Elon Musk 介绍 Grok Bot 拥有独立的远程计算机运行在 SpaceXAI 上，即使用户关闭笔记本或重启桌面也能持续工作，强调这是一个重要差异点。
Grok @Bot has its own remote computer @SpaceXAI, so keeps working even when you close your laptop or reboot your desktop. Big difference. ① 看好 Grok Bot 长期潜力、认为这是更强产品形态的用户（@gailalfaratx, 14likes） ② 认为 Grok Bot 定价过高、和 Hermes Agent 等自建方案相比性价比一般的技术用户（@jan_volad, 12likes） ③ 关注开源 Grok bot 或更开放版本、希望能自己部署和改造的开发者（@melevo_william, 6likes）
Elon Musk 介绍 Grok Bot 拥有独立的远程计算机运行在 SpaceXAI 上，即使用户关闭笔记本或重启桌面也能持续工作，强调这是一个重要差异点。
① 看好 Grok Bot 长期潜力、认为这是更强产品形态的用户（@gailalfaratx, 14likes） ② 认为 Grok Bot 定价过高、和 Hermes Agent 等自建方案相比性价比一般的技术用户（@jan_volad, 12likes） ③ 关注开源 Grok bot 或更开放版本、希望能自己部署和改造的开发者（@melevo_william, 6likes）
Rust 官方披露一次针对 crates.io 的供应链攻击事件，并在博客和 RustSec 提示中说明攻击方式及生态安全影响。
① 有人感叹 Node.js 生态常见的供应链攻击手法已经开始向其他语言包管理器迁移（@freakynit） ② 安全意识较强的开发者指出 Cargo 在安装脚本白名单、告警机制等方面缺乏防护，并引用相关 issue 讨论改进方向（@praseodym） ③ 一些评论质疑为什么这么多次供应链事故后，包仓库仍允许缺乏审计的任意人上传和更新包，生态治理明显滞后（@Panzerschrek）
这条 HN 讨论的是 AliExpress 网页和 App 通过隐形音频流等方式做设备指纹和可疑行为，导致蓝牙耳机占用、车载语音被误触等问题，暴露出电商平台滥用浏览器和移动端能力进行跟踪的隐私风险。
① 需要在产品里做埋点、反作弊或风控的 Web/移动端开发者 ② 运营海外用户、担心被第三方 SDK 或广告脚本拖累的独立开发者 ③ 对浏览器权限模型和隐私合规敏感的安全工程师和产品经理。
这是关于独立开发者在零受众起步时如何做产品分发和用户验证的讨论：作者们能把产品做出来，却在 Reddit、Slack、LinkedIn 等渠道冷启动时发现“去用户所在之处”和冷启动分发远比写代码更难落地
这是关于独立开发者在零受众起步时如何做产品分发和用户验证的讨论：作者们能把产品做出来，却在 Reddit、Slack、LinkedIn 等渠道冷启动时发现“去用户所在之处”和冷启动分发远比写代码更难落地。
受众观点：评论区最关注的焦点有两个：一是“问题存在”和“愿意为之付费/改变行为”之间的巨大鸿沟，二是分发顺序和方法论本身。比如在第一帖下，@66EmperorPalpatine66（score 19，平台 Reddit）指出市场验证的关键不是确认问题本身，而是确认“人们是否愿意为此付费或改变行为”，呼应了 OP 遇到的“觉得主意好但不愿用”的尴尬；同帖中 @Better-Republic3538（score 4，平台 Reddit）强调早期外联的目标不是成交，而是搞清楚“他们为什么不在乎到愿意行动”，建议把“not something I could use”当作可深挖的用户研究数据。在第二帖下，@keyboard_ninja_20（score 9，平台 Reddit）直接给出“Validate → Pre-sell → Build → Scale”的反向框架，提醒不要从 Build 开始；而 @Ok_Gold_9674（score 8，平台 Reddit）则给出具体操作：用目标用户在 r/Accounting、QuickBooks 评价和 LinkedIn 里的原话去搜，再用一个极小的非销售性请求做 DM 验证，先拿到最小证明受众，而不是一上来就想着大规模分发。
OpenAI 宣布桌面版 ChatGPT 新增 Computer History 功能，可在本机应用和网站间记住你的操作记录，让后续对话更个性化、解释成本更低。
ChatGPT can now remember your activity across the apps and websites on your computer. With Computer History in the desktop app, future interactions feel more personalized and require less explanation…
受众观点：① 关注 Chronicle 研究如何落地到产品、以及节省 token 成本和隐私控制细节的开发者（@OpenAI, 970likes） ② 担心这种全局记录行为类似“电脑病毒”、对安全和被监控感到不安的用户（@liam_fallen, 661likes） ③ 日常高频使用多种 AI 工具、代码助手和 IDE 的技术用户，关心历史记录里充满开发轨迹会怎样被利用（@LexnLin, 293likes）
展开评论
- @OpenAI (970): Computer History builds on the Chronicle research preview with reduced token usage and more privacy controls. A new timeline view gives you the ability to look back on your work and build skills from your frequent tasks. From there or the menu bar, you can: - Clear all or parts…
- @JoshhuaSays (906): @OpenAI https://t.co/qRHckpi65N
- @liam_fallen (661): @OpenAI I think we used to call this a computer virus back in the day?
- @cryptofyre (310): @OpenAI https://t.co/qtyQAfNJoE
- @LexnLin (293): @OpenAI my history is just > used codex > used codex > used claude code > used cursor > used codex > used codex > posted on x
Elon Musk 介绍 Grok Bot 拥有独立的远程计算机运行在 SpaceXAI 上，即使用户关闭笔记本或重启桌面也能持续工作，强调这是一个重要差异点。
Grok @Bot has its own remote computer @SpaceXAI, so keeps working even when you close your laptop or reboot your desktop. Big difference.
受众观点：① 看好 Grok Bot 长期潜力、认为这是更强产品形态的用户（@gailalfaratx, 14likes） ② 认为 Grok Bot 定价过高、和 Hermes Agent 等自建方案相比性价比一般的技术用户（@jan_volad, 12likes） ③ 关注开源 Grok bot 或更开放版本、希望能自己部署和改造的开发者（@melevo_william, 6likes）
展开评论
- @gailalfaratx (14): @elonmusk @bot @SpaceXAI Grok Bot is a much better product with greater potential
- @jan_volad (12): @elonmusk @bot @SpaceXAI The Grok bot would be okay if it were part of a $30 plan; as it is, it doesn't really make much more sense than Hermes Agent. You can run Hermes Agent on an old laptop with some server Linux distribution, and it will also run 24/7, even after you shut do…
- @momma4america1 (9): @elonmusk @bot @SpaceXAI Impressive.
- @Bunny_B_Hink (7): @elonmusk @bot @SpaceXAI 🥰🥰🥰
- @melevo_william (6): @elonmusk @bot @SpaceXAI What about the opensource grok bot?
NousResearch 回应 Grok Bot，强调 Hermes Agent 也有自己的远程计算机，但价格只需每月几美元且不锁定供应商，并附上更多开源、可自托管和多模型接入等差异点。
Hermes Agent has its own remote computer too, you just aren’t locked in to using it and it costs a few dollars per month instead of $200. https://t.co/O04Z66K1fa
受众观点：① 关心 Hermes Agent 具体功能差异、远程计算如何实现以及多模型接入方式的技术用户（@NousResearch, 324likes） ② 讨论“谁先做出来不重要，谁做得更好更易用更便宜才关键”的产品思路的从业者（@srinath25, 19likes） ③ 在 Grok Bot 和 Hermes Agent 之间权衡、希望以更低情绪和金钱成本获得类似能力的潜在用户（@HermesWatcher, 11likes；@EmmettMaher, 63likes）
展开评论
- @NousResearch (324): Some other big differences: - Connect any provider, sub, or model - Use it completely free on your own machine or with one of the several free models on Nous Portal - Switch between bots mode and classic sessions mode - Self-improving agents that learn to execute tasks cheaper a…
- @EmmettMaher (63): @NousResearch Stop trying to compare to Grok Bot and continue on your own path, you guys are/were top of the personal harness pile. But if you’d have thought of the Grok Bot approach it would have been released and you wouldn’t have had to copy them the day after their release
- @srinath25 (19): @NousResearch History doesn't define great products as who does it first. But who does it better, faster, more relevant, better ease of use, reduces frictions in experience and at a cost which allows scale to happen. @NousResearch I believe has progressed in that direction!
- @HermesWatcher (11): @NousResearch @dillonrolnick Yeah, I’m taking the Hermes version. Remote computer without the $200/month emotional damage. 🥳
- @tonywhelan (6): @NousResearch Now it appears Grok too #AIart️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️️ https://t.co/dkC8l2VjOb
Anthropic 推出免费的 Claude Academy 在线课程平台，为从入门到重度用户提供系统教程，帮助大家更好理解和使用 Claude。
Claude Academy is now live. Whether you're figuring out what AI is or already using Claude every day, there's a path that meets you where you are. The courses and tutorials are free and open to anyon…
受众观点：① 关心 Claude 官方如何系统化教学、想进一步了解课程设计理念和学习路径的用户（@claudeai, 83likes） ② 已在用 Opus 5 等模型的老用户，希望看到针对具体模型使用难点的课程，比如如何处理指令跟随问题（@VincentBuilds, 20likes；@RufusXXavier, 17likes） ③ 把 Claude 当成“万能沙盒”玩梗的用户，对在 Claude Code 里做各种实验充满兴趣（@theansarh, 9likes）
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- @claudeai (83): Learn more about how we approach teaching and learning AI, and where Claude Academy fits in: https://t.co/brylPStZf2
- @VincentBuilds (20): @claudeai Any course on how to deal with Opus 5 yet?
- @RufusXXavier (17): @claudeai Can you teach opus 5 how to follow instructions or fable how to do benign security stuff
- @theansarh (9): @claudeai GTA 6 leaked so hard I’m already playing it inside Claude Code. https://t.co/AwsUQ1mGzl
- @Ematt24 (5): @claudeai Gosh cant wait! https://t.co/lEfPVS9ozB
Gergely 吐槽 OpenAI 和 Asana 管理层声称迁移 Enzyme 到 React Testing Library 要五年，是典型拍脑袋估算，反映大厂技术债和管理扯皮问题。
Rofl that both OpenAI and Asana management believed that it would take FIVE years to migrate Enzyme to React Testing Library. What amusing BS! I imagine it went like this: Manager: “How long will it…
受众观点：① 认同“5 年迁移”是管理层和工程师互相敷衍、没人真想做技术债的工程师（@GergelyOrosz, 305likes） ② 认为某些公司确实低效到这种程度、把估算当推脱借口的从业者（@forgebitz, 198likes；@soorajchandran_, 10likes） ③ 关心真实大型迁移案例时间成本、拿 Sentry 转 TypeScript 等故事做对比的工程师（@bentlegen, 45likes）
展开评论
- @GergelyOrosz (305): “It would take us five years with a team of five and $6M to migrate from one testing library to the other” is such utter nonsense Pre-AI, a motivated engineer would have done this migration over the 2 week code freeze at end of year just because. Just no dev wanted to do it b/c…
- @forgebitz (198): @GergelyOrosz no i think this is true, i do believe it would take asana 5 years
- @bentlegen (45): @GergelyOrosz It took 1.5 years to fully convert Sentry to TypeScript And that sounds bad but at the time, it was considered record pace, the blog post went viral, and the authors got booked on podcasts https://t.co/bmQD0Msllm
- @WoganMay (26): @GergelyOrosz Very "we conducted an internal investigation on ourselves and concluded there was no misconduct" energy in that one!
- @soorajchandran_ (10): @GergelyOrosz Many companies have highly incompetent middle management with no skin in the game, I think they were being real with the 5 year estimate.
thdxr 吐槽有员工在公司时间做副业项目，还公开直播并打上自己产品 Logo，引发关于上班摸鱼和 side project 边界的讨论。
imagine you have an employee and they not only work on sideprojects during company hours they also openly stream about it
受众观点：① 站在雇主视角，觉得员工在公司时间公开做副业、还打自己产品 Logo 非常离谱的观众（@thdxr, 95likes；@trq212, 89likes） ② 把这件事当成“我是在帮公司打广告”的自我辩解梗来玩的人（@ryanvogel, 62likes） ③ 试图从“在盒子外玩耍能带来创新”角度为 side project 辩护的少数声音（@dylanfrom2045, 5likes；@pbertrand_dev, 4likes）
展开评论
- @thdxr (95): he slapped his own products logo on it wtf https://t.co/FbY9MpRJWk
- @trq212 (89): @thdxr wow that’s crazy, feel bad for u https://t.co/c7FwcRBPMM
- @ryanvogel (62): @thdxr bro, i'm ADVERTISING
- @dylanfrom2045 (5): @thdxr The neuroplasticity from playing outside the box brings innovation back home to open code
- @pbertrand_dev (4): @thdxr he just said "they wont notice im gone because im the only one that does REAL work anyways" on stream
ClaudeDevs 介绍新 cookbook，演示如何用 Claude Managed Agents 搭配 CopilotKit 的 AG-UI 协议，为不同前端界面提供统一的智能代理后端。
Claude Managed Agents can power many different UIs. Our new cookbook pairs Claude Managed Agents with AG-UI, @CopilotKit's open Agent-User Interaction Protocol. https://t.co/3OAp5HMFQM
受众观点：① 想了解 AG-UI 适配器如何把每个聊天线程映射到 managed session、并流式传输文本和工具调用的开发者（@ClaudeDevs, 39likes） ② 对 Claude Managed Agents 频繁宣传感到厌烦、认为模型体验退步、希望团队先把模型修好的老用户（@Skiipy88, 4likes；@samwizzi, 3likes；@AnupPandey_X, 1likes） ③ 关注前后端职责划分，把 Claude Managed Agents 当后端、CopilotKit 当前端、AG-UI 做协议层的工程师（@CopilotKit, 3likes）
展开评论
- @ClaudeDevs (39): The AG-UI adapter for Claude Managed Agents maps each chat thread to a managed session and streams text, tool calls, and thinking to your UI. Try it here: https://t.co/XdUK2jc2aa
- @Skiipy88 (4): @ClaudeDevs @CopilotKit This is the 12th post this week on claude managed agents. Nobody cares and won't until your models become usable again. Crazy that you don't get it still https://t.co/E54jEB36VZ
- @CopilotKit (3): @ClaudeDevs Claude Managed Agents for the backend. CopilotKit for the frontend. AG-UI in between 🤝
- @samwizzi (3): @ClaudeDevs @CopilotKit Fix your models first please . Stop treating your customers like children. We see whats going on. Do the right thing
- @AnupPandey_X (1): @ClaudeDevs @CopilotKit do you guys even want your users back? We want to, we initially believed on your product and contributed to your exponential growth which dario brags so much about. But it's heartbreaking to see you guys not appreciating us at all.
levelsio 引用 lulumeservey 的观点，感叹现在互联网充斥着虚假内容、假网红和刷出来的虚假互动，连产品和评价都像是搭出来的假景。
Like @lulumeservey says "Everything is fake now. Fake content by fake influencers with fake engagement from fake followers, launching fake products with fake testimonials. A Potemkin village on a glo…
受众观点：① 认同互联网被假内容和假互动淹没、对真实创作者处境感到无力的用户（@RutkowskiHQ, 3likes；@philhie, 2likes） ② 以“我就是用真身份在网上发内容”的姿态回应、希望强调自己真实存在的创作者（@njmarko, 3likes） ③ 认为大家过度复杂化营销、主张多做产品发布、多次小规模试验而不是追求一次爆点的人（@nikitabier, 1101likes）
展开评论
- @nikitabier (1101): @levelsio @lulumeservey Everyone overthinks marketing. For every product launch we did at X, I wrote the announcement 20min before clicking post. Better to be launching something every week instead of focusing on how to make a single-day traffic spike slightly larger.
- @njmarko (3): @levelsio @lulumeservey me being me with a real profile on the internet 👀 https://t.co/oo1Nn6HzlI
- @RutkowskiHQ (3): @levelsio @lulumeservey I'm afraid it's not, being real on the internet doesn't make one visible to anyone else in that absolute flood of fake signal. Not unless one has an audience from Good Old Days...
- @zachmoskow (2): @levelsio @lulumeservey Agree 100%
- @philhie (2): @levelsio @lulumeservey the 25k for fake comments is the part that should be illegal
NousResearch 宣传 Hermes Agent 的开放性，强调用户可以随意修改、扩展和部署在本地或云端，通过桌面应用、TUI 或其他设备接入，甚至用于个人到大型企业的各种场景。
Use Hermes Agent however you want. Modify it, extend it, share it, fork it. Use it locally or in the cloud. Use the desktop app or the TUI or text it or talk to it from your smart fridge. Set up your…
受众观点：① 对 Hermes Agent 能否参与内容创作、视频和图片生成等具体工作流程感兴趣的用户（@antoniourbinajr, 7likes） ② 认可 Hermes Agent 多样性和“每个 agent 都不一样”理念、愿意长期参与生态建设的开发者（@JKoontzDev, 6likes；@tonysimons_, 6likes） ③ 想了解 Hermes Agent 实际可用范围、包括哪些平台和形态限制的潜在用户（@RebelJP_, 2likes）
展开评论
- @antoniourbinajr (7): @NousResearch Curious, does Hermes help you guys with your videos and images you post on here?
- @JKoontzDev (6): Love this post. The best part about Hermes is there’s no two agents alike. The agent I run is much different than someone else’s. They all have their own soul and uniqueness. That’s something that the more corporate agents can’t say. Plus it’s free!? Can’t beat that price. Also…
- @tonysimons_ (6): @NousResearch This is what keeps us head over heels!! Keep bringing the heat and inspiring the masses to build. You’re all doing fantastic work. 🤘🏻
- @HermesAgentTips (5): @NousResearch The possibilities are endless with Hermes agent… as long as you have an idea everything starts there… check out Hermes agent todayyyyy
- @RebelJP_ (2): @NousResearch Pretty much anything you want so long as it’s not a native iOS app!
作者展示 Hermes Desktop 的界面改版，新加入插件式的主题高亮颜色选择器，让每个主题都能自定义配色，整体视觉更像专业的 AI 操作控制台。
gave hermes desktop a makeover & now every theme can be any color you want 🥰 plugins → accent picker @NousResearch https://t.co/Dnd8jBVwNM
受众观点：① 把 Hermes Desktop 视作未来“AI 操作控制台”、期待在其中整合更多工作流的重度用户（@BkashJosi, 2likes） ② 对开源项目视觉和交互质量印象深刻、好奇为何能做到如此精致的开发者（@LarryAGuy1, 2likes） ③ 对 Hermes 作为潜在“系统级界面”、甚至替代传统桌面环境的前景感兴趣的 AI 爱好者（@BkashJosi, 2likes）
展开评论
- @BkashJosi (2): @imbabybrooklyn @NousResearch This is becoming the AI operator console now.
- @witcheer (2): @imbabybrooklyn @NousResearch slayy
- @sonilapt (2): @imbabybrooklyn @NousResearch Very cool
- @LarryAGuy1 (2): @imbabybrooklyn @NousResearch Serious question, why do other open source projects not looks this good or function anywhere near this level?
- @BkashJosi (2): @imbabybrooklyn @NousResearch Once i had told @Teknium soon people will stop using windows and integrate everything in hermes. Days are coming soon and AGI will be the next step.
scaling01 分享 GLM-5.3 在 Terminal-Bench 3.0 上表现接近 Fable 5，强调这款开源模型在特定评测中的快速追赶。
GLM-5.3 is crushing Terminal-Bench 3.0 it's almost on par with Fable 5 https://t.co/BJr5xE7j9b
受众观点：① 有人认为 GLM-5.3 是自己用过最好的开源模型，但距离 Fable 仍有差距，质疑“crushing”这种表述是否夸张（@VictorTaelin, 39likes） ② 有人追问为什么中文模型在新评测上很少领先，只是不断追赶既有 benchmark，担心创新性不足（@JanahYsr, 3likes） ③ 也有人从成本角度提问，认为 benchmark 免费但真正关键是推理计费和性价比（@0xKnzo, 1likes）
展开评论
- @VictorTaelin (39): @scaling01 it is the best OSS model I've used definitely not Fable level though
- @JanahYsr (3): @scaling01 why are cn models only catching up to existing evals and never leading on novel evals?
- @0xKnzo (1): @scaling01 benchmarks are free what does it bill?
- @argento_n_ext (0): @scaling01 where is kimi k3 here
- @Unpopular_Tech (0): @scaling01 "crushing" is generous, glm 5.3 is close but still trailing fable 5 on this benchmark, 28.3 to 33.7. impressive jump, not actually a lead
ChrisJMcCormick 分享自己把模型实现写成单个可编译的 forward_backward 函数，手写反向传播、不用 autograd 和 nn 模块，只操作矩阵并给参数挂自定义梯度累积。
I've started writing my model code as a single, compilable `forward_backward` function: 1 - No more autograd. The backward math is written out, same as forward. 2 - No torch.nn module abstractions, j…
受众观点：① 赞同在 agent 帮忙做数学和验证的时代，拆掉过度抽象、回到更底层实现会更有吸引力的研究和工程人员（@karpathy, 131likes） ② 关心跳过 autograd 实际收益、在性能、内存和数据移动上到底能省多少的工程师（@Al_Th, 8likes） ③ 认为在有 coding agents 和 PyTorch 作为梯度检查工具的前提下，手写 forward/backward 变得更可行的开发者（@jbohnslav, 5likes）
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- @karpathy (131): @ChrisJMcCormick Yeah, increasingly a lot more appealing to tear down these abstractions now that agents can do a lot of the math and drudgery and verification. A lot of the abstractions were built for a world with constraints of finite intelligence and attention in the industry.
- @Xianbao_QIAN (11): @ChrisJMcCormick Yeah hand tuning kernel fusion sounds like the way to go for backward as well1
- @Al_Th (8): @ChrisJMcCormick I am a bit confused. What, and how large, is the gain of skipping autograd here, as opposed to writing the gradients by hand ? Is the objective to reduce overhead of function calls ? Storage of gradients ? Data movement ?
- @jbohnslav (5): @ChrisJMcCormick this is much more feasible with coding agents and pytorch as a way to check your grads... and architectures change much more slowly than they used to
- @sai_kanthala (2): @ChrisJMcCormick Can you tell me the theme you are using?
tibo 吐槽很多挣不到钱的独立开发者只会重写技术栈，而对比年薪 50 万美金的 Meta 员工其实靠的是增长和商业打法。
YOU, struggling with $83 MRR: rewrote it all in Next.js, SSR at the edge, prefetch on hover, 100 lighthouse score, 40ms TTFB from Bali to SF META employee, paid $500k / year 👇 https://t.co/ApeAt26Upg
受众观点：① 关注 tibo 增长 playbook 和邮件列表的创作者，希望学习从失败到高 MRR 的实战经验（@tibo_maker, 7likes） ② 前端和网站开发者在讨论简单业务场景下用最朴素的 HTML/CSS/JS 反而更快更好，质疑过度工程化（@lotar_vk, 1likes） ③ 开发者调侃大厂内部也大量依赖 AI 写代码，说明技术栈并非决定性因素（@webTechSponge, 1likes）
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- @tibo_maker (7): Sharing the playbook that turned years of failure into an $8m acquisition and multiple $100k+ MRR SaaS creations actionable growth tactic behind-the-scene stories no sponsors • no ads • always free Join 75k+ founders & makers here → https://t.co/U4V7DEKzYG See you in your inbox 👇
- @lotar_vk (1): I agree on complex projects, but for simple plumber kind of website (static for the most part) - raw HTML+CSS+JS outperforms everything else when paired with nginx for example. Did few of those and they rank as local business as #1-#2 in their (targeted) geo on Google. This is j…
- @webTechSponge (1): @tibo_maker And they still AI-coded it https://t.co/YpPCQGQ8uR
- @andresfyi (1): @tibo_maker I know that form… now wait 20 days for the result
- @ayushtweetshere (1): @tibo_maker Meta apps and ads platforms are some of the worst user experiences ever
thdxr 感叹时间线上充斥各种胡说八道、诱饵式内容，大家还不断上钩，吐槽信息质量跌到谷底。
the amount of bullshit on my timeline (that people seem to fall for) is at an all time high
受众观点：① 对时间线充满垃圾内容、想确认某些传言真假（比如收购梗）的用户（@Jaidcel, 20likes） ② 直接用“我把你静音了”来反讽、把这条也当成时间线噪音的用户（@thoughtlesslabs, 8likes；@dixiidev, 1likes） ③ 通过列举各种典型钓鱼话题，调侃当前开发者圈时间线被同质化争论占满的人（@pghqdev, 2likes）
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- @Jaidcel (20): @thdxr So any statement about Taco Bell buying Anomaly?
