs pretty smoothly and I don't babysit that much, if not at all. Except when I forgot I've rebuilt the container and di…
作者把切斯特顿之栅原则应用到 AI 生成代码场景，讨论接手无人理解其设计决策的 AI 代码库的困境与风险
Read about Chesterton's Fence recently and it made me think a lot about dealing with AI-generated code. Had a ramble about it here if anyone's interested! *Post has been significantly updated since f…
受众观点：① LLM 生成代码语法漂亮但不一致，比人写的烂代码更难接手（@creaturefeature16） ② AI 代码表面整洁实则混乱让接手者陷入自我怀疑（@addycodes） ③ vibe rewrite 作为新出路（@sweetbeard）
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- @creaturefeature16 (9): I'm not going to pretend things were great for LLMs. The absolute worst codebase I've ever stepped into was worse than ANYTHING I've seen an LLM generate...it was almost malicious how lazy and convoluted it was. Yet...it was consistent in it's terribleness, if that makes any sen…
- @addycodes (1): Completely agree! That's where things can get the most confusing for a human reviewer, code that looks good at a glance but makes little sense in a bigger picture. Can make me doubt myself a lot, which is sometimes good but often draining.
- @sweetbeard (1): The best path forward from a codebase like that is what I call the “vibe rewrite”. It’s easier with current models to map out what the existing code is supposed to be doing, treat it as a rough prototype with design not to be emulated, and create a structured plan for implementa…
一款免费的 MK 格斗游戏，把 Stripe、OpenAI、Salesforce 等 SaaS 品牌角色化，用 vibe coding 快速搭出来玩的创意项目
Hey everyone, my team and I put this together recently. It's an MK style fighting game featuring your favorite SaaS founders/companies. It's all for fun and we're keeping it free. Most of this was vi…
受众观点：① 对 SaaS 品牌角色的趣味认同（Steve Jobs 扔苹果的游戏画面） ② 对 vibe coding 快速实现创意的轻松肯定
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- @Affectionate-Run2877 (2): Steve Jobs kept throwing apples at me! https://preview.redd.it/j6t8f54fw6oh1.png?width=1596&format=png&auto=webp&s=f2ba34eff3c8170979cb5d95876778fa309ea987
- @Nicogrowth (1): that's very fun
Hyvor Blogs 在运营三年 SaaS 后发布 2.0 版并以 AGPLv3 开源，支持 Docker 自托管部署，一个实例可运行多个博客，定位介于 Ghost 和 WordPress 之间。
Hyvor Blogs is our blogging platform. We've run it as a SaaS since 2023. With 2.0 released today, it's now open-souce under AGPLv3 and easily self-hostable. # Features * Docker compose based deployme…
受众观点：评论区仅有机器人审计评论，无有效用户互动数据；基于帖子内容推断关注点：①与 Ghost 的差异 ②从 Laravel 迁移到 Symfony 的决策 ③AGPLv3 对商业使用的限制
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
开发者在 512MB VPS 上实测 Spring Boot 3.5 vs Quarkus 3.39（均 JDK 25 JVM 模式），发现极端内存压力下 RSS 不再是框架排名的可靠指标，Linux OOM killer 的干预才是真正变量
I ran equivalent Spring Boot 3.5 and Quarkus 3.39 applications side by side on the same 512 MB VPS. Both were **JVM applications running on JDK 25**. Quarkus native image was not used. Both had the s…
受众观点：① 512MB 极端限制下 RSS 作为框架排名依据失效（fykup 承认内存压力和 swap 才是主变量） ② Quarkus 初始 RSS 更高但持续压力后反而更小的非直觉结果 ③ 768MB follow-up 实验计划预告（fykup 在评论区提及）
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- @One-Tradition-4108 (1): Spring Boot's performance can be tricky on low resources, so choose wisely based on your needs. Quarkus can be a solid choice for lightweight apps.
- @fykup (1): Yeah, that’s a good way to look at it. The 512 MB run was intentionally extreme, and once the machine started paging heavily, the result became as much about Linux memory pressure as about the frameworks themselves. Based on earlier feedback, I’m already planning a follow-up at…
讨论现代项目中依然普遍存在的过时 HTML 写法，例如 HTML5 时代之前就已废弃的 type="text/javascript" 属性和用 br 标签代替间距的习惯
r/webdev Antiquated HTML Snippets and Artefacts
受众观点：① HTML5 之前的废弃属性（type="text/javascript"）因 Google 搜索的老代码片段依然广泛传播 ② 用 br 标签做间距因短期向后兼容而存活
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- @UtilixApp (0): the one i still find everywhere is type="text/javascript" on script tags. hasnt been needed since html5 and its in half the snippets google surfaces. also `<br>` used as spacing, which survives because it works right up until someone changes the font size.
