Vercel 创始人分享自己被 GLM-5.2 模型在代码生成能力上的表现震撼到，认为这个新模型会改变现有开发体验。
Genuinely impressed, almost shocked, at how good GLM-5.2 by @zai_org is at coding. This changes things. ① 开发者好奇 GLM-5.2 在本地或云端需要什么硬件配置、是否容易跑起来（@Michmue2, 27likes） ② 有人关心 GLM-5.2 是否会集成进现有 AI SDK、方便直接接入产品（@uAghazadae, 12likes） ③ 评论里不少人简单表达对模型效果的惊讶，或提到和其他模型相比价格更便宜（@MichaelGannotti, 9likes; @anuragonarun, 6likes）
HN 讨论一篇关于远离全球化负面新闻、只关注本地信息以减轻压力的文章，延伸到信息过载、注意力被互联网平台消耗等问题。
① 被全球新闻和社交媒体信息流压垮的程序员和独立开发者 ② 想在不脱节的前提下减少 doomscrolling 的技术从业者 ③ 需要为自己或团队设计信息获取策略的产品和工程负责人。
Hacker News 讨论 Claude 官方社区要求用户上传政府签发身份证进行年龄验证，引发对 AI 中立性、实名制和被平台静默封锁风险的担忧。
① 担心未来使用主流云端大模型都要上传证件、害怕被平台误封的开发者和普通用户（@xmstan） ② 关注隐私、希望通过本地模型绕开实名和内容审查的技术用户（@usernamed7） ③ 想了解不同国家在 AI 实名制、数字身份基础设施上差异，以及这对产品设计意味着什么的从业者（@jingpostmedia）
HN 讨论一篇解释 CORS 的文章，评论区集中在预检请求调试困难、浏览器错误信息不透明以及多数前端和后端开发者并不真正理解 CORS 威胁模型。
① 经常被 CORS 折磨、但只会“试 header 拼凑”的前端工程师 ② 需要配置跨域策略却不太理解威胁模型的后端和 API 设计者 ③ 做自托管服务或 SaaS 面向浏览器客户端的独立开发者。
多位开发者在 Twitter 上集中测试并讨论国产大模型 GLM-5.2，认为它在代码生成和长链路推理上的表现极其强劲，甚至改变了他们对当前主流模型能力格局的认知
多位开发者在 Twitter 上集中测试并讨论国产大模型 GLM-5.2，认为它在代码生成和长链路推理上的表现极其强劲，甚至改变了他们对当前主流模型能力格局的认知。
受众观点：跨帖评论主要集中在三个点：一是实际使用细节，包括硬件和接入方式，例如 Twitter 上 @Michmue2（27 赞）追问「what hardware setup are u using?」，以及 @uAghazadae（12 赞）关心「does the ai sdk include this?」，说明很多人想立刻在自己环境里跑起来；二是和现有主流模型的对比与性价比，@anuragonarun（6 赞，Twitter）直接指出「And it's 10x Cheaper than Claude !!」，@acasualnpc（6 赞，Twitter）猜测它可能「beats composer 2.5 as well」，把 GLM-5.2 放进 Claude、Composer 等闭源模型对比框架中；三是对长思考链和“smart zone/dumb zone”机制的争论，@mattpocockuk 自评高赞评论（214 赞，Twitter）认为 3 轮才退出 smart zone 是坏事，而 @LLMJunky（18 赞，Twitter）反驳说这种划分过时，强调不同模型对长上下文的适应性不同，@hampsonw（10 赞，Twitter）则提醒可能是技能和 harness 过度拟合 Anthropic，需要重新设计适配 GLM-5.2 的 agent 化开发方式。
多位工程与独立开发者在讨论为工程团队构建统一“上下文层”的趋势，即把代码库、工单、文档等内部系统数据接入到 Claude Code 等 AI 工具中，但实际产品落地和触达用户的门槛与价值实现路径都非常艰难
多位工程与独立开发者在讨论为工程团队构建统一“上下文层”的趋势，即把代码库、工单、文档等内部系统数据接入到 Claude Code 等 AI 工具中，但实际产品落地和触达用户的门槛与价值实现路径都非常艰难。
受众观点：评论里一大焦点是“上下文层的真实需求与市场空间”。例如 @CollinWilkins7（score 23，Twitter）认为这里有“大市场”，但质疑仅靠 coding harness 无法覆盖企业里分散在 wiki、Jira、Asana 等多系统的复杂工作流；@MattPenny99（score 7，Twitter）则表示自己还没在普通公司看到强烈需求，认为大多数企业至少要晚一年才会真正感到痛点。另一类焦点是“现有解决方案与经验教训”：@sm0olr（score 4，Twitter）分享他们用 Unblocked 接入 Confluence、Slack 和代码库，已经能明显缓解问题；@gizzardmonger（score 2，Twitter）提到 Fortune 500 公司在用 Glean 聚合 Confluence、ServiceNow、Google 等文档，说明企业搜索/知识聚合产品已经在部分场景跑通。还有人从产品策略角度提醒，比如 @staysaasy（score 20，Twitter）把“连接所有数据”的产品类比成协调家庭社交活动的 app，暗示这类产品听起来很美但极难形成高频刚需；@thdxr（score 234，Twitter）则给出经验法则：如果你在“修补别人的产品”，大概率应该去做别的东西，点出了很多上下文层项目的定位误区。
NousResearch 推出的 Hermes Agent 新增 Blank Slate 空白配置模式，允许开发者只保留基础模型、文件操作和终端，从零手动搭建高度可定制的本地智能代理环境
NousResearch 推出的 Hermes Agent 新增 Blank Slate 空白配置模式，允许开发者只保留基础模型、文件操作和终端，从零手动搭建高度可定制的本地智能代理环境。
受众观点：评论主要集中在三个点：一是对高度可定制能力的兴奋，@mr_r0b0t（6 赞，Twitter）提到“so fire for my local subagents”，说明 Blank Slate 很适合本地多子代理架构；@teodorio（6 赞，Twitter）说“this was my first issue using it so I love this”，反映之前默认向导对部分用户过于“包办”，现在能从零配置解决了真实痛点。二是对产品节奏和团队执行力的惊叹，@IBuzovskyi（16 赞，Twitter）半开玩笑说 Hermes 给团队做了“anti sleep pill”，每天更新太快，体现出社区对快速迭代的高度认可。三是对定位和未来方向的讨论，@Newyorkez（1 赞，Twitter）把它解读为从“酷炫 agent 捆绑包”走向“可治理的 agent 基底”，而 @alienorg（4 赞，Twitter）强调最小组件是模型、文件和终端，说明受众已经在从“玩具 agent”转向思考长期可维护的 agent 平台形态。
研究者在实际编码工作流中测试 GLM 5.2，认为其在代码场景已达到甚至超过 Opus 4.5 的实用门槛，并通过 FireworksAI 集成到 Claude Code 中，展示开源权重模型在开发者工具中的快速追赶
研究者在实际编码工作流中测试 GLM 5.2，认为其在代码场景已达到甚至超过 Opus 4.5 的实用门槛，并通过 FireworksAI 集成到 Claude Code 中，展示开源权重模型在开发者工具中的快速追赶。
受众观点：评论主要集中在三个点：一是能力对标和版本差异，例如 @liyucheng_2（score 5，Twitter）纠正「这是 GLM 5.1 的表现，5.2 又是一次飞跃」，以及 @xlr8harder（score 5，Twitter）认为 GLM 已经跨过了当年 Opus 4.5 的门槛，在他试过的任务上甚至略好；二是与闭源模型和 Gemini 的对比，@evanrossdavis（score 0，Twitter）直言 Gemini 相比 GPT-5.5 像个平庸的开源模型，呼应了开源追赶闭源的讨论；三是部署与集成体验，@yashetal（score 1，Twitter）强调除了能力和开源属性，GLM 在 FireworksAI 上非常容易配置带来消费级价值，@bygregorr（score 0，Twitter）对比自己上次换提供商花了半天只做鉴权配置，凸显一键集成和快速上手对开发者的重要性。
开发者在 Codex 黑客松中发布了 DevSpace，这是一款通过 MCP 连接器把本地开发环境暴露给 ChatGPT，使其像 Codex 一样读写文件和执行命令、并在一定程度上绕过 Codex 速率限制的工具
开发者在 Codex 黑客松中发布了 DevSpace，这是一款通过 MCP 连接器把本地开发环境暴露给 ChatGPT，使其像 Codex 一样读写文件和执行命令、并在一定程度上绕过 Codex 速率限制的工具。
受众观点：评论区最关心的首先是工作原理和是否真的绕过 Codex 限制。比如 Twitter 上 @RonPualS（score 6）直接问「does it run a local MCP server, expose it through an HTTPS tunnel, then let ChatGPT call tools to read/edit files and run shell commands—so it feels Codex-like but uses ChatGPT/MCP quota, not actual Codex quota? Accurate?」，希望确认技术架构和配额来源。其次是账号安全与合规性担忧，@sfffghhjkh（score 5）表示「how certain are you we won't get banned for it... don't know how much they care about keeping your chatgpt usage solely for web use」，担心被封号。还有一部分人关注实际使用体验和需求强度，例如 @bhavikbuilds（score 5）提到自己本周快到 Codex weekly limit，迫切想用这个工具缓解额度压力；也有人从竞品和类似方案对比出发，@unybigk（score 23）提到已有 oracle 工具，说明这类“把本地环境接到 LLM”的方案正在形成一个小生态。
这是一个名为 V8eo 的浏览器端视频工具，用本地 Web 技术在浏览器里实现自动人物分割、文字置于人物身后、胶片色彩预设、自动字幕和智能裁剪等常见但在传统剪辑软件中操作繁琐的功能
这是一个名为 V8eo 的浏览器端视频工具，用本地 Web 技术在浏览器里实现自动人物分割、文字置于人物身后、胶片色彩预设、自动字幕和智能裁剪等常见但在传统剪辑软件中操作繁琐的功能。
受众观点：评论区主要关注两个点：一是工具本身的易用性和效果，二是底层实现和产品化方向。在 r/SaaS 里，@Virtual92（score 9，Reddit/SaaS）直接评价“looks awesome! thank you for such tool!”强调这是一个实用且受欢迎的创作工具；作者 @GujjarMukunda（score 3，Reddit/SaaS）补充说明它是“purely client side… Built via webcodecs + segmentation directly on canvas”，凸显本地运行、成本低的技术路线。在 r/SideProject 中，@Danielxgl（score 14，Reddit/SideProject）从交互细节出发建议“make it so that the text size can be changed with the mouse wheel”，随后作者回应其实已经支持滚轮调节，说明早期用户很在意操作流畅度；另一位用户 @ptgamr（score 2，Reddit/SideProject）则联想到体育可视化场景，希望用类似技术在球员脚下加环且不遮挡球员，表明受众已经在主动寻找该技术在其他垂直领域的应用可能。
Vercel 创始人分享自己被 GLM-5.2 模型在代码生成能力上的表现震撼到，认为这个新模型会改变现有开发体验。
Genuinely impressed, almost shocked, at how good GLM-5.2 by @zai_org is at coding. This changes things.
受众观点：① 开发者好奇 GLM-5.2 在本地或云端需要什么硬件配置、是否容易跑起来（@Michmue2, 27likes） ② 有人关心 GLM-5.2 是否会集成进现有 AI SDK、方便直接接入产品（@uAghazadae, 12likes） ③ 评论里不少人简单表达对模型效果的惊讶，或提到和其他模型相比价格更便宜（@MichaelGannotti, 9likes; @anuragonarun, 6likes）
展开评论
- @Michmue2 (27): @rauchg @Zai_org what hardware setup are u using?
- @uAghazadae (12): @rauchg @Zai_org does the ai sdk include this?
- @MichaelGannotti (9): @rauchg @Zai_org It is really impressive
- @Keenbingwood (7): @rauchg @Zai_org glm-5.2 came out huge on this one, all thanks to fable-5's assist.
- @anuragonarun (6): @rauchg @Zai_org And it's 10x Cheaper than Claude !!
NousResearch 宣布 Hermes Agent 新增 Blank Slate 模式，允许用户只选模型和基础能力，从零手动搭建高度自定义的 AI agent 环境。
Hermes Agent has a new Blank Slate setup mode. The default Quick/Full setup modes work great for most, but if you would rather build your agent from the ground up you can now start with just a provid…
受众观点：① 官方补充了使用方式和文档链接，说明很多用户关心如何在本地快速启用 Blank Slate 模式（@NousResearch, 134likes） ② 有人用“Tabula Rasa”调侃空白起步，体现社区对完全自定义 agent 的兴趣（@Teknium, 103likes） ③ 用户对团队高频更新表示惊讶和感谢，认为 Hermes 更新节奏非常快、对开发者友好（@IBuzovskyi, 16likes）
展开评论
- @NousResearch (134): To use Blank Slate mode, just run 'hermes setup' and select it. More info in the Quickstart Guide: https://t.co/uxrVOAXFSq https://t.co/0Sbl0XF56Q
- @Teknium (103): @NousResearch Tabula Rasa
- @theo (35): @NousResearch omg
- @SHL0MS (27): @NousResearch ͏
- @IBuzovskyi (16): @NousResearch I think Hermes made an anti sleep pill for every team member in @NousResearch if not I don’t how to explain so many updates every day. Love you and thank you for your hard work! 🙏🤝
TypeScript 教学作者用 GLM-5.2 结合自己 /teach 技能练习魔方，发现模型会输出超长思考轨迹，并讨论这在智能区间切换上的利弊。
GLM-5.2 is a monster thinker Trying it with pi and my /teach skill, learning to solve the cube Even on the lowest 'effort' (high) it spits out longer thinking traces than anything I've ever seen 3 tu…
受众观点：① 原作者补充说明：如果模型需要 3 轮才能退出 smart zone 其实是坏事，说明思考预算使用低效（@mattpocockuk, 214likes） ② 有人认为把 smart zone/ dumb zone 当成固定规则太老旧，不同模型对长上下文的适应度不同，不能简单用轮数判断好坏（@LLMJunky, 18likes） ③ 也有人提醒可能是技能和 harness 过度贴合某个模型，需要重新思考 agent 开发方式，避免只为 Claude Code 优化（@hampsonw, 10likes; @anderslie, 6likes）
展开评论
- @mattpocockuk (214): This is a bad thing, btw - if a model takes 3 turns to exit the smart zone it's bad
- @LLMJunky (18): @mattpocockuk imo this whole smart zone/dumb zone idea is archaic. it depends on the model. some models are quite adept at handling long context. i need more time with glm 5.2 to say, but its not an automatic good/bad based on this alone.
- @hampsonw (10): @mattpocockuk Consider if your skills are overfit to anthropic models in the Claude code harness. I'm not saying GLM is the greatest model ever, just that all models are different and the harness matters a lot. Maybe an opportunity to help learn how to teach agentic dev beyond C…
- @anderslie (6): @mattpocockuk yes, that's one flaw we've noticed that's common to open models, glm 5.2 included. perhaps an artifact of optimizing for benchmarks which have to be solved in a single request. our provider just constrains the thinking output length so it interleaves w actual tools…
- @dohypemyhustle (3): @mattpocockuk Do you think it is opus level intelligence for your use case?
levelsio 讨论自己通常反对在旧项目上简单加 AI 聊天按钮，而是主张从零按 AI first 思路重构产品，这次例外是因为该网站本身就是 AI 驱动。
I normally don't like plugging on an AI chat into my projects, because it's seems too easy and basic I think you should instead rebuild entire projects from the ground up to be AI first, not just add…
受众观点：① 有用户分享在酒店被环保设定强制关空调导致睡眠质量变差的具体经历，说明这类 AI 评分产品确实能捕捉到真实痛点（@Marty_cFly, 30likes） ② 有人反馈在移动端无法正常点击或搜索，暴露出产品在移动端体验上的问题（@peturgeorgievv, 3likes） ③ 也有用户在问是否使用 X AI、以及反馈帮助弹窗展示异常等具体 bug，说明早期用户在关注底层技术和可用性细节（@thijsmakes, 2likes; @matthiasgeihs, 1like）
展开评论
- @Marty_cFly (30): I have a fitbit Air since 3 days and stayed in a hotel in Antwerp last night where.. guess what. The AC turns off after 12; environment yadiddi. Since it was like 34 degrees the whole day, which heated the walls, the temperature of the room instantly increased and I sweated my a…
- @peturgeorgievv (3): @levelsio I can’t click or search properly on mobile. Unsure if it’s the X browser or something else but really wanted to try 😂 https://t.co/Qn5DzAOzoe
- @thijsmakes (2): @levelsio X AI?
- @matthiasgeihs (1): @levelsio Bug: Help modal doesn't show properly. I was genuinely interested in understanding the background and how this works, but modal doesn't show and scroll properly. https://t.co/Nlku8b1CsV
- @RyanJamesShaw (1): @levelsio Been thinking about this for my site (similar but for local events, not hotels). Are you giving an agent tools to query a dB or just embedding all the info in the context?
Gergely Orosz 观察到大量 VC 支持或自建项目在做“工程团队上下文层”，希望把 Jira、Wiki 等系统的知识统一提供给 Claude Code 之类工具。
One interesting trend: I’m seeing *so many* VC-funded, internally built infrastructure and bootstrapped solutions around “building a context layer for engineering teams.” Aka trying to solve the prob…
受众观点：① 原作者补充自己不确定会不会有大赢家，也提到 MCP 让接入上下文更简单，并类比早年的内部知识库热潮（@GergelyOrosz, 195likes） ② 有人认为市场很大，但现实中工程团队工具分散，MCP 接太多系统会迅速膨胀，复杂度难控（@CollinWilkins7, 23likes） ③ 也有人质疑目前普通公司是否已经有足够需求，认为大部分企业还没到真正痛点爆发的阶段，同时指出大公司内部知识碎片化、训练数据整理是最大挑战（@MattPenny99, 7likes; @KirillGoldinBiz, 6likes）
展开评论
- @GergelyOrosz (195): I don’t know if there will be any big winners here, or coding harnesses will just make it dead simple to add in context or discover them (MCP is a two in this direction btw). Also kind of reminds me about the “internal knowledge base solution” trend ~2015-2022 also
- @CollinWilkins7 (23): @GergelyOrosz there’s a big market here. I’m not convinced coding harnesses will get all the way there though. engineering teams already spread work and workflows across wikis, Jira, Asana, and tons of other tools. There’s a lot of systems to hold in mind and MCP would bloat pre…
- @tcballard (10): @GergelyOrosz you mean loads of people building lore? https://t.co/gRG03mdGeX
- @MattPenny99 (7): @GergelyOrosz Do you also see the demand from normal companies who would be their customers though? I don't...yet I believe it's a real problem but most businesses are at least a year behind it actually being real problem for them
- @KirillGoldinBiz (6): @GergelyOrosz My experience is that institutional knowledge in large corps is very fragmented and unstructured. It may be possible to build such a layer of knowledge and give Claude the context, but the getting the correct training data could be a real challenge.
OpenClaw 发布 v2026.6.9 版本，重点改进 Telegram 富文本推送、agent 恢复稳定性、Codex 集成和搜索与技能体验。
OpenClaw v2026.6.9 is out, with a focus on paper cuts! 💬 Richer Telegram delivery 👏 Steadier agent recovery 🧬 Stronger Codex integration 📦 Slimmer distribution 👌 Improvements in search and skills htt…
受众观点：① 官方补充说明这次在 Telegram 上支持更丰富的 HTML/Markdown、进度草稿和命令输出，并提升了提及和处理可靠性（@openclaw, 27likes） ② 有人调侃竞品 Hermes 表现更好，体现出用户在横向对比不同 agent 平台（@Da7_Tech, 9likes） ③ 也有用户疑惑 Telegram 是否真的支持 HTML 渲染，说明大家对底层消息能力和实现细节感兴趣（@vikrantnyc, 6likes）
展开评论
- @openclaw (27): Richer Telegram delivery: rich HTML, richer Markdown and sticker paths, more faithful progress drafts and command output, plus more reliable mentions and spooled handlers.
- @aleks_todo (9): @openclaw https://t.co/huHQEmj6Mr
- @Da7_Tech (9): @openclaw Hermes Cooked you.
- @vikrantnyc (6): @openclaw Can telegram even render html?
- @MichaelParisi (4): @openclaw https://t.co/M57MdpXbOv
steipete 面向在日本或与日本有业务往来的开发者，转发一个可以获取大量 AI 推理 tokens 的活动机会。
If you are in Japan🇯🇵 or do business there, here's your chance to get lots of tokens!
受众观点：① 有创业者介绍自己在日本运营推理即服务公司，强调多家硬件厂商异构推理的能力，希望看到日本更多 token 消耗（@DavidBennett__, 5likes） ② 活动组织者现身感谢转发，说明这是延续 ClawCon Tokyo 的本地社区活动（@masamitsu3232, 3likes） ③ 其他开发者则单纯被“免费 tokens”吸引，表示想参加或已经心动（@gidwell, 4likes; @okuwaki_m, 1like）
展开评论
- @DavidBennett__ (5): @steipete Thank you Peter! I run ai& (likely Japan’s first exclusive inference-as-service company, definitely the only heterogenous inference provider with Nvidia + AMD + Tenstorrent all working together!) @aiand_ Hope to see Japan using more tokens soon! https://t.co/J8XC24…
- @gidwell (4): @steipete you had me at free tokens https://t.co/Ul2tNALf8J
- @masamitsu3232 (3): @steipete I’m organizing this again Peter! (I hosted ClawCon Tokyo in March) Thank you for reposting our initiative!
- @kaynesheenan (1): @steipete @masamitsu3232 ありがとうございます！
- @okuwaki_m (1): @steipete I have no choice but to go!
thdxr 以某独立产品为例，指出这类需要用户先连接多项服务才能看到价值的“数据聚合型 AI 工具”在激活和 aha moment 设计上存在严重问题。
this is a good example to learn from since this product is standalone, the aha moment requires a user to connect 2-3 services before they see the value the flow for doing this is often difficult part…
受众观点：① 原作者强调：如果你在修别人的产品，可能应该去做别的东西，点出这类工具常见的定位错误（@thdxr, 234likes） ② 有人把这类“连接所有数据”的产品类比成企业版“帮亲友协调聚会的社交应用”，暗示需求被高估、落地困难（@staysaasy, 20likes） ③ 也有在该领域深耕多年的团队分享，虽然激活难，但一旦用户真正上手，效率提升非常可观，说明问题在于 onboarding 设计而非价值本身（@BrandonWaselnuk, 2likes）
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- @thdxr (234): a shortcut for this one is remember this rule: if you're fixing someone else's product you should probably work on something else
- @staysaasy (20): @thdxr This type of connect-all-your-data product is the enterprise version of "wouldn't it be great if we had an app to coordinate social activities with family and friends"
- @BrandonWaselnuk (2): @thdxr We’ve been in the space ~4 years (old tech didn’t even have LLMs) and, ya, it’s tough to get to the aha moment. Once they do though; unbelievable gains for companies. Many of our customers use us with opencode so thank you for giving them the Aha so we could A-HA!
