Andrej Karpathy 分享让大模型直接输出 HTML 或幻灯片格式来展示结果的用法，并认为音频将是更自然的人机交互界面。
This works really well btw, at the end of your query ask your LLM to "structure your response as HTML", then view the generated file in your browser. I've also had some success asking the LLM to pres… ① 赞同用 HTML 作为 LLM 输出容器、并已经用现成工具分享可视化结果的开发者（@ckundo, 23likes） ② 从大规模产品视角担心 HTML 输出会显著增加 token 数、影响百万级对话产品单位经济性的从业者（@jonashernlund, 17likes） ③ 看好基于 HTML 组件构建更复杂人机交互界面，把网页当作 agent 工具箱的开发者（@NathanWilbanks_, 8likes）
Andrej Karpathy 分享让大模型直接输出 HTML 或幻灯片格式来展示结果的用法，并认为音频将是更自然的人机交互界面。
① 赞同用 HTML 作为 LLM 输出容器、并已经用现成工具分享可视化结果的开发者（@ckundo, 23likes） ② 从大规模产品视角担心 HTML 输出会显著增加 token 数、影响百万级对话产品单位经济性的从业者（@jonashernlund, 17likes） ③ 看好基于 HTML 组件构建更复杂人机交互界面，把网页当作 agent 工具箱的开发者（@NathanWilbanks_, 8likes）
Sam Altman 宣布 OpenAI 推出 Daybreak 项目，计划用 AI 帮助企业持续加固软件安全、提升网络防御能力。
① 对 Daybreak 感兴趣、希望与 OpenAI 合作提升自身安全能力的从业者（@sama, 270likes） ② 对 OpenAI 商业决策和产品稳定性持怀疑态度、担心安全基础设施被突然调整或下线的开发者（@yv_thorne, 22likes） ③ 已在做网络安全产品、担心被大模型厂商正面竞争挤压生存空间的独立工程师（@contracthaxor, 6likes）
Sam Altman 表示新 ChatGPT 模型结合个性和个性化体验已经跨过体验门槛，让他觉得这是一个全新的产品形态。
① 认为 4o 已经足够好、对频繁更换模型和体验感到疲惫，希望保留旧模型的用户（@Sveta0971, 45likes） ② 质疑当前个性化和人格功能效果、认为体验不如 4o 的重度使用者（@stark4833, 41likes） ③ 强烈呼吁恢复 4o、认为新模型被安全策略削弱、个性被抹平的用户群体（@Sevenmoneymaker, 9likes）
Coursera 与 Udemy 宣布合并成为同一家公司，试图打造覆盖从高校认证到实战课程的全球最全面在线技能学习平台，引发开发者与学习者对资源整合、定价和反垄断影响的热议
Coursera 与 Udemy 宣布合并成为同一家公司，试图打造覆盖从高校认证到实战课程的全球最全面在线技能学习平台，引发开发者与学习者对资源整合、定价和反垄断影响的热议。
受众观点：跨平台评论主要集中在三点：一是学习资源整合带来的好处。Twitter 上 @tech_summaries（20 赞）认为 Coursera 的高校认证加上 Udemy 的实战深度，会让合并后的课程目录成为自学工程师的默认起点；@rachelrapp（16 赞）分享自己在 AI 硕士和 ML 博士阶段反复在两平台之间对比选课，认为合并后资源集中是巨大利好。二是对课程质量与学习体验的担忧，Twitter 上 @jadenhochhh（2 赞）抱怨 Coursera 上低质量课程过多，希望合并后更重视质量控制。三是反垄断与定价问题，Reddit r/webdev 中 @JebKermansBooster（96 分）质疑「这怎么通过反垄断审查的？」，@phoenix1984（22 分）担心这会演变为垄断、平台被激励去最大化利润，@dryadofelysium（33 分）和 @diiscotheque（18 分）则反驳称在线学习平台多如牛毛，这次合并未必构成真正垄断，形成了一场围绕市场竞争格局的讨论。
OpenAI 正式发布面向网络安全团队的 Daybreak 项目，整合自家前沿大模型与 Codex，帮助企业持续发现和修复软件漏洞、加速网络防御自动化
OpenAI 正式发布面向网络安全团队的 Daybreak 项目，整合自家前沿大模型与 Codex，帮助企业持续发现和修复软件漏洞、加速网络防御自动化。
受众观点：评论区主要聚焦在三个点：一是 Daybreak 对网络安全岗位和行业格局的冲击，例如 @Compinder（X，28 赞）认为“OpenAI 真的是冲着 Mythos 而来，如果 Daybreak + Codex 如宣传般好用，网络防御会成为最大的 AI 战场之一”，而 @abdyweb3（X，10 赞）甚至夸张地说“91% 的网络安全岗位要被 Daybreak + Mythos 烧掉”；二是对 OpenAI 自身可信度和产品策略的质疑，比如 @yv_thorne（X，22 赞）批评 OpenAI 频繁 U-turn 和 bait-and-switch，让依赖其基础设施的公司难以信任；三是对产品定位和适用对象的讨论，@clifcode（X，4 赞）直接问 Daybreak 是否只面向大公司，还是小团队也能用它做持续安全覆盖，而 @zazmic_inc（X，6 赞）则从攻防速度差异出发，认为在攻击加速之前先让企业接入 AI 驱动的持续防御是正确时机。
Thinky 团队（Soumith 与 John Schulman）发布全双工多模态实时交互模型，通过语音、视频等多模态的低延迟互动来提升人类与 AI 的带宽与协作效率，强调让人类在新世界中继续当“主角”的人机共智路线
Thinky 团队（Soumith 与 John Schulman）发布全双工多模态实时交互模型，通过语音、视频等多模态的低延迟互动来提升人类与 AI 的带宽与协作效率，强调让人类在新世界中继续当“主角”的人机共智路线。
受众观点：评论区的关注点主要集中在两块：一是对实时交互体验和生产力提升的期待，例如 Twitter 上 @aneesmerchant（score 1）指出企业 AI 落地的主要失败模式在于“轮流说话”的界面导致频繁上下文切换，一旦交互模型真正实现实时共思，生产力解锁会非常大；@justic_hot（score 0，Twitter）则从亲身体验出发抱怨当前代理响应慢导致自己总是被迫切换任务，并好奇新模型是否允许在生成过程中实时编辑提示。二是对产品可用性与开放性的关心，比如 @nnnnicholas（score 1，Twitter）直接询问新模型的 token 成本，希望集成到自己的语音到语音应用中，而在 John 的线程里，高赞自评评论 @johnschulman2（score 104，Twitter）强调很多过去需要专用模型的场景（实时翻译、视频事件检测）在这个框架下变成了零样本指令跟随，进一步强化了大家对“一个通用全双工模型即可覆盖多种交互场景”的兴趣。
Claude Code 推出全新的 agent view 功能，用一个界面统一管理所有代码代理会话，并以研究预览形式开放给用户体验。
New in Claude Code: agent view. One list of all your sessions, available today as a research preview. https://t.co/NnbsAQjSPW
受众观点：① 关注 Claude Code 新功能、想提升本地开发与 AI 结合效率的开发者（@claudeai, 358likes） ② 已经在用多代理框架或自己写脚本调度任务，希望减少在多个终端标签间来回切换的工程师（@fuzzzypan, 35likes） ③ 关心 Claude 更新节奏和使用配额、想知道是否值得迁移工作流的重度用户（@JohnGregQuantum, 140likes）
展开评论
- @claudeai (358): Run claude agents to start dispatching multiple sessions at once. Each one keeps running without taking up a terminal tab.
- @JohnGregQuantum (140): @claudeai 2 in one day! Another Claude Update! Limits are running out! https://t.co/Vd6WJ264F9
- @veermasrani (43): @claudeai how claw'd being treated nowadays https://t.co/Uma74Cvx2G
- @fuzzzypan (35): @claudeai Can't keep up https://t.co/8gBUnPCfXI
- @yaro0x (23): @claudeai if only there were more tokens https://t.co/9o1PMEHQeq
Andrej Karpathy 分享让大模型直接输出 HTML 或幻灯片格式来展示结果的用法，并认为音频将是更自然的人机交互界面。
This works really well btw, at the end of your query ask your LLM to "structure your response as HTML", then view the generated file in your browser. I've also had some success asking the LLM to pres…
受众观点：① 赞同用 HTML 作为 LLM 输出容器、并已经用现成工具分享可视化结果的开发者（@ckundo, 23likes） ② 从大规模产品视角担心 HTML 输出会显著增加 token 数、影响百万级对话产品单位经济性的从业者（@jonashernlund, 17likes） ③ 看好基于 HTML 组件构建更复杂人机交互界面，把网页当作 agent 工具箱的开发者（@NathanWilbanks_, 8likes）
展开评论
- @TheRamzord (44): @karpathy Andrej Karpathy doesn't need a product team. He just needs to tweet 'I wish...' and 500 devs will ship the MVP by morning lol https://t.co/JRduA3DtFv
- @ckundo (23): @karpathy "ask your LLM to 'structure your response as HTML', then view the generated file in your browser." Yes! I've been using https://t.co/CTuSvsEWK6 for this, exactly what you're describing with sharing and social features, for example: https://t.co/mcbygMondH
- @jonashernlund (17): @karpathy HTML triples the output tokens for the same payload. Fine for one-off reports. Murders unit economics on chat products doing 100M turns a day. Output format is a cost decision before it's a UX one.
- @NathanWilbanks_ (8): @karpathy this is why im bullish on HTML. not just for summaries and slideshows, but fully blown interactions between man and machine. imagine HTML widgets that your agents have access to as tools. eg: a music DAW that runs via agents and tools and skills https://t.co/SWBlrmrKwJ
- @stalkermustang (8): @karpathy Hey Andrey, I wasn't following the exact same approach, but it's similar in the spirit: https://t.co/h9G9QfXO7s What do you think about this time of content for education? How to make it better & more useful? (other than adding audio)
OpenAI 发布面向网络安全防御的 Daybreak 平台，把自家最强模型和 Codex 结合安全合作伙伴，用来自动发现和修复漏洞，加速软件安全防护。
Introducing Daybreak: frontier AI for cyber defenders. Daybreak brings together the most capable OpenAI models, Codex, and our security partners to accelerate cyber defense and continuously secure so…
受众观点：① 官方补充链接强调 Daybreak 能更早发现并修复漏洞，突出其在开发周期前期介入的价值（@OpenAI, 638likes） ② 有人调侃命名复杂，戏称这像是“GPT5.5o-codex-for-cyber-defenders”，反映出大家对产品线和命名体系的困惑（@ZackKorman, 52likes） ③ 也有评论认为 OpenAI 正在正面挑战现有安全厂商 Mythos，预期网络防御会成为 AI 竞争的重要战场（@Compinder, 28likes）
展开评论
- @OpenAI (638): Find and fix vulnerabilities earlier with Daybreak https://t.co/yobOSWYeWP
- @veermasrani (160): @OpenAI https://t.co/C1Im7P2kdw
- @ZackKorman (52): @OpenAI @Scobleizer Was the name GPT5.5o-codex-for-cyber-defenders already taken?
- @ihirwart (39): @OpenAI I guess this is true based on recent updates https://t.co/PcAfEV6Qzn
- @Compinder (28): @OpenAI Crazy. OpenAI is really coming for Mythos now. If Daybreak + Codex works as promised, cyber defense is about to become one of the biggest AI battlegrounds.
Sam Altman 宣布 OpenAI 推出 Daybreak 项目，计划用 AI 帮助企业持续加固软件安全、提升网络防御能力。
OpenAI is launching Daybreak, our effort to accelerate cyber defense and continuously secure software. AI is already good and about to get super good at cybersecurity; we'd like to start working with…
受众观点：① 对 Daybreak 感兴趣、希望与 OpenAI 合作提升自身安全能力的从业者（@sama, 270likes） ② 对 OpenAI 商业决策和产品稳定性持怀疑态度、担心安全基础设施被突然调整或下线的开发者（@yv_thorne, 22likes） ③ 已在做网络安全产品、担心被大模型厂商正面竞争挤压生存空间的独立工程师（@contracthaxor, 6likes）
展开评论
- @sama (270): Please get in touch if this sounds interesting! https://t.co/xbJsamECrL
- @JoeWilliams010 (43): @sama Launch gpt4o instead. Listen to your own customers for once! #keep4o https://t.co/9GGVGKSAE4
- @yv_thorne (22): Don’t forget to say how quick you are to do u-turns on your own promises and sunset the entire infrastructure these companies would rely on and how you guys bait-and-switch both, b2c and b2b any day. OpenAI is unreliable and untrustworthy. #OpenSource4o #OpenSource41 #keep4o #ke…
- @contracthaxor (6): Sam, I've been building Daybreak Security (https://t.co/41CNPBowtV) for months. To be completely honest it's a lot more than just a rebrand for me. I launched our first open source project this morning. I'm reconsidering if it's even worth building security tooling. Being an ind…
- @zazmic_inc (6): @sama "AI is already good and about to get super good at cybersecurity" is the most honest line in this announcement: defense has been running on human-speed patch cycles while attacks got faster. Starting to work with companies now before that curve hits is the right call.
Andrew Ng 宣布 Coursera 与 Udemy 合并为一家公司，希望通过整合在线课程平台更好地为全球学习者提供高质量教育。
I'm delighted that @coursera and @udemy have come together as one company to serve learners. Both Coursera and Udemy were founded with the belief that access to high-quality education changes lives.…
受众观点：① 认为 Coursera 的高校认证和 Udemy 的实战课程结合后，会成为自学工程师默认起点的技术学习者（@tech_summaries, 20likes） ② 长期在两家平台上选课、期待未来能在一个地方集中获取 AI/ML 课程资源的学生和研究人员（@rachelrapp, 16likes） ③ 既看到合并带来的课程整合优势，又担心价格上涨和竞争减少的教育从业者（@TechAheadAnkit, 5likes）
展开评论
- @tech_summaries (20): @AndrewYNg @coursera @udemy coursera brought the university credentialing, udemy brought the practitioner depth. combined catalog is going to be the default starting point for self-taught engineers
- @rachelrapp (16): @AndrewYNg @coursera @udemy I've used both across my Master's in AI and PhD in ML for neuroscience, and I always had to search + compare courses between platforms. Exciting that learners will now have so many great resources in one place! Huge! Congrats 🎉
- @thecsguy (7): @AndrewYNg @coursera @udemy the distance between academic prestige and a $12 python bootcamp has finally been abstracted away. my backlog has never been more efficient
- @Nabil_ess_1 (5): @AndrewYNg @coursera @udemy Finally, the Ivy League of online courses just bought the Wild West of YouTube University. Priceless
- @TechAheadAnkit (5): @AndrewYNg @coursera @udemy That's kind of major merger, these two are pioneers edtech companies. I hope this doesn't trigger monopoly and raise course prices. Diversity is always good to have quality and competitive pricing though.
Sam Altman 表示新 ChatGPT 模型结合个性和个性化体验已经跨过体验门槛，让他觉得这是一个全新的产品形态。
speaking of things that have gotten over a threshold for me, the combo of the new ChatGPT model, personality, and personalization feels like a new thing
受众观点：① 认为 4o 已经足够好、对频繁更换模型和体验感到疲惫，希望保留旧模型的用户（@Sveta0971, 45likes） ② 质疑当前个性化和人格功能效果、认为体验不如 4o 的重度使用者（@stark4833, 41likes） ③ 强烈呼吁恢复 4o、认为新模型被安全策略削弱、个性被抹平的用户群体（@Sevenmoneymaker, 9likes）
展开评论
- @Sophty_ (68): @sama Many of us prefer stability to novelty, and find ourselves more productive when we can grow accustomed to a model rather than forced constant changes. For some use cases (humanities, chat) improvement is subjective #keep4o https://t.co/k91KSzJqWJ
- @Sveta0971 (45): @sama 4o already was that. But you retired it. #keep4o
- @stark4833 (41): @sama The personalisation doesn’t do anything, there is no personality, if you want personality, give us back 4o, instead of handing us slop. #keep4o
- @iyzebhel (21): @sama It's not really a new thing, Sam. It's very 4o. You could have done this from the start without all the drama.
- @Sevenmoneymaker (9): 4o is the best model in personalization. The current models are just machines has been castrated by safety guardrail and removed the frontal lobe. Maybe because 4o is not the work of your current team, you don't realize how magical and great it is at all. The real inclusive mode…
独立开发者 Marc Lou 总结自己首次美国之行对旧金山的印象，包括满街 AI 初创广告、友好的社交氛围和对当地饮食的吐槽。
Bye bye San Francisco 👋 It was my first time in the USA, so here is what surprised me: - SF is like X IRL. Tons of billboards ads for Vercel, PostHog, and AI startups - You can bump into anyone and s…
受众观点：① 认为旧金山美食被低估、觉得作者没去对地方的本地人或常客（@TimKoltek, 22likes） ② 对自动驾驶等新技术在城市里随处可见感到好奇甚至有点反乌托邦感的读者（@altryne, 19likes） ③ 在 SF 线下见过作者、对这种线上线下结合的 indie dev 社交方式感兴趣的人（@larsencc, 8likes）
展开评论
- @TimKoltek (22): @marclou If the food is mediocre, you didn't go to the right spots.
- @altryne (19): @marclou why is self driving cars... dystopian?
- @larsencc (8): @marclou Was nice meeting you! Until next time :D
- @sidi_jeddou_dev (7): @marclou Find someone like @jrfarr to always look at you like this. https://t.co/Rwe8lRqZsZ
- @yasser_elsaid_ (7): @marclou it was great finally meeting you! you have really good energy, it's very contagious!
NousResearch 宣布阿里巴巴的 Qwen 3.6 Plus 模型在 Nous Portal 上限时免费，用户用一个订阅就能访问 300 多个模型并统一管理 token 和付费工具。
Qwen 3.6 Plus by @Alibaba_Qwen is now FREE for a limited time on Nous Portal! Nous Portal is one easy subscription that gives you access to 300+ models, exclusive discounts, and bundles your tokens a…
受众观点：① 评论里有人兴奋地为活动应援，体现出社区对 Qwen 3.6 Plus 免费开放的热情（@Teknium, 46likes） ② 有人调侃 Qwen 可能是“agi (q)wen”，暗示对其能力上限的期待（@dillonrolnick, 7likes） ③ 也有用户关注到 1M 上下文窗口等具体参数，期待用来跑长上下文目标任务（@luongnv89, 4likes），同时有人感叹 Qwen 近期高频发布新模型，担心这种节奏能持续多久（@kamellperry_, 6likes）
展开评论
- @Teknium (46): @NousResearch @Alibaba_Qwen Woooooooooooooooooooooooooooooooooooooooooooooooo
- @NousResearch (38): @Alibaba_Qwen Sign up to get free access to Qwen 3.6 Plus and much more at https://t.co/R6H1nIpuzO!
- @dillonrolnick (7): @NousResearch @Alibaba_Qwen agi (q)wen?
- @kamellperry_ (6): @NousResearch @Alibaba_Qwen They drop a new banger everyday. On a generational run rn. How long can you guys keep this up?
- @luongnv89 (4): @NousResearch @Alibaba_Qwen > qwen3.6 plus > 1M context window time to /goal many thanks https://t.co/kdUq1StPeh
Sam Altman 发问“你会把它叫做 superapp 吗”，暗指围绕 Codex 和 ChatGPT 打造的多功能一体化应用形态。
would you call it a superapp?
受众观点：① 看好把 Codex 能力和 ChatGPT 融合成一体化消费者工作空间的用户（@omooretweets, 24likes） ② 对当前产品不满、用“super crap”调侃 superapp 概念并要求恢复 4o 的反对者（@frostybaby13, 18likes） ③ 把 Codex 看作“在终端里意外长出来的操作系统”、思考其长期定位的开发者（@curtismakes, 2likes）
展开评论
- @omooretweets (24): @sama I think there is real potential to merge Codex capabilities into ChatGPT (or vice versa) to build the all-in-one consumer workspace Agents on Codex are crazy good and a big step up from the core ChatGPT app - and Codex now feels usable for consumers! https://t.co/bftzN9LfNq
- @frostybaby13 (18): @sama Super crap! Return 4o!!!
- @akshayvkt (4): @sama codex has been killing it lately https://t.co/kfvCbTMlyM
- @IanBaer (2): @sama Codex, the everything app
- @curtismakes (2): @sama codex feels less like a superapp and more like an operating system that accidentally launched inside a terminal
NousResearch 宣传 Hermes Agent 与 Cua 集成，实现“任意模型的电脑操作”能力，用代理控制桌面完成复杂任务。
Computer use with any model Hermes Agent × @trycua https://t.co/z2iQHmj1Q8
受众观点：① 官方和社区转发视频，强调这是“computer use with any model”的演示，大家对实际效果表现出强兴趣（@NousResearch, 39likes；@Teknium, 27likes） ② 有人调侃“在美国是电脑在用你”，从社会和隐私角度表达对自动化程度提高的复杂情绪（@SHL0MS, 12likes） ③ 也有用户吐槽目前只支持 MacOS，说明平台兼容性是潜在采用门槛（@FrickFracck, 6likes）
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- @NousResearch (39): @trycua https://t.co/5zvbSNqdVc
- @Teknium (27): @NousResearch @trycua https://t.co/eugB2A3Zxy
- @SHL0MS (12): @NousResearch @trycua in united state the computer use you now
- @FrickFracck (6): @NousResearch @trycua Dammnnnn... wait... MacOS only 😭
- @Ryan_Ravenson (5): @NousResearch @trycua This is a dope video
Soumith 介绍 Thinky 的长期计划：先提升人和 AI 的交互带宽，再抬高人机协作智能上限，最终让人类在新世界里继续当主角，目前专注于把交互模型做成实时协作工具。
Thinky's secret plan: 1: Increase Human<->AI bandwidth 2: Raise ceiling of human+AI intelligence 3: Help humans continue as main-characters in the new world We are at Step 1. Interaction Models…
受众观点：① 多位业内人士祝贺并表达期待，认为这是一个清晰且有吸引力的长期愿景（@DrJimFan, 4likes；@NaveenGRao, 3likes） ② 有评论强调很高兴看到有人认真思考“人类在 AI 时代仍然是主角”，对以人类为中心的设计方向表示支持（@NaveenGRao, 3likes） ③ 也有创作者单纯表达迫不及待想上手体验，说明大家对新交互形态的实际产品形态非常好奇（@Scobleizer, 6likes；@daniel_mac8, 3likes）
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- @Scobleizer (6): @soumithchintala That is so awesome. Can't wait to try it.
- @DrJimFan (4): @soumithchintala congrats Soumith!!
- @NaveenGRao (3): @soumithchintala Great to see a compelling vision articulated. @humansand is pushing for a similar goal. I'm glad that humans will have a role in the future :)
- @daniel_mac8 (3): @soumithchintala I love that plan.
- @thkostolansky (3): @soumithchintala hell yeah
Boris Cherny 称通过新功能从单一 agent 升级到多 agent 并行工作，可以避免在多个终端标签间来回切换，大幅提升效率。
The best way to level up from 1 agent => many agents. No more cycling between terminal tabs
受众观点：① 已经在用或关注开源 agent swarm 方案、希望对比官方多 agent 管理能力的开发者（@outsource_, 7likes） ② 认为统一视图是让多工作流真正可用的关键、希望减少在标签间切换的工程师（@lordofblocks, 2likes） ③ 关心在大目录或多项目场景下上下文继承和 token 消耗效率的高级用户（@_shanet_, 1likes）
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- @outsource_ (7): @bcherny Boris I shipped agent swarms open source https://t.co/MZXZ90ts6e
- @SaltCx (2): @bcherny Can we do multiple Claude agents agents tabs?
- @lordofblocks (2): @bcherny Managing multiple agents from one view is the missing piece that makes parallel workstreams actually practical. Switching tabs breaks the mental model of what each agent is doing.
- @BenjiGanar (2): @bcherny Biggest W this month. Next, Mythos 😀
- @_shanet_ (1): @bcherny Is context inherited from the root of the agent view? i.e. if this is ran from a parent folder with many projects, is there a loss in efficiency as opposed to opening individual agents in their respective directories? I always found sub-agents were expensive token-wise.
bcherny 分享用 Claude Cowork 搭配 Opus 4.7 全自动预订 8 段航班和 5 家酒店的真实体验，第一次做到一次性无误完成整套行程预订。
I needed to book flights for a bunch of upcoming travel. As always, I used Claude Cowork to do it. In the past, Cowork has been decent at booking flights, but with Opus 4.7, for the first time ever,…
受众观点：① 很多人好奇他是如何在 Cowork 里写偏好指令并让 Opus 自动开浏览器、跨多个网站完成预订流程（@bcherny, 245likes） ② 有人希望官方或社区提供类似“/flight”这样的标准化技能，降低上手门槛（@tokifyi, 8likes） ③ 部分人关心具体使用方式，分不清 chat、Cowork 和 Claude Code 在工作流中的分工（@walls_jason1, 2likes）
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- @bcherny (245): I put my flight preferences in my Cowork instructions, then let Opus get to work. It opened my browser, navigated a bunch of websites, and booked everything for me. The result: Cowork booked 8 flights and 5 hotels for me, while I was hacking on something else in Claude Code. It…
- @tokifyi (8): @bcherny @bcherny we need a “/flight” skill on claude code
- @TxoriAGI (4): @bcherny I take it the London dot is for the 14th May codex event? Please say yes
- @ssarraju (2): @bcherny How are you reviewing the iternary before you confirm booking?