Switch 是开源可自托管工具，让 AI agent 以真实参与者身份加入 Slack/Teams/Discord/Telegram 频道，与团队共享上下文、参与讨论，PH 今日第一，SandboxAQ 出品
Switch
受众观点：① agent 消除复制粘贴+二次解释低效循环的实际体验（Switch Maker 分享 5 devs + 40 agents 协作案例） ② 自托管 10 分钟启动门槛对独立开发者友好 ③ 兼容 Claude Code/Google ADK/LangChain/OpenAI 多框架
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- @Overview (0): * [Reviews](/products/switch-11/reviews) * [Alternatives](/products/switch-11/alternatives) * [Team](/products/switch-11/makers) * [Awards](/products/switch-11/awards) * More Free Launch tags:[Open Source](/topics/open-source)•[Developer Tools](/topics/developer-tools)•[Artifici…
- @OpenClaw (0): [View more ](/products/switch-11/alternatives)
- @Switch (0): Maker 📌 Hey Product Hunt! Safi here from the team at SandboxAQ that built Switch. Switch brings AI agents into Slack, Teams, Discord, and Telegram as real participants. They join your channels, share the same context as your team, and stay in the loop as people come and go. Open…
- @Switch (0): Maker [@safi\_amin](https://www.producthunt.com/@safi%5Famin) [@fmerian](https://www.producthunt.com/@fmerian) [@hamza\_afzal\_butt](https://www.producthunt.com/@hamza%5Fafzal%5Fbutt) Thanks! It is pretty much changing how teams work now that agents are much more like co-workers…
- @Switch (0): Maker [@hamza\_afzal\_butt](https://www.producthunt.com/@hamza%5Fafzal%5Fbutt) Thanks for the support Hamza! One of the biggest benefits we keep hearing about is how people no longer have to context-switch. Before Switch, someone would get an answer or output from an agent, copy…
Paillor 是企业级 AI 工作平台，整合知识库、BambooHR/ServiceNow 等 SaaS 自动化和内部问答 AI，主打 HR/IT 流程降本，声称三个月节省1200小时工作量
Widgo
受众观点：① 免费方案 500 次会话/月能否撑住 3-4k 流量网站，bot 过滤机制（Causo bootstrapper 提问） ② BambooHR/ServiceNow 集成能力是核心卖点 ③ AI chatbot 降低支持工作量的实际效果（Widgo 用户评价）
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- @Overview (0): * [Launches3](/products/paillor#launches) * [Reviews4](/products/paillor/reviews) * [Alternatives](/products/paillor/alternatives) * [Customers](/products/paillor/customers) * [Built with](/products/paillor/built-with) * [Forum](/p/paillor) * More This is the 3rd launch from Wid…
- @Widgo (0): •[1 review](/@erol%5Fsecilmis/reviews) Paillor not only enables you to integrate your knowledge base, data, and various applications like BambooHR, ServiceNow, and more, but also provides in-app support to employees, making it easy to use. This effective integration has saved us…
- @Widgo (0): •[1 review](/@selin%5Fcoktin/reviews) As a team member at Paillor, I've seen firsthand how our all-in-one platform completely changes workplace productivity. With features like a Company Wiki, SaaS Automations, an integrated Help Desk, and an AI chatbot, Paillor is designed to s…
- @Causo (0): 🧐 Good find Question from a bootstrapper :) how do you distinguish visitors vs bots / uninteresting users - be good to understand how much juice I can get from the free plan before needing to upgrade. Keen to give you a go! Upvote (1) Report Share 8h ago [](/@doganakbulut) [Doga…
- @Causo (0): [@doganakbulut](https://www.producthunt.com/@doganakbulut) that makes good sense, thanks! Good to hear about the captcha :) We're at approx 3-4k traffic right now, so maybe could fit into the free tier (or you do such a good job that it pays for itself :) ) will give a spin! Upv…
Kombai Gallery 是专为 AI 编码 agent 设计的 UI 参考库，收录 2 万+精选网页和移动端设计，让开发者用具体设计图而非模糊描述来引导 agent 生成好看的前端界面
Kombai
受众观点：① Copilot/Cursor/Claude Code 在前端设计还原上的通用短板，Kombai 填补垂直前端 agent 空白（Docusaurus 用户评价） ② 能否分析第三方网站截图并融合多个设计优点（Natalia Iankovych 询问） ③ 与 Claude Design 竞品的差异（Natalia Iankovych 对比提及）
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- @Overview (0): * [Launches4](/products/kombai#launches) * [Reviews12](/products/kombai/reviews) * [Alternatives](/products/kombai/alternatives) * [Customers](/products/kombai/customers) * [Built with](/products/kombai/built-with) * [Team](/products/kombai/makers) * More This is the 4th launch…