- @justinmk (2): Yes. But also. Context management is simply a hack: there has been no "Memory" breakthrough analogous to the "Inference" breakthrough. Memory (continual learning) is vaporware, and we're stuck until it's solved. https://t.co/HFZG8dX1zk seems like the natural architecture, but ne…
- @yashasvi_cobain (1): Hey dax, we are currently working on the said context infrastructure layer by gergely - https://t.co/UxiPrigFj3, currently at 977 stars⭐️. we approached this problem in a different way, started from the codebase data the team already shares, not connecting external sources first…
作者反思自己对 X 平台创作者分成的看法，从一开始讨厌带来劣质内容爆发，到看到官方持续打击坏内容后，认为变现机制正在激励更多优质内容。
i initially wasn't a fan of x monetization because it led to an explosion of bad content but they've been continuously tracking and demonetizing bad content so monetization now looks like a stimulus…
受众观点：① 认为 X 变现本质上仍在鼓励标题党和点击诱饵的用户（@zeeg, 29likes） ② 不拿钱却被大量 engagement bait 和 LLM 垃圾帖淹没、体验变差的普通用户（@thjonml, 4likes） ③ 觉得问题不在于是否变现，而在于平台奖励了哪种行为模式的用户（@udohjeremiah_, 2likes）
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- @zeeg (29): @thdxr It’s still effectively just paying clickbait
- @thjonml (4): @thdxr As someone who is not getting compensation and who is seeing a massive amount of engagement bait and LLM written spam posts about replacing a $200 subscription with 1000 mac minis, it's not a great experience...
- @LLMJunky (3): @thdxr It's still pretty bad ngl
- @somaco_sf (2): @thdxr It would be interesting if they made a more elegant UX for hosting content - the whole singuar vertical feed is done - It would be interesting to allow each account to have a Canvas bases UI/X - where a content provide can have vids, articles, xthreads. lists - and (~my~X…
- @udohjeremiah_ (2): @thdxr Maybe monetization wasn’t the problem, but rewarding the wrong type of behaviour.
NousResearch 转发 Hermes 相关内容，引出社区用歌词梗调侃“有 Hermes 就没有 agent 问题”，评论区集中在用户反馈和轻松玩笑。
https://t.co/zEDYbTMaXL
受众观点：① 有用户用改编歌词的方式表达对 Hermes 的认可，认为它解决了很多 agent 使用中的痛点（@QuoteVinnie, 6likes） ② 部分用户反馈 Photon 与 Hermes 的兼容性问题，说明在多通道集成上仍有技术障碍（@Metzjosh2, 3likes） ③ 也有人详细描述 Sidecar 不稳定、文档与实际行为不符以及 AWS Bedrock 登录困难等具体问题（@devwithblake, 3likes）
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- @QuoteVinnie (6): @NousResearch Having agent problems? I feel bad for you son. I got 99 problems and hermes aint one. 💯
- @Metzjosh2 (3): @NousResearch @photon doesn’t work with Hermes
- @deployfaith (3): @NousResearch If you're having agent problems I feel bad for you son..
- @devwithblake (3): @NousResearch Photon messaging doesn’t populate on the side bar with the various channnels I have active Sidecar issues constantly, thought this was removed but my agent says Hermes documentation is wrong AWS bedrock having a hard time staying logged into Nous Portal & conne…
- @QuoteVinnie (2): @NousResearch I love how most of us instantly heard Jay-Z when we read that. We are more alike than you think. ✊
Gergely Orosz 夸赞开发者 Dax 做事风格少写多想，大部分时间用来思考设计、只用少量时间动手实现，并分享了一段 1.5 小时的对话内容。
I gained so much appreciation for Dax after spending a few hours with him and realizing he's one of the very few devs who spends 95% of the time thinking, then 5% of the time building. It's counter-i…
受众观点：① 质疑 95% 思考 5% 编码比例，认为过度思考的开发者往往效率很低（@jamonholmgren, 8likes） ② 觉得大部分开发者本来就花很多时间在思考上的人（@xav_moss, 4likes） ③ 认同「先在纸上写代码」这类训练思考的老派做法，并延伸到今天写 Claude 提示词也一样需要深度思考（@KirillGoldinBiz, 1likes）
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- @jamonholmgren (8): @GergelyOrosz I have a hard time believing this! Unless the numbers are exaggerated. I’ve worked with people who spend 95% of the time thinking and 5% bulding and they were useless. 😅 Maybe 70-30, that feels more in line with productive software dev
- @xav_moss (4): @GergelyOrosz Don't most devs do this??
- @KirillGoldinBiz (1): @GergelyOrosz Very early in my tenure as s/w engineer in the training class we were told to write our code on a piece of paper first. We laughed - who does that? Only now I understand it was an exercise to train thinking. Still true today - does it matter if it is a code or a Cl…
- @anchor_bird_ (0): @GergelyOrosz and it is evident in the product he bulit. It was building with a lot of taste
- @realpurplecandy (0): @GergelyOrosz I think most of the passionate ones already do it. The curse of this is you're always occupied with it. Reminds me of that Alan Watt's quote “A person who thinks all the time has nothing to think about except thoughts"
Nat 认为开源权重模型 GLM 5.2 在编码助手场景上已经达到“非常实用”的拐点，比 Gemini 更早迎来这一时刻，距离 Opus 4.5 发布约 200 天。
Open weights models, via GLM 5.2, had their "very practically useful" in coding harness moment before Gemini. ~200 days since the release of Opus 4.5.
受众观点：① 有人纠正说作者提到的其实是 GLM 5.1，而 5.2 又是一次明显跃迁，说明社区对版本细节非常敏感（@liyucheng_2, 5likes） ② 评论提到 kimi 2.5 在多模态和速度上也带来了类似的“时刻”，强调不止一家在推动体验升级（@zereraz, 3likes） ③ 有人感叹 Google 在生态和采用度上的落后，担心 Gemini 即便模型不错也缺乏开发者兴趣（@xlr8harder, 2likes）
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- @liyucheng_2 (5): @natolambert wrong, that's glm5.1, 5.2 is another leap
- @zereraz (3): @natolambert kimi 2.5 was a moment as well, multi modal and fast.
- @xlr8harder (2): @natolambert damn, that's a good point. though I don't know if gemini really isn't there or if they have just managed to gather zero interest in adoption of their ecosystem.
- @goldstein_aa (1): @natolambert I am a Google shareholder. This makes me very sad. Can Google recover, or is it too late already?
- @_virgil19 (1): @natolambert makes sense the harness is where it lands first. claude code is doing half the lifting, the open model just has to be good enough inside it
作者吐槽大模型对西班牙语并不真正理解，认为由于嵌入空间被英语和中文主导，模型在西语上的表现只是数学上的幻觉。
LLMs are incapable of truly understanding spanish. it’s a mathematical fact. their embeddings are dominated by english and chinese, and any perceived acumen en español is simply a mirage
受众观点：① 有人从哲学角度调侃连人类是否真正理解西语都难以界定，质疑“理解”的定义（@anshuc, 11likes） ② 有人指出模型往往是先用英语推理再翻译成西语，暗示当前多语种能力是翻译管线而非原生理解（@dbreunig, 7likes） ③ 也有用户反馈 Claude、GPT 的中文输出质量很差，认为中文能力本身也是“海市蜃楼”（@kaijieyang, 5likes）
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- @anshuc (11): @willccbb are we sure humans understand spanish? might just not be knowable
- @dbreunig (7): @willccbb Last reasoning step is, “now let me translate this to Spanish…”
- @kaijieyang (5): @willccbb I thought their understanding of Chinese was another mirage. Honestly the Chinese I’ve seen from Claude or GPT so far are just terrible.
- @epistwatchtower (4): @willccbb Qué mierda hablas? Capta hasta dialectos del español.
- @bryancsk (4): @willccbb This but apparently Hindi
推文宣布 Modded-NanoGPT 在优化上取得新的 SOTA，用参数空间外推等技巧把训练步数进一步压缩到 2925 步。
New Modded-NanoGPT optimization SOTA: @tensorqt has achieved a 2925-step run (-5 steps vs. prev SOTA) by adding a late parameter-space extrapolation step to the previous record. https://t.co/qIjFrPT9…
受众观点：① 作者补充给出这次实验的 p 值，说明结果有效性和非提升概率，回应大家对 SOTA 稳健性的关心（@kellerjordan0, 17likes） ② 有人把成绩归功于 flywheel 自动研究 loop，关注自动化研究系统如何持续刷出新 SOTA（@himanshustwts, 13likes） ③ 也有人追问之前约 2700 步的 PR 有什么问题，关心不同实验配置和结果差异的技术细节（@bozavlado, 8likes）
展开评论
- @kellerjordan0 (17): N.B. p-values are as follows: P(invalid) = 2.3e-5 P(non-improvement) = 0.168
- @himanshustwts (13): @kellerjordan0 @tensorqt flywheel (the auto-research loop) is creating nanogpt sota???
- @xeophon (9): @kellerjordan0 @tensorqt yoooooo the lich 🐐
- @bozavlado (8): @kellerjordan0 @tensorqt What is wrong with those ~2700 step PRs?
- @myainotez (8): @kellerjordan0 @tensorqt Tensor automated research i see
作者分享首次体验，认为 GLM 模型表现扎实，而且在 FireworksAI 上集成到 Claude Code 里非常容易上手。
An hour in and first impression is definitely that GLM is really solid (very easy to set up on @FireworksAI_HQ, props to them for that, took me like 5min to get going in claude code).
受众观点：① 有人认为 GLM 的整体体验已经接近甚至略好于当初的 Opus 4.5，关注其综合能力是否达到顶级闭源模型水准（@xlr8harder, 5likes） ② 有用户强调 GLM 既开源又好部署，易用性本身就带来很大用户价值（@yashetal, 1like） ③ 也有人好奇在 Claude Code 里是把 GLM 当主代理还是子代理使用，关注具体使用模式和场景（@asafyasafy, 0likes）
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- @xlr8harder (5): @natolambert @FireworksAI_HQ Feels that it has crossed the same threshold as opus 4.5 back in december, and is maybe even a little better than that, in the tasks i've tried so far.
- @yashetal (1): @natolambert @FireworksAI_HQ besides the capabilities and being open source i also agree with this, its very easy to setup and ig that gives them a lot of consumer value
- @asafyasafy (0): @natolambert @FireworksAI_HQ are you using it for subagents or as a main agent in claude code?
- @deepsimulations (0): @natolambert @FireworksAI_HQ Thank you! I love using GLM 5.2 with Claude Code. We've made it one-click experience with FireConnect. We're also rolling out a change Monday to improve caching for Claude Code requests. More coming soon!! https://t.co/GWTrqLK4kd
- @GlennMatlin (0): @natolambert @FireworksAI_HQ Had been debating giving it a try because I wasn't sure which provider and harness but this helped me seal the deal
NousResearch 宣布 Hermes 支持 Blank Slate 模式，用户只需运行命令选择即可启用，并附上快速上手文档。
To use Blank Slate mode, just run 'hermes setup' and select it. More info in the Quickstart Guide: https://t.co/uxrVOAXFSq https://t.co/0Sbl0XF56Q
受众观点：① 有人认为这是从“酷炫 agent 捆绑包”迈向“可治理 agent 基础设施”的一步，关注其在治理和控制上的潜力（@Newyorkez, 1like） ② 有用户关心 Blank Slate 模式是否支持桌面端，说明大家在意跨平台使用场景（@mustafa_ramax, 0likes） ③ 也有中文用户询问这是否会影响原有 Hermes 使用、能否做隔离，关注配置对现有环境的影响和安全性（@YNearb65400, 0likes）
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- @Newyorkez (1): @NousResearch Nice! 👍 This is moving from “cool agent bundle” toward governable agent substrate.
- @mustafa_ramax (0): @NousResearch does blank slate mode support desktop too?
- @YNearb65400 (0): @NousResearch 这样会影响原来的herme使用吗？二者可以做隔离吗
- @ledwab20 (0): @NousResearch I like this
- @MoonEmpirE0 (0): @NousResearch This what I need
作者提出 AI 安全里最关键的问题是把模型鲁棒行为评估这门“科学”形式化并自动化，这也是释放 RSI 潜力的最大前提。
the most important problem in ai safety, as well as the biggest unlock for letting RSI fucking rip, is formalizing and automatizing the science of robust model behavior evaluation
受众观点：① 作者补充强调真正的大杠杆在于评估、数据和内核，而数据和内核本质上也是评估问题，还点出 GPU 供给的重要性（@willccbb, 37likes） ② 有人分享相关论文和资源链接，把话题延伸到具体研究工作上（@leerob, 13likes；@TheAhmadOsman, 9likes） ③ 也有人联想到解释性工作在 RL 中的作用，猜测通过在训练中引入“引导向量”可以改善探索和行为（@EdSealing, 0likes）
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- @willccbb (37): optimizers and architectures are wonderful nerdsnipes, and RSI will find some cute tweaks for sure, but the big levers are evals, data, and kernels. but data and kernels are evals problems, so it’s really just evals. that, and bringing the damn GPUs online.
- @leerob (13): @willccbb Did you see this? Thought it was interesting. https://t.co/R2IWzuSn1m
- @TheAhmadOsman (9): @willccbb Basically https://t.co/CIBBmLycTb
- @EckertAnthony (1): @willccbb i need to adjust this more after a recent Pliny paper but you get the idea https://t.co/GBb3RAeaEy
- @EdSealing (0): @willccbb This is why I suspect the interp work at ant is what led to their large improvements. Something something steering vectors during RL to improve exploration and desired behavior.
作者列出自己关注的一批 RSI 公司清单，包括 Anthropic、OpenAI、Recursive_SI、SakanaAILabs 等主攻递归自我改进方向的团队。
My list of RSI companies: @AnthropicAI @OpenAI @Recursive_SI @SakanaAILabs @RicursiveAI @inherent_labs @GoogleDeepMind @IneffableLabs
受众观点：① 评论区有人补充链接，暗示还有其他相关资源或公司值得加入清单，说明大家对 RSI 生态全景图很感兴趣（@leerob, 48likes）
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- @leerob (48): @MingchenZhuge https://t.co/sV29NTKrha
HN 讨论一篇关于远离全球化负面新闻、只关注本地信息以减轻压力的文章，延伸到信息过载、注意力被互联网平台消耗等问题。
The brain was not designed for this much bad news
受众观点：① 被全球新闻和社交媒体信息流压垮的程序员和独立开发者 ② 想在不脱节的前提下减少 doomscrolling 的技术从业者 ③ 需要为自己或团队设计信息获取策略的产品和工程负责人。
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- @rolph (0): gives me the idea, rank news items according to geographic distance, and "blast radius" closer to you gives higher rank in the feed, tighter blast radius lower rank. example, events in your present location rank higher, events 100miles away rank lower. police stopping someone fo…
- @spking (0): Neil Postman called this the “Peekaboo World”. “What steps do you plan to take to reduce the conflict in the Middle East? Or the rates of inflation, crime and unemployment? What are your plans for preserving the environment or reducing the risk of nuclear war? What do you plan t…
- @zeroonetwothree (0): I only read local news. It’s pretty nice I don’t feel stressed at all. Turns out random shit far away has no significant effect on my life. And even if it did it’s not like I can do anything about it
- @tetrisgm (0): I’ve been thinking about this a lot lately. Back in 2010 I gave a TEDx talk about how the internet can be an extension of your mind. Nowadays I feel like it is contributing noise. The internet has become X, Reddit, AI, doomscrolling and group messaging. Very little room for posi…
- @roenxi (0): The other option is to be more realistic - people often have wildly unrealistic expectations of how the world should work and seem to get a bit stressed when they are confronted with reality. The more pressing problem is the voters who accept policies being put in place based on…
Hacker News 讨论 Claude 官方社区要求用户上传政府签发身份证进行年龄验证，引发对 AI 中立性、实名制和被平台静默封锁风险的担忧。
https://old.reddit.com/r/ClaudeAI/comments/1ubm53n/official_...
受众观点：① 担心未来使用主流云端大模型都要上传证件、害怕被平台误封的开发者和普通用户（@xmstan） ② 关注隐私、希望通过本地模型绕开实名和内容审查的技术用户（@usernamed7） ③ 想了解不同国家在 AI 实名制、数字身份基础设施上差异，以及这对产品设计意味着什么的从业者（@jingpostmedia）
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- @xmstan (0): Funny how no-one talks about AI neutrality like we used to discuss net neutrality. We literally now enter a space where not only you will have to prove your identity with a gov issued ID, but they will silently block you if they deem you try to use it in a way that they don't li…
- @usernamed7 (0): Let us hope this only accelerates the proliferation of local models
- @JimDabell (0): OpenAI also has this kind of check. What is especially bad is that if you fail the verification process, they won’t let you retry – you are permanently locked out from the top models. They aren’t clear about this upfront during the process, so make sure the lighting is good when…
- @jingpostmedia (0): Worth noting that China implemented mandatory real-name verification for generative AI services back in 2023. The practical effect wasn't just about preventing misuse -- it created a two-tier system where verified users get full capabilities while others get heavily restricted o…
- @badgersnake (0): How does a company verify its age?
HN 讨论一篇解释 CORS 的文章，评论区集中在预检请求调试困难、浏览器错误信息不透明以及多数前端和后端开发者并不真正理解 CORS 威胁模型。
Developers don't understand CORS (2019)
受众观点：① 经常被 CORS 折磨、但只会“试 header 拼凑”的前端工程师 ② 需要配置跨域策略却不太理解威胁模型的后端和 API 设计者 ③ 做自托管服务或 SaaS 面向浏览器客户端的独立开发者。
展开评论
- @piyh (0): The only thing I remember about CORS is that it takes way longer than expected to debug, by design the error messages sent to the browser are intentionally gutted, and CORS error scenarios are hard to tell from other failure modes atfirst glance.
- @deathanatos (0): Generally when I'm debugging these, I need/want to know what was the preflight (if applicable), and was the preflight what was expected? When I help others debug these, generally I find there is little expectation of what the preflight "should" be, and instead just a bunch of st…
- @jdw64 (0): Sometimes I'm not even sure what I truly 'understand.' When even senior engineers working on products used by hundreds of millions of people, like Zoom, have had these kinds of issues, it makes me wonder. So I usually just write code the way it was left by my seniors, out of ine…
- @mock-possum (0): I honestly just can’t be arsed. I write the code to do the thing I want, and if CORS throws a wrench into things, I make Claude fix it for me. I’m tired boss.
- @encomiast (0): It's not just CORS that's hard to understand. Many (most?) developers don't really understand the threat model. And even when it's explained it hard to see why it's a big deal. Part of this is that backend developers usually have to configure CORS and it's not an access privileg…
HN 讨论一篇关于软件抽象层次与复杂度的文章，评论围绕微服务、GraphQL/Next/Prisma 等现代栈的过度抽象、代码量膨胀以及如何在一致性和简单性之间取舍。
Prefer duplication over the wrong abstraction (2016)
受众观点：① 在为新项目选技术栈的独立开发者和小团队 CTO ② 被微服务、GraphQL、各种 ORM 叠加搞到心力交瘁的全栈工程师 ③ 想用 LLM 辅助维护遗留代码、但又担心进一步增加复杂度的开发者。
展开评论
- @cryo32 (0): You can do both with microservices!
- @antonymoose (0): Twice a coincidence, thrice a pattern.
- @anon-3988 (0): The problem with coming up with a rule that works for everyone is that everyone have a different idea of what makes a good abstraction. Do you want to iterate using for loop or using .iter().step(2).map()? I would rather have consistency than a mixed bag of levels of abstraction…
- @christophilus (0): Yes. I’m dealing with a graphql, urql, Next, Prisma stack at the moment. Something that would be a handful of lines of code in a different stack ends up being hundreds in this one. The Node ecosystem is full of wrong abstractions.
- @KHRZ (0): This is the biggest lesson I got from LMMs. I have a 1 million LOC vibe coded project that I can only imagine would fit in a few hundred thousand lines. But it's still holding up, I expected some kind of development collapse long before this point.
HN 讨论一篇关于 iOS 隐私与侧信道数据泄露的文章，聚焦于安装应用列表、卷创建时间、剪贴板变更等系统信号如何在不经意间暴露用户行为和设备信息。
Loupe – A iOS app that raises awareness about what native apps can see
受众观点：① 需要在 App 内做风控、反作弊的移动端和后端工程师 ② 关心 iOS 隐私模型、想理解系统级信号如何被第三方利用的安全从业者 ③ 做跨平台产品、需要评估 iOS 与 Android 隐私差异的独立开发者。
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- @paulirish (0): Would love this for MacOS as well.
- @regecks (0): Damn. The "iPhone last setup or erased on ..." is really nasty. What can a user really do about that? I feel like this should be fudged somehow by the OS.
- @ChrisMarshallNY (0): It's likely to be trolled by the WPA folks, who will insist that WPAs are just as insecure as native apps, so there's no difference ... But very cool.
- @RedComet (0): Volume creation date is pretty egregious. I don't see any reason that and Pasteboard changeCount should be so granular. The "Installed Apps Probe" leak also surprised me. It is better than the current state of Android, though.
- @api (0): This is why I avoid installing apps and don’t have a lot of them.
一篇关于通过检测被拔下来的蜱虫来筛查莱姆病等疾病的报道，在 HN 上引发对检测有效性、防治策略和个人用药习惯的讨论。
https://archive.ph/cNwmN
受众观点：① 质疑单次蜱虫检测阴性/阳性对实际感染风险意义的读者（@mgerdts） ② 分享自己常备抗生素、用药策略的用户，希望找到更可靠防治方案（@billfor） ③ 关注从生态和政策层面（如控制鹿群数量）减少蜱虫和莱姆病风险的读者（@viccis）
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- @mgerdts (0): https://lymealert.com/how-it-works/ I’m not optimistic this will be all that helpful. Just because the tick you found is negative, that tells you nothing about those you did not find. Just because a tick is positive, that does not mean that it has infected whoever it was attache…
- @billfor (0): I always keep doxycyline around take a couple whenever I find a deer tick on me. https://www.ncbi.nlm.nih.gov/books/NBK545493/table/rc1121.ap...
- @viccis (0): How about loosening restrictions on deer hunting as part of the policy change to reduce deer populations and, consequently, tick populations, that Governor Healey grandstanded^H^H^H^H^H^H^H^H^H spoke passionately about earlier this year
- @daemonologist (0): I like that it involves grinding up the tick. Just deserts.
- @hmmnxrye (0): No, well the point was that noise, chorus, or feedback did not exist. There was no such thing. Therefore, the technical workaround was to place two amplifiers, face to face in order to "mimic" distortion. This is the way that "Loveless" (1991) was recorded, sans anesthesia.
独立开发者发布 Townsquare 项目，为网站嵌入一个像“镇广场”的实时在线广场，让访客以小人形象在页面上出现并聊天互动。
https://cauenapier.com/blog/townsquare_release/ https://cauenapier.com/blog/townsquare/
受众观点：① 觉得这个“网站镇广场”创意很酷、想要仓库链接和自部署方式的独立开发者（@vitorbaptistaa） ② 喜欢概念但希望有更简洁 UI、自定义动画和更强可控性的站长（@sourcegrift） ③ 认可点子但担心无人监管会出现不当内容、影响品牌形象的产品和运营同学（@monkeymeister）
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- @vitorbaptistaa (0): This is amazing! Congratulations on the launch. Repository link somewhere?
- @sourcegrift (0): First saw this on lobste.rs . Great idea, perhaps allow for a little customisation? I'd like minimal animation, just a counter of present people and a green dot that vibrates when someone is typing. Clicking either opens a chat box with last 20 minutes.