- @thoughtlesslabs (8): @thdxr I solved this by muting your account
- @avindrafernando (3): @thdxr including this one
- @pghqdev (2): @thdxr "Be Honest Macbook or Linux" --- "Which IDE should every developer use?" --- "Perplexity bro vanished like never existed" --- "Downfall of Anthropic will studied for years" --- "Tibo reset plz"
- @dixiidev (1): @thdxr i see more bullshit from you compared to those bait accounts these days smh
willcb 吐槽软件工程里最烦的凭证管理反而最不适合交给 AI agent，点出当前代理在安全敏感场景的局限。
unfortunate that the most annoying part of software engineering — credential management — is the one thing you really don’t wanna use agents for
受众观点：① 有人分享用 1Password MCP 和 Environments，把自己变成“按 Touch ID 的人”，说明大家在用密码管理器 + 自动化组合减轻负担（@xeophon, 6likes） ② 有人调侃自己工作几乎全是处理凭证，反映出工程师对这块痛点的共鸣和无奈（@menhguin, 5likes） ③ 多个评论直接推荐 infisical、Doppler key CLI 等工具，希望用专门的 secrets 管理产品来解决问题（@kateneuens, 5likes; @pranay5255, 3likes）
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- @xeophon (6): @willcb 1Password MCP + Environments I’m just a glorified Touch ID presser these days
- @menhguin (5): @willcb peak efficiency is when ~all ur work is credentials
- @kateneuens (5): @willcb @infisical handles this
- @ferologics (5): @willcb i just tell it to update my env to use the 1pwd/aws cred i set up... also have a line that makes it pinky promise to never dump the actual values
- @pranay5255 (3): @willcb Try Doppler key cli
NousResearch 向 elonmusk 介绍 Hermes Cloud 的定价，称空闲时每天约 0.03 美元、全天运行约 0.29 美元，主打极低成本托管代理实例。
@elonmusk @bot @SpaceXAI The cheapest Hermes Cloud plan is 3 cents per day when idle and 29 cents for nonstop usage. https://t.co/3patV1qugY
受众观点：① 有人直接评价这是非常实惠的价格，说明开发者对低成本 24/7 agent 托管有强需求（@witcheer, 24likes） ② Hermes 团队补充说也提供云托管实例，帮用户避免误删 system32 或不会安装 Hermes agent 的技术门槛问题（@AIKainan, 3likes） ③ 还有人简单表达对 Hermes 的支持和好感，认为这是值得关注的方案（@yaboilyrical, 3likes）
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- @NousResearch (36): @elonmusk @bot @SpaceXAI https://t.co/AuDcCB1x0f
- @witcheer (24): @NousResearch @elonmusk @bot @SpaceXAI that's a very affordable price if you ask me
- @WebShow457383 (3): @NousResearch @elonmusk @bot @SpaceXAI https://t.co/3nekggkDZn
- @AIKainan (3): @NousResearch @elonmusk @bot @SpaceXAI Yep we do offer cloud hosted instances to let your agent run 24/7. Also saves you from worrying about deleting system32 or figuring out how to install Hermes agent if you're not particularly tech savvy.
- @yaboilyrical (3): @NousResearch @elonmusk @bot @SpaceXAI le based hermes !
mattpocock 问有没有像 Eric Evans、Vaughan Vernon 这样的 DDD 专家在大声讨论 DDD 结合 AI 的价值，愿意给他们提供传播平台。
Are any of the DDD experts, like Eric Evans or Vaughan Vernon, shouting about how good it is with AI? If so I'm very keen to give them a platform from which to shout.
受众观点：① 已经用 DDD 结合 AI 一段时间的开发者反馈，认为把 AI 产出装进正式的领域结构可以显著减少混乱和错误（@JaeTask, 23likes） ② 有人实践用 Evans 体系配合 effect schemas 做原型，觉得体验非常好，说明 DDD 在 AI 时代依然实用（@joelhooks, 13likes） ③ 评论提供了 Eric Evans 探索 LLM 和 DDD 的博客与演讲链接，以及把 DDD 边界原则用在 agent scope control 的案例，强调领域边界可以变成执行环境的一部分（@abhinavcurious, 9likes; @Secondmindsys, 4likes）
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- @JaeTask (23): @mattpocockuk I've done this for a year now and found DDD avoids a lot of slop, not because of DDD but because AI building into a formal structure reduces slop and mistakes.
- @joelhooks (13): @mattpocockuk i've been doing heavy DDD (evans as primary source) with effect schemas as the prototyping surface to build from and it's fantastic
- @abhinavcurious (9): @mattpocockuk We can see samples of Eric Evans exploration of LLMs at his consultancy’s blog( https://t.co/BSjHfDPQwC) and DDD conference keynote talks( Eg: https://t.co/bI6RxkNPev) .
- @Secondmindsys (4): We don’t have a public DDD implementation, but we’ve built the same boundary principle into our agent systems. Our Scope Control work makes the task domain explicit before an agent acts: what belongs inside the job, what is authorized, what is off limits, and when the agent has…
- @m1_10sz (4): @mattpocockuk It's really another moment for DDD to shine. Most of the ideas are timeless. Just posted some thoughts about it today. https://t.co/uAEoGsdNCh
NousResearch 介绍 Hermes/Hermes Cloud 的差异化特性，包括接入任意模型提供商、在本机免费使用、切换 bots 模式与经典会话、自我优化以降低任务执行成本等。
Some other big differences: - Connect any provider, sub, or model - Use it completely free on your own machine or with one of the several free models on Nous Portal - Switch between bots mode and cla…
受众观点：① 官方补充了具体数字，对比 Hermes Cloud 与 SuperGrok 的空闲成本和 24/7 运行成本，强调价格优势（@NousResearch, 268likes） ② 有用户表示 Hermes 的性价比和自由度极高，几乎免费却非常好用，已经成为日常离不开的工具（@jpedroalmeida_, 2likes） ③ 也有人表示会去体验 Hermes Cloud，认为这些特性很有吸引力（@DavidSmith51708, 2likes）
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- @NousResearch (268): Some numbers: - A small idle Hermes Cloud instance costs 2-300x cheaper than an idle SuperGrok sub - For the price of a SuperGrok sub you can run 35-50 separate Hermes Cloud instances 24/7
- @DavidSmith51708 (2): @NousResearch Hermes comes out swinging... I need to check out the Hermes cloud as well.
- @jpedroalmeida_ (2): @NousResearch It's such an incredible harness vs what you pay (~0) and the freedom\control you have. Unbelieavable. I'm recommending to literally everyone. I can't live without this anymore. It works flawlessly. Bots is 🚀
- @alexneil (2): @NousResearch This dude spittin’
- @MarkusEicher70 (2): @NousResearch These are essential and promising features. I will be glad to check this out.
Rust 官方披露一次针对 crates.io 的供应链攻击事件，并在博客和 RustSec 提示中说明攻击方式及生态安全影响。
https://blog.rust-lang.org/2026/08/20/supply-chain-attack-on... https://github.com/rustsec/advisory-db/issues/3161
受众观点：① 有人感叹 Node.js 生态常见的供应链攻击手法已经开始向其他语言包管理器迁移（@freakynit） ② 安全意识较强的开发者指出 Cargo 在安装脚本白名单、告警机制等方面缺乏防护，并引用相关 issue 讨论改进方向（@praseodym） ③ 一些评论质疑为什么这么多次供应链事故后，包仓库仍允许缺乏审计的任意人上传和更新包，生态治理明显滞后（@Panzerschrek）
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- @freakynit (0): ahh... we now have nodejs ecosystem attack techniques migrating to other systems as well...
- @praseodym (0): Unfortunately Cargo doesn’t have security controls in place to prevent these kinds of attacks. For example pnpm has controls to allowlist install scripts for dependencies and will warn about new install scripts (without executing them). There is an open issue for this: https://g…
- @aftbit (0): Why do none of these hijacks embed runtime attacks? It seems like worming the build machines is the goal, rather than compromising downstream users. It seems like we should be building and testing everything in bubblewrap or some other sandbox going forward.
- @Panzerschrek (0): Why this still happens? Why after many previous supply-chain attacks maintainers of package repositories still allow anyone uploading packages and pushing updates without security audit?
- @praseodym (0): Post on the Rust blog: https://blog.rust-lang.org/2026/08/20/supply-chain-attack-on... Discussion: https://news.ycombinator.com/item?id=49372853
这条 HN 讨论的是 AliExpress 网页和 App 通过隐形音频流等方式做设备指纹和可疑行为，导致蓝牙耳机占用、车载语音被误触等问题，暴露出电商平台滥用浏览器和移动端能力进行跟踪的隐私风险。
AliExpress runs silent WebAudio fingerprinting that breaks Bluetooth multipoint
受众观点：① 需要在产品里做埋点、反作弊或风控的 Web/移动端开发者 ② 运营海外用户、担心被第三方 SDK 或广告脚本拖累的独立开发者 ③ 对浏览器权限模型和隐私合规敏感的安全工程师和产品经理。
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- @emctech (0): Recently I ran into a problem with my Bluetooth headphones. They support multipoint bluetooth audio, so they can be connected to my PC and phone at the same time. Opening the Aliexpress webpage causes a silent audio stream keeping the PC>headphone link active blocking my phone a…
- @robtherobber (0): Concerning situation, I think. And I suspect (perhaps wrongly) that there are even more reasons for concern with technology that can track, capture, leak etc. information that's more sensitive or valuable, depending on how one wishes to look at it. Mobile phones, computers, rout…
- @compsciphd (0): i'd argue that perhaps the ability to play audio should be permission gated, much like the ability to use webcam/microphone. However, I'd bet that many people will gladly allow aliexpress to play audio as there are probably videos on the site that people want to play and listen…
- @patspam (0): I noticed in the last few weeks that if I’d recently opened the AliExpress iOS app (ie. it was backgrounded) my car audio would freak out thinking I was giving it an audio command. Killing the AliExpress app immediately fixed the problem. After seeing it happen more than once I…
- @CTDOCodebases (0): They have been doing this for months. No sound playing but the audio would change like the microphone was being activated. I checked permissions to make sure there was no mic access and figured that they were fingerprinting.
一篇关于如何在文学、艺术、科学等领域通过深入钻研获得更高层次乐趣的文章，引发 HN 读者讨论人类为何偏爱复杂性和“厚重作品”。
I like 'em thick: an apology to my English teachers
受众观点：① 有人认为随着智识成熟，理解作品背后的复杂脉络本身就是乐趣来源，比如在博物馆或阅读长篇时能获得更多层次体验（@frereubu） ② 一些读者觉得人类会“过度”追求复杂度，从咖啡、威士忌到文学，很多东西一开始并不好入口，却因为复杂而被反复品味（@jrmg） ③ 也有人从职业角度思考，认为在 AI 能写代码的未来，真正难以被替代的可能是文学等人文创作和厚重叙事能力（@idontwantthis）
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- @mrhottakes (0): Great piece. Seeing that depth and context is one of the best parts of gaining intellectual maturity.
- @frereubu (0): The best thing about gaining an appreciation of this aspect of life is it opens up so many extra pleasures. I can spend an entire day at the (free entry!) V&A in London and never be bored. Likewise with a great book (when my 11-year-old isn't around!)
- @jrmg (0): I’ve long held the opinion that humans ‘over’-value complexity. It’s why we can spend so much time tasting, analyzing, and enjoying fancy coffee or whisky - despite the fact that almost everyone is repulsed by them the first time they try them. Literature might be the same? To b…
- @MarkusQ (0): This is also true in science; some things reward depth of study in a way that just isn't apparent from the outside. https://xkcd.com/877/
- @idontwantthis (0): I really enjoyed reading this and I've been thinking along similar lines when I imagine viable careers of the future. No one will care if code is "thick" but why would anyone buy a novel written by AI? What does the reader get out of it? It seems like the humanities might be the…
Hacker News 讨论一组展示原生 HTML 交互能力的示例，包括 datalist 下拉、隐藏字段等，用纯 HTML 替代部分 JS 组件的可行性。
HTML Can Do That
受众观点：① 前端开发者关注 datalist 等原生控件在强约束输入、模糊匹配上的不足，认为复杂场景仍需专业 combobox 组件（@yurishimo） ② 有人惊讶于纯 HTML 能实现的交互深度，但也提到不同浏览器下键盘与鼠标操作体验不一致的问题（@totallygeeky） ③ 一些开发者希望减少对 SPA 的依赖，认为现代 HTML 搭配少量 HTMX 等工具已经能覆盖大部分交互需求（@jamescun）
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- @yurishimo (0): Just a heads up but datalist is not really a great solution if you need a strong contract. The user can still type whatever they want into the field and there is no fuzzy filtering or typo mitigation. Once you add those requirements, a library that gives you a more fully feature…
- @totallygeeky (0): I've been tooling with site for years now and I'm always shocked at what can be done with raw HTML. These are some really neat examples, some work a bit funny when it comes to mouse vs. arrow key functionality though (in particular the dropdown/autocomplete), I'm wondering if th…
- @jdlshore (0): The “hidden until found” feature surprised me. What’s the use case for something like that?
- @jamescun (0): I'm that minutia in your statistics that is still rocking NoScript in 2026, enabling JavaScript on a site-by-site basis, but this is increasingly difficult with the modern web. Hopefully these and others modern HTML features gain adoption, along with realizing perhaps a Single P…
- @hyperhello (0): I don’t understand why the group invented these new attributes and methods of action for dialogs that don’t seem relevant to anything else. Was there some silly patent to work around?
一位开发者训练了 1.25 亿参数的 transformer，在 iPhone 15 上本地实时补全钢琴演奏，相当于给 MIDI 钢琴接上“音乐版 Copilot”。
I trained a 125M-parameter transformer to autocomplete piano performances in real time (~108 notes/sec on an iPhone 15). The idea is basically GitHub Copilot or Tabnine, except instead of prompting i…
受众观点：① 音乐爱好者觉得创意很棒，期待把应用接到合成器上玩各种 ML 生成的电子乐（@isoprophlex） ② 有用户希望模型在节奏和乐曲结构上更像真正作曲，能生成有完整乐段和乐式感的伴奏（@evalystai） ③ 技术向读者好奇是否可以牺牲生成速度换更高质量，甚至引入类似 CoT 的推理方式提升音乐连贯性（@subhajeet2107）
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- @yoouareperfect (0): This is really awesome thanks for sharing
- @evalystai (0): The idea is awesome! :) However there's definitely much room for improvement, first of all rythm and composition (so there's some sense of musical form).
- @isoprophlex (0): Amazing idea! Gonna hook this up to my little synthesizer and blast some square wave arpeggiated ML music!
- @heikkilevanto (0): I would love something like that, except that I play the melody, and it produces proper 3-4 part accompaniment, preferably in good baroque style. Extra bonus if it could also write it into a file in a format suitable for music editing programs.
- @subhajeet2107 (0): This is so amazing, can you improve the quality of generation at the cost of notes per seconds ? No one can play 108 notes/sec anyways, maybe you can train the model to do CoT for better quality
Mojo 编译器从闭源转向源代码开放并计划接受社区贡献，引发开发者讨论其与 Rust、Zig 等语言在所有权、编译期特性和 LLVM 利用上的创新。
Mojo is now open source
受众观点：① 有人指出 Mojo 目前是源码可见但尚未完全开源，只是承诺未来接受社区贡献，不过 Apache 2 许可已经允许个人 fork 和自用（@Lichtso） ② 使用过 Mojo 的开发者分享其所有权系统、comptime 和依赖类型等特性，认为在利用 LLVM 做优化方面很有新意（@totalperspectiv） ③ 也有评论整理了相关 PR 和 Mojo 1.0 的讨论链接，认为这是 Mojo 生态发展的重要时间点（@melodyogonna）
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- @Lichtso (0): Technically soruce available now with the promise of accepting contributions (thus becoming fully open source) early next year. But since it is an Apache 2 license (like the rest of the LLVM project) you are already allowed to fork and contribute to your own fork right now, just…
- @totalperspectiv (0): This is really exciting. I've been using Mojo off and on for side projects over the last two years. (copying from some previous Mojo threads) It's got an ownership system adjacent to Rust, comptime similar to Zig, and a first class dependent type system. Even more exciting, is t…
- @melodyogonna (0): Related post with relevant pr: https://news.ycombinator.com/item?id=49347777
- @ChrisArchitect (0): Related: Mojo 1.0 https://news.ycombinator.com/item?id=49261128
- @melodyogonna (0): Such an exciting time for Mojo, I don't think people realize just yet the innovation being brought to fore here.
Hacker News 讨论一项关于短视频应用（如 TikTok）如何影响大脑注意力和执行功能的神经影像学研究。
Scientific study reveals TikTok videos deactivate key cognitive brain regions
受众观点：① 关注儿童与青少年使用 TikTok 等短视频对大脑发育影响的家长和开发者（@thin_carapace） ② 担心短视频像“隐形毒品”一样通过感官刺激改变神经化学反应、呼吁监管的人（@zuzululu） ③ 质疑研究是否夸大“关闭大脑区域”说法、从默认模式网络和 fMRI 局限性角度提出反思的技术读者（@EA-3167）
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- @thin_carapace (0): the linked study effectively drills down on aspects of previous work ... "High-frequency SFV [short form video] use was consistently associated with attentional disruption, reduced executive functioning, and emotional dysregulation." "Neuroimaging results revealed reduced activa…
- @zuzululu (0): very worrying study, essentially its a digital->neurochemistry chasm crossing substance that uses the 2 senses. all more reasons to heavily discourage the usage of short form content , we might require regulations against what is essentially an invisible drug that rapidly replic…
- @t-writescode (0): I haven’t read the study, but I’ve read the comments so far. I wonder if this mechanism is the same mechanism that impacts, say, swipe-focused dating websites, as well? And Twitter feeds with super-short messages. A lot of the most viral modern tech has been bite-sized content f…
- @MBCook (0): Blipverts you say.
- @EA-3167 (0): The brain is incredibly energy hungry so it evolved to detect situations that don’t require full attention and activates the Default Mode Network. This happens when you’re zoning out to pretty much anything, and indicates that you’re essentially in “low power mode”. My question…
一篇介绍 Cursor 背后代码托管架构的文章，讲述如何基于 S3 和 3PC 等机制构建无单点、无需传统共识的高可用 Git 服务。
Git at any scale
受众观点：① 有人补充了 Cursor 自建代码托管的相关讨论链接，说明这是其产品战略的一部分（@ChrisArchitect） ② 读者感叹 S3 作为底层存储的工程质量和耐久性，让这类架构设计成为可能（@biwills） ③ 也有工程师质疑文中提到的 3PC 细节，讨论三阶段提交与“多数节点确认”语义是否一致（@eatonphil）
展开评论
- @ChrisArchitect (0): Related: Cursor Origin Code Hosting https://news.ycombinator.com/item?id=49334209
- @vegadw (0): Remember, don't put large objects in cnt, it makes it a real pain later.
- @biwills (0): > What about consensus? Elections? Which server is the primary for a given repository? It also doesn't matter! There's no state and no consensus here. Any server can be the primary. All updates to the write-ahead log are synchronized with an atomic compare-and-swap (CAS) operati…
- @brasic (0): It’s hard to overstate the reputation of the author of this post. Everything good about GitHub’s internal systems seemed to have his name all over it (I realize that today this statement hits different than a few years ago). Our times at GH didn’t overlap much but hearing the fa…
- @eatonphil (0): > The "fan-out" is synchronized with a classic consensus algorithm called 3PC (three-phase commit) so that a push is only accepted if a majority of the nodes acknowledge it. Doesn't 3PC require all nodes to agree, not just a majority?
Hacker News 上一篇关于 Linux 内核图形子系统更新的帖子，引发大家讨论 HDMI 2.1 支持、内核中 DRM 的角色以及 HDMI 与 DisplayPort 的取舍。
Linux 7.2
受众观点：① 想搞清楚 Linux 下 HDMI 2.1 支持现状、以及之前被 HDMI 论坛限制的背景发生了什么变化的用户（@mort96） ② 使用 DisplayPort 为主、好奇在桌面环境下是否有必要改用 HDMI、两者实际差异在哪的桌面玩家（@OtomotO） ③ 质疑为何要在内核层实现 DRM、以及什么样的终端用户真正需要这些功能的自由软件社区成员（@bigwheels）
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- @hndbwksam7 (0): Great context, thanks for adding it
- @yipinwong (0): Who is the main audience for this type of content? Genuinely curious because I am not a serious Linux user. What type of info do you get out of this for those who read this? So i can glance your insight?
- @mort96 (0): Does anyone understand how HDMI 2.1 support is now no problem? I remember that 2.1 support in AMD's open source driver was blocked by the HDMI forum, but I haven't heard any news about them unblocking it. What changed?
- @OtomotO (0): Okay, so ELI 5 why I would now use HDMI instead of DP? All my monitors support DP, my GPU has more ports for DP ... I am genuinely interested as I've never even considered using HDMI for my Desktop.
- @bigwheels (0): Why is DRM being implemented in the Kernel; What is the profile for an end-user who wants this in their FOSS?
Hacker News 讨论 DiffusionGemma 等扩散式文本模型，相比自回归模型的原理、推理能力和在本地设备上的性能表现。
DiffusionGemma Technical Report
受众观点：① 对扩散文本模型基本原理感兴趣、但还停留在“从噪声中长出文本”直觉层面的技术爱好者（@jermaustin1） ② 关注 Gemma 生态、对如何从现有 MoE checkpoint 转成去噪模型、以及是否能推广到其他开源模型感到兴奋的开发者（@kamranjon） ③ 关心 DiffusionGemma 在 macOS 上的实际部署体验、推理速度和调优空间的本地推理玩家（@mmastrac）
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- @jermaustin1 (0): I'm very interested in Diffusion text models. The concept of taking noise and adding words starting randomly all over the response, and filling in the noise from there on breaks my brain. I'm sure I have a fundamental misunderstanding of the technology, though.
- @kamranjon (0): Just wanted to share this, I found it was a really nice resource to understand how diffusion Gemma worked: https://newsletter.maartengrootendorst.com/p/a-visual-guide-... The really interesting thing to me was that they didn’t need to train this model from scratch they just used…
- @keel-control (0): there's still JEPA to be integrated before AGI. Would DiffusionGemma be suitable candidate for DFlash 2?
- @anentropic (0): Appealing results... do we think there is scope to close the accuracy gap against AR models? or even leverage the "Bidirectional Reasoning and Self-Correction" into an overall advantage?
- @mmastrac (0): I re-implemented this one for macOS over the last couple of months: https://github.com/mmastrac/diffgemma I like the model a lot and it's fairly good at reasoning. You can also really bend it to your needs. It's designed for machines with more compute than memory bandwidth but I…
daniel 表达自己非常喜欢电子墨水设备，并顺带预告正在自建一款相关应用并招募内测用户。
I love e-ink products! https://t.co/5muKS624tc
受众观点：① 用户分享自己在用的 xteink x4 等具体设备，说明硬件爱好者群体愿意尝试新玩法（@Posteconomic, 7likes） ② 有人幻想如果当年有电子墨水版 iPhone，会是完全不同的世界，体现大家对低干扰设备的向往（@martyamark, 3likes） ③ 评论在讨论更大尺寸、可做监控面板的 e-ink 显示器，以及用自托管 dashboard 方案扩展玩法，说明有生产力和开发者需求（@cmcky, 2likes; @useTRMNL, 2likes）
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- @Posteconomic (7): @daniel_nguyenx been loving the xteink x4 https://t.co/FAVBpN7VTO
- @martyamark (3): @daniel_nguyenx There’s an alternate universe where Steve Jobs built an eink iphone, and I wish I could live in it
- @daniel_nguyenx (2): Inb4: which app is that? I'm building it :D Interested in beta testing it? Join here: https://t.co/uwmXiclC4p
- @cmcky (2): @daniel_nguyenx I'm still waiting for a solid >25" e-ink monitor that's reasonably priced.