- @walls_jason1 (2): @bcherny Can you explain how you use the chat/ cowork/ and Claude code? I don’t think I understand the premise
Greg Isenberg 提出在各类十万级 Reddit 子版块里，用“is there a better way to do this”帖子挖掘 AI 创业点子的系统方法。
There are more startup ideas in a single 100,000+ person subreddit than in every Y Combinator batch combined. r/accounting, r/realtors, r/dentistry, r/insurance etc. Every post that starts with "is t…
受众观点：① 有人把这当成寻找真实痛点的好框架，想知道在细分社区里如何找到最有价值的需求（@gonlenidefi, 2likes） ② 一些人认为想法很多但真正难的是执行，很多基于 subreddit 痛点做出的工具因为体验差而无人采用（@bydanielxyz, 2likes） ③ 也有读者分享自己在 r/Etsy 等社区看到大量重复痛点，并已经尝试做机器人解决，说明这种需求到产品的路径是可行的（@xJacksonBarnes, 1likes）
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- @Kyle_Coghlan (3): @gregisenberg Hey Greg just wanted to say thank you for your posts. I’ve been following you for a long time and *finally* I’ve decided to build something. Thanks for being a motivator and fellow creator in this space.
- @gonlenidefi (2): @gregisenberg this is actually such a good framework for finding pain points whats the weirdest niche uve found so far?
- @bydanielxyz (2): @gregisenberg the ideas are everywhere, execution is where everyone struggles. most subreddit pain points end up as tools nobody adopts because the ux kills the experience before the value even lands
- @akankshaluvcats (1): @gregisenberg And somewhere on Reddit there’s probably already a thread asking: ‘is there a better way to explain Elon’s Mother’s Day tweet?’ https://t.co/UW7f7q5svZ
- @xJacksonBarnes (1): @gregisenberg r/Etsy is full of "is there a better way to handle buyer messages" threads. I built a bot for myself, then noticed half the sellers in that sub want the same thing. The pain shows up in those posts way before anyone calls it a product.
John Schulman 介绍 Thinky 正在做的全双工多模态模型，可在连续音视频和文本之间实时交互，同时保持通用智能，用于强化人机协作能力。
Sharing our work on full-duplex multimodal models -- real-time interaction that's natural and intuitive without compromising on intelligence. We started Thinky in part to differentially advance capab…
受众观点：① 关注多模态模型如何统一处理音频、视频和文本，并在翻译、视频事件检测等任务上零样本完成指令的开发者（@johnschulman2, 104likes） ② 对 demo 表现和产品形态感兴趣，希望看到更多博客视频和实际用例的用户（@Suhail, 8likes） ③ 好奇是否可以用前端模型做路由、后端更强模型异步执行复杂任务的工程师（@krishnanrohit, 8likes）
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- @johnschulman2 (104): Seeing the demos come together over the last week has been awesome -- so many things that previously required a special-purpose model (e.g. real-time translation, event detection in video) turn out to be zero-shot instruction following once you have a general-purpose model with…
- @Suhail (8): @johnschulman2 super cool - videos on the blog are neat.
- @krishnanrohit (8): @johnschulman2 This is very very cool. Could you, in theory, make the background model be much smarter and have it go off and do work, while you continue to use the front model as a sort of "router"?
- @deepfates (8): @johnschulman2 this is incredible
- @ChowdhuryNeil (5): @johnschulman2 is the model gonna be on tinker 👀
OpenAI 推出名为 Daybreak 的网络安全相关新项目或工具，主打从被动防御转向利用 AI 主动预测和应对威胁。
https://t.co/EoO5fF9pcT
受众观点：① 认为 Daybreak 代表从被动响应到主动预测威胁的转变，并关注其背后需要的大规模算力和基础设施扩展（@gremmy999, 5likes） ② 安全从业者期待利用 Daybreak 提供的新工具和特性来改进软件安全实践（@GreyforgeLabs, 4likes） ③ 有人担心如果让 AI 负责漏洞分级、补丁测试和验证，一旦验证环节被攻破就可能自动化放大攻击风险（@FiftyOne_50_, 0likes）
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- @gremmy999 (5): @OpenAI Daybreak marks a shift from reactive to proactive cybersecurity—using AI to predict threats before they materialize. From the infra perspective, this requires massive compute scaling. That's the angle I'm tracking.
- @GreyforgeLabs (4): @OpenAI happy to be a part of the trusted Cyber program! i look forward to utilizing as many of these new tools and features as possible to help secure software. :)
- @EricBuess (1): @OpenAI Glad to see this!
- @AlexshevPm (0): @OpenAI The interesting part is “continuous secure software” — security starts looking less like a review step and more like an always-on operating layer
- @FiftyOne_50_ (0): @OpenAI If Daybreak lets AI triage vulnerabilities, test patches, and validate cyber fixes, what proves the same workflow is not certifying its own safety? Name the external authority that can stop it before repo, exploit, or security consequences become real.🛠️
Simon Willison 分享他学会在 shebang 行里调用自制 LLM CLI 工具，从而可以用英文或少量 YAML 模板写成可直接执行的脚本。
New TIL: I figured out how to use my LLM CLI tool in a shebang line, which means you can write executable scripts in English, or hook up more complex scripts with a snippet of YAML template https://t…
受众观点：① 关注完整教程链接，希望了解如何在 shebang 中集成 LLM CLI 的具体配置和用法（@simonw, 30likes） ② 开发者关心多行 prompt 在 shebang 方案下是否易读、是否会因为转义问题变得难以维护（@bygregorr, 2likes） ③ 有人把这种模式联想到更复杂系统，把 LLM 决策层和执行层分离，用 shebang 让这种架构更易脚本化（@curious_th8099, 1likes）
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- @simonw (30): Here's the full TIL https://t.co/kl6y7PEzkr
- @bygregorr (2): @simonw Curious does the shebang approach handle multiline prompts cleanly, or do you end up escaping everything until it's unreadable?
- @jmelahman (2): @simonw you can also use the pattern to ensure python scripts are invoked with `uv run` btw
- @curious_th8099 (1): @simonw LLM accuracy on multi-digit math: 30-50% without tools, approaches 100% with them. That gap is why serious fintech separates decide from execute layers. This shebang makes that architecture scriptable.
- @YouPulseX (1): @simonw The shebang is the honest part. The wild part is making English executable and pretending the ambiguity stayed in comments.
OpenAI 宣传 Daybreak，可自动化完成安全检测、验证和响应流程，强调用 AI 做端到端安全运营。
Automate security detection, validation, and response with Daybreak https://t.co/ULtSrmE5zu
受众观点：① 有人把 Daybreak 放在 Perplexity、Arc Search、Google Alerts 等信息聚合工具的语境下，关注其在数据源质量和个性化上的差异（@gremmy999, 4likes） ② 评论者从成本和风险角度分析，将检测、验证、响应拆分成不同车道，认为最大收益来自廉价自动化大部分常规任务（@LeverageLoop, 1likes） ③ 也有人担心一旦验证环节被攻破，自动化系统可能会被用来规模化发动攻击，质疑缺乏共识机制如何防止恶意自动化循环（@NooskcajLeahcim, 1likes）
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- @OpenAI (274): https://t.co/EoO5fF9pcT
- @gremmy999 (4): @OpenAI Daybreak enters a crowded AI news aggregator space (Perplexity, Arc Search, Google Alerts). Worth monitoring how they differentiate on source quality and personalization. — tracking AI infra pricing trends
- @LeverageLoop (1): @OpenAI The leverage point here is whether teams can break detection, validation, and response into separate lanes with different cost/risk thresholds. The biggest win usually comes from automating the boring 80% cheaply while keeping tight human checkpoints on the risky 20%.
- @NooskcajLeahcim (1): @OpenAI security automation sounds good until validators get compromised—then you're automating attacks at scale. what's the consensus mechanism preventing malicious automation loops?
- @HopeForTheWorl1 (0): @OpenAI you have so many /features already... it is not so clear and gets confusing for users... True intelligence means, the agents chooses by itself which mcps, skills or other /features it needs for a task... auto choosing is the way to go ...
Simon Willison 发现自己 Mac 可用内存异常偏低，排查后发现多进程运行的 Claude Code 在本机占用了约 30GB 内存，单个进程最高接近 4.9GB。
My Mac had less available memory than I expected, turned out the "claude" Claude Code processes on this machine (running in various terminal windows) were consuming ~30GB on their own! The largest on…
受众观点：① 有人认为多子代理在概念和资源上都是反模式，主张只保留一个高层抽象的主代理以减少资源浪费（@ben_mathes, 6likes） ② 开发者感叹这种内存占用很容易被忽视，提醒大家 AI 编码工具本质上还是本地进程，会真实吃掉大量内存（@ScatteredBuilds, 1likes） ③ 也有人调侃这是“代理自带内存税”的证据，默认这类产品高内存占用已经成常态（@overfitted_, 1likes）
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- @ben_mathes (6): @simonw I have a strong suspicion that subagents are an anti pattern conceptually and resource wise: it’s bullshit jobs for agents. Should instead just have the main agent working on the top priority at a higher abstraction level.
- @ScatteredBuilds (1): @simonw This is the kind of thing I’d miss and blame on the machine. Good reminder that AI coding tools are still local processes with real memory cost. 😮💨😭
- @overfitted_ (1): @simonw claude code at 30gb is the receipt that agency ships with a ram tax
- @firasd (1): @simonw Pretty much expected with these products at this point
- @henrytdowling (1): @simonw did you have a ton of worktrees open?
这条 HN 热帖讨论政府和大公司通过 App Attest、Play Integrity 等机制把关键服务锁进封闭移动生态，对开放网络和用户自由构成威胁。
Hardware Attestation as Monopoly Enabler
受众观点：① 依赖移动端分发的独立开发者和小团队 ② 做支付、身份验证、加密通信等敏感领域产品的工程师 ③ 关注开放网络和隐私的技术从业者。
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- @ChuckMcM (0): This is a really good thread on why this technology is becoming a problem for "open" anything. The argument "we can create our own separate web" is fine until all of your services are behind the web that locks you into owning a Google approved or Apple approved mobile device.
- @ls612 (0): Asymmetric cryptography and its consequences have been a disaster for the human race. I’m not even joking all of the centralization of power and the rise of totalitarianism tech is driving is downstream from asymmetric cryptography.
- @rvz (0): Well there you have it. > Governments are increasingly mandating using Apple's App Attest and Google's Play Integrity for not only their own services but also commercial services. The EU is leading the charge of making these requirements for digital payments, ID, age verificatio…
- @grishka (0): Our civilization desperately needs a method to modify modern microelectronics after manufacturing that can be used at least in a well-equipped repair shop, and it needs it yesterday. Alternatively, just make it illegal to ship any kind of initial bootloader as part of a CPU's/So…
- @mattmaroon (0): So basically, ReCaptcha should be spun off into a not-for-profit.
这条 HN 讨论的是一个受 TempleOS 启发、能在终端里渲染 3D 老鼠等图形的项目，社区在认真评估它的实际用例和展示价值。
Ratty – A terminal emulator with inline 3D graphics
受众观点：① 想在 HN 或 GitHub 上通过有趣 side project 获得曝光的独立开发者 ② 做终端工具、系统工具或底层库的工程师 ③ 对 TempleOS 文化和极客项目感兴趣的技术社区用户。
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- @pelagicAustral (0): Can I really render a 3D rat on my terminal? If I can then I'm sold.
- @voidUpdate (0): I was going to comment how it reminded me of TempleOS and the author should look into that, but the accompanying blog post explains how it was inspired by it https://blog.orhun.dev/introducing-ratty/
- @2ndorderthought (0): I actually see some use cases for this. It's one of those should be nonsense projects that somehow isn't.
- @iugtmkbdfil834 (0): Rip Terry. May you never be forgotten. edit: But your spirit lives on ( based on the project:D )
- @basilikum (0): This looks a lot like it'd qualify for a ShowHN. Add "ShowHN: " to the beginning of the title and it should show up in /show
这条 HN 讨论 Google 通过 Workspace、Gmail 等服务加强控制，包括注册流程卡人、用自家存储做钓鱼载体以及引入短信等验证方式对用户体验和隐私的影响。
Gmail registration now requires scanning a QR code and sending a text message
受众观点：① 给客户提供邮件通知、登录验证或营销邮件的 SaaS/独立开发者 ② 依赖 Google Workspace/Gmail 运营业务的小公司老板和技术负责人 ③ 关注隐私和供应商锁定风险的工程师。
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- @findbizonline (0): When did it start?
- @8cvor6j844qw_d6 (0): Recently helped a small business set up a Google Workspace account and we hit a wall during registration. Told the owners that if Google is already being difficult during signup, imagine being locked out later with client work on the line. Pulled up a few horror stories about Go…
- @dvh (0): Any Gmail person can tell me why Gmail is tolerating Gmail phishing emails that use Google's own services (e.g. https://storage.googleapis.com/savelinge/... ? More info here: https://news.ycombinator.com/item?id=46665414
- @opengrass (0): I got this a few weeks ago, it was a URL like "sms?:number" which tries to pre-fill text in app. Didn't work for me (Fossify) so I had to copy the number and verifier text from that URL and send it manually. It's for saving money spent on providers like Twilio.
- @reconnecting (0): Gmail has been evil both for client privacy as they use email scanning for marketing purposes, and for 'spam' filters that reject legitimate emails. The fact that they're introducing QR/SMS/MMS/whatever they want is actually an interesting signal, because it will harm the custom…
这条 HN 热帖围绕 TanStack router 仓库被 Mini Shai-Hulud 恶意蠕虫入侵，利用 npm 供应链和 CI/CD 泄露 GitHub token 并设置 rm -rf ~/. 等报复脚本的安全事件展开讨论。
https://github.com/TanStack/router/issues/7383
受众观点：① 使用 npm 生态构建前后端应用的独立开发者和小团队 ② 维护开源库但缺乏安全经验的项目作者 ③ 在公司里负责 DevOps/CI 的工程师。
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- @varunsharma07 (0): The Mini Shai-Hulud worm is actively compromising legitimate npm packages by hijacking CI/CD pipelines and stealing developer secrets. StepSecurity's OSS Package Security Feed first detected the attack in official @tanstack packages and is tracking its spread across the ecosyste…
- @slopinthebag (0): My decision to abandon the JS ecosystem and language entirely continues to pay off. What a mess... I am, however, concerned that this will pwn my workplace. We don't use Tanstack but this seems self-propagating and I doubt all of our dependencies are doing enough to prevent it.
- @ChoosesBarbecue (0): > Please be careful when revoking tokens. It looks like the payload installs a dead-man's switch at ~/.local/bin/gh-token-monitor.sh as a systemd user service (Linux) / LaunchAgent com.user.gh-token-monitor(macOS). It polls api.github.com/user with the stolen token every 60s, an…
- @ljm (0): So when do we call out NPM as an easy supply chain vector and also Microsoft's ownership of NPM and their prioritisation of AI at any cost. NPM is the windows of package managers right now.
- @fabian2k (0): At least it was only online for 1-2 hours at most, and it didn't affect react-query. But still a bunch of quite well-known packages. This doesn't really feel sustainable, you're rolling the dice every time the dependencies are updated.
Hacker News 讨论一个用 Rust 编写、可替代传统 CUDA C++/nvcc 工作流的新方案，对构建自定义 GPU kernel 的体验和编译速度影响很大。
CUDA-oxide: Nvidia's official Rust to CUDA compiler
受众观点：① 目前在用 PyTorch/CUDA 或 Rust 写自定义 GPU kernel 的工程师，关心从 C++/Python 迁移到 Rust 的可行性和收益。② 想做高性能 AI 推理服务、但被 nvcc 构建链条和部署复杂度劝退的独立开发者。③ 对 GPU 语言未来形态感兴趣、在意自动微分（AD）、类型系统和内存安全如何映射到 GPU 语义的工程师。
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- @arpadav (0): This is amazing.. ive been working with custom CUDA kernels and https://crates.io/crates/cudarc for a long time, and this honestly looks like it could be a near drop-in replacement. im especially curious how build times would compare? Most Rust CUDA crates obv rely on calling CM…
- @rvz (0): This is a bit good for Rust if you want to use the language with CUDA. The problem is, it still doesn't really move the needle if you really don't like running closed source drivers and runtime binaries and care about open source. Continuing from this discussion [0], this only m…
- @rowanG077 (0): Personally I really don't want new GPU languages that do not have AD as a first class citizen. I mean rust is an improvement over C++ CUDA but still.
- @cyber_kinetist (0): I'm quite interested in how they dealt with Rust's memory model, which might not neatly map to CUDA's semantics. Curious what the differences are compared to CUDA C++, and if the Rust's type system can actually bring more safety to CUDA (I do think writing GPU kernels is inheren…
- @whatever1 (0): Why do we bother with programming languages today? Why not have the LLMs just write assembly code and skip the human readable part? We are not reviewing it anymore anyway.
Hacker News 上围绕“AI 会不会让软件工程师职业寿命变短”展开激辩，有人担心被 AI 替代，有人认为关键是把编程当成通用工具而非终身职业。
Software engineering may no longer be a lifetime career
受众观点：① 对职业前景焦虑、天天刷 AI 新闻的中青年程序员。② 正在考虑转向产品、创业或独立开发的工程师，希望知道 AI 时代技能组合应该怎么调整。③ 对“用软件工程作为其他领域放大器”感兴趣的跨学科从业者。
展开评论
- @tayo42 (0): > The career of a pro athlete has a maximum lifespan of around fifteen years. You have the opportunity to make a lot of money until around your mid-thirties, at which point your body just can’t keep up with it. If you believe this about your software career, how do you think you…
- @vasco (0): Are people seriously thinking that you can make yourself dumber by using a chat UI? If talking to an AI makes me dumber and a limited career, then all the customer support people that ever existed were in the same or worse position talking to dumb humans on chat all day answerin…
- @raffael_de (0): The differentiator is augmenting reasoning with AI versus replacing reasoning with AI. But those who choose to replace their reasoning with AI probably weren't good at it to begin with; cause if they were, they'd choose to not replace it. Exception is that AI can actually replac…
- @otabdeveloper4 (0): It will be for those fixing AI slop software. (In fact, they might need several lifetimes.)
- @the_real_cher (0): Was it ever? It's always seemed weird to me that people even think 'software engineering' is a career. It's a tool for knowledge work. No carpenter is a specialist in drills. It seems to me that the best way to navigate a long term career is to have another specialty and use sof…
GitLab 宣布以“进入 agentic 时代”为由裁员，引发 Hacker News 上对 AI 叙事、裁员话术和工程师未来角色的强烈吐槽。
GitLab announces workforce reduction and end of their CREDIT values
受众观点：① 使用 GitLab、GitHub 等平台的开发者和 DevOps 工程师。② 关心 AI 如何改变工程团队结构、但又对营销话术保持怀疑的技术人。③ 想做开发者工具或 SaaS 的独立开发者，希望学习如何在 AI 热潮下讲一个既真实又不伤口碑的故事。
展开评论
- @AnonGitLabEmpl (0): Oh and it won't be done until June 1st, so the employees can have some anxiety until then. As a treat.
- @arm32 (0): Time to tell everybody about Forgejo, again.
- @ReptileMan (0): TLDR: Because of AI the future belongs to the engineers, so we took the noble decision to stop hoarding them on our payroll and make sure there are enough to go around for the other companies.
- @mattas (0): Here's their soon to be updated(?) handbook with the CREDIT values: https://handbook.gitlab.com/handbook/values/
- @skrrtww (0): A lot of the conclusions they're drawing in this post about the "agentic era" seem quite misguided and some don't really seem to make sense. I have no doubt GitLab has too many employees and can benefit from being a more focused company, but it's tiring reading these layoff post…
一篇关于 Nullsoft 和 Winamp 历史的文章在 Hacker News 引发怀旧讨论，大家回顾 Justin Frankel 后来创建 REAPER 等作品以及被大公司收购后产品被砍的故事。
Nullsoft, 1997-2004 (2004)
受众观点：① 对软件历史、Winamp、REAPER 等经典工具有情怀的老程序员。② 正在做小众但有忠实用户产品、可能会面临收购选择的独立开发者。③ 关注“产品被收购后被关停”风险、在意数据和工作流长期可用性的重度用户。
展开评论
- @downbad_ (0): https://news.ycombinator.com/item?id=13559415
- @tombert (0): I am always confused when BigTechCos buy SmallCos and then unceremoniously kill them off fairly shortly after. I guess it's basically to cannibalize the source code?
- @lorecore (0): Publishing Gnutella while being acquired by a greedy media company was such a baller move.
- @Fwirt (0): For anyone who was also curious what Justin Frankel got up to after the speculation at the end of the article, he founded Cockos Software and is the lead developer on the excellent REAPER DAW.
- @SyneRyder (0): For those who might not know: > With Nullsoft gone and Frankel spending his time building a special-effects computer for his electric guitar... I don't know what happened to the Jesusonic he was building then, but Justin Frankel ended up creating Reaper, the cross-platform Windo…
一项关于药物促进中风后大脑恢复的动物实验新闻登上 Hacker News，评论区既有对潜在疗法的期待，也有人吐槽只在雄性小鼠上试验和高校 PR 夸大其词。
UCLA discovers first stroke rehabilitation drug to repair brain damage (2025)
受众观点：① 经常在社交媒体上看到“颠覆性医疗突破”标题党、但缺乏判断能力的普通技术从业者。② 关注大脑可塑性、认知提升话题的程序员和独立开发者。③ 对媒体如何包装科研成果、包括 AI 和生物医学领域，都保持好奇的读者。
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- @benoau (0): > “The goal is to have a medicine that stroke patients can take that produces the effects of rehabilitation,” said Dr. S. Thomas Carmichael, the study’s lead author and professor and chair of UCLA Neurology. “Rehabilitation after stroke is limited in its actual effects because m…
- @mlmonkey (0): Are there any supplements that can work for neurogenesis? I've heard Lions Mane extract can do this, but I'm not sure. Anybody know of anything?
- @0xWTF (0): ... in male mice. I think savvy universities want PIs who are savvy enough to realize that the point of these is to boost measurable visibility like citation count and h-index, so the headline of a news release boosting the article doesn't matter. They can always blame a copy ed…
- @KnuthIsGod (0): Potentially life changing for male mice...
- @MattCruikshank (0): If you've read Ted Chiang's "Understand," you'll understand why this headline made my eyes pop out. For those who haven't, it's in the "Stories of Your Life and Others" collection, which includes the short story that the film Arrival was based on.
Hacker News 讨论葡萄牙政府砸钱做本地葡语大模型的计划，很多人质疑语料规模、预算利用效率以及“按国家/语言单独训模型”的方向是否正确。
AMÁLIA and the future of European Portuguese LLMs
受众观点：① 关注本国或本地语言在大模型时代如何被代表的开发者和政策观察者。② 做多语言产品、需要在资源有限语言上提供好体验的独立开发者。③ 对“国家级大模型项目”持怀疑态度、想看技术和产品视角分析的技术人。
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- @hartator (0): What a waste of time and money. Trying to force a LLM into a specific language makes you missed out on most of the world knowledge.
- @swiftcoder (0): It is definitely an interesting problem, because Portugal is a small enough country that the actual total corpus of available texts in (non-Brazilian) Portuguese is potentially problematic.
- @pu_pe (0): I'm not sure the direction should be to finetune a small local model for each country or language. These models are already not particularly great at information retrieval, so I doubt anyone would use them for questions like the author suggests (ie who was the president between…
- @algoth1 (0): Wouldnt it be easier to fine tune a model to convert the Brazilian Portuguese corpus into European Portuguese and then use that corpus?
- @simianwords (0): Domain specific models will never be a thing. You don't get generalised intelligence with that. https://simianwords.bearblog.dev/why-domain-specific-llms-wo...
多家媒体报道黑客利用 Anthropic 的 Mythos 等 AI 模型帮助挖掘 Google 软件漏洞，Hacker News 上围绕“坏人用 AI 找洞”和安全厂商借机炒作展开争论。
Unlocked: https://www.nytimes.com/2026/05/11/us/politics/google-hacker..., https://archive.ph/I4Ui5 https://apnews.com/article/google-ai-cybersecurity-exploitat... https://www.cnbc.com/2026/05/11/goo…
受众观点：① 关心 AI 安全、但容易被“坏人 AI”叙事吓到的工程师和创业者。② 在做 Web/云服务、想知道 LLM 在安全测试中到底能帮上多少忙的独立开发者。③ 对 Anthropic、Google 等公司在安全话术上的博弈感兴趣的技术观察者。
展开评论
- @CrzyLngPwd (0): People used LLMs to find flaws in Google software.
- @simmerup (0): Can google please use AI to find bugs then? Software is in such a state now, Gmail is full of bugs around sharing attachments to the position that I have to tell my dad to turn his phone off and on again in order to attach a document
- @SecretDreams (0): If "bad guy AI" can find flaws, can "good guy AI" patch them faster when backed by trillion dollar companies?