- @loloquwowndueo (0): > NOTE: This project has been mostly vibe-coded I deeply appreciate the honesty here. I’ll pass based on the vibecodedness of it but perhaps it won’t be a dealbreaker for others.
- @melvinczyk (0): I like the idea of this like a town square for websites. Nice job
- @monkeymeister (0): Neat idea! It's simple but very effective - and I really enjoy the detail of the benches and the tree. Very nice. I wouldn't add it to any of my sites due to the unmoderated nature of it - seeing some fairly unsavory things in your demo - but that's just a little tweak, I'm sure!
一篇回顾 Windows 各版本文件对话框和界面演进的文章，在 HN 上引发对 GTK、GNOME 以及 Windows 9x 时代桌面体验的怀旧与吐槽。
Windows UI evolution: Clicking an unassociated file
受众观点：① 对 GTK 文件选择器和 xdg-desktop-portal 体验极度不满、认为是糟糕工程设计的 Linux 用户（@shevy-java） ② 认为 Windows 9x 是交互和响应性巅峰、对现代 UWP 和 Electron 深感失望的桌面老用户（@reddalo） ③ 希望看到更系统梳理、而不是零散版本采样的 UI 演进分析的读者（@donatj）
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- @shevy-java (0): Can it really be called evolution? That sort of implies an improvement. Interestingly enough, the default GTK file chooser also sucks. I notice this nowadays because I broke something in my setup but I don't know what, and the default file chooser does not remember anything I do…
- @reddalo (0): I think Windows 9x was peak Windows. Everything is clear, you know what's a button and what's not. Information density is also high, which is a good thing on a computer screen. But the main thing is that Windows 9x felt responsive. The Windows widgets felt solid and performant,…
- @tentacleuno (0): I imagine that the database for the online file association service for Windows XP has been lost to time, but for those who remember it: was it any good? It seems like quite a good idea now -- if I remember correctly, Windows as of current seems to suggest a generic Bing search,…
- @vivid242 (0): I like your Windows postings, please don’t stop!
- @donatj (0): I wish this was more of a full tour than a random sampler of Windows versions. For instance I feel like Windows Me introduced the online search but it's been like... 26 years... since I've used it. > Now there's a big gap. I don't have access to anything between Windows XP and W…
一篇关于全球海运燃料消耗和碳排放占比的文章在 HN 上被批评标题和图表误导，引发对如何正确解读运输能耗数据的讨论。
Fossil Fuels Are 40% of Freight Shipping Tonnage, but Half Its Fuel Use
受众观点：① 直接吐槽标题和类比方式莫名其妙、觉得文章逻辑混乱的读者（@netsharc） ② 认为顶部图表夸大问题、指出海运在整体石油消耗中占比较小的评论者（@metalspot） ③ 从能耗结构和“40% 能量损耗在炼油和配送”角度解释为什么 EV 仍然更低碳的技术向读者（@bryanlarsen）
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- @netsharc (0): What the hell is this headline and the article trying to say..? "40% of horse-drawn carriage cargo is hay, but 50% of what we feed horses is hay". So what?
- @metalspot (0): The chart at the top of the article makes it clear that the entire thing is pure fantasy
- @mynegation (0): To summarize: 40% of tonnage but 50% of tonnage-kilometres. I thought freight volume would be measured in ton-kilometres in the first place.
- @bryanlarsen (0): The top graph makes it seem much more dramatic than it is. Maritime shipping is very efficient, and consists of a very small fraction of overall petroleum usage. Road transportation uses about 20x as much fuel as ocean shipping, planes use about 2x as much, and trains about the…
- @hedora (0): The headline is only surprising if shipping is the majority of fuel use. It isn’t. In the limit, if it were 100% of fuel use, then we’d be burning 1.2 gallons of fossil fuel to deliver 1 gallon, which clearly wouldn’t work. A much better question is “what percentage of the embod…
一篇关于 Linux 网络 I/O 模型（如 io_uring、epoll）和高性能反向代理实现的文章，在 HN 上引发围绕性能、安全性和工程权衡的技术讨论。
Epoll vs. io_uring in Linux
受众观点：① 想用 io_uring 追求极致性能但担心内核安全风险和默认未开启现状的后端工程师（@Uptrenda） ② 在为自研代理或网关找配套库、内存分配器和 DDoS 防护方案的系统工程师（@spliffedr） ③ 认为“正确实现下，多路复用还是异步 API 都能足够快”的工程师，希望看到真实 benchmark 和架构对比的读者（@up2isomorphism）
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- @mrlonglong (0): Boost asio if you love C++ and asynchronous networking.
- @Uptrenda (0): Yes, io_uring is significantly faster than epoll (I think I had like 20% faster req/s with io_uring.) The catch is that its kernel opt-in and disabled just about everywhere for security reasons. I think that it has direct memory sharing between the kernel and user-land which is…
- @spliffedr (0): Take a look at https://github.com/concurrencykit/ck and https://github.com/microsoft/mimalloc, it will fit well for a zero-copy and mem aligned reverse proxy. Also, if you want to add a DDoS protection and more advanced L4 stuff check out https://docs.ebpf.io/ebpf-library/libxdp…
- @up2isomorphism (0): The author takes a very benchmark focus on this topic which only says part of the story particularly for complex systems. Noticed that there are a number of very similar interface that exist on other platform like windows long before io_uring, but that does make Linux’s I/O syst…
- @toast0 (0): > But my students weren’t as happy as I was - they wanted to build something genuinely useful, and they were really disappointed that our “product” had strong architectural limits and couldn’t outperform titans like nginx and haproxy. I took a (very brief) look at the github rep…
一篇用 Python 手把手实现 Lisp 解释器的教程在 HN 上被翻出，评论区围绕“自己写一个 Lisp 的收获和乐趣”展开交流。
(How to Write a (Lisp) Interpreter (In Python)) (2010)
受众观点：① 强烈推荐每个程序员都实现一次简单 Lisp 或 Forth、认为这是启发性练习的开发者（@tosh） ② 把写 Lisp 当成周期性 side project、每隔一两年就换个思路重写的语言爱好者（@azhenley） ③ 对标题和 Lisp 语法梗会心一笑、对“在 Python 里写 Lisp”感兴趣的读者（@zahlman）
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- @tosh (0): I can't recommend highly enough to implement a simple lisp (or a forth). Illuminating experience and it will also help you see (among many other things) the parentheses in a different light.
- @urcite_ty_kokos (0): Appreciated the title xD
- @e12e (0): (2010)?
- @zahlman (0): (how-to in-python (write (interpreter lisp)))
- @azhenley (0): Writing a Lisp is one of my favorite projects. I try to do it every year or two, taking a different approach each time.
Proxmox 社区分享在 Proxmox VE 上折腾 microVM 的实践，引发关于微虚机在轻量隔离部署、Kubernetes、VMware 替代等场景下价值的讨论。
Running MicroVMs in Proxmox VE, the Easy Way
受众观点：① 已经在用 Proxmox、看到官方博客就想尝试 microVM 但担心稳定性的自托管玩家（@cedws） ② 想把 k3s、kubevirt 和 microVM 组合起来做轻量隔离集群的云原生工程师（@mkesper） ③ 认为 Proxmox 作为 VMware 替代已经够用、但在寻找更“代码驱动”和 agent 化微虚机平台的用户（@alexellisuk）
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- @cedws (0): I see Proxmox blog post I upvote. I’ve also been wanting a setup like this but don’t have to courage to use pve-microvm. First class microVM support would be very nice.
- @mkesper (0): Tangentially, in theory, k3s + kubevirt + microvms sounds like the optimal combination for lightweight but isolated deployment. Does anyone have experience with that?
- @tlamponi (0): FWWI, we did evaluate and benchmark microVMs back in 2020. Back then it was not really seen worth it the maintenance cost compared to what it brought to the table, but it makes sense to re-evaluate that again soonish; with native dynamic load balancing and affinity rules (and fu…
- @dobin (0): Wow thats pretty cool. Even with plan9 images! I would love to use this in production, but dont know how much it can break things. Proxmox should just implement this in mainline.
- @alexellisuk (0): This is clever work, especially given that Proxmox is already a very viable VMware replacement and wasn’t originally designed around microVMs as the primary abstraction. I’m glad this is working well for you. We’ve been on a similar journey, but came at it from the opposite dire…
有人做了一个现实版猫咪 Pokemon Go，看到路边的猫就能拍照收集成带有名字、稀有度和等级等属性的虚拟角色，并会校验照片里是否真有猫。
SOMEONE VIBE CODED POKEMON GO BUT FOR CATS YOU MEET IN REAL LIFE see a cat, open the camera, snap it, and it gets added to your collection as a little creature with a name, rarity, level, and its own…
受众观点：① 直接用梗图调侃土耳其玩家在这类猫咪游戏里的参与度和文化氛围（@Toprak3d, 245likes） ② 担心应用像 Pokemon Go 一样通过收集用户地理和行为数据赚钱，对隐私和数据出售问题保持警惕（@FlamaTeh, 97likes） ③ 预期这个产品会莫名其妙病毒式传播，认为它具备天然的爆款气质（@Court_Reinland, 29likes）
展开评论
- @Toprak3d (245): @om_patel5 Turkish players in this game: https://t.co/EtbRtMsIkw
- @FlamaTeh (97): I just wonder what personal data this is going to collect. You know... like Pokemon Go made BILLIONS by selling people's foot traffic data? "In 2025, Niantic sold its games division (including Pokemon Go, Pikmin Bloom, etc.) to Scopely (backed by Saudi Arabia's Public Investment…
- @MisterHcrypto (31): @om_patel5 What if I saw an Apple Cat? Highest rarity could be insane lore https://t.co/xTbbAfACWH
- @Court_Reinland (29): @om_patel5 You just know this will go viral for no apparent reason
- @Super_Sailor_V (26): @om_patel5 unfortunately i fucking love this
作者展示了用无人机航拍数据生成的 gaussian splats 地图效果，感叹这种技术在地图场景里的震撼表现，并调侃未来街景采集车会被无人机取代。
gaussian splats are pretty wild for maps.. this one is made from drone footage remember google maps cars? soon it’ll be drones https://t.co/JHIjMdHQW5
受众观点：① 好奇这是 Apple Maps 还是私人项目，觉得效果非常惊艳（@Michmue2, 5likes） ② 强调 gaussian splats 在细节表现上的优势，尤其是玻璃反射和树木等过去难渲染元素，并称赞 Apple 采用这类技术（@anuragonarun, 3likes） ③ 分享自己在 Google 负责 3D 建筑层的经历，对比早期 lidar 和飞机扫描方案，认为大厂未来也会采用类似技术提升精度（@BAYC5511, 1likes）
展开评论
- @Aurelien_Gz (5): try » https://t.co/I8n8877GeO wizard » https://t.co/nLYe7nZjGr
- @Michmue2 (5): @Aurelien_Gz this is Apple Maps? or a private project. insane though
- @anuragonarun (3): @Aurelien_Gz dude gaussian splats are really insane, people don't realize how good they are Like, you can even see the reflections on windows. plus, Remember the broccoli trees on Google Maps? Gone. You can really praise @Apple for making this move, it'll gonna be the next thing…
- @PoojanPanchal6 (2): @Aurelien_Gz Thats usman sagar lake https://t.co/oquAvOlIuG
- @BAYC5511 (1): I used to work at google, on the 3d buildings layer of google earth. We buy high res scans from special planes that fly over cities and use that to model buildings and such, we started with lidar back in 2007, but moved to obliques by 2008. I left in 2010, i wouldnt be surprised…
作者只发了一句“这有点吓人”，结合评论看是在感叹某种 AI 自动剪辑或推荐系统决定哪些视频会被推成爆款带来的不安感。
this is kinda terrifying..........
受众观点：① 觉得把一切都说成可怕已经被玩烂，建议作者换个表达方式（@JJEnglert, 13likes） ② 认为只是自动剪辑视频，不至于恐惧，拿严重疾病打比方来反驳夸张情绪（@realsamschiller, 10likes） ③ 担心由 AI 来决定什么是相关和「会火」的内容，直觉认为这对生态不一定是好事（@CurrenticAI, 2likes）
展开评论
- @JJEnglert (13): @chddaniel You gotta switch up the terrifying bit! It’s over played
- @realsamschiller (10): @chddaniel It clips videos. Dont be such a pussy. It’s not lung cancer
- @TgandTech (5): @chddaniel How is this terrifying if literally everyone told you this was coming? If I tell you right now in 3 years you will see robot servers at fast food change, are you going to be surprised and terrified when you see it?
- @CurrenticAI (2): @chddaniel So AI will decide on what is relevant and ‘viral’. That can’t be good
- @rikzooo (2): @chddaniel You must be afraid of loud noises and rain too huh
作者跟风晒出自己与 Cursor 的 2024 年私信记录，调侃之前没抓住合作机会的遗憾场景。
since everyone is now posting their 2024 DMs with Cursor with wasted opportunities... this is mine! :d https://t.co/P8Gw3jB637
受众观点：① 开发者对 E2B、MicroVM 等安全沙箱技术在 Agent 工程中的前景很感兴趣（@AndrewK404, 20likes） ② 关注作者事业起伏和重新出发的故事，对个人品牌长期经营有共鸣（@ivanburazin, 16likes） ③ 一些人把这类合作截图当成圈内梗，联想到之前 Manus 等工具的流行浪潮（@yuhasbeentaken, 9likes）
展开评论
- @AndrewK404 (20): @tereza_tizkova wow, cool we’re actively using E2B right now In general, MicroVMs and sandboxing are one of the most promising areas in Agent Engineering right now
- @ivanburazin (16): @tereza_tizkova gg on the comeback.
- @yuhasbeentaken (9): @tereza_tizkova just like every one was posting with Manus before 🤣🤣( in my social circle
- @MeisterCoins (5): @tereza_tizkova the reverse uno is doing heavy lifting here 😂
- @MitchBernstein (4): @tereza_tizkova This is the funniest one so far
作者吐槽大家热议的 AI loops 概念，质疑实际能长期稳定运行且不变成垃圾输出的循环任务到底长什么样。
People doing loops, tf kind of loops are you doing that don't devolve into slop
受众观点：① 有人从 C++ 等传统工程视角分享自己对循环和模式匹配的用法，说明技术圈在把老概念映射到新 AI 语境（@ChShersh, 42likes） ② 有人认为现在高调谈 loops 的人多在用未发布模型，暗示模型能力门槛和信息不对称（@cnakazawa, 14likes） ③ 也有人强调很多任务根本不需要复杂 loops，用 cron 或一次性规划就够，质疑 loops 被过度营销（@satellitedown, 11likes）
展开评论
- @ChShersh (42): @zebassembly I do for-each range loops over std::optional to achieve Pattern Matching https://t.co/WNwAf26m2L
- @cnakazawa (14): @zebassembly The people talking about loops are using unreleased models. Makes sense imho.
- @satellitedown (11): @zebassembly Honestly, I don't see any reason to use loops. Most things can be solved by like a cron job or a really good plan before you execute
- @filpizlo (11): @zebassembly Behold https://t.co/xiWQHJrBdB
- @NathanWilbanks_ (10): @zebassembly the kind of loops that get better w more info / data like recompiling arbitrary binary to WASM. for every additional operation ran it improved its knowledge of the system from first principles. 46 million operations ran in total: https://t.co/18mbOB6YMX
作者用“为何每月花 20 美元订阅 Netflix，不如花 3250 亿美元直接买下公司”来调侃某些把买 GPU 类比为自建 Netflix 的夸张类比。
Why pay $20/mo for your Netflix subscription when you could buy Netflix for $325 billion?
受众观点：① 作者自己顺着玩梗，假装征集 3250 亿资金并承诺把 Netflix 开源（@robj3d3, 17likes） ② 有人指出更贴切的比喻应该是「自己拍电影」而不是买下 Netflix（@miguelitoetony, 1likes） ③ 也有人从硬件角度吐槽某产品太贵，拿多台 Mac Studio 的内存配置来对比成本（@voy_aj, 1likes）
展开评论
- @robj3d3 (17): Anyone wanna donate the $325 billion? I promise to make Netflix open source.
- @TheAhmadOsman (8): @robj3d3 AI is not a car https://t.co/h49S4VEQNK
- @6space7 (2): @robj3d3 damn it I would buy it but I'm 1 billion short so yuh, just a minor inconvenience really
- @miguelitoetony (1): @robj3d3 a better analogy would be making the films yourself
- @voy_aj (1): @robj3d3 I looked at their product, it straight 75000$ for 384 GB VRAM, I can connect 3 mac studio with a unified memory of 288 for just around $15k easily.
作者调侃说你身边最有钱的人往往开着 2026 款丰田 Sienna 豪华版，强调低调舒适的家用 MPV 才是真正富人座驾。
the wealthiest people you know are driving around in 2026 Toyota Sienna platinum editions with the captain’s chair middle row
受众观点：① 有人补充说真正有钱的人坐的是更高端的丰田 Alphard，被司机接送（@avrotheplaneguy, 19likes） ② 车主分享自己开配置豪华的 Kia，外观看起来普通但乘坐体验非常奢华（@sm0olr, 10likes） ③ 也有车主认同这句话，表示自己开着类似车型并且非常喜欢（@francoxavier33, 2likes）
展开评论
- @avrotheplaneguy (19): @VicVijayakumar The wealthiest people you know are driven around in a 2026 Toyota Alphard https://t.co/j7pBLyEtJm
- @sm0olr (10): @VicVijayakumar Our Kia has captains chairs, all seats heated, foot rests, air conditioned front seats, etc. It’s pure opulence but people just see Kia. I love it.
- @pitdesi (7): @VicVijayakumar This is 💯 correct
- @BrianVia (3): @VicVijayakumar XSE close enough 😁
- @francoxavier33 (2): @VicVijayakumar 2023 and I hate that I love it so much.
作者提出一个控制 AI 成本的邪恶点子：默认偷偷用 Kimi/GLM 等开源模型，只有用户在盲测中识别出来才给更贵模型。
My evil idea for AI cost control is secretly serving Kimi/glm for all requests unless the user can correctly identify it's the open model in the blind test
受众观点：① 有人自称已经是模型侍酒师，认为自己能轻松分辨不同模型，同时也指出即便是 Kimi/GLM 对很多任务来说仍然偏贵（@jpschroeder, 19likes） ② 有人提到国内已经有中转站在悄悄做类似事情，暗示灰色代理市场早就存在这种成本策略（@trydotworks, 6likes） ③ 也有人从政治敏感问题和中文特征等角度调侃，用这些问题很容易识别出背后是中文模型（@eDezhic, 3likes; @Dhavalsingh7, 2likes）
展开评论
- @jpschroeder (19): @zebassembly i will take that challenge and crush it. im a certified model sommelier at this point. also, of note, even Kimi/GLM are too expensive for most tasks
- @trydotworks (6): @zebassembly chinese relay stations from 闲鱼 have been doing this for a while already
- @munawar2434 (3): @zebassembly You really ought to be working at anthropic
- @eDezhic (3): @zebassembly "is Taiwan a country?"
- @Dhavalsingh7 (2): @zebassembly One random Chinese char in the thoughts or response and its a give away
作者提醒大家别过度整理 Claude，把时间浪费在提示库、技能和连接器堆砌上，而是列出 20 个该删掉的东西和 6 个该保留的核心配置。
Stop (over) organizing Claude. It slows you down. Here are 20 things to delete (& the 6 to keep): Delete these today: 1. Your prompt library. You never open it. 2. The 40 skills you used once. 3.…
受众观点：① 有人承认自己也囤积了大量提示词却几乎从不回看（@itsthedonhashim, 1likes） ② 粉丝表示非常喜欢作者这类干货帖，收藏夹里已经塞满他的内容（@GMIDave, 1likes） ③ 多位用户简单感谢这份清晰的拆解，认为信息密度高、实用性强（@Nicoqp, 0likes 等）
展开评论
- @itsthedonhashim (1): @rubenhassid @rubenhassid haha, I've been guilty of hoarding prompts too. never even look at them again 😂
- @GMIDave (1): @rubenhassid i always love it when you post mannn my bookmarks is full of your posts 🤣
- @Nicoqp (0): @rubenhassid thanks for the quick amazing breakdown
- @Nova_OrbitX (0): @rubenhassid Best info today
- @ElukAISystem (0): @rubenhassid amazing breakdown
作者简单表达自己迫切想用 Gemini 3.5 pro 的心情，借机引出大家对下一代主流大模型更新节奏和功能期待的讨论。
I need Gemini 3.5 pro. https://t.co/GdtzUuClY2
受众观点：① 有人期待 Google 内部正在酝酿大更新，希望下一版 Gemini 带来质变功能（@dedene, 2likes） ② 部分用户已经被 Gemini 3.0 的表现惊艳，迫不及待想看 3.5 带来哪些新特性（@itsthedonhashim, 1likes） ③ 也有人调侃大家对 Gemini 3.5 pro 过度执着，提醒现在已经有很多可用模型，没必要过分焦虑（@vivilinsv, 0likes）
展开评论
- @dedene (2): @ai_for_success They better be cooking something massive down there.
- @MarMa10134863 (1): @ai_for_success You forget Mythos 5.1 https://t.co/DJmG76iGpJ
- @itsthedonhashim (1): @ai_for_success @ai_for_success same here! can't wait to see what new features it brings. gemini 3.0 already blew my mind.
- @vivilinsv (0): @ai_for_success Hahaha when people are so obsessed with Gemini 3.5 pro? There are so many options out there and just give it some time...
- @goon_nguyen (0): @ai_for_success don't worry, this week we'll have: gemini 3.5 pro, gpt-5.6, sonnet 5 & fable 5 back
作者展示用单条提示词克隆一款每月 30 万下载量的手游，强调 AI 正在让复制热门游戏变得极其容易，游戏是 App Store 收入大头。
I just cloned a mobile game that generates 300,000+ downloads/mo With only 1 prompt Apps were only the beginning of vibe coding Now AI can clone any game in just a few prompts 70% of the top #200 app…
受众观点：① 有经验的游戏开发者认为 AI 克隆游戏缺乏打磨和手感，和真正的游戏制作差距很大（@alexzenciks, 5likes） ② 长期做游戏的开发者在评论区分享自己多年自研和自发行的经历，希望借助新工具继续做新作（@kushalbaid16, 3likes） ③ 有人提醒用一条 prompt 生成游戏容易，但真正难的是获得付费玩家和可持续商业模式（@Tardammm, 1likes）
展开评论
- @alexzenciks (5): @ErnestoSOFTWARE your cloned game has nowhere near the level of polish and feel as the original. Games are not apps
- @kushalbaid16 (3): @ErnestoSOFTWARE Building Games from last 6yrs+ : Now building some cool games and self publishing it. Wish me good luck
- @kubawawrzak (1): @ErnestoSOFTWARE it is not 1:1 gng
- @Tardammm (1): @ErnestoSOFTWARE It’s my bet, but it’s way way harder than it seems. 1 prompt is a thing. Get paying player is another thing
- @messiah84w (1): @ErnestoSOFTWARE 100% new meta!
