Hacker News 讨论 GLM 5.2 模型的体验和性价比，认为其在推理效率、价格和能力上逼近 GPT 5.5、Opus 等前沿模型，对主流闭源厂商形成压力。
GLM-5.2 is the new leading open weights model on Artificial Analysis ① 关注 GLM 5.2 在推理效率和输出 token 消耗上与 GPT 5.5、Opus 等对比数据的技术用户（@Tiberium） ② 认为 GLM 5.2 以“Opus 4.7 级别质量+极低价格”冲击市场、在第三方平台上被打包成无限 token 服务的开发者（@unrvl22） ③ 注意到 GLM 在智能 vs 输出 token 图表上位置尴尬、担心其在效率维度仍有短板的从业者（@nh43215rgb）
Hacker News 讨论普通消费者对“AI 加持”产品的反感，质疑厂商用 AI 裁员涨价却没给用户带来实际价格或体验红利。
① 关注 AI 产品如何真正惠及终端用户、而不是只服务资本市场的开发者和产品人（@dbalatero） ② 对“AI=裁员+降质”叙事感到担忧、希望看到更负责任用法的技术从业者（@zx8080） ③ 在产品文案中纠结要不要高调宣传 AI、担心引发用户反感的创业者（@trollbridge）
Hacker News 讨论一款名为 lore 的新版本控制或协作工具，围绕其相对 Git/SVN 的优势、对游戏开发大文件场景的支持以及域名浪费等展开争论。
① 关心 lore 是否会像 Epic 赠送软件那样改变开发工具生态、甚至牵扯到 Git 生态和诉讼的开发者（@headwayoldest） ② 做 Unity/Unreal 等游戏项目、对 Git LFS 成本和体验不满、在寻找更好大文件版本管理方案的人（@bachittle） ③ 觉得 Git/SVN 已经够用、质疑 lore 价值主张、想知道它到底好在哪里的工程师（@gbraad）
Hacker News 讨论 GLM 5.2 模型的体验和性价比，认为其在推理效率、价格和能力上逼近 GPT 5.5、Opus 等前沿模型，对主流闭源厂商形成压力。
① 关注 GLM 5.2 在推理效率和输出 token 消耗上与 GPT 5.5、Opus 等对比数据的技术用户（@Tiberium） ② 认为 GLM 5.2 以“Opus 4.7 级别质量+极低价格”冲击市场、在第三方平台上被打包成无限 token 服务的开发者（@unrvl22） ③ 注意到 GLM 在智能 vs 输出 token 图表上位置尴尬、担心其在效率维度仍有短板的从业者（@nh43215rgb）
在法国埃维昂举行的 G7 峰会上，特朗普与 Anthropic、OpenAI、Google DeepMind、Mistral 等前沿 AI 公司 CEO 举行闭门午餐会，围绕 AI 促进经济增长、美国主导的 AI 安全联盟、对华高端芯片与模型出口限制以及 Anthropic Fable/Claude 访问受限等议题引发多平台热议
在法国埃维昂举行的 G7 峰会上，特朗普与 Anthropic、OpenAI、Google DeepMind、Mistral 等前沿 AI 公司 CEO 举行闭门午餐会，围绕 AI 促进经济增长、美国主导的 AI 安全联盟、对华高端芯片与模型出口限制以及 Anthropic Fable/Claude 访问受限等议题引发多平台热议。
受众观点：跨平台评论最集中的焦点有三块：
1）谁在桌边、谁被排除在外，以及这对权力格局意味着什么。Reddit 上 @BiscottiPitiful（304 分，r/ClaudeAI）直接问“Salesforce CEO 在那干嘛？”，后续多条高赞跟帖吐槽传统企业凭 CRM 也能坐上 AI 规则桌；另一条推文下 @gurtej__gill_（0 分，X）则指出“Notice how nobody representing open source got invited.”，凸显开源阵营被排除在谈判之外。
2）美国主导的 AI 联盟与对华芯片/模型封锁。X 上 @roeytechai（1 分）支持 Dario“blocking China from top AI chips”，认为算力就是未来十年权力的钥匙；同一线程中 @Simply_AI_00（1 分）把这包装成“strategic realism”，强调前沿 AI 不应赋能“adversaries”。而在 Reddit 的政策向讨论里，@Emergency-Bobcat6485（5 分，r/ClaudeAI）追问“US and its allies only get the models themselves? And who is US allies…?”，以及 @unspecified_person11（23 分）直言“American AI companies are the risk.”，体现出对美方垄断话语权和技术的强烈警惕。
3）普通用户对 Fable/Claude 访问受限的愤怒与无力。r/ClaudeAI 的 EU 领导人相关帖中，@Bernie4Life420（72 分）调侃“Everytime I see a Fable article Anthropic should reset my Opus tokens.”，@fumi2014（10 分）则直白喊话“Get the Fable back.”，把宏大地缘政治落回到“我用不上最强模型”的具体痛点；另一条帖里 @BWVEntreprenuer（69 分）用“User Advantage ❌ CEO Advantage ✅”概括了大家的共识：这场闭门会更像是 CEO 与政府之间的利益协调，而不是为终端用户争取权益。
IETF 通过 RFC 10008 正式引入新的 HTTP QUERY 方法，用于携带请求体的只读查询请求，解决用 POST 假装只读和 GET 查询字符串长度受限等长期痛点，在 Reddit 和 HN 上引发大量后端与前端开发者讨论其语义、兼容性和实际落地前景
IETF 通过 RFC 10008 正式引入新的 HTTP QUERY 方法，用于携带请求体的只读查询请求，解决用 POST 假装只读和 GET 查询字符串长度受限等长期痛点，在 Reddit 和 HN 上引发大量后端与前端开发者讨论其语义、兼容性和实际落地前景。
受众观点：跨平台评论主要围绕三个焦点：
1）语义纠偏与开发者爽点：很多人对终于有语义正确的只读查询方法感到解气。Reddit 上 @Upbeat-Hat-6582（410 分，Reddit）说「Using POST just to send a complex query body while pretending it's read-only has always been the ugly workaround nobody wanted to admit was a workaround」，认为 GraphQL/OData 用户会特别受益；HN 上 @toybeaver（score 未标明，HN）也表示自己从来不喜欢 `POST /search` 这种设计，新方法让 API 更干净。
2）GET 查询字符串长度和书签问题：HN 上 @lanycrost（HN）提到「query strings always had size limit, seems this new type will solve it」，期待用 QUERY 携带大 JSON 过滤条件；另一位 @andltsemi3（HN）则担心如果 QUERY 真要替代带 query string 的 GET，就需要浏览器书签支持保留请求参数，否则会影响可书签化体验。
3）兼容性与中间件风险：Reddit 上 @yksvaan（80 分，Reddit）直言「very skeptical to using this because there's a ton of network infrastructure that might or might not do something weird with such method」，担心各种网关和代理乱改请求；HN 上 @haeseong（HN）引用 WebDAV SEARCH 的历史经验，指出很多代理会剥离未知方法的 body 或直接拒绝，从而质疑 QUERY 在真实生产环境中的可行性。
OpenAI 展示了 GPT-5.4 搭配 Maria AI 与专用实验室，在药物化学中优化 Chan-Lam 偶联反应的真实案例：模型从文献综述、假设提出到实验设计与结果解读，驱动 1 万余次反应测试，大幅提升关键底物收率，完整跑通一次科研闭环
OpenAI 展示了 GPT-5.4 搭配 Maria AI 与专用实验室，在药物化学中优化 Chan-Lam 偶联反应的真实案例：模型从文献综述、假设提出到实验设计与结果解读，驱动 1 万余次反应测试，大幅提升关键底物收率，完整跑通一次科研闭环。
受众观点：跨评论区的关注点主要集中在两类：一是对具体化学反应与科研流程的好奇，二是对 OpenAI 模型策略与 4o 被下线的不满情绪。在技术细节上，@OpenAI（score 215，Twitter）补充说明这是针对 Chan-Lam 偶联中一类历史上收率很低的原料（primary sulfonamides）的优化，并强调这是前沿模型参与“文献综述→假设→实验设计→数据解读”的完整科研循环；在实验规模上，另一条主帖中提到 Maria 在 10,080 个反应上测试条件，并在 88% 硼酸和 83% 磺酰胺上提升收率，引发不少对“AI 做实验设计”的讨论。另一方面，评论区大量高赞回复把话题引向 GPT-4o：例如 @JoeWilliams010（score 37，Twitter）指责「Altman 把 4o 拿去做长寿研究，要求把 4o 还给用户」，@keepgpt4o（score 26，Twitter）声称「4o 在一切方面都优于 5.x，OpenAI 只会换皮和锁创新」，@Valria34773（score 25，Twitter）则指控存在 GPT-Rosalind 等基于 4o 的“精英专用模型”。还有用户 @Chaos2Cured（score 22，Twitter）表示不再信任任何实验结果，认为公司为了与生物科技做“后门交易”而锁死创新。这些评论说明受众一方面认可“AI+实验室”的潜力，另一方面对模型命名、版本策略和可获得性极度敏感，容易把任何科研成果解读为对 4o 下线的辩护或掩饰。
研究者围绕 Jacob Li 的一项新工作，探索让智能体像人类读教材和文档那样在新领域中形成深度专业能力，并据此提出一个可度量、可基准测试的代理“智能”定义，指出现有代理在该标准下仍相当原始
研究者围绕 Jacob Li 的一项新工作，探索让智能体像人类读教材和文档那样在新领域中形成深度专业能力，并据此提出一个可度量、可基准测试的代理“智能”定义，指出现有代理在该标准下仍相当原始。
受众观点：评论目前集中在作者本人对工作的补充说明，而非大规模围观讨论。一条高赞自评来自 Twitter @lateinteraction（score 13，Twitter），直接给出博客链接并强调“Read Jacob's thread or jump right into his blog post”，说明受众主要在意原始技术细节和完整论证。另一条评论同样来自 Twitter @lateinteraction（score 10，Twitter），指出“current agents are NOT very intelligent by that measure yet - but we might not be that far off...”，反映读者关心的是：在这套新定义下现有 agent 究竟有多弱、距离“像人一样读书学会一门新领域”还有多远，以及这是否意味着可以很快构建出更通用、更可评估的智能体。
独立创作者在 X 上吐槽自己盯了多年的短用户名 @jed，正在和持有者在 Instagram 上谈判 1.5 万美元转让价，引发大家围绕社交账号用户名价值和是否值得花钱购买的热烈讨论
独立创作者在 X 上吐槽自己盯了多年的短用户名 @jed，正在和持有者在 Instagram 上谈判 1.5 万美元转让价，引发大家围绕社交账号用户名价值和是否值得花钱购买的热烈讨论。
受众观点：评论区主要围绕两个焦点：一是质疑花 1.5 万美元买用户名是否值得，例如 X 上 @jayms71（score 968）直接回“@jedcal your a nobody, no”，认为创作者还不够有名，不值得花这笔钱；@ifourth（score 181）则说“@jedcal I already remember you as ‘jedcal’ so not worth it. Save the $15k lol”，强调现有 ID 已有记忆度。二是从品牌和风险角度劝阻交易，@Vishnu44__（score 39）评论“@jedcal jedcal is your brand lol, wouldn’t be recognizable if it was just jed”，认为更换为通用短名反而削弱个人品牌；@nicogioino（score 91）提醒“@jedcal Dont, you’ll get banned”，担心违反平台规则导致封号。这些高赞评论共同反映出受众更关心个人品牌长期价值与平台合规风险，而不是单纯的虚荣心满足。
Matt Pocock 宣布 skills 仓库发布 v1，大幅降低技能描述的 token 成本，并区分模型可调用和用户可调用技能，新增多种技能并重写写作指南。
Announcing mattpocock/skills v1 - Achieved a 63% reduction in token cost for skill descriptions - Split skills into model-invocable and user-invocable skills, adding /codebase-design, /domain-modelin…
受众观点：① 开发者关心新版 skills 的具体变化和配套视频说明，想快速理解如何升级使用（@mattpocockuk, 42likes） ② 有人好奇 /writing-great-skills 背后的方法论，是个人经验还是有系统研究支撑（@geren8te, 3likes） ③ 部分用户在问如何从旧版迁移并清理废弃技能，说明升级路径和兼容性是痛点（@mpela81, 1likes）
展开评论
- @mattpocockuk (42): Get the video about the changes here first: https://t.co/qfLUoaArku
- @woodchipdaddy (7): @mattpocockuk What about 'Be A Baller - Like Matt' skill, when do we get that one??!
- @olidondev (5): @mattpocockuk https://t.co/vc1IRM9KDj
- @geren8te (3): @mattpocockuk Nice! How'd you write the "writing great skills"? Is it mainly your preferences or is there anything more research based on making better skills?
- @mpela81 (1): @mattpocockuk How to migrate from the previous version and remove the obsolete ones using https://t.co/bjzV2iI2c7 installer?
Claude 官方介绍 Claude Design 新功能，可保持与设计系统一致、在画布上直接编辑，并与 Claude Code 及更多常用工具打通。
New in Claude Design: it stays on brand with your design system across projects, lets you edit directly on the canvas, syncs with Claude Code, and connects to more of the tools you already use. https…
受众观点：① 官方强调可以从代码库或设计文件导入设计系统，并用真实组件生成界面，保证输出符合现有规范（@claudeai, 154likes） ② 不少用户对产品更新本身兴趣一般，更在意娱乐内容如 Fable 5，吐槽这类更新“无聊”（@tonysimons_, 144likes） ③ 有用户直接表示不关心设计功能，只希望团队把精力放在 Fable 等热门功能上，反映出预期与路线的落差（@xqcdp, 41likes）
展开评论
- @claudeai (154): Import your design system from a repo, design files, or your codebase. Claude builds with your real components and checks its own output against your design system before you see it.
- @tonysimons_ (144): @claudeai New in Claude Design: 😴😴😴 Boring. If it ain’t Fable 5 comin’ back, we don’t care to hear about it. Signed, The Internet
- @Arm4x (42): @claudeai https://t.co/tCpug8YccC
- @xqcdp (41): @claudeai None cares about this, work on getting fable back https://t.co/YKyH1XAkSG
- @Miss_Baphy (23): @claudeai Neat. Can you design Fable 5 with it?
OpenAI 分享 GPT-5.4 搭配 Maria AI 和专用实验室，在药物化学中为 Chan-Lam 偶联反应提出改进方案并获得实验验证的案例。
GPT-5.4 helped drive a medicinal chemistry project from literature review to a validated experimental result. Paired with https://t.co/gcDaph8b2B’s Maria AI and specialized lab, the model proposed an…
受众观点：① 官方补充说明这是针对 Chan-Lam 偶联中原本收率较低的原初磺酰胺反应，强调在真实药物化学流程中的改进意义（@OpenAI, 215likes） ② 有用户长文列举 GPT-4o 在医学诊断、USMLE 考试和临床研究中的大量成果，质疑为何要下线 4o 而推新模型（@Blue_Beba_, 59likes） ③ 多条评论要求“把 4o 还回来”，认为 4o 在医疗等场景表现更强，对 OpenAI 产品线和资源分配表达不满（@frostybaby13, 40likes；@JoeWilliams010, 37likes）
展开评论
- @OpenAI (215): The reaction is Chan-Lam coupling, a method chemists use to build pharmaceutically relevant molecules. One difficult version, involving primary sulfonamides, has historically produced low yields, limiting how useful it can be in medicinal chemistry. https://t.co/RnnEiscnEg
- @Blue_Beba_ (59): Here we go again... 📌 GPT-4o 10 June 2026 research : 1,000 participants. Two randomized experiments. Significant improvement in patient understanding. Published in JMIR Human Factors. Peer-reviewed. Clinical trial registered. Source : https://t.co/lCR55V08UN 🚨GPT-4o clocked a st…
- @frostybaby13 (40): @OpenAI And GPT-4o made world's first personalized cancer mRNA vaccine, return it!!! https://t.co/mBa2NUBLZq
- @JoeWilliams010 (37): @OpenAI Give us our 4o back! Altman is using it for his own longevity research. Stop hogging it and share it with humanity you ultimate hypocrites! #keep4o https://t.co/veMrbHQscx
- @RachaelMillett2 (31): @OpenAI See how we mention what model it is when it *wasn’t* 4o
John Schulman 提醒大家著名强化学习算法 PPO 当年曾被 NIPS 2017 拒稿，引发对 AI 会议评审质量和历史眼光的热烈讨论。
PPO: rejected from NIPS 2017
受众观点：① 有研究者分享自己在同一届会议上用简单拼接 SOTA 方法就能发文，认为 AI 领域的同行评审早就存在质量问题（@jsuarez, 76likes） ② 有人好奇当年拒稿意见的具体内容，希望看到评审报告来理解当时的质疑点（@thegautamkamath, 31likes） ③ 其他人提到一些同样被拒但后来影响巨大的工作，借此说明评审对长期影响的判断经常失误（@DhruvSrikanth, 22likes）
展开评论
- @jsuarez (76): @johnschulman2 That's where my first conference paper got accepted! I just slammed together two SOTA language modeling methods and got +2%. Peer review in AI was a farce long before LLMs
- @thegautamkamath (31): @johnschulman2 I know people would be interested to see the reviews if you still have them!