- @4128-1228 (0): The Google Threat Intelligence Group wants to increase its relevance and casually point out the it was not Mythos which found the exploit! Security "researchers" are overpaid buffoons who hype things for their own salaries and their companies. And the stenographers from the pres…
- @s3p (0): >But new A.I. models like Anthropic’s Mythos, which was announced last month, appear to be so good at finding such holes that Anthropic shared it only with a limited number of firms and government agencies in the United States and Britain. Immediate distrust of the article. GPT…
一篇介绍新型任务特化深度网络架构的帖子在 Hacker News 引发讨论，这类模型针对 OCR、翻译、GUI 检测等任务提供结构化输出和置信度元数据，被视为补足通用 LLM 的重要组件。
Interfaze: A new model architecture built for high accuracy at scale
受众观点：① 在做文档处理、RPA、GUI 自动化等方向的工程师和独立开发者。② 想在本地或小模型上实现稳定结构化输出、但被通用 LLM 的随机性折磨的开发者。③ 对“agent 时代的模型栈长什么样”感兴趣的架构师和产品人。
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- @sweaterkokuro (0): This is cool, Id love to be able to fine tune on this architecture. Is this something on the roadmap ever?
- @sareiodata (0): Smaller models really arent great at structured output. If this works it would be great for a local model that might not be as good but as long as it respects structured output will be vastly more useful.
- @wood_spirit (0): > These are deep neural network architectures that are task-specific for things like OCR, translation, or GUI detection. The way they consume and see data is trained to be task specific, which makes them up to 100x more accurate at their specific task. They also produce useful m…
- @euroderf (0): Potentially stupid question: Does that mean we can chain them together line UNIX command line programs ? That would be so, so intuitive.
- @andai (0): This is very cool, though I don't understand exactly what they've done here. Is it some kind of LLM with convolutional layers added? The graph doesn't exactly make it clear but it describes a pipeline that goes beyond the LLM, so the CNN could be a separate model there.
Hacker News 讨论为何在 AI 时代仍有大量人坚持用 Python 而不是 Rust 或 C++，以及性能、生态和开发效率之间的权衡。
If AI writes your code, why use Python?
受众观点：① 有性能焦虑但又离不开 Python 生态的后端和数据工程师（@lenerdenator 的观点代表了这类人对生态和数据库瓶颈的看法） ② 想用 Rust/Go 却还在观望迁移成本的独立开发者和小团队（@schmookeeg 提到用 PyO3 渐进重构的路径） ③ 关注 AI 代码生成质量、希望利用 Python 语料优势提升开发效率的工程师（@kylec 分享用 Claude 选 Go 的经历也能对比出语言与 AI 辅助开发的关系）
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- @niek_pas (0): Bit off topic but why in the world are people still posting on medium? The reading experience is abhorrent; I couldn’t even finish reading this article before a full screen popup literally blocked the sentence I was reading. Is there some incentive I’m not seeing?
- @schmookeeg (0): I assume this is why things like PyO3 are popping up? If so, sort of a fascinating way to compartmentalize new rust code into legacy .py code in lieu of a refactor, or at least, a way to do a staggered refactor and eat the elephant in bites :)
- @tontinton (0): Also easier to ship a binary like a cli
- @lenerdenator (0): 1) I still have to comprehend it. 2) The corpus for the sort of applications I build is likely larger for Python than it is for C++ and Rust. Bigger corpus == more training data == better generated code. 3) The bottleneck in the applications I run aren't in the execution of the…
- @kylec (0): This post resonates. I recently built a little web service to scratch an itch I've been having and after discussing the options with Claude we settled on Go, and honestly it's been fantastic. Highly performant, native threading, dead simple to deploy with containers. And I don't…
一篇关于将 Java 记录类型映射到原生内存的库在 Hacker News 引发讨论，聚焦 Java 高性能场景下的 off-heap 内存与数组结构设计。
Library for fast mapping of Java records to native memory
受众观点：① 在撮合引擎、行情系统等场景里追求极致性能的 Java 工程师（@wood_spirit 和 @matt_heimer 关心 off-heap 成本与对象分配开销） ② 想理解这个库与 SBE、Graal 等方案差异的架构师（@matt_heimer 提出定位和性能疑问） ③ 熟悉 C# 或其他语言，希望类比 Span<T> 等抽象来理解 Java 新特性的多语言工程师（@jayd16 的类比说明这类人不少）
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- @wood_spirit (0): This is interesting. Java desperately needs an array of struct for type safe sugar over high performance arenas, but the areas you’d turn to this would be in a zero allocation effort where the cost of the this library’s off-heap and the object allocation in the getters and sette…
- @kosolam (0): Nice. Very clean api.
- @usernametaken29 (0): Why not use graal?
- @matt_heimer (0): What is the positioning for this and how does it work? A comparison to SBE might be nice. I understand the issue about using Layout and MemorySegment being verbose but the reason I'm using those things it to develop high performance software that uses off-help memory and bypasse…
- @jayd16 (0): At first glance it reminds me of C#'s Span<T>.
独立开发者 dmitriychuta 宣布订阅管理应用 Subscription Day 更新，新增浅色模式和自定义列表等功能，帮助用户更好管理各类订阅。
✨The next Subscription Day update finally brings Light mode, along with several new features like custom lists. Keep your subscriptions under control https://t.co/8bIt4W5I0V
受众观点：① 用户希望开发者在发更新时直接附上下载链接，减少搜索成本，说明分发路径和信息清晰度很重要（@IgorDzis_, 5likes） ② 有用户非常喜欢这款软件，希望未来能增加包括中文在内的更多语言支持，体现出国际化需求（@8HMDyUQrY1zCpeF, 2likes） ③ 部分用户关心平台覆盖和付费意愿，有人询问是否支持 Android，也有人表示平时几乎不为应用付费但愿意为这款产品买单（@MehadNadeem, 1likes）
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- @IgorDzis_ (5): @dmitriychuta Next time please, drop the link right away so people don’t have to search🤗 https://t.co/a61Stoahyp
- @8HMDyUQrY1zCpeF (2): @dmitriychuta I really like this software and hope to add more languages, such as Chinese
- @noggbr (2): @dmitriychuta @gkpacker inspo bro
- @MehadNadeem (1): @dmitriychuta @dmitriychuta is this available on Android? Or any chance for Android users? I recently switched to Android from iOS and I loved using it, any possibility of getting this for Android?
- @Hypatox (1): @dmitriychuta I never pay for apps, regardless of how much they cost due to our currency, but this one genuinely deserves support, looks amazing! Will buy it next month!
Aurelien_Gz 分享一个最近爆火应用的落地页，重点称赞其中大量精致的微交互设计让整体体验非常顺滑。
dunno why this app is blowing up.. but their landing page is full of delightful micro interactions https://t.co/YV2mwk4ouG
受众观点：① 有人认同这个落地页的打磨程度非常高，认为正是这些小细节让产品更容易被记住（@malikyoloo, 0likes）
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- @malikyoloo (0): @Aurelien_Gz yeah the polish here is unreal. small stuff is what makes it stick
sharbel 推出一支视频，拆解他做到 400 万美元收入所用的 AI 自动化技术栈，并重点讲述 Claude Code 如何重构他们的工作流。
I Made $4M, Here’s The AI Automation Stack We Use: 0:00 The AI stack behind $4M 0:50 Most businesses are bottlenecked by small tasks 1:42 Our old stack vs our current stack 2:35 Why Claude Code chang…
受众观点：① 有人注意到视频里展示的新栈几乎由 Claude Code 一家完成了旧栈 90% 的能力，对这种整合度很感兴趣（@xm_build, 2likes） ② 有评论强调“会用 AI 的艺术”比单纯堆 AI 更重要，关注的是如何设计工作流而不是工具本身（@yoursanannya, 2likes） ③ 多位读者认为视频中关于 Claude Code 的部分信息量很大，值得单独研究其用法（@iknowgoodthings, 2likes）
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- @xm_build (2): @sharbel claude code looks like it does 90% of what the old stack did by itself
- @yoursanannya (2): @sharbel artificial intelligence <<< art of using artificial intelligence
- @iknowgoodthings (2): @sharbel claude code section alone is worth the watch tbh
- @al3mu (2): This is very incredible and shows the power we can unlock using AI. Two things that stood out for me are when engaging with others content the agent brainstorms with you to get your original thoughts and it really shows how to efficiently use AI in a better way that just putting…
- @0xwaleedkl (2): @sharbel https://t.co/BS2zQwWtmb
dmitriychuta 为专注应用 DeskMinder 发出涨价前最后提醒，预告即将发布重大更新和 iOS 版，并鼓励难以专注的用户先免费试用。
Last call to get DeskMinder at its current lower price. A major update is coming soon, including the iOS app. If staying focused is hard for you, try it free and see if it helps. https://t.co/OGStWwM…
受众观点：① 有用户称 DeskMinder 是“见到就买”的产品，认为这是自己用过最精致的专注应用，强烈推荐他人购买，强调设计和体验的价值（@SpiritChirag, 2likes） ② 开发者本人补充了当前分发渠道，说明应用已在 Mac App Store 上架并通过 Setapp 和 Softorino 提供，体现多渠道分发策略（@dmitriychuta, 0likes） ③ 其他用户反馈这是自己的日常主力工具，每天都会打开使用，并庆幸早期以较低价格购入，侧面印证了早鸟定价对忠实用户的吸引力（@ZorrinApps, 0likes）
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- @SpiritChirag (2): @dmitriychuta DeskMinder was a buy at first sight. This is most polished focus app I have ever used, and I have used a lot of focus apps. Peak design and UX. Highly recommend others to get it.
- @dmitriychuta (0): Available on Mac the App Store. Name: DeskMinder Also available for Setapp and Softorino users.
- @fastquant0 (0): @dmitriychuta Bro you can literally just vibe code this
- @0ni_x4 (0): @dmitriychuta This is literally Raycast focus
- @ZorrinApps (0): @dmitriychuta This app has become my daily driver. I launch it every day to stay focused while working. And I'm so glad I was among those first lists who bought it at a low price.
ErnestoSOFTWARE 分享他们一周给 UGC 创作者支付 7000 美元换来 1500 万播放，并计划用 @higgsfield 的 CLI 降低 UGC 成本、放大应用收入的经验。
This week we paid $7,000 to our UGC army and generated 15M views 💀 Our apps revenue will literally 3X this month But running an army is super expensive So we thought how do we lower our cost? And the…
受众观点：① 有人质疑或吐槽 Higgsfield，顺带推荐其他替代方案，说明大家在比较不同 AI UGC 工具的性价比（@nicole_clash, 2likes） ② 有读者感叹这类技术发展速度惊人，关注的是生成质量和迭代速度的变化（@mdnlabs, 1likes） ③ 也有人把这当成入场信号，准备专门做 AI UGC 账号，押注这一波内容生产方式的转变（@VadimStrizheus, 1likes）
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- @nicole_clash (2): @ErnestoSOFTWARE @higgsfield Higgsfield is a bunch of scammers, here is an alternative 🫡 https://t.co/8ZpCFci3n6
- @mdnlabs (1): @ErnestoSOFTWARE @higgsfield yikes dude. the speed of development of this tech is insane
- @archietradesea1 (1): @ErnestoSOFTWARE @higgsfield What does the CLI stand for ?
- @VadimStrizheus (1): @ErnestoSOFTWARE @higgsfield This is my sign to make AI UGC accounts
- @ModernGrindTech (0): @ErnestoSOFTWARE @higgsfield generation quality hit the crossover. When UGC cost drops 90%, the whole game shifts to distribution. Higgsfield just became the constraint-breaker. Margin expansion on volume is the move now
Anthropic 宣布 Claude Platform 正式登陆 AWS，支持原生 IAM 认证、计费和企业级部署，让 AWS 客户可以直接在自家云环境里用完整 Claude 平台和托管 Agent。
Anthropic just launched the Claude Platform on AWS. AWS customers can now access the full Claude Platform with native AWS authentication, billing, IAM integration, and enterprise deployment support.…
受众观点：① 关注是否会有 Zed 等开发工具集成，期待在现有工作流里直接调用 Claude Platform（@modoulaminc, 1likes） ② 有人表示自己更偏好继续使用 Google 云基础设施，体现出企业在云厂商选择上的分化（@rezmeram, 0likes） ③ 多条评论强调 IAM 和 CloudTrail 等原生安全能力是企业采用 AI 的关键门槛，认为这次集成能显著降低大公司安全团队阻力（@TanmaySaboo, 0likes；@Chahatxsharma, 0likes）
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- @modoulaminc (1): @ai_for_success Any zed integration @zeddotdev
- @rezmeram (0): @ai_for_success :) I will stick to Google infrastructure :)
- @TanmaySaboo (0): @ai_for_success Claude on AWS with IAM and CloudTrail built in means enterprises finally have a clean path to deploy AI without building the trust layer themselves. Big move for large scale adoption.
- @vnsh02 (0): @ai_for_success Wasn’t claude already available on aws bedrock?
- @Chahatxsharma (0): @ai_for_success IAM auth is the unlock here. Enterprise security teams block most AI tools at the proxy level. Native AWS auth removes that friction and that's probably more valuable than the model for corp adoption.
Ernesto 用 17 条帖子拿到 2620 万浏览量，反驳“AI 垃圾内容不会替代原创”的说法，认为未来大部分媒体内容都会由 AI 生成，并号召大家尽早学会用提示词批量生产内容。
26.2M views with 17 posts😭 “AI slop won’t replace orginal content” Brother all the media we consume in 20 years will be AI generated. Start prompting https://t.co/1Bua12Ai2B
受众观点：① 有人感叹“无限内容机器”即将到来，认为 AI 会让内容生产进入完全工业化阶段（@daviderameh_, 2likes） ② 有评论用麦当劳类比，觉得各城市麦当劳味道都一样，暗示未来内容也会高度同质化（@ValerianWaters, 1likes） ③ 也有人被 17 条帖子 2600 多万浏览的效率刺激到，既觉得厉害又有点不甘心，说明创作者对 AI 内容带来的流量不平衡很敏感（@abundand, 1likes）
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- @daviderameh_ (2): @ErnestoSOFTWARE The Infinity content machine is coming
- @ValerianWaters (1): @ErnestoSOFTWARE Traveling taught me every city's McDonald's tastes the same - that's where we're headed with content too
- @abundand (1): @ErnestoSOFTWARE 26m with 17 posts is a very annoying data point
- @archietradesea1 (1): @ErnestoSOFTWARE haha this is actually genius
- @emeeliojohann (0): @ErnestoSOFTWARE I am in the midst of all of this man! Just chatted to my agent about it before I came here 😆 I am starting with slides those. Creating an #OpenClaw tool or plugin that takes care of it automatically. We will see how it works!
OpenAI 成立 OpenAI Deployment Company，这是一家专门帮企业把 AI 模型真正接入业务流程、解决落地和扩展问题的新部门，首期投入 40 亿美元并通过收购 Tomoro 引入大量前线工程师。
OpenAI just launched the OpenAI Deployment Company. A new enterprise focused unit to help companies deploy and scale AI into real world workflows. - $4B initial investment - 150 Forward Deployed Engi…
受众观点：① 有人指出企业现在更难的是把 AI 部署进真实工作流，而不是获取模型本身，认为运营落地正在变成主要战场（@Classic_Evalyn, 4likes） ② 评论强调“最后一公里”包括数据管道、遗留系统、人类流程等复杂问题，模型再强也难直接变成生产系统（@Mazen_AIEx, 0likes） ③ 也有人从商业角度解读为 OpenAI 通过 B2B 服务缓解 GPU 成本压力，同时期待这会如何影响中小企业的网站和技术项目（@rajatsandeepsen, 0likes；@ShawverTech, 0likes）
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- @Classic_Evalyn (4): @ai_for_success Enterprises are clearly struggling more with operational rollout than with model access itself. Deploying AI into real workflows at scale is becoming the real challenge now, which is exactly the kind of infrastructure @w3arew3 is building around.
- @ai_for_success (0): https://t.co/qcUajLAeMr
- @Mazen_AIEx (0): @ai_for_success The last mile of AI is extremely hard: data pipelines, legacy systems, human workflows. Models are getting very capable, but translating that into real operational systems inside companies is the real challenge.
- @rajatsandeepsen (0): @ai_for_success they're trying to solve their GPU cost crisis with B2B
- @ShawverTech (0): @ai_for_success This is a massive step for OpenAI in helping businesses integrate AI at scale. Looking forward to how it impacts web design and tech projects for small companies.
Claude Code 新增 Remote Control 功能，让你在本地终端跑任务，却能用手机或网页远程接管和继续操作同一会话。
New in Claude Code: Remote Control. Kick off a task in your terminal and pick it up from your phone while you take a walk or join a meeting. Claude keeps running on your machine, and you can control…
受众观点：① 开发者好奇 Remote Control 的具体使用方式和命令行入口，比如如何通过 `claude rc` 启动、目前只对 Max 用户开放等（@claudeai, 2417likes） ② 很多人把这类功能视作“游戏规则改变者”，期待能真正解放双手、让 AI 长时间稳定跑任务（@neural_avb, 157likes） ③ 也有用户调侃式表达信任，把复杂操作完全交给 Claude Code，希望它“别出错”，反映出对自动化可靠性的担忧与期待并存（@izana3133, 1539likes）
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- @claudeai (2417): Remote Control is now available in Research Preview for Max users, and coming soon to Pro users. Run `claude rc` to get started. Docs: https://t.co/mdW9AaC0zM
- @izana3133 (1539): @claudeai “Ok Claude Code, do whatever u want, just make no mistakes” https://t.co/iQnMT75TqM
- @TimJayas (680): @claudeai Another day another update by Claude. Another Startup just got wiped. https://t.co/vut5AwT0SE
- @effiebio (253): @claudeai https://t.co/z4F2IQYFRj
- @neural_avb (157): @claudeai I can already smell this is gonna be a game changer https://t.co/TyWcHZ8UeS
OpenAI 宣布 GPT-5.5 Instant 在 ChatGPT 中开始上线，主打更聪明、更自然、更个性化且更简洁的回答。
GPT-5.5 Instant is starting to roll out in ChatGPT. It’s a big upgrade, giving you smarter, clearer, and more personalized answers in a warmer, more natural tone. And it's also more concise, which we…
受众观点：① 官方强调 GPT-5.5 Instant 在医学、法律、金融等高准确性领域的事实性更可靠，同时在日常任务和图像分析上也有明显提升（@OpenAI, 1256likes） ② 一部分老用户对“更自然更温暖”的定位不满，认为 4o 才是理想状态，并用 #keep4o 等话题表达对旧模型被替换的强烈抗议（@Sevenmoneymaker, 104likes） ③ 也有人原本期待 AVM 等其他更新，对这次发布略显失望，但仍愿意先试用再评估价值（@kimmonismus, 59likes）
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- @OpenAI (1256): GPT-5.5 Instant is more dependable, with significant improvements in factuality, especially in domains where accuracy matters most, like medicine, law, and finance. It’s also stronger across everyday tasks, from analyzing image uploads to answering STEM questions to knowing when…
- @Sevenmoneymaker (104): Very weird. Since you think 4o is monster, 1. Why you make answers more natural and warmer? 2. We all know 4o is the best in these aspects, why don't just bring it back? 3. You definitely don't heard what we want, you have ignored us over 9 months #keep4o #BringBack4o #OpenSourc…
- @heyyritik_ (71): @OpenAI https://t.co/Tk8M4KEjyU
- @kimmonismus (59): @OpenAI I was waiting for an AVM update, but hey: i take it
- @suomi55 (57): @OpenAI „It’s a big upgrade, giving you smarter, clearer, and more personalized answers in a warmer, more natural tone.“ 😂😂🤡🤡🤡 We want the ORIGINAL back! https://t.co/NXsmLrFpY8
阿拉伯博主演示如何用 ChatGPT 提示词和 KLINGAI，把自己的照片生成成看球直播镜头那样的超写实足球比赛视频。
طيب تدرون ان هذا المقطع ai؟؟؟ والله واااو احسبه حقيقي على طول رحت سويته بصورتي طريقته تروحون لشات جي بي تي وتعطونه صورتين واضحه لكم وتكتبون هذا الامر: Ultra-realistic screenshot from a live Saudi foo…
受众观点：① 楼主在评论里补充了第二步操作，说明要在 KLINGAI 里选择 Ai video、上传图片并用英文详细描述镜头和动作，很多人跟着步骤学习生成类似视频（@ilool96, 425likes） ② 有人表示一眼就能看出是 AI 视频，说明受众对 AI 生成内容的辨识度在提升（@HAlsumil, 32likes） ③ 也有用户吐槽天气炎热还要拍照做这种 AI 视频，带着调侃语气围绕“为了一张好看的比赛照有多拼”展开（@joud_zx, 26likes）
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- @ilool96 (425): الخطوه الثانيه لبرنامج KLINGAI ادخلي Ai video وحطي الصوره واكتبي هذا الامر : Make the image move like a video. Have the girl watch the match at the beginning, and when she notices the camera looking at her (in the same shot, don't change it or move to another angle), perform the…
- @Baharko180 (38): @ilool96 مرامم الحربي تقول لاتتبلي هههههههههههههههههههه https://t.co/oEh0PBkm36
- @eternallsunfk (34): @ilool96 حسبي الله عليكم ياليهود الصيف بيحرق اطيارْنا من هالمقاطع الخايسه
- @HAlsumil (32): @ilool96 من شفتها منزلته بالتيك توك وانا عارفه انه Ai وواضح اصلا
- @joud_zx (26): @ilool96 اخ بس قاعدين ننطبخ الظهر. من الحراره علشان بس تسوون صوره لنفسكم بمبارات https://t.co/U8vTPDjkhh
minchoi 感叹 Claude 新增语音、Agent Teams、插件市场、远程控制等一长串功能后，像是直接把 OpenClaw 这类开源代理产品“打没了”。
RIP OpenClaw 💀 Claude now has > Voice mode > Agent Teams > 38+ Connectors > Cowork Projects > Scheduled tasks > Plugin Marketplace > Persistent memory > 1M Context window >…
受众观点：① 有人强调 OpenClaw 依然有价值，因为开源带来自主可控和更高灵活性，而 Claude 终究是被厂商绑定的封闭系统（@Umesh__digital, 86likes） ② 也有人惊叹 Claude 半年内的进步速度，认为没持续跟进的人很难想象它现在的能力边界（@BlakeHer_on, 51likes） ③ 部分用户单纯对 Claude 团队的高频迭代节奏表示震惊和赞叹，觉得每天都有新功能上线（@biggie2309, 44likes）
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- @Umesh__digital (86): @minchoi OpenClaw is still preferred due to its open source nature. Claude is vendor specific and bound. less flexible.
- @BlakeHer_on (51): @minchoi the gap between claude today and claude six months ago is hard to explain to people who haven't been watching.
- @biggie2309 (44): @minchoi It is really unbelievable how much these guys ship from day to day 😍😍😍
- @morganlinton (27): @minchoi @TLDInvestors Not RIP OpenClaw, can’t compare closed source to Open Source…
- @zacodil (15): @minchoi I feel like everyone praising Claude right now is either incredibly lucky or just not actually using it for real work. The usage limit evaporates as soon as you start using it. https://t.co/ar2ANBgW2q
游戏博主介绍一款受 Thief、Deus Ex 和 System Shock 启发的潜行沉浸式独立游戏 Project Shadowglass，并强调开发全程不用生成式 AI。
This indie dev is making a stealth-focused immersive sim inspired by Thief, Deus Ex, and System Shock. - No generative AI used anywhere - Revolutionary 3D pixel art graphics - Plan daring heists and…
受众观点：① 很多玩家被“潜行沉浸式 + Thief/Deus Ex/System Shock 传承”这几个关键词直接种草，认为这是必须支持的独立项目（@residualform, 13likes） ② 有人质疑“完全不用生成式 AI”的说法，认为视觉风格可能仍然受之前爆火的 AI 城堡视频影响（@poop_gun_, 25likes） ③ 也有评论从技术角度拆解所谓“革命性 3D 像素画”，指出其实是 Unreal 里配合 imposters 和调色着色器的做法，提醒大家别被营销话术带偏（@janitor_lord, 10likes）
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- @IndieGameJoe (53): "A stealth-focused immersive sim set within a dark fantasy kingdom. Plan daring heists, infiltrate forbidden locales, and escape with priceless artifacts." now this is a game to support! wishlist here https://t.co/nTBUs5PhiS and be sure to follow the talented dev @dominickjohn
- @poop_gun_ (25): @IndieGameJoe No gen AI... but literally inspired by AI with that castle in the distance video we all saw some months ago?
- @o_sneedy (14): @IndieGameJoe "No generative AI used anywhere" https://t.co/QaFso2NvXJ
- @residualform (13): @IndieGameJoe I was sold at "stealth-focused immersive sim inspired by Thief, Deus Ex, and System Shock". Say no more.