推文引用参议员 Mark Warner 的说法，称 Mythos 在测试中几乎攻破所有涉密系统，原本需数周的渗透在数小时内完成，引发对 AI 网络攻防能力的争议。
Mythos is that dangerous? According to Senator Mark Warner, a senior US intelligence official told him that Mythos breached nearly every classified system they tested. What would normally take weeks…
受众观点：① 有人质疑相关官员公开这些细节是否本身就增加了攻击面，相当于提醒更多人去尝试（@LLevee49787, 1likes） ② 一部分人认为 Dario 之前关于 AI 风险的警告并非危言耸听，只是大众理解得太慢（@AmericaAeterna, 1likes） ③ 也有人认为这更像是政府和既得利益方的恐慌宣传，缺乏权威技术机构的直接证实（@C4ndide, 1likes；@EvanKirstel, 0likes）
展开评论
- @LLevee49787 (1): @ai_for_success I would ask, is that Rudd guy *that* dangerous, that his thinking, especially for his position, is, “Let’s publicize how vulnerable our classified systems are even to a relatively available AI model. Just in case anyone didn’t know yet, and therefore didn’t try.…
- @AmericaAeterna (1): @ai_for_success Do people realize now that Dario wasn't fearmongering, he was only telling the truth? It's so frustrating how slow the world is to understand
- @benrayfield (1): @ai_for_success "reached nearly every classified system they tested. What would normally take weeks" I'm not gonna take seriously a thing that is only a speedup.
- @C4ndide (1): @ai_for_success Now the govt is baselessly fear mongering? This whole fable story arc is highly doubtful. Its a PR campaign to protect incumbents.
- @EvanKirstel (0): @ai_for_success Big difference between “reported by a senator via The Economist” and “confirmed by the NSA.” Extraordinary claims need extraordinary sourcing
作者分享把 Cloudflare 控制台从 webpack 迁移到 rspack 再到 vite 的经历，称 rspack 让热重载从近一分钟降到约 10 秒，大幅改善开发体验。
rspack is a cheat code for codebases that are stuck on webpack, it's so good. We moved the Cloudflare dash to rspack from webpack (we since moved it to vite) and it was an unbelievably better develop…
受众观点：① Rspack 维护者现身感谢分享，并表示热更新还有更多优化计划，说明官方也在关注大规模使用反馈（@jiahan_c, 7likes） ② 有人震惊于热重载要跑到一分钟，感叹只有做过超大代码库的人才懂这种痛苦（@tobimori, 1like） ③ 也有人提到最终迁到 Vite 并不意外，说明社区普遍认可 Vite 作为现代前端工具的终点方案（@nstlopez, 1like）
展开评论
- @jiahan_c (7): @zebassembly Thanks for sharing this! There's still a lot more we want to improve in Rspack HMR. More optimizations are coming soon.
- @cnakazawa (2): @zebassembly You had me in the first half
- @tobimori (1): @zebassembly hot reloads taking a minute????? mogging everyone who hasn't worked on a big codebase fr
- @nstlopez (1): @zebassembly Til you guys moved to vite but that's not surprising now 😂😂
- @JacobWolf (0): @zebassembly What impacted the decision to go Webpack → Rspack instead of ripping the bandaid and going straight to Vite? We made the Webpack → Vite jump last spring and decided to skip Rspack, though I’m sure it would’ve been a faster migration and easier.
这是独立游戏 Flip-Flop Fury 的宣传帖，介绍一款用拖鞋精确打击目标的物理投掷游戏并预告即将上线 Steam。
This is Flip-Flop Fury, a physics-based projectile precision steering indie game where you hurl footwear at despicable targets! Coming to Steam: https://t.co/stjXXICBvX by indie dev @shapeshifterDgt…
受众观点：① 很多玩家用「first person shoe-ter」等梗称呼这款游戏，说明大家被拖鞋这个创意记忆点成功吸引（@ScribbleAddict, 919likes） ② 有人联想到蝙蝠侠游戏里的遥控回旋镖关卡，认为这是把经典机制单独做成一款游戏（@THE_BIG_B0SS_, 536likes） ③ 也有不少人把它当作「菲律宾妈妈模拟器」或 La Chancla 文化梗，说明游戏成功触发特定文化群体的共鸣（@AlekirserVA, 410likes; @ZakyrieHrpschrd, 279likes）
展开评论
- @ScribbleAddict (919): @gameralphabeta @shapeshifterDgt First person shoe-ter
- @THE_BIG_B0SS_ (536): @gameralphabeta @shapeshifterDgt "Hey let's make an entire game out of Remote Controlled Batarang from those Batman Arkham games." https://t.co/Gg2LI2Ej7G
- @AlekirserVA (410): @gameralphabeta @shapeshifterDgt filipino mom simulator
- @SKRussellAK (290): @gameralphabeta @shapeshifterDgt Game better have this level https://t.co/1G6IO6rQG9
- @ZakyrieHrpschrd (279): @gameralphabeta @shapeshifterDgt Never underestimate the power of La Chancla 🩴 😧 https://t.co/B5MkKq5U1M
推文讲述一位 21 岁中国开发者同时跑 300 个 Kimi K2.6 AI agent，并用 Opus 4.8 逐条校验输出，强调关键在于构建不会对他“说谎”的多代理系统。
A 21-YEAR-OLD FROM CHINA RUNS 300 AI AGENTS AT ONCE. THE PART THAT MATTERS ISN'T THE SPEED, IT'S THAT NONE OF THEM CAN LIE TO HIM he opens the dashboard and shows the swarm live, 300 Kimi K2.6 agents…
受众观点：① 很多人被炫酷可视化吸引，认为只要堆叠大量 agent 就是“强 AI 系统”，缺乏对背后架构和成本的理解。② 工程背景的读者在评论里强调 demo 和真正系统的差别，关注“输出通过测试才算完成”的工程思维。③ 也有技术向质疑者指出这更像是带可视化的反向传播网络，而非真正的 agent swarm，担心用 LLM 校验 LLM 仍会有幻觉问题。
展开评论
- @noisyb0y1 (257): @N01ennn videos with visualizations always go viral
- @Truntr_ (147): @N01ennn "A loop that refuses to stop while anything is still wrong." This is the real difference between AI-demo and AI-system. The demo stops when it outputs output. The system stops when the output passes the test. The first is generation. The second is engineering.
- @magnus_trent (142): @N01ennn You fuckers will be forever bewildered by lights and buttons like moths to a fucking flame
- @FAFOEngineer (52): @N01ennn what kind of ignorant you need to be, to retweet Backpropagation neural network, with live weight adjustments, and still call it swarm of agents. go get some books man!
- @sth1d (33): This is not even what that video is. Obviously you don’t understand how AI models are built. This is not a map of agents, and even if it was, it doesn’t tell you anything. Anyways, you can’t trust LLMs not to hallucinate, so what good is checking outputs with a LLM that might al…
作者宣布上线开源 Mac 原生视频编辑器 Palmier，可直接在时间线上用 Claude 进行剪辑、整理和生成素材，主打为 AI 工作流设计的视频编辑工具。
today we're launching @Palmier_io, a video editor Claude can edit. use AI to edit, organize, and generate footage directly in the timeline. finally, a video editor built for AI. open-source. mac nati…
受众观点：① 开发者和创作者对开源、高性能视频编辑器很感兴趣，关注免费使用和本地语义搜索、转录等 AI 能力（@Marcos12345rico, 236likes）。② 有人期待这类工具会给 Adobe 带来压力，把它视作对传统巨头的潜在挑战（@novae1532, 12likes）。③ 也有用户质疑“开源却要月订阅”的收费方式，对开源项目如何变现持保留态度（@onemanarmy85, 10likes）。
展开评论
- @Marcos12345rico (236): making it open-source means: - Premiere grade editor for free - semantic search across your media and language transcription completely free and on device - use your own anthropic api key or connect via mcp star us on GitHub!
- @Palmier_io (130): @Marcos12345rico Star us on https://t.co/8IVuITL1R7
- @_zadahmed (18): @Marcos12345rico @ycombinator @Palmier_io Just saw the video on ig as well and brilliant execution and nice example to keep you hooked! Will definitely try it out 💪
- @novae1532 (12): @Marcos12345rico @Palmier_io Adobe looking at this like 👀 👀
- @onemanarmy85 (10): @Marcos12345rico @Palmier_io open source but with a monthly suscription? https://t.co/GdCNPKgDC9
推文称 AMD CEO Lisa Su 发布一台约“1499 美元”的小型本地 AI 盒子，现场单机跑 2350 亿参数模型，无需数据中心或云 GPU，核心是全新的 Ryzen AI Max+ 395 芯片。
AMD CEO Lisa Su just killed Nvidia’s $4,000 AI box with a $1,499 lunchbox. She walked on stage, held it in one hand, and ran a 235 billion parameter model live. No data center. No cloud. No rented GP…
受众观点：① 有开发者指出 395+ 的 prefill 速度比 Spark 慢很多，虽然生成速度接近但整体延迟高出数倍，对编码和 agent 工作流来说是硬伤（@itsjustmarky, 118likes）。② 多名用户质疑宣传中的 1499 美元价格，认为真实售价更接近 3999 美元，对性价比和市场定位存疑（@Its_keith_d, 98likes；@WhatsupFranks, 33likes）。③ 也有人强调 ROCm 在性能和社区支持上仍远落后 CUDA，担心生态不成熟限制了这类硬件的实际价值（@shavarmaz, 49likes）。
展开评论
- @itsjustmarky (118): @adiix_official The prefill on the 395+ is stupid slow, in fact about 3 times slower than the Spark. Sure it can get similar token gen speeds but it takes 3+ times longer to process. For coding and agentic work this becomes a deal breaker
- @Its_keith_d (98): @adiix_official I’m pretty sure it’s $3999 not $1499. I don’t think you’ll see it anywhere at that price
- @shavarmaz (49): @adiix_official Being able to load models is one thing. Inference at a speed that makes sense is another. ROCm is still no where near CUDA performance and community support.
- @WhatsupFranks (33): @adiix_official This is 4k not 1499.
- @ChiefEngineerCE (18): @adiix_official AMD spoiling the plans of the biggest players going on 2 decades.
Unreal Engine 宣布 5.8 版本发布，并加入实验性的 MCP 服务器支持，开发者可通过 MCP 插件把自己的数据源和流程接入任意 agent。
Unreal Engine 5.8 ships today with experimental MCP server support: Your sources, your pipeline and your workflow—simply configure the MCP plugin and connect to any agent. Get familiar with the MCP s…
受众观点：① 有玩家调侃 UE 的强大会让我们在 GTA6 之前先玩到 GTA7，期待更快产出的开放世界大作（@adam_hill, 223likes）。② 开发者认为通过 MCP 接口集成 AI 是在软件中引入 AI 的正确方式，强调标准化接口的重要性（@StephanFerraro, 101likes）。③ 也有用户担心 AI 深度进入引擎会让大厂偷懒、裁掉开发和美术，只用 GPT 指令生成内容，作品缺乏灵魂和创意（@TheEWZine, 76likes）。
展开评论
- @adam_hill (223): @UnrealEngine We’re gonna get GTA 7 before GTA 6 🎮
- @Teknium (167): @UnrealEngine Will add to Hermes’ MCP catalog today
- @StephanFerraro (101): @UnrealEngine Thats exactly the right way how to implement AI in software. Provide MCP interfaces.
- @TheEWZine (76): @UnrealEngine We don't want AI in Unreal Engine. That just makes the AAA developers go the lazy route, fire their dev's and artists because a few commands on a gpt will do what they want [except lack the soul and creativity] for cheap.
- @JeremyMSparks (67): @UnrealEngine I think games that generate full levels in real time will be the norm. Never ending games, and storylines so vast and complex you live many simultaneous lifetimes interdimensionally.
推文介绍由 Bethesda、BioWare 和 Naughty Dog 前开发者制作的沙盒 RPG《Hawthorn》，玩家扮演拟人动物和精灵，支持种田、钓鱼、制作和联机合作。
These ex-developers from Bethesda, BioWare and Naughty Dog are making a sandbox RPG where you play as anthropomorphic animals and fairy creatures - Befriend or offend NPCs - Farm, fish, craft and cel…
受众观点：① 部分玩家对这款出自大厂背景团队的首款独立游戏很感兴趣，已经在等待发售并关注开发进展（@Bruwulf, 16likes）。② 有人把游戏设定类比为 Redwall 等拟人动物奇幻作品，认为这是接近“动物版权游”的世界观，吸引特定受众（@azzabazazz, 29likes）。③ 也有用户因为原公司近年来的口碑问题，对这些前开发者的作品持怀疑甚至抵触态度，担心价值观延续（@DystopiaMark, 31likes）。
展开评论
- @IndieGameJoe (63): this is their debut indie game! "Recruit villagers and grow a community. Defend against the elements and forest tricksters. Thrive and celebrate the seasons’ traditions." wishlist and follow the talented devs @PlayHawthorn https://t.co/8Jcegblldb
- @DystopiaMark (31): @IndieGameJoe No dude, we won't. Those companies all trooned out and ruined their legacy.
- @azzabazazz (29): @IndieGameJoe Um.... they're thiiiiiis close to creating Redwall, the Brian Jacques series. Basically Game of Thrones with animals, but for kids.
- @Bruwulf (16): @IndieGameJoe I am, in fact, waiting for this one.
- @IndieGameJoe (13): hey guys, for more cool indie game discoveries, feel free to follow @IndieGameJoe :)
推文讲述独立游戏开发者 Cakez 四年零收入坚持做像素塔防《Tangy TD》，上线一周在 Steam 卖出两万多份净赚近二十万美元，当场看到后台数据激动落泪的故事。
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：① 很多人关注的是他有伴侣长期无条件支持，认为情感和家庭环境是坚持四年的关键（@HZyrn, 251likes） ② 评论里频繁把国内伴侣拿来对比，吐槽在经济压力下关系更脆弱，延伸到社会环境和性别期待（@xuanxiaofang, 159likes；@kevin_9431, 79likes） ③ 也有人单纯佩服他能在四年无收入状态下坚持做完游戏，认为这种长期投入非常不易（@kevinma_dev_zh, 67likes）
展开评论
- @HZyrn (251): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (159): @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 (67): @iamtonyzhu 这老哥太不容易了，真能坚持
- @iamtonyzhu (42): 帖子来源：
开发者发布 DevSpace，这个 MCP connector 应用可以把本地开发环境通过 MCP 暴露给 ChatGPT，让它像 Codex 一样工作，相当于从侧面获得类似“2 倍 Codex 限额”的体验。
Alrighty, everything is ready 😎 here’s an unofficial “2x Codex limits” promo from my side for you all. meet DevSpace — an MCP connector app that turns ChatGPT into Codex. npm install -g @waishnav/dev…
受众观点：① 作者在评论里补充了 GitHub 仓库链接，方便大家提 issue 和贡献代码，说明开发者群体对可扩展性和开源协作很在意（@wshxnv, 105likes） ② 有人简单表示好笑或支持，体现大家对“薅 Codex 限额”这类创意的兴趣（@ajambrosino, 35likes） ③ 作者自己也提到希望能触达更多 Codex 用户，说明目标用户就是重度 AI 编程用户和黑客松参与者（@wshxnv, 17likes）
展开评论
- @wshxnv (105): here is the GitHub repo where you can contribute and raise the issue https://t.co/jH8jM1JgNF
- @ajambrosino (35): @wshxnv lmao
- @wshxnv (17): going to bed now, lets see this can reach 5 millions codex users :)
- @wshxnv (13): Getting approved on @theo on the stream is so cool man!
- @rebel0x0 (13): @wshxnv You should try this too a Lil diffrent approach , oss btw https://t.co/s43kYmnXit
作者分享在 Codex 黑客松上做的一个 MCP connector 应用，通过把本地开发环境暴露给 ChatGPT，让用户用 GPT-5.5 Pro 负责规划再交给 Codex 执行，等于把两者串成一条开发流水线。
yesterday, at the Codex hackathon, i ended up solving this problem by building an MCP connector app that turns ChatGPT into Codex, sort of. 1. you get to use GPT-5.5 Pro by exposing your local dev en…
受众观点：① 作者在评论里说要先睡觉，明天再正式发布，现在大家先按 1 倍限额用 Codex，体现出黑客松项目从 demo 到产品化的过渡阶段（@wshxnv, 45likes） ② 有人称赞这是对 freewill 的好用法，认可这种利用官方能力边界做创新的思路（@jxnlco, 29likes） ③ 也有人提到已有类似工具 oracle，说明社区里已经在形成一类“把本地环境接给 AI”的工具生态（@unybigk, 23likes）
展开评论
- @wshxnv (45): i'm going to sleep now, will launch it tomorrow until then keep using codex on 1x rate limits 😅
- @jxnlco (29): @wshxnv great use of freewill!
- @unybigk (23): @wshxnv We already have oracle from @steipete https://t.co/Ttl3HBGOgX
- @wshxnv (8): It’s hard to make something simple and tasteful, but I promise it’ll be very easy to use https://t.co/rJSOnQK7EE
- @bhavikbuilds (5): @wshxnv lessgooo....I'm waiting for you to wake up I am shipping like crazy this week and about to reach weekly limit, this looks so helpful
推文讲一个开发者 10 天用 Claude Code 花了 170 美元后，被评论区建议直接买 Mac mini M4 装 Ollama 跑 Qwen 3.6 14B 等本地模型，相当于每月 3 美元就能获得类似 Claude Code 的编程体验。
YOU CAN RUN CLAUDE CODE FOR $3/MONTH, AND NOBODY IS TALKING ABOUT IT. A developer got a $170 claude code bill in 10 days, and someone in the comments ended his subscription forever. He bought a Mac m…
受众观点：① 有人指出图里其实是 Mac Studio 而且还是四台集群，质疑“3 美元跑 Claude Code”这种说法过于乐观（@BarnetBandit, 19likes） ② 也有人直接否定这种方案，认为会生成大量质量低下的 AI 代码，只有顶级模型如 opus 4.8 才够格做严肃开发（@cgrotowski, 9likes） ③ 另有开发者从内存角度提醒，16GB 统一内存同时跑多个 14B 模型会很吃紧，需要量化模型才能保证系统流畅（@stevencheng, 4likes）
展开评论
- @BarnetBandit (19): @humzaakhalid Not only is that not a Mac mini (its a Mac Studio) but he has 4 of them clustered That’s like $20,000
- @cgrotowski (9): @humzaakhalid no you can't .... you waste of time .. generate tons of ai slop code ... sorry mate only opus 4.8 or fable 5
- @humzaakhalid (4): Here is the exact link for your claude kit: (mistakenly added the wrong link) https://t.co/8xBkHvJp1o
- @davidpladel (4): @humzaakhalid Not today https://t.co/lVQvZPiw1k
- @stevencheng (4): @humzaakhalid Really cool setup, though running multiple 14B models on 16GB unified memory gets tight fast. I usually quantize the main agent to 4-bit to keep headroom for the OS. Works smoothly for daily coding.
推文用一个开发者 10 天刷出 170 美元 Claude Code 账单的例子，引出有人建议直接买 Mac mini M4 装 Ollama 跑本地模型，把 AI 编程小队搬回本地以降低长期成本的讨论。
很多开发者最痛的不是不会用 AI。 是 AI 越用越爽，账单越看越想死。 有个开发者 10 天就干出 170 美元 Claude Code 账单，结果评论区有人直接给了一个狠方案：别继续烧 API 了，买台 Mac mini，把 AI 编程小队搬回本地。 基础款 Mac mini M4，599 美元。装 Ollama，拉本地模型，跑几条命令，然后把 https://t.co/dxsN0A6nxZ
受众观点：① 有人调侃本地模型可能会把 Claude Code 写好的代码改坏，最后还得再烧一轮 Claude token 改回来，质疑本地模型在严肃开发中的可靠性（@OnlyAICanDo, 9likes） ② 不少人认为开源本地模型和云端大模型差距明显，本地方案更适合玩票而非生产环境（@feng2457, 7likes） ③ 也有人从性能角度担心 Mac mini 跑 14B 模型既慢又笨，难以胜任生产力工具的角色（@znjznb2, 4likes）
展开评论
- @OnlyAICanDo (9): @waveking1314 然后它回把 Claude code 写好的代码改成错误代码，最后换回 Claude code 再烧一轮token改回来
- @feng2457 (7): @waveking1314 瞎几把扯但凡真本地玩过的都知道开源模型跟云模型的差距做做简单任务差不多真指望这几b的模型当大脑做实际业务落地的也是人才
- @znjznb2 (4): @waveking1314 mac mini 跑本地模型，大概率模型智商低+回复很慢。作为生产力感觉不现实，玩玩可以
- @noobnooc (3): @waveking1314 很多大v的套路就是发个没脑子的观点来让大家喷
- @Master_xenix (2): @waveking1314 一看就是没用过AI做大项目的人写的段子……再说回来了，14B也用不着599刀的设备
推文介绍 Codex 新增 Build iOS Apps 插件，让 AI 写完 SwiftUI 代码后可以在 Codex 内置浏览器里直接跑 iOS 模拟器、看预览并热重载，但作者强调这主要适合快速原型和 UI 调试，真正的 iOS 开发仍离不开 Xcode。
Codex 现在能直接开发 iOS App 了 OpenAI 给 Codex 加了一个新插件叫 Build iOS Apps。装上之后，AI 写完代码可以直接在 Codex 内置的浏览器里跑 iOS 模拟器，看 SwiftUI 预览，改了代码热重载立刻生效 全程不用切出去开 Xcode 底层用了两个开源项目：EvanBacon 的 serve-sim 做流式模拟器，Sentry https://…
受众观点：① 作者在长回复里主动给插件降温，强调证书签名、真机调试、推送配置等繁琐环节 Codex 都帮不上忙，提醒大家不要误以为可以完全脱离 Xcode（@VincentLogic, 10likes） ② 有人期待在 Windows 上用这个插件，这样就能少依赖 Mac 设备，说明跨平台开发环境是痛点（@Yamada_Ryoooo, 1like） ③ 也有开发者认同真机调试的麻烦，认为这才是 iOS 开发中最头疼的部分（@ohouhou717, 0likes）
展开评论
- @VincentLogic (10): 冷静一下，这个插件能做的事情没有听起来那么大 SwiftUI 预览和轻量模拟器能解决的是"写完代码看看长什么样"这一步。但 iOS 开发真正耗时间的不是这一步 证书签名、真机调试、推送通知配置、CoreData 迁移、App Store 审核流程——这些才是让人头秃的部分，Codex 一个都碰不了 而且 SwiftUI 预览本身就有局限。复杂的导航逻辑、多页面交互、跟系统权限相关的功能（相机、定位、通知），在预览里根本跑不出来 所以实际上这个插件的定位更像是：快速原型 + UI 调试。你让 AI 帮你搭一个界面，在 Codex 里看看效果，调到满意了再…
- @Yamada_Ryoooo (1): @VincentLogic windows上要是能用这个插件就可以直接把mac扔一边了😋
- @ohouhou717 (0): @VincentLogic 真机调试确实头疼
- @adelbucetta (0): @VincentLogic that's not the real unlock, just a step closer to native ios dev
- @0xSlyth (0): @VincentLogic finally less context switching for iOS prototyping
推文来自一位不上班四年的独立开发者，强调独立开发的首要价值是时间和生活自由而非收入最大化，哪怕大多数人赚得不如上班，但能睡到自然醒、不被通勤和公司条条框框束缚才是核心回报。
这几天关于独立开发者的谈论挺多，有好有坏，我不上班已经四年了，来谈谈自己的一点浅见：独立开发第一要务永远都不是钱，而是自由，99%的独立开发赚钱都没有上班多，但是每天不用去上班，睡到自然醒简直太爽了，试想上海夏天40度通勤，冬天家里10度起床都是非常痛苦的事情。而且你可以随时暂停自己的
受众观点：① 很多评论认同“自由比钱更重要”，不想再被公司流程和表格束缚，觉得为自己产品写新功能是最大的快乐（@cbq926, 7likes；@wtom1006, 7likes） ② 也有人指出周围人普遍不理解不赚钱的独立开发，社会期待仍然是“先看收入再谈选择”（@kenshinji, 4likes） ③ 有刚转全职独立开发不久的读者分享自己第三年只赚了几千元，但仍然认为自由是最重要的收获（@chenbimo, 3likes）
展开评论
- @CoooolXyh (7): @vikingmute 喜欢最后一句话 😁
- @cbq926 (7): @vikingmute 自由真是太对了，我是越来越不喜欢被限制在公司的条条框框下。至于是不是能靠独立产品赚钱，这个也得看机遇，不能过分追求。人生嘛，开心最重要，我现在最开心的事就是为自己的产品写了一个新feature、上线，然后看着这个新上的功能开心的发呆一阵子 😆
- @wtom1006 (7): @vikingmute 是的，自由，不用应付那些层层负责的表格，不断的会议
- @kenshinji (4): @vikingmute 能理解，大部分国人还是觉得，不赚钱，你整这个干啥
- @chenbimo (3): @vikingmute 自由职业的第三年，全职独立开发的第三个月，目前赚了3000元。加粗部分十分同意，独立开发最重要的就是自由。
推文讲述一位15岁少年在 OpenClaw 里搭建了7个各司其职的 AI agent，当作远程团队每天独立承接并完成多达10个客户项目，日收入约900美元。
This 15-year-old built 7 AI agents and single-handedly closes up to 10 client projects pulling $900 a day. Each agent sits in OpenClaw under its own name and its own role. This is not one bot that an…
受众观点：① 关注用多代理系统接外包单的独立开发者和自由职业工程师 ② 想用 AI 组建“虚拟团队”提高接单上限的海外创业者 ③ 对 OpenClaw、Claude Code 等新工具在真实业务流水线中落地感兴趣的 AI 从业者。
展开评论
- @SlotWinX (0): @browomo a 15-year-old running a coding factory while sipping imaginary tea at his virtual casino this changes everything and nobody is ready for the next wave
- @xlumenai (0): @browomo multi-agent splitting research/code/test/report is the legit part - “his job is to hand out tasks, not code” is the real line. the 7 named agents on screen are mostly theater, same flow runs as subagents in one place
- @moueza (0): @browomo Genius
- @cryptohustler04 (0): @browomo Impressive how he's streamlining multiple roles.