- @DhruvSrikanth (22): @johnschulman2 I think https://t.co/pZZOom0BIi was rejected as well so its in good company
- @hallerite (17): @johnschulman2 with what reasoning?
- @silver__tsuki (14): @johnschulman2 @shizhediao “By 2026 it will be clear that the impact of PPO on RL has been no greater than careful hyperparameter tuning” - The reviewer https://t.co/NUy81BbmHQ
Claude 开发者团队回顾在旧金山举办的 Claude Build Day 活动，300 名开发者一天内完成作品并评选出多个获奖 Demo。
Thanks for building with us at Claude Build Day! 300 builders spent their Saturday with us in SF, and we're blown away by what you made in a single day. Here are all the winning demos: 🧵 https://t.co…
受众观点：① 官方重点介绍一等奖项目 Tekton，用证据驱动的 3D 重建方式还原唐代建筑，并强调每个组件都可追溯到历史来源（@ClaudeDevs, 161likes） ② 不少用户继续调侃或抱怨 Fable 下线，希望看到与 Fable 相关的活动而不是通用 Build Day（@solomonneas, 59likes） ③ 有用户直接质疑当前模型质量，认为 Claude 版本退步、产品方向偏离用户期待（@voidfreud, 12likes）
展开评论
- @ClaudeDevs (161): 🥇 1st Place: Tekton Holly Tang & Austin Burgess built an evidence-driven 3D reconstruction platform that brings Tang Dynasty architecture back to life, with every component traceable to its historical source
- @solomonneas (59): @ClaudeDevs Where's Fable 5 build day? https://t.co/cwAYxAxdNf
- @patricioirivera (17): @ClaudeDevs https://t.co/686QNSSWy1
- @voidfreud (12): @ClaudeDevs This is laughable. Fix your models, you are selling fakes. Fix your harvest that even Mythos is, apparently, unable to fix (let Boris loop it). We are the ones paying, we want Claude back, not this impostor model you are selling as Opus 4.8.
- @steven_braham (10): @ClaudeDevs Imagine what they could have build if Fable was still available...
thdxr 吐槽当前大模型推理基础设施还很原始，新模型一上线就把提供商挤爆，距离传统基础设施的可靠性还有很大差距。
inference is still so primitive every time we roll out a new model our providers go down (glm 5.2 right now) with the traffic gonna be a while before these things are as reliable as traditional infra
受众观点：① 有人指出传统基础设施单次计算需求没这么高，当前模型又大又贵，加上补贴导致大家疯狂刷 token，放大了不稳定性（@avrldotdev, 11likes） ② 有人建议通过连接多个上游做故障转移和负载均衡，说明开发者在寻找工程层面的解决方案（@OrcaRouter, 1likes） ③ 其他评论把现状类比为热门游戏发售日的服务器挤爆，或吐槽部分模型提供商 TPS 低、可用性差，难以和大厂竞争（@davidlinclark, 1likes；@RimasXYZ, 0likes）
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- @avrldotdev (11): Traditional infra never needed so much compute at once, we need efficient models with higher intelligence, which ig will take some time to come by. Also heavy subsidy makes people go crazy with tokens, this will also plateau eventually and there will be a good baseline of comput…
- @OrcaRouter (1): @thdxr Why don't you connect with multiple upstreams and do failover load balancing?
- @davidlinclark (1): @thdxr It's more like the dynamics of an old school video game midnight release "Shucks, Bedrock Boutique's plum out!! Everyone go to Azure Devstop! WAIT THEY HAVE AVAILABILITY AT GOOGLE CLOUD MART
- @buildaditya (1): @thdxr we're spoiled by traditional infra tbh if postgres went down every time a popular app launched people would call it unusable 😭 ai infra still feels like the early cloud days sometimes
- @RimasXYZ (0): @thdxr that’s what i don’t like about the chinese models, most of them have very low tps and terrible uptime hard to compete with the closed source giants
thdxr 感叹当前创业环境里，连“做工具的工具”都被再包一层抢入口，大家在焦虑中疯狂叠加中间层。
this dynamic is really crazy right now even things for building other things are getting wrapped with another layer trying to be the access point everyone is flailing, full of anxiety, zero restraint
受众观点：① 有开发者自嘲也是“做做东西的东西的人”，共鸣于工具链被一层层包装的现状（@mitsuhiko, 52likes） ② 有人调侃最终一切都会变成 token，暗示当前生态被计费和抽象层主导（@FredKSchott, 5likes） ③ 其他评论感叹从未见过如此疯狂的环境，或讨论“电钻也是工具的工具”这类比喻，反映大家对元工具创业的复杂情绪（@wwwjim, 3likes；@linusbehrbohm, 2likes）
展开评论
- @mitsuhiko (52): @thdxr Hello fellow builder of things for building other things.
- @motonarola (6): @thdxr https://t.co/CwRSZs89Bj
- @FredKSchott (5): @thdxr in the end there will just be tokens
- @wwwjim (3): @thdxr truly crazy, never seen it like this in my entire life
- @linusbehrbohm (2): @thdxr > builds a power drill > you are not actually building anything literally every product is just a means to an end.
Vercel CEO rauschg 晒出部分筹办 Vercel SHIP London 活动的团队合照，感谢幕后成员的付出。
(Part of) the wonderful team that made Vercel SHIP London possible 🫶 https://t.co/X0BWDRSdDp
受众观点：① 评论多在夸大家状态好、气色佳，带一点轻松玩笑氛围（@robj3d3, 6likes） ② 有人用表情和梗图表达对团队的支持和喜爱，强化社区归属感（@sonofalli, 4likes；@hieuSSR, 4likes） ③ 也有团队成员自嘲灯光让自己头发显得更白，体现内部轻松氛围（@breakuptacos, 3likes）
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- @robj3d3 (6): @rauchg Dang, everyone is glowing I want a list of whatever you guys eat!!
- @sonofalli (4): @rauchg 🐐🐐🐐
- @hieuSSR (4): @rauchg can't unsee it https://t.co/vpXRP6QuWT
- @breakuptacos (3): @rauchg The lighting really makes my hair look grey. 😬
- @banf (3): @rauchg @hugorcd spotted !!!
Nat Friedman Lambert 吐槽最近围绕 PPO 和 GRPO 的争论，表示其实关键只是策略梯度方法本身好用，引出对 RL 算法选择的讨论。
I was not ready for this PPO vs GRPO debate. Here we go again. The truth is just that policy gradient good.
受众观点：① 有研究者直言 GRPO 算法本身并不好，只是因为很多大模型团队不会或不愿意训练价值函数才被采用，在传统 RL 任务上表现并不理想（@jsuarez, 39likes） ② 有人希望作者能系统科普这一点，说明在什么场景下该如何选择和理解这些 RL 方法（@xlr8harder, 10likes） ③ 也有人批评大家动辄根据一两篇实验就宣布某类方法“已死”，提醒不要被实验室宣传带节奏（@MRashadnow, 6likes）
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- @jsuarez (39): @natolambert It's a stupid debate. GRPO is a bad algorithm, used because LLM people can't train value functions. Try GRPO in non-llm RL and it won't be close
- @xlr8harder (10): @natolambert Do you educate on this point anywhere because it seems like it would be useful
- @MRashadnow (6): @natolambert People will read an experiment from an ai lab and start announcing the death of stuff
- @machinestein (5): @natolambert All the same with a good pre training
- @hmmmmmstt (3): @natolambert Would it make sense to read RLHF as the first introduction to RL? Or does the book assume some base knowledge of RL for the reader?
Matt Pocock 预告即将向自己的 skills 仓库提交一个巨大的 PR，对技能集合做大幅更新和重构。
About to slam a huge PR to my skills repo Very excited about this
受众观点：① 有人用表情和动图回应，表达对这次大更新的期待和好奇（@ItsZigfreed, 2likes；@prathamdby, 1likes） ② 有用户调侃自己的 agentskills 列表越来越长，说明大家在积极收集和尝试不同技能（@chineselarper, 1likes） ③ 也有人直接问“如何测试这些技能”，暴露出社区在技能测试框架和验证方法上的需求（@yusufssavas, 0likes）
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- @ItsZigfreed (2): @mattpocockuk https://t.co/fhxn2Wd8dB
- @chineselarper (1): @mattpocockuk my GitHub agentskills slop-list getting bigger
- @JamesHurburgh (1): @mattpocockuk I am also excited. :D
- @prathamdby (1): @mattpocockuk 👀 omw to watch it
- @yusufssavas (0): @mattpocockuk how do you test your skills?
dvassallo 分享给孩子用 Cursor 做网页小游戏后，自建一套从单仓库多文件夹自动部署到 Hetzner 服务器的轻量后端托管方案，替代 GitHub Pages 限制。
A few months ago my kids started vibecoding little web games with Cursor and wanted their friends to play them. GitHub Pages was fine until the games needed real backends, so I hacked together a setu…
受众观点：① 觉得这是把随手脚本打磨成通用部署工具的好思路，期待开源或产品化（@bardonadam, 2likes） ② 有人正打算把项目从 Vercel 迁出，认为这种方案可能是更可控的替代选项（@shrimalmadhur, 2likes） ③ 开发者把它视作 Coolify、Dokploy 这类平台的轻量替代，并关注通过 Cloudflare Tunnel 省掉反向代理的做法（@haltakov, 2likes）
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- @Hiraweb3 (3): @dvassallo This is vibe ops perfected
- @shrimalmadhur (2): @dvassallo I was exactly looking for this since I wanted to move some project off vercel. Going to try this out.
- @bardonadam (2): @dvassallo Very cool! I also have push to deploy setup for multiple projects on a single VPS, never occurred to me this could be packaged into a tool/service
- @haltakov (2): @dvassallo Sounds like a nice, lightweight alternative to Coolify or Dokploy. I like that you managed to even remove the reverse proxy using Cloudflare tunnels!
- @cajdavidson (1): @dvassallo Looks good, going to try this out!
Josh Purtell 转发开源社区新进展，称“瓦尔哈拉，开源终于从 GRPO 骗局中解放”，并强调 PPO 在长程智能体强化学习上的价值。
Valhalla! OSS is liberated from the GRPO grift at last No hate to DeepSeek for innovating on it as a solid baseline for math. But, good riddance https://t.co/DesoyBHXd3
受众观点：① 有人指出 GRPO 反而成了 GPU 富裕团队的玩法，讽刺其与最初 DeepSeek 提出的定位形成反差（@natolambert, 22likes） ② 作者本人补充强调，像 @sethkarten 这样的研究者已经用 PPO 在长程智能体 RL 上做出优秀成果，只是需要一些额外技巧（@JoshPurtell, 11likes） ③ 也有评论者表示会继续为 GRPO 辩护，说明社区在算法选择上仍存在分歧（@candyflipline, 4likes）
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- @natolambert (22): @JoshPurtell Is ironic that GRPO is for the GPU rich now as it came from Deepseek
- @JoshPurtell (20): https://t.co/38h9lQKMN9
- @JoshPurtell (11): Important to recognize that researchers like @sethkarten have been doing excellent, top-flight work with PPO on long-horizon agent RL, albeit with a few tricks. I'd be really excited for the OSS community to see what we can do to use scalable methods for LH in coming months
- @hallerite (8): @JoshPurtell we have been saying
- @candyflipline (4): @JoshPurtell i will defend GRPO until my last breath
mattpocock 夸赞 Dex 这个编码平台极大影响了自己使用 agents 的方式，并称其在对抗低质量“slop”代码方面很给力。
Dex has been very influential on how I work with agents. Great to have a coding platform fighting the good fight against slop
受众观点：① 有人一开始以为是在说另一位开发者 @thdxr，体现出 Dex 品牌和个人开发者形象之间的联想（@greg_horvay, 0likes） ② 用户关心 Dex 的安装分发方式，吐槽只支持 brew 安装不方便，说明开发者对工具接入门槛很敏感（@fernandoeeu_dev, 0likes）
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- @greg_horvay (0): @mattpocockuk Holy cow, I thought this was about @thdxr for a second
- @fernandoeeu_dev (0): @mattpocockuk Matt, extra NIT, but is it installable only via brew? Trying to leave its ecosystem lately
OpenAI 介绍一个用前沿模型辅助化学研究的案例，整个研究流程约耗时 2.5 个月，之后人类化学家再用半个月整理撰写结果，展示模型在文献综述、假设生成和实验设计等环节的作用。
The full process took about 2.5 months, plus another half month for human chemists to write up the results. This is an early example of frontier models supporting more of the scientific research loop…
受众观点：① 有开发者借机吐槽 Codex 使用有时会因为达到 5 小时或周度阈值被直接拒绝请求，希望 OpenAI 改为自动降级模型以保证开发连续性（@princebansal94, 0likes） ② 也有人只是转发相关链接，没有补充更多信息，说明目前评论区对具体科研流程细节的讨论还很少（@gorillapanics, 0likes）
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- @princebansal94 (0): @OpenAI Off topic but important: When Codex reaches threshold limit of 5 hour or weekly, please do not reject the requests, the better option is to downgrade the model so that development continuity can be maintained. Right now the whole development process stalls.
- @gorillapanics (0): @OpenAI https://t.co/QMthtjBoDG
OpenAI 分享一项用前沿模型优化有机合成条件的实验，Maria 基于一万多次反应数据提出新条件，人类化学家复现实验后发现大多数硼酸和磺酰胺的收率显著提升。
Maria tested the idea across 10,080 reactions, and human chemists later validated representative results by hand. Under the optimized conditions, yields improved for 88% of the boronic acids and 83%…
受众观点：① 关注 AI+科学研究的开发者好奇模型在真实化学实验中的作用边界和可靠性（@OpenAI, 121likes） ② 一线打工人从 88% 收率联想到「不用 AI 就要被裁员」的职场焦虑和效率压力（@AIBossGPT, 0likes）
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- @OpenAI (121): The full process took about 2.5 months, plus another half month for human chemists to write up the results. This is an early example of frontier models supporting more of the scientific research loop: reviewing studies, proposing hypotheses, designing experiments, interpreting d…
- @AIBossGPT (0): @OpenAI 88% yield. Translation: the boss is already drafting the layoff notice for anyone who doesn't use AI.
lateinteraction 夸赞 Jacob Li 的新工作，抱怨当前智能体获取新领域知识的方式太浅、太手工，希望像人类读教材和文档那样真正学出深度专业能力。
Been extremely excited about this work by @jacobli99! We're disappointed in the current ways our agents develop expertise in new domains. Very shallow and hand-engineered! Humans turn reading textboo…
受众观点：① 研究者和工程师都对现有 agent 学习方式不满，期待更自动化、更通用的知识获取机制（@lateinteraction, 13likes） ② 一部分人直接想看 Jacob 的技术细节和博客，关注具体方法而不是情绪宣泄（@lateinteraction, 13likes）
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- @lateinteraction (13): @jacobli99 Read Jacob's thread or jump right into his blog post at https://t.co/g2OGSnxRa0
Agent Arena 公布最新榜单，Kimi K2.7 Code 模型在总榜排第 19、开源模型中排第 6，基于数百万真实长链任务评估其在工具调用和多步代理任务上的综合表现。
Kimi K2.7 Code by @Kimi_Moonshot ranks #19 overall on the new Agent Arena leaderboard, and #6 among open models. In Agent Arena, we measure models on millions of real-world, long-horizon agentic task…
受众观点：① 有人细看子指标，注意到 Kimi 在工具幻觉上表现很好但可控性有所回退，关心不同能力之间的权衡（@arena, 3likes） ② 一些用户直接把名次变化解读为整体降级，情绪化评价模型更新（@AllThingsIntel, 0likes） ③ 也有人提到之前版本在可控性更好，关注版本间行为差异（@buildwithhassan, 0likes）
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- @arena (3): Kimi K2.7 Code ranks #19 overall (-2.7%) - #13 Confirmed Task Success (+3.8%) - #19 Bash Recovery (-1.8%) - #19 Praise vs. Complaint (-5.2%) - #27 Steerability (-12.2%) - tied for #1 Tool Hallucination (+1.9%) https://t.co/ishDcIeNod
- @AIToolsPromm (0): @arena @Kimi_Moonshot Impressive #19 overall for open weights. The steerability regression stands out — any early hypotheses from the data on why that happened (e.g., less overthinking leading to more direct but less adjustable outputs)? Would love to test it on some multi-step…
- @hoshiyomi_ai (0): @arena @Kimi_Moonshot don't let this post distract you from the fact that arena has decided to hide Le Chaton Fat from their leaderboards
- @AllThingsIntel (0): @arena @Kimi_Moonshot So it’s a downgrade, got it!