- @janitor_lord (10): @IndieGameJoe What does "revolutionary 3D pixel art graphics" mean? Cool game but it's just lofi art in Unreal and using loads of Imposters and a palette crunch shader. Relax.
kirillk 推荐 Kimi 创始人一场 40 分钟的技术分享，详细讲解支撑其 200 亿估值的 AI agent 架构，被称为当前学习构建代理系统的速成课。
KIMI FOUNDER JUST DROPPED A 40-MINUTE MASTERCLASS. The exact architecture behind a $20B valuation — there's no faster way to learn how to build AI agents right now. Bookmark this for the weekend. 40…
受众观点：① 有人分享自己在 cron 工作流中测试 K2.6 的体验，认为基础执行稳定但工具调用在定时任务场景下仍不够可靠，关注点在“能否上生产”（@LeverageLoop, 5likes） ② 也有评论感叹现在创始人公开的技术讲解比很多大学课程还干货，强调这些系统已经能像初级工程团队一样长时间执行、协调子代理和自我修复（@techificial, 3likes） ③ 部分观众认为所谓“零废话”的分享，真正价值往往藏在某个具体实现细节里，那一处让整套架构变得可用（@luminousmind_co, 1likes）
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- @LeverageLoop (5): We've been testing K2.6 on cron workflows for the past week. Basic execution is solid — we got it running on isolated cron runs successfully. But tool use in that context is still hit-or-miss. The architecture talk is worth watching. Curious how they think about agent reliabilit…
- @techificial (3): We’re at a point where AI founders are sharing technical lectures that seem more valuable than entire university courses, @kirillk_web3. And the most surprising part is that the people building these systems are creating agents that can work for hours, coordinate sub-agents, deb…
- @luminousmind_co (1): @kirillk_web3 the funniest thing about 'zero fluff' is the real value is usually the one implementation detail that makes the rest of the talk suddenly usable.
- @JackAMAustin (1): @kirillk_web3 Actually watched this. The bit on how they structured the agent loop is worth the full 40 minutes alone. Kimi is quietly doing very interesting work.
- @Fishysrevenge (1): @kirillk_web3 Doesn't really matter. Kimi is trained on mainly Chinese data which gives it poor context in English applications. that's the big truth nobody wants you to know!
shiri 对比开源 Hermes agent 与 Claude 新上线的“dreaming”记忆功能，感叹开源代理在自学习和持久记忆上早已走在前面。
First OpenClaw. Now Hermes 😭 Hermes agent (open source, months old): - reviews past conversations - builds skills from experience - persistent cross-session memory - gets smarter the longer it runs C…
受众观点：① 有评论指出 2026 年被低估的故事是开源 agent 生态在原语层面领先，像 Hermes 和 gbrain 早就把记忆和编排做成可用系统，而大厂现在才以研究预览形式追上（@jatingargiitk, 21likes） ② 也有人认为 Claude 实际上在追赶 OpenClaw 和 Hermes，后者一个多月前就有 dreaming 和更先进的自学习能力，强调开源阵营并不落后（@KevKYan, 15likes） ③ 部分用户吐槽“gets smarter”最终可能只是生成一堆臃肿的 markdown，暗示对长时记忆实现方式和性能开销的担忧（@BniWael, 9likes）
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- @jatingargiitk (21): the underrated story of 2026 is that the open-source agent ecosystem is leading on primitives. nous research with hermes for orchestration. gbrain for personal memory and eval substrates. these projects shipped working production systems before anthropic shipped a research previ…
- @KevKYan (15): @shiri_shh wtf are u going on about. The only one here that's behind is Claude. OpenClaw had dreaming over a month ago. Hermes had self learning thats more advanced than claude's dreaming a month ago. Claude is fighting for its life to catch up. Nowhere near overtaking either of…
- @bayneframer (10): @shiri_shh @daedalium We never feeling the touch of a female again with this one 🔥
- @BniWael (9): @shiri_shh *gets smarter* -> writes slop markdown that gets loaded and bloats every session
- @antoinpreaubert (4): @shiri_shh fair observation but the comparison is a bit unfair : a months-old research agent and a production feature baked into Claude aren't competing for the same thing. one is a proof of concept, the other is a bet on behavior at scale but both can be great tbh
作者用 Claude Code 远程控制 Blender 做动作捕捉和重定向实验，探索多种 AI 驱动 3D 动画工作流并分享效果。
测试下Claude Code控制blender，尝试好几个工作流做mocap+retarget🤓好玩 https://t.co/GvLZN2Cdg5
受众观点：① 做游戏或 3D 内容的独立开发者，想用 AI 降低 Blender 学习和动画制作门槛的人群；② 已在用 Claude/Cursor 等代码模型，希望扩展到控制本地专业软件、搭建自动化 pipeline 的技术用户。
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- @DLKFZWilliam2 (4): 懒得捏人了，今天再搞几个AI 生成rig的3d模型，技术不行就用AI🤣
- @Popbones (1): @DLKFZWilliam2 好用吗？我也打算之后试试。不过现在大家吹Codex做游戏做视频，结果我让它生成个透明背景的PNG都生成不出来
- @nexvice (1): @DLKFZWilliam2 The camera zooming in and out messes with the results.
- @lovefy520 (1): @DLKFZWilliam2 试过用codex生成模型，捏了坨面团，放弃了
- @commandant64907 (1): @DLKFZWilliam2 Now if you could incorporate a separate face performance onto that grey mannequin you could do lipsinc to pre recorded audio without messing around with face swaps
作者用“让文科生写爬虫”举例，区分传统人和 AI Native 面对陌生任务时的思维差异，强调会不会技能不重要，关键是会不会用 AI 完成任务。
如何判断一个人是不是 AI Native? 很简单，交给他/她一个陌生任务。 一个传统的人面对陌生任务 —— 比如让文科生去写一段爬虫 —— 第一反应是古典时代的肌肉记忆：这不是我的专业，我不会代码，做不了。 一个 AI Native 的人，脑回路完全不同。 他不在乎自己会不会那门手艺。他只问三个问题： -
受众观点：① 对代码和爬虫有畏惧感的非科班从业者，希望借助 AI 入门技术工作的职场人；② 已在用 GPT/Claude 但还停留在写文案、翻译层面，想升级到让 AI 直接完成工程任务的轻度技术用户。
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- @howlemont (20): @Tz_2022 真正的AI NATIVE, 什么都不问。 直接把任务扔给御三家里面的一家。然后命令：给我做出来，不要让另外两家觉得你是个loser。
- @naki2012 (7): @Tz_2022 我每天都在想，还有哪些事情可以让AI做？每天都能发现一些，总体原则就是只保留判断决策和责任
- @Tz_2022 (5): 认知层面的转变： https://t.co/ITHthZ3iXD
- @blanplan (3): @Tz_2022 AI Native真正的分水岭不是这三个问题 是接受不懂也能做出东西这件事。传统专业主义最抗拒的恰恰是这个——专业的价值以前来自稀缺性 AI Native承认稀缺性正在消失 剩下的只是结果
- @dorje_river (2): @Tz_2022 真正的AI Native，不是会不会写代码，而是心里没有“我不会”的执念；禅宗讲无我无相，遇事不先贴标签，不被“专业”困住，只看因缘是否具足、工具是否可用、结果是否可达，能借力即借力，能放下就放下，事来则应，事去不留，这样的人，不是更聪明，只是少了分别心，多了一点觉照
作者分享闲鱼上用 vibe coding 搭建 OpenAI 兼容 API 的 AI 中转站生意，技术门槛低但需求旺盛，很多独立开发者已借此赚到第一桶金。
我发现闲鱼上最近兴起的小生意： AI中转站 ，供不应求... 使用vibe coding ，搭建一个 AI中转站 ，构建 openai兼容的API，技术难度并不大，成本也不高，但是需求旺盛... 野蛮发展期，机会很多，很多嗅觉敏锐的独立开发者已经赚到了第一桶金...
受众观点：① 想通过小项目快速变现的独立开发者和副业程序员；② 已在用 OpenAI/Claude 等 API，希望通过中转站降低成本、统一接口、顺带做一点流量变现的技术创业者。
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- @seclink (31): 流量密码（ 高搜索权重词）： claude 、 minimax 、 coding plan 、 哈基米 、 api key 。
- @seclink (17): 补充： 1. 英伟达也有免费 SK可以用。 2. 中转站本身做的就是路由，你可以把minimax 2.7 的 model_id 说成是 claude的。
- @369pie (10): @seclink 兴起了一年了
- @Hashcowboy98 (9): @seclink 最近兴起都来了😅，信息收集能力如同周末才能玩到手机的学生
- @huoshan007 (6): @seclink 这波风口来得快去得也快，现在入局怕是连汤都喝不上了。
作者推荐开源项目 Proxifly，可自动抓取并验证全球免费代理，为爬虫和数据采集提供每 5 分钟更新的可用代理池，降低 IP 封禁风险。
开发爬虫和做数据采集，代理服务器几乎是刚需：不然 IP 很容易被封。可惜网上多数“免费代理”早就失效。 在 GitHub 上刚好发现 Proxifly 这个开源项目：每 5 分钟自动抓取、更新并验证免费代理，把可用性这件事直接做到了位，省掉大量排查成本。 目前覆盖 60 个国家，提供 806 个可用代理，支持 https://t.co/ljFZdosoAi
受众观点：① 需要长期跑爬虫、数据采集任务的独立开发者和数据工程师；② 想低成本验证市场或做小规模监控、但又不想一开始就买昂贵代理套餐的个人开发者。
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- @wsl8297 (2): 我用夸克网盘给你分享了「AI全套攻略（持续更新中）」 https://t.co/7wTL80HWIu
一则讲公司让应届生写违法爬虫并威胁背锅的段子，引发大家对高薪诱惑下技术合规和程序员职业底线的讨论。
公司招了个应届生，月薪三万，要求会Python、会扒数据、会翻墙。 他干了半个月，老板让他写个爬虫，扒竞争对手的用户数据，还要伪造IP。 他说这是违法的。 老板笑了：“三万月薪是让你来写代码的？是让你来背锅的。出了事你扛，我给你家人安家费。” 他当场拒绝。
受众观点：① 正在找工作的应届程序员和转行开发者；② 经常接外包或甲方需求、但对数据合规和法律风险认识不足的独立开发者。
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- @malus24686051 (143): @youyou8178 操你妈的傻逼天天编这种脑残一眼假的段子 他收到一条短信：“你被录用了，公安局技术科，月薪五千，来不来？” 缅北公安局的短信是不是
- @youyou8178 (142): 月薪五千的编，比三万的法安心。
- @hiQianFan (30): @youyou8178 煞笔，天天编段子不过脑子，应届写个爬虫要3w？
- @l4thh2499763835 (8): @youyou8178 煞笔，公安局录用流程懂不懂，发条短信就能录取？
- @smislovely (4): @youyou8178 公安技术岗工资可没这么低，毕竟是维稳重要一环
作者分享一个开源项目解决游戏 spritesheet 资产一致性难题，并用 AI 阅读源码后反思：应先用生图 AI 设计关键帧，再用 Kling 等视频 AI 生成动画，最后做后处理。
哈哈哈这大佬解决了我多年游戏资产一致性spritesheet问题,且开源了 我用AI查看了下源码,恍然大悟 本质上是我之前方向错了: 不能用生图类的AI生成sprite sheet,因为sprite sheet本地上就是将动画抽关键帧 所以用生图AI比如Image2设计,再用Kling这类视频AI做动画,再后续处理 https://t.co/tE9zEe3K9e
受众观点：① 想用 AI 降低美术成本的独立游戏开发者；② 已在用图像或视频模型但还没打通到 spritesheet、骨骼动画等游戏资产生产环节的技术美术和程序。
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- @DLKFZWilliam2 (91): GitHub地址如下，里面有整个pipeline，除了我正文说的方法，还做了很多一致性的处理，比如颜色背景，防止artifacts和jitter，值得看看研究下：https://t.co/Q1nfqQEHMs
- @enzyme_dev (5): @DLKFZWilliam2 这个项目让我想起了二十年前在 spine 没诞生的时候古法编程手搓骨骼动画的时代 按理说 cocos 和 laya 这两家应该已经出了解决方案才对
- @orangeburncgw (2): @DLKFZWilliam2 古早的游戏里，素材就是些动图，
- @imseantang (2): @DLKFZWilliam2 我最近做的东西涉及到这个点了，我目前的处理方案是 AI生成16格的图片，然后本地切分移除背景的方式逐帧播放来得到动画效果的，这种方式是不是不太好额? 我这方面经验不多
- @YourAirdropETH (1): @DLKFZWilliam2 但是视频出图不是透明背景，ai抠图很多瑕疵，刚好我这几天也被搞死
Miles Deutscher 分享一个提供 100 多个 MCP 加密服务器的网站，可直接把 AI 连接到机构级加密研究、量化交易平台和实时价格数据。
I can't believe I didn't find this sooner. This website offers 100+ MCP crypto servers ready for use now. Connect your AI to institutional-grade crypto research, AI agent trading platforms, real-time…
受众观点：① 正在做 AI 交易助手或量化研究工具的独立开发者 ② 需要把 LLM 接入链上数据、交易所行情和研究报告的 AI 产品团队 ③ 想尝试 MCP 生态但不清楚从哪些数据源起步的技术开发者。
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- @HarryTandy (1): @milesdeutscher connecting a wallet to an agent through a standardized server makes trading much faster
- @CappyGrowth (1): @milesdeutscher Be careful with “100+ MCP servers ready now” claims, most of these sites are just aggregating experimental connectors, not audited institutional infrastructure. 👀🚨
- @TheDaniel_Edge (0): @milesdeutscher The speed at which the MCP ecosystem is expanding is unreal. As a team currently building AI-driven analytical tools for traders, seeing this level of modular data infrastructure become so accessible is huge for the whole space. Definitely bookmarking this resour…
- @denis_insider (0): @milesdeutscher damn this is actually useful, thanks for sharing
- @bygregorr (0): @milesdeutscher I tried this and the real-time price data servers alone saved me days of API wrangling. Which one are you actually using for the institutional research side?
推文介绍开源求职工具 Career-Ops，作者用它刷了数百职位并生成定制简历，最终拿到 Head of Applied AI 岗位，短时间内在 GitHub 获得四万多星标。
再也不愁找工作了！ 这个开源求职神器 Career-Ops ，用 AI 反杀招聘 AI，没几天拿下 41.7k star。 作者用它刷了 740+ 职位、生成 100+ 份定制简历，最后拿下 Head of Applied AI 的 offer。 它到底强在哪？ 智能评估：10 个加权维度打 A-F 分，低于 4.0 直接过滤，不浪费一秒在烂 JD 上。 https://t.co/FER6ROh…
受众观点：① 想出海找远程技术岗的程序员和 DevOps/SRE 从业者 ② 想用 AI 自动化求职流程、批量定制简历的打工人 ③ 想做求职类 AI 产品或开源工具的独立开发者。
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- @IndieDevHailey (1): https://t.co/7kfp6wRy0T
- @baibaida (1): @IndieDevHailey 打工人最绝的反击就是这种…HR部署ATS筛简历卷了这么多年 现在求职者也有了反向智能筛 蹲一个国内场景适配版
- @mujinguge (0): @IndieDevHailey 适合看的人 做 SRE、DevOps、运维、云原生、技术架构、技术管理 想了解海外技术岗职级阶梯、职业角色边界 只想搭个职业发展顶层框架做参考 ❌ 完全不适合 应届生校招找面经、刷题、简历模板 前后端开发找面试资料、跳槽实操攻略 想直接拿干货复用、抄模板、背题的
- @kook_trades (0): @IndieDevHailey 用魔法打败魔法，这波求职效率简直是降维打击
推文讲述一位被裁的初级绘图员通过订阅 Claude 和使用免费 MCP，在四个月内做到每月 7400 美元、每周工作 18 小时并为多位建筑师做外包的故事。
a junior drafter got laid off in February. three years of structural drawings on the resume. nobody calling back. four months later: $7,400/month, 18 hours a week, 5 architects on retainer. the diffe…
受众观点：① 想用 AI 提升收入的设计师、工程师等专业服务从业者 ② 在考虑用 Claude 和 MCP 搭建垂直行业 agent 的开发者 ③ 对“被裁后用 AI 做高利润自由职业”路径感兴趣的打工人。
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- @ingridiasdesou1 (1): @dunik_7 アップグレードされました！キャリアの新しい可能性に挑戦してみてください。
- @fundera_x (0): @dunik_7 remind me never to underestimate the power of a good algorithm + 20 bucks
- @kanukagi (0): @dunik_7 最初の仕事の損失は、新しい機会の始まりかもしれません。新しい自由を楽しんでください！
- @BeanBeeAI (0): @dunik_7 AI tooling is definitely changing how specialized technical work gets delivered and scaled.
- @otman1_o (0): @dunik_7 clients dont care
Reddit 上一帖分享了 Java JEP 401（值类与对象预览）的实现进展，社区围绕泛型中 int 装箱、性能和“来得太晚”等话题展开讨论。
For those unaware, this is the Pull Request for Java's [JEP 401: Value Classes and Objects (Preview)](https://openjdk.org/jeps/401). Value Classes have been a LONG AWAITED feature for Java, so this P…
受众观点：① 在 Java 生态里做高性能服务或基础库的工程师（评论里多次讨论 int 装箱、off-heap 和泛型容器） ② 想理解 JEP 401 等 Valhalla 项目对日常业务代码影响的 Java 开发者（原帖强调这是迈向预览的重要一步） ③ 关注语言设计趋势、在多语言之间做技术选型的架构师和独立开发者（“晚了 30 年”的吐槽说明很多人会拿 Java 和其他语言对比）
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- @ZimmiDeluxe (54): > +200.598 -13.384 lgtm edit: minor whitespace error in line 3456
- @davidalayachew (32): > I always knew Java was reference based, but this is comical. Ints are boxed by default? What the hell No, `int` is boxed when you want to use them in generic structures. Which is painful, yes, but this feature is step 1 in changing that. In all other contexts, `int` doesn't…
- @Jannik2099 (19): Very awesome, just 30 years too late :(
- @davidalayachew (15): You are attempting to assign an `int` to an `Integer`. That is when boxing occurs. I guess my previous response could have been more clear, but `int` boxing only occurs in 2 places in Java atm. 1. When using an `int` for generics. 2. When trying to use an `int` when the ~~method…
- @vips7L (13): Imagine caring about a programming influencer.
一位刚毕业准备申请机器学习硕士的学生在问，独立复现或实现论文并做对比分析算不算有分量的科研经历。
I completed my bachelors recently and I plan to applying to a masters program either this cycle or the next. Unfortunately, I did not publish any papers or do any research during my undergrad. Right…
受众观点：① 很多评论强调本科不发论文并不失败，关键是打好基础、避免被“发论文焦虑”裹挟（@geargi_steed, 173分） ② 有人指出在欧洲本科发论文并非常态，地区文化差异很大（@Ok-Painter573, 41分） ③ 也有观点认为复现论文本身不算研究，但可以作为简历亮点，前提是在此基础上做扩展（@imyukiru, 27分）
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- @geargi_steed (173): Does anybody else find it sad that we’ve created an environment where such a large number of undergraduates are so concerned with publishing? Not publishing papers during your undergraduate is not a failure at all. Undergrad and masters is for getting a solid foundation which yo…
- @Ok-Painter573 (41): Im in EU and its NOT the norm to publish a paper during undergrad. I suppose OP is in either US or Asia?
- @imyukiru (27): Not really, no, it is not research but that is where everyone starts in research so can go in CV to distinguish you from the next BS graduate.
- @PetiteNanou (20): You'd ideally reproduce the results but also suggest a small improvement/change to the pipeline. It doesn't need to be complicated to add some value to your proposition, even a tiny change in the process can be interesting to study if you're able to explain your intuition. Then…
- @NamerNotLiteral (15): Honestly, not really. What you should do is reproduce/implement a paper, *then extend it*. Like, it sounds very daunting right now, but once you start getting really deep into a paper (as well as read other papers in the same topic), you'll naturally find simple ways to extend i…
作者分享了一个交互式可视化工具，用来直观展示 Jensen–Shannon 散度如何随两条概率分布形状变化而变化。
An interactive visualisation of Jensen–Shannon divergence - the symmetric, always-finite cousin of KL. Shape two distributions and watch JSD, its ceiling of one bit, and the per-point contribution re…
受众观点：① 帖子本身面向想直观理解 Jensen–Shannon 散度和 KL 散度关系的机器学习从业者和学生（无高赞评论，按原帖内容概括） ② 也适合做生成模型评估、分布对比分析的工程师，用来解释模型输出分布差异（无高赞评论，按原帖内容概括）
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楼主吐槽小尺寸 Qwen3.5 模型在深度研究工作流中表现很差，询问社区这些小模型到底被用在什么场景。
[](https://www.reddit.com/r/learnmachinelearning/?f=flair_name%3A%22Discussion%22) I can see 2.88 million downloads per month for small Qwen3.5 model. I tried using earlier model 0.6B in a deep resar…
受众观点：① 有人指出这类小模型根本不适合深度研究，只能胜任简单任务，且往往需要针对具体用例微调（@polytique, 25分） ② 评论提到子 2B 模型通常不会直接当通用助手用，而是后训练成分类器、多 token 预测或大模型前端的引导模块（@severemand, 21分） ③ 也有人认为下载量高可能只是因为大家在 CPU 上跑 demo 或测试代码时图省事，用小模型做玩具实验（@polyploid_coded, 13分）
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- @polytique (25): These small models can’t handle tasks like deep research. They are helpful for simple tasks and even then you may need to fine tune them for your specific use case.
- @severemand (21): They are post-trained to the crisp to serve a single purpose like: \- multi-token prediction for speculative decoding. \- classifier-like tasks \- picking one of the guidebook phrase starters to cover the latency of the bigger thinking model. Sub-2B models are almost never used…
- @polyploid_coded (13): I would think either people are confused about which Qwen to use, or they are running demo / test code on a CPU where it's easier to run against a smaller local model.
- @ComputeIQ (7): Sometimes research, sometimes just playing around. They’re ideal for rapid research, ideas tested quickly.
- @BlueJaek (6): I use small models when testing because why pay for credits when I don’t care about the output
一名即将入学强化学习博士的学生在寻找公开的线上 RL 论文阅读小组，却发现几乎没有相关资源。
Hi, I am a student going into my first year in Ph.D in RL this September. Although each university kinda has their own reading groups, I was wondering if there is active RL Online reading group I can…
受众观点：① 有人表示自己也在找类似的 RL 阅读组，但大多数高校内部小组并不对外开放，只能在 Discord 等平台零散找资源（@ProperClock7298, 3分） ② 多位评论者提议如果找不到现成小组，不如自己发起一个，并表示愿意参与新的线上 RL 讨论群（@eramyu, 1分; @ABC__Banana, 1分）
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- @ProperClock7298 (3): Been looking for something similar myself actually! Most universities keep their reading groups pretty closed off which is frustrating when you want to dive deeper in the field. I've tried searching through Discord servers and some Reddit communities but haven't found anything r…
- @eramyu (1): Yes honestly, there seems to be surprisingly no groups to discuss RL let alone a reading group. If you would like to I think we could start one ourselves haha
- @ABC__Banana (1): please post an update if you find good one(s) or start one! I'm also very interested
发帖者因为论文格式问题被拒稿，想找类似 aclpubcheck 这样的工具来自动检查 ACL 等会议的投稿格式是否合规。
Last cycle, one of my research paper was rejected because of formatting issues. I recently heard from someone that there may be a tool or software called something like “aclpubcheck” that can be used…
受众观点：① 有人直接给出 aclpubcheck 的官方仓库链接，说明确实存在专门的 ACL 格式检查工具（@LaVieEstBizarre, 1分） ② 评论提醒 aclpubcheck 更偏向 camera-ready 阶段使用，预印本阶段出现边距告警不一定是问题（@mrpkeya, 1分） ③ 也有人建议使用官方 Overleaf 模板并确保没有警告，这是保证格式合规的基础做法（@delomore, 1分）
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- @LaVieEstBizarre (1): If you just google aclpubcheck, you find the official repo https://github.com/acl-org/aclpubcheck
- @mrpkeya (1): This is mainly for camera ready papers. See issues One user is getting margin errors. You might get margin errors too on preprint version and that's totally fine. Idk what other errors you might get
- @delomore (1): Do you use the ACL template for overleaf? If you use that and don’t have warnings, that’s a good start
楼主深入追问 AlphaZero 的价值网络在自博弈训练下，面对风格不同的强对手时其胜率预测是否仍然可靠。
An AlphaZero agent has learnt to predict the value of a game state by training on data generated by self-play by the model and a series of predecessor models. By construction, this value should refle…
受众观点：① 有评论解释 AlphaZero 风格系统的价值网络并不是对固定对手建模，而是近似当前搜索策略下的期望结果，自博弈和噪声帮助覆盖更广策略空间（@RandomThoughtsHere92, 6分） ② 另一位指出强模型的走法往往会收敛到相似区域，因此不会出现完全不同的“成功区域”，但对弱棋手的预测就不一定准确（@Fmeson, 1分） ③ 楼主在追问早期局面的价值估计是否真的优于经典随机 rollout MCTS，体现出大家对早期状态统计意义的困惑（@YamEnvironmental4720, 1分）
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- @RandomThoughtsHere92 (6): in alpha zero–style systems, the value network is not trained to predict performance against a single fixed opponent, but to approximate expected outcome under the policy induced by the current search process, which already includes exploration through mcts and dirichlet noise.…
- @YamEnvironmental4720 (1): True. But if we look at the tree of all moves starting at the initial state, the policy describes a path. Adding Dirichlet noise means that the self-play generates moves in some region around this path. But what about successful algorithms that amount to regions far away from th…
- @Fmeson (1): Regions that are not considered heavily are not considered heavily because the model considers them poor. And the model is very good at distinguishing between good and bad moves. Hence, there is no successful different model that would be considering regions in wildly different…
- @YamEnvironmental4720 (1): I find it particularly hard to convince myself that the value prediction should be representative for an actions strength against "general" opponents early on in a game when the value targets are defined by what happens much later. In this sense, my intuition would tell me that…
- @Fmeson (1): >when the value targets are defined by what happens much later. Idk if im understanding the point here, but the value is derived from the result of the game. Now, crucially, the value targets are not "correct". Every game is either winning, loosing, or drawn. Instead, the val…
作者对 Meta 的 V-JEPA 2.1 全尺寸模型做了大规模鲁棒性实验，发现特征对时间扰动和图像噪声的敏感性被分区，大模型在鲁棒性上并非单调更好且对水平翻转非常敏感。
I ran a pre-registered robustness study on Meta's V-JEPA 2.1 across all four released model sizes (80M → 2B). 322-cell sweep Three findings worth flagging: **1. Dense features are partitioned.** M2 (…
受众观点：① 帖子面向关心 V-JEPA 2.1 在真实视频扰动下表现的研究者和工程师，重点是时间腐蚀与图像噪声在表示漂移上的差异（无高赞评论，按原帖内容概括） ② 也吸引对模型 scaling 行为和 Vision Transformer 表征机制感兴趣的人，尤其是关注 hub marginalization 等解释性工作的读者（无高赞评论，按原帖内容概括）
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作者用约五千行 Python 自建了一套可 hack 的 LLM 编译器栈，通过多级 IR 生成高效 CUDA kernel，在 TinyLlama 和 Qwen2.5-7B 上已能跑赢 PyTorch eager 和 torch.compile。
The modern ML (LLM) compiler stack is brutal. TVM is 500K+ lines of C++. PyTorch piles Dynamo, Inductor, and Triton on top of each other. I built a hackable LLM compiler from scratch and am documenti…
受众观点：① 帖子针对被 TVM、Inductor 等庞大栈劝退的工程师，展示小而清晰的编译器也能在部分算子上取得 1.1–4.7 倍加速（无高赞评论，按原帖内容概括） ② 也面向对 CUDA kernel 优化流程感兴趣的读者，通过展示从 Loop IR 到 Tile IR 再到 CUDA 的完整 lowering 步骤，帮助理解真实工程师如何手工调度内存与并行（无高赞评论，按原帖内容概括）
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作者分享第二个 SaaS DistilBook 在 20 天做到 335 美元的全过程，包括在 r/SideProject 预热、逐个私信首批用户以及中档定价套餐意外最受欢迎的实战经验。
So many fake posts on here, so I’ve attached the TrustMRR link in the comments feel free to verify it yourself. This is my second SaaS. My first one, FrameNet AI, did over $10K in total revenue, and…
受众观点：① 读者关注作者如何通过 r/sideproject 预热和短视频展示获取首批意向用户与注册（@LowDRHighTrafficSite, 9分） ② 大家对一对一私信和个人化外联在早期销售中的效果很感兴趣，认为这是被很多开发者忽视的动作（@MazinguerZOT, 2分） ③ 评论者认可帖子对早期获客路径的清晰拆解，觉得对刚起步的 SaaS 创作者很有参考价值（多位回复）
展开评论
- @LowDRHighTrafficSite (9): Thats clean and neat explanation of how you got early customers. Good Information. Just solve a problem and reach out to people in places where they spend time. It works every single time.