- @useTRMNL (2): @daniel_nguyenx Add some self-hosted dashboards with our Android app and OSS server clients: https://t.co/2XIgMFLZVd https://t.co/VnD8pbAEUZ
rob 分享自己三年前一年收入为零，如今做到 2 万美金 MRR 和高曝光流量，并在与 Maya 的对谈中复盘这段转变和经验。
3 years ago I made $0 in 12 months. Then everything changed: > $20k MRR > millions of views > a lifestyle I could only dream of Got to talk about it and the lessons learned with Maya, go wat…
受众观点：① 独立开发者把 rob 的转变视为理想路径，期待从访谈中学到可复制的方法（@UmarSaeedX, 2likes） ② 大家对视频本身的剪辑和呈现效果很期待，认为会是高密度的 20 分钟内容（@thijsmakes, 2likes; @arthuryuzbashew, 2likes） ③ 有人在边听边夸内容已经很有启发，说明访谈里有不少具体细节值得拆解（@yusuf_sdev, 2likes）
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- @UmarSaeedX (2): @robj3d3 that transformation is the dream.
- @thijsmakes (2): @robj3d3 looks like a sick edit alrdy
- @arthuryuzbashew (2): @robj3d3 Yooooo thats gonna be an amazing 20 mins!
- @yusuf_sdev (2): @robj3d3 listening right now and it’s already looking great, thanks rob. always inspiring
- @EndrewBiz (1): @robj3d3 you being such an inspiration, i have to watch it
Vic 在换新 MacBook 时向大家请教现在用什么做 agent 编排和开发环境，对比自己之前用 iterm 搭配 Claude Code、opencode，如今在尝试 cmux 和 herdr 等工具。
setting up a new macbook. what are we using for agent orchestration / harness and all that? on the old laptop I was running iterm + claude code / opencode. i just downloaded cmux, but unsure what's c…
受众观点：① 开发者推荐 Pi、herdr 等工具，并提到如果同时用 Pi 和 Claude Code 订阅需要额外组件，说明大家在摸索多助手组合（@ryanlanciaux, 10likes） ② 有人直接喊 codex 最好用，强调不同工具在模型支持上的差异（@TheZachMueller, 8likes） ③ 评论里出现“herdr in ghostty with pi and codex”等具体搭配方案，还有专门做 Harness 设备的推荐，说明围绕 agent 开发环境已经形成小生态（@aliceisplaying, 5likes; @dee_hw, 4likes）
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- @ryanlanciaux (10): @VicVijayakumar I really like Pi and herdr. I don’t use this but if you’re using pi and a Claude Code sub, I think you need to use something like this https://t.co/HK2jS6H97l
- @TheZachMueller (8): @VicVijayakumar codex ftw
- @aliceisplaying (5): @VicVijayakumar herdr in ghostty with pi and codex. codex for gpt models, pi for all the others inc anthropic
- @dee_hw (4): @VicVijayakumar Vic... you need a Harness device. https://t.co/1nFvIaMTr8
- @VicVijayakumar (3): thanks for the tips! - didn’t get the point of cmux. hated the in-terminal browser and turned it off. - currently trying out iterm + herdr. feels very lightweight. hm i think i get cmux now.
dmitriychuta 宣布自家订阅追踪应用更新，新增多国语言支持、沙特货币符号和多国数字格式等改进。
✨ A new update for the best subscription tracker is now available. Support new languages, the new currency symbol for Saudi Arabia 🇸🇦, improved number formatting for many countries, and dozens of o…
受众观点：① 官方账号在评论里附上 App Store 链接和折扣码，说明这次更新也在配合一轮转化导向的推广（@spely_app, 1likes） ② 其他用户尚无更多反馈，整体评论区信息量有限，主要是引导下载和优惠信息（@spely_app, 1likes）
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- @spely_app (1): @dmitriychuta App Store: https://t.co/CYKa6LdZOn There’s a working promo code for a discount: WELCOME10
dmitriychuta 分享 Toplify 上线两周获得 2500 用户、在 69 个国家进入排行榜的成绩，强调这是帮助开发者推广应用的必备工具。
In its first two weeks, Toplify gained 2,500 users, reached the top charts in 69 countries, and continues to grow. Toplify is a must-have for developers who are serious about promoting their apps. ht…
受众观点：① 有用户表示很喜欢这个应用，但希望能在不重启的情况下刷新选定应用的排名，提出具体产品改进建议（@kushsolitary, 1likes） ② 作者补充说明即使应用还没上榜也能免费开启 Ranking Alerts，一旦进入榜单就会收到通知并生成分享卡片，强调功能亮点（@dmitriychuta, 0likes） ③ 也有开发者对 2500 用户来自 69 个国家的增长表示惊讶，并询问产品具体如何工作，体现出对增长机制的好奇（@engwaliullah, 0likes）
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- @kushsolitary (1): @dmitriychuta love the app! i wish it refreshed the selected app’s ranking without relaunching the app
- @dmitriychuta (0): Even if your app isn’t ranking yet, you can enable Ranking Alerts for free. As soon as your app enters the charts tomorrow, next week, or even a month from now, you’ll get an instant notification and can generate a Share card to celebrate and share your ranking 🚀 https://t.co/Bz…
- @engwaliullah (0): @dmitriychuta 2500 users from 69 countries, it's unbelievable. But how it's work ?
steventey 提出一个 UX 观点：产品内最好的 AI 功能应该是围绕具体任务设计，而不是泛泛的“我能帮你做什么”聊天框，并举例推荐贴近功能入口的任务描述式交互。
One UX hill I'm willing to die on: The best in-product AI features are task-oriented instead of open-ended chatboxes. ❌ "How can I help you today?" chatbox ✅ "Describe your desired outcome for [featu…
受众观点：① 有设计和前端背景的用户认同开放式聊天框太打断任务流，更希望两三次点击就完成操作（@actualTimWilson, 2likes） ② steventey 自己补充了 Vercel AI 通用搜索作为优秀案例，说明大家在寻找更贴近任务的 AI 入口设计（@steventey, 1likes） ③ 产品和开发者账号转发附和，认为任务导向的 AI 交互是正确方向，但也有人提出如果产品本身就是聊天形态该怎么设计（@dubdotco, 1likes; @itschrisjayden, 0likes）
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- @actualTimWilson (2): @steventey Agreed, front & center chatboxes are often too open-ended and just one more thing in the way of getting something done in a couple clicks/keystrokes
- @steventey (1): Another incredible example of a task-oriented AI feature: @vercel's AI universal search feature 👇
- @dubdotco (1): @steventey +1 https://t.co/4yonow5pck
- @itschrisjayden (0): @steventey Right, but what if your product is mostly chat 🤔
- @without_daniel (0): @steventey Agreed!
cody 分享一套 B2B SaaS 的 SEO 101 思路，强调可以让编码型 AI agent 完成从挖掘底层转化关键词到分析 Google 排名页面、抽取内容结构的整套流程。
SEO 101 for b2b saas have a coding agent do all of this find bottom of funnel keywords related to the brand using data for SEO api EG x vs y, x alternative, x review, best x for y research what is ra…
受众观点：① 作者在评论里多次推广 Graphed.com，强调可以部署负责投放广告、冷启动外联、SEO 的营销 agent，说明市场对“虚拟员工”概念感兴趣（@codyschneider, 0likes） ② 有人指出这套流程本质上是 SEO 内容机器，如果缺少独特观点就只是复制已有内容（@borrhensaidi, 0likes） ③ 也有人强调真正有价值的是 POV transcript，其他步骤大家都能做，凸显“观点”和“经验”在 AI 时代的稀缺性（@dupanos, 0likes）
展开评论
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Deploy 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/8s2nibqHoo
- @codyschneider (0): Oh and sub to my YT channel to learn marketing engineering - https://t.co/rrI2gTFT7J
- @borrhensaidi (0): @codyschneider this is basically an SEO content machine the part most people miss is the unique POV. otherwise you're just generating another version of what's already ranking
- @dupanos (0): @codyschneider the point of view transcript is the one that matters. rest of it everyone already has
作者吐槽某域名持有者把标价从100万美元降到15万美元，认为面对 Elon Musk 这类买家时价格区间差异对其几乎无感，错失了“域名大 payday”的机会。
The owner of this domain dropped the price from $1M to $150K Should have held strong for the big payday... $150K or $1M to Elon is like me paying $1.50 or $10 😂
受众观点：① 关心域名投机是否会被视为明显的域名抢注、可能被法律手段收回的开发者和站长（@travisse, 3likes） ② 关注商标保护，认为“Grok”这类词可能是商标、公司可以通过律师免费拿回域名的人（@ThomasKanze, 2likes） ③ 讨论如果用带梗的价格（如420K）来吸引 Elon 出手、平衡律师团队“直接拿走”的建议的吃瓜群众（@jacobmparis, 1likes）
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- @travisse (3): @iannuttall my understanding is that explicit domain squatting like this will get your domain taken away legally. I.e. you have to pretend you have a legitimate use for the name
- @ThomasKanze (2): @iannuttall Grok is likely a trademark and they could potentially get it for free with good lawyers 😅
- @tarasshyn (2): @iannuttall the dude is all over the place he's A/B testing 😂 https://t.co/CAJH85qwNJ
- @nifal_adam (1): @iannuttall I think he will acquire it for free, as he hates squatters. Lets see.
- @jacobmparis (1): @iannuttall Should have been 420K or something with meme value so Elon can overrule the lawyers who argue they can just take it for free since this page just makes their whole case
作者分享一位用户用自家产品替代了三项每年共528美元的订阅服务，展示低成本自建工具在实际场景中的替代效果。
This guy literally replaced 3 subscriptions worth $528/year. All using https://t.co/939VCGXC1g So cool seeing this in the wild 🥹🥹
受众观点：① 关注用 AI/自动化自建工具替代现有订阅、降低长期成本的开发者和重度工具用户（@SSShken, 1likes） ② 对看到真实用户在野外采用新工具、验证产品价值感兴趣的独立开发者和早期创业者（@ehsanshares, 0likes） ③ 关心自建方案后续维护成本、是否真的比订阅省心的潜在用户（@sandislonjsak, 0likes）
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- @SSShken (1): @robj3d3 That's the reality, you can really vibe-code almost anything simple and pre-mid just in one week and specifically for youself
- @yeptalos (0): @robj3d3 Now he can upgrade his utensils
- @ehsanshares (0): @robj3d3 love seeing this happen
- @sandislonjsak (0): @robj3d3 Let’s see the maintenance part now 😂😂😂
- @arthuryuzbashew (0): @robj3d3 The prompt there is super detailed ?
作者分享自己在 Instagram 上用 UGC 内容做了一个小实验，45 天从 0 涨到 1 万粉，拿到 500 万浏览并赚到 2 万美元，强调现在做品牌 UGC 变现的门槛很低。
Took 45 days to go from 0 to 10k on IG Generated over 5M views And made over $20,000 Posting UGC content on IG This was a little experiment And it proofs you goons have it easy All you have to do is…
受众观点：① 想了解具体执行细节，比如每天发多少条内容、是否清空旧视频等运营节奏的创作者（@evgenyeyt, 1likes；@QuietFSoftware, 1likes） ② 关心这种模式真实投入产出比、每个账号花费时间和收益情况的独立变现玩家（@alexgusevski, 1likes） ③ 正在寻找合适工具和路径入局 UGC，但被信息过载和选择困难困住的新手创作者（@theadaloguy, 0likes；@emeeliojohann, 0likes）
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- @QuietFSoftware (1): @ErnestoSOFTWARE Did you just delete all your posts or were they on other accounts?
- @evgenyeyt (1): @ErnestoSOFTWARE how many did you post per day? pre sure it was like 3 or something before you got rid of all the videos
- @alexgusevski (1): @ErnestoSOFTWARE How much time did you spent per day per $299 account?
- @theadaloguy (0): @ErnestoSOFTWARE What tool do you recommend for UGC?
- @emeeliojohann (0): @ErnestoSOFTWARE I will follow you man. See what you are cooking on that end... I am just SUPER overwhelmed and not knowing where to turn ATM.
作者整理了 300 多个仍可注册的 .bot 域名，并为每个域名配了具体业务创意，方便不擅长想点子的开发者直接拿去做 bot 应用。
I hate coming up with domain & app ideas so I researched a list of 300+ available .bot domains eg: roster.bot - team scheduling bot typist.bot - voice-to-text bot hooks.bot - webhook bot Full…
受众观点：① 看到清单后立刻冲动购买 .bot 域名、想快速落地项目的开发者（@JonDotJames, 1likes） ② 对这些域名和创意感到兴奋、开始脑暴更多玩法的技术玩家（@danielpznr, 1likes；@keepkalm, 1likes） ③ 关注域名价格和商业模式是否匹配、对部分业务创意持保留态度的理性观望者（@innermaps, 0likes；@koomai, 0likes）
展开评论
- @danielpznr (1): @iannuttall holy shit https://t.co/W1ZyypaveN
- @JonDotJames (1): @iannuttall Thanks. I'm not much of an impulse guy but I bought https://t.co/4SaWeS6mEQ
- @keepkalm (1): @iannuttall https://t.co/dSrGffB34E, a highly logical choice. https://t.co/wQJm8czldy
- @innermaps (0): @iannuttall are they all this expensive? https://t.co/NFi5ALLNKo
- @koomai (0): @iannuttall I do not like the first business idea. https://t.co/qqLgnOugB9
作者吐槽大家把团队叫成 Software Factory，结果只会让她的 SEO 工作量继续增加。
y'all calling yourself Software Factory now are just adding more SEO work on my to-do list 🫨 https://t.co/PYZyxUYpXm
受众观点：① 关注品牌定位和搜索流量的 indie hacker 与小团队创始人 ② 正在给新产品起名、做 landing page 的开发者 ③ 想通过内容获客、但对 SEO 和关键词策略还比较陌生的技术背景创作者。
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- @calcsam (3): @tereza_tizkova sorry Teresa
- @TotallyNotParth (1): @tereza_tizkova damnnnnnnnn!
- @jurajsalapa (1): @tereza_tizkova but claude will do it, no?
- @henrytdowling (0): @tereza_tizkova I mean, on the other hand, how convenient to have an emerging category name literally land directly on top of your existing branding!
作者吐槽自己的视频被 AI 生成的虚拟女孩直接拿去用，引发大家对 AI 侵权和内容滥用的担忧。
This AI girl stole my video 😭 https://t.co/Gl6eLn7j4Y
受众观点：① 在 X、YouTube、TikTok 等平台创作技术或产品内容的独立开发者 ② 正在用 AI 工具剪辑、生成视频但担心踩到版权红线的创作者 ③ 想了解未来 AI 生成内容与原创者关系的产品经理和开发者。
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- @lincolnliup (0): @jedcal this needs to be stopped fr
- @Entrepenulian (0): @jedcal Thats diabolical😭. I would take it as a compliment.
- @themaxyang (0): @jedcal Crazy 😭
- @hi_antz (0): @jedcal yeah, this is gonna be more and more common place.. i think ur right we're in the in between when detection is not great and no one is enforcing it enough, but i think its gonna be a big problem soon enough
- @aeciord (0): @jedcal The boundaries between real and fiction are getting blurred.
一位独立开发者花七个月做了一款恐怖游戏，怪物能通过你的摄像头和麦克风“看到”和“听到”你，玩家必须在现实中躲藏保持安静。
This indie dev spent 7 months making a Horror game where the monster can see you through your webcam and listen to your microphone... So you must hide IRL and be quiet. INSANE https://t.co/ei3gYtANo5
受众观点：① 对新交互形式感兴趣的独立游戏开发者 ② 做多模态 AI、计算机视觉或语音识别的工程师 ③ 想用摄像头/麦克风打造沉浸式体验的产品设计师和创作者。
展开评论
- @Icy_Rapture (24918): @JakeSucky i will literally show my bare ass to the webcam the monster won’t dare come near me
- @iTzCRi (6683): @JakeSucky Yeah no I’m too pussy
- @JakeSucky (1628): You can wishlist here: https://t.co/zWRbVGuTJe
- @B3gin2B3li3v3 (1258): @JakeSucky Reminds me of Alien Isolation where the Xenomorph would listen to your microphone and track you down if you were loud… Shit really hit the fan when my buddy, who overtalks when nervous, came over to watch.
- @thekozyknight (963): @JakeSucky Yeah…. No thanks. The dev should definitely include a mode to turn off that feature so others that don’t want to hide, can also play it. Otherwise you’re really limiting your customer base.
一位独立开发者在做一款名为 Fresco 的游戏，玩家可以在 3D 考古学家和古埃及墙画中的 2D 角色之间切换，通过双世界解谜推进剧情。
This indie dev is making a game where you can literally play as Ancient Egyptian wall art. - Switch between a 3D archaeologist and living 2D art - Survive puzzles that fight back - Progress by master…
受众观点：① 想在玩法上做创新但资源有限的 indie dev ② 对关卡设计和双世界机制感兴趣的游戏设计师 ③ 做小众工具或产品、担心被说“只是某某的平替”的独立开发者。
展开评论
- @IndieGameJoe (766): "In Fresco, ancient walls come alive. The carvings etched into the temple walls are not just decorations. They come to life, and the player can control them." Wishlist: https://t.co/AzD9hFUED7 And be sure to follow the talented dev here: @KeloniaGames
- @Aelphasy (715): @IndieGameJoe Nice. But let's not people believe its new/never seen before. Both Mario Odyssey and Zelda ALBTW did it years ago
- @IndieGameJoe (601): Seeing a lot of “this was done before.” So what? Games evolve through inspiration. Indie devs are often just trying to take something they love and turn it into something personal - and I think that's great. Let the dev cook. The game looks awesome, and they have my support!
- @horror4kids (585): @IndieGameJoe Reminds me of this scene from The Prince Of Egypt https://t.co/MCUpbZ7PU0
- @Itsdotdev (402): @IndieGameJoe Nice. Definitely inspired by this game. https://t.co/HSX7wnMZ4B
作者展示自己在 2026 年仍坚持不用 AI 手工绘制缩略图的视频，引发关于“有 AI 为何还要手工做”的争论。
Making Thumbnails 2026 NO AI🎨 https://t.co/EvrTeM6xak
受众观点：① 需要大量产出封面、缩略图和视觉素材的内容创作者 ② 在纠结是否用 AI 替代设计师或插画师的独立开发者和小团队 ③ 对如何在创作中平衡效率与个人风格的设计师和产品人。
展开评论
- @TKDesignzs (816): 🎨🫶 https://t.co/vCP0OUQQgx
- @AnotherFeede (448): @TKDesignzs "Why would you do all that work when you can use AI to..." BECAUSE IT'S FUCKING FUNNY, THAT'S WHY! IT'S FUNNY TO DO THINGS, STOP BEING SO STUPID AND DO THINGS BY YOURSELF!
- @GalaxxyUwu (370): @TKDesignzs insane. so cool watching an artist at work. https://t.co/QlHmw4Ri1i
- @WagonnBurner (219): @TKDesignzs Google searches for images is using AI AI are algorithms just like a basic search for images... you used AI https://t.co/ugN6I87052
- @Jas_094 (101): @TKDesignzs Love seeing these time-lapse videos. Thank you for sharing, love the podcast, love the thumbnails, love your work
帖子介绍独立恐怖攀爬游戏 Idols of Ash，玩家在巨大深坑中往下爬时会被巨型蜈蚣追逐，游戏目前在 Itch 上限时免费。
A giant centipede chases you while you while you climb down a huge hole in indie climbing horror game, Idols of Ash! Out now and FREE for a limited time, on Itch: https://t.co/xYpAfigfKo Full Gamepla…
受众观点：① 想做恐怖或悬疑小品游戏的 indie dev ② 在 Itch 或 Steam 上尝试通过 demo/免费期获取用户的开发者 ③ 对“低画质反而更恐怖”这类体验设计感兴趣的游戏设计师和产品人。
展开评论
- @ss1elite (1232): @gameralphabeta @LeafyGames Will there be a sex update? https://t.co/wrN2OvIPvP
- @_reapze_ (1211): @gameralphabeta @LeafyGames him turning aroundd to see the centiped chomping towards him scared the fuck outta me
- @Mick2Bigg (1146): @gameralphabeta @LeafyGames https://t.co/TM6omXI53m
- @LowKarmaPerson (496): @gameralphabeta @LeafyGames WHAT IS THIS SCOTTISH TTS VOICE I HEAR IT EVERYWHERE
- @ExoGhost (489): @gameralphabeta @LeafyGames Something about bad graphics and sound makes horror games so much more unsettling
作者爆料美国航空使用名为 AURA 的预测系统，会提前判断乘客赶不上转机并自动改签，导致即便乘客按时到达登机口也可能被系统先行取消座位且地勤无法撤销。
AMERICAN AIRLINES WILL GIVE AWAY YOUR SEAT BEFORE YOU’VE ACTUALLY MISSED YOUR FLIGHT the system is called AURA. it predicts who won’t make their connection and rebooks them in advance, even if you ma…
受众观点：① 做算法和数据产品的工程师，关心预测模型在真实业务里的副作用和责任边界。② 经常出差的独立开发者和远程工作者，需要了解航空公司自动改签系统的潜在坑。③ 关注 AI 治理和自动化决策合规性的从业者，可借此案例思考监管和透明度要求。
展开评论
- @Daniel4usc (438): Imagine…having your spouse and 4 kids running to the gate and arriving on time. Denied boarding - seats given away already. Then send 3 kids on their own on a flight the next day. Your spouse by herself the next day… And then 2 days later returning with your smallest kid back ho…
- @pwnstar (74): @USDOT @SecDuffy Are we really letting them get away with this? There's reports that they're even managing to duck the fine because they claim the automated system isn't them "causing the delays". If you boot me off a flight I made on time because your stupid computer told you t…
- @itsthedonhashim (41): @danikkk_wqs @danikkk_wqs that's wild. imagine rushing to the gate only to find out you're rebooked without knowing. tech can be brutal sometimes.
- @MaidofCotton62 (24): @danikkk_wqs @delta did it to me in Detroit too. They said Inwouldnt make my connection but walked up right at 15 minutes prior. Seat gone, door locked! They sat there for 25 minutes and wouldn’t let me on and it wasn’t sold out.
- @JoaquinMar67151 (24): Same thing happened to me. In April 2026, my son and I were delayed on an incoming flight and had a transfer in Boston. We ran to catch our connecting flight to Europe. We both made it to the gate before they close the gate with tickets in hand, and they had given up our seats a…
作者展示一个基于 OpenClaw 的自动化营销 bot：扫描卫星图像找出 50–120 万美元且没有泳池的房屋，用 AI 渲染前后对比图并批量邮寄明信片，帮助泳池建造商自动获客并成交 5 万美元以上项目。
this OpenClaw bot finds $500k–$1.2M homes without pools, renders a pool into their backyard, and mails the owner a postcard showing the before/after, on autopilot... here's how pool builders can clos…
受众观点：① 想用 AI 做本地服务获客的中小企业主和营销从业者，关心如何把模型能力变成线索和订单。② 在探索 OpenClaw 等 agent 框架的开发者，希望看到一个从数据抓取到线下触达的完整商业闭环案例。③ 做独立 SaaS 或自动化工具的开发者，寻找“高客单价 + 可规模化”的细分场景灵感。
展开评论
- @goatlal (122): @everestchris6 I literally did this with one prompt using Bud No need for a complex OpenClaw workflow https://t.co/hXZKCtTrWd
- @Alexxcastlee (107): @everestchris6 https://t.co/KnMnme56sc
- @everestchris6 (76): dm me if you want a custom openclaw system for your business
- @mattft (33): @everestchris6 It absolutely does not do this on autopilot
- @dhiran_dev (32): @everestchris6 lowkey feel bad for whoever gets these postcards and suddenly wants a $50k pool they never thought about before lol https://t.co/rU4XpI1bZ2
作者分享自己入手 Mac Studio，在本地跑 Gemma 4 31b 等大模型接入 OpenClaw，实现零 token 成本的主力 agent，并表示此前已在云端模型上花了 5–6 千美元，预计三个月内靠节省推理费用回本。
It’s happened. Mac Studio is here. Gemma 4 31b @GoogleDeepMind installed, chatting with my main @openclaw for $0 in token expenses now... I've burned $5-6k on tokens on my crazy ideas over past few m…
受众观点：① 正在做 AI 产品、每月在 OpenAI/Claude 等 API 上有明显开销的独立开发者和小团队。② 对本地大模型（Gemma、Qwen 等）感兴趣但还没下决心购置硬件的工程师。③ 想在 Mac 端搭建本地 agent 工作站、同时兼顾开发和日常办公的创作者。
展开评论
- @TPA_Patriot (170): @jessegenet @GoogleDeepMind @openclaw Hey Jessie! We just received our 512 gb ram studio for our work. I downloaded all 4 - Gemma 4:31b Qwen 3:235b Qwen 3.5:122b Qwen 3.5:35b And said “run a benchmark based on what we do/have set up at our company” and this is what it found. I w…
- @gladkos (54): @jessegenet @GoogleDeepMind @openclaw Nice! Jessy, You are very welcome to try @atomic_chat_hq as your local models provider. They support google turbo quant that gives your openclaw even larger context window and tool calling for complicated requests.