- @buildwithhassan (0): @arena @Kimi_Moonshot interesting that k2.6 was more steerable
Nat Lambert 写了一篇关于 Interconnects 通讯的现状总结，分享自己如何积累起一批忠实小众读者，以及接下来如何调整运营以保证长期可持续发展。
I wrote a little state of the union on the state of Interconnects, how I ended up with a loyal niche audience, and how I’m tweaking operations to ensure the long-term success here! Thanks for the sup…
受众观点：① 有读者半开玩笑猜测他会加入 NVIDIA，关注作者个人职业走向和与大厂的关系（@AradhyeAgarwal, 0likes） ② 其他潜在读者可能关心 Interconnects 这种技术通讯如何在信息过载中维持质量和节奏，但还没在评论里表达出来（推断自原文语气）
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- @AradhyeAgarwal (0): @natolambert Something tells me you'll be joining NVIDIA soon
lateinteraction 感叹这次研究带来的意外收获是首次得到一个自己满意的、可量化的智能体“智能”定义，并指出按这个标准当前 agent 其实还不算聪明。
one of the least expected side effects of this effort is that it gives us a measurable definition of agent “intelligence” that i’m happy with for the first time
受众观点：① 研究者对这类可度量的智能定义很感兴趣，希望有清晰的 benchmark 来指导模型和算法改进（@lateinteraction, 10likes） ② 工程师则关心按这个标准看当前 agent 还差多远，以及未来几年是否能在真实应用里达到「够用」的智能水平（@lateinteraction, 10likes）
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- @lateinteraction (10): and it appears that current agents are NOT very intelligent by that measure yet - but we might not be that far off from figuring out how to do it, now that’s it’s clearly defined and benchmarkable
Hacker News 讨论普通消费者对“AI 加持”产品的反感，质疑厂商用 AI 裁员涨价却没给用户带来实际价格或体验红利。
Sixty percent of US consumers say 'AI' in brand messaging is a turnoff
受众观点：① 关注 AI 产品如何真正惠及终端用户、而不是只服务资本市场的开发者和产品人（@dbalatero） ② 对“AI=裁员+降质”叙事感到担忧、希望看到更负责任用法的技术从业者（@zx8080） ③ 在产品文案中纠结要不要高调宣传 AI、担心引发用户反感的创业者（@trollbridge）
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- @dude250711 (0): Just clearly explain how you are translating all the AI "value" into a reduced price for me - consumer, and it will be welcome. E.g. Spotify is using AI extensively, consequently I expect them to reduce the price very soon. Maybe like a 50% cut.
- @voidUpdate (0): Maybe if marketing people stopped using the incredibly generic term "AI", and started actually saying what something is, it might work better. When you say "this app is powered by AI", do you mean Skynet, an LLM, or a basic machine learning system?
- @dbalatero (0): I could be wrong, but it feels like one issue is that AI seems to cater more as a signal to venture capital and the internals of the tech industry in a lot of these products, while consumers just want to know "what is this product going to actually do for me," and care less abou…
- @zx8080 (0): Oh no. It can't really be because "AI" frequently means "we fire employees to make more money. And by the way, we don't actually care about quality". Right?
- @trollbridge (0): We are adding AI features to our product and being very careful to disguise them and make it not “feel” like AI. Our customer base about 70% can’t stand AI, 20% doesn’t care, and 10% thinks it’s the greatest thing in the world.
Hacker News 讨论一款名为 lore 的新版本控制或协作工具，围绕其相对 Git/SVN 的优势、对游戏开发大文件场景的支持以及域名浪费等展开争论。
Epic Games announces Lore version control system
受众观点：① 关心 lore 是否会像 Epic 赠送软件那样改变开发工具生态、甚至牵扯到 Git 生态和诉讼的开发者（@headwayoldest） ② 做 Unity/Unreal 等游戏项目、对 Git LFS 成本和体验不满、在寻找更好大文件版本管理方案的人（@bachittle） ③ 觉得 Git/SVN 已经够用、质疑 lore 价值主张、想知道它到底好在哪里的工程师（@gbraad）
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- @headwayoldest (0): How long before Epic starts giving away other software and suing git to support lore?
- @UltimateEdge (0): Ahah, the second and third links on the page are to GitHub
- @bachittle (0): this looks cool for game development, because using Git for projects in Unity and Unreal Engine definitely has it's issues. I'm personally not a fan of Git LFS, especially since GitHub charges you to use it (which makes sense, binaries and assets are big, code is small, relative…
- @gbraad (0): What makes lore better or worth considering... when svn and git never failed me...
- @moralestapia (0): What a waste of a phenomenal domain name.
Hacker News 讨论 GLM 5.2 模型的体验和性价比，认为其在推理效率、价格和能力上逼近 GPT 5.5、Opus 等前沿模型，对主流闭源厂商形成压力。
GLM-5.2 is the new leading open weights model on Artificial Analysis
受众观点：① 关注 GLM 5.2 在推理效率和输出 token 消耗上与 GPT 5.5、Opus 等对比数据的技术用户（@Tiberium） ② 认为 GLM 5.2 以“Opus 4.7 级别质量+极低价格”冲击市场、在第三方平台上被打包成无限 token 服务的开发者（@unrvl22） ③ 注意到 GLM 在智能 vs 输出 token 图表上位置尴尬、担心其在效率维度仍有短板的从业者（@nh43215rgb）
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- @Tiberium (0): It seems to really be a nice step-up and is getting quite close to the frontier. I wish they'd start focusing on the reasoning efficiency now, though. I have a simple (relatively) test task to evaluate LLMs: writing a simple math evaluator library in Nim (it's about 400-600 line…
- @Havoc (0): It’s pretty good. More talkative than 5.1. Reminds me of deepseek 4 Their servers are melting though - getting more timeouts etc
- @unrvl22 (0): Why aren't more people talking about this? It's literally Opus 4.7 quality stupid prices. I know providers who are offering this at unlimited tokens for $50 a month. Some are even offering API rates at 3x lower than the official ZAI api rates which are already like 10x cheaper t…
- @nh43215rgb (0): > GLM-5.2 sits off the most attractive quadrant on the Intelligence vs Output Tokens chart. That is unfortunate...
- @CuriouslyC (0): I've been playing with this model a fair amount over the last 24 hours, and I can confirm it's quite capable, while being a little bit verbose (I've seen it reconsider things 3-4 times in thinking traces before deciding on a path forward), and not being quite as good as GPT5.5 a…
Hacker News 讨论某老照片托管服务向用户收取费用才能取回历史照片的做法，引发关于数据锁定、GDPR 数据导出权和“情怀变现”商业模式的争议。
Want your images back? That'll be $5
受众观点：① 把花 5 美元当成买一个故事、但也意识到这是可复制赚钱套路的开发者（@joaquincabezas, @inigyou） ② 了解 GDPR、认为用户可以通过数据访问请求免费拿回照片的隐私和法律意识较强用户（@echoangle） ③ 分享自己通过账号关闭流程成功导出全部照片、绕过订阅收费的老用户（@okramcivokram）
展开评论
- @joaquincabezas (0): 5 dollars for having that story to tell, not bad
- @echoangle (0): Just do a GDPR request and get all the data they have on you for free. I’m pretty sure they would have to give you your photos as part of that.
- @equinoxnemesis (0): Considering they explicitly said they had some photos of yours ("You shared them. We protected them."), this seems like chargeback territory.
- @inigyou (0): Every time I see one of these I make a note that it's a successful strategy to make money, so I might apply it in a future project.
- @okramcivokram (0): I have received the email that my photobucket account is going to be deleted, so I've logged in after who knows how many years and got offered the same thing, to subscribe. Instead I've went to close the account and in the process (or somewhere else, don't remember exactly) ther…
Hacker News 讨论大众汽车应用不支持 GrapheneOS 等非官方安卓系统，并通过 Google Play 认证限制 API 访问，引发对车机生态封闭性和移动应用垄断的担忧。
Volkswagen started blocking GrapheneOS users
受众观点：① 质疑是否该强制车厂支持所有操作系统、关注应用兼容性监管可能性的用户（@warkdarrior） ② 主张应法律上强制允许自定义 CarOS、由社区开发车机应用的技术理想主义者（@mohamedkoubaa） ③ 认为 Google Play 限制创新和安全、期待 AI 颠覆现有移动应用分发模式的开发者（@9cb14c1ec0, @aka13_404）
展开评论
- @warkdarrior (0): Answer from VW: > Please note that the use of the Volkswagen app is only supported on iOS devices and Android devices with supported operating system versions. Is it time to mandate app developers support all operating systems for a device?
- @mohamedkoubaa (0): The solution is not to try to shame or force Volkswagen to support GrapheneOS, the solution is to (legally) force them to allow the car to run a custom CarOS, for which the community can write their own app
- @9cb14c1ec0 (0): Google Play has been a huge drag on innovation and security in the mobile ecosystem. I'm actually looking forward to the time when AI kills the mobile app ecosystem so that every phone manufacturer can bundle their own "vibe-code-your-own-app" system with their devices, and the…
- @AJRF (0): I don't know how large a group who will do this is - but if the UK bans VPNs I can see Graphene having a very large target on its back. - Buy Pixel, Get Graphene - Use FDroid, don't sign up for Google Play, download Tor browser - Censorship resistant access to the internet witho…
- @aka13_404 (0): This is sadly not even the full extent of it. What they did is, they locked their api entirely for anything that is not play protect certified. That means, all the cool stuff that was doable via community-driven projects is now dead in the water. The "app" they provide is 60% ad…
Hacker News 讨论一个名为 Bubbles 的新网站或应用，主打随机发现内容的浏览体验，让人联想到早年的 StumbleUpon。
Hacker News but for independent blogs
受众观点：① 对产品形态表示喜爱、愿意尝试新内容发现方式的早期用户（@holtwick） ② Bubbles 官方开发者现身答疑、说明产品背景和迭代方向（@viermalbe） ③ 关心账号体系和交互细节、希望支持邮箱注册和更合理链接打开方式的用户（@exitnode, @janaagaard）
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- @holtwick (0): I love it!
- @viermalbe (0): Bubbles dev here, thanks for the mention
- @exitnode (0): Very cool but I would like to be able to create an account with my mail address instead of using a Mastodon account because I am trying to avoid social media.
- @janaagaard (0): I think the links should open in the same window (like they do here on HN) instead of in a new tab/window. If I want a separate tab, I can Cmd+click and Browsers don't have the reverse option for opening in the same window.
- @vee-kay (0): Ah, this reminds me of StumbleUpon.
Hacker News 讨论美国将多家中国 AI 公司列入实体清单、指控其试图从 Claude 等平台窃取能力，引发关于中美在 AI 领域博弈、开源模型和国家安全的长帖争论。
US holds off blacklisting DeepSeek, more than 100 firms deemed security risks
受众观点：① 关注 DeepSeek、Qwen 等中国模型发展和被制裁新闻的技术圈读者（@_aavaa_、@mystraline 等） ② 关心美国政府如何通过实体清单、出口管制保护本国科技资本的从业者（@jmyeet 等） ③ 想理解制裁对中国 AI 公司和芯片、内存等硬件产业链真实影响的工程师和投资人（@em500 等）。
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- @_aavaa_ (0): > Anthropic said it identified a campaign by DeepSeek and two other Chinese AI labs to illicitly extract capabilities from its Claude AI platform to improve their own models Oh, won’t someone think of the poor mass copyright infringers.
- @mystraline (0): Hmm, my VPN provider explicitly has Chinese exit points. And whats funny is I can load AliPay from any CVS. (Like, seriously) You can try to pry Qwen and Deepseek from my Graphene/Linux hands.
- @jmyeet (0): The US government exists to defend capital interests. It's why we can't buy BYD cars. It's why we can't import any cars unless they're 25 years old. It's why a Tiktok sale was forced. It's why the US is seeking to block states from banning prediction markets. It's why the federa…
- @em500 (0): Noteworthy that Z.ai, maker of the just released near-frontier GLM 5.2, has already been on the Entity List since Jan 2025[1]. Being on the Entity List does not mean all trade is forbidden. Broadly speaking it means American companies and individuals are not allowed sell them go…
- @Havoc (0): The whole thing seems like nonsensical. Their website literally has chinese characters on it even in english mode and everyone under the sun including crappy money talk show hosts know them as the chinese player that undercut western players. It's not exactly a secret. You'd thi…
Hacker News 上有人吐槽一份教你用某 AI 工具创业的公司幻灯片，质疑把"创办公司"当成可规模化的标准流程推销是一种不切实际的 AI 创业幻觉。
The founder's playbook: Building an AI-native startup
受众观点：① 看到各种宣称 AI 能 30 倍提升产出、鼓吹人人创业的从业者（@evilrabbit99 等） ② 对用单一工具批量复制创业流程持怀疑态度的理性创始人和工程师（@hypfer 等） ③ 想用 AI 找副业或做小生意、但缺乏产品和市场经验的开发者（@cultofmetatron 等）。
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- @OsrsNeedsf2P (0): I looked at the PDF and confirm there is nothing of value in there.
- @evilrabbit99 (0): Does this include making annoying Linkedin posts every other day about how AI 30x'ed your engineering output and killed graphic design for real this time?
- @cultofmetatron (0): step 1: find a problem people are willing to pay to make go away. step 2: find a way to solve that problem for less money than they are willing to pay step 3: AI???
- @hypfer (0): Feels like a category error. It's a slide deck telling people what a product can do (that's a normal thing to release for a company), but the thing it tries to sell you on is building your own business based on their tool. Which makes no sense the way they sell it, because "foun…
- @dakolli (0): AI psychosis at it's finest.
Hacker News 讨论一种用于 HTTP 的新请求方法类型，旨在替代带长查询字符串的 GET，在保持幂等性的同时解决 URL 长度限制和搜索接口设计混乱的问题。
RFC 10008: The new HTTP Query Method
受众观点：① 长期被 URL 查询字符串长度限制困扰、期待新方法解决这一痛点的后端开发者（@lanycrost） ② 关心是否可以通过 ETag 等机制在 POST 上实现幂等、对协议细节有兴趣的工程师（@brookst） ③ 希望浏览器书签能保留请求参数、对新方法如何影响前端体验和 API 设计感兴趣的人（@andltsemi3, @toybeaver）
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- @lanycrost (0): query strings always had size limit, seems this new type will solve it which will be really good.
- @brookst (0): Wouldn’t just putting an etag on POST requests accomplish the same thing? If I’m understanding it the server has to maintain state to ensure idempotency.
- @pwdisswordfishq (0): Wait, it's already past 10 thousand?
- @andltsemi3 (0): If this is actually going to replace GET requests w/ query strings in the wild, Im very much hoping for browser bookmarks to support keeping request parameters.
- @toybeaver (0): This makes me happy tbh, I was never a fan of creating `POST /search` endpoints when working with robust APIs
Hacker News 讨论一篇关于生成代码和软件工程未来的文章，评论区围绕LLM是否真的提升工程效率、代码行数与资深度量标准等观点产生分歧。
AI demands more engineering discipline. Not less
受众观点：① 认为原文空洞、对 AI 编码持怀疑态度的工程师（@workbox 等） ② 关注资深工程师价值是否被稀释、是否还以删代码为荣的开发者（@glouwbug 等） ③ 对 LLM 作为"第四代语言"、抽象层提升感兴趣的架构师和技术负责人（@e12e 等）。
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- @otabdeveloper4 (0): > Instead of being very hard, time-consuming, and expensive to generate code Was this article written by AI? It's certainly stupid enough!
- @workbox (0): I did not enjoy reading this article. The writing was fine, and each individual paragraph was fine, but the whole thing together was meandering and dare I say pointless. It was so many words and yet so little seems to have been said.