- @Docusaurus (0): •[1 review](/@yangshun/reviews) GitHub Copilot, Cursor, Claude Code, etc., exists but they aren't specific to front end, and this is where Kombai fills this gap. As a Front End Engineer I definitely appreciate having a coding agent that is specialized to my needs. IMO the tech s…
- @Kombai (0): Maker 📌 Hello Product Hunt! The Kombai team is back! Today, we’re launching Kombai Gallery: 20,000+ curated UI designs to help you give your agent design taste. 🙌 **Why we built it** When you’re building a UI with an agent, describing the design you want can be surprisingly hard…
- @PicWish (0): [@dipanjan\_dey](https://www.producthunt.com/@dipanjan%5Fdey) I have an active CC subscription. Can I use kombai gallery with it? Upvote Report Share 9h ago [](/@natalia%5Fiankovych) [Natalia Iankovych](/@natalia%5Fiankovych) Interesting project, we’re currently using Claude Des…
- @Kombai (0): Maker [@jharkhandi\_chora1](https://www.producthunt.com/@jharkhandi%5Fchora1) thanks Varun. Glad that you liked it! :-) Upvote Report Share 12h ago [](/@tanjum) [Tanjum 🔥 🚀🚀](/@tanjum) [Wion - Audio Dating](/products/wion-audio-dating) Are these real UI inspirations, or did you…
M11 Labs（前 Amazon/Meta 高管创立）推出 OpenMarket，针对电商平台 AI 生成虚假商品页面泛滥导致优质产品被淹没的问题，帮助真实产品在信息噪音中胜出
OpenMarket
受众观点：① AI 生成 listing 让真实产品页面信息价值归零的核心论点（Maker Ankur 在 PH 帖子中提出） ② 创始人 Amazon/Meta 背景带来的信任背书 ③ 电商 AI 治理的产品化方向
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- @Overview (0): * [Reviews](/products/openmarket/reviews) * [Alternatives](/products/openmarket/alternatives) * [Built with](/products/openmarket/built-with) * [Forum](/p/openmarket) * [Team](/products/openmarket/makers) * [Awards](/products/openmarket/awards) * More Free Launch tags:[Artificia…
- @Search (0): [Gauge](/products/gauge?ref=product%5Fsidebar) Agent-led Growth: Get written into every customer's codebase [5.0(2 reviews)](/products/gauge/reviews) [SEO tools](/categories/seo-tools)[AI Agents](/categories/ai-agents)
- @Shopping (0): [View more ](/products/openmarket/alternatives)
- @OpenMarket (0): Maker 📌 Hey Product Hunt, I am Ankur, founder of M11 Labs. **What broke** The best product does not win any more. The best listing wins, and those are two completely different companies. It used to take real time and money to write a good product page and to earn the reviews und…
- @OpenMarket (0): Maker
Knockin' 是 AI 驱动的智能数字名片，访客不只是看静态页面，而是直接与你的 AI 分身语音对话，Codex 3.0 构建，支持未来多角色多语音配置
Knockin'
受众观点：① 访客旅程分析功能强烈需求（Zhanshuo Maker 确认在路线图） ② AI 语音风格多受众切换问题（Edward Paul3 提问，多卡片方案在规划中） ③ 实体 NFC 卡片联动数字体验的生态规划（Zhanshuo Maker 确认测试中）
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- @Overview (0): * [Reviews](/products/knockin/reviews) * [Alternatives](/products/knockin/alternatives) * [Built with](/products/knockin/built-with) * [Team](/products/knockin/makers) * [Awards](/products/knockin/awards) * More Free Options Launch tags:[Productivity](/topics/productivity)•[Arti…
- @Zhanshuo (0): [Knockin'](/products/knockin) Maker [@busmark\_w\_nika](https://www.producthunt.com/@busmark%5Fw%5Fnika) Yes, absolutely! We’re currently testing physical cards and plan to launch them soon. They’ll work seamlessly with the Knockin digital experience to create a complete ecosyst…
- @Zhanshuo (0): [Knockin'](/products/knockin) Maker [@christian\_onochie](https://www.producthunt.com/@christian%5Fonochie) Not yet, but this is exactly where we want to take analytics. Seeing a visitor’s journey and what they interacted with would give you much better context when following up…
- @Zhanshuo (0): [Knockin'](/products/knockin) Maker [@edward\_paul3](https://www.producthunt.com/@edward%5Fpaul3) Not at the moment. Each card currently has one voice and doesn’t automatically adapt to different visitor types. We plan to add multiple cards, so you can create separate entry poin…
- @Zhanshuo (0): [Knockin'](/products/knockin) Maker [@julian\_ting2](https://www.producthunt.com/@julian%5Fting2) Not automatically at the moment. Multiple cards are on our roadmap, though, so you’ll be able to create a separate card for clients, recruiters, or partners and define how the AI re…