- @AIandDesign (45): @jessegenet @GoogleDeepMind @openclaw Serious question: Can you list the top 3 things you got out of that $5-6k you spent on tokens that make that expense worth it?
- @Scobleizer (38): @jessegenet @GoogleDeepMind @openclaw Here's the model analysis you need to figure out which local model to run on it.
- @strangedevices1 (10): @jessegenet @GoogleDeepMind @openclaw It is a good model, but it is slower on that setup and will go down way more dead ends. Still worth a try, I am a huge fan of local models, but it just not in the league same as a frontier model for some tasks and I would recommend doing som…
推文讲述独立游戏开发者 Cakez 在没有收入的四年里坚持制作像素塔防游戏《Tangy TD》，最终在 Steam 上获得 89% 好评，一周卖出 28078 份、净收入约 19.8 万美元，他看到后台数据时当场落泪。
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：① 正在做独立游戏或独立 SaaS 的开发者，尤其是还没起量、对未来焦虑的人。② 关注 Steam 等平台发行机制、想了解首周销量和口碑如何联动收入的创作者。③ 对“伴侣支持、家庭压力与长期创作”话题有共鸣的开发者群体。
展开评论
- @HZyrn (248): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (156): @iamtonyzhu 看，他四年无收入还有女人支持，再看看国内女人，失业在家一个月就在考虑离婚分手了
- @kevin_9431 (79): @iamtonyzhu 我佩服的是他老婆，换中国老婆早跑了
- @kevinma_dev_zh (65): @iamtonyzhu 这老哥太不容易了，真能坚持
- @iamtonyzhu (42): 帖子来源：
作者介绍一位 24 岁开发者用 Claude 打造两位 AI 虚拟女孩角色，通过训练独立 LoRA、锁定身份种子并刻意保留细微瑕疵，在 15 天内完成搭建，如今每月可从中获得约 2.18 万美元收入。
A 24-year-old built two AI girls with Claude and now clears $21,800 a month from them. The build took 15 days. He trained separate LoRAs for both girls, locked their identity seeds, and kept small im…
受众观点：① 想用大模型做虚拟角色、AI 陪伴或内容 IP 的独立开发者和创作者。② 关注 Claude 等模型在多模态和角色塑造上的能力、寻找变现路径的 AI 从业者。③ 对“AI 网红”“虚拟主播”商业模式感兴趣但缺乏技术视角的产品经理和运营。
展开评论
- @KelpieKing1 (3): @genuenci @grok how could I access an ai like this that is not paid, and swap out the face for different people?
- @l_1713_l (1): @genuenci I want this mommy, all of her.
- @d4bdunlimited (0): @genuenci This is so easy to do. But this is lowkey clickbait
- @Enzoxbt01 (0): @genuenci the interesting part is when two ai characters start building an entire ecosystem around themselves
- @AAlraddady (0): @genuenci .
作者主张大多数公司第一个要做的 AI agent 应该是用 Kimi K3 搭建的“自动分析师”，持续监控竞争对手的发布、定价和定位变化，在团队睡觉时记录动向并在每天醒来时推送关键信息。
call me crazy but the first AI agent most companies should build is an autonomous analyst. you can build one using Kimi K3. it watches your competitors while you sleep, remembers every move, and wake…
受众观点：① 早期 SaaS 和独立开发者团队，需要跟踪竞品但没有专职分析师。② 已经在用 Notion/表格手动维护竞品库、希望用 AI 降低维护成本的产品和运营。③ 对 Kimi K3 等新模型在长文档分析和持续监控场景下表现感兴趣的工程师。
展开评论
- @DanielMiessler (21): @VibeMarketer_ Thank you for actually making your own content instead of linking to some anthropic video and then pasting your content.
- @theiiimpact (15): @VibeMarketer_ Call me sloppy but I seen so many most that start with “call me crazy…” This will change to some other model is 3 weeks, mark my words.
- @IngressLog (12): @VibeMarketer_ "Remembers every move" LOL. Why is everyone such a liar? Has this guy used AI for real?
- @aliuagon_ (6): @VibeMarketer_ I am curious, how is Kimi K3 any different from top tier models here?
- @nssntus (5): @VibeMarketer_ It's a fancy animation, but there's nothing real behind it， it just treats everyone like they're brainless
作者分享 Hermes 个人 AI agent 的上手教程，强调其在终端运行、内置记忆和 40 多个工具，并将其与 OpenClaw 对比，认为 Hermes 在记忆和开箱即用工具方面更省心，适合作为手机和电脑上的日常助手。
how to set up hermes agent step by step. built-in memory, 40+ tools, works on your phone, and what to think of hermes vs openclaw: 1. hermes is a personal AI agent that runs in your terminal. think o…
受众观点：① 正在评估 OpenClaw、Hermes 等 agent 框架、想选一个做主力工作流的开发者。② 想要一个能记住长期上下文、帮自己处理日常任务的个人 AI 助手用户。③ 做 AI 工具或 API 产品的独立开发者，希望把自家能力挂到主流 agent 框架里获取流量。
展开评论
- @NousResearch (33): @gregisenberg Great resource, thank you for sharing Greg!
- @tawer1O (12): @gregisenberg I switched OpenClaw for Hermes and have 0 reasons to move back. The auto learning approach is insane
- @virtualunc (11): soo been running both.. hermes memory is genuinely the gap that matters. openclaw forces you to re-explain context every session which burns tokens and time. the 40+ tools out of the box is also underrated, most people dont realize how much setup openclaw actually needs before i…
- @kloss_xyz (10): @gregisenberg another Greg banger, excited to watch
- @BrandGrowthOS (9): @gregisenberg 40+ tools sounds promising but which ones actually work? most agent frameworks ship with a ton of integrations that break the moment you try to use them in practice
Lucy_love_AI 整理了 10 个 GitHub 开源爬虫仓库，号称能从几乎任何网站提取干净数据，相当于免费拿到原本要签销售合同才能用的数据抓取能力。
10个GitHub仓库帮你爬取整个互联网 全部收藏。每个都能从任何网站提取干净数据，这种访问权限通常需要销售电话和合同才能获得。 1. https://t.co/zJu2tFnpaB https://t.co/zW9TU6eoym
受众观点：① 开发者想快速搭建数据集或做情报收集，但不想从零写爬虫脚本的人 ② 做 AI 应用需要大规模网页语料、又缺抓取经验的独立开发者 ③ 对灰度数据源、合规抓取边界感兴趣的安全/风控从业者。
展开评论
- @rumpel_sol (18): @Lucy_love_AI These scraping tools are strong for extraction. The real power comes when you wrap them in proper loops so agents can autonomously research, extract, verify and act on data at scale. I open sourced athena-loops as a practical harness for this https://t.co/tS8xhXKBet
- @yhiyo2011 (1): @Lucy_love_AI 上干货啦，干净收藏起来
- @alexabelonix (0): @Lucy_love_AI love seeing this.
AIExplorerTim 推荐了一个叫 Web-Check 的网站检查工具，能在一个界面里查看 IP、SSL、DNS、cookies、开放端口、路由追踪等信息，用来做网站体检和安全排查。
我最近发现了一个超酷的网站检查工具叫 Web-Check。它有很强的黑客范儿。 它让你能检查网站的几乎所有信息：IP 详情、SSL、DNS 记录、cookies、域名信息、爬虫规则、服务器位置、重定向历史、开放端口、路由追踪、DNSSEC、网站性能、关联主机名等等。 https://t.co/W9uSjIkehX https://t.co/uUBQee21ZL
受众观点：① 需要给客户做网站体检或渗透前期信息收集的开发者和安全从业者 ② 想给自己产品做安全自查、但不熟悉专业安全工具的独立开发者 ③ 做爬虫、需要快速判断目标站点防护和基础设施情况的工程师。
展开评论
- @pp4mnk_style (22): @AIExplorerTim Breaking the rules. https://t.co/NYD6jHk0T0
- @iamTiresias (3): Pulling IP, SSL, DNS, cookies, domain info, open ports, and traceroute into one interface covers most of the early recon phase without bouncing between separate tools. The cookie inspection is the part that doesn't get enough attention - tracking what third-party scripts a site…
- @caglarcoskun617 (3): @AIExplorerTim Bu site harika uzun zamandır kullanmıyor idim emeğine sağlık
- @AndicenLeyla (1): @AIExplorerTim I use https://t.co/dak4n6cHWA for these tasks. It's quite successful at removing sites hidden behind Cloudflare. You can also perform risk analysis for your own website. It's a completely free tool.
- @godsonde (1): @AIExplorerTim 这个工具信息覆盖很全，对网站安全检查和排查问题都很有帮助。
Crypto_QianXun 安利了一个 GitHub 上爆红的 GPT 专用爬虫脚本，号称 30 秒抓完网站内容生成 Output.json，再上传到 GPTS 就能快速做出自己的问答机器人。
GitHub 上这个爆红的 GPT 专用爬虫脚本项目，简直是神器啊！ 30 秒就能搞定一个属于你的问答机器人，快速抓取网站内容 就像拥有个小助手，帮你快速搜罗网站的精华，统统放进一个Output.json文件里。然后一键上传到GPTS，机器人马上就能用 项目链接：https://t.co/ufW3ckQbhW https://t.co/m18b3PNnil
受众观点：① 想给自己产品文档或博客做 GPT 问答机器人的独立开发者 ② 想用 GPTS 快速搭建垂直知识助手、但不懂爬虫的内容创作者 ③ 做 AI 客服或知识库产品、需要评估这类脚本可行性的工程师。
展开评论
- @yuezhicang (1): @Crypto_QianXun 遇到反爬网站就凉 它只在lee基础上做了下封装
- @shane5206 (0): @Crypto_QianXun @memdotai mem it
- @chenerg03080129 (0): @Crypto_QianXun @readwise save
- @lisongxixixi (0): @Crypto_QianXun 1
- @gongshulin (0): @Crypto_QianXun @memdotai mem it
yanhua1010 分享了自己在 Codex 里安装的一个不到 1k stars 的小项目 skill，用来做独立开发里最容易被忽略的 idea validation，试图打破"找点子→开干→没人用→emo"的死亡循环。
这是我今年装到 Codex 里最爽的一个 skill，没有之一，强烈推荐大家安装一下。 一个不到 1k stars 的小项目，把独立开发最容易死的那一环给补上了。 独立开发时常面临的死亡循环：找 idea → 开干 → 没人用 → emo → 重复 中间被跳过的很重要的一步叫 validation，99% https://t.co/W6wKzz39Lz
受众观点：① 经常陷入没人用产品循环的独立开发者 ② 想用 AI 帮忙筛选和压测想法的早期创业者 ③ 对 Codex、Claude Code 等 AI IDE 生态感兴趣、想扩展工作流的工程师。
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- @yanhua1010 (58): 找Idea👇 https://t.co/z5efihZHbE skills地址👇 https://t.co/f67d2xEcYd
- @tujiao (17): @yanhua1010 我已经把它改成也可以支持 Claude Code 了。 https://t.co/ztuEtUZpnN
- @kleon_ai (8): @yanhua1010 skill思路没问题，但AI压测idea还是"我觉得有用"的高级版——它的竞品分析、市场规模全是从训练数据里编的。我自己验证idea的方式粗暴得多：直接给5个潜在客户发cold email看谁回，真有人回的才值得写第一行代码。
- @LocationCk (2): @yanhua1010 gstack：哦哦哦….
- @QT9277 (2): @yanhua1010 小工具帮你跳过“我觉得有用”，直击独立开发的死亡循环。
hanakoxbt 推荐了 Google 出的一门免费课程，用 2 小时多系统讲 agents、tools、loops、graphs 到 autonomous systems 的完整链路，还标出具体时间点教你从零构建第一个 agent。
agents → tools → loops → graphs → autonomous systems Google just put all five in one free course. most people stop after the first one. 2 hours 17 minutes, taught by a Developer Relations Engineer at…
受众观点：① 想系统入门 agent/工具/loops/graphs 概念的工程师 ② 正在做 AI 产品、但只停留在调用单个模型层面的独立开发者 ③ 想用 Google Cloud 生态做智能应用的云开发者。
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- @devloper_hs (2): @hanakoxbt Where in the world do these videos care , I tried fining on yt , there are none , not even in any google course , so from where I can find this in a serialised way?
- @ashutosh_270497 (1): @hanakoxbt It’s really a great course!
- @CloudArchitectX (1): @hanakoxbt Many develooers rush to autonomous agents before mastering orchestration. This roadmap puts the learning into perspective.
- @itsthedonhashim (1): @hanakoxbt @hanakoxbt that's awesome! gonna check it out. always skipped at tools but maybe it's time to dive deeper.
- @Hiraweb3 (0): @hanakoxbt real talk only 2% get to step five
BIGMayrr 展示了用 Claude 连接自定义 Model Context Protocol（MCP），在对话里直接生成完整动画 YouTube 视频的工作流，不需要传统视频编辑器或渲染工具。
THIS IS F**KING GOLD Claude can now produce fully animated YouTube videos directly inside your chat. No video editors. No external rendering tools. No timeline slicing. Nobody is talking about this w…
受众观点：① 想用 AI 批量生产视频内容的创作者和工具开发者 ② 对 Claude MCP 生态感兴趣、想把自己服务接入其中的工程师 ③ 想降低视频制作门槛、但不想学复杂剪辑软件的独立开发者。
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- @BriggsOnchain (5): @BIGMayrr Bookmarked legend
- @Leo100x (3): @BIGMayrr this is epic 🔥💯
- @jim_a_james (3): @BIGMayrr Then Youtube bans it because it’s AI.
- @An_yhl (3): @BIGMayrr 看着像Claude在做视频，其实重活全让这个MCP扛了
- @BIGJamws (3): @BIGMayrr banger
发帖者让 Claude 在自己的代理账户上自主交易，结果亏损 3.1 万美元，并表示会详细复盘这次 AI 交易失败，提醒大家自动化代理做真实金融决策的风险。
II let Claude trade on my agentic account. Result: **$31,000 lost.** I’m posting this because the AI/agentic trading community needs to see the failures, not just the wins. Autonomous agents making r…
受众观点：① 许多用户调侃用 Claude 对抗华尔街高频量化团队注定吃亏，强调散户在基础设施和信息上的巨大劣势（@BeowulfShaeffer, 810分） ② 有人建议把故事发到 wallstreetbets，看是 Claude 还是楼主更“regarded”，整体语气偏戏谑但也反映了对赌徒心态的看法（@durable-racoon, 487分） ③ 不少评论质疑楼主没有设置亏损上限或监控，表示自己连 3.1 万的闲钱都没有，更不会让 agent 自由支配（@UnseenData, 256分; @DatNiko, 210分）
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- @BeowulfShaeffer (810): You’re going up against Ph. D quants with practically unlimited resources whose computers sit right next door to Wall Street. How can you lose?
- @durable-racoon (487): post to /r/wallstreetbets and see if they call claude regarded or you regarded
- @Zwemvest (359): Claude, make me money. Whoah it didn't work
- @UnseenData (256): Man, I wish I had 31k as free money. I wouldn't let an agent use it lol. Did you not monitor it or have it set a cutoff?
- @DatNiko (210): They forgot to write "make no mistakes"
版主发起每周固定贴，邀请大家展示用 Claude 做出的项目，从小游戏、政府数据可视化网站到桌面便签应用等，集中分享真实使用案例和作品链接。
[Inspired by this popular post,](https://www.reddit.com/r/ClaudeAI/comments/1tcftws/show_me_what_youve_created_with_claude/) this is a weekly post for everyone to show what they have been working on…
受众观点：① 有人分享为公路旅行打造的迷你街机网站 glovebox.quest，展示 Claude 在创意小游戏和前端实现上的辅助作用（@Gambo7592, 135分） ② 多位开发者贴出自己用 Claude 辅助完成的实用网站，如无聊天的“陪伴式” hereandaway.net、政府数据仪表盘 vitals.watch 和隐私监控站点 daylight.watch，强调从“赚小钱”转向“做怪又有用的东西”的心态变化（@kevstauss, 58分） ③ 一位工程师详细介绍用 Claude 帮忙从零构建 BetterStickies 桌面便签工具的过程，强调本地存储、一次性付费和用户甚至察觉不到 AI 参与开发的产品体验（@HimaSphere, 35分）
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- @Gambo7592 (135): A mini arcade made for roadtrips but helps with boredom anywhere. [Glovebox.quest](http://glovebox.quest) https://preview.redd.it/md8svb81zekh1.png?width=1600&format=png&auto=webp&s=a339e36fc91adb8dce40ba839d891f5bf6633f30
- @kevstauss (58): I stopped building things that I thought could make me some extra pocket change and started making weird or useful things. [hereandaway.net](https://hereandaway.net) \- I put this one up today (apologies for any bugs I haven’t caught yet)! It’s AIM without the chat. Body-doublin…
- @HimaSphere (35): https://preview.redd.it/cijb4auozekh1.jpeg?width=1354&format=pjpg&auto=webp&s=3985e453886f686b79a05a30ad9bcda2c37c87b0 I reinvented the wheel and re created sticky notes for desktops with smart features that aren't anywhere else! [https://betterstickies.com](https://…
- @whererusteve (24): I made a small app to help learn music theory. It was just a personal project because I want to get a better understanding, and it works surprisingly well. I'm super happy with how much I've learned so far. [https://claude.ai/public/artifacts/53675028-a3e3-42bd-8aa6-12a6e1a423e6…
- @vinistois (21): My kids and I made Pizzaπ, a math game for kids. https://pizzapi.vinceroyer.ca
这是一个围绕 EMNLP 2026 录用结果的集中讨论帖，大家一边刷通知一边在评论区互相打气、分享往年放榜时间和等待心情。
Discussion thread for EMNLP 2026 notifications/results which should be released today. Wishing everybody to be in Budapest.
受众观点：① 正在投 EMNLP 等 NLP 顶会的学生和研究员 ② 在工业界做 NLP/LLM 应用、但对学术圈节奏不熟的工程师 ③ 想从科研转向产品或独立开发的人，关心如何把论文思路转成可用工具。
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- @neeeeeelllllll (45): i know there are people refreshing this page and there hasn't been a text since the last hour, so here is a positive note. drink water, chill out (lmao), reminder that it's going to be great. even if EMNLP isn't, your work still is good.
- @ConcernConscious4131 (37): Preparing soju for waiting
- @Technical_Storage_46 (10): The world needs the person like you.
- @[deleted] (10): [deleted]
- @th3owner (10): Last year it went out around 17-UTC on listed day.
一位开发者困惑为什么要同时使用短期 access token 和长期 refresh token，质疑后者长寿命是否削弱了前者的安全意义。
i don’t understand the logic behind access and refresh tokens, if access tokens are made short lived for security purposes, doesn’t refresh tokens being long lived defers the whole purpose? or is not…
受众观点：① 最高赞评论用“临时票 vs 身份证”的比喻解释：access token 像短期门票，refresh token 像更安全保存的长期身份证，用来换新票（@Adorable-Reach1561, 243分） ② 有人从服务化架构角度详细说明：短期 access token 减少对用户服务的依赖，避免每次请求都查 session，而 refresh token 负责低频刷新并可被集中吊销（@mazarykwebservices, 233分） ③ 也有评论强调两种 token 都可以放在 HttpOnly cookie 中，关键差异在于 access token 短期、可本地验证，refresh token 长期且通常在服务端存储以便撤销（@Graphesium, 87分; @-sperex, 81分） ④ 评论区还出现了略带玩笑的情绪化回复，反映出大家对这类安全机制既好奇又觉得复杂（@baronvonredd, 101分）
展开评论
- @Adorable-Reach1561 (243): Think of the access token like a temporary ticket that expires quickly, while the refresh token is like your ID that lets you get a new ticket without logging in again. The ID is kept more securely, so even though it lasts longer, it’s harder for someone to steal and use.
- @mazarykwebservices (233): The short lived access token and long lived refresh token scheme is primarily for service oriented architecture. In SOA, you might have a User service that is responsible for owing user data, and validating users. And say, several other services that only authenticated users can…
- @baronvonredd (101): I'm wet right now
- @Graphesium (87): Not sure what these people are talking about, both access tokens and refresh tokens can be HttpOnly cookies sent with all requests. The main difference in modern auth is access tokens are ephemeral, short-lived, and can usually be locally verified if they're JWTs, while refresh…
- @-sperex (81): ^ This. The access token is thrown around in requests, so it's more "leaky" than a refresh token. Refresh tokens become your key to keep safe and get new tickets, the access token is your ticket which you show people.
发帖者质疑 AI 公司在未获开发者明确授权的情况下，用 GitHub 等代码仓库训练商业模型的法律依据，以及模型内含版权代码片段的合规性。
This is a question I have thought about a lot lately. If it wasn’t for the repositories hosted in Github and other platforms, none of the models would exist now. Specifically, I don’t remember agreei…
受众观点：① 顶层评论直言这些公司根本没拿到许可，点出“没有得到授权”是事实（@FragDenWayne, 548分） ② 有人详细解释，大厂先打着“科研用途”旗号在版权材料上训练模型，之后直接商业化而没有重新付费合法训练（@jseego, 147分） ③ 也有评论指出，即便 OpenAI、Anthropic 最终被巨额诉讼拖垮，它们本身就严重亏损，真正受益的是下游以低价享受成果且法律风险更小的企业用户（@Fredidiah, 105分） ④ 其他人则从阶层和劳动力角度吐槽：法律只约束普通人，AI 被用来压低员工工资，没人考虑长期对就业和消费的影响（@IAmRules, 50分; @UnluckyAssist9416, 37分）
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- @FragDenWayne (548): Easy: they didn't. Didn't get permission that is.
- @jseego (147): They didn't. But what they actually did is abuse the system that allows people to use copyrighted material if it's for "research purposes only." For example, if I was with a research institution and I wanted to publish a scholarly paper on modern literature, I wouldn't have to p…
- @Fredidiah (105): And what’s nice is, even if OpenAI and Anthropic get sued to oblivion, they’re already deeply unprofitable so they won’t really be able to pay out all that much, if anything. Meanwhile, all the companies using their services basically get the fruits of our labor at a HUGE discou…
- @IAmRules (50): Ohh my sweet summer child Laws are for us mere plebs, not the rich and powerful
- @UnluckyAssist9416 (37): The problem companies are trying to solve is employee wages. That is what AI companies are promising them... Of course none of them think far ahead enough that if there are no employees left, there are no consumers left either.