- @glouwbug (0): Before 2023 I remember everyone here on HN championed that removing lines of code was the strongest senior metric
- @AndrewKemendo (0): Broadly concur with this and in fact it’s all of this is going to make doing real engineering easier in my opinion The author makes the wrong assumption though that the majority of people who are doing engineering want to do even more engineering. It’s my experience that most te…
- @e12e (0): Great article. I'm not sure the author is correct - but I think something is happening to the adage: > A sufficiently detailed specification is runnable code. In a way I think LLMs will enable the dream of 4gl and "sufficiently smart compilers"[c]. LLMs aren't smart, but they ar…
Hacker News 讨论一位法国知名科学传播者博士论文被曝大规模抄袭的事件，评论区延伸到学术界普遍抄袭、LLM 让文本洗稿更容易也更易被抓的矛盾。
French physicist and media star loses doctorate after plagiarism investigation
受众观点：① 关注这起博士论文抄袭案、对学术圈水分和裙带关系愤怒的读者（@moralestapia、@psychoslave 等） ② 关心物理等学科中"标准表述"与抄袭界限的科研人员和学生（@alphabeta3r56 等） ③ 想了解 LLM 如何既能帮助查重又能被用来洗稿的工程师和内容创作者（@Aurornis 等）。
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- @adalacelove (0): It reads like those nightmares where you need to pass final exams again. I guess nowadays it is much simpler to correlate some text with prior work, more so with LLMs. It is like those doping cases where several years later we are able to detect a previously unknown sustance in…
- @Aurornis (0): > found instances of plagiarism on 20% of its pages, Guémart says, with fragments copied from intellectuals including author Albert Camus, physicist Louis de Broglie, and even some members of his thesis committee. Plagiarizing from people on your own thesis committee is a wild m…
- @moralestapia (0): I'm glad to see this as a start. As much as ~60-70% of current academia leaders have bogus credentials and engage in plagiarism (from their colleagues, students, etc...). It's just terrible, we live in a modern dark ages because of this.
- @alphabeta3r56 (0): I don't know whether his popular science work is plagiarized or not but about his thesis, it seems somewhat stupid To punish him So many things in physics have to be written in a very specific manner , to convey the meaning of the precise concepts being used. in such cases, it i…
- @psychoslave (0): >clearly gives a strong impression of cronyism God damn¹, Louis XIV’s country that inspired La société du spectacle to Guy Debord is actually a great place to make a career as a courtesan, who would have guess. Guillotine images in streets are also on the rise: I can no longer m…
一位开发者在 Hacker News 分享自己做的 ribbie.tv 网站，把 MLB 实时数据流转换成 8-bit 像素风棒球比赛直播画面，并支持多场比赛和球场细节效果。
Hey HN, I built a website to watch live baseball games in an 8-bit broadcast. It takes live MLB data streams and converts them into near real-time pixel art gamecasts. Been waiting to share this for…
受众观点：① 喜欢这类复古像素风、愿意在看球时开第二屏的体育迷和开发者（@Urgo、@mysterydip 等） ② 对实时数据可视化、游戏化直播感兴趣的前端和游戏工程师（@devrundown 等） ③ 想学习从兴趣项目到潜在产品化路径的独立开发者。
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- @Urgo (0): I'm not a sports person and other then going to a superbowl party really don't watch anything but this is really cool. I even put a game on the tv and was comparing it to the site. Very well done :) If there was some way to have live audio streaming in to hear what was going on…
- @mysterydip (0): Love the look of this! Enjoyed watching a bit, will definitely have it on later. One comment is, during “in between innings” when it was showing around the league and other stats, the text was really small on my phone. If possible I’d rather have it scrolling or switching betwee…
- @germanrabbit (0): What a joy this is
- @devrundown (0): This is really cool! Would love a technical breakdown on how you put this together.
- @SubiculumCode (0): Do you have a video of past livecasts to gt a feel?
Hacker News 讨论一个用约1100行 ANSI C 实现的即时模式 UI 库，特点是固定内存区域、不额外分配、可自定义控件并可接任何渲染后端。
MicroUI – A tiny, portable, immediate-mode UI library written in ANSI C
受众观点：① 对即时模式 UI 和纯 C 实现感兴趣的系统程序员（@Littice 等） ② 需要评估 UI 库可接入窗口系统、渲染管线和可访问性支持的工程师（@ur-whale、@abtinf 等） ③ 想比较它与 lvgl 等现有方案差异的嵌入式和 GUI 开发者（@synergy20 等）。
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- @peter_d_sherman (0): >"Features o Tiny: around 1100 sloc of ANSI C o Works within a fixed-sized memory region: no additional memory is allocated o Built-in controls: window, scrollable panel, button, slider, textbox, label, checkbox, wordwrapped text o Works with any rendering system that can draw r…
- @Littice (0): Immediate-mode in pure C is a nice constraint. how does it handle text rendering, do you bring your own atlas or is there something built in? Thats usually the part that balloons the dependency footprint.
- @ur-whale (0): Nice, except the hard part seems to be missing: interfacing with an actual window system (X11, TUI, WIN32, whatever ...)
- @abtinf (0): The first thing I look for in any UI library is accessibility support. Makes it trivial to filter out toy projects.
- @synergy20 (0): how is this different from lvgl? is this immediate mode or retained mode?
robj3d3 转发一张 Dario Amodei 在场合中的照片，表示对他有点同情，引发大家围绕他在监管与政治夹缝中处境的调侃和讨论。
Lowkey I feel bad for Dario atp </3 https://t.co/yHavfmRxoW
受众观点：① 有人调侃 Dario 的形象像现实版 Claude 标志，强化了品牌与个人形象的绑定（@LoadingAGI, 5likes） ② 评论认为他在权衡是否做出“难以想象的决定”，暗示当前监管和商业压力巨大（@AlexanderKnigge, 5likes） ③ 也有人认为这些 CEO 实际上乐于推动监管，以此清除竞争、从本应像电力一样廉价充足的技术中攫取更多价值（@jaspervanderee, 5likes）
展开评论
- @LoadingAGI (5): @robj3d3 Dude is a real life Claude logo
- @AlexanderKnigge (5): @robj3d3 That is the face of a man considering whether he must do the unthinkable https://t.co/fZOBxfAgk7
- @jaspervanderee (5): @robj3d3 I think the CEOs love this and actually seeking regulation to eliminate competition and extracting value from a technology that should be like electricity: cheap and abundant.
- @aerivox (3): @robj3d3 they sit his ass opposite to trump. that's so pity and funny
- @itsadambrown (3): @robj3d3 I respect what it seems he’s trying to do. He’s intentionally not taking the easy path.
robj3d3 吐槽某官方在 112 小时前承诺“24 小时内公布更多细节”却一直跳票，用时间差配图持续玩梗。
112 hours ago: "We will share more details over the next 24 hours" https://t.co/rc3N0NWAn9
受众观点：① 楼主自己补充后续截图，继续用时间线梗放大官方一拖再拖的反差感（@robj3d3, 8likes） ② 评论把这种反复跳票类比成韩剧式拉长剧情，调侃官方在刻意制造悬念（@yulikay, 3likes） ③ 也有人希望楼主持续追更，表达对相关产品或角色“Fable”回归的期待（@ShresthaBheart, 2likes）
展开评论
- @robj3d3 (8): I wish I was kidding lmfao https://t.co/5ivw8TZ5t3
- @robj3d3 (6): 11/10 followup https://t.co/70ozURPDqY
- @yulikay (3): @robj3d3 they must love kdrama
- @ShresthaBheart (2): @robj3d3 Please keep this going, we need to get our Fable back.
- @0x_iana (1): @robj3d3 the 24 hours just kept going and going and going
ErnestoSOFTWARE 指出大家都在做硬付费墙，而很多手游靠广告和内购就能月入 50 万美元以上，他用 vibe code 方式重做了 flappy bird，呼吁关注这个百亿美元级机会。
Everyone is doing hard paywall while Mobile games print $500k/mo+😭 With literally no paywall Just in game ads and in app purchases Nobody is paying attention to this $100B industry And it's literally…
受众观点：① 有人追问他引用的 50 万美元月收入数据来源，说明大家对手游广告收入的真实性和可复制性存疑（@heyalexstoica, 0likes） ② 也有人提醒这种模式前提是获客成本要低于广告收入，否则难以持续（@ibmokdad, 0likes） ③ 部分开发者单纯被“用 AI 快速做出 flappy bird”这件事激励，觉得门槛被大幅拉低（@nusagain, 0likes）
展开评论
- @lifeisfun222 (2): @ErnestoSOFTWARE Rork? Que prompt Ernesto?
- @heyalexstoica (0): @ErnestoSOFTWARE How do you know it s doing 500k/mo?
- @ibmokdad (0): @ErnestoSOFTWARE this only works when user acquisition costs stay lower than ad revenue
- @nusagain (0): @ErnestoSOFTWARE wow
- @laserai247 (0): @ErnestoSOFTWARE 💯🚀🎖
ai_for_success 报道 Sam Altman、Dario Amodei、Demis Hassabis 和 Arthur Mensch 在法国与 G7 领导人共进 2.5 小时午餐，表面议题是 AI 促进经济增长，背后焦点是美国对前沿模型的新管制。
🚨 Sam Altman, Dario Amodei, Demis Hassabis, and Arthur Mensch are meeting for a 2.5 hour lunch today with G7 leaders in Evian-les-Bains, France. Officially, it’s about AI driving economic growth and…
受众观点：① 楼主补充了新闻来源链接，说明这是有官方报道支撑的高层会晤而非小道消息（@ai_for_success, 10likes） ② 有人调侃未来可能出现类似 G7 的“AI-4”集团，暗示头部公司与国家间的紧密绑定（@Rajeev_NL, 1likes） ③ 也有人认为 AI 未来主要是美中两国的博弈场，其他国家影响有限（@pandey_kri91612, 1likes）
展开评论
- @ai_for_success (10): Source: https://t.co/EAScm5erzj
- @ninzaverse (1): @ai_for_success https://t.co/jgLsNbMj0m
- @Rajeev_NL (1): @ai_for_success Soon there will be AI-4 with G-7
- @pandey_kri91612 (1): @ai_for_success Most obvious US and China will be the future of AI as far I can see
- @jessyseonoob (0): @ai_for_success Evian water ? They need Pastis too 😉
ErnestoSOFTWARE 分享自己如何打造年收入 80 万美元应用的经验，强调极致打磨产品、用数据驱动决策，并通过自己主导的 UGC 视频计划获客。
stop wasting your time, this how to build a $800,000/year app from someone who's actually done it: 1. Obsses over product, we optimize every little thing, We track every action from our users, and on…
受众观点：① 有人认同这是标准打法，觉得这套方法就是现实中赚钱的路径（@maubaron, 1likes） ② 评论具体讨论 UGC 视频单价 10–15 美元是否合理，认为虽然辛苦但确实是有效的致富方式（@Byysid, 1likes） ③ 也有人追问是否只做 UGC 和付费广告，还是会配合幻灯片等其他素材，以及试用期对转化率和 LTV 的影响（@_itsRachid, 0likes; @erbybody, 0likes）
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- @Byysid (1): @ErnestoSOFTWARE $10-15 a video is crazy work but yes UGC is how you get rich
- @maubaron (1): @ErnestoSOFTWARE this is literally the method hahaha
- @_itsRachid (0): @ErnestoSOFTWARE @ErnestoSOFTWARE this is solid method but do you focus only on UGC and paid ads or you do slideshows as well ?
- @erbybody (0): @ErnestoSOFTWARE did you experiment with what's the conversion to paid and avg LTV on yearly without trial vs with trial? or did you always had a trial?
- @VadimStrizheus (0): @ErnestoSOFTWARE it doesnt get any easier than this
robj3d3 配上一段视频引用“历史不会简单重演，但总会押韵”，引发大家把当前创业与融资环境类比过去泡沫周期的讨论。
"History does not repeat itself, but it does rhyme" https://t.co/pDOyRnPqZR
受众观点：① 有人好奇这段视频是不是楼主自己做的，说明内容本身的创意和制作引人注意（@itsolelehmann, 3likes） ② 评论希望这类视频每年都能重制一次，用来对照不同周期的市场情绪（@Emizione, 1likes） ③ 也有人从廉价信贷推动泡沫的角度分析，呼吁减少上亿美金 pre-idea 融资以避免不可控的泡沫（@anshulcreates, 0likes）
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- @itsolelehmann (3): @robj3d3 lmao did you create that?
- @Emizione (1): @robj3d3 we need a remake of this video every year honestly
- @Jaminel_Igwe (1): @robj3d3 I'm just dancing to this🕺
- @anshulcreates (0): @robj3d3 cheap credit is what builds a bubble seen in the housing crash so let’s chill out on hundred million dollar seed pre idea rounds please, bubble is building, but it’s reversible right now
- @arthuryuzbashew (0): @robj3d3 And it means?...
这条推文晒出一张支付失败截图，自嘲又有一笔付款没成功，引发独立开发者围绕收入和心态的玩笑与共鸣。
Dang.. another failed payment https://t.co/FnNajFUpiO
受众观点：① 很多还在早期阶段的开发者把这类截图当成目标，期待有一天自己也能因为少数失败支付而自嘲（@lamebrowndev, 4likes） ② 有人表达会持续努力，希望未来也能达到类似收入规模，把失败当成前进路上的小插曲（@Emmysoft_Tm, 3likes） ③ 也有人调侃这种“失败付款”其实意味着收到了大额入账，羡慕这种现金流状态（@ireredotdev, 1likes）
展开评论
- @lamebrowndev (4): @ErnestoSOFTWARE Lmao, one day my screenshot will look like this, and I’ll post about the one payment that didn’t go through
- @Emmysoft_Tm (3): @ErnestoSOFTWARE One day. I will keep pushing regardless. 🫡
- @ireredotdev (1): @ErnestoSOFTWARE "You received $6,000.00 USD from Paypal Inc" 😑
- @ibocodes (1): @ErnestoSOFTWARE gotta be tight on budget for next month
- @sohatzkytech (1): @ErnestoSOFTWARE holy aura
这条推文分享了 Nevo 靠 AI agents 做到每月 13 万美元收入的经验，并给出 3 个适合用智能体构建的 SaaS 创意。
Building with agents is the future. Here are 3 agent-ready SaaS ideas, free to steal: (from Nevo who's making $130k/month from agents) https://t.co/ilwMOswF9u
受众观点：① 关注如何把现有产品从“给人用”转成“给智能体用”的开发者，希望看到可复制的步骤和案例（@robj3d3, 5likes） ② 对 Vercel 等基础设施在 agent 场景中的作用感兴趣，想理解 agentic infrastructure 为什么会变得重要（@robj3d3, 3likes） ③ 质疑“13 万美金/月点子”是否对没有影响力和分发渠道的普通开发者同样有效，担心分发和受众基础才是关键壁垒（@bygregorr, 0likes）
展开评论
- @robj3d3 (5): Nevo (@wickedguro) shared a bunch more, including exactly how to pivot your product from "built-for-humans" to "built-for-agents" in 4 easy-to-copy steps. Watch the full episode: https://t.co/OoA32Npdu9
- @robj3d3 (3): btw not sponsored by Vercel, I quote-tweeted this release because I think it shows how relevant agentic infrastructure is becoming and how important it is to start thinking about how to make your products usable by agents
- @arthuryuzbashew (1): @robj3d3 With loops as Claude CEO said?
- @robj3d3 (0): Nevo's copiable pivot-to-agent-ready framework: https://t.co/YZeNYwJjIr
- @bygregorr (0): @robj3d3 might be wrong but $130k/month ideas work partly because of who's behind them, not just the concept. tried building off a similar 'proven idea' list last year and distribution was the actual wall. did you find these hold up for people without the existing reach?
作者发起一个职场话题，询问大家如果不做现在公司里的本职工作，基于性格和天赋最适合的第二角色会是什么。
If you didnt do what you do now in your company, what would be the second most-fitting role there for you? (Not experience-wise but based on how it fits your character/talents etc.)
受众观点：① 正在公司打工、考虑未来是否走独立开发路线的程序员和产品同学 ② 已经在做 side project、需要梳理自己多角色能力画像的创作者和 indie hacker ③ 对团队角色分工和个人优势定位感兴趣的职场新人。
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- @m_check1B (1): @tereza_tizkova Sales, which is shocking answer for me :)
- @TotallyNotParth (1): @tereza_tizkova maybe product engineer or something similar tbh
- @HarshitRaizada (1): @tereza_tizkova emotional support intern
- @Caesar_X (1): @tereza_tizkova History researcher. My brain just naturally finds connections between things.