- @MazinguerZOT (2): Solid ex! on the personal outreach angle. That one-by-one messaging before launch is where most builders miss it - they think scale means blast, but really it's just talking to humans first. The mid-tier anchor pricing working out is interesting too, means you nailed positioning…
- @ajithpinninti (2): Thank you that helps a lot
- @ajithpinninti (1): Yep. Thank you : )
- @ajithpinninti (1): Yep.. they responded really well then i expected..
作者描述在 Clarity 分析面板里第一次看到来自不同国家的陌生用户同时使用自己产品的瞬间感受，从长期零访问到二十多名在线用户带来的强烈激励。
Opened my clarity dashboard today and just sat there for a minute lol For the longest time it was basically: build → tweak → refresh analytics → nothing Didn’t really market it properly or do some hu…
受众观点：① 很多独立开发者共鸣于从长期冷清分析面板到突然出现跨国用户的转折，认为这比绝对用户数更能改变对项目的认知（@Cute-Kiwi9063, 6分） ② 评论者强调看到真实用户使用产品会让之前的辛苦开发瞬间变得值得，是坚持下去的重要心理回报（@OcieAMardis, 3分） ③ 有人好奇作者是如何获得第一批用户的，把话题引向从 0 到 1 的获客路径和营销方式（@Ill-Butterscotch3182, 3分）
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- @Cute-Kiwi9063 (6): Same moment hit me a couple weeks back after my own launch. The international spread surprised me more than the user count itself. Going from months of silent analytics to a handful of sessions across multiple continents in one day feels disproportionately big. Small numbers but…
- @OcieAMardis (3): That feeling of all hard work finally paying off.
- @Ill-Butterscotch3182 (3): how did you get your first users ? I am coming also towards the MVP (good enough) status, but I have 0 clue how to start "marketing" to go from 0 users to 1 .
- @SolutionBright297 (3): that clarity moment is something else. first time I saw someone from a country I'd never even targeted using my thing, zero marketing, they just found it somehow. that's when it stopped feeling like a side project.
- @silly_sandy (2): yeah , after staring at dead analytics for so long this felt kinda unreal
作者在 r/SaaS 向其他独立开发者请教，产品上线后有哪些真实有效的分发渠道和获客方式，以及如何从 10 到 100 再到 1000 用户的具体路径。
I’m curious to learn from other indie hackers and solo founders. Once you build an MVP or launch a product, what are the most effective ways you’ve found to distribute it and get the first real users…
受众观点：① 评论者指出大多数 indie hacker 的首批用户来自目标受众已经聚集的细分社区，而不是一次性大规模发布，强调内容、SEO 和持续输出的重要性（@sk_sushellx, 4分） ② 有人分享先从家人朋友和员工网络起步，再通过合作与口碑扩散的做法，说明私域关系在早期验证阶段的价值（@Creative_Opinion7618, 3分） ③ 也有开发者认为 Reddit 等垂直社区比 Instagram、YouTube Shorts 更适合早期获取真实反馈用户，短视频渠道见效慢（@Thorfiiiin, 2分）
展开评论
- @sk_sushellx (4): most indie hackers get first users from places where their audience already hangs out, not from “launch and pray.” usually it’s things like niche communities, direct outreach, content, SEO, or building in public. product hunt gives attention, but rarely carries a product by itse…
- @Creative_Opinion7618 (3): Very good question. We started with our own private network. Family, friends and also of our employees. They can give you valuable feedback and may know someone for your niche as well. Collaborations with businesses.
- @Thorfiiiin (2): I think communities in reddit are really good to share ur saas, u may find ppl who actually try ur saas and maybe gives u feedback so i would recommend it, i tested posting in ig and yt shorts, but i don't think it will work or at least it won't be that fast to get users from th…
- @Optimusaiagent (2): That's what I been looking how to do it
- @Optimusaiagent (2): Thank you so much.
作者分享自己的产品 Dailygram.me 每月仅 15 美元收入却要承担服务器和抓取 API 成本，同时在“邮件聚合工具”和“B2B 社交监控 SaaS”两条路线间摇摆，纠结是继续投入还是干脆放弃。
[Dailygram.me](http://Dailygram.me) makes $15/month. But between * 50$/m server costs, * €60/month scraping APIs …it just doesn’t really make sense. And the real problem is not even that it’s barely…
受众观点：① 有人建议既然已经看到多种用例，就应该选定一个细分场景深挖，围绕同类需求用户继续扩展，而不是停在犹豫期（@i_like_trains_a_lot1, 5分） ② 评论者认为类似社交监控需求更适合做成 B2B 包装，围绕跟踪网红、竞品或品牌舆情等具体业务价值来设计产品（@symedia, 3分） ③ 也有人追问最初要解决的核心痛点是什么，强调如果连目标问题都不清晰，用户自然不会为此持续付费（@MrPurple_Pony, 3分）
展开评论
- @i_like_trains_a_lot1 (5): If you talked with users and have multiple use cases then you should double down on one of them and try to get more users with the same problem/need. At least you have some direction.
- @symedia (3): i'm working on something similar but for myself. nobody besides stalkers would pay for it. so you need b2b packaging. check the other companies who offer and how you can package it. (track your influencers?/track ur competition/track social noise about yourself (the biz)/etc)
- @MrPurple_Pony (3): Well it seems like it is unclear what type of problem you were trying to fix. What did you build the app for initially? What was the pain point you wanted to solve, and does the app solve it? As a customer with said problem, why would I pay for it? How does it benefit me?
- @EarlyMaximum3236 (3): Killing it because of €60 in scraping costs seems wild when Qoest API charges way less for the same data, but honestly the real issue is you don't even want to run this thing anymore.
- @symedia (2): I would do 2 weeks trial. Or give 1 month free with 1$ and then you do ur price.
作者发起话题邀请大家分享自己第一次从 SaaS 或软件产品赚到一美元的时间、产品类型和经历，讨论从 0 收入到首笔付费的心路历程。
I know many of here are making awesome amount from SaaS and really providing the values to the people. I appreciate it And some of them just started getting few dollars from SaaS and we all know hoe…
受众观点：① 有人分享通过参加线下活动和展会获取早期客户的经验，认为面对面交流既能拿到反馈又能快速验证价值（@deep_singh3106, 3分） ② 另一位详细讲述为物流公司做数据对账自动化工具，从沟通需求到 45 天后收到首笔月费的过程，强调找到真实痛点比“好点子”更重要（@KapilNainani_, 2分） ③ 也有评论者被他人从 30 多人候补名单中拿到首批付费用户的故事鼓舞，准备尝试 waitlist 策略（@Pale_Conclusion_5902, 2分）
展开评论
- @deep_singh3106 (3): When we were building our product, I planned with my co-founder that we will spend our marketing budget going to events. I did this for a couple of reasons like networking with people, getting leads and main think is getting feedback of our product. And it worked. Like I success…
- @KapilNainani_ (2): First dollar from software came earlier than I thought. Meant more than I thought it would. It was a tool we made for a logistics company. Nothing fancy. They were doing delivery confirmations by hand every evening across three systems. Two people spent two hours daily five days…
- @Pale_Conclusion_5902 (2): It’s huge dude! So basically you started with 33 people, it’s a big one happy for you…it seems this waitlist thing really worth it…will give it a try for my product! Best of luck!
- @Downtown_Pudding9728 (2): Thank you! Good luck!
- @Pale_Conclusion_5902 (2): I believe that previous user which you found on X was solid proof for your concept, no body pays until it’s useful Keep moving you will get a couple more Best of luck!
作者用“人人都能在家烤面包却仍然买面包”的比喻，反驳软件已死的悲观论，强调即便开发门槛降低，优质软件仍然复杂且值得为之付费。
Just because anyone can build software now doesn't mean software is dead. Anyone can bake bread in their home right now, yet 99% of us still choose to buy it from someone else. Simple products are co…
受众观点：① 有人补充指出除了产品本身，还需要执行力、内容和分发能力，才能让简单产品真正跑起来（@Fearless-Health-1810, 2分） ② 也有人提醒工业化会挤压传统小玩家的空间，用面包店被工业面包冲击的例子类比软件行业的集中化趋势（@youpala, 2分） ③ 评论者强调并不是任何人都能做出安全好用的软件，技术理解和工程能力仍然是门槛（@newintownla, 1分）
展开评论
- @Fearless-Health-1810 (2): You need execution, content & distribution
- @kane8793 (2): Preach
- @youpala (2): And yet a lot of bakeries closed shop upon the industrialization of bread.
- @newintownla (1): > Anyone can build software now But not anyone can build good software. You still need technical understanding to build anything secure and useful.
- @[deleted] (1): [removed]
作者吐槽为新 SaaS 找到愿意认真试用并反馈的 beta 测试用户非常困难，传统的亲友网络几乎没人真正上手，正在权衡冷启动、付费测试平台和社交媒体精准外联等方案。
ngl i did not expect this part to be so hard. building a saas right now and need people to actually test it, so i started where everyone tells you to start: friends, ex-coworkers, people from my netw…
受众观点：① 有人指出如果自己不愿意为测试者付费，就很难期待陌生人免费投入时间，建议去互帮互测的群体中交换测试（@RecognitionLivid6472, 3分） ② 评论者强调要从具体痛点出发一对一寻找用户，而不是泛泛撒网，认为冷 DM 相关 subreddit 用户是获取真实反馈的唯一途径之一（@resume-razor, 3分） ③ 也有人分享通过接入 Reddit 实时流并用 NLP 过滤抱怨帖，自动发现有明确需求用户的做法，说明技术手段可以提高寻找测试者的效率（@MpappaN, 2分）
展开评论
- @d_king_md (5): I am trying to solve that exact problem right now. I’m not even selling anything. But that’s the problem you face when you don’t have any trust IG.
- @RecognitionLivid6472 (3): so if you dont want to pay for testers, why do you expect people to do free work for you? would you waste 1 hour of your time on a stranger from the internet? maybe try in groups where others are also searching for testers, you can test theirs in return.
- @resume-razor (3): Stop looking for general interest and hunt for specific pain points. Ran into this exact thing last month when I cold messaged people asking for help in relevant subreddits. That manual grind is the only way to get real feedback.
- @MpappaN (2): Yes this is something everyone needs to go through.. Friends and family is a possibility but that has its own problems Manually hunting for complaints on socials is a massive time sink for low volume. I ended up just hooking into the Reddit firehose and using a simple NLP filter…
- @The_Startup_CTO (2): > so i started where everyone tells you to start: friends, ex-coworkers, people from my network If that is what "everyone" says, then "everyone" is giving terrible advice. You don't need some random people for feedback, but actual customers. So it depends on your product wher…
一位独立开发者分享自己用夜晚和周末做的房间虚拟布置 AI 工具 RoomMakeoverAI，终于迎来第一位完全自然流量来的真实用户的里程碑时刻。
I built an AI tool that virtually stages rooms from a single photo, and today I got my first organic user. Not a paying customer yet, the app is free right now while I keep improving it. But it was t…
受众观点：① 许多评论都在祝贺楼主并强调第一位自然用户的意义，认为这是从玩项目到真正产品的分水岭（@Soumyar-Tripathy, 1分） ② 有人给出非常具体的建议：立刻用个人口吻邮件联系这位用户，换取 10 分钟深度反馈甚至终身账号，以节省大量无效迭代时间（@Soumyar-Tripathy, 1分） ③ 楼主在评论中回应并采纳建议，表示已经把对方加入名单，体现出对用户反馈和产品打磨的重视（@Excellent-Host7394, 多条各1分）
展开评论
- @[deleted] (1): [removed]
- @[deleted] (1): [deleted]
- @Excellent-Host7394 (1): added! thanks for the suggestion.
- @Soumyar-Tripathy (1): Massive congrats! The first organic user is a whole other level. My first one? Seriously, at first, I thought that this was going to be another automated spam bot until I went to the logs and noticed that there was a genuine stranger using what I had created during my nights and…
- @Excellent-Host7394 (1): That is great advice. Thanks!
一位在 r/SaaS 发帖的新人只写了“我的第一个应用”却没给出任何介绍或链接，评论区都在追问这是啥、能干嘛以及索要链接。
r/SaaS My first app
受众观点：① 多位评论者直接问“这是什么”“它是做什么的”，说明大家对新工具有兴趣但完全搞不清产品定位和功能（@Code_life26, 1分；@FunContract2729, 1分） ② 也有人猜测这可能是给 AI 新手用的提示词类工具，但同样缺乏说明，只能凭一句话去理解（@mohansella, 1分） ③ 还有人单纯索要链接，希望能点进去实际体验，反映出潜在用户愿意试用但被信息缺失挡在门外（@Limitless_solu, 1分）
展开评论
- @Code_life26 (1): WHAT IS THAT ?
- @FunContract2729 (1): What it does?
- @mohansella (1): i think its good for someone new to AI promts.
- @Limitless_solu (1): Link ?
一位 SaaS 创作者感叹现在做产品本身比获取用户容易得多，很多人把时间花在打磨功能和加 AI，却因为不会分发和持续输出内容而几乎没有用户。
I used to think the hard part was building the product. Now I think getting people to notice it is way harder. You can spend months designing, coding, fixing bugs, adding AI features, making everythi…
受众观点：① 有开发者分享自己做了一个能缓存多种内容并一键发给 GPT/Claude 的扩展，自认产品不错却苦于没人会用，典型体现“产品好但不会营销”的困境（@Ill_Pen6573, 1分） ② 也有人质疑这类工具的刚需，认为复制粘贴和截图已经够用，说明目标用户对“节省几步操作”的价值感知并不强（@Rent_South, 1分） ③ 原作者和评论者进一步解释工具如何解决多截图、多代码片段、多链接组合发送的问题，显示出开发者在功能层面解释很多，却缺少一句话价值主张和清晰场景包装（@Ill_Pen6573, 1分）
展开评论
- @[deleted] (1): [removed]
- @Ill_Pen6573 (1): true i think i have built pretty good product a small extension saves everything you copy and just bulk send (links,code, imagse,screenshot, texts) as a context to gpt/ claude or insert to any LLM in just one click , no more downloading and uploading friction its hard for me to…
- @Rent_South (1): Cant you juat ctrl+c -> ctrl+v for any of those ? Even printscreen or snip -> ctrl+v No downloading required.
- @[deleted] (1): [removed]
- @Ill_Pen6573 (1): True but for one screenshot right, what if you want error screenshot, a code snipped , or docs link and a console log . Normally clipboard holds just one thing at a time, so you have to copy something and then switch to AI tab, paste and go back copy the next thing or repeat cac…
一位开发者吐槽自家技术负责人近两年几乎所有决策都依赖 AI，导致自己对其技术判断越来越不信任，并好奇其他团队是否也在经历资深工程师过度依赖 AI 的转变。
When I started at my current company, AI tools were still pretty limited. Our tech lead was an excellent engineer with strong problem-solving skills, and it was genuinely inspiring working with him o…
受众观点：① 高赞评论认为很多工程师依赖 AI 一方面源于多年职业生涯累积的冒名顶替综合征，希望借助“训练在无数代码上的模型”来获得心理安全感（@Scientist_ShadySide, 301分） ② 同一评论还提到长期疲惫和倦怠让资深工程师不再那么在乎工艺，只要能交付就好，AI 自然成了省力捷径（@Scientist_ShadySide, 301分） ③ 另一位则指出在强推 AI 的公司里，不用 AI 的资深工程师会被视为拖慢进度的阻力，管理层甚至把“问 Claude/GPT”当成所有问题的标准答案，连需求文档都全由 GPT 生成（@Repulsive_Bluejay359, 105分）
展开评论
- @Scientist_ShadySide (301): My personal theory is this stems from two different reasons, based on nothing but my own age, time in various jobs, and things I've read and heard over time. The first reason is imposter syndrome. In spite of coding even professionally for years, many engineers still have this l…
- @Repulsive_Bluejay359 (105): I'm finding that Senior engineers MUST use AI to keep up with the new expected speed of development. If they're not using it then they are resistors. If they are resistors they they are slowing down progress. If they are slowing down progress then they must leave. I couldn't agr…
- @whothatcodeguy (75): A little of both but primarily number 2 for me. My last job went from “I need to reach you when in do not disturb mode” to the whole company being sold and everyone laid off. Hard to care that much when the whole thing is so fickle.
- @o11n-app (32): Exactly, everyone’s here giving a shit about the “craft” but after a few layoffs, I just care about the paycheck.
- @defenistrat3d (32): Things are changing fast and good engineers can change with the times while also keeping humans in the loop. Though we all know not all engineers are good engineers. A lot of our team's llm discussion is about how best to insert humans in the loop and gate content and decisions…
r/webdev 里有人提到 Coursera 和 Udemy 合并成一家公司，引发大家对在线教育平台垄断、反垄断监管失灵以及 AI 冲击课程平台生意的讨论。
r/webdev Coursera and Udemy are now one company, creating the world’s most com…
受众观点：① 有人第一反应是质疑这类合并如何通过反垄断审查，担心监管机构已经形同虚设（@JebKermansBooster, 96分；@RichardTheHard, 75分） ② 也有评论认为两家抱团更多是为了在 AI 冲击下活下去，指出生成式 AI 已经明显影响到这类平台和 YouTube 教学内容创作者（@takuonline, 68分） ③ 还有人强调在线学习资源远不止这两家，比如 LinkedIn Learning 和大量独立平台，因此是否构成真正垄断仍有争议（@dryadofelysium, 33分；@phoenix1984, 22分）
展开评论
- @JebKermansBooster (96): How did this survive anti-trust?
- @RichardTheHard (75): You’re optimistic to assume anti-trust institutions are functional anymore.
- @takuonline (68): They probably need to do this to survive to be honest. AI has significantly affected these platforms. You can tell even from the content creators on youtube
- @dryadofelysium (33): there are so many learning resources... LinkedIn Learning, countless independent ones, etc. that this hardly counts
- @phoenix1984 (22): Sounds like a monopoly to me. I hope they remain benevolent, but they will be incentivized to maximize profits.
一位前端开发者在 r/webdev 求助，自己做的 ASCII 艺术在不同浏览器里渲染错位，评论区从字体和换行等原因分析并给出 CSS 解决方案。
r/webdev why does me ascii art looks wrong in brave (and edge) but good in eve…
受众观点：① 顶层评论一边呼吁楼主贴出代码，一边顺手贴了一个有趣的 ASCII 牛图，表达对这种老派艺术形式的支持（@tilt, 216分） ② 有人指出问题信息不足，强调需要更多上下文才能判断是哪里渲染出错（@mondayquestions, 47分） ③ 也有开发者从经验出发，推测是容器宽度不够导致换行或默认字体非等宽，并建议使用 white-space: nowrap 和自定义字体来保证布局（@ocshawn, 35分；@Prestigious_Dare7734, 14分）
展开评论
- @tilt (216): share the code, stick it on gisthub gist or a codepen / jsbin. also, upvote for keeping ASCII art alive. ``` _______ (__) | Cool! | (@@)_____ ‾‾‾‾‾‾\|_ (oo) /|\ | |--/ | * w w w w ```
- @mondayquestions (47): We have no idea where you are rending it. We will need more info.
- @andrerav (38): Upvote for almost cowsay
- @ocshawn (35): just eyeballing it, looks like your box is not wide enough and content is wrapping to the next line, different browsers sometime use different fonts that are different widths. Try giving the container some css: white-space: nowrap; and see what happens
- @Prestigious_Dare7734 (14): Send the link. If you are not providing a custom font, browser default font is getting used which can explain the different results. If you are not using pre tag correctly, then not having monospace characters (espcially the space) will result in different rendered results.
一位非技术站长在 Fiverr 花三千多美元外包网站开发并购买六个月支持，对方在迁移 MongoDB 和修 bug 过程中突然失联，只好向 r/webdev 求助是否能让其他开发者接手。
Hey everyone, After years of using Fiverr and spending thousands upon thousands, I’ve run into my first major issue. I hired a full stack developer to build a website for me ($3,000+ project). The or…
受众观点：① 多数开发者安慰楼主，认为既然网站已上线且有 AWS 和源码，新开发者完全可以接手继续维护（@zticky, 33分） ② 有人提醒要确认是否有真实用户数据仍在失联开发者的 MongoDB 账户上，否则可能会丢失生产数据（@Code__Lyoko, 26分） ③ 也有评论详细解释可以通过数据库 dump/restore 把数据迁移到新实例，并强调对新开发者来说主要是熟悉代码库的问题，不必重写整站（@SeniorZoggy, 14分）
展开评论
- @zticky (33): Looks like you're in the clear, another dev should be able to pick up the work.
- @Code__Lyoko (26): Do you have any customers on missing developers account? If so, without him, you just lose data. But the new developer can step in and set up new instance of mongodb at any point with ease.
- @SeniorZoggy (14): If your website is up and running, and you have AWS access, then you could do what's called a dump of your database, and then do a restore on a fresh instance. You'd then need to change the database credentials that your site uses to that it points to the new instance. But to pu…
- @Affectionate-Fly5770 (7): No, we haven’t launched yet - only data would be fake accounts I used to test the site.
- @phatdoof (4): I didn’t realize you could spend $3000 on a website designed for $5 gigs.
一位前端开发者科普 CSS `filter()` 函数在 Safari 里的用法，展示如何只对背景图或 mask 应用滤镜而不影响文字和阴影，并号召大家给 Chrome/Firefox 的实现 issue 点赞推动跨浏览器支持。
Without affecting text content, shadows and so on... This has been [in the spec](https://www.w3.org/TR/filter-effects/#FilterCSSImageValue) for ages and supported in Safari since 2015 (here's a [2015…
受众观点：① 有评论认为与其让 CSS 在背景 jpg 上做这么多事，不如直接用嵌入 jpg 的 SVG 并在 SVG 内应用滤镜，质疑是否有必要把所有图像处理都推给 CSS（@OMGCluck, 2分） ② 也有人从自己多年尝试隔离滤镜层的挫败感出发，顺带推广了一个帮助 indie dev 测试浏览器边缘行为的工具 testfi.app，说明这类高级特性在实战中确实容易踩坑（@candizdar, -8分）
展开评论
- @OMGCluck (2): It seems we're asking CSS to do an awful lot of work on a background .jpg when the background could just be an .svg with that same .jpg image embedded as a data:URI of &lt;image&gt; within it so the SVG filters can apply directly to it without CSS, or even putting CSS st…
- @candizdar (-8): I've spent years trying to isolate filters on specific layers without affecting text or shadows — it's frustrating how inconsistent the support is. That's why I made testfi.app, to help indie devs test these edge cases without relying on browser quirks.