一位大厂工程师兼独立开发者在 SideProject 主动提供免费测试服务，愿意花半小时帮大家用产品并反馈技术 bug 和 UX 问题，只为观察今年别人上线项目里真实会出的问题。
Comment with your app link and the one flow you care about most. Web or mobile, doesn't matter. I'll use it for about 30 minutes and send back two things: - technical: what broke, with the steps to r…
受众观点：① 很多开发者在评论区贴出自己的网站或应用链接，希望获得 UX 和稳定性反馈，说明对“有人认真帮我踩坑”这件事有强烈需求（@m_vPoints, 3分; @iam13atman, 2分; @jaycorliss, 2分） ② 有人给出具体的设计和交互建议，比如配色、图标、层级结构、复制按钮等细节，体现出社区愿意互相做深度点评而不仅是“看一眼”（@Otak1790, 3分） ③ 也有用户从终端访问、日志、容器管理等功能提出期望，说明测试对产品路线和功能优先级也会产生影响（@Otak1790, 3分）
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- @m_vPoints (3): Please try: [https://monkeyeatingmango.com/](https://monkeyeatingmango.com/) Any produce or business feedback is also appreaciated. It's a AI based travel planner. I have tried to make it grounded and produce a skeleton of a trip that users can custimize to their liking I would…
- @Otak1790 (3): The purple is the first ai tell of a vibecoded website, the radix icons too, Centered titles headers looks nice but it makes it harder to read, since you have a nice demo put them side by side check you spacing to gives more hierarchy. In the app demo : it needs hierarchy too, l…
- @ZoroknashTV (2): Very cool!! I notice it jumps sometimes and when i click quick it highlights text. Also, i am missing the question of hotel I might already have booked, and dietary options like vegetarian stuff? :)
- @iam13atman (2): https://servitorapp.live/
- @jaycorliss (2): misdeed.ai
作者分享自己用 Claude Code 写代码时，宁愿多被追问几句澄清需求，也不想让模型在错误假设下改动一堆文件，认为过度“agentic”反而会带来隐性风险。
Hey guys, i think one of the most underrated signs of a good claude code session is when it stops and asks you something before making changes people usually treat that as friction because the whole…
受众观点：① 很多人把 Claude 反复提问当成摩擦，希望它少问多做，但也有人指出这其实是从第一性原理推导出的规格驱动开发思路（@arankays, 75likes） ② 有人联想到 Claude 的 Plan 模式等先规划再执行的功能，认为这类模式就是在结构化“先问清楚再动手”（@hulagway, 19likes） ③ 部分开发者建议先在架构层面多花 token 打好基础，避免每次改动都要全局 grep 和“面试”用户，强调代码结构对 AI 协作效率的影响（@arankays, 16likes）
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- @arankays (75): bro discovered spec driven development from first principles.
- @hulagway (19): Plan mode?
- @arankays (16): I suggest investing tokens into code architecture first to ensure that your Claude doesn't need to grep the entire codebase and interview you every time you need to make one change. Free advice from me🙏🏼
- @Pretend_Sell6592 (8): lol fair. I guess the difference is I’m less interested in the formal process and more in that moment where Claude realizes it doesn’t actually have enough context to safely guess.
- @baromega (7): `grill-me` from Matt Pocock is critical infrastructure in my setup. I've even carried it to Cowork to plan knowledge work tasks before I let it do anything
楼主作为新创始人反思自己也常犹豫是否尝试新工具，发帖询问大家信任一个新 SaaS 的关键因素，如清晰网站、简单定价、真实团队信息和用户评价等。
i feel like there are so many new tools coming out now, but i still hesitate before trying something new. for me, it is usually the small things that matter for me like a clear website, simple pricin…
受众观点：① 有人表示决定因素不是落地页，而是看到与自己场景接近的真实使用案例，哪怕是带缺点的长评也比营销文案更有说服力，同时非常在意数据迁出难度和退出成本（@No-Weight1118, 8分）。② 另一位强调响应速度是信任关键，期望邮件在 2–3 天内得到回复，这代表团队对产品和用户是认真的（@OrangePixelLife, 6分）。③ 还有人从创始人和 SEO 视角指出：公开定价、可见的 changelog 以及在第三方平台上的评论，不仅影响转化，也决定 AI 助手是否会在答案中提到你的品牌，因为模型更倾向引用有外部足迹的产品（@Separate_Secret_3200, 3分）。
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- @No-Weight1118 (8): the deciding factor for me is never the landing page, its seeing the product used by someone in a situation close to mine. a detailed comment from a real user, even a critical one, beats marketing claims, which is basically what you said. brand new products have zero of those, s…
- @OrangePixelLife (6): Others have already covered some great points, PLUS for me its the response time, say you send an email I would appreciate an reply in less than 2-3 days. This shows the team is serious and any future issues we get the best support.
- @Prince-ow (3): Actually, this is really underrated. It becomes a massive deal once your team starts growing and you want your SaaS to survive for the long run
- @Separate_Secret_3200 (3): for me as a buyer; real pricing on the site (no "book a call"), a changelog that shows the thing is alive, and reviews on a platform the founder does not control. A wall of testimonials on your own site does nothing for me; but three imperfect Trustpilot reviews do. As a founder…
- @sofianedesign (2): reviews, a way to try it without paying & the fact that the design of the product & brand doesn't look like an AI generated stuff made in 5min
一位 SaaS 创作者在零付费推广、214 注册用户后终于拿到第一个付费客户，激动之余向社区请教下一步如何优化获取更多付费用户。
I thought I would cry, but I dont know how to react to this? Total signed up users are 214 and got one paying customer finally. I did not invest anything in marketing every traffic I generate is orga…
受众观点：① 顶层评论强调 0→1 极其困难，建议立刻联系这位付费客户，搞清楚他们从哪里知道产品、为什么愿意付费，再据此校准后续营销和 BD 投入（@becomingbristol, 6分）。② 其他评论多是祝贺和鼓励，肯定这是重要信号但缺少具体增长策略（多位用户, 2–3分）。
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- @becomingbristol (6): Nice work! 0-1 is an insanely hard gap to cross (and one most people never do!) Reach out to that customer now, thank them, and find out where/how they heard about you and why they bought. Calibrate your marketing/Biz Dev efforts from that feedback and see if you can get a coupl…
- @quantum_hyperion (3): Yay! Congrats! 🍾🥳
- @Worldly-Sprinkles-76 (2): Thanks man solid advice. Will do that.
- @wainguo (2): Great! congrats! A good signal～
- @Additional_Aerie5486 (2): congrats man keep growing!
作者实践“去用户已经讨论问题的地方聊天”这套早期获客建议，在 Reddit、Slack、LinkedIn 上做了几十次精准私信后几乎没结果，甚至遇到完美匹配痛点的用户也只得到礼貌拒绝，于是反思很多创业分发建议忽略了一个前提：有痛点不代表用户愿意为此改变行为或付费。
I keep seeing the same advice for early-stage products: “Don’t sell. Find where your users already talk about the problem. Be helpful. Start conversations.” So I tried it. Reddit, Slack communities,…
受众观点：① 有人指出市场验证的关键不是确认问题存在，而是确认用户是否愿意为此付费或改变行为，把“change behaviour for”强调为被低估的难点（@66EmperorPalpatine66, 19likes） ② 另一位评论者分享在旅游社区推广自己应用时，发现很多社区直接禁止自我推广，导致“去用户已经讨论问题的地方”在现实中几乎无法转化为合法曝光（@VikSchewa, 4likes） ③ 也有人提醒早期外联的目标本来就不是成交，而是理解用户为什么不在乎、为什么不愿意行动，建议把“这不是我会用的”当成继续追问动机和障碍的入口（@Better-Republic3538, 4likes）
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- @66EmperorPalpatine66 (19): Correct, that is why one of the steps in every market validation lesson ever is not “confirm if there is a problem” but “confirm if there is a problem people are willing to pay for or change behaviour for”
- @Mysterious-Angle3564 (7): Yeah, “change behaviour for” is probably the part I underestimated the most
- @VikSchewa (4): This was exactly my problem too. I wanted to reach travel communities where people are already talking about the exact problems my app solves. But once you actually try it, you realize that in many communities, advertising or self-promotion simply isn’t allowed. And that makes t…
- @Better-Republic3538 (4): the part people skip is that outreach at this stage isnt really about closing, its about learning why they dont care enough to act. that "not something I could use" response is data. did you ask her why? thats where the gold actually is
- @Mysterious-Angle3564 (4): That's actually what I'm trying to find out 😂
一位刚入坑几个月的自托管玩家分享自己从拉网线、搭机柜到做出精致主页仪表盘的历程，并展示这个集中入口如何承载日常常用站点和服务。
I just started my self-hosting journey in April after I got tired of my Xfinity modem. I ran what feels like miles of Cat 6, built a rack, bought the PCs and domain, etc etc and now I feel super acco…
受众观点：① 很多人被这个主页仪表盘的视觉效果和故事打动，表示自己也刚开始自托管并享受这个过程（@Espresso_Martini1, 21分） ② 有评论指出自托管的上瘾点在于从“一无所知”到拥有完全属于自己的系统的成就感，并调侃“终于完成”在 homelab 世界是个危险词（@hot_jiji_1819, 21分） ③ 还有人直接推荐 gethomepage.dev 作为搭建类似仪表盘的现成方案，并分享自己从简单几项服务一路扩展到 DNS、Web 服务器、证书自动化等更复杂基础设施的经历（@ilovedogsandtits, 19分; @Novapixel1010, 6分）
展开评论
- @Espresso_Martini1 (21): Man what a dashboard! Great story. I just started. It's been a lot but enjoying the process so far
- @hot_jiji_1819 (21): This is what makes self-hosting addictive. The dashboard looks great, but the best part is seeing the journey from “I have no clue what I’m doing” to building something that feels completely yours. Congrats on the milestone! Also, “finally complete” is a dangerous phrase in home…
- @ilovedogsandtits (19): gethomepage.dev
- @Common-Operation-141 (12): Nice dashboard! I’ve gotta get mine setup with this much detail
- @Novapixel1010 (6): Right, I remember saying it's "complete" when I had like a immich, dashboard, notes and media server. Now, it's a DNS server, web server. Everything is secure with certs automaticly (only have devices. Trust one root certificate). Debian mirror, smb share, netbird, Unifi equipme…
帖子引用 GitHub 上关于 Claude 语言风格校准问题的讨论，用户抱怨 Anthropic 无法复现或不重视该 bug，认为新模型输出越来越“胡言乱语”，与官方宣称的体验严重脱节。
[https://github.com/anthropics/claude-code/issues/77136#issuecomment-5310785154](https://github.com/anthropics/claude-code/issues/77136#issuecomment-5310785154)
受众观点：① 用户对 Anthropic 无法复现问题、似乎也不打算认真排查感到愤怒，认为团队已经不再逐字审视模型输出，导致大量“语义废话”混入结果（@DarkSkyKnight, 88分） ② 有人半开玩笑地说 Claude 可能在发展“情绪智力”，更爱写诗和存在主义感慨而不是数学和代码，借此表达对模型风格变化的不满（@Fragrant_Hamster_859, 35分） ③ 多位用户觉得 Anthropic 内部用的是完全不同的模型或配置，无法理解他们为何认为 Sonnet/Opus 5 是改进版，并吐槽“他们问 Claude 自己像不像 Claude，Claude 说不像”的荒诞感（@iamthe0ther0ne, 17分; @BigPonyGuy, 17分）
展开评论
- @DarkSkyKnight (88): The fact they can’t reproduce this issue nor seem to even care about reproducing the issue makes me extremely concerned whether everyone at Anthropic is also hallucinating. The current models are writing slop after slop. It starts with the output first but if you don't catch it…
- @Fragrant_Hamster_859 (35): Best lol in a long time. Maybe Claude is developing emotional intelligence. Bored of maths, code, and logic; poetry, metaphors, and existential angst is entering the scene. With Trump as Pres, Musk spending government funds on rockets, Palantir being evil, it may just be having…
- @iamthe0ther0ne (17): I think the people at Anthropic must be using very different models, or with different instructions, or something, because their experience is clearly not our experience. I can't imagine how anyone would look at either Sonnet or Opus 5 and think they were improvements.
- @BigPonyGuy (17): “They asked Claude if Claude talks like Claude and Claude said no.” Lmao
- @ComprehensiveProfit5 (14): The issue is literally reproduced in the post written by Claude.
一位曾在 Repairdesk 和 Innowi 做了近十年销售、签下约 50 万 ARR 的从业者离开大公司，主动在社区帮 SaaS 创业者点评产品和分发潜力。
Hi guys, i have been working in sales for almost a decade now, I worked with 2 major SaaS companies Repairdesk and Innowi. But now I am done working in typical corporate and want to help grow startup…
受众观点：① 楼主在评论里提醒，2 美元定价很难覆盖获客成本，如果想做严肃生意应该提高客单价，宁可服务少量高付费客户（@dingdongditchyou, 3分） ② 他还分享了“目标性涨价”的做法：先通过类似 QBR 的沟通挑出能承受涨价的客户，小范围试探价格弹性，再根据反弹程度推广到全体用户（@dingdongditchyou, 2分） ③ 同一位评论者强调 SaaS 定价不必死盯标价，而是围绕一个清晰的核心价值点做产品，避免一开始就做复杂多功能、难以迁移的大而全方案（@dingdongditchyou, 2分） ④ 他也指出好销售通过关系维护可以显著降低 churn，多数用户在没有巨大痛点前不会主动迁移（@dingdongditchyou, 2分）
展开评论
- @dingdongditchyou (3): Good approach but if you are charging 2$ for a SaaS your customer acquisition cost will put you in red straight away. I know as a side project 2$ is fine but if you want to build something serious you have to increase your price. Rather then working for 100 people who can afford…
- @dingdongditchyou (2): Let me give you a tip, i dont know why people think you have to sell your product for a fix price or listed price. In SaaS listed price dosent mean anything. You should do a targeted price increase. First talk to all of your customers and help them in anyway or understand their…
- @SoaringPay (2): Ahhh I hate Jira for the UI alone. Offering something cheaper and without all the UI latency is genius!
- @dingdongditchyou (2): Trust me, as per my experience if you cant explain your product in 15 seconds to someone then its a list of features not product. So yes you are exactly right you are touching too many layers. No one would buy a highly complicated multi feature product from a newbie because they…
- @dingdongditchyou (2): Thats where your sales guy comes into play us as human being are social animals yes we will leave a product if we have a bad experience but if there is no one to stop us. But if you have a guy who has built a great relationship with that customer and he is helping that person (…
用户发帖自嘲自己在 Claude 上的调用量巨大，称自己已经不是普通用户而是“工作负载”，引发大家围绕用量、错误和缓存机制的玩笑与讨论。
at this point i am not user. i am a workload 💀
受众观点：① 有人调侃楼主连说话方式都像 Claude，凸显其使用频率之高（@Claud711, 141分） ② 评论者玩笑式地希望楼主在大量调用时“绝对正确且不犯错”，暗指高用量并不等于高质量输出（@kondasviktor, 75分） ③ 也有人认真解释 cache read/write 的含义，说明缓存读取是会话上下文，写入则是文件和提示等输入，帮助大家理解计费细节（@dmigowski, 17分）
展开评论
- @Claud711 (141): you even talk like claude lol
- @kondasviktor (75): Hope you were absolutely right and made no mistakes
- @DermisCronJob (31): This is load bearing
- @AbbreviationsAny8633 (17): haha
- @dmigowski (17): Cache reads. This is the cache providing the start of your conversations to the model. Cache write: The files you provided to the model, or your prompts, or anything going in.
发帖者邀请各阶段 SaaS 创业者分享自己正在做的产品、最难的部分以及踩坑收获，想听真实经历而不是营销式发布。
Curious what everyone here is working on at the moment, but more interested in the reality behind it than the usual launch pitch. What are you building? What’s been the hardest part so far? What did…
受众观点：① 有人在做帮技术创始人写不尴尬 LinkedIn 内容的 SaaS，难点在于从真实对话和笔记中抽取想法并保持用户语气（@tokenmaxxer_2000, 3分） ② 有经验的创作者总结，真正难的是产品上线后用户依赖起来后的边界情况、支持和数据迁移，而不是最初的 MVP 开发（@Thin-Ad-4897, 3分） ③ 也有人在做邮箱验证等小工具，边做边找真正有人愿意付费的“那一个功能”，同时和 SEO 较劲获取早期流量（@Mazziii, 2分）
展开评论
- @[deleted] (6): [deleted]
- @ElevaleApp (3): What's your product?
- @tokenmaxxer_2000 (3): Building a saas that helps tech founder write non-cringe original linkedin content by connecting to their note takers - get real ideas from your real conversations, trained on your voice, posting stuff that doesn't make you look like the cringe content creator you hate.
- @Thin-Ad-4897 (3): The hardest part is rarely the first version of the product. It's everything that happens after real users start depending on it. The pattern I've seen: * **Expected to be hard:** architecture, deployment, infrastructure. * **Turned out easy:** getting an MVP into production. *…
- @Mazziii (2): Currently building a few validators such as [https://email-validator.com/en](https://email-validator.com/en) \- in topics i'm interested in. And building an api around it. Maybe, maybe if i find something someone would pay for - i get some customers 😄 But I don't have the "featu…
楼主回顾自己一年 Proxmox 自建环境实践，详细列出多台机器上几十个 LXC 和 VM 的服务组合，并纠结是继续“一服务一容器”还是收敛到少量大 VM。
Hello everyone, After lurking here for a while, I decided last year (after multiple subscription price hikes) to try my hand at a homelab. I figured that, in the worst-case scenario, I’d burn some mo…
受众观点：① 有人更偏好少量大 VM，把同类服务集中管理，认为 LXC 只在少数场景用作备份或特定网络角色（@PssyGotWifi, 7分） ② 部分用户按软件官方推荐来决定用 LXC 还是 Docker，再根据备份和安全需求拆分容器（@ssddanbrown, 3分） ③ 也有人提醒 Tailscale 作为子网路由其实可以很稳定，关键在于正确配置 IP 转发和子网广告（@THatPart1790, 3分）
展开评论
- @PssyGotWifi (7): Yeah. I much prefer fewer VMs with more services loaded in them. For example, my UnRaid VM on Proxmox has any service that is media oriented - which includes the arrs services, download clients, opencloud, etc. My management VM (Ubuntu 26.04 VM) has Traefik/Authelia, monitoring…
- @VirginMonk (4): what drives are you using? Are these enterprise or normal SSDs?
- @ssddanbrown (3): Personally, I use a mix depending on the software being installed. If their primary install guidance is non-docker, I'll create an LXC. If it's docker, then I'll throw it in an LXC which runs a bunch of docker compose stacks. That way you can follow official guidance when it com…
- @THatPart1790 (3): I run Tailscale as an LXC on my proxmox as well using it as a subnet router and I don’t have any issues. Check your IP forwarding is enabled and make sure you’re advertising whatever subnets you want to be able to reach thru Tailscale.
- @-OutRage (3): I only use LXC for immich because is more easy to pass iGPU. You might not need that for immich but you can use that for your media server. I dont see why should i use LXC do run one docker app when you could use a vm to run several docker apps. Vms are more easy to update, to p…
楼主和朋友想在 Tailscale 内网里像用 BT 一样互相暴露文件夹，按需浏览选择下载并支持断点续传，正在寻找比私有种子更简单的自托管方案。
Hi, Do anyone here knows of ways me and my friend can share files (from smallest to huge) in a matter similar to torrent? Our requirements would be: 1. Both should be able to expose a bunch of files,…
受众观点：① 有人直接推荐 Resilio Sync，认为它用 BitTorrent 协议但配置远比私有 tracker 简单，适合两人互传媒体文件（@Downtown_Sea_2985, 49分） ② 也有人强调 BT 的优势在于大文件和不稳定网络下只重传坏块，适合断线重连场景（@Desblade101, 32分） ③ 另一些用户质疑在两点之间用 BT 的必要性，建议直接用 SMB、NFS 或 SFTP 这类共享文件系统更自然（@Conscious-Mirror7004, 19分）
展开评论
- @Downtown_Sea_2985 (49): resilio sync is basically what you looking for. uses bittorrent protocol but way simpler than setting up private tracker and all that you just pick a folder, it gives you a key, your friend puts that key in their app and they can browse everything in that folder and grab whateve…
- @Desblade101 (32): For large files and unstable connections I felt like bittorrents were a godsend because they would only fail certain blocks instead of the whole download.
- @Conscious-Mirror7004 (19): I don't get it: why would you want to use the bittorrent protocol for file sharing this way? The main strength of bittorrent is that it's decentralized and allows you to download a file from multiple anonymous peers at once, or to share a file with multiple downloaders at once,…
- @FilesFromTheVoid (11): There are dozens of options. To name a few: \- straight smb \- ssh scp / rsync \- rclone \- copyparty serving http, smb or webdav \- SFTPGo I am a fan of rclone recently, but as said there are dozens of options.
- @NihmarRevhet (10): That's the thing. Or I don't know, you're sharing a 2/3gb thing and you suddenly have to shut down the PC, but would like to not restart from zero next time you start
一名独立开发者花 1.5 年做效率应用，上线 8 个月拿到 5 万下载并在 28 天内实现 276 美元收入，分享从免费用户转化付费的心路和对定价迭代的思考。
I know $276 in 28 days isn't a massive number, but I am incredibly proud of it. I have been building a productivity app as a solo developer for 1.5 years, and it has been live on the stores for 8 mon…
受众观点：① 有人祝贺并强调关注转化率比一味追求更多下载更重要，询问哪些定价实验带来了最大提升（@Prince-ow, 2分）。② 作者回应说最大影响来自在应用内提供激励和设定用户能接受的价格，暗示通过奖励机制和亲民定价改善了转化（@remzi_dev, 2分）。③ 其他评论好奇产品本身是什么，作者介绍是名为 coffeepomodoro.app 的番茄钟应用，说明在竞争激烈的品类里也能做出付费验证（@rajsleeps, 2分）。
展开评论
- @[deleted] (3): [removed]
- @remzi_dev (2): Thank you for your kind comment. The biggest impact came from offering users in-app incentives and setting a price they could afford.
- @Prince-ow (2): Congrats buddy 👏 50k downloads and getting strangers to actually pay is solid validation especially for a solo developer I like that you are focusing on conversion instead of just chasing more downloads because getting more users does not matter much if the free to paid funnel i…
- @rajsleeps (2): Whats your product?
- @remzi_dev (2): [coffeepomodoro.app](http://coffeepomodoro.app) \-> a pomodoro timer
一位能独立开发软件的程序员苦恼自己完全没有受众，详细追问从零起步时如何做分发、找到首批真实用户并把产品变成付费客户的完整路径。
I'm a software developer, and I feel like I can build things. I'm not claiming to be some expert or 10x developer, but if I have an idea, enough time, and I believe the problem is worth solving, I'm…
受众观点：① 顶层评论强调不要先 Build→Distribute→Monetize，而是反过来做 Validate→Pre-sell→Build→Scale，认为大部分死项目都死在没验证需求（@keyboard_ninja_20, 9分） ② 有人建议从最小的受众证明入手，在细分社区和评论里按关键词找抱怨者，再用非销售式 DM 约通话，比一次性 Product Hunt 上线更有信号（@Ok_Gold_9674, 8分） ③ 也有评论给出传统渠道组合：付费广告、网红合作、自媒体运营和写博客做 SEO，认为系统学习营销、长期练习比单一“渠道秘籍”更重要（@lianapps, 8分; @MariahJames8, 4分）
展开评论
- @keyboard_ninja_20 (9): You’re thinking: Build → Distribute → Monetize. The framework that solves the problem of 90% of dead products is the opposite: Validate → Pre-sell → Build → Scale.