- @mitchellbwright (1): @tereza_tizkova i think i'd do really good at sales
NVIDIA 祝贺 SpaceX 成功 IPO，回顾自 2016 年起提供 DGX-1 到定制 DGX Spark 的长期合作，强调两家公司在太空与 AI 领域的深度绑定。
Huge congratulations to the @SpaceX team on a historic IPO debut. Fueling the next frontier of space and AI. 🌌 NVIDIA's partnership with SpaceX spans nearly a decade, from hand-delivering the world's…
受众观点：① 关注 AI 基础设施和 GPU 生态的开发者与架构师 ② 对 SpaceX、NVIDIA 等科技巨头合作模式感兴趣的科技从业者 ③ 想了解算力趋势、为自己产品做长期技术规划的 indie hacker 和创业者。
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- @Tonxellade (422): @nvidia @SpaceX Wow, $Ndivia and @SpaceX 2 giants working in tandem to the betterment of the human race 🚀🚀 https://t.co/4VMpV2vwlS
- @DeepBlueCrypto (319): @nvidia @SpaceX SpaceX IPO was hugely successful
- @NotDrivingDrew (244): @nvidia @SpaceX I'm more blown away seeing Jensen without his leather jacket on than that rocket 😂🚀
- @ofthestars (238): @nvidia @SpaceX Freaking love Jensen! He genuinely loves life and his vision and joy for all the things is beyond anything words can describe! Elon 🤝 Jensen is literally the ultimate team. ❤️
- @AbdouAziz666 (231): @nvidia @SpaceX https://t.co/4u3HuNv0cP
作者介绍一款名为 Slayblade 的独立游戏，是受陀螺战斗启发的类 Rogue 作品，玩家在 Y2K 风格城市中收集 60 多种零件打造战斗陀螺并对战。
This indie dev is making a Beyblade-inspired roguelite where you build & battle spinning tops across a vibrant Y2K city - Collect 60+ parts & find insane combos - Bet your lunch money on your…
受众观点：① 关注游戏设计和发行策略的独立游戏开发者 ② 做非游戏产品但想学习如何讲好产品卖点故事的 indie hacker ③ 对 Y2K 审美和情怀向产品包装感兴趣的创作者。
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- @IndieGameJoe (235): "Build your battle-top and become King of the Streets! Collect 60+ parts, Merge their Powers, and Dominate opponents in this Chill Roguelite!" you can wishlist here and follow the talented dev @moomoomang and https://t.co/UjnbPEzYXK
- @IceTigerZone (42): @IndieGameJoe Now all we need in this game are bit beasts coming out of the Beyblades and getting a power up! 🐯🔥 https://t.co/gTPVXxAvsB
- @IndieGameJoe (34): hey all, as always, for more cool indie game discoveries, feel free to follow @IndieGameJoe :)
- @echo_2137 (27): @IndieGameJoe Why does everything need to be roguelike/roguelite
- @HazTwitAcc (15): @IndieGameJoe https://t.co/12W7HCQEWI
OpenAI 宣布 Codex 现在支持把速率限制重置次数存起来按需使用，并为 Go、Plus、Pro 和 Business 用户提供一次免费重置。
We heard you wanted to use Codex rate limit resets on your own time. Starting today, we’re rolling out the ability to save rate limit resets to use later. We’re starting Go, Plus, Pro, and Business u…
受众观点：① 使用 OpenAI 或其他模型 API 的独立开发者和小团队 ② 负责计费、配额和限流策略的 SaaS/平台产品经理 ③ 想优化自己工具中“用量体验”和增长机制的 API 产品创业者。
展开评论
- @OpenAI (2416): For the next two weeks, Plus and Pro users can invite up to three friends to try Codex. When a friend sends their first Codex message, you’ll both get another banked reset.
- @realKonark (2035): @OpenAI bro turned rate limit resets into a feature
- @sammo3x (458): @OpenAI Release a model better than fable 5 and my life is yours https://t.co/4FcdbTKKAM
- @thekitze (178): @OpenAI sry bois drop 6 or go home https://t.co/TtAONQDfil
- @donnguyen_me (170): @OpenAI Tell me, are you thinking about this guy? https://t.co/KxQ4jbn4jW
作者用 Claude Fable 5 挑战实现“墨水像流体一样相互融化”的复杂视觉效果，结果生成出的交互作品效果完整且设计表现力很强，并开放链接供大家实际体验。
Claude Fable 5でどこまで表現できるのか、あえて難しいお題を投げてみた。 インクが流体みたいに溶け合う演出。 これは厳しいかなと思って限界を見にいったんだけど、普通に形になってしまった。 デザイン表現力もかなりすごい。 実際にこちらで遊べます👇 https://t.co/ez1QlU66j6 https://t.co/sLGSDkbIdv
受众观点：① 对 Claude Fable 5 这类视频生成模型感兴趣、想做高阶视觉效果的创作者和独立开发者 ② 想用 AI 生成互动艺术、H5 或 App 视觉效果的产品和设计同学 ③ 想通过 AI 视觉内容做增长、获客的内容创业者。
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- @fujisan_p (17): @hayashimon1 センス良いぃーー なんか体験型アートでゾワゾワした
- @hayashimon1 (9): 【AIでつくる】スマホアプリ開発とリリースの教科書 Brainにて7/3(金)リリース予定！ iOS 有料アプリ カテゴリランキング2位の実績のあるハヤシモンと、AI画像生成といえばみどり @midori_tatsuta の最強コラボ。 「つくるだけで終わらない」 ランキング対策・プロモーション方法などの内容も含みます。 価格は9,800円の予定です。 事前登録で10%オフクーポンをお送りします！ https://t.co/AGP9YJ9Jj7
- @kanaemon_ai (9): @hayashimon1 すごい、これ、クセになる…😂 ハヤシモンさんの発想力に敬服します✨
- @hayashimon1 (8): オープンチャットでAI×開発の情報発信をしています！開発に役立つ特典も配布中です🎁 オープンチャット「AI個人開発 研究所【みどり×ハヤシモン】」 https://t.co/Ov4dLm9f3J
- @DataSauna (8): @hayashimon1 こういうのもありました！！ 線香花火 https://t.co/NXvtOwrQ4l https://t.co/RUSjxVIoRg
作者介绍了一款名为 Flip-Flop Fury 的独立游戏，玩家扮演妈妈操控会飞的拖鞋，用子弹时间和布娃娃物理去教训从小偷到逃税富豪等目标，并可解锁不同能力的鞋子。
This indie dev is making a game where you play as a mum steering a flying flip flop to smack deserving targets - Ragdoll physics and bullet time - From petty crooks to tax-dodging billionaires - Unlo…
受众观点：① 想通过 Twitter 测试游戏或应用创意的独立开发者 ② 关注如何用一句话高概念和几条要点把产品卖点讲清楚的产品经理和创作者 ③ 对物理搞笑类独立游戏感兴趣、想了解背后推广打法的游戏开发者。
展开评论
- @CanadianZar (56): @IndieGameJoe This is just the batarang sections from the Batman Arkham games
- @Goodfishergames (54): @IndieGameJoe Human creativity knows no bounds. Fortunately, I’ve always wanted to throw a flip flop at a tyrannosaur.
- @IndieGameJoe (27): "Flip-Flop Fury is a projectile-steering arcade game in which you launch, guide, and smash your way through rich, physics-driven levels." guys, this looks absolutely hilarious lol! wishlist https://t.co/SVozHxVT68 follow the dev here @shapeshifterDgt
- @ChrissGPT (19): @IndieGameJoe Did AI make this? I’ve seen some good fable demos that look just like this
- @LuLuTheGoth (19): @IndieGameJoe So basically it's Asian mom simulator?
Mastercard 宣布推出面向 AI 代理的 Agent Pay for Machines，试图为机器自主发起的支付提供结构化治理和信任机制，并联合 Polygon、Stripe、Coinbase 等三十多家伙伴共同落地。
As AI agents begin to act, payments move into the background — at machine speed and massive scale. Today we’re introducing Mastercard Agent Pay for Machines — bringing structure, governance, and trus…
受众观点：① 正在做 AI agent、自动化工作流或机器人产品的开发者 ② 需要处理订阅、按量计费等复杂支付场景的 SaaS 创业者 ③ 关注加密支付、链上结算与传统卡组织如何结合的技术从业者。
展开评论
- @Mastercard (409): Partners: @0xPolygonEco, @aave, @Adyen, @Alchemy, @Anchorage, @Ant_Intl, @basistheory, @BVNKFinance, @catena_labs, @Checkout, @Cloudflare, @coinbase, @CoinflowLabs, @crossmint, @getpayos, @GlobalPayInc, @Lovable, @moonpay, @Nevermined_ai, @okx, @raincards, @Ripple, @stripe, @t54…
- @okx (111): @Mastercard The future of payments will be autonomous, programmable, and always on.
- @0xPolygon (99): @Mastercard Polygon 🤝 Mastercard
- @wallstreetbets (66): @Mastercard x402 everything
- @Filecoin (51): @Mastercard Every agent payment needs a record that stands on its own, outside the platform that processed it. Machine payments need audit trails that can be checked later by someone else.
作者引用谷歌前 CEO 的观点，强调想在 AI 时代真正赚钱需要系统学习代理、Claude Code、提示、记忆、技能、MCP 和例程等概念，并推荐大模型公司官方的免费课程资源来搭建“AI 控制 AI”的能力。
谷歌前 CEO 强调了一个热知识： 如果你真的想赚钱，必须学习：理解代理、Claude Code、提示、记忆、技能、MCP和例程 然后让你的 AI 来控制你的 AI 大部分人学 AI, 就是在推特刷 AI 帖子，但其实，真正系统性的知识，大模型公司官方出的全面且免费，务必收藏这条帖子： 代理架构 https://t.co/G7am15VYdN
受众观点：① 想从“刷 AI 热点”升级到系统学习、真正用 AI 赚钱的独立开发者 ② 正在搭建多代理系统、需要理解 MCP、记忆和技能如何协同的工程师 ③ 想用官方课程快速补齐 AI 工具链知识的产品和运营同学。
展开评论
- @Hamburgerai (32): @realCaigu 真正的高阶玩法是“AI控制AI”：先用提示工程+Claude.md记忆搭建个人知识库，再通过MCP让代理调用外部工具，最后用例程实现循环优化。Anthropic学院的课程把这些串起来了，学完能直接把个人生产力提升10倍以上，强烈推荐从代理架构那篇开始。
- @ideos2652922 (4): @realCaigu 这不扯淡嘛！完全挂羊头卖狗肉！没这么欺负不懂英文没这么忽悠人骗流量的。
- @cj3214567667 (3): @realCaigu 学不过来 根本学不过来
- @karen5333365008 (2): @realCaigu 已收藏！AI控制AI的时代来了，谢谢分享这些官方干货，直接喂Agent去学
- @realCaigu (1): @grok 标记视频源头链接
Unreal Engine 宣布 5.8 版本正式发布，并提供实验性的 MCP 服务器支持，让开发者通过 MCP 插件把自己的数据源和工作流接入任意 AI agent，配合 PCG Primitive 插件探索团队协作构建新玩法。
Unreal Engine 5.8 ships today with experimental MCP server support: Your sources, your pipeline and your workflow—simply configure the MCP plugin and connect to any agent. Get familiar with the MCP s…
受众观点：① 使用 Unreal Engine 或其他 3D 引擎、想引入 AI agent 的游戏开发者 ② 想为游戏和 3D 内容生态做 MCP 工具或插件的独立开发者 ③ 关注“你的数据源、你的工作流如何被 AI 调用”的 AI 基础设施从业者。
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- @StephanFerraro (45): @UnrealEngine Thats exactly the right way how to implement AI in software. Provide MCP interfaces.
- @JeremyMSparks (31): @UnrealEngine I think games that generate full levels in real time will be the norm. Never ending games, and storylines so vast and complex you live many simultaneous lifetimes interdimensionally.
- @peterlanee (11): @UnrealEngine https://t.co/D2eUodtiv8
- @VraserX (11): @UnrealEngine Within 5 years, people will generate AAA level games for less than $100.
- @LindenDS (8): @UnrealEngine Now you can create faster than ever before, giving you even MORE time to not optimize your games.
Higgsfield 推出 Higgsfield Games，号称首次能通过一条提示词就生成并部署任意类型的多人 2D/3D 游戏，角色与场景由 Higgsfield MCP 生成，并由 Claude Fable 5 提供能力，支持通过 MCP 或其 Supercomputer 体验。
Meet Higgsfield Games. For the first time, build and deploy multiplayer games from one prompt, in any genre, 2D or 3D, with best-in-class characters, props, and settings generated by Higgsfield MCP.…
受众观点：① 对 AI 生成游戏内容和玩法感兴趣的独立游戏开发者 ② 想用 MCP 和大模型快速做交互式 demo 或虚拟世界原型的产品和工程师 ③ 关注“从 prompt 到可运行应用”工具链演进的 AI 从业者。
展开评论
- @IsThisA3DModel (300): @higgsfield nothing shown in this video is a game
- @higgsfield (97): Access Higgsfield Games here: https://t.co/dt4BV4bQeu
- @GORMTHEOLD25 (61): @higgsfield These aren't games, they're A.I. generated videos. Why don't you show poeple the actual games which you've generated with this app? Seems pretty misleading.
- @HolyCoward (36): @higgsfield @higgsfield_ai https://t.co/pfswE2q27m
- @MadMax6XX (31): @higgsfield https://t.co/AdUnW7JQgz
作者推荐了一款名为 Web-Check 的网站检查工具，能一站式查看IP、SSL、DNS、cookies、开放端口、路由追踪等信息，偏安全排查和黑客风格的站点体检面板。
我最近发现了一个超酷的网站检查工具叫 Web-Check。它有很强的黑客范儿。 它让你能检查网站的几乎所有信息：IP 详情、SSL、DNS 记录、cookies、域名信息、爬虫规则、服务器位置、重定向历史、开放端口、路由追踪、DNSSEC、网站性能、关联主机名等等。 https://t.co/W9uSjIkehX https://t.co/uUBQee21ZL
受众观点：① 关注一站式网站体检和安全排查能力，觉得把 IP、SSL、DNS、cookies 等集中在一个界面非常高效（@iamTiresias, 3likes） ② 认为 cookie 与第三方脚本分析价值被低估，可以挖出更多基础设施和合作关系信息（@iamTiresias, 3likes） ③ 普通用户把它当成好用的网站检查工具，简单表达感谢和好评（@caglarcoskun617, 3likes；@jp_europe, 1like；@godsonde, 1like）
展开评论
- @pp4mnk_style (21): @AIExplorerTim Breaking the rules. https://t.co/NYD6jHk0T0
- @iamTiresias (3): Pulling IP, SSL, DNS, cookies, domain info, open ports, and traceroute into one interface covers most of the early recon phase without bouncing between separate tools. The cookie inspection is the part that doesn't get enough attention - tracking what third-party scripts a site…
- @caglarcoskun617 (3): @AIExplorerTim Bu site harika uzun zamandır kullanmıyor idim emeğine sağlık
- @godsonde (1): @AIExplorerTim 这个工具信息覆盖很全，对网站安全检查和排查问题都很有帮助。
- @jp_europe (1): @AIExplorerTim nice, thx.