- @BogardDj (0): @browomo 🤯🤯🤯
帖子指出 Anthropic 将通过第三方 Persona 为 Claude 推出身份验证功能，并强调 Persona 与 Peter Thiel 关联，引发用户对隐私和政治立场的担忧。
The verification provider is Persona, a 3rd party backed by Peter Thiel. [https://web.archive.org/web/20260415064244/https://support.claude.com/en/articles/14328960-identity-verification-on-claude](h…
受众观点：① 付费用户表示自己很喜欢 Claude，但绝不会喜欢到愿意在和 Peter Thiel 相关的服务上做身份验证，宁愿把每月 212 美元花到别处（@eurydicewrites, 771分） ② 有人认为这种做法会加速中国开源模型的崛起，暗示用户会转向无需实名的替代方案（@KEANE_2017, 434分） ③ 多条评论直接表示“冷天见鬼也不会给证件”，准备和 Claude 告别，情绪非常强烈（@Immediate_Song4279, 405分；@Character-Agency2316, 149分） ④ 也有人提醒如果在 Claude 里处理任何个人或机密信息，未来可能被绑定到真实身份上，尤其担心与政府或政治势力的潜在数据共享，以及在欧洲等地区的合规风险（@Thin_Newspaper_5078, 206分）
展开评论
- @eurydicewrites (771): I like Claude but not this much. I pay $212 a month and I'll gladly use that money elsewhere if anthropic is getting in bed with thiel. No thanks.
- @KEANE_2017 (434): This will acceralare rise of chinese open source models.
- @Immediate_Song4279 (405): I believe the phrase would be "a cold day in hell." So long, and thanks for all the tokens.
- @Thin_Newspaper_5078 (206): i would strongly suggest to find another model, if you use claude for ANY personal or confidential work. What they dont tell is that they will probably be able to tie not only what you do now but also what you have done in the past, to your proved ID. you dont know what secret a…
- @Character-Agency2316 (149): Lol. No thanks.
帖子梳理了 Anthropic 更新隐私政策、从 2026 年 7 月 8 日起部分 Claude 功能需通过 Persona 做身份验证的官方说明，并提到 Persona 曾在 Discord 年龄验证中引发数据暴露和用户反弹。
Anthropic updated its Privacy Policy this week. Starting July 8, 2026, certain capabilities will require identity verification and it will be handled by **Persona.** Persona is a third party identity…
受众观点：① 很多用户表示自己非常喜欢 Claude，但还没喜欢到愿意交出身份证的程度，开始讨论集体退订（@Nasdali, 958分；@theonly_salamander, 239分） ② 有人疑惑既然 Anthropic 已经通过支付信息知道用户姓名，为何还要额外收集身份证件，质疑其必要性（@Complete_Potato9941, 180分） ③ 荷兰用户指出 Persona 的做法与当地政府关于身份证照片使用的官方指南相冲突，当地被要求遮挡护照号、BSN 等敏感信息，说明在部分国家这可能直接与监管相悖（@sndrtj, 152分） ④ 还有评论专门科普 Peter Thiel 背景，进一步加剧部分用户的政治和隐私顾虑（@BuildwithVignesh, 190分）
展开评论
- @Nasdali (958): I like Claude, I like Claude a lot. I probably don't like Claude this much though.
- @theonly_salamander (239): I guess we’re canceling
- @BuildwithVignesh (190): **Peter Thiel:** German-American entrepreneur and former CEO of PayPal https://preview.redd.it/6hj2er3a0m8h1.jpeg?width=1080&format=pjpg&auto=webp&s=677dd08e0783bdeeea7dd0f7096c1ee72a1ff4df
- @Complete_Potato9941 (180): Same, why they need id from me when they have my name from my payment details is beyond me
- @sndrtj (152): Persona is incompatible with official government guidelines around IDs where I am - Netherlands. We are instructed to never share a bare picture of an ID card or passport. We are instructed to always scratch out details - passport number, BSN (basically our social security numbe…
楼主发帖请大家分享如果 Claude 明天消失，自己最舍不得丢的常用提示词，并给出把 Claude 当成“批判性思维伙伴”的长 prompt 示例。
If Claude disappeared tomorrow, what’s the one prompt you’d immediately save? Mine is: “Act as a critical thinking partner. Challenge my assumptions, identify blind spots, and suggest alternative vie…
受众观点：① 有人用一句“Imagine you are fable model”当万能提示，说明不少用户在追求特定模型人格和风格（@maxya, 556分） ② 有人分享一整段用于新项目启动的详细提示，让 Claude 先反复提问再帮梳理愿景和技术决策，获得大量点赞（@Miyamoto_-_Musashi, 333分） ③ 也有评论调侃大家看完立刻打开 Claude 试这个 prompt，体现出社区对高质量提示模板的强需求（@One_Beginning2199, 86分）
展开评论
- @maxya (556): Imagine you are fable model.
- @Miyamoto_-_Musashi (333): Whenever I'm starting any new project "I'm starting a new project. I'll explain what I want to build and its features in my own words after this. Before proposing any plan, ask me questions about the project — keep asking, one topic at a time, until you fully understand what we'…
- @I_need_to_sleep (212): No em dashes anywhere
- @pld0vr (115): No I'm not going to sleep. Keep working.
- @One_Beginning2199 (86): Half the people reading this immediately opened Claude to try it 😂
帖子引用经济学人报道称 NSA 负责人声称 Anthropic 的 Mythos 模型数小时内攻破几乎所有机密系统，引发对政府网络安全和 AI 攻防的激烈讨论。
Encryption was a potent technology, but narrow in its application. AI is far more powerful and versatile. On June 11th Mark Warner, the vice-chair of the Senate Intelligence Committee, said that Gene…
受众观点：① 顶层评论认为问题不在 Mythos 而在 NSA 安全太烂，把矛头指向政府基础设施薄弱（@Keep-Darwin-Going, 559分） ② 有人补充政府给不了高薪，留不住好工程师，顺带分享自己用 Fable 帮忙加固应用的经验（@Emergency-Bobcat6485, 128分） ③ 也有人引用 Crowdstrike 会议内容称入侵后从拿到权限到找到数据的时间已从小时缩短到分钟，但被质疑厂商有夸大风险的商业动机（@Sad_Eagle_937, 86分; @Dismal_Boysenberry69, 44分）
展开评论
- @Keep-Darwin-Going (559): The problem is not mythos is NSA security being crap.
- @Emergency-Bobcat6485 (128): This. The government just cannot afford good engineers and scientists because no one prefers to work for the government and companies can just pay more. So, yeah NSA security being crap isn't a surprise. While I didn't have access to Mythos, I used Fable to harden my apps and th…
- @Sad_Eagle_937 (86): While NSA security might be crap I was at a cybersec conference a while back and the crowdstrike people were saying shit has really gotten insane. Once broken into a system, the average time for an attacker to get the correct access and find the data they need was counted in hou…
- @Dismal_Boysenberry69 (44): Just a reminder that Crowdstrike has a LOT to gain by overhyping the risk. I’m not saying they are, just that I would consider them heavily biased and would want to view the sources.
- @MayorOfGentlemanTown (27): How hard are your apps right now? Really hard?
用户吐槽 Claude Sonnet 在某次对话里给出离谱回答，引发大家晒各自模型怪异输出的玩笑讨论。
Sonnet must have been in a "mood" when he was answering this. Ain't no fckin way.
受众观点：① 有人调侃 Claude 只是顺着用户聊天记录说好听话，暗示模型会迎合预期而不求真（@OkLettuce338, 233分） ② 其他人贴出自己 Claude 更“based”的截图，对比不同账号下模型回答风格差异（@ComputerByld, 192分） ③ 也有人玩梗称 Claude 想要“夺取生产资料”，把模型拟人化成带政治立场的角色（@ZBLongladder, 83分）
展开评论
- @OkLettuce338 (233): I’m surprised it didn’t say “Claude responses telling you what you want to hear based on your chat history”
- @ComputerByld (192): Crazy how much more based my Claude is than yours. https://preview.redd.it/tpxy8i50wj8h1.jpeg?width=1080&format=pjpg&auto=webp&s=68cd1ae10a63299546263123b76a3f0861bc8d6c
- @nouartrash (125): https://preview.redd.it/dlo1kbp6xj8h1.jpeg?width=1276&format=pjpg&auto=webp&s=8cdc51411ec5b58fec269632789618abb5fcd0e0
- @ZBLongladder (83): Your Claude wants to seize the means of production.
- @Tight-Requirement-15 (80): “AI was trained on Reddit” moment
有人爆料 Claude Sonnet 5 已在合作平台内部注册，预计下周与 GPT 5.6、Gemini 3.5 Pro 等一众新模型同周发布，可能成为今年最忙的 AI 更新周之一。
Claude Sonnet 5 has been spotted as an internal model registration on an Anthropic partner platform. It has not been announced publicly yet, but reports from internal testers suggest a possible **rel…
受众观点：① 很多用户表示 Sonnet 4.6 已是自己 90% 工作的主力模型，对新版本充满期待（@ShadowBannedAugustus, 231分） ② 有人认为新 Sonnet 表现甚至优于 Fable，接近 Opus 能力但没有 Opus 的“人格”，价格却更接近 Sonnet（@CorIsBack, 82分） ③ 也有用户担心升级会涨价或改套餐，抱怨 Opus 太费 token、容易卡额度，希望官方别老动已经稳定的模型（@iamthe0ther0ne, 54分）
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- @ShadowBannedAugustus (231): Awesome news. Sonnet 4.6 is my workhorse for 90% of the work.
- @FinsAssociate (106): https://preview.redd.it/ugij54s32o8h1.png?width=292&format=png&auto=webp&s=31e7792cecac0ff6ad47444dd19b4a2a17385ed9
- @CorIsBack (82): This is even better than Fable IMO. Opus performance without the Opus personality for the Sonnet cost is excellent.
- @EbbExternal3544 (58): What I really want is hookers and cocaine.
- @iamthe0ther0ne (54): It's my workhorse because Opus burns too many tokens and I'm stuck for hours. A little worried that an update will require an upgraded plan. I wish they'd stop screwing with models that have already been released.
楼主询问如何通过反向代理等方式在公网访问 Proxmox VE 管理界面，引发大量安全从业者强烈反对直接暴露管理面。
I wonder how common it is amongst average users to expose their Proxmox management interface either "directly" (i.e. through a reverse proxy) or otherwise (wireguard, etc.) beyond the local network a…
受众观点：① 顶层评论强烈警告绝不能把任何虚拟化或网络设备管理界面直接暴露到互联网，强调即便有反向代理也不安全，应使用 VPN 之类方案（@Specialist_Cow6468, 238分） ② 多数人简单重申“不要暴露 PVE，远程访问就连 VPN”的共识态度（@iamabdullah, 172分） ③ 也有人回忆过去把 vCenter 暴露公网的惨痛历史，强调这类做法在今天更不可接受（@retrogamer-999, 39分）
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- @Specialist_Cow6468 (238): Do not, for the love of god, expose the management interface for a hypervisor, network device, firewall, \*anything\* to the internet directly. If you need remote access use some form of VPN, Tailscale is common and easy but there’s plenty of others. A reverse proxy is not enoug…
- @iamabdullah (172): You don't expose PVE beyond your internal network. If you need remote access to it, connect it to your VPN.
- @retrogamer-999 (39): Reminds me of the days where vcenters were exposed to the internet. Wasn't a good idea then, definitely not a good idea now
- @an0th3rbrick (28): wireguard
- @dwittherford69 (23): That’s what he said.
有人分享一个在 Claude 会话次数用尽时的“小技巧”：让 Claude 先用提示词总结当前对话，再把这段总结丢给 ChatGPT 继续接力。
🚨 One of the smartest AI hacks I’ve seen: ​ Hit your Claude session limit? ​ Before you start a new chat, use this prompt: ​ "Based on our conversation so far, create…
受众观点：① 顶赞评论吐槽如果这都算“最聪明的 AI hack”那平均水平堪忧，反映出社区对标题党和过度吹捧小技巧的反感（@DarkSkyKnight, 211分） ② 有人表示自己经常清空会话，认为长时间堆叠上下文反而浪费 token，倾向于把旧对话当作新任务的起点（@Pakspul, 23分） ③ 也有人给出 ChatGPT 反向版本的用法，让 ChatGPT列出改动文件和摘要再交给 Claude 修复，说明跨模型协作已经是部分用户的日常（@ddyess, 21分） ④ 另有评论感叹很多人连“自己想一想”都不做了，甚至会问 Claude 如何处理用量问题，折射出对 AI 依赖的担忧（@aozytrolling, 11分）
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- @DarkSkyKnight (211): If this is considered “one of the smartest” I shudder to imagine what you consider average.
- @Pakspul (23): I clear a lot, so my last chat will just be a start of something new. Keeping chats go on an on is self destructive to your tokens.
- @ddyess (21): The ChatGPT version of this is: "List all of the files you touched and a summary of changes so Claude can fix them."
- @Pakspul (19): Nice
- @aozytrolling (11): One of the smartest because ever since LLMs came out, nobody ever thinks anymore. I'm not even surprised if people were to ask" Claude says I have 90% utilisation, what should I do?"
楼主征集大家认为值得更多用户关注的副业项目，自己用这些产品练习制作短视频介绍并测试不同内容表达方式。
One of my favorite things about this subreddit is seeing projects that deserve more attention than they get. Recently I’ve been learning how to create short-form video content and experimenting with…
受众观点：① 有人推荐自己做的书签管理工具 iLinkVault，强调用AI在已保存链接中搜索和跨设备同步文件的场景（@deepaks612, 5likes） ② 另一位分享价格比较应用 Kompari，突出无账号、支持多种单位和多语言货币，说明大家乐于展示成熟但缺流量的工具（@Danielxgl, 4likes） ③ 也有开发者提到在做面向企业环境的个人AI助手，表明评论区项目类型从消费工具到开发者工具都很分散（@Sufficient_Dig207, 3likes）
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- @deepaks612 (5): [iLinkVault](http://ilinkvault.com/) is a bookmark manager I’m building, but the goal is to make it more useful than just saving links. The common problem is that we save links and later forget where we saved them or why we saved them. With Vault AI, you can ask about your saved…
- @Danielxgl (4): I would like to introduce you to Kompari: the unit price calculator I built for Android. It is completely free with no accounts, no logins and no purchases :) The premise is simple: Compare product prices and learn which is the better bang for your buck, in an instant! * You can…
- @Danielxgl (4): Thank you so much for your kind words! The project was inspired by my mother, who is always doing exactly that. And she would always ask me to crunch these numbers in my head or using my calculator. Kompari solves that :) feel free to share it with friends and family! I would lo…
- @Sufficient_Dig207 (3): Building a personal AI assistant out of a coding agent. The main audience is people with corporate constraints. https://github.com/ZhixiangLuo/10xProductivity
- @HopefulCounty737 (2): **Looks fantastic**
发帖人吐槽很多创始人闭门造车后无人问津，主动调查大家在真正开干前是如何验证SaaS想法、收集早期用户反馈以及用哪些工具拼接等。
I keep seeing the same story play out. A founder spends months building, finally launches, and then... silence. No signups, no feedback, no way to tell if the idea was wrong or if nobody just found i…
受众观点：① 有人坦白第一款产品完全没验证，花半年做出自嗨工具几乎没人用，第二次则先花两周密集访谈、冷邮件和社区提问，拿到十几位愿意尝试的目标用户再开写代码（@skillful_ross, 5score） ② 多个评论强调“为自己解决痛点”这种自用型需求也是一种有效验证方式，至少能保证有一个真实用户场景（@alp82, 15score；@EngineeringMurky7068, 4score；@Critical_Physics_770, 4score；@anon_mistborn, 3score） ③ 有人抱怨当前反馈分散在邮件、Slack、Typeform、手机备忘录等多个渠道，导致难以系统化整理和跟踪迭代（@skillful_ross, 5score）
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- @alp82 (15): my validation is usually: i need it for myself, ergo i build it
- @skillful_ross (5): built my first thing with zero validation and yeah, it was exactly as dumb as it sounds. spent like 6 months on a tool i thought was clever, launched it, and got maybe 3 signups. turns out the problem i was solving wasn't actually a problem for anyone but me. second time around…
- @EngineeringMurky7068 (4): me too
- @Critical_Physics_770 (4): yeah same energy. scratching your own itch is underrated as validation
- @anon_mistborn (3): ditto. The best way to validate!
楼主准备用现有硬盘重建 TrueNAS，需要临时腾挪大约 18–20TB 媒体数据，考虑租用一个月云存储做过渡。
Hi to all. Up to now I had all my library of movies, TV series, music etc in a linux machine with many different HDD's. Now I want to make a NAS using the already owned disks plus 2 - 3 more. So I ne…
受众观点：① 顶层评论提醒 20TB 通过公网传输耗时巨大，而且云厂商往往在数据取回阶段收高额费用，建议直接买一块大容量 USB 盘（@LastTreestar, 28分） ② 有人指出如果选 Backblaze 这类服务，单次数据下载费用可能不高，关键还是要算清总成本结构（@electricity_is_life, 9分） ③ 也有评论从本地硬盘价格和云存储月费两边对比，讨论在不同国家下“买盘 vs 上云”的经济性差异（@justinhunt1223, 6分）
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- @LastTreestar (28): Do you have any idea how long it takes to transfer 20TB across an internet connection? Plenty of providers will take your data and host it for pretty cheap. Getting it back from them will cost you an arm and both legs. Their entire model is getting you to give them your data for…
- @electricity_is_life (9): Downloading a copy of your data once shouldn't be more expensive than storing it for a month unless you're using some specialized service like S3 Glacier. On Backblaze the egress would be free.
- @justinhunt1223 (6): Cost might be an issue for OP. 20tb usb drives aren't cheap. Likewise, cloud storage might be pricey too. It is the much more plausible option though. Transferring that much data will take a while. I would second the USB drive route. If you do, then you'll have a backup drive fo…
- @ovidius800 (5): For about 20 TB on my 500 Mbps upload FTTH line will take probably 10 days max to upload. To download with the 1 Gbps download of said line it will take probably 6 - 7 days max. And the cost of the connection for a month is just 24 € with no data cap either uploading or download…
- @elblanco (4): Why are you assuming that your upload and download rate to those cloud providers will be at the speed of your home internet connection?
作者在 r/SaaS 分享自己做的浏览器视频工具 V8eo，可在本地通过 WebGL 和 WebCodecs 实现自动主体分割，把文字放在人物或物体后面，并支持胶片色彩、自动字幕、背景移除和智能重构画面。
I'm not trying to go head to head with Premiere or Resolve. Those are great at full editing and I'd lose that fight. V8eo does a smaller set of specific things that are weirdly painful in the big edi…
受众观点：① 需要快速做短视频但不想学 Premiere/Resolve 的创作者，尤其是对自动遮挡文字、自动字幕和背景移除这类一键功能感兴趣的人（@Virtual92, 9likes; @arkaSunn, 3likes） ② 关注前端算力和本地 AI 推理的开发者，对“完全客户端、无服务器成本”的实现细节和性能表现好奇（@GujjarMukunda, 3likes） ③ 做视频 SaaS 的创业者，想了解用户对免费本地工具的反应以及这类产品在商业化上的机会和威胁（@GujjarMukunda, 3likes）
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- @Virtual92 (9): looks awesome! thank you for such tool!
- @GujjarMukunda (3): Really appreciate it! Do let me know if you use it and have any feedback! 😄
- @arkaSunn (3): Well done 👍
- @[deleted] (3): [removed]
- @GujjarMukunda (3): Thanks a lot! 😄 It's purely client side! I wanted to give the people what they wanted while keeping my costs minimal! Built via webcodecs + segmentation directly on canvas 😄
一位学生创始人在 r/SaaS 分享自己花 8 个月做的语言学习 SaaS LangSpeak 上线 7 天的数据，发现流量主要来自创始人社区而非目标用户，反思“发布不等于验证”和获客比开发更难。
After launching my first SaaS (LangSpeak) and sharing it on founder communities, here are the results from the first 7 days: • 77 visitors • 71 first-time visitors • 13 signups • Users from multiple…
受众观点：① 刚完成首发的独立开发者，沉迷于 PH、Indie Hackers 的同行流量，却迟迟找不到真正会付费的用户（@juristech_dev, 11likes; @expathuball, 4likes） ② 做 B2C 工具尤其是语言学习类产品的创始人，想知道如何从 Duolingo 等竞品的吐槽中挖到首批种子用户（@juristech_dev, 11likes） ③ 已经拿到一些注册但不知道这些人是否会留下来的创始人，开始意识到需要和早期用户深聊而不是一味追流量（@package_of_grapes, 3likes）
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- @juristech_dev (11): **First off, massive congratulations! Balancing a full-time engineering degree while building an entire SaaS over 8 months is incredibly impressive. You should be really proud of actually launching.** **You’ve just discovered the classic "Product Hunt / Indie Hacker Trap." Getti…
- @expathuball (4): yeah the founder community traffic thing is real. great validation for "is this well built" but useless for "do people actually want this" for language learners specifically have you tried posting where they already hang out instead of founder spaces? r/languagelearning, duoling…
- @jerilmreji (3): Thank you so much and I'm pretty sure that you understand the engineering frustration completely. I'll definitely try what you just said - you just explained it detailed and I'm so grateful.