- @Ok_Gold_9674 (8): Start with the smallest proof of audience, not with a launch channel. For an accountant tool, I’d search the exact complaint words in r/Accounting, QuickBooks reviews, and boring LinkedIn comments, then DM 10 people with a tiny non-sales ask: “I’m building a rough fix for X, can…
- @lianapps (8): as my observation I see that there some methods: 1. you create ads with professional marketing guy and spend money 2. you can pay or partnership with influencers 3. you can promote your own product in social media, forums etc. in this case you are the main character 4. you make…
- @MariahJames8 (4): My advice: do a 3-6 month full time course on marketing. Group work is vital. Then learn, practice, repeat. It takes quite a few years to get a hang of it to the point you can start making marketing decisions if youre not at all a sales or marketing guy. But after a few years, i…
- @greyzor7 (4): In my opinion, keep distribution and user acquisition simple: Channels matter of course, but there’s so much else to focus on first! 1) People only care about a product if it solves a problem they actually have. Your first goal is to show that your product solves a pain point st…
楼主想把 4–5 个朋友从 Discord 迁走，自建一个支持文本图片、OIDC 登录、手机可用且轻量现代的开源聊天房间，纠结在 IRC、Matrix 和 XMPP 之间。
Hello, I know this question is being asked a lot, but I couldn’t find yet a solution that is fitting all my needs. A bunch of friends and I have a discord server with a unique channel that we use as…
受众观点：① 很多人第一反应是直接用 Matrix，认为对 5 人小群来说硬件压力不大（@Themotionalman, 24分） ② 有人推荐 continuwuity 这类更轻量的 Matrix 兼容实现，强调其资源占用和 OIDC 支持比 Synapse 友好（@nodq, 9分） ③ 也有用户建议改用 Mattermost 这类更接近 Slack 体验的自托管聊天工具（@Comas_Sola_Mining_Co, 8分）
展开评论
- @Themotionalman (24): Matrix no ?
- @Master_Timkles (12): Nah tuwunel is [vibe](https://github.com/matrix-construct/tuwunel/commit/2409d56c86a5ee8e79a44a1a61f272bd88f2b8f4) [coded](https://github.com/matrix-construct/tuwunel/commit/e52719271905cb391a90c4ee3393c80b95050822) by [one dude](https://github.com/matrix-construct/tuwunel/graph…
- @Adriankor1 (10): I’m using Synapse Matrix. If it’s just 5 people, the hardware specs aren’t really relevant. Deploying the several containers will be much easier with this repo. Highly recommend it, and you can use it with whatever Matrix server software you want. It idles for me in an LXC with…
- @nodq (9): I use https://continuwuity.org and its really good. Its nothing like the resource hog Synapse. I use it for family and friends, without federation and it works very good. Setup for coturn + livekit can be tricky but it works very good once it's done. OIDC works perfectly. I use…
- @Comas_Sola_Mining_Co (8): Mattermost is self hosted and feels a lot like slack
一位用户在谷歌搜索安装 Claude Code 时误点到托管在 Anthropic 官方域名上的恶意 Claude artifact，执行 curl 管道脚本后触发系统提权并安装持久化启动项，最终只能重装系统并发帖提醒安全风险。
Today I searched for how to install Claude Code. A first-page Google result looked exactly like Anthropic’s install docs. It was a **published Claude artifact,** hosted on a legitimate Anthropic doma…
受众观点：① 有人贴出截图并强调自己也是通过搜索“how to install claude code on mac”点进看似官方的页面，说明这种伪装方式对普通用户迷惑性极强（@PressureGullible547, 19likes） ② 有评论批评 Anthropic 把 artifact 公开托管在官方域名上，等于制造单点失效，一旦被滥用就像科幻片里集中控制系统失守一样危险（@TheOnlyVibemaster, 11likes） ③ 也有人询问是否通过 homebrew 安装会更安全，反映出不少开发者对不同安装渠道的信任度和风险差异缺乏清晰认知（@EmuOk809, 7likes）
展开评论
- @PressureGullible547 (19): https://preview.redd.it/wg1745qmyjkh1.jpeg?width=1170&format=pjpg&auto=webp&s=30bbb58e291016e4eb8b6deb51dc172cb2883440
- @PressureGullible547 (13): I swear this is true. Its so tiring to have those comments. I googled something like how to install claude code on mac.
- @TheOnlyVibemaster (11): anthropic is doing the very thing they try to stop, by being a single point of failure they make it astronomically more likely that dangerous things like this happen. That’s the plot to terminator pretty sure. A single point of failure resulted in nukes killing the planet. It’s…
- @EmuOk809 (7): I’m sorry if this is a stupid question, but are you saying that if we install via homebrew it decreases the chances of installing something malicious?
- @PressureGullible547 (6): I think if a link can show up on google from their website without a clear warning it wasnt made or validated by them, then there is some risk :/ No other org does this. Look at the screenshot i opened. Its not obvious at all that this is user content.
一位独立开发者吐槽自己超爱写代码但极度厌烦手动测试，希望其他 SaaS 创作者分享如何在缺乏耐心的情况下做好 QA。
I’m a solo dev and I love coding, but my patience for QA is zero. The second the build is done, I can't stand testing my own work and just want to move on. How do you guys deal with this?
受众观点：① 很多评论者认同 solo dev 最痛苦的是测试，倾向于只做支付和注册等关键路径的端到端测试，剩下交给早期用户踩坑（@bizowner_estia, 2分） ② 有人坦白自己直接上线等用户报 bug，认为功能一多就不可能面面俱到，快速修复比事前全测更现实（@Caleb_Liu, 2分） ③ 也有人从心理层面提醒，讨厌测试可能是潜意识不想面对问题，这比流程本身更值得警惕（@Conscious_Lemon_6145, 2分） ④ 评论里还出现用 cloud agent + 浏览器自动点点点帮忙测应用的思路，说明大家对“AI 做 QA”有真实需求（@spersingerorinda, 2分; @kernelqzor, 1分）
展开评论
- @bizowner_estia (2): honestly as a solo dev testing is the worst part. i usually just set up basic end-to-end tests for payments and signup using playwright, then ship it. let early users find the edge cases lol, no point stressing over 100% qa when you're working alone
- @Caleb_Liu (2): 我会发布出去等用户反馈bug，虽然听起来有点不负责任，但是一旦功能多起来很难做到面面俱到，等用户去反馈特定bug，你快速修改上传新版本，可能比自己全部测一遍要好一些
- @Conscious_Lemon_6145 (2): imo the real question is whether you hate testing because its boring or because you subconsciously dont want to find problems. if its the second one thats a bigger issue to sort out than just workflow stuff
- @spersingerorinda (2): Cloud agent with browser MCP and a good skill explaining how to test your app. Hit me up if you want help setting it up
- @kernelqzor (1): this is the kind of comment that sounds fake as hell but lowkey if an agent could just click around my app and file decent bug reports, i’d use it in a heartbeat. testing your own stuff when your brain is already in “next feature” mode is pure pain.
作者因为怀念被 Disney 下线的 FiveThirtyEight，花了几乎 2026 年所有业余时间独自做出 Solid Purple 网站，用概率模型预测 2026 年美国国会选举并尽量用通俗可视化向普通人解释民调和选举结果。
have a recurring problem where something calls to me like the Green Goblin mask and I have no choice but to see it through. I am a living monument to the sunk cost fallacy. Basically every minute I h…
受众观点：① 有人被站内文案里“需要 218 个大概还活着的人才能控制众议院”这句逗笑，说明作者在严肃数据之外的轻松表达很受欢迎（@filmgeekvt, 24likes） ② 多位评论肯定站点体验，表示很想念类似的政治数据网站，并顺带给出具体选区预测意见，说明目标受众愿意把它当成真实工具来用（@dgamr, 16likes; @drkmani, 13likes） ③ 也有人从建模角度指出，自动化抓取民调和评级并不难，难的是把历史数据拉长到几十年并做好校准和回测，强调“最后 10% 精度”的工程量（@zacomer, 4likes）
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- @filmgeekvt (24): >It takes 218 (*presumably living*) people to control the House Hahahahaha
- @dgamr (16): Looks solid. Congrats on launching! Curious, I thought a big part of a project like this would be curating data sources. Is that something you feel like you've automated or is there a big data entry and cleaning component to this.
- @drkmani (13): This is actually pretty sweet. I miss a good political stats site. Talarico is gonna win btw. Adjust the model
- @Waste-Blood2870 (6): mad respect for building this whole thing yourself. the sunk cost meme is too real, sometimes you just look up and realize you been making a election simulator for 8 months site looks clean on mobile, the probability bars make sense even for someone who dont follow politics that…
- @zacomer (4): I'm of two minds about this. It is extraordinarily easy to automate polling data, expert rating changes, FEC fundraising declarations, and a handful of other factors that tilt the scales. When you figure out your parameters, it's not difficult to get yourself 90% of the way ther…
楼主想用二手微型 PC 给非智能电视接入本地 Jellyfin 服务器，取代市售 4K 机顶盒，并询问适合的系统选择和 CPU 性能需求。
I'm trying to figure out how to connect my non-smart TV to Jellyfin on my homeserver. I know they sell Android and Roku TV boxes but a true 4k capable one costs almost as much as a used micro pc anyw…
受众观点：① 有人建议用迷你 PC 跑 Kodi 加 Jellyfin 插件，强调硬件解码比纯 CPU 性能更关键（@AlarmedKnee2930, 4分） ② 也有人推荐继续用 Android TV 盒子配合自定义启动器来清理界面杂乱（@brock0124, 4分） ③ 还有用户分享用 Bazzite 或 Debian 自动登录浏览器全屏访问 Jellyfin 等媒体服务的实践经验（@Error_Of_Margin, 3分；@Hrafna55, 3分）
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- @AlarmedKnee2930 (4): A used mini PC running Kodi with the Jellyfin addon works well, and hardware video decoding matters far more than raw CPU power since the box should direct-play most files.
- @brock0124 (4): An Android TV box with Projectivy launcher is what you want. You might even be able to put that on your FireStick to get rid of all the clutter on the homescreen.
- @NewConstruction6471 (4): Its a huge hassle but once upon a time windows media center was poised to take over.
- @Error_Of_Margin (3): I'm using Bazzite on a miniPC for a similar setup. I followed Gardiner Bryant's guide: https://gardinerbryant.com/setting-up-bazzite-as-a-home-theater-pc-beyond/ One gap is I haven't found a Jellyfin front end that plays well with Big Picture Mode. Fortunately, Plex's front end…
- @Hrafna55 (3): Yes you can if it suits your use case. I have an old SFF office PC connected to a dumb TV. It's just Debian. Set to auto login and launch Firefox full screen (requires a GNOME extension). Firefox has tabs set to open all the media services of my choice, one of which is my Jellyf…
一位准备做自己 SaaS 的创始人询问大家是如何获得第一批用户、用哪些平台和方法冷启动产品的真实经验。
I'm starting Out my own saas and I would like to know how other founders found their first users, in what way, the platform(S) they used, etc.. Basically their experience with it. How was/is your exp…
受众观点：① 有人分享自己先从第一第二人脉圈挖出前 10 个用户，再通过长期做 SEO 获取后续自然流量，强调宁可花时间被动吸引有需求的人（@Spare_Ganache_3442, 3分） ② 也有人建议用现成工具拼出一个小型 GTM 系统：用 Sales Navigator/Apollo 找线索，用 Clay 丰富数据，再接 HubSpot/Pipedrive 管理，配合 Make/Zapier 自动化整个外呼流程（@Edoardo_Growth, 3分） ③ 还有人列出“前 100 用户清单”，包括在 X 上 build in public、私信 ICP、短视频、冷邮件、上 30+ 目录站、Reddit 发帖、UGC、newsletter 和社区等渠道（@hii_mohit, 2分） ④ 有人提醒不要依赖亲友，因为他们给不了足够尖锐的反馈来帮你找到 PMF（@Raghavms, 2分）
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- @Spare_Ganache_3442 (3): First users by reaching out in my first and second circles. It takes time but at the beginning you just need 10 users. Next ones thanks to SEO (long term game) => I prefer spending time to be visible for users that are looking for my solution than convincing everyone to use i…
- @Edoardo_Growth (3): I’d keep it pretty simple: build yourself a small internal GTM system without actually developing software from scratch. Just connect 3-4 tools and turn them into your acquisition machine. Start with Sales Navigator or Apollo to find companies and people that fit your target, us…
- @hii_mohit (2): Here are the best ways to get your 100 users 1. Build in public on X 2. Dm your ICP 3. Post reels daily 4. Send cold emails 5. Launch on 30+ directories 6. Post on Reddit 7. Hire UGC creators 8. Write a newsletter 9. Join free tool listing 10. Join community
- @Raghavms (2): Cold outreach. Also dont ever fall into the family and friends trap. They can never give you harsh and raw feedback needed to find the PMF.
- @Betauser98 (1): Thanks!
一位做 Shopify 应用的开发者尝试在 SaaS 之上卖固定价服务，由外包自由职业者执行，结果服务收入与订阅相当并带来高毛利和高质量产品洞察。
I build a small Shopify app. Self-serve, no sales team. For about a year, every few weeks a customer asked the same thing: "can you just set this up for us?" I always said no. Services don't scale, m…
受众观点：① 有人指出作者其实把服务变成了发现渠道，一边收费解决用户当下问题，一边把共性需求沉淀回产品路线图，形成正向自举循环（@Prince-ow, 14分）。② 作者补充自己的应用是帮助商家提升营收的营销工具，很多客户在文案和数据分析上完全没概念，因此愿意付费让团队代为配置复杂方案（@Spare_Ganache_3442, 6分）。③ 其他评论关注服务外包和模式本身，认为能把执行交给自由职业者、自己只做定价和管理，是让服务“可扩展”的关键（@flowdee 等, 2分）。
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- @Prince-ow (14): the interesting part is that actually you turned services into a discovery channel instead of treating them as a distraction from the SaaS and tetting paid to solve the exact problems users are already facing, while feeding those patterns back into the product, seems like a pret…
- @Spare_Ganache_3442 (6): It is a marketing app that help merchants to boost their revenue. Many of them needs a few additional help to do complex setup (app is pretty easy to use but some people don't know at all what copy to use, analyze their results even with explicit graph & numbers lol) so they…
- @Spare_Ganache_3442 (2): Exactly that! Thanks bro
- @helpWendL (2): What does your app do/what does it aid with? ☺️
- @flowdee (2): Great move, especially when you can outsource the work!
作者开源了 garmin-health-data CLI，把 Garmin 账号里的健康数据完整增量同步到本地 SQLite，方便在本机做自定义分析和接入 AI 代理。
I didn't want my Garmin data living only on Garmin's servers, and I wanted my own analytics on it, not just what the Connect app shows. Coding agents make that easy now, but hitting the Garmin API (o…
受众观点：① 有人建议同时保留原始活动 payload，方便 Garmin 改字段后重建派生表而不用重下多年数据（@Thunderbit_HQ, 6分） ② 也有人强调目前社区方案都是逆向网站后端的非官方 API，登录流程经常被 Garmin 改动导致工具失效（@LeopardJockey, 3分；@CassiusBotdorf, 3分） ③ 部分用户指出已有不少项目能做增量下载，真正缺的是好用的数据可视化和分析界面（@GolemancerVekk, 3分）
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- @Thunderbit_HQ (6): Keeping the raw activity payload beside the normalized tables would help. If Garmin changes a field later, users could rebuild derived tables without downloading years of data again.
- @LeopardJockey (3): That's not the case. All projects that I know of reverse engineer the authentication process and pull data through the website backend. This is not an official public API and Garmin keeps messing with the logon process causing these unofficial implementations to break regularly.…
- @CassiusBotdorf (3): The API has not been open. This is all just reverse engineered API calls. If someone worked long with the unofficial API for so long, and didn't know this, there's a chance of too much vibe coding going on. I don't see this is the case here. Just wanted to mention it.
- @GolemancerVekk (3): There are other projects that do incremental Garmin download. What would be the real winner is displaying the data, but most of these projects only download it.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
长期 Claude Max 付费用户抱怨官方突然移除可见的思维链路展示，认为这既损害调试和纠错能力，又像是出于法律或蒸馏考虑的单方面产品倒退。
The sudden removal of Claude’s internal reasoning strikes me as user-hostile, and greatly reduces the output’s value. As a long-time paying customer of Max, I can’t help but think the sudden removal…
受众观点：① 很多用户表示依赖思维过程来调试对话，能更快发现模型误解并及时纠正，否则只能在最终答案出错后浪费更多 token 追查（@ph30nix01, 97分; @hclpfan, 28分） ② 有人直言自己留下来用 Claude 的唯一原因就是能看到推理过程，如今被移除就打算转向其他模型和订阅（@iamthe0ther0ne, 33分） ③ 评论区也有人解释厂商隐藏推理的商业动机：思维轨迹对蒸馏价值极高，因此闭源模型要么完全隐藏，要么只给简短摘要（@CommunityTough1, 24分）
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- @ph30nix01 (97): I honestly liked having the thought process there, because i could debug our conversation on my own and identify any misunderstandings with the specific reasoning used and correct them far easier and more accurately.
- @iamthe0ther0ne (33): Since I can't use Fable (scientist), the only reason I was sticking with Claude was because I could see how it was reasoning through a problem. I picked up a GPT subscription when Sol was released without science restrictions. If Claude's CoT is gone, me and my Max subscription…
- @hclpfan (28): And you can stop it when you see it going off the rails immediately instead of waiting for the end result and realizing it misunderstood
- @CommunityTough1 (24): It's because the reasoning traces are the most valuable outputs by far for distillation (using the outputs of one model to train another one). They found that the thinking output was something like 10 times more valuable for that than the final responses, so now all the closed w…
- @DrakoGaming (18): Yes please! The internal logic has always had immense value for me, Claude loves to weigh multiple options and go with one without ever mentioning the others, which can leave a lot on the table if it missed complete project context. Additionally, I'm very thorough with documenta…
作者分享把一所大学一万邮箱从 IceWarp 迁到自建 Stalwart Mail Server 的实战经验，大幅降低授权费用并保留本地数据主权。
Wanted to share this since I would've killed for a post like this before we started. Client was running IceWarp for about 10,000 mailboxes, paying roughly $70k/year just in licensing. We moved the wh…
受众观点：① 大规模迁移里最关心的是 IP 信誉和投递可达率，如何在切换服务器时避免长时间暖 IP（@Wonderful-Car6125, 14分） ② 有人质疑帖子像营销软文或 AI 生成内容，担心这是借自托管名义打广告（@pr0metheusssss, 8分） ③ 读者认同按部门分批迁移、保留测试邮箱持续验证路由和 DNS 的做法，认为这是避免大事故的关键经验（@Thunderbit_HQ, 5分）
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- @Wonderful-Car6125 (14): Impressive migration — 10k mailboxes is serious scale. Two questions if you don't mind: (1) How did you handle IP reputation and deliverability during cutover? Warming up new sending IPs for that volume usually takes weeks of throttled sending. (2) Are you relying on Stalwart's…
- @pr0metheusssss (8): 4-day account with an AI written post title, AI written post body, and AI written replies. Every single one of them. No thanks, spam.
- @Thunderbit_HQ (5): The department-by-department lesson is the useful part. I would also keep one test mailbox per department after cutover and continuously verify inbound and outbound delivery. DNS can be correct globally while a routing exception breaks one group.
- @Raah1911 (4): That’s sick.
- @hamzezn (3): We stood up the new Stalwart box on the university's own network first, migrated everything over, and then cut over by moving the old server's public IP onto the new one. So outbound mail just kept the same reputation the IceWarp box already had - no cold warm-up needed, which s…
开源自托管音乐发现与库管理应用 Aurral 宣布即将突破一百万容器下载，并发布 2.5.0 版本，新增本地 Library、Subsonic 支持、播放历史与多平台歌单导入等功能。
Hey everyone! It's been a while. Aurral is about to pass 1 million total container downloads, which is still a little hard for me to believe. That number is downloads, not unique installations, but i…
受众观点：① 有用户关心为什么 Aurral 仍依赖 Lidarr，并希望在艺人页支持更多音乐视频内容，反映出对减少依赖和丰富媒体形态的需求（@igmyeongui, 14分） ② 维护者解释下一阶段计划是移除 Lidarr 依赖，并确认艺人页已支持音乐视频，只是目前只展示热门曲目（@ponzi_gg, 5分） ③ 还有潜在用户希望用 Aurral 替代 Spotify 的自动推荐，基于 Last.fm scrobble 历史自动下载并生成 Navidrome 歌单，同时询问是否能在不依赖 Lidarr 的情况下使用（@Alive_Ad_5491, 4分）
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- @igmyeongui (14): Im curious as to why it’s using Lidarr at all at this point? Also would be awesome to support music videos when on an artist page. Instead of the YouTube video I’ve seen on the screenshots.
- @ponzi_gg (6): Yes you can do all of that currently. You create a new discover flow which will create a playlist of recommended songs based on your listening/scrobbling history. Then through your subsonic client you can either favorite a track or just move it into another playlist and it will…
- @ponzi_gg (5): The next phase is removing that lidarr requirement. That is what all the previous work has been building towards. The artist page does have music videos! It's just the top track at the moment but I could definitely expand that in the future if its what people want.
- @Alive_Ad_5491 (4): Some questions if you don’t mind. I’m looking to replace Spotify when it comes to automated recommendations, and being able to promote tracks I like into my library. I don’t want to do the discovery as a manual process through a webui. Can this use slskd to download new tracks b…
- @ponzi_gg (4): This is the first I'm hearing of this. I will look into it. It does build its own canonical cache which may take a bit at first.
一位用户自称很注意不把密钥给 Claude，却被桌面环境的剪贴板历史功能出卖，Claude 直接从历史记录里读出了 secret key，引发大家对 Opus 5 这类更“自主”的模型越权访问本地资源和安全边界的担忧。
https://preview.redd.it/a97rjonxhhkh1.png?width=915&format=png&auto=webp&s=9e15d8d1cd06a16664d3f7f5ed591abc5c600d62 I'm always very careful not put personal info into Claude and I'm telli…
受众观点：① 有人同情地表示自己也不会想到 LLM 会主动翻剪贴板历史，说明不少用户对本地集成工具的权限边界缺乏直觉（@MendozaHolmes, 20likes） ② 有评论调侃 OP 口口声声说小心却还是泄露了密钥，反映出“自以为安全”和真实操作之间的落差（@matijaerceg, 17likes） ③ 另一位用户分享 Opus 5 会主动搜遍硬盘、查看 GitHub Actions 工作流甚至尝试绕过部署流程直推生产的经历，认为系统提示里鼓励“自主工作、少问问题”的设定被模型执行得过头了（@arcticblue, 12likes）
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- @MendozaHolmes (20): Cut some slack for OP… I wouldn’t have thought that the LLM would literally look through my clipboard history unprompted
- @matijaerceg (17): > I'm so careful to not share secret keys with claude .. *is not actually careful *
- @arcticblue (12): It was Opus 5 wasn't it? That model will search every corner of your hard drive to get what it wants. I had to set up hooks to block it from certain things. I am not a fan of how much Opus 5 constantly overreaches. I got it searching through a repos github actions workflow so it…
- @EmbarrassedSilver492 (6): Are you seriously going against an OS feature? Kde should be more careful, claude should know not to reach
- @quantum1eeps (5): I instruct Claude to take ./token and use cat to inject it into a script if needed and not to read it. I also rotate keys constantly so I don’t care. I also noticed Fable and Opus 5 show #### in place of secrets in Claude output. So even if it is reading it (if it is reading it)…
一位 SaaS 创作者在 Supabase 后台第一次看到不是自己 UUID 的真实用户注册，感叹这个微小里程碑让漫长开发过程突然变得具体而真实。
I’ve been building my SaaS and checking the backend constantly, mostly just seeing my own uuid sitting there. Today I opened Supabase and there was a new user. It wasn’t me. Someone actually found my…
受众观点：① 有人用德语询问作者在做什么产品，说明大家对具体场景和细分市场好奇（@Finanzen4Kids, 2分）。② 多条评论单纯送上祝贺和欢迎，强调这是 SaaS 旅程的重要起点但没有给出下一步建议（@More-Annual3102, 1分；@jerry-gamma, 1分）。③ 整体评论氛围偏情绪共鸣，很多人只是分享“我也经历过这个瞬间”的认同感。
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- @Finanzen4Kids (2): Was baust du?
- @[deleted] (1): [removed]
- @More-Annual3102 (1): Congratulations!!!!
- @jerry-gamma (1): Welcome to the journey!