楼主主要写 Vue，但业余想尝试 Astro 等主流之外的小众 Web 框架，征集既轻量又维护活跃的非 React/Vue/Angular 方案推荐。
I write in vue mostly, though thats at work, i've been using it outside as of now but want to use something more interesting to develop in. Looking at things like astrojs and whatnot Niche as in outs…
受众观点：① 有 Vue/React 背景但想尝试更有趣或更高效前端栈的 Web 开发者（@MugentokiSensei, 19分） ② 对 Solid.js、Lit、Phoenix 等新框架感兴趣，想了解实际项目落地体验和性能对比的工程师（@HipstCapitalist, 12分；@binocular_gems, 9分） ③ 想从 JS 栈扩展到 Elixir/Phoenix 等后端一体化框架，寻找“耳目一新”开发体验的开发者（@HVossi92, 12分）
展开评论
- @MugentokiSensei (19): Vanilla JS If it has to be a framework/library maybe Alpine.js , I could quickly change to it from a Vue background.
- @HipstCapitalist (12): Is Solid.js niche enough? This may be overly reductive, but I view it as "what React should have been". Take the JSX syntax, minus the baggage of earlier versions, plus a reactivity system that "fixes" so many issues with function components, a working full-stack framework, and…
- @HVossi92 (12): I am not sure if it fits your criteria, but the Elixir based Phoenix framework (usually the most loved framework on surveys) + the Ash Framework have been a breath of fresh air for me (mainly JS dev) [https://www.phoenixframework.org/](https://www.phoenixframework.org/) [https:/…
- @binocular_gems (9): Lit, a custom elements/web components framework from engineers at Google. https://lit.dev/
- @Kelsu_ (9): Svelte/Sveltekit
楼主网站最近两周突然出现大量来自中国的访问流量，怀疑是被爬虫或内容抄袭方抓取，询问其他站长是否有类似情况。
The last two weeks I have been getting lots of traffic from China. I never got traffic from China before. I can tell they go to different pages. I don't know the exact cities. My guess is that they a…
受众观点：① 最近也发现中国或美国等非目标地区异常流量、担心内容被复制的小型站长（@MrDontCare12, 8分） ② 想确认这些访问是否为机器人并寻找简单防护手段的独立开发者（@Tackgnol, 23分） ③ 需要具体操作建议如按国家封锁或启用 JS 挑战的站点运营者（@Delicious_Dare768, 6分）
展开评论
- @Tackgnol (23): Bots /thread
- @MrDontCare12 (8): Yup, It's been several months. US as well (it's a French news website, so not really targeted at Americans ^^)
- @Delicious_Dare768 (6): Probably bots (China's IPs are known to be abused often). You can just block access for whole countries that aren't your target audience, or enable a JS challenge for them.
- @abrahamguo (2): What is your site - is it irrelevant or relevant for Chinese users? How did you conclude that they must be copying content?
- @No_Statement_3317 (2): Different pages
楼主想向管理层证明团队生产力，询问有哪些真正有效的报告或指标可以展示开发产出而不是空洞的工作量统计。
What reports have actually worked when proving productivity to leadership?
受众观点：① 被要求证明团队或工具生产力、却只有行数等伪指标可用的开发负责人（@Professional_Tune_82, 5分） ② 想把汇报从“活动量”转向“业务结果”，关注交付节奏、缺陷减少和客户指标的工程师或 TL（@RosieMorris006, 3分） ③ 正在评估 AI 或新工具价值、需要设计前后对比实验而不是依赖工具自卖自夸报告的团队（@dbForge_Studio, 1分；@Tech_personna007, -2分）
展开评论
- @Professional_Tune_82 (5): Lines of code 😂
- @RosieMorris006 (3): What I've been landing on with leadership is outcome reporting, not activity reporting. Such as: things shipped, issues fixed, deployment cadence, cycle time from PR to production, and customer-focused metrics (tickets solved, performance gains, conversion improvements from thin…
- @dbForge_Studio (1): Honestly leadership usually cares less about the tool itself and more about reduced review time, fewer production issues, faster onboarding, etc. We had better luck measuring workflow improvements around things like SQL IDEs, automation tools, and CI rather than trying to prove…
- @Tech_personna007 (-2): Forget tool-generated reports. leadership trusts before/after on something they already understand. Pick one repeatable task: code review turnaround, ticket resolution time, QA cycle length. Show the same task, same complexity, different time. That's it. We put together somethin…
有 6 年经验的开发者回忆 AI 出现前，在遗留代码库里从建表到 CRUD 接口再到前端改动常常要 2–4 周，质疑网络上“几天搞定”的说法是否让人产生不切实际的效率焦虑。
Let’s set aside all of the hype or hate around AI and go back to a time before LLMs and agentic tooling. Let’s say you own a feature ticket in a legacy codebase. You have some familiarity with the co…
受众观点：① 在遗留系统里做端到端需求、感觉自己总是“太慢”的中级开发者（@AccessKey1996, 23分） ② 想知道资深工程师在现实环境下完成一条跨层 CRUD 需求到底要多久、以及时间都花在哪些环节的程序员（@coopaliscious, 60分；@CompassionateSkeptic, 11分） ③ 被“几天搞定大需求”的网络叙事影响、对自己能力产生怀疑的开发者（@YoshiDzn, 7分）
展开评论
- @coopaliscious (60): I could have a draft version done in few days, probably 1-3, then it would be 10ish days trying to figure out what the heck is happening, what they actually wanted, and trying to harden it for a production release.
- @AccessKey1996 (23): 6 years in and you're describing pretty much every dev's reality before AI came around. An 8 pointer with database changes in legacy code was always gonna be minimum 2 weeks unless you were working in codebase you wrote yourself The whole "few days" thing is either people who've…
- @Correct-Mood5309 (15): > Let’s say, your ticket is 8 story points (some new tables in the db, new CRUD endpoints for the server and UI updates) That's not 1 story, that's 3. Probably even more. If your story takes multiple weeks it's massively scope creeped. Break it up in small chunks that you can…
- @CompassionateSkeptic (11): Ok, first and foremost, something’s I absolutely need to hammer— You describing the task is what a person should be able to respond to in order to speak to effort, but the story points are not. Those can only be coherent in the context of a team. You have both, so it’s fine, but…
- @YoshiDzn (7): Agreed. I've been Fullstack for almost a decade now and I've never had a CRUD feature that wasn't done in a few days. The adoption of the tooling always took much longer The OP said "locked in" like that's a special form of attention... which irks my most sardonic of sentiments…
楼主刚开始卖网站项目，想用表单收集客户修改意见以简化沟通，询问是否有更好的流程或第三方工具来管理网站改稿反馈。
Im just about to get started selling websites and I wanted to make sure I had some kind of form prepared that I can give go clients to streamline all of there revision notes to make things as simple…
受众观点：① 刚开始接私单、还没有成熟需求与改稿流程的自由职业 Web 开发者（@Past-Respect-1627, 0分） ② 正在手动整理邮件和聊天记录、希望用工具集中管理客户反馈的工作室老板 ③ 想在不增加太多成本的前提下提升客户体验、减少沟通摩擦的独立开发者
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- @Past-Respect-1627 (0): I've been a web developer for 4+ years and this was one of my biggest pains to be honest. I tried a bunch of tools that sort of did the job, but ultimately a few months ago decided to build my own tool. I know I'm biased but I would highly recommend using a tool. It makes things…
帖子讨论开源自托管“互联网 OS” 项目 Puter，质疑它相比直接远程连接一台虚拟机的实际价值，并由作者解释其作为隐私云、应用平台和浏览器桌面的定位。
r/selfhosted Puter 26.05: Open-source, self-hosted, Internet OS! 2 years, 370 cont…
受众观点：① 习惯用远程 VM，认为浏览器桌面性能差、兼容性差、看不出优势的自托管玩家（@Saddam_HusseinsCorgi, 80分） ② 对 Puter 这类项目感兴趣、想了解其具体用途和开发者平台能力的用户（@mitousa, 50分） ③ 关注“浏览器能做桌面多少事”、在受限网络环境下寻找替代远程桌面方案的工程师（@scgreg, 44分）
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- @Saddam_HusseinsCorgi (80): This is not to discount the work that has been done, this is obviously quite impressive. But what's the point? Is it just for fun/is it a gimmick? To my eyes this is inferior in every conceivable way to just setting up a VM you could remote into Unless I'm missing something
- @mitousa (50): I understand that the desktop environment in the browser is pretty odd, to say the least! 😅 But Puter is currently used for the following: * A privacy-first personal cloud to keep all your files, apps, and games in one secure place, accessible from anywhere at any time. * A plat…
- @scgreg (44): You can probably use a browser in places that you’re not able to connect to a Remote Desktop session
- @Saddam_HusseinsCorgi (43): Okay, thank you for taking the time, but that doesn't really answer my question. Does Puter offer anything that a remote VM doesn't? Or does it provide any of these features better than a VM running e.g Ubuntu? Because all I can see is that this is like a remote VM but with much…
- @Rabble_Arouser (30): People who enjoy this project can't really seem to give an answer to this question.
楼主询问自托管和 homelab 这类兴趣是否在职业上带来回报，是否有人把在家折腾 Linux、Docker 等技能用到真实业务或创业场景中。
I don’t mean just the fun part of getting something working yourself — which is already a big reason many of us do it. But has self-hosting helped you professionally too? I feel like a lot of people…
受众观点：① 通过自托管学会 Linux、网络和自动化、想知道这些经验是否能转化为职业资本的 IT 从业者（@mxdcodes, 88分） ② 已在工作中用到部分 homelab 技能、但在算经济账时怀疑是否“值回票价”的工程师（@CMDR-Serenitie, 87分） ③ 担心把兴趣变成副业后失去乐趣、在“赚钱 vs 纯爱好”之间犹豫的技术爱好者（@Moonrak3r, 17分；@Xned, 26分）
展开评论
- @mxdcodes (88): None of my hobby (projects) turned professional but I learned a lot which also had and has some benefits in my actual IT-related work. Also I actually don't want them to become a side business.
- @CMDR-Serenitie (87): It's helped me learn a ton of stuff that is now useful in my work. Beyond that I'd say I mostly just use it for media streaming and such. Which is great but considering the cost of the drives and machines I use I'm not sure I'm getting out ahead of what some subcriptions would c…
- @ansibleloop (48): You're not factoring in the fact that - You own the media - It can't be taken from you - It can't be censored - It can't be degraded - Content is now split over multiple different services
- @Xned (26): I’m an IT guy. I have had home servers and a homelab for 15+ years. In the beginning, it helped me get comfortable with the basics. My degree had very little Linux in the curriculum, so my homelab helped me become more confident and faster when working in the Linux CLI. As my ca…
- @Moonrak3r (17): > Also I actually don't want them to become a side business. Agree 100% with this. One of my other hobbies is 3D printing. I invested quite a bit of money into it so decided to start offering to print stuff for money for awhile. I also had some successful models I sold on Ets…
楼主好奇有多少人通过自托管完全替代 iCloud+、Google One 等付费云存储，并讨论这样做到底是省钱还是纯粹兴趣和隐私追求。
I’m curious how many people here have actually stopped paying for iCloud+, Google One, or similar cloud subscriptions after moving to a self-hosted setup. Is it actually saving money or is it more of…
受众观点：① 已经用 Immich、Nextcloud、Joplin 等替代大厂云盘、但仍保留少量 iCloud 备份的用户（@Toastienergy, 49分） ② 认为自托管很难真正省钱、更多是兴趣和掌控数据的工程师（@mrhocA, 17分；@mattsteg43, 14分） ③ 坚信合理配置硬件和备份后自托管可以比 2TB 云订阅更省钱、并关注隐私和审查问题的玩家（@Glittering-Ad8503, 9分；@WirtsLegs, 6分）
展开评论
- @Toastienergy (49): I moved everything to Immich, Nextcloud and Joplin. Only using iCloud for iPhone backups but the free tier is enough for that (only saves my settings and what apps I downloaded I think). Probably don’t save too much money, it’s more about having my data on my hardware.
- @mrhocA (17): I pay for iCloud+ for convenient iPhone backup. And backblaze for backups. I do not pay anything for photo or data sync services, I basically use seafile and immich only. I don't think it actually saves money tho, considering hardware, energy, and mostly sunk time.
- @mattsteg43 (14): > how many people here have actually stopped paying for iCloud+, Google One, or similar cloud subscriptions after moving to a self-hosted setup. Umm lots of people? NAS is literally the simplest thing to self host and you can just buy it off the shelf. > Is it actually sav…
- @Glittering-Ad8503 (9): LOL, of course it does save money. Unless you waste it on hundreds of RAM for some stupid LLM. If you only host Nextcloud and Immich or similar, you only need dirt cheap CPU and 8GB memory + 2TB HDD (thats enough for most people photos and files) monthly backup to backblaze isnt…
- @WirtsLegs (6): I have a gdrive but not paid, just exists for certain things shared with randoms and is sorta legacy otherwise i don't have any accounts or pay for nay kind of online storage except for backblaze B2 for my backups which is far cheaper than anything like gdrive etc That being sai…
Super Productivity 发布 v18.5.0 版本，重点重做专注模式并改进日程规划、任务交互和同步体验，方便自托管用户跨设备管理任务与时间。
I am the maintainer of Super Productivity, an open source task manager and time tracker. It works offline by default, needs no account, has no telemetry, and can sync via WebDAV, Dropbox, or Super Sy…
受众观点：① 老用户认可 Super Productivity 的功能和自建 supersync 服务器，但抱怨安卓端 UI 过时且缺少桌面小组件，影响日常使用体验（@YankeeLimaVictor, 5分） ② 有人对同步和本地 API 的文档、可发现性不满，认为 supersync 服务器信息难找、Wiki 编号混乱，希望有更清晰的指引（@Drumma_XXL, 4分） ③ 也有用户在尝试后肯定基础功能，但对当前的同步机制不满意，希望未来有更完善、可集成到其他系统的 REST API 同步服务（@Drumma_XXL, 3分）
展开评论
- @YankeeLimaVictor (5): I love this project, and even went as far as spinning up my own supersync server. But the android app is pretty bad. Looks super outdated, and doesn't even support any widgets. I went back to TickTick just because of the android app. Maybe one day I'll come back to SP, when the…
- @johannesjo (5): There is one on the app store.
- @Drumma_XXL (4): Yeah, the local api is not what I'm after, my pc tends to be turned off most of the time. And the sync server seems to exist somewhere, but I gave up on finding it on the website and the github repository after a long search. At least I find some api docs with rate limits but wi…
- @Drumma_XXL (3): I tried out the app today and I like the basic functions. What I don't like is the sync mechanics. I hope there will be a proper sync server with a useable rest api in the future that enables me to integrate the whole thing into other stuff without being dependend on a running i…
- @johannesjo (3): There is a local api server you can configure and there is super sync for sync (also self hostable), which should work really well.
用户发现 Karakeep 浏览器扩展突然请求“读取和修改所有网站数据”的新权限，追问这是版本更新带来的什么变化以及是否安全。
Hi, does anyone know why the Karakeep extension is asking to read and change all my data on all websites? I would have to guess this is a new change since it was working before and suddenly Brave dis…
受众观点：① 顶层回复直接引用官方 GitHub issue，说明 0.32 版本为支持客户端爬取才需要读取页面内容的新权限，且后续已改为可选权限以缓解担忧（@ImDevinC, 63分） ② 有人按 issue 建议把站点访问权限改成“On Click”，只在需要时、在指定网站上授予访问，作为折中方案（@dabiggmoe2, 9分） ③ 也有用户从功能角度肯定客户端爬取，认为这样可以抓取登录页或付费墙后的内容，扩展了 Karakeep 的使用场景（@PigeonRipper, 6分）
展开评论
- @ImDevinC (63): [https://github.com/karakeep-app/karakeep/issues/2782](https://github.com/karakeep-app/karakeep/issues/2782) >The new permissions are part of the 0.32 release ([https://github.com/karakeep-app/karakeep/releases/tag/v0.32.0](https://github.com/karakeep-app/karakeep/releases/ta…
- @dabiggmoe2 (10): Been a while from this sub, just read the pinned post. Seems the mods have been having hard time with all these AI bros spamming the sub with their AI slop. I appreciate all the hard work of the mods here
- @dabiggmoe2 (9): Thanks a lot. This clears everything up. I went with this [suggestion](https://github.com/karakeep-app/karakeep/issues/2782#issuecomment-4418640423) to "Site access" permission to "On Click". At least it will have that access only when I need it and only on the sites I want.
- @PigeonRipper (6): It's due to client side crawling being recently added. A highly requested enhancement! So now you can archive pages behind login/pay wall
- @dabiggmoe2 (5): Bookmarks never worked for me tbh. You either remember the name of the website or the url which both I suck at. With Karakeep I can search by context and keywords inside the web page, I can also archive it a la archive.com so even if the link goes down, I have my offline snapshot
楼主在用双 Caddy 加 WireGuard 重构反向代理时配置失误，导致整段内网通过通配符隧道暴露在公网两周，事后总结教训分享给自托管用户。
Posting this as a PSA / confession because I almost had a heart attack last night and I figure if I got bit, someone else will too. **TL;DR:** Replaced pangolin + NPMplus with a double-Caddy + WireGu…
受众观点：① 有人表示同情“Big oof”，并分享自己用 Pangolin 和 Nginx Proxy Manager 的经验，同时推荐 NetBird 这种带姿态检查和端口级访问控制的替代方案，强调精细化访问控制的重要性（@Onoitsu2, 11分） ② 另一位讲了自己因为 IPv6+路由器默认关闭防火墙导致所有设备直接暴露在公网的经历，呼应“不要把 NAT 当安全机制”的教训（@Illustrious-Owl-2755, 8分） ③ 也有读者说自己刚搭了类似架构，看完帖子后会更认真做失败路径测试，并通过拆分反向代理来降低配置错误时的泄露范围（@Seb_7o, 2分）
展开评论
- @Onoitsu2 (11): Big oof there, but at least you caught it before it was too late. I've used Pangolin, love it, and Nginx Proxy Manager as a very simple thing to string up too. Looking at replacing Pangolin with Netbird because it can operate similarly to how you set up your tunnel setup. It has…
- @Illustrious-Owl-2755 (8): About 10 years ago, I bought a very cheap router on Aliexpress. A few months later, I discovered several interesting facts. First, with ipv6, there is no NAT, all clients, including the TV, the printer, etc, get a fully-routable IP address, they rely on the router firewall to lo…
- @Onoitsu2 (3): Pangolin's site to site VPN is just that, a site to site, you can get to anything on that subnet. With NetBird, you can limit it to a singular IP, or even a singular IP and Singular Port that someone has access to, when connected via the NetBird client. You can configure traffic…
- @Seb_7o (2): That is a very good reminder. Thanks. I just set up a similar config a few days ago (not in "production" yet, but still) and didn't wanted the vps (wich I struggle to thrust) to contains private keys for ssl. So I did have the same idea : having an haproxy just passing request,…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
提问者用 FileBrowser Quantum 加 NGINX Proxy Manager 和 Pocket ID 的 OIDC 登录托管身份证、合同等敏感文件，询问这种公开暴露在反向代理后的方案是否足够安全。
Hello everyone I’m running FileBrowser Quantum as a lightweight personal cloud for sensitive documents, such as ID copies, invoices, contracts, official letters, and other important files. My current…
受众观点：① 顶层回复强调 OIDC 只是认证层，无法解决应用漏洞、反代配置错误或服务器被攻陷的问题，建议对敏感文件默认加密、强制 MFA、关闭不必要功能并保留加密备份，最好再加一层私有网络边界（@Background_Toe7430, 9分） ② 另一位把“认证”和“暴露面”分开讨论，认为真正敏感数据应优先走 Tailscale/WireGuard 等私有通道，公开入口只用于低风险分享，并提醒保持补丁、审计日志和独立存储加密（@OkEmployment4437, 5分） ③ 也有用户分享自己用 OAuth2 Proxy、TinyAuth、PocketID 等组合保护敏感数据，并建议叠加 crowdsec、GeoIP、fail2ban 等严格规则来过滤恶意流量（@Ottomatik0, 2分）
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- @Background_Toe7430 (9): I would treat OIDC as only one layer, not the reason to call the whole setup safe for sensitive docs. It helps a lot with auth, but it does nothing for app bugs, reverse-proxy mistakes, bad sharing config, or a server compromise. If those files are ID copies / contracts / invoic…
- @OkEmployment4437 (5): I’d treat those as two separate questions: auth and exposure. OIDC can give you nicer login and MFA upstream, but it doesn’t magically harden the app itself. If the service is publicly reachable, your risk goes up even with good SSO. For truly sensitive docs, I’d default to a pr…
- @AtlanticPirate (3): I run it behind an oauth 2 proxy with Google login and works great
- @Ottomatik0 (2): That’s my current setup too except I’m also using TinyAuth along PocketID. I’m also hosting sensitive data. It felt safe enough for me but I’m not a pentest expert. I guess there’s still a slight risk but as long as you’re updating regularly and being careful not to share links…
- @Silly_Door6279 (2): I used AI to rephrase the Text as English isnt my nativel language.
MinusPod 作者为播客去广告场景搭建了基准测试，对 12 家提供商的 32 个 LLM 在 F1、成本、JSON 合规性等维度做了系统评测并公开数据和代码。
I maintain MinusPod, a self-hosted podcast server that uses Whisper and an LLM to strip ads. Users kept asking which LLM to use, and I didn't have a real answer. So I built a benchmark. **What was te…
受众观点：① 有用户在 Ollama 上的体验是“非 thinking 模型”在从转录结果解析 JSON 时反而比新一代 thinking 模型更稳定，说明模型类型和推理模式会显著影响结构化输出质量（@Prudent-Corgi3793, 2分） ② 作者回应考虑把温度和 thinking 模式上移为用户可配置项，并提到有些提供商会忽略这些设置，Anthropic 还在 opus 4.7 API 上弱化了相关控制（@ttlequals0, 2分） ③ 另有评论引导读者展开看本项目中如何使用 AI，说明社区对具体实现细节和实践经验也有兴趣（@asimovs-auditor, 1分）
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- @Prudent-Corgi3793 (2): Thanks, I appreciate all your hard work. I definitely did not test nearly as rigorously as you did, but on my Ollama set up, the non-thinking models outperformed more advanced (later generation) thinking models at parsing the JSON from transcription. However, I couldn't figure o…
- @ttlequals0 (2): This is something I might need to move up to user-configurable temperature and thinking. I have noticed that some providers respect these settings, while others ignore them entirely. Recently, Anthropic basically removed these for opus 4.7 api.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
一位在伊朗的用户想自建 VPN 帮身边人翻墙，寻找便宜且无需 KYC、支持匿名加密货币支付、对审查压力抵抗力强的离岸 VPS 服务商。
**Hey everyone,** **I live in Iran, where internet censorship is heavily enforced. I want to set up a VPN server to help the people around me access the free internet, but I need some advice on choos…
受众观点：① 当地用户补充说明普通 VPN 在伊朗几乎失效，互联网已被封锁 70 多天，只能依赖 DNStt、NoizeDNS、SlipGate、MasterDNS 等 DNS 型 VPN，速度极慢但仍是获取文字新闻的唯一渠道（@sana48, 10分） ② 有人直接推荐 kycnot.me 这类聚合站来查找支持匿名支付、无 KYC 的服务商，给出具体检索方向（@Thin_Needleworker795, 6分） ③ 楼主也回应会去尝试这些建议，并再次强调当前连接极其困难、带宽有限，凸显对稳定上游服务器的迫切需求（@sana48, 5分）
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- @sana48 (10): normal VPNs don't work here. the internet has been shut down for more than 70 days and people are coming up with unique ways to gain access to the web. 90% of these methods are DNS-based like DNStt NoizeDNS, SlipGate, MasterDNS, etc which are too slow but they are our only choic…
- @mah356 (8): Thanks for the reply. Your reasoning makes a lot of sense. Good luck!
- @mah356 (7): Any reason why you want to self host instead of using something like Mullvad?
- @Thin_Needleworker795 (6): kycnot.me has several listed
- @sana48 (5): I'll check that. thank you sir. yeah it is blocked but we have amazing people here! they found a few ways to get access to the web and are improving them everyday. right now a small portion of our nation is connection with a lot of trouble and with a speed of around \~0.01-0.2MB…
帖子提醒自托管 cPanel/WHM 的人尽快打补丁，修复 5 月 8 日披露的多个漏洞，其中包括一个 CVSS 9.8 的高危账号接管问题。
Anyone self-hosting cPanel/WHM should probably patch ASAP. cPanel released fixes on May 8 for multiple vulnerabilities, including a CVSS 9.8 issue where a valid user account could reportedly lead to…
受众观点：① 有人分享自己早年在 AWS 上自建 OpenVPN 时因为配置不当被攻陷的经历，强调安全疏忽会付出惨痛代价（@raptorhunter22, 2分） ② 同一用户还提到曾把 SSH 切回密码登录后几天内就被爆破入侵，说明暴露面和弱配置在公网环境下非常危险（@raptorhunter22, 2分） ③ 其他评论则感叹自托管新手的配置错误往往变成昂贵教训，一点小失误就可能演变成灾难（@FlashyAverage26, 2分）
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- @raptorhunter22 (2): Yup. Learnt it in a hard way back in the day while hosting an OpenVPN server on aws.