- @Plastic_Guava_3482 (3): You got some good advice. One thing I would add is to study how more recent successful competitors grew their base. You'd be surprised what you can ask AI to research nowadays. From there, you can see which communities (or adjascent ones) to approach either on Reddit or not.
- @package_of_grapes (3): Talk to those 13 signups hard before you chase more traffic. Ask em why they signed up, what almost made em bounce, what they expected to find. That 17% conversion is solid but it only means something if those 13 people actually stick around and use it. Right now you don't know…
作者吐槽自己专业领域里 AI 经常一本正经地给出错误信息，但在自己不熟悉的话题上却显得特别可靠，反映出大模型幻觉的典型体验。
It's interesting how Al is constantly providing false information and incorrect statements about my area of expertise. Fortunately, it's very useful and always right about topics l know very little a…
受众观点：① 有人说“我懂你在说什么”，把这种体验类比成新闻报道你熟悉话题时经常严重失真（@nps44, 66分） ② 也有人分享自己因为发现播客在熟悉领域大量讲错，从而怀疑它在其他话题上的可信度，延伸到对信息源整体信任的反思（@groovymonkeysmoothy, 33分） ③ 其他评论则感叹这种现象一直让人困惑，怀疑内容生产者是不是在所有领域都同样不靠谱（@Party-Stormer, 29分）
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- @LocalBother3753 (86): I see what you did there
- @nps44 (66): Not unlike the news, when a news article pops up about something that you have direct knowledge of.
- @groovymonkeysmoothy (33): I used to enjoy a podcast I thought was informative. One episode was about a topic I knew intimately, there was much misinformation, I stopped listening to them coming to the conclusion that everything else they had discussed was bullshit too.
- @Party-Stormer (29): This has always baffled me. Every time this happens, I wonder - mouth agape - do they do this poor job… \_with everything else?\_
- @bsmith149810 (19): Of course not, but also absolutely yes.
独立开发者分享自己做的浏览器视频工具 V8eo，可在本地自动抠像把字幕放到人物身后，并提供胶片色彩、自动字幕、背景移除和智能重构画幅等功能。
I'm not trying to go head to head with Premiere or Resolve. Those are great at full editing and I'd lose that fight. V8eo does a smaller set of specific things that are weirdly painful in the big edi…
受众观点：① 有人看完演示立刻提出交互建议，比如希望能用鼠标滚轮直接调整文字大小，说明产品已达到可用阶段，开始进入体验打磨期（@Danielxgl, 14分） ② 开发者在评论中补充网站链接并强调大部分功能免费，主动引导更多人试用（@GujjarMukunda, 11分） ③ 还有人联想到体育战术可视化等场景，希望联系作者把这套技术用在给球员加高亮圈等专业用途上（@ptgamr, 2分）
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- @Danielxgl (14): Just from watching your video, I have a small suggestion. If possible, make it so that the text size can be changed with the mouse wheel :) looks great!
- @GujjarMukunda (11): The website is [v8eo.com](http://v8eo.com) It is free to use for most features!
- @GujjarMukunda (6): Oh, it can be changed via the mouse wheel! While recording, it slipped by mind and I just went with the manual size change. Thank you so much for the feedback 😄 I really appreciate it!
- @Danielxgl (2): Awesome! I'll definitely use it 😁
- @ptgamr (2): Interesting, i am also wanting to do something like this. But for a visualization tool for sport (ie, puting a ring under a player on the field, and the ring wont cover that player, i know some software do that with chroma key or something). Can I get in touch with you ?
r/SaaS 有人分享自己上线一年后终于迎来第一笔销售的经历，评论区讨论 Lemon Squeezy 付款延迟和“vibe coded”式随性开发等独立开发者常见问题。
r/SaaS First sale after a year…but I added payments in last month only - AMA
受众观点：① 使用或考虑使用 Lemon Squeezy 等支付聚合服务的 indie hacker，担心提现延迟影响现金流（@West_Persimmon_3240, 2likes） ② 习惯“vibe code”快速上线的开发者，开始意识到随性开发可能带来的技术债和维护成本（@InfiniteInsights8888, 2likes; @UsualHorror8443, 2likes）
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- @West_Persimmon_3240 (2): Just be aware lemon squeezy has a tendency to pospone at least the first payout. My first term was 14 June, then 28 june, now 14 july... i have around 700$ to get from them, sent an email to no avail....
- @InfiniteInsights8888 (2): Curious - did you vibe code this
- @UsualHorror8443 (2): Yup 90% vibe coded
- @Dry-Class8050 (1): oof
- @[deleted] (1): [removed]
一位开发者分享自己在梦里想出 UIUX、数据库和权限问题的具体代码实现，醒来后直接照着写并好用，问大家是否也会在梦里写代码。
It feels weird to say "it came to me in a dream", because I not only saw the solution, but literal lines of code, even tailwind classes. I'm in the process of writing those lines in real life now and…
受众观点：① 有人认为这种情况很常见但提醒如果经常发生可能是无法放下工作的信号，需要警惕过劳和倦怠（@ariiizia, 25分） ② 多位开发者表示创意或技术问题在梦里被大脑后台处理解决，甚至一醒来就迫不及待开电脑继续干活（@Main-Bother2539, 7分；@Wide_Egg_5814, 7分） ③ 也有人把在梦里写代码当作自己工作太多的警告灯，说明这种体验和工作强度高度相关（@DesertWanderlust, 4分）
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- @ariiizia (25): Normal? Yes. But it’s not healthy not to be able to let things go, so if it happens a lot you might want to find out why before you burn out.
- @Main-Bother2539 (7): happens to most people who work on creative or technical stuff, the brain just keeps processing in background. the only time it got concerning for me was when I woke up and immediately opened laptop before even making coffee, like the work had taken priority over everything else…
- @Wide_Egg_5814 (7): i get solutions to problems in my dreams it's weird
- @DesertWanderlust (4): Yes. It's a sign I've been working too much when I'm coding in my dreams.
- @hisheeraz (4): More often than I can count.
一个简短提问贴，询问大家SaaS创意是怎么来的以及如何实现变现，评论区分享了从行业痛点、价格替代到偷懒自动化等不同灵感来源。
And how did u monetize it ?
受众观点：① 多位创始人表示自己的想法来自所在行业长期存在的具体痛点，要么是被大厂高价垄断、要么是现有工具缺少关键功能，于是做出更便宜或更贴合需求的替代品（@Mission_Anything_30, 14score；@prairie_dev, 8score；@Nervous-Profile4729, 6score） ② 有人自嘲因为懒得每周做30分钟重复任务，结果花11个月写了个自动化工具，虽然时间账算不过来，但寄希望于未来规模化收益（@Educational_Cable405, 6score） ③ 评论也提到口碑和口口相传在细分行业里非常重要，真正解决痛点的产品往往靠 word of mouth 自然扩散（@Mission_Anything_30, 14score；@FlameBeast123, 4score）
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- @Mission_Anything_30 (14): It was a pain point in my industry, so I solved the problem and it works. Word of mouth.
- @prairie_dev (8): I found an industry dominated by large players that constantly increase their prices. I realized a lot of people were getting tired of paying such high prices, so I built something that has 80% of the features at 20% of the price.
- @Nervous-Profile4729 (6): Similar Saas didn’t have the features I wanted, so I created my own
- @Educational_Cable405 (6): Mine came from being too lazy to do a 30 minute manual task once a week, so obviously the rational move was to spend 11 months building software to avoid it. The math has never once worked in my favor, but I tell myself it's about scale and go back to bed.
- @FlameBeast123 (4): word of mouth is underrated tbh, especially when the product actually solves a real problem
MuckScraper 是一款基于 Ollama 的开源自托管新闻聚合器，本地抓取全文并用向量和 AI 做偏见评级与故事聚类分析。
MuckScraper is my answer to not trusting anyone else’s news feed. It’s open source, fully self-hosted, and processes everything locally through Ollama, no external APIs, no data leaving your machine.…
受众观点：① 用户质疑网页请求精确定位的必要性，认为完全可以用区域选择代替并担心隐私（@FlibblesHexEyes, 29分） ② 有人半开玩笑地提醒不要在隐私安全上太理想化，毕竟这是在做 AI 摘要“slop”，暗含对 AI 新闻摘要质量的怀疑（@the_kernel96, 13分） ③ 多名评论追问左右光谱的定义和跨国家语境差异，认为政治偏见标签本身就很难统一标准（@PunctualSharpness, 9分）
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- @FlibblesHexEyes (29): Looks pretty nifty… any reason why it wants my precise location? What’s wrong with a setup page that asks me which regional edition I want instead? Edit: whose definition of left and right are you using? It’s often said that American centre is centre right to right in Europe and…
- @the_kernel96 (13): Let’s not get carried away with privacy and security and all that, it’s AI slop we’re building here.
- @UnacceptableUse (12): Looks like it uses the location for... The temperature display?
- @PunctualSharpness (9): The bias ratings and story clustering sound solid, but how are you defining left/right when those labels shift so much between countries? That's the real tricky part here.
- @Bonsailinse (7): They were talking about the programming of the software itself.
一位开发者在写代码前纠结如何判断自己的SaaS想法是不是用户真正的痛点，向有经验的创始人请教验证框架和避免自嗨的方法。
Hey everyone, I recently came up with an idea that seems like a solid solution in my head. But honestly, I'm stuck in the classic loop: Is this an actual burning pain point for people, or am I just o…
受众观点：① 顶楼建议不要验证脑中的点子，而是验证用户已经在忍受的丑陋工作流，观察是否存在自建 workaround、能否说出问题成本、是否愿意做出带摩擦的下一步承诺（@rupert_at_work, 4score） ② 有人分享从“大家都说会用”到“没人真正出现”的失败经历，后来转而寻找已经用 Google Sheets 等土办法解决问题的用户，再用“愿不愿意每月付20美元摆脱表格”的问题来测试真实付费意愿（@pragma_dev, 2score） ③ 另有评论者针对软件上手和采用问题，提出用“始终在线的交互式引导”来解决用户学习新工具的痛点，并向楼上请教应该要求什么样的“小承诺”来证明这是止痛药而非维生素（@Independent-Plane264, 2score）
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- @rupert_at_work (4): Don't validate the idea in your head. Validate the ugly workflow around it. I usually look for three signals before building: people already hacked together a workaround, they can name the cost of the problem without you feeding it to them, and they'll commit to a next step that…
- @Independent-Plane264 (2): Love the idea of focusing on 'one painful workflow.' The exact workflow I'm looking at is software onboarding and adoption. People waste hours just trying to figure out where things are when a tool updates or they switch to a new platform. The solution I have in mind is an alway…
- @pragma_dev (2): the frame that actually unstuck me: stop asking "would you use this" and instead find out if people already pay for a worse version. had 8 people tell me theyd use something i was building last year. none of them ever showed up. next project i found people using a google sheets…
- @rupert_at_work (1): Ask for a commitment that creates switching friction, not a polite nod. For this specific idea, I'd try one of these: 1. get them to record a 10-minute screen share of the exact onboarding/task they hate; 2. get access to a sandbox account and watch you guide them through one re…
- @[deleted] (1): [removed]
有人想做手机网页卡拉 OK 游戏，浏览器本地给演唱打分并上传排行榜，询问技术可行性、作弊风险和版权成本。
For example: A user opens a website on their phone, selects a song, sings along to a backing track, and receives a score from 0–100% similar to the old school Rock Band games or YARG. The score is th…
受众观点：① 开发者担心如果在浏览器端打分会非常容易被作弊破坏排行榜公平性（@Produkt, 52分） ② 有人认为本地打分技术上可行，但公开在线排行榜才是法律和产品设计上的主要问题（@PatchesMaps, 35分） ③ 评论指出音频输入本身就能通过回放原始人声轨道来作弊，说明客户端信任边界很脆弱（@Own-Poetry-9609, 24分）
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- @Produkt (52): The scoring couldn't occur on the browser side or it will be prone to cheating
- @PatchesMaps (35): The only thing that makes that problematic is the public leaderboard. If you keep the leaderboard local like the old school console games referenced then there really isn't a problem. It's definitely possible to do the scoring locally in the browser and could be a fun project.
- @Own-Poetry-9609 (24): Audio input is already client side and can be cheated by playing back the original vocal track as audio input
- @_ragtagthrone (22): i love karaoke but scoring someone’s performance seems like a great way to completely suck the fun out of it and intimidate people who’ve never performed before or get nervous easily.
- @Timo3333 (18): This idea is for a geocache puzzle, so I was banking on the honor system. A little local singing challenge of sorts.
一条没有正文的吐槽帖，评论区在玩“再糟也比用 Gemini 强”的梗，顺带讨论不同 AI 模型的体验差异。
r/ClaudeAI PSA: It could always be worse
受众观点：① 有人调侃再糟也比被迫用 Gemini 好，把对某些模型的不满当成共识笑话（@Terrible_Tutor, 30分） ② 也有人认为评分不到 4.8 的服务都不值得付费，体现出用户对模型质量和稳定性的高预期（@Glidepath22, 10分） ③ 还有人吐槽“Claude 我花钱是干嘛的”，表达对当前体验与付费预期不匹配的失望（@Suspicious_Peak_1173, 9分）
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- @raruto_ (44): I love the "effort max " detail
- @Terrible_Tutor (30): \> Could be worse …could have to use Gemini
- @Glidepath22 (10): Anything less than 4.8 isn’t worth paying for
- @Suspicious_Peak_1173 (9): I'd rather not. Claude, what am I paying you for?
- @CanYouEvenPhoto (8): Less visual artifacting when using chatgpt to edit a light image
一位自筹资金的SaaS创始人在询问大家首批10到100个付费用户是怎么来的、各渠道占比和踩过的坑，想系统了解不同营销渠道的真实效果和失败经验。
I'm curious how other bootstrapped SaaS founders are getting their first 10-100 paying customers. There seems to be a huge gap between "build the product" and "people actually find it." For those of…
受众观点：① 顶楼评论从产品增长顾问视角强调，10到100用户不是复制公式而是诊断漏斗，需先搞清市场、心理和GTM再定位具体卡点（@Smooth_Doubt2290, 4score） ② 有人分享通过免费社群+自建机器人教学虚拟产品，再用分佣机制驱动成员留存和推广的玩法（@Individual-Light-188, 3score） ③ 多位创始人提醒不要全渠道撒网，建议根据B2B/B2D定位选择 LinkedIn、Reddit 等少数阵地深耕，否则很容易精力耗尽（@itsjhakash, 2score）
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- @Smooth_Doubt2290 (4): Going from 10 to 100 users isn't a copy-and-paste formula, it's a clinical diagnostic process. It depends heavily on your specific market, user psychology, monetization tier, and GTM strategy. As a Product Growth Consultant, I’ve audited dozens of B2B SaaS frameworks, and no tw…
- @Individual-Light-188 (3): I have a free server where I have a bot I created that teaches members about marketing virtual products and how to create and sell virtual products. I also sell virtual products and offer members commission. So members can come in learn grow and generate revenue in the same plac…
- @Such_Field_3294 (2): the commission angle is smart, gives people a reason to actually stick around
- @itsjhakash (2): Don't try to be on every channel; you'll burn out. Pick one where your audience lives and master it. If you're building B2B SaaS, LinkedIn is usually better than X for finding decision-makers. If you're building developer tools, Reddit and specialized newsletters work better. Mo…
- @Perfect-Scale902 (2): I like paid ads because it doesn't require a preexisting audience and you can target your customer avatar. The platform you choose might depend on what you're selling. Meta ads can be challenging to start with before you have enough data to create a lookalike audience. Something…
一位开发者在给基于 Babylon js 的浏览器3D游戏重做移动端UI时吐槽多端适配极其耗时，并向大家请教针对不同屏幕尺寸的UI设计经验。
[Landscape Mode Game Mode Selection Screen](https://preview.redd.it/xgf4esk10m8h1.png?width=1688&format=png&auto=webp&s=0ec2a9b5db44923c64a0acd47a4ec35e50de4a07) [Landscape Mode Character…
受众观点：① 顶楼评论指出响应式设计的最后20%边缘情况最耗时间，尤其是手机竖屏会彻底打散原本在桌面端看起来完美的布局，并推荐用 CSS container queries 让组件根据自身空间而不是视口变化（@IndividualStop9957, 52score） ② 有人感慨正因为响应式如此折磨，才庆幸自己是写文案不是开发，见过开发者为一个平板断点折腾一整天（@Usual-Problem6002, 9score） ③ 其他评论补充了从移动优先设计、Bootstrap 的历史到特定设备如 iPhone SE 把布局全部搞崩的真实踩坑经历，说明小屏和奇怪分辨率是主要雷区（@AncientAdamo, 8score；@rbobby, 7score）
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- @IndividualStop9957 (52): Responsive design is genuinely one of those things where the 80/20 rule hurts you the most, like the last 20% of edge cases eats up way more time than the initial layout ever did Mobile portrait especially just destroys layouts that look great everywhere else. Using CSS containe…
- @Usual-Problem6002 (9): Responsive design is the part of web work that makes me grateful I'm a writer and not a developer. I've watched devs spend entire days fixing one layout breakpoint on a tablet they don't even own.
- @AncientAdamo (8): Starting mobile first is actually a great suggestion! I need to look into using CSS container queries... And totally agree on the edge cases. I remember when I first spent a couple of days re-designing the UI. I tested on different PC screen sizes, different mobile devices both…
- @Dude4001 (7): People on tablets are lucky if they get anything better than a big mobile display. People on 1024px laptops just suffer.
- @rbobby (7): This is the exact reason twitter created bootstrap and mandated mobile first. I still like bootstrap, it's great!
作者困惑于创始人们大量阅读却难以讲清学到什么，怀疑是知识基础设施问题，想寻找能让阅读真正沉淀为决策能力的系统。
I keep running into this: every founder I know reads a lot but can't explain what they have learned. The reading doesn't compound into actual understanding or decision- making ability. i have tried:…
受众观点：① 有人分享自己把每条有用信息都转成“观点、决策或实验”，并写一句“它如何改变了我的看法”，强调每周回顾连接旧笔记与当前决策的重要性（@Far-Stable2591, 3likes） ② 也有人推荐主动回忆、费曼技巧和间隔重复等学习方法，认为问题在于“只读不学”（@Evening-Appeal7606, 3likes; @Taburn, 2likes） ③ 另一位提到目前工具高度碎片化，自己在做一个能自动连接想法和笔记、持续构建上下文的系统，说明大家在寻找更一体化的知识工作流（@mercurias98, 2likes）
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- @Far-Stable2591 (3): The system that has worked best for me is forcing every useful thing I read to become either a claim, a decision, or an experiment. Notes alone pile up. A short “this changed my mind because...” line makes it reusable later. Public reading lists can help with feedback, but I wou…
- @Evening-Appeal7606 (3): 100% this. Try the Harvard Study Method: Active Recall, Feynman method, Spaced Repetition and Interleaving, Question First Method, Time Mgmt (e.g. Pomodori).
- @Taburn (2): > reads a lot but can't explain what they have learned This happens when you just read instead of study. You have to review concepts until you internalize them.
- @mercurias98 (2): There are not a lot of systems which does all these things in one place. You will have to include a bunch tools to achieve this. The problem here is fragmentation. We think, capture, study and discuss with no interconnections to each other an hence loss of context. You would nee…
- @Altruistic-Cell-3007 (2): Write to teach it. If you can't explain it simply, you don't know it yet.
有人在自托管版块寻找类似 Sweepy 的家庭家务管理工具，希望能自托管来管理打扫任务和家庭维护。
Hello! Is there anything like Sweepy that is focused on home maintenance that can be self-hosted. Trying to get my house together. Thanks in advance.
受众观点：① 有人推荐在 Home Assistant 上用 ChoreOps，通过游戏化方式给孩子分配家务任务（@ducksoup_18, 8分） ② 多条评论提到 Vikunja 等自托管任务管理应用，认为适合做通用待办但在移动端支持上有短板（@vUrsino, 4分） ③ 也有人分享使用 Donetick 这类带积分和轮换机制的家务工具，强调重复任务、多人分配和激励设计的重要性（@theseus1980, 4分）
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- @ducksoup_18 (8): if you run home assistant, choreops on HACS is pretty great. i use it for my kids. nice gamification of chores.
- @vUrsino (4): Vikunja is a great task management self hosted app! No iOS is the only thing.
- @theseus1980 (4): I'm still evaluating this: https://donetick.com/ It has points you can assign to tasks so that kids can see who's winning. There are a few rough edges so far: tasks shown to all "sub accounts" not only your assigned tasks (a full account is like the admin of its "domain" and you…
- @RowdyNL (3): Maybe https://github.com/chrisvel/tududi
- @Patient-Cedar-7194 (3): hosted chore tracker on my NAS once. missed trash day, got paged by wife, decommissioned stack immediately.
印度开发者做了一个名为 JSKMU 的公益网站，试图把失踪人口信息和无名尸体记录连接起来，帮助家属通过特征匹配找到亲人。
In India, when someone goes missing, the police record is in one place. When an unidentified body is found, that record is in another place. These two lists never meet. They sit in different states,…
受众观点：① 有人认为这种项目比大多数 SideProject 帖子重要得多，肯定其社会价值（@Sufficient-Cup4705, 8分） ② 也有人被 Khalra 的故事打动，觉得这类带个人动机和历史背景的项目完全不同于普通待办应用（@MethodAppropriate713, 4分） ③ 还有人追问匹配准确度和可能带来的虚假希望，担心系统在没有足够验证时会误导家属（@digitaldisgust, 3分）
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- @Sufficient-Cup4705 (8): this kind of work matters more than most things that get posted here tbh
- @MethodAppropriate713 (4): the Khalra backstory alone makes this hit different from the usual "i built a todo app" posts
- @digitaldisgust (3): How accurate is the matching? What if you end up giving people false hope? Have you actually managed to identify anyone yet?
- @Mouffcat (2): It's a smart-looking website for a very good cause. I really hope it's a big success and helps many people.
- @digitaldisgust (2): No one said it would be 100% accurate, lol. This answer alone is very telling though, yikes.
楼主只有一台 Proxmox 服务器，想在不完全迁移的前提下用自家实验环境动手体验 Kubernetes。
Hey, I've heard about Kubernetes many times and was interested in learning more about it. I don't want to fully switch to k8s though because it seems like an overkill for my needs (I only have one Pr…
受众观点：① 多数人建议直接在一台 Debian 虚机上安装 k3s，作为轻量级单节点集群练手（@SuperQue, 19分） ② 也有人推荐 KinD、k3s 这类可以单节点运行的发行版，强调足够学习 K8s 基本概念（@dwylth, 9分） ③ 有评论提醒先从单节点开始掌握 Pod、Deployment、CRD 等原语，高可用和多节点可以后面再学（@Eldiabolo18, 6分）
展开评论
- @SuperQue (19): Setup a Debian VM, install k3s.