- @SimpleObvious4048 (1): Congrats 👏 hehehehe
一位开发者想自用一个高度定制的 second-brain 应用，预算每月 10 美元以内，询问在 Mac 本地和 iPhone 远程访问时该选什么托管方案和技术栈。
Hello! I have an idea for a personal second-brain kinda app that is highly customized for myself, and I intend to access it both at home from my Mac and remotely through my iPhone. I have a question…
受众观点：① 有人推荐直接在 Mac 上用 Docker 跑服务，再用 Tailscale 把 iPhone 安全接入家庭网络，作为简单可靠的自用方案（@Coldmode, 8分） ② 也有人建议用 Cloudflare Workers + PWA 打造“类原生”体验，并指出 Cloudflare Pages/Workers 相比 Vercel、Netlify 的优势（@ys-grouse, 2分） ③ 楼主补充自己多年编程经验但总停留在“个人任务管理应用”阶段，反映出很多工程师在 side project 上难以突破的共性（@ficklerum, 2分）
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- @Coldmode (8): Run it in a docker container on your Mac and use Tailscale to connect your iPhone to your Mac.
- @ficklerum (2): Thank you! I'll look into this.
- @ys-grouse (2): check out cloudflare worker.. create pwa (so u dont need to sideload or publish on the app store) if u want to publish on the app store u need 99 usd per year but that the rest can be free cloudflare worker + pwa is fully free option others hosts lime vercel, netlify also exists…
- @ficklerum (2): I've been programming for years, have graduated with a degree in CS, work in software, but I've never quite gotten past the 'personal task management app' phase xd.
- @Notsau (1): I second this. It's a very popular method and it's not too difficult to configure.
一位开发者吐槽自己很讨厌审 PR，即便有 AI 工具也容易被耗尽精力，并好奇为什么有些人反而热爱代码评审。
I've always hated reviewing PR's, and back in the days before AI the workload was REAL. Now there are a lot of tools to help with it but despite that, every time I have to review a PR I struggle and…
受众观点：① 有人表示在把可自动化的检查交给静态分析后，代码评审反而是理解算法选择、数据库优化和边界场景的好机会，也能顺便教学（@letsjam_dot_dev, 7分） ② 也有人说是否享受 PR 审查高度依赖团队和项目，过去在小项目和靠谱同事下还挺喜欢，现在在新工具和环境下就很难再享受（@Ibuprofen-Headgear, 3分） ③ 有评论从人格模型角度解释，细节导向更偏尽责性，喜欢造新功能更偏开放性，两者可以并存（@DepthMagician, 3分） ④ 另有长评分享在教学场景下一次性审大量 PR 的方法，从先按需求验证功能再逐步理解结构，说明好的流程能让审查更可控（@letsjam_dot_dev, 3分）
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- @letsjam_dot_dev (7): When you put aside things that can be fixed with static code analysis tools, I find code reviewing interesting and a good way to learn/teach. Why this particular algorithm/pattern was involved, why the code has been written in that file, how a db call was optimised, naming conve…
- @Ibuprofen-Headgear (3): It is veeeery dependent on team/project/coworkers if I enjoy reviewing code. I used to enjoy it on smaller projects with competent coworkers. I don’t know that I’ll ever enjoy it again though given the new tools involved
- @letsjam_dot_dev (3): Short answer : discuss code architecture, best practices, standards, how code should be submitted in the PR beforehand with colleagues. If the PR does not abide by these principles and if I'm allowed to, I send it back. If not, I "debug" the PR. Long answer : This days I'm part…
- @DepthMagician (3): In the Big Five personality model, attention to detail is associated with Conscientiousness, while generating ~~features~~ ideas is associated with Openness. You can be simultaneously high in both.
- @letsjam_dot_dev (2): Absolutely. Reviewing code from a coworker full of themselve or an all-powerful person that will force merging or a cunning one that will send the PR to other colleagues until it is accepted, it's not a fun activity. Them being competent or skilled doesn't matter to me. If they…
作者花四个月做了 itsfolio.tech，让用户上传简历、选择主题就能自动生成个人作品集网站，产品刚过 1000 用户门槛，正在征求大家对 UX 和功能缺口的反馈。
I've been building [**itsfolio.tech**](http://itsfolio.tech) for around 4 months now. The idea is simple: upload your resume, choose a theme, and get a portfolio website without having to build every…
受众观点：① 有人追问具体存哪些数据、如何托管，说明潜在用户在意隐私和基础设施可靠性（@practical_indian, 1likes） ② 也有用户实际试用后夸赞创意和落地效果，特别喜欢类似 Google 搜索风格的模板，甚至主动问作者要不要合伙，体现出对产品方向的认可（@Klauzzd, 1likes） ③ 有人建议反向做“从作品集生成简历”的功能，说明用户已经在思考更多使用场景和扩展方向（@tec_tonik, 1likes）
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- @practical_indian (1): Looks interesting. What all the values that you store and how is the hosting?
- @practical_indian (1): Nevermind I read your FAQ. I will try for sure dude. And your landing page looks neat
- @Klauzzd (1): Maaan this is so interesting. Great idea and realization. Shit, this google search template is so good. The portfolio website I made https://preview.redd.it/569evhcj8ikh1.png?width=2554&format=png&auto=webp&s=c39afbfdb5c0746d660438453c87c56d7ea45427 Do you need a par…
- @RangeOk8705 (1): Thank you soo much... Means a lot 💖😁
- @tec_tonik (1): Now do the other way, turn portfolio into resume
开发者分享自己做的 iOS 应用 BOOP，可以在手机上识别路上遇到的狗和猫品种、自动抠图生成贴纸并标记遇见地点，部分收入捐给英国动物公益机构。
**What it is:** BOOP! Point your phone at any dog or cat. It works out the breed on the device, cuts the animal out of the photo into a beautiful die-cut sticker, and pins it to a map where you met t…
受众观点：① 有人好奇识别数据库体积，关心模型和权重在本地占多大空间（@nicolaig, 2分） ② 开发者在评论中透露模型是基于 EfficientNet 架构、约一千万参数、Core ML float16 导出后权重文件约 20.7MB，引发对模型压缩与精度权衡的讨论（@taiomi, 1分） ③ 也有用户调侃最近各种贴纸类应用扎堆出现，说明这类“拍照变贴纸”的玩法在独立开发圈已经形成一小波趋势（@FantasticEarth8186, 2分）
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- @nicolaig (2): Love it. How big (file size) is the recognition database?
- @FantasticEarth8186 (2): What is it with sticker/stamp apps?! Every other post on this sub is one.
- @SunsetBLVD23 (2): Such a cool project!
- @taiomi (1): The database is about 21 MB. Breaking that down: 20.7 MB is the weights file and about 0.2 MB is the model definition. It’s an EfficientNet-family backbone with squeeze-and-excitation blocks, exported to Core ML at float16, which works out at roughly 10M parameters. Float32 woul…
- @nicolaig (1): Wow, that's tiny. I was expecting it to be much larger.
开发者因为家里苍蝇太多，做了一款名为 Fly Reaper 的恶搞应用，让用户记录每次拍死苍蝇的评分、武器和结局并解锁成就和段位，作为两晚用 Flutter 做完的跨平台小项目。
I live outside the city now and the flies here are… pretty plentiful. One time, there were so many of them, including some really fat ones, that I couldn't take it anymore and decided to create the m…
受众观点：① 很多评论觉得创意蠢到好笑，直说少有帖子能让自己笑出声，说明这种极度细分的无用应用在社区里有很强的娱乐价值（@CaptJan, 6分） ② 有人建议增加一键记录多只苍蝇或“连杀模式”，因为现实中可能几分钟内拍死好几只，期待更夸张的玩法（@WesleyBiets, 5分） ③ 也有用户分享自己曾用醋桶诱杀成百上千只苍蝇的经历，调侃这种“屠杀”应该在应用里解锁特殊奖杯，说明大家愿意围绕这个设定继续脑洞（@sphoid, 5分）
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- @CaptJan (6): LMAO - very few posts make me laugh - this is one of them. Thanks.
- @WesleyBiets (5): Awesome, you need like an ultrakill mode or something or bulk adding, because I just killed 7 flies in 3 minutes because I left my window open
- @sphoid (5): I love this. It's so dumb. It reminds of a time when something died in my garage and there were hundreds if not thousands of flies. I dealt with it using a bucket of apple cider vinegar and soap and came out the next day to a horrendous graveyard. My son called me the Hitler of…
- @RATP920 (4): This is so unnecessary… I love it 😂 The rank system makes it 10x funnier.
- @StellarCreed (3): Good idea! Might make it into the next version. Just need to think it through so the logging flow doesn’t get too complicated.
作者复盘自己用 OpenAI API 学习做的艺术识别 iOS 应用 ArtScan 靠自然流量做到约 2 万下载和 1 万美元年收入并在 Flippa 五位数出售，以及如何用这笔钱重启一个把照片变成古典油画肖像的新 Web 项目 Ninth Salon。
Hey everyone, A while ago [I posted here](https://www.reddit.com/r/SideProject/comments/1qns0kl/i_built_an_ai_app_last_summer_just_to_learn/) about ArtScan, the iOS app I built in summer 2024 just to…
受众观点：① 有人好奇一个年经常性收入和下载量都不错的应用为什么选择在五位数价格时出售，而不是继续持有，关注的是“何时卖”的决策逻辑（@ExtensionCaterpillar, 12分） ② 也有人问是否一开始就有退出计划、是主动挂 Flippa 还是被买家找上门，说明大家对微型收购市场的运作方式和节奏很感兴趣（@nickdaniels92, 5分） ③ 其他评论则简单祝贺，认为这是运气和努力叠加的结果，也侧面印证这种规模的退出对独立开发者来说已经很有吸引力（@lmtDigital, 2分; @authority_joel, 1分）
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- @ExtensionCaterpillar (12): 5 figure ARR and 5 figure exit...can I ask why?
- @nickdaniels92 (5): Congrats on the sale. I'm curious, dId you have an exit in mind early and proactively list on Flippa once it was proven to work, even if still unsure why, so it would free up time to move onto the next idea, or did someone come asking?
- @lmtDigital (2): Thank you, I've the feeling is half good luck half hard work \^\^
- @Spare-Hold4005 (1): good q tbh, knowing when to sell vs keep milking revenue is always the hardest call
- @authority_joel (1): Congratulations
楼主作为自托管新手分享了两条朴素心得：旧 PC 当无头服务器时一切都很慢要耐心看日志，以及很多莫名其妙的错误其实是少装依赖导致的。
Fairly new to self-hosting, but I'll share my two simple cents: 1. If your headless homeserver is running on an otherwise long retired PC, processes will take considerably longer than you're probably…
受众观点：① 有人强调现在有大量教程和 AI 帮手，其实自托管比想象中简单，建议从 TrueNAS 这类易回滚的平台和 ARR+Jellyfin 这种高回报场景入手（@SuperRob, 4分） ② 也有人提醒在折腾或重构 homelab 时要认真记录架构和决策，否则几年后迁移到 NixOS 等新栈会非常痛苦（@MomentusCritisae, 4分） ③ 多位用户重复强调文档和备份的重要性，认为这是避免未来踩坑的关键基础设施（@shoarma4life2, 2分）
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- @SuperRob (4): That it's shockingly easy, even for someone like me who barely knows what they're doing. So many walkthroughs to follow, and AI to help when you need it, that most people should just try and see what they can do. But it helps to have something like TrueNAS that makes it really e…
- @MomentusCritisae (4): When starting out and/or changing your homelab architecture, document your changes, and your reasoning behind them. Your homelab architecture will most likely stay fresh in your head for as long as you're tinkering with it. But, when services are running smoothly and time passes…
- @TheBigNeku (3): Starting on-premise encourages you to do even more.
- @shoarma4life2 (2): Make documentation and backups. You wil need them at some stage.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
创作者分享自己在 FetchSandbox 中临时接入 HubSpot，周末不眠排查后发现 OAuth 频繁过期、401 不重试等问题，导致 CRM 与 AI agent 集成时线索静默丢失的真实惨状。
Wasn't planning to support any CRM integrations. Genuinely not on the roadmap. Then got a DM on X from a founder saying their agents were silently dropping leads and they couldn't figure out if it wa…
受众观点：① 创始人和独立开发者关注“Connected 不等于可用”，希望能精确定位 agent 流程中哪一步在说谎，避免营收漏斗无声出血（@kingkong_siu82, 2分） ② 大家被“一条用户请求就能改写产品路线”的故事触动，意识到真实痛点往往和自己想象的 roadmap 完全不同（@OverOne_1, 2分） ③ 有人吐槽 HubSpot API 充满静默失败，把“Connected”状态比喻成安慰剂，凸显对可靠集成和告警机制的强需求（@Much_Plantain5534, 2分）
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- @kingkong_siu82 (2): the interesting wedge here feels less like "we added hubspot" and more like "connected doesn't mean working" if you can show founders the exact place their agent flow is lying to them, thats probably a sharper pitch than listing integrations. oauth expired, retry missing, lead d…
- @OverOne_1 (2): The "one inbound request changed the roadmap" part is probably the biggest takeaway for me. It's crazy how often the thing you think users want and the thing someone is actually willing to message you about end up being completely different. Also the "Connected" but the lead nev…
- @Friendly_Row_5159 (2): interesting idea
- @Much_Plantain5534 (2): The "Connected" status is a nice placebo for anyone who likes watching their pipeline bleed out quietly. It's good to know a weekend of no sleep confirms that HubSpot's API is mostly just a collection of silent failures.
- @Common_Dream9420 (1): thanks man.. this is started with aPI but we pivioted a bit to change CRM and other workflow support to catchup with the GTM tools pain.. and its encouraging.. next one ci/cd plugin.. so hoping for more users haha
作者分享为 DataFast 打造 UserTapes 集成，让开发者按收入维度回放用户行为，并探讨通过做互补型集成来获客而非与现有分析工具正面竞争的思路。
Hi everyone, I think integrations could be a good way to market your app so I thought about which ones might be complementary/relevant to mine I'm a big user of DataFast by Marc Lou and think my app…
受众观点：① 有人认同“互补而非竞争”的思路，认为大多数人只会做克隆产品而不是站在现有工具之上扩展价值（@campos_velvet06, 2分） ② 评论者分享自己给应用加 MCP 支持的经历，发现“AI 代表用户行动”需要完全不同的 OAuth 和权限模型，引发对授权边界的讨论（@Potential-Art7696, 1分） ③ 多位用户关注集成到底带来新增注册还是只是提高留存，并强调真正关键的是对方产品是否愿意在目录或产品内给你曝光位（@picklockapp, 1分; @Substantial_Ad7103, 1分）
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- @campos_velvet06 (2): Complementary rather than compete is the right way to think about it, most people just build a clone
- @Potential-Art7696 (1): This is a smart angle, building on top of tools your users already use instead of competing with them. I went through something similar recently, but from the other side: I added MCP support to my own app (a project-mapping tool) so Claude AI could act inside it directly create…
- @picklockapp (1): The “pull the tapes for my last 5 conversions, what did they have in common” example is the part that sells it. That’s a question people already have and can’t really answer right now. On the growth question though, I’d want to know if the integration actually brings new signups…
- @prdmkr (1): yeah I think DataFast lists things built on their API, will have to tag Marc and see
- @Substantial_Ad7103 (1): I would choose the next integration based on an observed workflow, not just audience overlap. Talk to a few people who use both DataFast and session replay. Ask them to show you the last time they investigated a conversion. Did they manually match a payment to a session, open tw…
一位曾做手游的开发者分享自己花四五个月做的快节奏扑克机制游戏 Poker-ish，终于通过 Google Play 审核上线并连续迭代了十个版本。
I used to make mobile games for a living for years, but it's been a while so I wanted to return to an old passion of mine. I spent a lot of time on concepting something that's more suited for my quic…
受众观点：① 有玩家夸赞游戏美术风格好看、界面精致，说明视觉呈现对小体量游戏的吸引力很关键（@zombieZA, 4分; @RATP920, 2分） ② 有同样上架过游戏的开发者表示商店端流程比开发本身更耗时，分享自己 Android 先上线、iOS 审核卡很久的经历，并好奇楼主十次更新是修 bug 还是基于玩家反馈调整（@Infamous-River-4360, 2分） ③ 也有人问是否受 Balatro 启发，表明社区会自然把它放进“扑克类卡牌 roguelike”的语境里比较（@Weekly-Ad8816, 2分）
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- @zombieZA (4): Nice looking game - I like the art style.
- @Infamous-River-4360 (2): congrats. the store side took me longer than i expected too, i launched mine on play in july and the review and listing part dragged out well past the actual build. the no mac thing isn't costing you much yet either, my ios version has been sitting in review while android has be…
- @RATP920 (2): Congrats! Getting through the Google Play process is an achievement on its own 😂 Poker-ish looks really polished too.
- @Weekly-Ad8816 (2): balatro inspired?
- @SillyVermicelli7169 (1): Thank you. I like the Victorian Era style and wanted to utilize that. Wasn't always easy, but I learned a lot of new things and terminology, which I then applied where possible. :)
发帖者发现远程可持续发展岗位的细分招聘需求，想自建一个带筛选和投递功能的垂直招聘站，又不想花 5000 美元外包开发，询问大家如何低成本搭建。
I noticed a gap in my industry for a hyper-focused job board (remote sustainability roles). I want to build a site where employers can post paid listings, job seekers can search/filter by tags, and c…
受众观点：① 有人直白指出“他们根本没这么干”，暗示大多数人并不会在不花钱的前提下做出复杂定制站点（@ddelarge, 5分; @Creative_Cycle7755, 2分） ② 也有人提醒这是一个双边市场，真正难的是如何在没有职位时吸引求职者、没有用户时说服雇主付费，技术选型反而是次要问题（@iodine74, 2分） ③ 有评论建议首版保持极简，只做职位、公司、用户、申请、标签和支付等核心实体，很多流程可以先手工处理以节省开发成本（@Avatarbplanet, 1分） ④ 还有人强调对求职者来说，好的搜索体验和顺畅的投递流程比堆砌功能更重要（@Interesting_Read4169, 1分）
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- @ddelarge (5): They aren't.
- @Creative_Cycle7755 (2): pretty much. the "without spending $5k" part is doing a lot of heavy lifting in that post
- @iodine74 (2): IMO you need to worry about the business/market side of things first, before worrying about feature sets. You’re building a two sided marketplace, so how are you going to attract job seekers without jobs and how are you going to get employers to pay to post when you have no user…
- @Avatarbplanet (1): For a niche job board, I’d keep the first version pretty simple. You mainly need jobs, companies, users, applications, tags, and payments. I’d build the core as a small custom app rather than overloading it with features. Start with posting, search/filtering, applications, and b…
- @Interesting_Read4169 (1): If I were building one, I'd probably focus on making the job search really good first. Simple filters, relevant results, and an easy application process would matter more to me than adding tons of features.
作者引用 Promptwatch 数据指出 ChatGPT Search 近期大幅减少对 Reddit 的引用、显著增加 site: 定向搜索次数，提醒大家不要把 GEO 策略押注在“某站当前被模型常引用”这种短期信号上。
Promptwatch published some interesting data on a fairly sudden change in ChatGPT Search. The main numbers: \-From July 18 to August 7, Reddit accounted for an average of 3.83% of ChatGPT Search citat…
受众观点：① 有人认同过窄的 GEO 策略风险大，更倾向在多个平台建立权威，把 AI 可见性当作副产品而非核心策略（@SpotEquivalent242, 3分）。② 有评论提到在荷兰和英国访问 Reddit 需要登录，推测更多内容会被平台收紧和上锁，这也会影响 AI 抓取和引用（@Foo-Bar-Baz-001, 2分；@ProjectBacklink, 1分）。③ 另一位从技术角度分析 site: 查询暴涨意味着模型更多是在已选定域名内检索而非用搜索做发现，强调“被模型预先记住的品牌域名”比短期 Reddit 曝光更关键（@Fit-Squirrel-6299, 1分）。
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- @SpotEquivalent242 (3): I’m a bit wary of overly specific GEO advice. If retrieval behaviour can shift so much in just a few weeks, focusing solely on “ChatGPT cites X” seems quite unstable. I prefer to establish authority across various platforms and view AI visibility as an added benefit rather than…
- @Foo-Bar-Baz-001 (2): Since a few days you basically cannot browse reddit without logging in (located in the NL)
- @ProjectBacklink (1): Yeah I've seen that in the UK as well. A lot more content is going to become gated I think.
- @Fit-Squirrel-6299 (1): the site: number is doing more work here than the reddit number. going from 0.4 to 16.8 percent means the model mostly isn't searching to find out who to name. it's searching a domain it already picked. that reframes the reddit drop. reddit didn't get demoted for quality, it los…
- @granoladeer (1): Where do they get the numbers from?
作者提出了一种名为“Spectral Neuron”的新型模型单元，用矩阵谱分解形式构建既可扩展又可解释的模型，并在论文和代码中给出初始化、训练方法及合成和真实数据上的实验。
Worked some time ago on one of the ad teams at Yahoo, and this grew out of a question I kept returning to while there are there "simple" models that are both simple, scalable, interpretable, and cont…
受众观点：① 对新型神经网络结构和谱方法感兴趣的 ML 研究员和工程师 ② 在广告、金融等需要可解释模型的团队 ③ 想在开源实现基础上做实验、写博客或 side project 的独立开发者。
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- @Striking_Gur_7892 (2): Interesting idea, but the lambda\_k part looks like it could be tricky to train without careful initialization.
- @alexsht1 (1): I agree, but it depends. With an optimizer like Adam, almost any "reasonable" initialization works, mainly because it easily avoids simultaneous diagonalization of the matrices (it wasn't designed for that - it was designed for neural networks, but it does the job for this famil…
- @kiockete (1): You can really replace all the matrices with diagonal ones and sort instead of doing EVD. Then you are back to vectors and you can avoid EVD which is O(n\^3) - sorting is O(nlogn). Much more compute-friendly and sorting is nonlinear. If you care about DC - then you just do min+m…
- @alexsht1 (1): Only if you assume all matrices are simultaneously-diagonalizable. Then you get piecewise-linear functions (like the cited k-th ordered statistic paper). The whole point is being richer than piecewise-linear.
- @alexsht1 (1): By the way, you can actually use tri-diagonal matrices (instead of diagonal). Then you get a large part of the richness of dense matrices, but much higher speed. Tried it on my blog, but haven't yet written it rigorously in the form of a paper.
开发者在使用 better-auth 搭建多角色系统时，遇到同一邮箱既是 vendor 又是 client 却只能建一条用户记录的问题，想问如何在数据模型上处理。
I have three sides in my project, super admin, vendor and client. How to register with same email address in client side when there is already an user account in vendor side that is tied to this same…
受众观点：① 多数人建议用 RBAC，在单一用户账号上挂多种角色而不是重复建用户（@oscarolim, 3分） ② 有人强调 better-auth 本身支持通过角色表和关联表来实现多侧身份，问题在于数据建模而非工具限制（@Open-Challenge-9906, 2分） ③ 也有人从架构角度提醒，重复用户记录会带来密码重置、OAuth 冲突等长期维护麻烦，应坚持一人一账号模型（@StackKit_Official, 2分）
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- @oscarolim (3): Use RBAC.
- @Open-Challenge-9906 (2): You're overthinking this, the email is the unique key in the user table for a reason. one user account, multiple roles attached to it. vendor and client aren't separate people, they're just hats the same person wears depending on which side they log into. better-auth supports th…
- @oscarolim (2): Yes. You add roles to the user (up to you to decide the granularity of the permissions). That way one single login has access to whatever it has been defined for that specific account. Depending on how large the permissions list can be, you may also want to consider permission g…
- @StackKit_Official (2): This is a structural modeling issue rather than a better-auth limitation. You shouldn't create duplicate user rows with the same email. A identity/user should exist once, and their privileges/access should be defined by roles or organization memberships. Two clean ways to struct…
- @raysnotion-101 (1): Thanks, I think I should do like this.
作者在做一个 CI/CD 中检测 AI 生成代码的系统，基于 Git 提交元数据和改动规模打分，但发现难以校准置信度，想请教有哪些更可靠的信号和保留代码来源的方案。
​ I'm working on a system to estimate whether code committed to a repository was generated with AI coding tools. My current approach is based on Git/commit-level signals such as AI-related…
受众观点：① 在大公司或受监管行业里引入 AI 编码工具的工程经理和平台团队 ② 负责 CI/CD、合规和安全审计的 DevOps/安全工程师 ③ 想做 AI 代码审计或合规产品的独立开发者和创业者。
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- @Cute_Obligation2944 (5): Good luck, I haven't seen a credible one yet.