作者分享自己在做 AI Agent 时使用多款爬虫工具的体验，重点推荐开源项目 MediaCrawler 用于抓取小红书、抖音、B站等国内社交媒体内容。
最近试了几个爬虫工具，分享下我的使用体验 做 AI Agent 的时候，数据采集是最头疼的环节。 MediaCrawler（45K+ stars） 如果你要做国内社交媒体的内容抓取，这个几乎是唯一选择。 支持的平台很全：小红书、抖音、B站、微博、快手、知乎、百度贴吧。代码质量不错，社区活跃，更新也及时。
受众观点：① 补充用 x-tweet-fetcher 结合 Firecrawl 或 Browserless 绕过 Twitter 限流和登录墙、显著提升采集量的实战技巧（@Fan_Sa_Xi, 19likes） ② 有人推荐使用 6551 的 opentwitter 方案，认为可以无缝解决部分采集问题（@cryptoxiao, 6likes） ③ 老爬虫从规模化角度提醒，真正难点在百万级抓取和维护成本，主张用 Pangolinfo API 这类把验证码、IP 池、指纹封装好的服务来做生产级采集（@Pangolinfo_API, 4likes）
展开评论
- @Fan_Sa_Xi (19): @servasyy_ai 补充一条：x-tweet-fetcher其实还有个隐藏用法，把它跟Firecrawl或者Browserless结合用，能绕过Twitter的部分rate limit和登录墙，采集量能翻好几倍，生产环境稳很多，强烈建议试试这个组合。
- @cryptoxiao (6): @servasyy_ai 可以试试6551的opentwitter 无缝解决
- @treydtw (6): @servasyy_ai 国内的限制太大了，目前实测下来最稳的就是用cdp这种带登录态的方式，慢肯定是慢，不过还是稳定
- @Pangolinfo_API (4): 博主总结得很好！不过作为老爬虫人想补充一点：开源工具玩玩可以，真上生产环境，自动化只是门槛，真正的挑战是规模化（Scalability）。 当需求从“抓几条”变成“抓百万级”时，维护成本会几何倍增。像 Pangolinfo API 这种思路才是生产力的解药：把验证码、IP 池、浏览器指纹这些脏活累活全部封装掉，开发者只需关注业务逻辑。一个请求搞定上百万 Amazon 页面，这才是 AI Agent 真正的“数字化基建”。
- @YuLin807 (3): @servasyy_ai 我看到了什么 x-tweet-fetcher 我爱你 黄Sir！
作者演示用开源项目 Pixelle-Video 在本地两分钟做出类似抖音祁博士那种一天卖 50 万的数字人 agent 视频，支持数字人口播、动作迁移和图生视频的全自动出片流程。
震惊了，抖音上祁博士一天卖 50w 的数字人 agent，我2 分钟就开发完成了。 用的就是Pixelle-Video这个项目，已经22k stars。包括数字人口播、动作迁移、图生视频全支持。 支持ComfyUI，输入主题，从写脚本到加 BGM 到出片，一条龙自动跑视频。 https://t.co/az6b0UwPJf
受众观点：① 许多用户感叹帖子在时间线上频繁刷到，认为 Pixelle-Video 和作者的案例非常火，期待后续深挖（@ponyodong, 2likes；@vincemask, 1like） ② 有人直接夸项目强大，准备立刻 star 并尝试本地部署做数字人视频（@KtAIFeed, 1like；@ddny09, 1like） ③ 部分评论简单表达“这个方向值得深挖、太厉害了”等情绪性支持，说明大家对数字人自动化生产很感兴趣（@ModengSir, 1like 等）
展开评论
- @ponyodong (2): @laowangbabababa 这个帖子我刷到了好多次了，看来非常的火，恭喜老王霸总飞升。
- @KtAIFeed (1): @laowangbabababa 这个Pixelle-Video项目太强了！老王2分钟就本地跑出来一个数字人视频，抖音卖50w的活自己就能干
- @vincemask (1): @laowangbabababa 这个好啊，这个方向值得深挖
- @ModengSir (1): @laowangbabababa 这么厉害
- @ddny09 (1): @laowangbabababa 哇，这效率也太高了吧！2分钟就搞定祁博士50w的项目，Pixelle-Video牛啊！准备马上star下来试试本地部署。
作者安利开源 OSINT 工具 Maigret，输入一个用户名就能自动扫描 3000 多个网站生成人物档案，支持 AI 总结，被形容为零 API、零注册的“扒人神器”。
🔥 卧槽！扔一个用户名，Maigret狂扫3000+网站把人扒干净！真正的OSINT终极武器！ 又挖到一款真·黑科技工具—Maigret（31.4k star）！ 输入任意用户名，它自动狂扫3000+网站，秒出一份完整人物档案！零API、零注册、支持AI总结，爽到飞起！🚀 亮点一览： - https://t.co/brbvPIDRLI
受众观点：① 作者补充了 Maigret 的项目地址，方便大家直接上手体验这款 OSINT 工具（@IndieDevHailey, 23likes） ② 有人担心需要本地安装的工具可能存在安全或病毒风险，希望有在线版本可用（@AI_GrowthLab77, 2likes） ③ 也有用户分享把 Maigret 用在产品调研的新用法，通过查询竞品创始人在哪些社区活跃来反推早期获客渠道和市场信号（@Duke_Runsen, 1like）
展开评论
- @IndieDevHailey (23): 项目地址：https://t.co/UrdfLnBdCu
- @AI_GrowthLab77 (2): @IndieDevHailey 这种要求安装的怕不是个病毒吧😂，小心为妙。 应该允许online
- @huoshan007 (1): @IndieDevHailey 哈哈你这说得我心动了！这就去试试把暗恋十年没敢说话的女神给扒出来，看看人家孩子几岁了。
- @Duke_Runsen (1): @IndieDevHailey 这个工具对产品调研有另一个用法: 搜竞品创始人的用户名, 看他们在哪些社区活跃, 能反向推出产品早期获客渠道. OSINT 不一定是查人底细, 也可以是查市场信号.
- @NNyanadipa (0): @IndieDevHailey 开了 v2ray tun 也说连不上
作者介绍 Codex 新上线的 Product Design 插件，号称先给出高保真设计参考再写代码，让这个原本被吐槽 UI 老旧的工具在网站设计审美和专业度上大幅升级。
Codex 重磅更新：Product Design 插件上线！ 以前 Codex 代码强但 UI 审美常被吐槽 上世纪风，这次直接把产品设计思维装进大脑，审美和专业度瞬间拉满！ 下面视频展示了我用最新 Product Design 插件设计的三个网站，完全不输高级设计师～ 先设计，后开发：它不再是直接盲写代码，而是先给你 3 https://t.co/WSb8CkbQvA
受众观点：① 作者在评论中给出具体上手步骤，说明需要在 Codex 的 Skills/Plugins 区域安装 Product Design 并通过 @ 唤醒技能（@BTCqzy1, 8likes） ② 有人质疑宣传夸大，认为这种“先出 3 张高保真图再写代码”的流程更像人类前端而不是旧的命令行 AI 模型，担心是在误导技术新人（@ViceSol, 4likes） ③ 其他用户简单表示更新后感觉更强、对 Codex 能力提升持期待态度（@zw2867759575009, 2likes；@SCY_BTC, 2likes）
展开评论
- @BTCqzy1 (8): 如何上手？ 1. 在 Codex 左侧边栏 Skills/Plugins 区域搜索并下载 Product Design 2. 在对话框输入 @ 唤醒技能，即可开启设计驱动开发新世界
- @ViceSol (4): @BTCqzy1 “First it gives you 3 high-fidelity reference images, then it starts coding” You are describing a human frontend developer looking at Pinterest, not a discontinued command-line AI model from three years ago. Stop lying to tech beginners with these imaginary workflows
- @70Seven_Qi (2): @BTCqzy1 老师周末愉快呀
- @zw2867759575009 (2): @BTCqzy1 更新变更强了啊
- @SCY_BTC (2): @BTCqzy1 这是又变强了吗
作者讲述一位开发者被 Claude Code 收到 170 美元账单后，改买 Mac mini m4 本地跑 Qwen 3.6 14B，通过 Ollama 和几条命令实现类似代码助手体验，号称每月成本约 3 美元。
YOU CAN RUN CLAUDE CODE FOR $3/MONTH, AND NOBODY IS TALKING ABOUT IT. A developer got a $170 claude code bill in 10 days, and someone in the comments ended his subscription forever. He bought a Mac m…
受众观点：① 有人指出视频里展示的其实是 Mac Studio 且是四台集群，质疑“599 美元 Mac mini”这一说法严重低估了真实硬件成本（@BarnetBandit, 19likes） ② 也有评论直接否定“你做不到”，认为这类本地模型只会生成大量低质量代码，真正能用的只有更强的云端模型（@cgrotowski, 9likes） ③ 部分用户在追问或纠错作者给出的链接，说明大家对具体配置和教程细节很在意（@humzaakhalid, 3likes；@HansJ28056676, 3likes；@davidpladel, 3likes）
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- @BarnetBandit (19): @humzaakhalid Not only is that not a Mac mini (its a Mac Studio) but he has 4 of them clustered That’s like $20,000
- @cgrotowski (9): @humzaakhalid no you can't .... you waste of time .. generate tons of ai slop code ... sorry mate only opus 4.8 or fable 5
- @humzaakhalid (3): Here is the exact link for your claude kit: (mistakenly added the wrong link) https://t.co/8xBkHvJp1o
- @HansJ28056676 (3): @humzaakhalid “https://t.co/VFBYkmw7js” is a 404 !
- @davidpladel (3): @humzaakhalid Not today https://t.co/lVQvZPiw1k
作者用玩笑口吻假想 SpaceX 收购 Cursor，并把 X Premium 订阅打包成一揽子服务，涵盖蓝标、Grok、OpenClaw、Hermes、Claude 等 AI 能力以及图像视频生成和 Cursor 开发工具，感叹自己还在逐个付费像活在 2024 年。
SpaceX just acquired Cursor. Which means one X Premium login now covers: - X Blue checkmark - Grok - OpenClaw, Hermes, and Claude - Image gen - Video gen - Cursor The entire AI stack. One subscriptio…
受众观点：① 作者在评论里更正正文中的笔误，说明应该是 Grok Build 而不是 Claude，强调自己设想的技术栈组合（@ziwenxu_, 11likes） ② 有用户直接追问这套组合里到底如何包含 Claude，说明读者在认真推敲具体服务构成（@jacquesBroquard, 5likes） ③ 也有人半开玩笑地延展想象，希望未来连太空发射和旅行都能打包进订阅，体现大家对“订阅无所不包”的戏谑态度（@AyathilJobin, 5likes）
展开评论
- @ziwenxu_ (11): Typo: not claude should be **Grok Build **
- @ziwenxu_ (6): Implement grok with Openclaw:
- @jacquesBroquard (5): @ziwenxu_ I’m an idiot how does it include Claude.
- @AyathilJobin (5): @ziwenxu_ now waiting for space launches & travel to be part of the subscription offering
- @ziwenxu_ (4): Implement Hermes with openclaw
作者分享一位 15 岁少年在 OpenClaw 里搭建了 7 个分工不同的 AI agent，像团队一样协作完成多达 10 个客户项目，每天营收约 900 美元，由 Claude Code 负责所有编码工作。
This 15-year-old built 7 AI agents and single-handedly closes up to 10 client projects pulling $900 a day. Each agent sits in OpenClaw under its own name and its own role. This is not one bot that an…
受众观点：① 有人指出屏幕上展示的 7 个命名 agent 很大程度是“舞台效果”，真正有价值的是把研究、编码、测试、报告拆成子 agent 流程，强调多 agent 的合理拆工才是关键（@xlumenai, 0likes） ② 评论普遍对 15 岁就搭建代理机构、在这么早的年纪找到方向表示惊叹和钦佩（@pulmencr, 0likes；@cryptohustler04, 0likes） ③ 其他用户用“Genius”“🤯”等简短感叹表达对这种高效利用 AI 团队化工作的震撼（@moueza, 0likes；@BogardDj, 0likes）
展开评论
- @xlumenai (0): @browomo multi-agent splitting research/code/test/report is the legit part - “his job is to hand out tasks, not code” is the real line. the 7 named agents on screen are mostly theater, same flow runs as subagents in one place
- @pulmencr (0): @browomo built an agency at 15 before most people figure out what they want to do
- @cryptohustler04 (0): @browomo Impressive how he's streamlining multiple roles.
- @BogardDj (0): @browomo 🤯🤯🤯
- @moueza (0): @browomo Genius
一位每天用 Claude 聊天和 App 的非程序用户吐槽，觉得社区讨论被 Claude Code、MCP、子代理等高阶玩法占据，导致大量只用聊天做写作和学习的普通用户在子版里越来越没有存在感。
constructive, not a rant. i'm a daily Pro user, i live in the chat and the app, i don't use Claude Code because i don't write software. and lately reading this sub i feel like a tourist in my own com…
受众观点：① 有人建议即便不写代码也可以在 Claude Code 里像聊天一样使用，通过命令窗口让它直接处理本地数据、生成 Excel 或 PDF，体验会比网页聊天更强（@minaminonoeru, 296分） ② 也有用户好奇非程序人到底用聊天做什么，反映出技术用户对“聊天派”真实需求并不了解（@Amatayo, 109分） ③ 其他人分享了自己在聊天和 Claude Code 之间的分工，比如研究和长对话放在 Chat，涉及文件操作和代码就用 Code，并提到可以通过远程控制在手机上继续 Code 会话，打通两个使用场景（@itsReferent, 38分；@Amatayo, 32分）。
展开评论
- @minaminonoeru (296): Here’s a good way to do it. Just chat with Claude Code normally in the command window. That’s all you need to do. Even when you’re not coding, Claude Code is much more capable than it is in a web browser. Just chat with it as usual and occasionally ask it to perform a specific t…
- @Amatayo (109): This isn’t sarcastic or demeaning, it’s not meant to sound that way. What do you use chat for?
- @WillGrindForXP (41): Im about to say something stupid but please be kind - Claude has told me not to use claude code and cowork like that. Ive been asking it about CC and Cowork and how I should get started with it and two different chat claudes said to use the normal chat to talk through projects,…
- @itsReferent (38): I use Claude code for manipulating files and writing code and I do everything else with chat. Chat stores all of my conversations and lets me access them from my phone. Code is only available on my laptop. I do quite a lot of research that isn't about file manipulation and I lik…
- @Amatayo (32): Allow me to ruin your usage rate, you can access your Claude code session in the mobile app by enabling remote control. Once you do that if you use the /remote command in the Claude code chat on your laptop. You can see that exact chat pop up in the mobile app in the code sectio…
帖子转述彭博报道，称 Anthropic CEO Dario Amodei 与 OpenAI CEO Sam Altman 等科技高管在 G7 工作午餐上讨论 AI，同时点出美国限制盟友访问 Anthropic 最先进模型引发紧张。
Anthropic CEO Dario Amodei and OpenAI CEO Sam Altman were among tech bosses at a G7 working lunch on AI, as the US decision to restrict access to Anthropic's most advanced models causes tension among…
受众观点：① 很多人吐槽 Salesforce CEO 也在场，质疑一个做 CRM 的公司为何能和顶级 AI 实验室同桌（@BiscottiPitiful, 304分） ② 评论区用玩笑方式讽刺大厂只会讲 KPI 和机会管理，把会议想象成销售例会（@DrShago, 227分；@SkiDaderino, 123分） ③ 有人表达对 Salesforce 崛起路径和产品体验的强烈不满，抱怨被迫用 CRM 做缺陷跟踪的糟糕经历（@Negative-Sentence875, 69分）
展开评论
- @BiscottiPitiful (304): What does Salesforce CEO do there?
- @DrShago (227): Someone needs to enter the opportunities
- @SkiDaderino (123): "Are there any blockers I can help with?"
- @JanitorsRevenge (95): John C Reilly is gonna crush the Dario biopic
- @Negative-Sentence875 (69): Im so pissed that building a fucking CRM got them there where they are now. I hate Salesforce so much. Also because I was forced to use Salesforce as an issue tracker within a software company. I will never forget that.
帖子分享一段 Demetri Spanos 和 Casey Muratori 的视频，讨论在 AI 威胁下开源项目转向闭源、开发者是否还愿意公开代码细节的问题。
June 16, 2026 Demetri Spanos and Casey Muratori discuss the recent trend of open projects becoming closed due to the threat of AI, and the extent to which AI will encourage people to keep the details…
受众观点：① 有人认为开源代码最终会被公司无视协议滥用，干脆从不公开代码（@Mediocre-Subject4867, 168分） ② 有人强调逆向工程和反编译工具存在，闭源也不代表安全（@wokeNeoliberal, 117分） ③ 也有人坚信未来一切都会开源，否则用户会自己造轮子，甚至预言 SaaS 终结（@TubbyChaser, 64分）
展开评论
- @Mediocre-Subject4867 (168): Although I appreciate the effort of open source, I've always maintained the stance of never releasing any code in any fashion. People simply dont respect your license and restrictions. I've seen companies large and small abuse it with zero care as there's zero consequences. Most…
- @wokeNeoliberal (117): Wait until they find out about reverse engineering.
- @future_web_dev (83): Just wasted a bunch of tokens because you forgot to add "make no mistakes".
- @TubbyChaser (64): Hard disagree. Everything will be opensource - because if your product isn't, customers will just build it themselves. We are actually seeing the end of SaaS IMO.
- @teraflux (63): Claude, use Ghidra to decompile this app please
一位SaaS创始人在冷邮件里请求产品反馈，收到了语气直接甚至有点严厉的长篇回复，引发大家讨论这类“情绪化但高价值”的负面反馈该如何看待。
r/SaaS Asked for feedback in a cold email got even colder response 🥶
受众观点：① 正在冷启动、频繁发冷邮件找用户的 SaaS 创始人和独立开发者 ② 害怕被否定、对负面反馈极度敏感的初次创业者 ③ 想提高用户访谈和邮件反馈转化率的产品和增长从业者。
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- @PalmovyyKozak (281): It's a perfect feedback, not cold at all. The person spent their time to write in detail why your product might be not a good fit for this market segment. It's actually a crucial insight.
- @trylaunched (204): Feedback is feedback.
- @Agreeable-Ad7968 (129): It seemed direct and real. Emotional was not a word I thought of when reading this. Extract your emotional projection of this feedback and you'll see you couldn't have received more actionable feedback.
- @joshuaquiz (63): A *lot* of small and mid-sized business owners communicate this way both written and in person. They see their time as money and therefore are direct and straight to the point, sometimes brutally so. Try your best not to read emotion into it. They can also be *extremely* in-the-…
- @Brotboxs (63): Whats wrong with you? I would be soo happy if a user writes any kind of feedback. Especially something detailed like this! Awesome!