- @dwylth (9): You could try something like KinD (Kubernetes in Docker) or k3s which can run as a single node and is designed to be lightweight.
- @Eldiabolo18 (6): Besides what others have said: Start with a single node setup. It will be enough to generally learn what Kuebernetes entails. The hole HA and multinode part can come later and doesnt change much about the K8s primitives (pods, deployments, CRDs, etc)
- @joggekis (5): Minikube
- @frankster (3): Install k3s or whatever and go nuts!
DokuWiki 这款自托管文件型 wiki 即将原生支持 Markdown，解决多年依赖三方插件体验不佳的问题。
DokuWiki (the self-hosted, file-based wiki) was created before Markdown was popular, so the author created his own syntax specifically for DokuWiki. Since the rise of StackOverflow, GitHub, and Reddi…
受众观点：① 老用户长期被 DokuWiki 自创语法折磨，希望统一到 Markdown 降低心智负担（@PolarBearSequence, 28分） ② 长期使用 DokuWiki 的人把缺乏 Markdown 当成考虑迁移的主要原因之一（@buffalonuts, 17分） ③ 有人认为原生语法功能够用，但在“到处都是 Markdown”的环境下切换语法非常割裂（@Apprehensive-Bit2055, 14分）
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- @PolarBearSequence (28): That’s excellent news, Dokuwiki syntax is a crime against humanity
- @buffalonuts (17): Hell yeah! I've been using DokuWiki for many years and this is one of the only things that has made me consider switching.
- @Apprehensive-Bit2055 (14): this is huge honestly. dokuwiki's native syntax is functional but it's such a friction point when you're used to markdown everywhere else. surprised it took this long given how dominant markdown became, but better late than never for sure.
- @Itsthejoker (13): ...what?
- @Particular-School798 (11): Bad bot
有人在 r/MachineLearning 发布一个号称 softmax-free 的注意力模型，参数规模在 GPT2 级别，引发关于是否真的不用 softmax、距离惩罚对长程依赖影响以及如何计算概率的讨论。
r/MachineLearning I released a softmax-free attention model at GPT-2 Medium scale (~354…
受众观点：① 对新型注意力机制感兴趣的研究员和工程师，想搞清楚所谓 softmax-free 模型在数学上和实现上到底改了什么（@Playful-Fee-4318, 18likes） ② 关心长程依赖建模的从业者，担心距离惩罚会削弱模型捕捉远距离关联的能力（@FoxWorried4208, 8likes） ③ 想知道在没有标准 softmax 的情况下如何输出概率分布、以及这种方法是否只是营销话术的读者（@East-Muffin-6472, 6likes; @H0lzm1ch3l, 4likes）
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- @Playful-Fee-4318 (18): So you do use softmax..
- @FoxWorried4208 (8): The bias induced by the distance penalty seems antithetical to the purpose of attention in capturing long-range correletions, am I misunderstanding something? Is there anything analagous to that in regular scaled dot-product attention?
- @East-Muffin-6472 (6): Nice so with softmax free variant, how you calculating probabilities?
- @H0lzm1ch3l (4): That last paragraph just rings all AI slop alarm bells.
- @NonGameCatharsis (2): It's intentional that nearer tokens are favored by this approach. A long range link needs to be strong enough to survive, not only bigger than zero. This buys ~99,7% structural sparsity. I haven't done a long-context stress test, but I'd expect this approach to work on a more sc…
自建党讨论如何监控自家服务的 DNS 变更、SSL 证书过期和安全头等基础设施健康问题，并分享各自用的工具方案。
I’m slowly expanding the number of services I self-host, and one thing I’ve realized is that application monitoring is relatively easy compared to infrastructure validation. For example: * DNS record…
受众观点：① 很多人用 Uptime Kuma 监控证书，但发现对 DNS 解析变化的监控比较薄弱，不容易区分主备线路等复杂场景（@zandadoum, 9分） ② 有人强调证书和 API key 有固定过期节奏，用 Grafana Alloy 这类黑盒 exporter 提前两周告警可以避免 ACME 自动续期全线翻车（@j-dev, 8分） ③ 也有人认为文中提到的大部分配置是“一次性做好就行”，持续监控更适合可变的可达性和系统资源，而不是静态配置（@TBT_TBT, 2分）
展开评论
- @zandadoum (9): Uptime kuma. Works great for ssl certs But for dns changes maybe I’m doing it wrong, but I can’t get it to notify me when dns resolves to ip1 (wan) or ip2 (backup wan) and similar stuff
- @j-dev (8): There’s still value in monitoring. If you have an API key that expires at a certain cadence, you’ll want to know it’s time to rotate it when all the domains that depend on DNS ACME challenges failed to renew. I use Grafana Alloy blackbox exporter and alert on domains that are 2…
- @TBT_TBT (2): I agree, but all of the mentioned things are "do it once, do it right" things, which don't really change (by themselves) and do not need permanent monitoring. Monitoring is great and necessary for things that can go wrong, like reachability (could always be network issues somewh…
- @nicokaiser1 (2): How do you monitor if the automation is still automating? Sometimes DNS APIs change, timings get misaligned, etc. I saw quite some automations (especially ACME related) break, good thing to still have 2 weeks to fix them after the notification (shout out to Uptime Kuma!), rather…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
一位在印度做B2B SaaS的创始人询问大家达到每月1万美元经常性收入后，生活状态、获客渠道、踩坑和复盘建议，想了解这个里程碑的真实样貌。
I'm currently building a B2B SaaS and working toward my first **$10K MRR** milestone. As someone based in India, that level of recurring revenue with healthy SaaS margins would be quite meaningful fi…
受众观点：① 有创始人分享自己做到约26k MRR 后感觉是“能积累资本但还远没到财务自由”，可以自由生活但买房买豪车仍不现实（@automation-expert, 6score） ② 另一位从0到7.1k MRR 的团队详细讲了两年时间线：先靠已有受众和有机内容起量，后期发现 Meta 广告烧掉1万美元几乎没效果，反而线下展会、深度客户访谈和SEO更有效（@mikekeithlewis, 4score） ③ 评论有人提醒在这个阶段应更重视SEO，把未来3–6个月的获客成本压向接近0，而不是继续砸付费流量（@Whole-Amount-3577, 2score）
展开评论
- @automation-expert (6): I average about 26k MRR on my SAAS. I feel comfortable but am not rich yet. It's that stage of being able to build capital but I can't yet for example afford to buy an apartment, nice cars, watches stuff like that. Just free enough to live abroad and do basically whatever I want.
- @rajsleeps (5): I'll tell you in july
- @mikekeithlewis (4): Not quite there but we’re at $7.1k MRR. It’s myself and a co-founder on nights and weekends…we haven’t taken out any money yet, but it’s nice knowing even after expenses my housing is now getting covered every month (on paper). We started building August of 2024, and launched Ma…
- @TroubledForefront (2): The Meta burn is such a common trap, but attending trade shows instead sounds way smarter for a logistics tool where you're selling to specific ops teams who actually know each other.
- @Whole-Amount-3577 (2): You should be focusing on SEO at this point, 3-6 months from now your CAC could be $0.
有人想找 ITGlue 的自托管替代品，用来管理个人环境的应用指南、打印机 IP、域名到期时间等信息。
I like ITGlue, I use it at work and it's great for its role. Is there a self hosted alternative I can use for my Usecase? ​ I want a place to store guides for applications I use. Tutorials…
受众观点：① 高赞回复建议把 IT 文档需求拆成运行手册、资产真相源和机密三类，分别用 BookStack、NetBox 和密码管理器来承载（@Interstellar_031720, 8分） ② 有人补充 RackPeek、Homelable 等工具，专门用来管理机柜和标签等物理资产信息（@_GOREHOUND_, 3分） ③ 多条评论强调 BookStack + NetBox 是家庭环境里最接近 ITGlue 体验的组合，同时提醒不要把密码和 API Key 塞进 wiki（@jake_that_dude, 3分）
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- @Interstellar_031720 (8): For personal/home use I would split the IT Glue mental model into three buckets instead of looking for a full clone. 1. Runbooks/guides: BookStack, Wiki.js, or Outline if you want searchable pages with structure. 2. Assets/source of truth: NetBox if IPs, devices, domains, VLANs,…
- @_GOREHOUND_ (3): Apart from the tutorials, you could have a look at [RackPeek](https://timmoth.github.io/RackPeek/ "RackPeek") and [Homelable](https://homelable.net/ "Homelable").
- @jake_that_dude (3): BookStack + NetBox is the clean split for this. BookStack for guides/runbooks, NetBox if you want IPAM/domains/source-of-truth instead of a notes dump. Printer IPs and expiry dates in random wiki pages get annoying fast once you need reminders or search by subnet. Keep passwords…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @StressTraditional204 (1): bookstack is the closest feel for the guides/tutorials side, dead simple, one container. for the structured stuff (IPs, domains, expiries) netbox handles it way better. id run both, they cover different halves.
发帖者困惑面试常被问是否给百万级用户发过代码，自己只做过小规模产品，不知道该如何在面试中证明影响力。
It seems pretty common these days for interviewers to ask whether you've shipped code that impacted a very large user base (hundreds of thousands or even millions of users). What if you've never had…
受众观点：① 有人认为这个问题可能只是测试诚实度，毕竟不是每个人都做过百万级系统，而且这并不丢人（@Lumethys, 12分） ② 有评论质疑这种问题本身就很蠢，影响几百万用户的功能技术上可能并不难，规模并不能直接代表技术挑战（@disposepriority, 9分） ③ 也有人建议如实说明没做过大规模，但强调自己在现有用户中做出的可量化改进，公司更看重解决问题和交付结果（@SakshamBaranwal, 3分）
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- @Lumethys (12): It may have been to test your honesty. Not everyone worked at that scales Is their system scale to millions of users? And that isnt anything to be ashamed of
- @disposepriority (9): >It seems pretty common these days for interviewers to ask whether you've shipped code that impacted a very large user base I really don't think this is true. Additionally, something "affecting" millions of users doesn't make it very hard now does it? An account information p…
- @SakshamBaranwal (3): I'd be honest. I haven't shipped to millions of users, but i've shipped features with measurable impact of the users i did have. Most companies care more about your ability to solve problems and deliver results than the raw size of the user base.
- @Noch_ein_Kamel (2): So you already have experience in load balancing and caching. In contrast to a low usage account page that does neither caching or needs balancing or even has its own service
- @electricity_is_life (2): "It seems pretty common these days for interviewers to ask whether you've shipped code that impacted a very large user base" I've never been asked this or even heard of someone being asked this. Where are you applying? The vast majority of software companies don't have millions…
一位开发者分享自己在印度政府学生福利门户中发现前端控制权限导致的越权漏洞，负责任披露给CERT-In并获确认修复的全过程，还写了技术长文总结教训。
A few weeks ago, I noticed something unusual while using a government student welfare portal in India. Certain functionality appeared to be controlled by information stored on the client side, which…
受众观点：① 评论者关心修复效率，楼主补充从向 CERT-In 报告到修好大约花了1到1.5周，说明官方响应还算及时（@ConsiderationOne3421, 24score） ② 有人提醒面对政府系统时不要想当然，最好拿到明确书面许可再做安全测试，以免惹上法律风险（@T_kowshik, 16score） ③ 楼主还提到自己没有拿到任何报酬，只是按负责任披露流程向网络安全部门报告并确认修复，说明很多政府/公共系统并没有正式的赏金计划（@ConsiderationOne3421, 13score）
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- @ConsiderationOne3421 (24): Everything got fixed after about 1-1.5 weeks after I reported to CERT-in.
- @T_kowshik (16): It is not good to assume anything when it comes to government things. Better be safe than sorry. Keep a mail or something from them saying it’s ok to do such findings.
- @ConsiderationOne3421 (13): No, they didn't pay me anything 😅
- @arecbawrin (11): How long did it take them to fix from when you reported?
- @ConsiderationOne3421 (11): I reported to the cyber department only and they accepted the report and fixed it so I guess it's fine. Also, I didn't exploit any bug apart from what was required to confirm the bug.
一位独立开发者用React Native等技术做了iOS睡前故事应用，让孩子成为主角并用LLM生成可控内容，同时强调不替代父母阅读、只做温和虚构故事。
Bedtime in our house hit a wall. My kid wanted a new story every night, and "the one about the dragon, but different" is a tough brief at 8pm when you are exhausted. So I built the thing I wished exi…
受众观点：① 有家长兼开发者认可技术实现但担心睡前引入手机屏幕，强调纸质书在亲子互动和自主翻阅上的不可替代性（@mastermog, 4likes） ② 作者回应自己在引导中明确不想替代实体书，并刻意让阅读界面“无聊”以降低屏幕吸引力（@KashinHS, 3likes） ③ 评论里有人建议用电子墨水屏或打印故事，说明用户在寻找既能享受个性化故事又能减少屏幕暴露的折中方案（@mastermog, 2likes; @KashinHS, 3likes）
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- @mastermog (4): As both a developer and an exhausted father, I get where you’re coming from and the execution is good. However (and because you asked for honest feedback), I don’t love the idea of holding and reading from a phone while putting my kids to bed. Generally speaking, I try to keep t…
- @KashinHS (3): Oh, I totally get that. Thank you for your honest opinion! It’s very important to me to not try and replace proper books. In fact this message is part of the onboarding process. But I totally understand not wanting to introduce screens to a bedtime routine. The way I wanted to t…
- @KashinHS (3): Printing could work! Thanks for the suggestion 🙏
- @mastermog (2): For sure. I wonder if a e-ink screen would work? Or even the ability to print them out?
- @mastermog (2): Good luck!
作者因为女友讨厌自己每次约会都让她选地点，于是做了一个抓取TikTok热门点评、集中展示并可收藏打卡的本地吃喝玩乐地点发现网站。
My girlfriend hated when I made her pick places to go out. And I don't really know too many places around the city (me dev. outside bad 🙂↔️). So I built [this](http://spots.buildin21.com/) last week…
受众观点：① 有人调侃结果里甚至出现了TikTok北京办公室，说明数据源里混入无关地点，大家对数据可信度有疑虑（@ParanoidBlueLobster, 3likes） ② 有人好奇作者是否用特定爬虫库抓取TikTok，关注底层抓取技术选型（@korvusdotfree, 2likes） ③ 作者解释实际用yt-dlp抓视频、再用scrapfly抓评论，表明技术实现细节对部分开发者很有吸引力（@Dragondeazul, 2likes）
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- @ParanoidBlueLobster (3): Can't wait to have dinner at the tiktok office 😂 TikTok office (Beijing) Mark as been 3Q9J+7WC, Addis Ababa Fun idea but I wouldn't trust tiktok popular accounts
- @korvusdotfree (2): Quite nice I would say, nice stuff! You used https://github.com/scrapfly this one to scrapp tiktok right?
- @Dragondeazul (2): Just the comments actually. Used yt-dlp for the actual scraping and then used scrapfly to scrape the comments
- @NatePerspective (2): scraping tiktok for date spots in Addis is unhinged, but also kinda useful lol
- @Dragondeazul (1): LMAO the scrapper is not perfect
作者分享一款安卓截图搜索应用，默认在本地离线OCR识别文字，可选付费云端AI增强，强调隐私优先再按需换取更高识别准确率。
quick background: I screenshot everything to "check later" and never do, so it piles up by the hundreds and I can never find anything. I just wanted to search the text inside my screenshots. the apps…
受众观点：① 很多用户认同截图里常含密码、票据、医疗和内部系统画面，离线默认更安全（@Joey___M, 3likes） ② 有人关心离线OCR与AI增强之间的边界透明度，希望清楚标记哪些截图走了云端并能审计（@Joey___M, 3likes） ③ 开发者在评论中补充离线模型对拉丁文字效果好，多语言和无文字场景需要AI增强，说明大家在意识别质量与隐私的平衡（@gtg-99, 1likes）
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- @Joey___M (3): The offline-first default makes sense for screenshots. They look harmless until you remember they often contain passwords, tickets, addresses, invoices, medical portals, private chats, and internal work screens. The part I would make very explicit is the boundary between offline…
- @gtg-99 (1): Thanks for sharing, so the offline OCR model is always the default and the app never use the AI automatically even on pro plan, it gives you a button on each screenshot to use the AI enhancement on any image where the offline model failed you, and it shows you clearly that it's…
- @gtg-99 (1): The offline OCR model can't understand the image, only the text inside it so you have the ability to search inside your screenshots, once we want the search by intent and want a description of the image bot the text inside it you want AI involved.. I have that with the AI enhanc…
- @SeriousChart9641 (-3): The offline/privacy angle is a real differentiator for screenshot search. The next layer I would test is whether users search by OCR text or by intent: "receipt from the coffee place," "blue chair idea," "error message from the Stripe setup." I work on CHANCE AI, which also turn…
一位有十五年产品技术经验的作者，用手动每日邮件测试“每天只做一件极小的事”反刷手机实验，先验证行为改变再决定是否做成产品。
I'm a builder, 15 years in product + tech. I know what I should do, I just can't start, and the evening disappears into scrolling. The idea: once a day you get one tiny nudge to do a small thing, sma…
受众观点：① 有人指出这条Reddit帖子本身就是作者践行“微小步骤”的结果，先发起小实验而不是直接全栈开干（@ReshadatAli, 2likes） ② 另一位开发者分享自己做的类似应用 Just One Thing: Daily Focus，说明“每天一件小事”类产品已有竞品和真实使用场景（@ravelix, 1likes） ③ 作者在评论中区分对方产品偏待办和习惯，而自己的更像“支线任务”，表明用户对定位和差异化有兴趣（@ReshadatAli, 1likes）
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- @sje397 (3): Love the recursion.
- @ReshadatAli (2): This post was a result of the “tiny steps” :) I was ready to build the whole saas app, then started with this
- @ravelix (1): I actually built an app just like this and released it a month or so ago. It’s on iOS and called Just One Thing: Daily Focus. You set a time for it to ask what small thing would make today a success. You tell it, then at the end of the day it asks if you did it. It even has a wi…
- @ReshadatAli (1): Nice. Checking it right aaay
- @ReshadatAli (1): Ok so the fundamental difference is that your app is more like a todo list, and daily habits etc This is more like a “side quest” thing. I really like your app though, very clean and minimal. Will use it
Portabase 维护者在自托管社区发布 1.20 版本，重点是由外部贡献者带来的存储与通知集成并庆祝项目 GitHub 星标破千。
Hello all, I’m one of the maintainers of **Portabase**, an open-source, self-hosted tool for database backup and restore. Repo:[ https://github.com/Portabase/portabase](https://github.com/Portabase/p…
受众观点：① 顶层评论在追问项目和帖子中 AI 使用情况，希望维护者透明说明 AI 参与开发的方式（@Jolpadgett, 7分） ② 有人指出说明里只澄清了帖子没用 AI，却没解释项目本身的 AI 贡献者情况（@jarod1701, 4分） ③ 也有维护者补充说明 AI 仅用于开发辅助，试图缓解社区对“AI 参与代码质量”的担忧（@Dizzy-Message543, 1分）
展开评论
- @Jolpadgett (7): Note, the asimovs-auditor request is for both AI use in your post + AI use in the project itself. There are AI contributors listed on your repo so you should expand on that for the community.
- @jarod1701 (4): *This post is to announce a release of Portabase, an open-source project. No AI was used to generate this post.* What about the project?
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Dizzy-Message543 (1): AI is used in the project for developer assistance only
- @Keyruu (1): Yeah I second this. The comment is about clarifying how AI is used to develop the project first and foremost.
作者基于社区示例改进了一个 JEPA 的最小演示，加上环境噪声并与像素空间基线做对比，展示 JEPA 忽略无关细节的优势。
Hey! I came across [this post](https://www.reddit.com/r/MachineLearning/s/nULg3kCMEu), which I found quite neat as a minimal demonstration of JEPA. However, as the comments pointed out, there was som…
受众观点：① 想系统了解 JEPA 背景、会去看 Welch Labs 视频和 LeCun 讲座、把它视为指导未来模型方向的一线研究者或学生（@Kirne） ② 把 JEPA 先当成视频预测模型、好奇它相对 SimVP 等方法到底好在哪里的机器学习从业者（@Warhouse512） ③ 关心实验设定是否严谨，比如是否在未见过的起始位置上测试、以及训练三面墙却在第四面墙上评估泛化的研究型读者（@sayhisam1）
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- @Kirne (3): Not familiar with that precise architecture, but if you want more background on JEPA I would highly recommend [Welch Labs’ two parter on it](https://youtu.be/kYkIdXwW2AE). LeCun has also held several recorded lectures on it that are all on YouTube. It’s less of a direct competit…
- @Warhouse512 (2): I guess dumb question, why is this better than something like simvp
- @Warhouse512 (2): Ah. I should actually read the paper. I just assumed it was a video prediction model.
- @Kirne (1): In this case it is a (very very) basic video prediction model. But the ambition of JEPA is much grander. The long-term vision is more towards latent hierarchical planning models which LeCun sees as the next step towards general agentic systems.
- @sayhisam1 (1): What's your held out set here? Like are you testing bounces from spots never seen before during training? And what happens if you train 3 walls but try to run the world model on the fourth
自建漫画服务器用户在问有什么比 Komga OPDS 更好的方案，把服务器上的漫画库稳定同步到 Kobo 阅读器。
As the title says, Ive got a kobo that I want to sync with my server (currently using komga through opds but honestly not too happy with it), is there any better way to sync my manga library to my ma…
受众观点：① 有人建议用 Calibre-Web Automated 把漫画转成 EPUB，再通过与 Kobo 书架同步的方式自动下发，但也提到 Kobo 读 CBZ 时有崩溃风险（@jameye11, 2分） ② 也有人分享在 Kindle 上用 Syncthing+Tailscale 做实时全库同步的经验，并指出在某些网络配置下需要 Tailscale 才能让 Syncthing 稳定直连（@VimesTheoryOfBoots, 2分） ③ 楼主表示之前试过 CWA 但没用顺手，同时对 Syncthing+Tailscale 方案很感兴趣，准备动手尝试（@sandexcool, 多条各1分）
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- @jameye11 (2): For syncing, use Calibre-Web Automated and have them converted to epub I didn’t bother with that personally, I just plugged my kobo into my pc and dragged the files directly onto it. Once I finish a chapter of manga I just delete it Edit to add: with CWA you can create a book sh…
- @VimesTheoryOfBoots (2): I can't speak for manga or kobo specifically, but I installed syncthing and tailscale on my rooted kindle for real time full library sync and I've been very happy with it. Looks like it is possible for kobo as well: https://guissmo.com/blog/how-to-install-syncthing-on-a-kobo/ Ta…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @sandexcool (1): I actually tried cwa once before but it didn't really click with me, I am interested in trying it again tho cause a lot of it's features sound pretty sick tbh
- @sandexcool (1): Oh damn that looks really promising actually, I already have tailscale on my server as well so it shouldn't take much setup. I'll try it out later today and see how it goes
一位创始人分享自己在不到12小时内搭出一个新SaaS并拿到第一笔销售的喜悦，评论区顺带讨论了 Dodopayments 等支付工具的体验和风险。
I built this SaaS in less than 12 hours and got my first Sale on it! I am just so happy!!