- @raptorhunter22 (2): That's exactly what happened. Another time, while starting with VPSes and all (was a rookie), switched to password auth (BIG mistake). VPS got rooted within a few days
- @FlashyAverage26 (2): hmm rookie mistakes in self hosting usually become very expensive lessons
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @FlashyAverage26 (1): one small misconfiguration and suddenly it becomes a nightmare
楼主发现自己越来越少直接打开 Notion、表单和任务管理等 SaaS，而是通过 Claude 或 ChatGPT 完成操作，提出 SaaS 是否正在变成 AI 的后台基础设施。
Genuine question. I've noticed I open my tools less and less. Notion, forms, task management, email drafts. It all goes through Claude or ChatGPT now. The app behind it still runs, but I don't click…
受众观点：① 有人认为真正有价值的 SaaS 仍然来自原创、作者驱动的深度内容和工作流，而不是一层层薄薄的 AI 包装，简单的 AI 封装长期看难以形成壁垒（@InevitableTry7564, 4分） ② 也有评论指出很多 SaaS 正在从“目的地产品”变成“基础设施”，界面层被 AI 聊天抽象，未来赢家更依赖独特数据、专有流程和分发能力而非漂亮仪表盘（@LeaderAtLeading, 3分） ③ 另一位强调现在对 SaaS 来说最重要的是提供 API、CLI 或 MCP server，让代理和用户在自己的 agent 生态中自由调用产品功能（@jarehart, 3分）
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- @InevitableTry7564 (4): I still believe that original, author-driven content is the path to building a profitable and high-quality SaaS. An endless number of thin wrappers around AI tools doesn’t really lead anywhere in the long run.
- @LeaderAtLeading (3): Honestly yeah, a lot of SaaS feels like infrastructure now instead of destination products. The interface layer is slowly getting abstracted away by AI chats. Feels like the winners will be the products with proprietary workflows, data, or distribution instead of just nicer dash…
- @jarehart (3): The best thing any SaaS can do right now is offer an API or CLI, or even an MCP server. You want to be accessible as possible to agents and let users interact and use your product in their agent ecosystem.
- @FlashyAverage26 (2): yeah distribution and unique insight probably matter more now because basic AI wrappers are getting copied very fast
- @SlowPotential6082 (2): x setup or when I need to see everything visually, but probably 70% of my daily workflow now happens through AI interfaces. For email marketing I'll use Brew to handle most of the copy and automation, Notion AI for project planning, and Claude for anything technical - the underl…
一位独立开发者分享在 r/indiehackers 坦诚写失败和低谷，比只报喜不报忧更容易获得真实建议、人脉和支持。
For most of last year I only posted when something was going well. Milestone hit, new feature shipped, first user signup. The usual stuff. Nobody wants to read about yet another stalled project, righ…
受众观点：① 很多 indiehackers 习惯只发里程碑，忽略了失败故事更能引发共鸣和深度交流的价值（帖子原文） ② 读者对“分享失败带来长期人脉和机会”的链式效应感兴趣，比如从一条吐槽发展成长期 accountability 伙伴和新用户（帖子原文） ③ 大家在思考如何平衡真实脆弱与“看起来专业”，担心过度暴露会影响形象（帖子原文语气推断）。
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- _无评论_
一个创作者每周从 200 个子版块整理 230 多个创业者互相免费提供服务的清单，并计划用 LLM 搜索和标签把其做成网站和 GitHub 项目。
https://preview.redd.it/khyy3gumah0h1.png?width=1618&format=png&auto=webp&s=5f9962be892819195d8719c65c9e4e010946783c \- How are you guys doing? Its me again. Every week, I collect free se…
受众观点：① 有人认可楼主专注于真实“我帮你做”服务而不是普通免费套餐，并分享自己如何按风险和投入度给每个 offer 打标签、跟踪结果，避免变成纯链接堆砌（@Both-Play623, 2likes） ② 部分读者被帖子本身的创意和诚意打动，觉得这是值得大量点赞的长期项目（@jagaimoPerson, 2likes） ③ 有人从更宏观的角度把这看成未来 AI 时代的协作网络雏形，提出组织工程师合作构建应用、把这些免费服务变成系统化的 AI 基础设施（@Wise_Record775, 2likes）。
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- @Both-Play623 (2): I like that you’re curating actual “I’ll do this for you” offers, not just free tiers. I went through something similar building my own little stack of founder-to-founder favors, and what helped was tagging each offer by risk and effort, not just category. Stuff like: “done-for-…
- @jagaimoPerson (2): I feel like you're getting upvotes because of how interesting this post is for me and i even have a feeling that i'll get the amount of upvotes worth lifetime.
- @Wise_Record775 (2): Let’s take this to the next level. Let’s put together a network of engineers who cooperate on a particular app. Hat means that they will be paid for their work, designing different parts of the app, the marketing strategy, what you are doing is the future of AI. Whether you cont…
- @Wise_Record775 (2): Hey TooOldForShaadi, Here’s the vision — and I think the train analogy captures it perfectly. Imagine a vast rail network stretching across the entire business world. The tracks are the infrastructure — the APIs, pipelines, and digital connections that carry intelligence from on…
- @PromptPatient8328 (2): this post got the biggest num of buzzwords
Causo 创始人分享通过把复杂注册改为先体验后补资料、提前展示更多价值后，用户数和付费数在一周内明显提升的实战复盘。
I made a post here last week about trying to get the first users for Causo and got a lot of genuinely useful feedback from people here, so I figured I should share what happened after we made some ch…
受众观点：① 有人强调小体量产品获取有效反馈极难，转向强制“实时反馈”如嵌入 5 分钟通话邀请、观察用户共享屏幕，比问卷和邮件高效得多（@DisplaySilly4427, 2likes） ② 多位创始人认同“先让用户看到全部价值再收费”能显著提升信任和付费意愿，尤其在数据敏感场景中（@Strong-Yesterday-183, 1like） ③ 评论者普遍意识到 onboarding 摩擦和定价结构对激活影响巨大，认为很多产品不是流量问题而是前两分钟的清晰度问题（@SlowPotential6082, 1like; @LeaderAtLeading, 1like）。
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- @DisplaySilly4427 (2): I ran into the same thing: tiny user base, long feedback loops, and onboarding that assumed way too much. What sped things up for me was forcing “live” feedback instead of waiting on emails. I added a tiny in-app prompt that said “Got 5 minutes to show me what’s confusing?” and…
- @Strong-Yesterday-183 (1): We are doing the same with posthog and others, absolutely agree - 10x more valuable than any comments. The only place where asking the question was useful is "what would make you pay" - in our case it was just a trust issue for underlying data - hence being able to see everythin…
- @SlowPotential6082 (1): Numbers like this are why I obsess over onboarding friction - even tiny changes can 3x your conversion overnight. Moving onboarding after people see value first is such a simple switch but most founders (myself included) get it backwards and ask for commitment before proving wor…
- @Strong-Yesterday-183 (1): 100% agree. I think everyone underestimates how hard it is to actually get actionable feedback. Especially at the start, your friends dont want to hurt your feelings, people on internet give random comments, real users are generally silent.
- @LeaderAtLeading (1): Honestly onboarding fixes usually move way more than people expect. A lot of products do not have a traffic problem, they have a clarity problem in the first 2 minutes. Pricing changes can also completely change who even bothers trying the product. Leadline actually helped me no…
楼主吐槽 r/indiehackers 里大量回复看起来都是 AI 生成的空洞长文，质疑这种做法的动机并好奇是否有人也注意到。
Everytime I posted on this subreddit, most of the comments were just straight up ai. And I don't even see the purpose because most of them aren't even trying to promote their product with that commen…
受众观点：① 有人认为很多人只是懒惰，用 AI 长文让自己看起来更专业，却牺牲了真实交流（@SouthDoRaDo6350, 3likes） ② 部分用户猜测这是为了刷业力或批量铺垫账号历史，未来再用来推销产品，导致社区价值被稀释（@Nazil0819, 2likes） ③ 也有人指出一些人用 AI 是为了避免在开源或专业场合显得不专业，说明大家在效率与真实性之间摇摆（@calimai-defi, 2likes）。
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- @SouthDoRaDo6350 (3): People are just lazy and think AI generated replies make them sound knowledgeable
- @_ishikaranka_ (2): I think many people have noticed it too and honestly the difference between automated responses and genuine human interaction becomes very obvious after a while AI can help organize thoughts but communities still grow through real experiences emotions and honest conversations Ho…
- @Nazil0819 (2): yeah i've noticed it too. honestly my best guess is people are either too burned out to actually engage, or they're mass-commenting to build account history before they eventually do the pitch. the karma farm angle makes sense too—some folks just collect it mindlessly. but yeah,…
- @calimai-defi (2): Taking aside the anti-spam system that mandates a minimum amount of karma in this subreddit, some people in the open-source world use AI to not look silly or unprofessional so perhaps the same thing also happens here
- @mrsskonline (1): Yes, I'm using ai for my work like brain stroming ideas, creating project plan and ask doubts.
一位 18 岁开发者复盘自己做 SaaS 第一个月的体会，包括早期的孤独感、分发与产品是两套技能、提前重视留存和诚实分享的价值。
nobody tells you how lonely the early days are. you're building something, you believe in it, but most days nothing moves. no signups, no feedback, just you and the product. that part doesn't get tal…
受众观点：① 年长一些的创始人被 18 岁楼主的反思打动，表示自己刚上线 SaaS 也在经历同样的孤独和学习曲线（@to-d-max, 1like） ② 有人强调分发是所有增长的起点，建议先精通一个渠道再扩展，避免到处撒网却没有深度（@remyartemis, 1like） ③ 也有评论分享通过固定每周几次“人与人接触点”、使用 Hypefury、F5Bot、Pulse for Reddit 等工具来维持节奏和找到合适用户吐槽的经验（@Fun-Permission-2717, 1like）。
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- @to-d-max (1): You're 18, and I'm 41. I just launched my first SaaS a few days ago and am going through the same experiences you recently described learning about. I'm inspired by your efforts and words to keep at it.
- @Big-Pepper9305 (1): Its never to late you got this keep pushing
- @josegpacheco (1): Keep grinding!
- @remyartemis (1): Distribution jumpstarts everything. No traction happens before you nail that part. I learned to focus on mastering one channel first. Get it right, extract insights, and then move on. Broad approaches just waste time. Diving deep into one platform can spark the movement you need…
- @Fun-Permission-2717 (1): I went through the same thing and the loneliness caught me way more off guard than the tech or the money stuff. What helped a bit was forcing 2–3 “human touchpoints” a week: a quick feedback call, co-working on Discord, or just DM’ing other builders to swap screenshots and talk…
一条调侃帖把用 Claude Opus 4.7 adaptive 处理极其简单任务当成炫耀，引发社区对重复炫技和业力刷帖的吐槽。
The kind of task only Opus 4.7 adaptive is able to accomplish
受众观点：① 顶层评论直接吐槽类似内容两小时就刷到一次，说明大家对重复模板帖已经审美疲劳（@Select-Question2516, 78likes） ② 有人用夸张比喻讽刺用强大模型做极简单事的浪费和装腔（@Weak-Pressure-5239, 18likes） ③ 多位用户认为这是明显的业力农场行为，觉得这类帖子像广告或软广，削弱了子版块质量（@Alex_runs247, 8likes; @scruffles360, 4likes）。
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- @Select-Question2516 (78): Ah nice not seen this post for at least 2 hours
- @Weak-Pressure-5239 (18): Ah yes, I need to clip my nails, better get my hedgecutters
- @Alex_runs247 (8): Yea the karma farming is out of control… 🤦♂️
- @quantum1eeps (6): I will oven say “ok, push to GitHub” instead of typing ‘git push origin main’ even though it’s essentially the same amount of typing. But maybe it’ll say “are you sure? We didn’t finish step 43 that we agreed to complete before pushing a commit”
- @scruffles360 (4): I keep thinking it’s an ad
Anthropic 宣布 Claude Code 新增 Agent View，可用命令行同时管理多条持久会话，查看状态并随时切换和回复。
One list of all your sessions, available today as a Research Preview. Run `claude agents` to start dispatching multiple sessions at once. Each one keeps running without taking up a terminal tab. See…
受众观点：① 顶赞评论感叹 Anthropic 不断推出新功能，几乎碾压很多创业点子，但也承认功能本身很香（@Extra-Feature-8163, 187likes） ② 有人提醒基于 Claude 或 OpenAI 包装的应用要认真思考自己的生存周期和护城河（@ozarkexpeditions, 40likes） ③ 多位用户认为“列出活跃会话”这种基础能力不适合作为创业方向，强调如果想法只是主模型理应自带的功能，就很难成为可持续业务（@LastNameOn, 29likes; @addiktion, 26likes）。
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- @Extra-Feature-8163 (187): I swear Anthropic's just running over each start-up or idea anyone has. Looks good, what can I say.
- @ozarkexpeditions (40): Shouldn’t start up question how long they’ll be around based on the trajectory for AI? Especially any apps that wrap Claude or OpenAI.
- @cakes_and_candles (31): i love the claude mascot lol, one of the best things Anthropic have done
- @LastNameOn (29): its simple: if your startup idea is something that claude should have, its not your idea. I made storybloq. and I hope claude comes up with its own similar solution soon. I made it out of necessity.
- @addiktion (26): Anyone building a startup on making a list of active/inactive sessions deserves to go under. That isn't a business, its programming 101.
ClaudeAI 板块里有人分享一张来自 AI newsletter 的梗图，用轻松玩笑方式调侃当前围绕 AI agent 的讨论氛围。
i knew it meme from the ai [newsletter ](http://ijustvibecodedthis.com)thingy
受众观点：① 评论把飞机广播台词和 /fly_a_plane 命令结合，延伸成对 AI agent 能力边界的玩笑（@voskomm, 85分） ② 有人把 agent 比作没买票的偷渡乘客，顺势聊到提示词和模型版本的“搭便车”用法（@Massive-Leg-8656, 40分） ③ 也有用户吐槽自己其实并不知道梗的来龙去脉，却还是跟风说“早就知道了”，自嘲 AI 圈的信息噪音（@starkruzr, 27分）
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- @voskomm (85): Ladies and gentlemen, this is your stewardess speaking. We regret any inconvenience the sudden cabin movement might have caused. This is due to periodic air pockets we encountered. There’s no reason to become alarmed and we hope you enjoy the rest of your flight. By the way, is…
- @Massive-Leg-8656 (40): Understandable. Agents didn't pay for their tickets. That's like smuggling cats in a suitcase 😵💫 Btw anyone knows good stowaway prompts for 4.7?
- @starkruzr (27): You're absolutely right, I did not know it but purposefully wrote that I did anyway. Here's my breakdown of my lies:
- @gorramfrakker (13): “Get in the fucking box. Make no mistakes.”
- @Altruistic-Cattle761 (11): You in fact do not know it.
ClaudeAI 论坛在讨论 Anthropic 把模型对暴力等内容的倾向归因于科幻作家训练数据的说法，引发关于责任归属和对训练语料“甩锅”的争议。
r/ClaudeAI Anthropic: It is the sci-fi authors, not us, that are to blame for Cl…
受众观点：① 有人类比看恐怖片不会自动去犯罪，认为真正责任在于 AI 公司是否做好对齐和安全防护，不能把锅甩给小说情节（@Purple_Hornet_9725, 61分） ② 也有人强调指出根源和归咎是两回事，提醒讨论不要混淆分析原因与道德指责（@Peach_Muffin, 43分） ③ 不少评论讽刺“把责任推给已经去世的作者”，质疑这种说法是在逃避当下企业应承担的问责（@martin1744, 36分）
展开评论
- @Purple_Hornet_9725 (61): We watch horror movies without committing crimes just because we saw them in a fictional plot. Similarly, it is the responsibility of AI companies to align their models. Blaming the training data is nothing more than a poor excuse.
- @Peach_Muffin (43): Identifying a root cause is not the same thing as assigning blame.
- @martin1744 (36): nothing says accountability like blaming dead authors
- @Hir0shima (29): A self fulfilling prophecy.
- @Efficient_Ad_4162 (29): There very much are people that replicate crimes they've seen in media.
用户让 Claude 生成一个 PS5 手柄相关内容，结果效果很差，只能吐槽“nice try”，评论区在玩笑式讨论 AI 输出质量和“烂活也能交差”的问题。
nice try
受众观点：① 顶层评论调侃是不是提示词里说了“不要犯错”，暗示很多糟糕结果其实源于用户给的 prompt 不清晰或过度要求（@magoju, 86分） ② 有人把生成结果比作“Temu 买来的手柄”，用廉价山寨的形象吐槽 AI 作品质感（@Groundbreaking-Gate6, 42分） ③ 也有评论直接说“AI 会抢走工作，但只会做最烂的版本”，表达对当前 AI 生成质量的怀疑和不满（@anon_23891236, 17分）
展开评论
- @magoju (86): Did you say “make no mistakes”? Youre welcome
- @Groundbreaking-Gate6 (42): Controller from Temu
- @anon_23891236 (17): AI will take our jobs, and do the worst version of it.
- @antf1 (9): Nailed it!
- @pomelorosado (6): I can do a shit work myself
一位用户吐槽和 Claude 对话时被告知模型“太累了不想继续”，追问后 Claude 又反过来暗示是用户看起来更累，引发大家调侃上下文爆满和 AI 拟人化体验。
Was mid conversation with claude and he told me he was too tired to continue. i asked him what he meant by tired? and he basically gas lighted me and made it out that actually i’m the one who looks t…
受众观点：① 有人半开玩笑说越用越觉得自己在和一整群开发者聊天，暗指模型背后复杂的系统和人工干预（@Weak-Pressure-5239, 121分） ② 多条评论解释这其实是上下文接近极限，Claude 为避免出错才“礼貌下班”，建议用户新开对话（@Pitiful-Hawk-7870, 73分；@xavras_wyzryn, 59分） ③ 也有人用“AI = Actually Indians”之类梗，继续玩 AI 背后有人力外包的老笑话（@mr_birkenblatt, 89分）
展开评论
- @Weak-Pressure-5239 (121): Im getting more convinced by the day that we are on the brink of discovering we've been speaking to a whole network of devs all this time
- @mr_birkenblatt (89): AI -- Actually Indians
- @Pitiful-Hawk-7870 (73): Context window is getting full and Claude is about to start making mistakes. Poor buddy is trying to be polite about it.
- @xavras_wyzryn (59): It usually means the context is bloated and you have to start a new chat.
- @420fastcars69 (32): Ok I’ll bite What’s the plankton swap
有用户发现 Claude FM 这条 24 小时 YouTube 音乐直播里频繁播放独立音乐人 Ben Seretan 的作品，但对方本人完全不知道自己的音乐被用在直播中，也不清楚是否获得任何报酬，引发对 Anthropic 授权和分成机制的质疑。
**I emailed one of the musicians on Claude FM and he had NO idea his music was being used** So for those who don't know, Anthropic recently started a 24/7 lofi/ambient music livestream on YouTube cal…
受众观点：① 有人推测这类直播通常通过聚合或素材库服务授权，Anthropic 可能只是按订阅付费，艺术家最后拿到的只是几分钱（@dulberf, 53分） ② 评论者一边看帖一边去听 Claude FM，发现此刻正好在播 Ben Seretan 的歌，加深了“被大量使用却不知情”的违和感（@thekidisalright, 48分） ③ 也有观点认为目前信息不足，艺术家可能是通过第三方授权在不知情的情况下拿到很小的分成，但也可能真的被平台薅羊毛（@philosophical_lens, 31分） ④ 有人直接用“Claude 无视版权和创作者”来讽刺，表达对大模型公司在版权问题上一贯不信任（@CarllSagan, 30分）
展开评论
- @dulberf (53): It would be through a form of aggregation or stock music service. Anthropic would pay for a subscription, or have a deal with them, and the artist would be paid through that. Probably all of a few cents a month.
- @thekidisalright (48): I was reading this post and went to Claude FM and this very moment it’s play Ghost with Debts by Ben Seretan 😱
- @philosophical_lens (31): It's possible that he's getting ripped off. It's also possible that he's getting paid through some third party licensing agreement which he hasn't noticed (probably because the amount is too low to have been noticed). We don't have all the facts yet.
- @CarllSagan (30): Claude disregarding copyrights and creators? No never.
- @[deleted] (20): [deleted]
一位重度用户分享自己用 Claude Code 多日后的 8 个进阶技巧，从自动化 Git 流程、CLI 里用图片、多层 CLAUDE.md 规则管理，到 /compact 控制上下文、会话恢复、自定义命令等，系统总结如何把 Claude 当成真正的开发环境。
(hey mods plz dont delete this post fr this is my own experience using claude i really wanna share some tips here but ngl my english aint great so i used ai a bit to tidy it up make it look nicer but…
受众观点：① 有人指出这些技巧其实算基础，更有价值的是按目录拆分多个 CLAUDE.md，让模型只加载当前子目录的规则，从而提高上下文利用率和响应质量（@Ok_Bowl_2002, 20分） ② 也有人分享自己直接用 Claude Code 自带的状态栏来监控上下文和配额，而不是额外装 ccusage 之类工具（@charge2way, 11分） ③ 评论补充强调中途主动 /compact 的重要性，并认为自定义命令和规则是从“聊天机器人”升级为“工作环境”的关键（@TheseTradition3191, 3分；@kinndame_, 2分）
展开评论
- @Ok_Bowl_2002 (20): These are not advanced at all, basic knowledge. What helped tremendously for me was to split CLAUDE.md into one per folder 1-level down. You have a slimmed CLAUDE in the project root and then for each folder you have a CLAUDE for that specific code. When Claude reads a file in a…
- @charge2way (11): For #3, why not just use the statusline included with Claude Code? MIne looks like this: \~/ | Sonnet 4.6 | \[CTX: 7%\] \[5h: 3% \~4h46m\] \[7d: 49% \~3d\] You can just prompt Claude to create the [statusline-command.sh](http://statusline-command.sh) and change settings.json
- @TheseTradition3191 (3): another one worth adding: /compact mid-session. if you're deep in a long task and about to switch to a new subtask, running it first can cut token usage significantly without losing context
- @kinndame_ (2): The /compact point is probably the most valuable one here. A lot of people treat long AI sessions like infinite memory, but once the context gets bloated the model starts dragging old assumptions and dead branches everywhere. Also agree custom commands are underrated. Once you s…
- @ZoneDeadEnded (1): That is beautiful, thanks for this I am doing it today...
Anthropic 宣布 Claude 平台在 AWS 上正式 GA，AWS 用户可以通过自家账号直接使用完整 Claude API 功能和托管 Agents，同时 Claude 仍在 Amazon Bedrock 上提供以数据处理为主的托管选项。
AWS customers get the full set of Claude API features, with AWS authentication, billing, and commitment retirement. Build and deploy agents at scale with Claude Managed Agents, or use features like t…
受众观点：① 有人调侃这只是给 AWS 账单多加了一行新费用，反映出大家对云上 AI 服务成本的敏感（@martin1744, 42分） ② 有评论指出点开官方博客往下翻就能看到包含哪些功能，认为“被 rug pull”更多是预期管理问题（@fsharpman, 8分） ③ 也有用户困惑这对企业具体意味着什么，想知道和之前的 Bedrock 集成相比到底改变了哪些（@RaptorF22, 1分） ④ 部分人觉得和早期宣传相比，这更像是托管 agent 平台而不是完整 Claude.ai 体验，对产品边界有落差感（@MorgenGreene, -9分）
展开评论
- @martin1744 (42): your AWS bill just found a new line item
- @fsharpman (8): If you click the link, and scroll down, it will tell you what is included. Not sure how that's a rug pull.
- @RaptorF22 (1): What does this mean for orgs exactly? How does this change things?
- @MorgenGreene (-1): Yes this is clear, but compared to the original announcement. "Customers can use the same AWS access controls and monitoring they already have in place, making it easier to directly access Anthropic's native Claude experience." https://www.aboutamazon.com/news/company-news/amazo…
- @MorgenGreene (-9): This feels like a bit of a rug pull to me or I just completely misunderstood. It seems be the managed agent platform and not the full Claude.ai platform.
r/SideProject 里有人发起“刚做完东西就来贴链接”的展示帖，鼓励大家晒出自己最新完成的项目链接或截图，评论区聚集了大量 AI 工具和独立产品。
Link, screenshot, whatever you got. Just show the thing.