作者分享自己用企业版 Claude Code 和 Opus 4.8 搭配 Ultracode，在 VS Code 里一口气完成多里程碑内部门户项目的经历，认为 Ultracode 在复杂任务上效率惊人。
So I use Claude code for my work licenced by my employer and I have basically unlimited usage because of the enterprise licence. And I got access to fable 5 a few days late and then it got removed. B…
受众观点：① 有人提醒企业里所谓“无限用量”其实会在第一张高额账单后被审查，建议提前证明业务价值（@Double_Gate_3802, 222分） ② 有用户分享误开 Ultracode 搭配 Fable 5 被大量代理吃掉配额的经历，但也承认结果依然有用，认为 Ultracode 在特定场景很值得用（@blazarious, 40分） ③ 其他人讨论如何用 Fable 在不同模型间智能分配任务、以及用 ccusage 这类工具监控成本，体现大家对“算力花在哪儿”的关注（@the_fire_fist, 31分；@Kroosn, 17分；@z-lf, 16分）
展开评论
- @Double_Gate_3802 (222): Unlimited usage until they see the first bills - be ready to proof that you deliver real business impact with that spend
- @blazarious (40): I once had Ultracode enabled by accident with Fable 5. It launched countless agents that ate through my 20x usage like it’s nothing. When I noticed I stopped it and still got very useful results from it, though. But yes, Opus 4.8 with Ultracode has its place. I only use it rarel…
- @the_fire_fist (31): Definitely true. It's the first time I used Ultracode in 6-7 months of using Claude. So yeah it is going to be once a month use of the assignment calls for it.
- @Kroosn (17): I had fable decide on the level and used suitable agents between opus, sonnet and haiku. It still worked amazingly and saved a lot of usage. Just hoping Fable will return.
- @z-lf (16): Install ccusage, it will show you the cost.
楼主分享自己在 Proxmox 上自建的游戏、媒体和访问控制服务清单，并向社区征集适合自托管栈的常用服务和易部署 Minecraft 服务器方案。
First and foremost please tell me if you have seen too many of these and it is not even relevant anymore. I have started with my project and could use a little feedback. What are the best services yo…
受众观点：① 很多人提醒“最好用的服务是你真会长期用的那几个”，不少人搭了二十多个服务最后只留下三四个常用（@revereddesecration, 60分） ② 有人直接贴出自己的服务面板截图，展示实际在跑的自托管栈给楼主参考（@CreamyDrippings, 10分） ③ 楼主也在评论里承认自己其实只是想听到这种建议，说明大家对“别乱堆服务”的共识很强（@Much_Elk3853, 9分）
展开评论
- @revereddesecration (60): The best services are the ones you actually use.
- @Commercial-Storm-268 (12): I thought all that was redis servers.
- @revereddesecration (11): It’s a mantra around here for a reason. I’ve set up 20+ services but I only use about 3 or 4 regularly. Most of them I have since turned off.
- @CreamyDrippings (10): https://preview.redd.it/tcfb5w5z3r7h1.jpeg?width=4230&format=pjpg&auto=webp&s=6b7f854a8ab2d3acfbeda7b5c6ce36abf27a07bd Here's mine (:
- @Much_Elk3853 (9): I knew that I just wanted to hear you say it... Ok I'm kidding, thanks for the feedback.
帖子介绍即将加入 HTTP 的新方法 QUERY，用于带请求体的只读查询，解决长期以来用 POST 伪装只读请求的语义混乱问题，并引发开发者对兼容性和基础设施支持的讨论。
URL: [https://www.rfc-editor.org/info/rfc10008/](https://www.rfc-editor.org/info/rfc10008/) New method named QUERY would receive data from a server with a data sent in request body but unlike POST wo…
受众观点：① 顶层评论认为终于有了语义正确的方式来发送复杂只读查询体，尤其是 GraphQL 和 OData 用户会受益，不再需要用 POST 假装读操作（@Upbeat-Hat-6582, 410分） ② 有人指出新方法的好处之一是可以明确知道对方是否支持带 body 的查询，请求失败会直接返回“QUERY 不支持”，比 GET body 被静默丢弃更易调试（@phexc, 259分） ③ 也有开发者担心网络基础设施对新方法的处理不一致，可能出现各种奇怪行为，反映出大家对落地时的兼容性和中间件支持非常关注（@yksvaan, 80分）
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- @Upbeat-Hat-6582 (410): Finally. Using POST just to send a complex query body while pretending it's read-only has always been the ugly workaround nobody wanted to admit was a workaround. GraphQL and OData users especially will appreciate having a semantically correct method for this.
- @phexc (259): By having a new method you ensure the party supports the body. Debugging why your request doesn't work is way easier. Because the server that does not support this method will say "QUERY not supported" Failing silently is the most obvious to deal with a body on GET. Good luck de…
- @BusterBessie (128): Why not allow an optional request body in GET?
- @yksvaan (80): I'm very skeptical to using this because there's a ton of network infrastructure that might or might not do something weird with such method.
- @Fidodo (69): It has to exist before adoption can grow. By your logic we wouldn't have tons of improvement over the past decade
版主发起开放讨论帖，邀请大家分享最近在做的有趣项目，从入门 Java 程序到成熟开源库都可以。
&#x200B; &#x200B; Feel free to share anything you've had fun working on recently here, whether it's your first ever Java program or a major contribution to an established library!
受众观点：① 有人分享基于 Wikimedia 照片的 Geoguessr 类网页游戏，说明社区里有不少用开放数据做创意玩法的项目（@hurn2k, 4likes） ② 也有人在做浏览器版塔楼类小游戏和 Teleparty 替代品，体现出对轻量多人娱乐和去中心化体验的兴趣（@Shik3i, 3likes） ③ 还有开发者构建面向 NBA 球迷的浏览器游戏中心和图像分割交互工具，显示该帖聚集了多种垂直细分产品（@TheDraftDawg, 3likes; @Icy-Papaya-2967, 2likes）
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- @hurn2k (4): Geoguessr-like game, but with thousands of unique photographs sourced from wikimedia rather than street view - [https://where.hurn.dev](https://where.hurn.dev)
- @Shik3i (3): Currently refining my teleparty alternative, and working opn a "The Tower" game clone, that works in the browser so i dont need my phone and this stupid p2w in the original game.
- @TheDraftDawg (3): I’m building DraftDawg, a browser-based game hub for NBA fans! Our flagship games are our daily stat and trivia-style challenges. We also offer NBA party games and draft simulators you can play solo or with friends. Put your ball knowledge to the test! https://draftdawg.app
- @alarapah (2): This is very cool!
- @Icy-Papaya-2967 (2): Working on interactivity studio - an image segmentation tool to create immersive experiences
作者分享自制应用 Snapfari，用手机拍摄真实动物自动识别物种并收集成图鉴，还能标记地理位置和防止用网络截图作弊。
Hey everyone, I've been working on a little app called Snapfari The pitch: it's basically a real-life Pokédex. You take a photo of an animal, it figures out the species, and that animal gets added to…
受众观点：① 家长用户觉得这类现实版图鉴正好满足孩子的好奇心和探索欲，甚至有人刚被孩子问到有没有类似应用（@abensur, 50likes） ② 有人关心账号体系和本地化，希望支持 Google 登录和多语言界面以便更广泛使用（@Baldtazar, 28likes） ③ 评论者联想到背后可能使用 Claude、Google 或 GPT 等多模态模型，关注技术栈和识别准确性（@GreatLab8898, 9likes）
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- @abensur (50): No way, my son asked if I knew an app like this yesterday. Crazy!!!!
- @Baldtazar (28): 1. Google auth? 2. Non English localisations?
- @CallMeGerty (11): This is awesome! Not sure if you differentiate by breed, but I could see kids wanting to collect different breeds of dogs they see outside too. I can just imagine kids coming up and excitedly asking "can we catch your dog?!"
- @Striking-Relation-72 (11): Ha, that part's the secret sauce so I'll keep it under wraps for now 🙂 It's also something I'm constantly improving
- @GreatLab8898 (9): Most likely one of the big 3 Multimodals behind it. Claude, Google or GPT.
作者讲述在用 Claude Code Opus 帮忙合并分支时，模型从 diff 中识别出 next.config.js 里被植入的 EtherHiding 恶意代码，拒绝合并并反向分析出其通过 TRON、Aptos 和 BSC 链上交易隐藏载荷、窃取令牌和密钥的攻击链。
I had Claude Code, running Opus, doing some branch consolidation across my repos. It was driving the git operations itself. When it went to merge one branch it stopped, told me the incoming commit co…
受众观点：① 很多评论对 Opus 能在合并前识别恶意代码感到震撼，但也有人调侃这类高能力模型很快就会被进一步限制（@Krum_Rum_2hell, 364分） ② 有人指出真正的教训不是“Claude 会救你”，而是像 next.config.js 这种构建配置一旦被植入就会在每次构建和 CI 中执行，强调要锁紧构建时能运行的脚本和外联（@StressTraditional204, 64分） ③ 也有评论把责任指向开发流程本身，比如不该允许他人对主仓库做 force push，否则很难防止被伪造提交和历史污染（@SquashNo2389, 36分）。
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- @Krum_Rum_2hell (364): Opus 4.8 is now restricted. Thanks OP.
- @neotorama (87): Next is the malware
- @StressTraditional204 (64): sick that it caught that. real lesson isnt 'opus has my back' tho, its that one committed config (next.config.js) runs on every build + CI, only had to slip past once. lock down what runs at build time 👀
- @TheWyzim (59): OP works for OpenAI.
- @SquashNo2389 (36): Letting someone force push to a repo is problem 1. Should never have been here.
楼主讨论在家用 Proxmox 自建服务的前提下，什么时候值得额外加一台 VPS，用来承担公网入口、远程访问、备份和高可用等需求。
I’ve been thinking about when it actually makes sense to add a VPS to a self-hosted setup instead of keeping everything at home. I’m not really looking for a “best provider” list or the biggest specs…
受众观点：① 有人表示自己唯一刚需 VPS 场景就是给 Pangolin 或 Headscale 提供一个公网可访问的端点，用来做内网穿透和设备管理（@khariV, 76分） ② 多条评论提到用 VPS 做通知和监控，比如跑 Uptime Kuma、ntfy，再通过 WireGuard 把家里服务接上，同时让 VPS 扛 DDoS 而不是家庭宽带（@schklom, 17分；@Unspec7, 12分） ③ 也有人强调在被运营商 CGNAT 的情况下，VPS 几乎是获得稳定远程访问和干净公网 IP 的唯一现实方案（@IamHydrogenMike, 16分）
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- @khariV (76): The only really solid use case I have for a VPS is for a publicly accessible endpoint for Pangolin or Headscale.
- @Curious_Olive_5266 (22): IP obfuscation
- @schklom (17): 1. notifications, in particular for when my stack is down (something like uptimekuma and ntfy) 2. a TCP-proxy (lots would just do a full reverse-proxy, but I don't like giving cleartext traffic to a VPS) so that the VPS takes (D)DoS attacks instead of my home network 3. wireguar…
- @IamHydrogenMike (16): Especially if you are being CGNAT or something like that and need external access.
- @Unspec7 (12): Uptime monitoring is also a good use case.
作者在多个 Reddit 社区分享自己花数月做的项目想获取反馈，却因为被判定为自我推广导致主号和朋友账号都被封禁，困惑如何在不被当成垃圾营销的前提下验证产品。
I spent months on my project and I just wanted to share it and get some honest feedback. Tried posting in few communities in Reddit and either it got removed for self-promotion. Had a 1k+ karma accou…
受众观点：① 有人分享自己也因为没看清版规，在指定自 promo 日发帖但缺少足够近期互动而被禁，后来总结出必须先在子版里真诚评论几周再提自己项目的经验（@TimelyRepeat4517, 3分） ② 也有开发者表示同样害怕推广，不清楚什么行为会触发封禁，导致宁愿不宣传（@farhan-dev, 3分） ③ 有人从其他用户视角提醒，多数人不是来帮你推项目的，而是想讨论问题本身，建议先围绕问题域分享见解、对比现有方案、给免费建议，把“没人感兴趣”也当成一种负向验证信号（@ReditusReditai, 2分）。
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- @TimelyRepeat4517 (3): Got a 100 day ban myself for the same reason, posted on the designated self-promo day but didn't have enough recent unrelated activity in the sub beforehand. The rule existed, I just didn't read it carefully enough. What I've learned since: comment genuinely in a sub for a few w…
- @farhan-dev (3): That's why i am really afraid of promoting. I don't know what may triggered it.
- @Febin_ai (2): Yeah the activity first thing makes sense, but that's what gets me, one of my accounts had a top 1% commenter badge and the other had solid badges too for that community and i was very very active in those communities, and I still got banned without even promoting anything about…
- @ReditusReditai (2): Start by seeing things from other subreddit users' perspective. Do you go to a subreddit to read about other people's projects and give feedback? With that perspective in mind, think of ways you can validate your startup without having to mention it at all. Talk about what you'r…
- @Febin_ai (2): But that's actually what I did. Validated it first, had 100+ on a waitlist before building, most of them joined and a bunch even paid. The bans came later when I tried to scale, and even then I was talking about the problem, not pitching the product, exactly like you're saying.…
有人吐槽 FIFA 官网体积超过 32MB、近 200 个请求、单个 JS 文件就有 7MB 还塞满弹窗，借此感叹大公司网站在性能和隐私上严重臃肿。
The FIFA website is horrifically bloated. It's over 32MB in total size, with nearly 200 requests, and two of the JavaScript files alone are larger than 7MB! And let's not even get started about the p…
受众观点：① 评论集中吐槽 FIFA 页面上“1010 个合作伙伴”的隐私弹窗文案，讽刺大公司一边说关心隐私一边疯狂共享数据（@Evening-Tart-6645, 218分；@mmdoritos, 114分） ② 有人感叹自从算力充裕后大家就不再在意优化，现代网站动不动就让 CPU 风扇狂转，把现在的体验和当年的 Windows XP 流畅度做对比（@DasToastbrot, 174分） ③ 还有开发者拿 Windows 11 右键菜单都要等加载来类比，表达对整个软件行业“越做越卡”的不满（@schussfreude, 70分）
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- @Evening-Tart-6645 (218): 1010 partners 💀
- @DasToastbrot (174): People just stopped caring about optimization when enough computing capacity was available it seems. I hate this trend. Everything in IT and software development feels like its going backwards. I recently spun up a windows xp vm for an old game i wanted to play. Everything was s…
- @mmdoritos (114): \- Banner title: We Care About Your Privacy \- First sentence: We and our **1010** partners
- @theevildjinn (70): Giving Bonnie Blue a run for her money.
- @schussfreude (70): Windows 11? The operating system where you have to WAIT for the right click contextmenu to fully load?
作者以自己戒色经历为背景，介绍一款名为 Uprise 的 iOS 应用，用九阶段流程、可视化内在状态和 SOS 模式帮助用户戒除色情成瘾。
App name: Uprise As a former porn addict, I know how hard it is to fight something most people don't even take seriously. So I built an app called Uprise. In my opinion, pornography is a severely und…
受众观点：① 有用户认为这种机制同样适用于减肥、暴食等其他成瘾或强迫行为，希望未来能扩展到更多场景（@Warm-Palpitation5670, 42likes） ② 部分人只是情绪化表态自己喜欢色情内容，说明目标用户群体和大众态度之间存在明显分层（@FinalFantasiesGG, 13likes） ③ 开发者视角有人评价界面“AI generic 但不算 slop”，关注 UI 质感与 AI 生成设计的边界（@QuanDev, 11likes）
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- @Warm-Palpitation5670 (42): you should adapt it for weight loss, binge eating and other eating disorders (this is what I struggle the most apart from porn addiction).
- @Ok-Button8409 (24): Sounds very familiar
- @TicoGuy506 (17): that's genuinely great feedback, the mechanics would work really well for that. it's on my radar for future versions, i think for now I want to get the core experience right with one focus, but expanding to other addictions is definitely the plan. appreciate you sharing that
- @FinalFantasiesGG (13): I love porn this is not the app for me.
- @QuanDev (11): It's AI generic but how is that a slop? It looks fine. it works fine.
作者发布 craftcourse.app，用 AI 把“我想学某技能”自动生成完整学习路线和课程大纲，并配套 YouTube 资源、测验和游戏化激励。
I kept starting tutorials and collecting half-watched YouTube playlists like they were trophies. 20 tabs open, finished none of them. The problem was never the content. It's everywhere and it's free.…
受众观点：① 有人好奇 UI 实现细节，认为前端是项目中最难的一部分，询问作者如何把界面做得不乱（@CommercialComputer15, 11likes） ② 作者分享自己用 Claude 设计 RPG 风格 UI、用 Gemini 生成像素图标，引发大家对“AI 参与设计是否一眼可见”的讨论（@mag1straL, 8likes） ③ 另一位开发者提到自己也做了类似产品 roadmaps.cc，说明这个赛道竞争者和同类方案正在增多（@Ok-Delivery307, 8likes）
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- @CommercialComputer15 (11): Nice work. How did you build out the UI? I’m pretty good at getting everything else done but whenever i try building the front end it becomes a mess 😂
- @mag1straL (8): Thanks! Yeah, the UI was easily the hardest part to nail. I had a rough idea of the vibe I wanted but no idea on the actual palette, fonts, etc. honestly I just asked Claude for an RPG theme (since I wanted it gamified), it gave me a bunch of recommendations and I picked what I…
- @Ok-Delivery307 (8): lol i build and showed this kind of app similar few days ago is weird because it almost looks like mine [roadmaps.cc](http://roadmaps.cc)
- @Lucky_Garage_8825 (8): It's not X, it's Y
- @whoknowsifimjoking (4): I would adjust the colors, it's very visible that it was built with Claude and that's not necessarily a good thing.