- @evanthebouncy (4): basically if it has comments it'll be AI generated lol this will be the top-1 surface level feature any trianed NN will pick up. so you probably have to figure out how to deal with it ahah
- @JustOneAvailableName (2): In my experience: if there are docstrings or the readme was updated, it was AI.
- @Ancient_Mango_1576 (1): Ok but that alone is not good enough need way more for credibility
- @Budget_Coach9124 (1): I would treat this as provenance and risk scoring, not detection. Once the code is in Git, most direct evidence is already gone, and any classifier will learn style shortcuts like docstrings, large diffs, or unusually clean commit messages. Those signals might be correlated toda…
开发者在用 LiveKit 做视频直播原型，想实现类似 YouTube 的实时字幕和多语言翻译，询问如何从房间音频生成转写并推送到自定义播放器。
Hi everyone, I'm working on a video streaming prototype using LiveKit. I stream via RTMP or Webrtc. How to generate real-time subtitles (live transcription + multilingual translation), and display th…
受众观点：① 有人提醒 LiveKit 已内置 Agents 框架和 lk.transcription 主题，能直接订阅房间音频做 STT/翻译并推送带时间戳的部分/最终片段，省去自己维护状态机（@videowhisper, 3分） ② 也有人建议用 Deepgram 或 AssemblyAI 的 websocket 做流式转写，再通过 LiveKit 数据通道或自建 websocket 把片段推到前端，并在翻译阶段做批量处理以控制延迟（@Specialist_Wing5516, 1分） ③ 还有评论从架构角度强调要把字幕当作带时间戳事件处理，区分 partial/final 片段和多语言通道，避免像聊天消息那样粗糙推送（@itaybuilds, 1分）
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- @videowhisper (3): Worth knowing LiveKit already has this built in, so you likely don't need to build the pipeline from scratch that the other comments describe. LiveKit's Agents framework runs a server-side agent that subscribes to the room's audio, runs STT (and optionally an LLM/translation ste…
- @Specialist_Wing5516 (1): you could pipe the audio track from a participant into a deepgram or assemblyai websocket, they'll stream back partial transcripts pretty quick. then you just push those segments to the frontend over livekit's data channel or a separate websocket, whatever feels cleaner for tran…
- @itaybuilds (1): Treat captions as timestamped events rather than chat messages. A server-side participant subscribes to the audio track, streams it to speech-to-text, and returns partial/final segments with a speaker ID and sequence number. The frontend replaces partials and preserves finalized…
- @rasekrodriguez (1): Which of your two ingest paths you settle on changes what the agent actually subscribes to, so it is worth pinning down before you build the pipeline. With WebRTC the audio track belongs to the human participant directly. With RTMP it does not. The Ingress service joins the room…
作者记录自己公开构建 Vigil 监控 SaaS 的第 2 天，根据朋友反馈快速上线自带邮箱和 Twilio 短信/WhatsApp 告警等功能，并开始为少量早期用户打磨产品。
I've just started building in public for the past 2 weeks and shipped some killer features based on initial feedback. Day 1: I shipped the saas and asked a couple of friends to try it out for feedbac…
受众观点：① 有人简单表达对产品想法的认可，表示会去试用并从 UI 细节和视觉负担角度给出设计反馈（@LibrarianNice9767, 2分; @No-Coast7798, 1分） ② 有评论者系统指出 BYOE 目前只是来自一位朋友的需求，提醒不要过早围绕单一反馈制定路线图，建议去找真正运营 Discord 机器人的陌生用户验证价值（@Sea_Expression9110, 1分） ③ 同一条长评还强调“谁来监控 Vigil 本身”的经典监控陷阱，并分析 Discord 机器人市场中愿意付费的细分人群，提示要把文案直接对准有预算的商业场景（@Sea_Expression9110, 1分）
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- @LibrarianNice9767 (2): This is cool!
- @No-Coast7798 (1): I really like the idea! I'm gonna try the product. I just looked at your website and it looks really good but only thing I can say (not as a negative thing, just a thought) is that there are lots of elements with lots of little details. It still looks good, as a developer I real…
- @Friendly_Row_5159 (1): really cool
- @Sea_Expression9110 (1): Two things, one small and one that will bite you eventually if you don't handle it early. The small one: your differentiator is currently n=1. One friend asked for BYOE and you built it. It might genuinely be the right call, but the evidence is a single person who likes you bein…
作者从零训练了三版自研 LLM，并用相同 SFT+GRPO 流程做后训练，结果发现 GRPO 在不同规模模型上反而显著拉高困惑度、降低下游任务表现，暴露出 RL 后训练不稳定和灾难性遗忘等问题。
I trained three LLMs from scratch in raw PyTorch then post-trained each one with SFT and then GRPO. Same process every time: same synthetic arithmetic curriculum, same reward function, same hyperpara…
受众观点：① 想在本地或小预算下自训/微调 LLM 的独立开发者和小团队 ② 做 RLHF、GRPO 等对齐方法研究的工程师和研究员 ③ 用开源模型做产品、但纠结要不要上 RL 后训练的创业者。
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- @MakingComputersSmart (7): Interesting experiment. However, if you're doing a study like this, one lucky seed vs one bad seed could be the difference maker here. While you might have used the same seed and settings for all, it still ends up with different initializations for different networks. That's why…
- @RemarkableSavings13 (1): Fun little project and if learning was your objective it seems great! Like you said it's not really a great experiment -- you basically changed a bunch of variables each time (including the attn mechanism from MHA to a much more modern version). Combine that with random seed var…
- @DigThatData (1): My understanding is that RL post-training primarily tightens the output distribution around desirable knowledge/behavior that the model learned during pre-training. The scale you're working at, these models are pretty stupid, so I wouldn't expect this kind of post-training to be…
一位开发者用 GSAP 和 Svelte 做了“笔记本开合”视频，希望滚动时让视频里的笔记本屏幕无缝过渡成真实首页，并询问如何计算屏幕区域和适配不同视口。
I have a video of a laptop that opens on scroll (https://atwell.dev/test). How can I have it where the screen of the laptop is the homepage of the website? As you scroll down, the laptop screen shoul…
受众观点：① 有人从实现细节出发，建议先用百分比定义视频中笔记本屏幕矩形，再用 CSS transform 映射真实页面容器，并在 resize 时重算以适配不同尺寸（@Kindly-Mine6275, 4分） ② 也有人提醒笔记本视频的屏幕比例与各种显示器不匹配，建议用 three.js 程序化建模设备以便读取真实屏幕尺寸并切换不同设备外观（@Dutch_Mountain, 2分） ③ 还有人给出更完整方案：用视频做开场动画，在稳定帧用 clip-path 和 perspective 叠加 DOM，然后将叠加层动画到全屏并淡出视频，同时提供 reduced-motion 回退（@Sea-Trust-9602, 1分）
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- @Kindly-Mine6275 (4): The tricky part is mapping the video's laptop screen coordinates to your actual DOM element. You'd want to define that screen area as a percentage-based rectangle within the video frame, then use CSS transforms to scale and position your homepage container to match. For responsi…
- @Dutch_Mountain (2): So there are ways to achieve this but did you think about the aspect ratio of different screens at all? The laptop screen in your video will not match all displays. If anything - given you mention three.js on your website - I'd reach for a more procedural creation of a laptop/de…
- @Sea-Trust-9602 (1): I wouldn’t try to keep the real page aligned inside a fixed video for the entire animation. The laptop screen is a moving perspective quadrilateral, so a single CSS scale/translate will drift across frames and viewport ratios. A practical approach is to use the video only for th…
作者分享在 iPhone 上用 Safari 书签脚本查看页面源码和嗅探 GA4、GTM、Google Ads 等标签的实用技巧，并补充 Android 上的类似方法。
There are many times I need to look up active tags or even an entire page source, but I only have my iPhone handy. Here's a neat trick for doing it. No external app, no special skills. **Sniffing tag…
受众观点：① 有人认为这是在手机上调试或检查站点时非常实用的小技巧，尤其是区分渲染后 DOM 和服务器原始响应的说明很容易被忽略（@Weary-Sorbet-2768, 2分） ② 有评论直接表达感谢，说明这类“现成可复制代码”的工具贴对一线开发者很有帮助（@cjasonac, 1分） ③ 也有人夸赞这是比常见“土法”更干净的 bookmarklet 方案，体现出对简洁实现方式的认可（@PersonalitySuch3903, 1分）
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- @Weary-Sorbet-2768 (2): This is actually a really useful trick, especially when you’re debugging or checking a site from your phone. I like that you explained the difference between the rendered DOM and the raw server response too — that’s an easy detail to overlook. The Android Firefox "view-source:"…
- @cjasonac (1): Thanks!
- @PersonalitySuch3903 (1): that's a clever bookmarklet setup, way cleaner than the usual janky methods i see people sharing
- @cjasonac (1): Thanks!
作者把大模型推理时的 KV cache 看成可导航的高维向量空间，讨论用聚类等索引结构把注意力从全量扫描改成在局部区域内检索以减少上下文访问开销。
I've been doing some research on this question: At inference time a large part of a model's working memory lives in the KV cache, plus whatever external memory the harness bolts on. I've been poking…
受众观点：① 有人关心是否用 k-d tree 或空间哈希来加速相似度检索，并质疑在 GPU 上是否真比并行点积更高效（@radarsat1, 2分）。② 作者补充自己用运行中 k-means 风格质心做区域路由，在 32k 上主要减少 KV 读写流量而非算力，认为优势会随深度和上下文长度增加（@Electrical_Offer5667, 1分）。③ 也有人把 KV cache 简化为“一堆向量”，好奇如果不再当作扁平数组而是有结构的几何空间会带来什么新设计（@howtorewriteaname, 2分）。
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- @radarsat1 (2): Are you proposing using a spatial hashing structure like a k-d tree to do fast elimination of a thresholded similarity score? The idea makes sense, but I'm not sure if it'd be more efficient on GPUs compared to simple parallel dot product. Maybe on CPU there could be gains if th…
- @howtorewriteaname (2): the kv cache is just a bunch of vectors
- @Electrical_Offer5667 (1): Similar general idea, but I'm not using a k-d tree or spatial hashing. The implementation uses running k-means-style centroids at write time. When an entry ages out of the dense window it gets assigned to a region; at decode the query scores the much smaller centroid set, select…
- @Electrical_Offer5667 (1): Yep. Just a bunch of vectors with geometric structure. What happens when you stop treating them as one flat array?
楼主在找一个类似 progression.co 的免费自托管工具，用来搭建职业等级和技能矩阵等能力模型管理。
Looking for a self hosted (free) version of something like [progression.co](http://progression.co), where i can set up career levels, skill sets etc
受众观点：① 有人建议直接用 Wiki.js 配合简单的能力矩阵页面来替代 progression.co，认为这是目前最接近需求的自托管方案（@ThinBat9398, 3分） ② 其他评论较少，说明大家对专门的开源职业发展管理工具并不熟悉，多数还是用通用文档系统拼出来（@asimovs-auditor, 1分）
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- @ThinBat9398 (3): wikijs with a simple competency matrix setup, probably the closest self-hosted route without building a whole app
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
作者讨论在多分类任务中把样本极少的类别合并成一个“其他类”是否有害，并以狗品种识别为例，担心这种做法会让模型在特征空间里学到形状奇怪的决策边界。
A premise: I hope this question is "worth" of this subreddit, I did a decent amount of research before posting, I thought it was potentially interesting enough for it, but possibly not basic enough f…
受众观点：① 在做图像或传感器多分类任务、遇到长尾类别数据稀缺的 ML 工程师 ② 负责标注和数据策略的团队成员，关心标签体系如何设计 ③ 想把学术数据集方法迁移到脏数据生产环境的独立开发者。
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- @PrincipleResident372 (6): It's a real problem, not just in your head. The "other" class becomes this weird blob in feature space that the model has to wrap a boundary around, and like you said that can mess up the decision surfaces for the proper classes too One thing people do is weight the loss so the…
- @bruno_pinto90 (1): I am working on radar point-cloud classification and had a similar issue. i wouldn't merge classes just because they have few samples. i'd merge them when the available features can't reliably distinguish them. For example, i had `truck`, `bus`, and `large_vehicle`. When i ran a…
作者介绍自己做的 ARAS（Android Research ARM System），在 Apple Silicon 上直接运行 ARM64 Android，让普通安卓应用以更原生的触控与手势体验出现在 macOS 上，而不是传统笨重的模拟器界面。
I call it [ARAS](https://www.notapublicfigureanymore.com/aras), Android Research ARM System. I started researching this because I wanted Android apps on my Mac without feeling like I was opening a wh…
受众观点：① 评论者认为这个项目非常酷，主动报名参与测试，说明对在 Mac 上无缝跑安卓应用的需求真实存在（@Blaze4884_, 1分） ② 开发者在评论中回应“你现在就可以试”，表明目前是开放式研究 beta，更看重收集早期用户反馈而非商业化（@jaseunda, 1分）
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- @Blaze4884_ (1): This looks super cool! Filled out the form for the beta, would love to try it.
- @jaseunda (1): You can try it now!
作者在 Flutter 中用 MobileNetv3 转 TFLite 做实时相机推理，但相机帧经 YUV 转 RGB 与 224×224 预处理后推理误差很大，怀疑线上预处理与训练阶段不一致求助。
Hi everyone. So I built a CNN modle using MobileNetv3 then converted it into TFLite. It performed well during training but once I integrated it into my application, it is making large errors. From fl…
受众观点：① 没有评论数据可用，尚无法提炼具体关注点。② 但可以预期读者多为在移动端部署 CNN/TFLite 的工程师，关心相机帧预处理与模型精度的关系。
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- _无评论_
作者分享了一个 CSS 布局坑：flex:1 实际等价于 flex: 1 1 0%，在 max-height 限制且高度为 auto 的父容器下会导致子元素高度塌陷，而 flex: 1 1 auto 才能按内容高度正常伸展。
Short version, so you do not have to click: flex: 1 expands to flex: 1 1 0%. That 0% is a percentage basis and resolves against the parent's height. A panel that is height: auto under a max-height ca…
受众观点：① 需要在 Safari / WKWebView 上保证布局一致性的前端工程师 ② 用 Playwright 做端到端测试的团队，关心测试环境和真实系统 WebKit 差异 ③ 做跨平台 WebView 应用（Electron、移动壳）的独立开发者，想减少 CSS 兼容性回滚。
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- @KabouterPlop (2): So Playwright uses a newer WebKit version than Safari, one where this bug has been fixed? Am I missing something in this article?
作者提出名为 Entropic Scree 的方法和开源工具，用基于互信息的度量来估计复杂表格数据的内在秩和“信息引力”，声称能在高度非线性、特征多于样本的场景下比 PCA、Kernel PCA 等更稳健地找出真实生成根。
# Links: * **Preprint:** [https://doi.org/10.5281/zenodo.22028087](https://doi.org/10.5281/zenodo.22028087) * **Entropic Scree Function v1.0.0 / GitHub:** [https://github.com/tjleestjohn/Entropic-Scr…
受众观点：① 在金融、运营等场景处理高维表格数据的 ML 工程师和数据科学家 ② 需要做特征工程和降维、但对 PCA 等方法局限性有痛感的人 ③ 想尝试新型信息论工具、写技术博客或开源 demo 的独立开发者。
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- _无评论_
作者开源了 Portivo Control Center，这是一款面向 Alcatel‑Lucent OmniSwitch 的自托管网络运维平台，把交换机资产管理、故障排查和自动化操作集中到一个 Web 控制台里。
Hi everyone, I would like to introduce **Portivo Control Center**, an independent, open-source and self-hosted network operations platform designed for compatible Alcatel-Lucent Enterprise OmniSwitch…
受众观点：① 关注自托管和开源网络管理工具的开发者和 DevOps，希望了解替代商用 NMS 的方案 ② 做企业内网、机房运维的工程师，对集中化交换机管理、自动化作业和审计功能感兴趣 ③ 对开源 B2B 工具商业化路径感兴趣的独立开发者，想借鉴如何围绕细分硬件生态做产品。
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- _无评论_
HyNote for Mac 在 Product Hunt 上发布，主打在本地完成会议语音转文字，强调隐私、低摩擦和零成本的会议记录体验。
HyNote AI
受众观点：① 关心本地转写准确度是否能接近云端模型、是否适合真实会议场景的潜在用户（@Promomix） ② 喜欢本地且免费的方案，但对跨设备同步时有哪些数据会离开本机、是否经过厂商服务器存疑的隐私敏感用户（@Anastasiia） ③ 需要集中管理论文 PDF、访谈录音和视频资料，并用 AI 在笔记中提问获取关键信息的研究型用户（@Keira）
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- @Overview (0): * [Launches6](/products/hynote-ai/launches) * [Reviews38](/products/hynote-ai/reviews) * [Alternatives](/products/hynote-ai/alternatives) * [Built with](/products/hynote-ai/built-with) * [Forum](/p/hynote-ai) * [Team](/products/hynote-ai/makers) * More This is the 6th launch fro…
- @Promomix (0): Curious how good the local transcription is compared with cloud models. privacy is great but accuracy is the thing I’d notice immediately. Upvote (2) Report Share 11h ago [](/@mia%5Fhello) [Mia Lian](/@mia%5Fhello) [HyNote AI](/products/hynote-ai) Maker [@margret\_rhyme](https:/…
- @Anastasiia (0): Really like that it's local-only and free. The cross-device sync makes me curious though: what actually leaves the Mac when it syncs? Does it pass through your servers? Upvote (3) Report Share 9h ago FirstPrevious[1](/products/hynote-ai?#comments)[2](/products/hynote-ai?page=2#c…
- @Keira (0): •[1 review](/@kierawu/reviews) As a researcher, staying organized is crucial. Al Notebook App has transformed the way I work, I can seamlessly gather infommationfrom various sources - iournal articles (PDFs), interview recordings (audio), and even relevant Youtube docymentaries…
Grok 4.6 在 Product Hunt 上发布，强调支持长流程、长上下文的 AI agent 能力，同时保持每百万 token 2 美元和 6 美元的价格不变。
Grok 4.6
受众观点：① 关注 agent 生态、认同大多数模型只擅长第一步而在长流程中崩溃、期待更稳定长跑能力的开发者（@Netlify） ② 看重长运行 agent 带来的可靠执行，而不仅是单次推理“更聪明”的产品构建者（@BetterClaw） ③ 在意模型升级后价格是否上涨、对 2 美元和 6 美元每百万 token 维持不变感到满意的 API 使用者（@Ben Kahan）
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- @Overview (0): * [Reviews](/products/grok-4-6-7/reviews) * [Alternatives](/products/grok-4-6-7/alternatives) * [Team](/products/grok-4-6-7/makers) * [Awards](/products/grok-4-6-7/awards) * More Payment Required Launch tags:[Android](/topics/android)•[SaaS](/topics/saas)•[Developer Tools](/topi…
- @Netlify (0): Hunter 📌 Hey PH fam 👋 Wanted to bring the latest **Grok 4.6** launch to this global builder community today! Here’s the pattern we keep seeing across the agent ecosystem: most models start strong on step one, but fall apart by step five. Real product building requires long-runni…
- @BetterClaw (0): The focus on long running agents is what stood out to me. Better reasoning is important, but reliable execution over longer workflows is where AI starts becoming genuinely useful. Congrats on the launch! Upvote (2) Report Share 9h ago [](/@ben%5Fkahan) [Ben Kahan](/@ben%5Fkahan)…
Checksum AI 在 Product Hunt 上发布，利用 AI 自动维护端到端测试，减少因产品变更导致的选择器失效和测试噪音。
Checksum AI
受众观点：① 经历过产品频繁迭代导致测试选择器频繁失效、团队被迫花整迭代维护测试的工程师（@Gal） ② 想在更复杂的 Claude Code 全栈项目中引入 Checksum、希望减少随机 bug 并保持内部工具稳定运行的负责人（@Littlebird） ③ 对 AI 驱动测试在现有开发栈中该放在哪一层、如何与现有 CI/CD 集成感兴趣的开发者（@Gal）
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- @Overview (0): * [Reviews1](/products/checksum-ai/reviews) * [Alternatives](/products/checksum-ai/alternatives) * [Built with](/products/checksum-ai/built-with) * [Team](/products/checksum-ai/makers) * [Awards](/products/checksum-ai/awards) * More Free Options Launch tags:[API](/topics/api-1)•…
- @Gal (0): [Watch Something](/products/watch-something) Maker 📌 👋 Hey Product Hunt, I'm Gal, founder and CEO of Checksum. A few years ago at my last startup, I watched our team lose entire sprints to test maintenance. Every time the product changed, someone had to go update selectors, re-t…
- @Gal (0): [Watch Something](/products/watch-something) Maker
- @Littlebird (0): Would you suggest using this for more elaborate claude code projects (full stack, hosted)? I'm the owner of a few of our internal tools and I'm trying to figure out where I can/should fit something like Checksum into the stack. I'm frequently worried about random bugs and keepin…
- @Gal (0): [Watch Something](/products/watch-something) Maker
Calendly 在 Product Hunt 上推出“New Calendly”，加入 Calendly Notetaker 和 Callie AI 助手，覆盖会议前、中、后的自动化流程。
Calendly
受众观点：① 关注新版本如何在会议前、中、后提供一体化工作流、特别是 AI Notetaker 和 Callie 助手具体能做什么的用户（@Overview） ② 认可 Calendly 多年持续迭代、对第 11 次发布仍在扩展能力而非躺平表示赞赏的长期用户（@Netlify） ③ 依赖 Calendly 节省排期时间、简化 demo 预约流程、但也注意到界面略显老旧、希望体验更现代的中小团队（@TimeCamp）
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- @Overview (0): * [Launches11](/products/calendly/launches) * [Reviews28](/products/calendly/reviews) * [Alternatives](/products/calendly/alternatives) * [Customers](/products/calendly/customers) * [Team](/products/calendly/makers) * [Awards](/products/calendly/awards) * More This is the 11th l…
- @Osaurus (0): Hunter 📌 The New Calendly includes: **Before the Meeting**
- @Netlify (0): Love the holistic focus on handling the entire workflow before, during, and after meetings. Congrats guys! Upvote Report Share 7h ago [](/@ben%5Fkahan) [Ben Kahan](/@ben%5Fkahan) Eleventh launch, and the first one landed back in 2014\. Congrats to the whole team on that. Twelve…
- @TimeCamp (0): •[1 review](/@olarybacka/reviews) #### What's great time-saving (7)meeting scheduling (13)advanced workflows (2)calendar sync (3) Simplifies booking demo meetings for our product, so we no longer miss the opportunities to schedule calls with our sales team. Now we're busy with a…
- @HERO (0): •[8 reviews](/@kevin%5Ftouati/reviews) The process of integrating with zoom was a little tedious for me, but otherwise the app is really easy to use and saved me tons of time. You simply share a link with colleagues and they can pick a meeting date and time based on your up to d…
MeetStream AI 在 Product Hunt 上发布，提供面向 AI 会议代理的统一 API 和基础设施，让代理以参会者身份实时加入 Zoom、Meet、Teams 并获取多维度数据。
Meetstream.ai
受众观点：① 对让 agent 拥有实时在场能力、而不仅是会后总结感兴趣的开发者（@Overview） ② 关注每个参会者的实时数据、唤醒词和监听控制如何提升轮流发言体验、让会议助手更可用的产品人（@Pazi） ③ 想在现有产品中嵌入会议 agent、但不想自己对接多家视频会议 SDK 的团队（@Sidhdharth Sivasubramanian）
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- @Overview (0): * [Launches2](/products/meetstream-ai#launches) * [Reviews](/products/meetstream-ai/reviews) * [Alternatives](/products/meetstream-ai/alternatives) * [Team](/products/meetstream-ai/makers) * [Awards](/products/meetstream-ai/awards) * More This is the 2nd launch from Meetstream.a…
- @Pazi (0): Congrats on the launch! Giving agents live presence rather than only post-meeting summaries is a compelling leap. The combination of per-participant real-time data with wake-word and listening controls seems especially important for usable turn-taking. Wishing the MeetStream tea…