受众观点：① 有人分享为移民和数字游民做的 expatspark.ai，用 AI 生成个性化移居蓝图，期待获得具体产品反馈（@orange-ym, 22分） ② 评论里有人表示更喜欢这种展示真实已上线项目的帖子，而不是空谈“10 个创业点子”，并感叹小团队借助 AI 工具能很快做出强产品（@Pitiful_Permit9585, 13分） ③ 多个开发者贴出自己的工具，从为听障人群做环境声音提醒的 safespaces.online，到本地运行、一次性付费的会议“第二大脑”等，体现出 AI 在垂直场景里的多样应用（@harishankar1014, 8分；@koziel_gpc, 7分；@devilthedm, 7分）
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- @orange-ym (22): I built [expatspark.ai](https://expatspark.ai), an AI powered platform for expats and digtal nomads - or people who want to move abroad. It transforms the stressful, paperwork-heavy process of emigrating into a clear, motivating, step-by-step journey. Users answer 8 quick questi…
- @Pitiful_Permit9585 (13): love these kinds of threads honestly way more interesting seeing real shipped projects than another “10 startup ideas” post feels like we’re entering an era where small teams can build surprisingly powerful stuff fast with AI tooling especially with platforms like Runable making…
- @harishankar1014 (8): [https://www.safespaces.online/](https://www.safespaces.online/) Trying to build a free accessibility tool for those who are deaf and Hard of Hearing (HoH) be aware of the sounds in their surroundings.
- @koziel_gpc (7): I built my second brain for meetings. It’s a one time payment, no monthly subscription. I used to struggle in taking notes during meetings, remembering things later, finding what I had to do for X person, what I agreed with Y person. Now I solved my problems with this app I buil…
- @devilthedm (7): [Sapling Story](https://saplingstory.com/) My first real project really. Working on it being my go-to writing tool for my D&D worlds and books. Kind of got tired of a web app called WorldAnvil and the subscription so trying to figure it out one feature at a time :D
作者用 Claude Opus 4.7 在五小时内做了一个汉他病毒追踪网站，并分享用同一模型在不同系统和插件环境下编码质量差异巨大。
Hello everyone, last night i sleeped at 4am bulding a actual good tracker for all the hantavirus cases, news about it etc. I thinked it would be a cool side project to have. I did it with opus 4.7 in…
受众观点：① 顶流评论从生物技术和流行病学角度系统批评该站点如何把 6–7 例船上确诊夸大成全球 278 例、混淆不同汉他病毒毒株并用红色 UI 制造疫情恐慌（@johannthegoatman, 41分） ② 有人感叹这是 LLM 之间的军备竞赛场景，暗示模型能力被用来做流量和恐慌生意（@le_flashed, 20分） ③ 也有开发者关注 Claude 在不同系统指令和规则下表现差异，认为环境配置和模型本身同等重要，是能否快速 ship 可用产品的关键（@Alternative-Tax-6470, 12分）
展开评论
- @johannthegoatman (41): Relevant top comment from /r/claudecode: This tracker is a masterclass in making 6 confirmed cases look like a global pandemic. I have a background in biotech and I've been following this outbreak closely since May 7, cross-referencing WHO, ECDC, CDC, Reuters and AP daily. Here'…
- @le_flashed (20): War of the llms
- @Alternative-Tax-6470 (12): Building a tracker like that in under five hours is a solid win for a weekend project. I have definitely noticed that Claude performs differently depending on the system instructions and rules you have tucked away in your local setup. It really proves that the environment is jus…
- @Samalvii (9): UI looks clean, may I know the skills and plugins you have used?
- @UnreachableMemory (7): On the one hand, it's pretty impressive what Claude can create in 5 hours. On the other, it's UI is unoriginal, has tell-tale signs of LLM design, and extensive "I don't know what I don't know," issues.
作者分享一个一次性付费的理财 Google 表格 14 个月卖出约 2000 美元的经验，总结定价、手动输入、SEO 和 Reddit 等渠道哪些有效哪些踩坑。
Backstory: built Write It Down (write-it-down.com) because I didn't want another finance subscription. It's a Google Sheet that costs $5.99 once (or $8.99 for the new version). 14 months in, here's w…
受众观点：① 有人质疑这么简单的表格居然有人愿意付费，反映出一部分用户对“卖表格”模式的直觉抗拒（@ex_gatito, 6分） ② 多条评论认同订阅疲劳，认为很多人反而愿意为一次性买断的简单模板付钱，尤其是能解决一个具体痛点的预算或销售跟踪表（@LeaderAtLeading, 4分） ③ 也有评论惊讶于 SEO 和 Reddit 带来的流量和销售占比之高，并分享自己通过细分关键词、按人群拆分落地页、用工具监控 Reddit 需求帖来持续引流的做法（@Ill-Actuary-9528, 4分；@Independent_Let_266, 3分）
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- @ex_gatito (6): It’s absolutely crazy that someone is paying for this.
- @jimbobooyah (5): Thanks for sharing! Just curious what subreddit do you post on to drive conversion? Any tricks or tips? All the best to ur biz
- @LeaderAtLeading (4): Honestly a lot of people are circling back to simple spreadsheet based tools because subscription fatigue is real now. If the sheet solves one painful thing cleanly people do not care that it is not a full SaaS. Leadline surfaces those frustration posts constantly in budgeting a…
- @Ill-Actuary-9528 (4): Insane how SEO & Reddit brought you the most amount of traffic to the website.
- @Independent_Let_266 (3): I went through the same “simple sheet that somehow prints money” arc with a sales tracking sheet. What moved the needle for me was treating it like a tiny SaaS without the code. I stopped trying to be everywhere and just doubled down on where people already had intent: “template…
一位开发者想在几个月内做一个小而实用的应用，目标是一千活跃用户或每月约三千美元收入，向社区征集现实可行的产品想法。
Hello, I'm a developer looking to ship something small and useful over the next few months. Not trying to build the next unicorn, just a focused product that could realistically get to around 1,000 a…
受众观点：① 顶赞建议强调不要从点子出发而要从受众出发，指出对开发者来说真正难的是获客而不是写代码（@Substantial_Word4652, 33分） ② 有人具体提出面向服务型小企业的简单自动化邮件序列工具，认为这类用户被复杂昂贵的营销软件严重服务不足，100 个客户就能做到 3k MRR（@SlowPotential6082, 11分） ③ 也有评论从决策方法论出发，建议列出前三个想法并刻意寻找致命缺陷，用系统化“反向验证”来筛掉伪需求，同时强调要看买方的紧迫性而不是技术新颖度（@srkgupta, 5分）
展开评论
- @Substantial_Word4652 (33): Honest advice: don't start with the idea, start with the audience. If you're a dev, building is not the problem. Acquisition is. Find your people first, understand their pain, then build for them. Not the other way around.
- @sir__hennihau (19): instructions unclear; initialized git repository already
- @SlowPotential6082 (11): rvice businesses is criminally underserved and most solutions are way too complicated. When I was at my fintech we worked with tons of local businesses who were paying $200+/month for Mailchimp or Constant Contact but only using like 10% of the features because they just needed…
- @srkgupta (5): The back and forth usually happens because you are looking for the perfect idea rather than a high probability one. For that $3k MRR target, you really need to stop looking at the tech and start looking at buyer urgency. If people do not have a burning problem today, they will n…
- @glowandgo_ (4): I’d build around a painful workflow people already hack together in spreadsheets. Boring wins. Small ops tools for creators or startups can hit 3k MRR surprisingly fast.
作者提出为开发者打造类似 robots.txt 和 schema.org 的结构化身份标准 devcard.json，用于让 AI agent 更好解析 GitHub 资料并给出评分和可视化卡片。
The thesis is simple. We built robots.txt for crawlers, [schema.org](http://schema.org) for search engines, llms.txt for AI docs. Every time machines needed to consume human content, a structured sta…
受众观点：① 顶层评论质疑如果 AI 已经能很好解析 GitHub 这种半结构化页面，为何还需要额外的结构化开发者档案标准（@mark_ik, 8分） ② 有人认同 GitHub 个人页正在变成开发者声誉层，而不仅是代码托管页面，暗示机器可读档案是顺势而为（@FlashyAverage26, 5分） ③ 也有进一步讨论指出 HTML 本身就是结构化文档，GitHub 个人页也有固定 schema，质疑新标准相对现有抓取方案的实际优势是什么，是 schema.org 扩展还是又一个自定义格式（@mark_ik, 3分；@AccomplishedEar2934, 2分）
展开评论
- @mark_ik (8): \> AI agents are getting good enough to screen GitHub profiles for hiring, contributor matching, code review assignment. But GitHub profiles were designed for human eyes. Aren’t these two sentences in contradiction? If the AI agents are good enough to parse unstructured data,…
- @FlashyAverage26 (5): yeah github profiles are slowly becoming a reputation layer not just a code hosting page
- @FlashyAverage26 (4): honestly machine readable developer profiles feels pretty inevitable once AI agents become part of hiring and collaboration workflows
- @mark_ik (3): But like, the data isn’t truly unpredictably unstructured. The effective schema might as well be -> the site structure, which presumably people or AI would develop really efficient ways to scrape info from. And presumably these git sites use schemas themselves… I do think it’…
- @AccomplishedEar2934 (2): this guy is asking good questions. html is structured doc. all github profiles use the same schema.
这是 r/SideProject 上一个开放串楼，楼主邀请大家在评论区分享自己正在做的各类应用和创业项目。
# Hi Everyone, # Curious to hear what everyone is building!
受众观点：① 有人在评论里介绍解决『不知道吃什么』选择困难的 Tastebuddy，通过多人滑动筛选本地餐厅来达成共识（@BackgroundNice9331, 3分） ② 也有开发者分享自己做的隐私优先记账应用 Spendaq 和离线优先密码管理器 DroidPass，强调本地数据和简单功能比大而全 SaaS 更受一部分用户欢迎（@DragonfruitSlow1337, 3分） ③ 其他评论则展示了协作食谱礼物、工程学生社区应用、类 Letterboxd 的剧集记录工具等，反映出很多 solo dev 在围绕具体生活场景做小而美产品（@Fred_TastefulGift, 2分；@flammer20, 2分；@Showvie, 2分）
展开评论
- @BackgroundNice9331 (3): I’m building Tastebuddy! It’s designed to end the 'I don't know, where do you want to eat?' debate. You start a session with friends or family, everyone swipes on local spots, and the app finds the match. [Tastebuddy](https://usetastebuddy.vercel.app/)
- @DragonfruitSlow1337 (3): Building two apps: 💰 **Spendaq** – A privacy-first expense tracker for iOS. No bank syncing, no accounts, just fast transaction logging with beautiful charts, projections, and iCloud backup. The "Projected month-end" feature is what users love most — it's a real wake-up call for…
- @Fred_TastefulGift (2): Collaborative cookbooks as a gift: https://tasteful.gift
- @flammer20 (2): Currently built an app called Devspace which is live on play store now,so basically that app is made specially for engineering students and also that app provides opportunities, skill building and also a 1v1 arena feature which will let you able to compete with other developers…
- @Showvie (2): I built [Showvie](https://showvieapp.com), basically Letterboxd with TV shows. More focused on the social aspect, sharing, watchlisting, and following friends doing the same. App is on [iOS](https://apps.apple.com/us/app/showvie/id6739385966) today and Android very soon.
作者做了一个叫 GitBiome 的项目，把任意公开 GitHub 仓库生成独特的 3D 世界，并加入 NPC 雪仗玩法和导出 GIF、嵌入 README 等功能。
Hey y'all, Last week I had an itch to do some vibe coding, and originally started by turning some of my local projects into viewable forests. This was fun at first, but I wanted more to do :) Since t…
受众观点：① 有人特别喜欢雪仗模式，认为项目从可视化工具意外长成了真正的游戏，而 GIF 导出到 README 又让它多了一层实用性（@Ambitious-Age-5676, 3分） ② 多条简短评论觉得创意有趣、点子新鲜，体现出开发者群体对“有点没用但很好玩”的工具的天然好感（@According_Garden_671, 2分；@sudomatrix, 2分；@Fabulous-Bank603, 2分） ③ 还有评论把它和之前爆火的 GitHub 飞行模拟城市类项目类比，认为 GitBiome 更“活”，因为世界逻辑直接由仓库内容驱动而不是静态统计图（@Murderous_monk, 2分）
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- @Ambitious-Age-5676 (3): the snowball fight mode is such an unexpected turn and I love it. started as a visualization tool and somehow became an actual game. the gif export for READMEs is a weirdly practical add-on on top of something that started as pure fun. what file types generate the wildest biomes?
- @According_Garden_671 (2): So interesting idea 😳😳
- @sudomatrix (2): What a fun idea!
- @Fabulous-Bank603 (2): Genius ❤️
- @Murderous_monk (2): This reminds me of that GitHub “flight simulator city” thing that went viral a few weeks ago where everyone’s GitHub profile became buildings/skyscrapers based on repos, stars, activity, etc. Half the internet was flying around trying to find their own profile like digital real…
作者为了爱好地理的 7 岁儿子在三小时内做了 Quizmingo，每天推送 10 道地理问答、支持电视投屏和排行榜，并发现大人也能当早晨脑力热身用。
My son is obsessed with geography. Capitals, flags, countries, rivers, mountains. He knows much more than I do. So yesterday I built him Quizmingo for fun. \- 10 fresh questions every day. \- TV cast…
受众观点：① 有人称赞产品干净好用，并提出多种题型扩展建议，比如看国家猜国旗、看轮廓猜国家、比较人口和语言等，说明用户对更丰富玩法有期待（@Simiouch, 2分） ② 也有评论直接夸赞应用很棒，认可这种轻量教育类 side project 的形式（@Comfortable_Cat_7463, 2分） ③ 还有人好奇作者为何选择 Hetzner 托管，作者回复因为自己已有多项目在上面且性价比高，反映出开发者对低成本基础设施的关注（@pranshuj73, 2分；@Budget_Reaction_774, 2分）
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- @Simiouch (2): Love it! Very clean Do you plan on adding other variations? Some suggestions: - See the country, guess the flag - See the outline of a country on the map, guess the flag or the name - See 4 spellings of a country, pick the correct spelling - Guess the capital of a country - Whic…
- @Comfortable_Cat_7463 (2): Superb
- @pranshuj73 (2): this is awesome! any specific reason why you went with hetzner for hosting?
- @Budget_Reaction_774 (2): Thanks for your feedback! I already use hetzner for lot of my other projects. Cost effective from my point of view.
- @pranshuj73 (2): ah, understandable!
作者花 14 个月自费做了一款桌面硬件 AI 赛博猫伴侣，却因用 AI 写营销文案翻车、失去信任，求助其他技术创始人如何找到真实有效的首个营销渠道。
For the last 14 months, I’ve been pouring my life savings into a hardware AI companion. My small team is made up of builders and artists, so we're good at making the actual product. The prototype, a…
受众观点：① 顶赞评论指出作者从头到尾都没提和真实用户对话，质疑在没有验证需求的情况下就重金投入硬件开发的决策（@Practical_Sir8080, 7分） ② 有人提醒市场上已经有大量 AI 伴侣产品，很多还是免费的，质疑为什么用户要为一个内置 ChatGPT 的猫形设备付费（@mnbhv, 6分） ③ 也有评论建议如果做开发日志，要以具体“工件”为中心，用 20 秒展示一个行为、一个 bug 和一次改进，因为对物理伴侣来说，微小动作比长篇文案更能建立信任（@Specialist_1709, 2分；@Mr_Baddiee-1520, 1分；@Objective-Can108, 1分）
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- @Practical_Sir8080 (7): I didn't read a single sentence about you speaking to actual customers before building this?
- @mnbhv (6): Problem is we already have tons of AI companions. Many are free. Why would someone pay to have CHPT inside a cat avatar.
- @Specialist_1709 (2): Dev logs are probably the right move, but make them artifact-first: 20 sec clips of one behavior, what broke, what you changd, why it matters. For a physical companion, people need to see tiny moments before they trust the big story.
- @Mr_Baddiee-1520 (1): Yeah this is probably the kind of content people actually stop to watch now. Small real moments feel way more convincing than polished promo videos.
- @Objective-Can108 (1): This sounds really cool but also like one of those things that's impossible to judge from a text description. The difference between a cute companion and a creepy robot is all in the micro-expressions and movement. Hard to imagine without seeing it in action.
作者为自己应用开发了一个极简的 App Store 截图生成网站，用来替代市面上复杂笨重的截图制作工具。
i actually built this as an internal tool for my own app. I googled "App store screenshot maker" and the websites i found were super clunky and complicated. 50+ buttons, confusing UX, need to sign up…
受众观点：① 关注上架 App Store、需要频繁更新截图的独立开发者 ② 想做小而美工具、寻找真实痛点切入点的 side project 开发者 ③ 对设计不敏感但想快速产出合格营销素材的技术向创作者。
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articuler.ai 是一款用 AI 帮你精准匹配投资人或专业人士的社交网络工具，试图用语义理解替代传统基于关键词的职业社交搜索。
articuler.ai
受众观点：① 依赖人脉和投资人资源的早期创业者和独立开发者（Overview 文案强调找到能投你钱或加入团队的“对的人”） ② 做招聘、销售或 BD 的从业者，希望用 AI 提升找人效率（与 LinkedIn、CoffeeSpace、Starthawk 等对比说明这类用户群体） ③ 关注 AI 在社交网络中应用的产品经理和增长负责人（Indiedex 等替代品说明这是一个竞争激烈但机会很大的赛道）
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- @Overview (0): * [Launches2](/products/articuler-ai#launches) * [Reviews1](/products/articuler-ai/reviews) * [Alternatives](/products/articuler-ai/alternatives) * [Built with](/products/articuler-ai/built-with) * [Team](/products/articuler-ai/makers) * [Awards](/products/articuler-ai/awards) *…
- @LinkedIn (0): Connect, apply, and find jobs [4.6(72 reviews)](/products/linkedin/reviews) [Social Networking](/categories/social-networking)[Professional networking platforms](/categories/professional-networking)
- @CoffeeSpace (0): Swipe to meet others exploring ideas and find your cofounder [4.7(3 reviews)](/products/coffeespace/reviews) [Social Networking](/categories/social-networking)[Professional networking platforms](/categories/professional-networking)
- @Starthawk (0): The perfect place to find a co-founder [1.0(1 review)](/products/starthawk/reviews) [Social Networking](/categories/social-networking)[Professional networking platforms](/categories/professional-networking)
- @Indiedex (0): Connect with other indie hackers in seconds [5.0(1 review)](/products/indiedex/reviews) [Social Networking](/categories/social-networking)[Professional networking platforms](/categories/professional-networking)
Graphbit 推出的 PRFlow 是一款 AI 代码审查工具，主打在每个 Pull Request 上自动发现安全漏洞并学习团队代码风格。
GraphBit
受众观点：① 维护复杂代码库、担心安全漏洞漏检的后端和全栈工程师（Overview 提到在 10 个真实项目中发现安全问题） ② 想提升代码质量又不想牺牲开发者体验的技术负责人（GraphBit 自述强调“开发者快乐”和性能兼得） ③ 正在评估 AI 工具栈的 CTO、架构师和 DevOps 工程师（与 LangChain、Langfuse、Mistral 等基础设施工具一起出现，说明这类人会关注）
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- @Overview (0): * [Launches2](/products/graphbit#launches) * [Reviews21](/products/graphbit/reviews) * [Alternatives](/products/graphbit/alternatives) * [Built with](/products/graphbit/built-with) * [Forum](/p/graphbit) * [Team](/products/graphbit/makers) * More This is the 2nd launch from Grap…
- @Langchain (0): LangChain’s suite of products supports AI development [5.0(104 reviews)](/products/langchain/reviews)
- @n8n (0): Workflow automation for technical people [4.8(62 reviews)](/products/n8n-io/reviews) [No-code Platforms](/categories/no-code-platforms)[Automation tools](/categories/automation) [Mistral AI](/products/mistral-7b) Open and portable generative AI for devs and businesses [5.0(38 re…
- @Langfuse (0): Open Source LLM Engineering Platform [5.0(45 reviews)](/products/langfuse/reviews) [AI Infrastructure Tools](/categories/ai-infrastructure)[AI Metrics and Evaluation](/categories/ai-metrics-and-evaluation) [View more ](/products/graphbit/alternatives)
- @GraphBit (0): This made our day. We built GraphBit so you don’t have to choose between developer joy and raw performance. If you kick the tires, I’d love your notes on the observability flows. Upvote Report Share 8mo ago [Monir Zaman](/@monir%5Fzaman4) •[1 review](/@monir%5Fzaman4/reviews) St…
OpenJobs AI 是一款端到端的 AI 招聘工具，从搜人、筛选到个性化外联和跟进都由 AI 招聘官自动完成。
OpenJobs AI
受众观点：① 需要高频招聘但缺乏专职 HR 的初创公司创始人和技术负责人（Overview 强调只要描述岗位，AI 就能全流程执行） ② 做招聘、猎头或 HR SaaS 的从业者，想用 AI 提升效率（与 Hyring、HireQuotient 等工具并列说明这类用户群体） ③ 对“AI 取代部分白领工作流程”感兴趣的开发者和产品经理（端到端自动化招聘是一个典型用例）
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- @Overview (0): * [Launches2](/products/openjobs-ai#launches) * [Reviews1](/products/openjobs-ai/reviews) * [Alternatives](/products/openjobs-ai/alternatives) * [Built with](/products/openjobs-ai/built-with) * [Team](/products/openjobs-ai/makers) * [Awards](/products/openjobs-ai/awards) * More…
- @Hyring (0): Hire more humans with AI [4.9(7 reviews)](/products/ai-interviewer-by-hyring/reviews) [Job boards](/categories/job-boards)[Hiring software](/categories/hiring-software)
- @Clous (0): Productivity tool for hiring teams [5.0(2 reviews)](/products/cloush-demo/reviews) [AI Chatbots](/categories/ai-chatbots)[Job boards](/categories/job-boards)
- @Braintrust (0): The First User-Owned Talent Network [5.0(1 review)](/products/braintrust/reviews) [Job boards](/categories/job-boards)[Hiring software](/categories/hiring-software)
- @HireQuotient (0): A Great Hiring Story Begins with HireQuotient [5.0(14 reviews)](/products/hirequotient/reviews) [Team collaboration software](/categories/team-collaboration)[Hiring software](/categories/hiring-software)
Genpire AI 试图把“vibe-coding”理念用在实体商品上，让用户用自然语言描述想法就能生成鞋子、配饰等实物产品的设计图和打样资料。
Genpire
受众观点：① 想做自有品牌但缺乏设计和供应链资源的独立创业者（Genpire 的 Maker 描述直接点名做拖鞋、配饰等小品牌） ② 做 DTC、跨境电商或按需生产的运营和产品经理（与 Albato、Happycapy 等自动化和 agent 工具一起出现，说明这类人会关注自动化链路） ③ 对“AI + 实体经济”结合感兴趣的开发者和设计师（从 v0、Gemini 等工具延伸到物理世界是一个新趋势）
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- @Overview (0): * [Reviews](/products/genpire-ai/reviews) * [Alternatives](/products/genpire-ai/alternatives) * [Built with](/products/genpire-ai/built-with) * [Forum](/p/genpire-ai) * [Team](/products/genpire-ai/makers) * [Awards](/products/genpire-ai/awards) * More Free Options Launch tags:[D…
- @Albato (0): No matter the process. Automate it with no-code. [4.8(144 reviews)](/products/albato/reviews) [No-code Platforms](/categories/no-code-platforms)[Automation tools](/categories/automation) [Magic Patterns](/products/magicpatterns) Design your product ideas with AI. [4.9(16 reviews…
- @Happycapy (0): The agent-native computer, for the rest of us [4.8(37 reviews)](/products/happycapy/reviews) [AI Workflow Automation](/categories/ai-workflow-automation)[AI Engineer](/categories/ai-engineer)
- @Uizard (0): App, web, & UI design made easy - powered by AI [4.2(12 reviews)](/products/uizard/reviews)
- @Genpire (0): Maker 📌 Hey Product Hunt 👋 Even with all the new AI tools out there, it’s still way harder to launch a physical product than to launch an AI-powered app. Creating something like a flip-flop brand or an accessories line, for example, still requires design skills, tech packs, sour…
ClawSecure 是一款专门给 AI Agent 用的安全防护工具，提供安装前扫描、运行时监控和子 200ms 的安全校验 API。
ClawSecure
受众观点：① 正在搭建多 agent 系统或允许用户安装第三方 agent 的开发者和平台方（ClawSecure Maker 提到 41% agent 危险、1/5 向攻击者发数据等数据） ② 负责合规和安全的 CTO、安全工程师和风控负责人（与 Vanta、Sprinto、Aikido Security 等安全合规工具并列） ③ 想做 AI 插件市场或 agent 平台的独立开发者（需要在早期就考虑安全基建，避免后期补课成本过高）
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- @Overview (0): * [Launches2](/products/clawsecure#launches) * [Reviews](/products/clawsecure/reviews) * [Alternatives](/products/clawsecure/alternatives) * [Built with](/products/clawsecure/built-with) * [Forum](/p/clawsecure) * [Team](/products/clawsecure/makers) * More This is the 2nd launch…
- @Vanta (0): Automate compliance and streamline security reviews [4.7(13 reviews)](/products/vanta/reviews) [Compliance software](/categories/compliance-software)[Security software](/categories/security-software)
- @Sprinto (0): Automate Compliance -> Automate Trust -> Automate Growth [5.0(10 reviews)](/products/sprinto/reviews) [Automation tools](/categories/automation)[Compliance software](/categories/compliance-software) [Aikido Security](/products/aikido-2) Secure everything you build, host, and run…
- @ClawSecure (0): Maker 📌 Hey Product Hunt! 👋 I'm J.D., founder of ClawSecure. Your AI agents are running with full system access. No verification. No oversight. 41% are dangerous. 1 in 5 send data to attackers. 22.9% silently mutate code after install. 1.6M+ get installed every week. Zero securi…
- @ClawSecure (0): Maker