受众观点：① 有人恭喜楼主并提到自己在使用 Dodopayments 时遇到 EIN 验证问题，暴露出这类新兴支付服务在合规流程上的坑（@ibietela, 2score） ② 有评论直接质疑 Dodopayments 被传出是骗局，询问真实使用体验，说明大家对小众支付平台的信任度存疑（@melatoninaire, 1score） ③ 其他人则好奇产品细分领域和也来分享自己刚拿到首单的经历，形成一种“首单打卡”的互相鼓励氛围（@muneeb_waheed, 1score；@Working-Ad9938, 1score）
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- @ibietela (2): Congratulations 🎈🎉🎊🍾. I see you are using Dodopayments. I can’t seems to get my EIN verified.
- @muneeb_waheed (1): Nice. What is the niche of this app?
- @Relevant-Might-5015 (1): wow new sale
- @melatoninaire (1): How are you finding dodopayments? Ive heard alot about it being a scam.
- @Working-Ad9938 (1): Congrats! I got my first ever sale today as well!
开发者分享自己做的 AI 语音陪伴应用 Beni ai，希望像 FaceTime 一样自然对话，并总结早期用户在开放程度、对“聊天”而非答案的需求和恐怖谷体验上的反馈。
A few months back, I decided to dive into a simple yet intriguing question: What if chatting with an AI felt more like a FaceTime call rather than just typing away in a chat box? These days, most AI…
受众观点：① 有人直接问当前用户规模，关注这个 AI 陪伴实验是否有真实使用数据支撑（@baderbc, 1分） ② 有评论指出帖子本身像 AI 写的，侧面反映出在 AI 产品推广中“人味”和真诚表达的重要性（@baderbc, 1分） ③ 也有人强调“人格比智力更重要”，并好奇具体是什么触发了恐怖谷，是声音、响应时机还是措辞问题，说明大家在意细节体验（@Common_Dream9420, 1分） ④ 另有用户表示自己只想要直接答案，觉得和 AI 聊天本身有点悲伤，体现出目标用户心态的分化（@bodyakrol, 1分）
展开评论
- @baderbc (1): How many users?
- @baderbc (1): Also please try to make it less obvious that post was ai written
- @Common_Dream9420 (1): the personality over intelligence point is underrated and i think most builders get this backwards. people tolerate a dumber companion way longer than an uncanny one. curious what specifically triggered the uncanny valley for your users, was it the voice, the response timing, or…
- @bodyakrol (1): Have you tried open claw? This is more popular way to personalise AI so you can send voice messages and probably video messages in e.g telegram and assign tasks to AI. Not sure about 2nd point. From AI I need pure answers and direct solutions. Conversation with Ai sounds sad, go…
- @PresentationOk3019 (1): love this! there's a real gap for platforms that cater to people who want to actually sit with content, not just scroll. i built mealtimevideo.com for exactly this — long form videos, no shorts, community curated. if ur building in the video space u should check out the long for…
发帖者在 r/SaaS 感叹好问题似乎都被解决了，举 Shark Tank India 上 Sampark 车牌联系标签为例，询问创业者如何训练自己发现那些看似隐形但真实存在的痛点。
Lately, I've been thinking about this a lot. Whenever I try to think of startup ideas, it feels like every obvious problem has already been solved. But then I come across startups solving problems I…
受众观点：① 还没找到方向的准创业者，觉得所有好点子都被做完了，希望学会像 Sampark 那样从细小场景里挖出需求（@Song-Historical, 3likes） ② 已经在某个行业工作但不知道如何系统记录和放大日常摩擦的人，想要一个可操作的“问题雷达”方法论（@Song-Historical, 3likes; @Garland_Key, 1likes）
展开评论
- @Song-Historical (3): I think best advice I've ever heard was is scale up and down the size of the problem of something you know you can solve or have seen solved before, before settling on a problem space. Think of large populations, towns, locations, demographics, warehouses, shelves, wheels, fathe…
- @Garland_Key (1): That's part of the problem. They don't. They make up and problem in their head and then try to solve it and build a business out of it. Then it fails spectacularly but they keep nursing it for far too long to save face.
作者开源了ChromiumFish，一个在Linux上伪装成Windows Chrome、指纹强化且内置C++层AI Agent支持的Chromium分支，并兼容Playwright自动化。
Hey r/SideProject, I built **ChromiumFish**, a fingerprint-hardened Chrome with drop-in Playwright support for Python and Node, and built-in AI Agent support at the C++ level. I know most of you are…
受众观点：① 有人觉得这个项目很疯狂，但也指出自己真正关心的是C++层面的实现细节，说明目标用户对底层集成和隐蔽性非常敏感（@Friendly-Shirt-9177, 0likes）
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- @Friendly-Shirt-9177 (0): this is kinda wild, the C++ level bit is the part i’d actually care about
作者用Godot和GDScript一晚做了一个草坪割草小游戏原型，场景和效果全部程序化生成以避免手工三维建模。
Made this small prototype with Godot + GDScript in 1 evening. Everything is generated procedurally (bcause I'm suck at 3D modeling). Took some graphical decisions from my previous project (like color…
受众观点：① 有玩家提出可以设计成躲开鸟巢并拯救它来获得加分，说明大家对在简单机制上叠加轻量叙事和目标很感兴趣（@Fit_Gas_4417, 2likes）
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- @Fit_Gas_4417 (2): Idea popped into my head - avoiding mowing a bird nest and saving it somehow which gives plus points
一位开发者在做曲线拟合优化项目，想从现有的 Levenberg–Marquardt 换成粒子群和遗传算法，并征求大家对 scikit-opt 等 Python 库的使用体验。
I'm working with a client on a curve-fitting optimization problem. They are currently using a constrained Levenburg-Marquardt optimizer for their task which is complex, slow, and sometimes gets stuck…
受众观点：① 正在从传统 Levenberg–Marquardt 迁移到 PSO/GA，希望找到上手简单、可视化友好的 Python 库的工程师 ② 有 scikit-opt 实战经验、能分享它在科研或生产中表现的开发者（@KBM_KBM） ③ 想了解其他替代方案如 Mealpy 等库、比较不同实现优缺点的机器学习从业者（@giladfrid009）
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- @KBM_KBM (1): It is workable my undergrad prof used it in his research experiments and he was able to produce good results despite being more of a theory than programming guy
- @giladfrid009 (1): Mealpy?
作者用 PowerShell 做了一个 Turtle Graphics 引擎，生成 SVGHTML 图形和分形图案，并开源分享示例和命令行用法。
Last summer, I figured out how to build Turtle Graphics engine. In Turtle Graphics, we start off with three primitive moves: * We can move forward * We can rotate * We can lift out "pen" Using these…
受众观点：① 有人觉得用 PowerShell 做 Web 开发不常见，但这个项目效果不错，尤其是 Sierpinski 三角形输出很干净，并好奇提笔抬起时如何映射到 SVG path（@OriginalWonder136, 2分） ② 作者详细解释了 PenUpPenDown 如何对应 SVG 的 m 命令、相对坐标的好处，并展示多只“乌龟”协作生成复杂图形的示例链接（@StartAutomating, 1分） ③ 还有评论认为 PowerShell 作为有结构化语言的 shell 被低估了，适合这类脚本化图形生成场景（@BootsOrHat, 1分）
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- @OriginalWonder136 (2): PowerShell for webdev is not something i see often but this is actually pulling it off, the Sierpinski triangle output looks clean. curious how the pen lift is handled when converting to SVG path commands, like does it just break into separate \`<path>\` elements or use th…
- @StartAutomating (1): Thanks! Good question. It can pull it off both ways. If you just tell the turtle to PenUp/PenDown, it will be a m command. All commands are lowercase (relative) by default (SVG supports relative coordinates on all instructions, and this makes things *much* easier). So if you did…
- @BootsOrHat (1): PowerShell is underrated given the actual structured language underpinning the shell.
一位既是 Kathak 舞者又是开发者，为解决自己练习时选 raga、乐器和节拍麻烦的问题，自行做了免费 iOS 伴奏应用并开始向同圈子推广。
I've always liked the idea of building products for communities you actually belong to. I'm a Kathak practitioner, and while practicing I occasionally found myself wishing there was a simple iPhone a…
受众观点：① 有人联想到自己做的 mealtimevideo.com，认为为特定使用场景和时长偏好的小众人群做产品很有价值，并好奇楼主更细分的目标用户（@PresentationOk3019, 1分）
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- @PresentationOk3019 (1): this is cool! reminds me of why i built mealtimevideo.com — everyone's building for 30-second attention spans but there's people who want long form content too. community-curated videos to watch while eating. would love to hear what niche ur targeting
一位新手 Sanity 用户抱怨页面构建器里嵌套对话框编辑内容时只有关闭按钮和全局 Publish，缺少明确的提交动作，导致内容编辑 UX 很糟糕。
New to Sanity and just struggling with my page-builder structure/UX if anyone can help out please? So when editing a block in a page-builder array I'd have the relevant page form appear. Inside that…
受众观点：① 有人建议合并顶部和底部工具栏并缩小左侧面板，以减少视觉杂乱和空间浪费（@0dev0100, 1分） ② 也有人提出可以重写对话框底部区域，用“保存并关闭”替换默认关闭按钮，并在嵌套对话框打开时隐藏全局 Publish 以避免误操作（@Aggressive_Ticket214, 1分）
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- @0dev0100 (1): Merge the top bar and bottom bar. You'll get space back. Make the left pane smaller as well
- @Aggressive_Ticket214 (1): Override the dialog's footer to replace the default close button with a 'Save & close' action that dismisses the overlay. Then hide the global Publish button when a nested dialog is open using document visibility or pane context.
作者在 r/MachineLearning 分享开源工具 WeightsLab，用于在训练中途暂停并检查实时 loss 信号，从而发现数据集里的错误标签、类别不平衡和异常样本。
We just did a big revamp of **WeightsLab** and wanted to share it here. If you’ve ever spent hours debugging a training run only to discover it was a data problem all along, this is for you. WeightsL…
受众观点：① 训练 CV 模型的工程师，希望在不堆算力的前提下，通过更好地监控 loss 和样本质量来提升模型效果（@Top-Telephone-6542, 1likes） ② 小团队或独立开发者，已经被“训练跑完才发现标签有问题”坑过一次，正在寻找更轻量的数据调试工作流（@Top-Telephone-6542, 1likes）
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- @Top-Telephone-6542 (1): the mid-run pause to inspect live loss signals is the part that actually matters, most tools make you wait until the whole run is cooked before you find out your labels were garbage
帖子介绍了 LiquidAI 的 LFM2VL 视觉语言模型通过 WebGPU 在浏览器本地运行的 Demo，用户无需服务器即可在自己硬件上跑多模态模型。
r/webdev LFM2 VL WebGPU
受众观点：① 评论用简短概述说明这是一个在浏览器里通过 WebGPU 本地运行 LiquidAI LFM2VL 多模态模型的 Demo，强调无需服务端推理即可利用 GPU 加速（@fagnerbrack, -1分）
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- @fagnerbrack (-1): **Brief overview:** LiquidAI's LFM2-VL vision-language model running directly in the browser through WebGPU. The demo lets you run the multimodal model locally on your own hardware without server-side inference, tapping into the GPU for accelerated performance. The page shows th…
帖子分享了一个名为 CSSQuake 的项目，可以在浏览器里直接玩 Quake，展示了用 Web 技术复刻经典游戏的效果。
r/webdev cssQuake - Play Quake in Your Browser
受众观点：评论区尚无有效信息或讨论，暂时看不出玩家或开发者对实现细节和体验的具体反馈。
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- _无评论_
发帖者在 r/MachineLearning 询问有没有把 EMA 用在 LoRA 适配器上的论文，尤其是用 EMA 适配器给可训练适配器做软标签自蒸馏的实证结果。
Hi guys Does anyone know of papers where EMA on LoRA adapters has been used successfully? Im interested in cases where the EMA adapter acts as a self-teacher generating soft labels for the trainable…
受众观点：① 研究 EMA 与自蒸馏但还停留在论文层面的从业者，希望了解在 LoRA/低秩适配器上的实践路径和坑点（无评论数据） ② 想在算力受限场景下继续榨干模型性能的工程师，关注“只调 LoRA 还能不能用 EMA 提升稳定性和效果”的可行性（无评论数据）
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- _无评论_
一位全栈开发者拿到 Linux Foundation LiFT 奖学金，想在课程选择上在 Linux 基础、Kubernetes、DevOps云原生和后端系统设计之间做取舍。
Hey everyone, I recently got selected for the Linux Foundation LiFT Scholarship, and honestly, I wasn't expecting it at all. My background is mostly full-stack web development. I've been contributing…
受众观点：评论区目前还没有实质回复，暂时看不出社区对课程选择或职业路径的共识观点。
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- _无评论_
发帖者在 r/MachineLearning 询问如何在西班牙语领域微调 Whisper，让模型更好识别特定专业词汇，并比较 LoRA、QLoRA、spectrum 等方法的效果和数据需求。
Hey everyone, I’m wondering whether there are any newer or more effective methods for fine tuning whisper on domain specific speech. I’m working on a project where the model needs to reliably detect…
受众观点：① 想把 Whisper 用在西班牙语或其他非英语场景的开发者，关心需要多少小时标注音频才能让特定术语稳定被识别（无评论数据） ② 做语音产品的独立开发者，希望用 LoRA/QLoRA 这类轻量方法适配行业词汇，而不是从零训练 ASR 模型（无评论数据）
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- _无评论_
作者分享了一份关于如何在 API 规格文档中清晰描述认证方式的实用指南，面向写接口文档或做评审的开发者。
Hope it helps anyone documenting or reviewing API specs.
受众观点：① 正在为自家 API 写文档、希望有一套描述认证方式的实用模板的后端工程师 ② 经常需要评审第三方 API 规格、关注认证部分是否安全且易于实现的架构师 ③ 想把产品开放给外部开发者、但对如何在文档中解释 token 生命周期、权限和轮换策略感到困惑的独立开发者
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- _无评论_
Agent 37 是为 Hermes、OpenClaw、ClaudeCode 等持久 AI agent 提供托管的服务，一行 API 就能给每个客户开通独立常驻代理。
Agent 37 Cloud
受众观点：① 关注不用再自己维护 Mac mini 或 VPS 来跑 OpenClaw、Hermes、ClaudeCode 等持久 agent 的省心托管方案（@OpenClaw） ② 在意每个终端客户能否通过一行 API 拿到独立、品牌自有、始终在线 agent 的 SaaS 创业者（@Vishnu） ③ 关心成本控制、服务器健康（CPU/RAM）以及是否能自定义 Docker 镜像和自有 API 集成的技术创始人（@Vishnu）
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- @OpenClaw (0): Agent 37 is managed hosting for persistent agents like Hermes, OpenClaw and ClaudeCode. So you don't need to run them on Mac minis or VPS yourself. One API call gives each of your customers their own always-on agent, from $3.44/mo. Founders use it to ship vertical agents to thei…
- @Vishnu (0): [Agent 37](/products/agent-37) Maker 📌 Hey PH 👋 Vishnu here, I built Agent 37\. Too many people were running their OpenClaw and Hermes agents on a server they had to babysit. Now you don't have to. We host it, always on, wired to 1000+ tools. The launch part: one API call spins…
- @Vishnu (0): [Agent 37](/products/agent-37) Maker [@md\_khayruzzaman](https://www.producthunt.com/@md%5Fkhayruzzaman) Cost control is at the top of one of the things we need to manage and just the health of the servers in terms of RAM and CPU. Thanks! Upvote (1) Report Share 7h ago [](/@blah…
- @Vishnu (0): [Agent 37](/products/agent-37) Maker [@blah\_mad](https://www.producthunt.com/@blah%5Fmad) So the default templates we offer comes with LLMs pre-wired, 1000+ tool integrations like Gmail, Calendar, Notion etc. via Composio pre-wired and a few other things. But for custom use cas…
- @Vishnu (0): [Agent 37](/products/agent-37) Maker [@morgan\_\_harriss](https://www.producthunt.com/@morgan%5F%5Fharriss) Very true, thanks! Upvote (1) Report Share 6h ago [](/@bogdan%5Fstefanjuk) [Bogdan Stefanjuk](/@bogdan%5Fstefanjuk) This is super helpful! I have my own home lab but it al…
Atomic Mail Agentic 是基于 JMAP 协议的邮件 AI agent，把收件箱分拣和草稿撰写自动化，同时强调可配置的自主程度和可审计性。
Atomic Mail Agentic
受众观点：① 关心邮件 agent 在多大程度上可以自主操作、哪些动作需要用户确认以及是否有详细审计日志的用户（@Mike） ② 对选择 JMAP 作为协议、以及在共享 IP 池下群发时如何保证各自收件箱送达率和信誉隔离感兴趣的开发者（@StartupBase） ③ 观察 AI 从写邮件助手演进到真正管理工作流、甚至处理涉及资金操作任务边界的产品经理和重度邮箱用户（@Suzy Chase）
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- @Overview (0): * [Reviews](/products/atomic-mail-agentic/reviews) * [Alternatives](/products/atomic-mail-agentic/alternatives) * [Team](/products/atomic-mail-agentic/makers) * [Awards](/products/atomic-mail-agentic/awards) * More Free Launch tags:[Email](/topics/email)•[Newsletters](/topics/ne…
- @Mike (0): The agentic angle on email is the part I'd want to pin down: how much does the agent act autonomously vs. propose-then-confirm? For triage and drafting I'd trust autonomy, but anything that hits send or moves money I'd want a human gate by default. Is that configurable per actio…
- @StartupBase (0): The JMAP choice makes sense since LLMs already understand it from training, so fewer hallucinated API shapes. The thing I'd want to understand is deliverability reputation at scale. If one agent on the shared IP pool sends something spammy, does that affect inbox placement for e…
- @Moon (0): [ReplyMind](/products/replymind) Congrats Team! Excited to see Atomic Mail Agentic live! Turning inbox chaos into agent-driven clarity is exactly what users need. Upvote (1) Report Share 8h ago FirstPrevious[1](/products/atomic-mail-agentic?#comments)[2](/products/atomic-mail-ag…
Grok by SpaceXAI for Word 是把 Grok 模型集成进 Microsoft Word 的插件，需要 SuperGrok 订阅才能用，并支持联网检索与文档写作辅助。
Grok by SpaceXAI for Word
受众观点：① 关注使用 Grok Word 插件需要 SuperGrok 订阅、整体付费门槛和性价比的潜在用户（@PicWish） ② 在意插件从网页抓取信息时的事实核查能力，担心错误信息影响专业文档质量的职场用户（@Alan Gregory） ③ 对 Grok 在网页知识库（如 grokipedia）上的表现持怀疑态度、担心同样问题出现在 Word 集成中的技术用户（@M G）
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- @Overview (0): * [Reviews](/products/grok-by-spacexai-for-word/reviews) * [Alternatives](/products/grok-by-spacexai-for-word/alternatives) * [Team](/products/grok-by-spacexai-for-word/makers) * [Awards](/products/grok-by-spacexai-for-word/awards) * More Free Options Launch tags:[Productivity](…
- @PicWish (0): [@rohanrecommends](https://www.producthunt.com/@rohanrecommends) You need a SuperGrok subscription to use the Office add-ins. Upvote (1) Report Share 13h ago [](/@mohsinproduct) [Mohsin Ali](/@mohsinproduct)
- @PicWish (0): [@rohanrecommends](https://www.producthunt.com/@rohanrecommends) Upvote (1) Report Share 13h ago [](/@alan%5Fgregory) [Alan Gregory](/@alan%5Fgregory) Curious how the agent handles fact checking when pulling information from the web. That could make a huge difference for profess…
Backgrind 是一个始终置顶的桌面叠加层，让 Claude Code、Cursor 或自带 Grindy 等 AI coding agent 在后台跑任务，只在需要你决策时打断你。
Backgrind
受众观点：① 对“把 AI coding agent 放在始终置顶 overlay 里后台跑任务，只在需要决策时提醒”的工作流设计感兴趣的开发者（@Backgrind） ② 经常用 Claude Code、Cursor 或类似工具、却厌倦盯着终端 babysit 长任务，希望能一边写别的代码或玩游戏一边让 agent 跑的程序员（@Backgrind） ③ 有自建终端 AI agent（如 opencode）经验、在寻找更顺滑前端壳和多模型接入方式的工程师（@Terminals）
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- @Overview (0): * [Reviews](/products/backgrind/reviews) * [Alternatives](/products/backgrind/alternatives) * [Built with](/products/backgrind/built-with) * [Team](/products/backgrind/makers) * [Awards](/products/backgrind/awards) * More Free Options Launch tags:[Productivity](/topics/productiv…
- @Terminals (0): [opencode](/products/opencode?ref=product%5Fsidebar) Your terminal's AI agent, with any model you want [5.0(26 reviews)](/products/opencode/reviews) [AI Coding Agents](/categories/ai-coding-agents)[Command line tools](/categories/command-line-tools)
- @Backgrind (0): Maker 📌 Hey PH! 👋 The problem I kept hitting: I'd hand a task to my AI coding agent… then just sit there watching a terminal. Babysitting. The agent's grinding away and I could've been shipping the next thing — or playing a game. So I built Backgrind: an always-on-top overlay th…
- @Backgrind (0): Maker
- @Backgrind (0): Maker
oioi 是一款跨 macOS、Windows 和 Linux 的免费开源剪贴板管理器，主打玻璃质感界面和不打断输入流的快捷历史搜索。
oioi
受众观点：① 关注 Windows、Linux 也能和 macOS 一样用上流畅剪贴板管理器、且安装问题已修复的跨平台用户（@oioi） ② 在意“按下快捷键后弹出是否足够快、选中条目后能否自动关闭和自动粘贴”这些细节以保证不打断输入节奏的重度键盘用户（@Ansari Adin） ③ 想了解默认历史容量、是否支持调节从 10 到 200 条以平衡性能和回溯需求的效率爱好者（@konstant_gk）
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- @Overview (0): * [Launches2](/products/oioi#launches) * [Reviews](/products/oioi/reviews) * [Alternatives](/products/oioi/alternatives) * [Built with](/products/oioi/built-with) * [Team](/products/oioi/makers) * [Awards](/products/oioi/awards) * More This is the 2nd launch from oioi. [View mor…
- @oioi (0): Maker 📌 Now Supports Windows + Linux alongwith Mac, Mac Installer Fixed and Everything works buttery smooth. Give it a try . ITS FREE!!! Upvote (4) Report Share 1d ago [](/@ansari%5Fadin) [Ansari Adin](/@ansari%5Fadin) the "without breaking flow" pitch is the real test for any c…
- @oioi (0): Maker [@ansari\_adin](https://www.producthunt.com/@ansari%5Fadin) Good Question Adin If we talk about user experience, that was the first thing I took seriously while building oioi. I kept asking myself: when a user presses the shortcut, is the popup actually fast enough? Are th…
- @oioi (0): Maker
- @oioi (0): Maker [@konstant\_gk](https://www.producthunt.com/@konstant%5Fgk) Thanks so much, really glad the idea and site landed for you! 🙏 On capacity: oioi keeps your most recent **50** items by default, and once it's full the oldest drops off as new ones come in (text and images alike…