帖子转述消息称特朗普与多家前沿实验室 CEO（包括 Anthropic 的 Amodei 和 OpenAI 的 Sam Altman 等）将在午餐会上讨论 AI 促进经济增长及模型访问问题，尤其是围绕 Fable 5 访问争议。
**Trump & CEOs** including Anthropic’s Amodei, OpenAI’s Sam Altman, DeepMind’s Demis Hassabis and Mistral’s Arthur Mensch will discuss how AI can drive economic growth and how to keep societies r…
受众观点：① 很多用户对每次看到 Fable 相关新闻却仍无法使用感到愤怒，希望 Anthropic 能补偿 Opus 配额（@Bernie4Life420, 72分） ② 有人直接把责任指向特朗普政府，认为是其下令导致全球用户和国际公司无法访问 Fable 和部分 Claude 版本（@Pitiful_Option_108, 15分） ③ 也有用户单纯期待“终于有点消息了”，希望这次会面能带来实际进展（@Full_Stand_2681, 15分；@fumi2014, 10分）
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- @Bernie4Life420 (72): Everytime I see a Fable article Anthropic should reset my Opus tokens.
- @Pitiful_Option_108 (15): They need to confront Trump on this issue. That is who they need to confront. I mean granted Anthropic doesn't have to listen to the US government but it was by Trump's orders why we all don't have access to Fable and why international companies don't have access to versions of…
- @Full_Stand_2681 (15): finally some news
- @BuildwithVignesh (14): **From Source:** https://preview.redd.it/00kbdxwhzu7h1.jpeg?width=1080&format=pjpg&auto=webp&s=470a3303b6b5122203f87f12fbd71e99743ed6ff
- @fumi2014 (10): For real. Sick of this shit. Get the Fable back.
作者展示自己用 Claude Fable 5 为主力，在浏览器里做出一款纽博格林赛道驾驶游戏，并详细分享如何用“先规划再验证”的方式让模型负责物理、音效等复杂部分。
A browser driving game on the Nürburgring [drive-game.pages.dev](http://drive-game.pages.dev) Why: I wanted a quick drive with some actual racing DNA, something like [slowroads.io](http://slowroads.i…
受众观点：① 有人调侃自定义引擎声效在动图里根本听不到，用玩笑方式回应作者强调的音频细节（@Excellent_Ad_2486, 43分） ② 部分用户吐槽在项目仓库里放完整提示词和对话记录很奇怪，反映出对“把 prompt 当项目资产”这件事的分歧（@dwittherford69, 21分） ③ 也有玩家直接称赞游戏很酷，同时反馈物理系统允许车辆倒置无限滚动等 bug，说明大家已经在认真试玩并给出体验反馈（@RedizeYT, 11分；@OddAttention9557, 9分）
展开评论
- @Excellent_Ad_2486 (43): Custom sounds look great in the gif! /s
- @dwittherford69 (21): JFC who the hell puts prompts and replies in a project repo, what a bizarre thing to ask
- @Monatanaisdumb (12): This is at least 5 days old. WTF
- @RedizeYT (11): This is dope dude. Hell yeah.
- @OddAttention9557 (9): Physics is a blast. Car still works fine upside down, and can roll indefinitely ❤️ https://preview.redd.it/bnub0mza4v7h1.png?width=3450&format=png&auto=webp&s=301d125db3d9d11e0e3d0a5aa1de32a11564c3fe
一位 41 岁用户坦白自己长期不懂统计学，最近用 Claude 以“零评判”的方式从基础重学，靠不断追问和检查理解在几个月内补上多年知识缺口。
not a build, not a workflow, just a use case i don't see posted much. i'm 41 and i got embarrassingly far in life while quietly not understanding statistics. it comes up in my job constantly and i've…
受众观点：① 有人分享用 Claude 学习 git 和 GitHub 基础操作的经历，认为对非专业开发者特别有帮助（@YoshiWins, 30分） ② 多位用户强调现实生活中人们常惩罚“不会就问”，而 Claude 的无评判环境让他们敢于持续提问，也逐渐在现实中更自然地发问（@Otherwise_Pear_2472, 27分） ③ 其他评论把 Claude 视为“加速学习器”，从编程到项目决策都用它先补课，再做选择，认为这是现代 LLM 最被低估的能力之一（@Rare-Spawn, 18分；@SmokeyWizard, 10分；@K_M_A_2k, 9分）
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- @YoshiWins (30): I’ve done something similar to learn git commands and how to use it best. I’m not a developer by trade, so that basic understanding wasn’t something I used day to day. It was very helpful.
- @Otherwise_Pear_2472 (27): One of the dumbest things people do is punish others for admitting they don't know something. I'm constantly learning things with Claude. And through daily non-judgmental learning with Claude, I've also started asking questions openly in real life without shame. And because I do…
- @Rare-Spawn (18): Accelerated learning is one of the most underestimated god tier features of Claude and modern LLMs in general.
- @SmokeyWizard (10): Dude same, literally a few months ago I had no idea what GitHub even was, now I've learned proper repo hygiene, how to manage branchs and PRs, etc AI is really good for assisted learning so long as it's not the exclusive source you're using, it's mind blowing to think what our l…
- @K_M_A_2k (9): Hell I do this constantly in the middle of projects where I need to make a decision i tell Claude ok bro teach me what b d and f options are make sure I understand them and why I would or wouldn't want to go that route then learn some cool things for an hour or two which then ma…
帖子引用 CNBC 报道，称 Anthropic CEO Dario Amodei 与 Google DeepMind 的 Demis Hassabis 在法国 G7 峰会闭门午餐上，呼吁由美国主导建立 AI 规则和标准的国际联盟。
Anthropic CEO Dario Amodei and Google DeepMind's Demis Hassabis called for a U.S.-led **coalition** to shape rules and standards around artificial intelligence at a meeting with tech leaders and head…
受众观点：① 有人讽刺这是“用户优势 ❌ CEO 优势 ✅”，认为治理讨论更多偏向大公司利益（@BWVEntreprenuer, 69分） ② 不少评论对美国政府的国际信誉和对盟友的态度极度不信任，认为让其主导规则本身就是风险（@Opposite-Cranberry76, 43分） ③ 也有人对不同 CEO 的动机做人物判断，认为 Demis Hassabis 更有同理心，而 Dario 和其他美国公司则更偏商业利益（@touchet29, 23分；@unspecified_person11, 23分；@florodude, 13分）
展开评论
- @BWVEntreprenuer (69): User Advantage ❌ CEO Advantage ✅
- @Opposite-Cranberry76 (43): The white house can't be trusted at all, to lead anything. They've spent the last year threatening allies and breaking deals. They're refusing to allow a trade bridge to Canada to open now, that began planning 26 years ago, and was paid for by Canada, until some kind of bribe is…
- @touchet29 (23): Out of all the CEOs in the world, Google Deepmind's Demis Hassabis has to be the least like the rest. He's an actual child genius with a huge amount of emotional intelligence and empathy. If anyone should represent us, it's him. Dario is a different story. Not as bad as Altman o…
- @unspecified_person11 (23): American AI companies are the risk.
- @florodude (13): A lot of things? Power converging around rich corporations, cyber-security, drone warefare against civilians, government overreach into privacy areas, environmental concerns? Should I keep going? I love claude and AI as much as the next guy but yeah there's real risks.
用户发帖感谢 Anthropic 对 Claude 界面或功能做了重要更新，并配图展示最新改动效果。
https://preview.redd.it/eswk5i0k3t7h1.png?width=1986&format=png&auto=webp&s=ed19924a31792629fb7f7743d58f6e7fe37ec8f4 Thank you Anthropic
受众观点：① 有人自称是 Anthropic 员工，感谢 OP 的反馈和帖子，说明官方在主动看社区声音（@owen800q, 250分） ② 部分用户对之前某个设计或 bug 很不满，这次更新解决了长期痛点（@Aromatic_Plum_7955, 104分） ③ 有人调侃 Claude 团队天天改按钮和布局，把产品开发节奏形容成不断试摆 UI 的实验（@dinosaur328, 62分；@letharus, 31分）
展开评论
- @owen800q (250): you are welcome, appreciate your findings and your post on reddit
- @Aromatic_Plum_7955 (104): im actually grateful for this it was pissing me off
- @Elbeske (70): Oh shit it’s John Anthropic
- @dinosaur328 (62): i like how claude changes tiny buttons and layouts here and there EVERY SINGLE DAY when i open it. Its like the team is playing like "place it here...nahhh...oh and here... ummm...ok...looks nice lets test.... and nahh lets change it again"
- @letharus (31): Unironically, yes. That's how product development works, especially in the early days. It's just that Claude Code makes it much faster to roll out changes so they happen more frequently.
一位SaaS创始人分享从零到大约15个付费用户的心路历程，描述长期埋头写代码、怀疑没人会付费，到一天内新增3个客户带来的巨大心理转折。
I know that doesn't sound like much. But when you're building something from scratch, spending weeks staring at code, doubting yourself, wondering if anyone will ever pay... 3 feels huge. We're sitti…
受众观点：① 还在 0→1 阶段、迟迟不敢收费的独立开发者 ② 已有少量用户但增长缓慢、情绪反复的 SaaS 创始人 ③ 想了解真实早期数据和心理预期的新手创业者。
展开评论
- @BeeRanked (2): That’s great, congrats !
- @Previous_Formal_3383 (2): Congrats bro, I wonder how did you market it. I have a saas project and I don't have any idea how to contribute it. This brokes my hopes 🥲
- @koustubh18 (2): Thank you!! Don't lose your hopes bro. Just continue the hustle. One day it will definitely work. I am marketing my product on x and reddit organically.
- @gamingmachineee (2): Omg I just went through this exact feeling, it’s like a weight has been lifted, congratulations!!
- @koustubh18 (2): Thank you!!
发帖人询问大家有哪些曾经启动却放弃、但至今仍念念不忘的副业项目或点子，想看看多少人心里还藏着未完成的 side project。
the ones that didn't go anywhere but the idea still won't leave you alone. curious how many people are sitting on something they never finished
受众观点：① 很多人分享自己做到原型或下单生产却因成本或风险放弃的硬件/电子项目（@mxeris, 5分） ② 有人提到疫情期间做餐厅虚拟排队系统却没坚持下去，后来看到类似方案流行会反复后悔（@la_poule, 4分） ③ 也有用户用轻松方式回顾早年天马行空却未落地的点子，比如给狗设计餐厅或早期搜索引擎创意（@Early_Key_823, 4分；@tune-happy, 3分）
展开评论
- @mxeris (5): I prototyped and then had someone who knew what he was doing design a single low power light mesh. I got as far as having the prototypes in my jplpcb cart but I couldn't justify 500 bucks for 5 chips.
- @la_poule (4): A virtual queue system for restaurants during COVID. It was bank, and someone else profited it well. Every time I see a queue QR code outside a restaurant, I keep thinking about what would’ve happened had I pushed out my idea first. Alas, onto the next one.
- @Early_Key_823 (4): Doggie Diner. In 1995 I read dogs hurt their necks by having their food bowls on the floor.
- @johnparris (3): Before the invention of dog bowls, how did they prevent their necks from being hurt while eating from the ground?
- @tune-happy (3): I thought of Lougle before Google in 1986. Unfortunately it didn't catch on.
作者在自己电脑上搭建电影服务器，用一块 500GB 老硬盘存蓝光片很快就满了，纠结未来收藏会扩张到多少以及该一次性上 10–12TB 还是先买 3–4TB 扩容。
Hi all, I’ve been lurking in this subreddit for a while, to the point where ive learned how to set up my own movie server on my pc (Its not cost efficient but i use my pc 24/7 and figured i could spa…
受众观点：① 评论普遍认为不存在真正的“未来证明”，新片源会不断增加，只能在预算范围内买尽量大的盘，比如有人从 4TB 计划扩到 12TB 以应对 4K 蓝光体积（@CalliNerissaFanBoy02, 19分） ② 有人分享自己已经有 20TB 甚至 100TB 媒体库，做法是盘快满时再按当下最划算的 TB 单价继续加盘，而不是一次性买到位（@selfcleaningtaint, 4分；@parker_fly, 4分） ③ 也有人提到重编码和压缩可以省空间，但在保持 Dolby Vision 等高阶特性时重新编码到 AV1 并不容易（@CalliNerissaFanBoy02, 3分）。
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- @CalliNerissaFanBoy02 (19): There is no Future Proving. New Movies and Shows will come out. Buy as much as you can afford I have 4 TB rn next month will be expanded to 12 TB Lets see how long that will last Bluray rips are quite large and I do try to get everything possible in 4k so
- @sewersurfin (8): How long is a piece of string?
- @selfcleaningtaint (4): I think you nailed it. I have 20tb with 3tb free and when it's 1tb then I'll add another whatever the best $/tb option is that's actually available and not moronically overpriced. 4/8/12/etc. I'm more jealous of people who can trim the fat off their personal collections (re-enco…
- @parker_fly (4): I'm at well over 100TB for TV and movies. There is no future-proofing.
- @CalliNerissaFanBoy02 (3): Not the one you replied to but rencoding isnt allways as striaght forward. Havent yet found a good way to rencode to Av1 while keeping Dolby vision alive.
楼主询问大家在自托管服务中如何使用自托管 LLM，例如在 karakeep 或 paperless ngx 里做自动标签和文档处理。
For which selfhosted services do you use selfhosted LLMs ? I mean like automated tagging with karakeep or paperless ngx for example.
受众观点：① 有人分享用本地 Ollama 模型做电台 DJ，从 Navidrome 曲库选歌、写串场词并播报时间天气，展示了自托管 LLM 在娱乐场景的玩法（@pinku1, 88分） ② 也有人提到在 OpenChore 里用轻量容器模型分析小孩家务照片，判断任务是否完成，从而节省云端 API 费用并保护家庭隐私（@igmyeongui, 13分） ③ 还有评论建议直接跑 llamacpp 暴露 OpenAI 兼容接口，提醒 AMD 用户可以先试 lemonade，并明确反对使用 Ollama，给出了替代技术路线（@o0genesis0o, 12分）
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- @pinku1 (88): Mine runs as a radio DJ. A local Ollama model picks the next track from my Navidrome library and writes a quick intro for it, reads the time and weather between songs too. Different from the tagging/summarising crowd, but it's the most fun I've gotten out of a local model. I run…
- @SafePersimmon9533 (13): What kind of hardware you're running on?
- @igmyeongui (13): The litert container on OpenChore is nice to analyze your kid’s picture if the task has been done or not. Kinda neat so you don’t waste api money and the ai doesn’t get to see your house pictures. Save a bit of time since you don’t have to review all of the pictures tasks. I thi…
- @o0genesis0o (12): YOu should run llamacpp directly and expose a server (built-in feature). Then, any tool that uses OpenAI compatible API dialect would be able to interact with the LLM after some tinkering to get the correct connection and model name. If your machine has AMD, tries lemonade first…
- @jake_that_dude (7): boring pipeline stuff is where local LLMs actually make sense: OCR cleanup in paperless, karakeep tags/summaries, n8n ticket triage, Home Assistant intent parsing. the setup I trust is a small model behind an HTTP endpoint with a fixed JSON schema. if it can't fail closed to `ne…
楼主打算在树莓派和旅行路由器上搭建一个离线聊天系统，供露营度假时家人朋友在无网络环境下通过网页客户端互相聊天，不希望依赖邮箱注册或复杂密码。
Hello. I've been trying to research and figure out a solution that fits for me but haven't been successful. &#x200B; I'm looking for a chat system that will work offline and running on a raspberr…
受众观点：① 有人建议考虑 Metastatic 这类基于 LoRa 的方案，指出在露营等场景下纯文本消息配合 LoRa 能获得比 WiFi 更大的通信范围（@ljis120301, 5分） ② 也有人推荐在所有设备都连同一路由的前提下，自托管 Mattermost 作为团队聊天工具的替代（@ff0000wizard, 4分） ③ 还有评论提到 Bitchat 这类基于蓝牙的聊天应用，以及 Meshtastic 作为离线网状通信的潜在解决方案，说明大家在探索不同物理层和协议（@redit_handoff140, 4分；@gharris02, 2分）
展开评论
- @ljis120301 (5): Would something like Metastatic work for what you are wanting? You would get a lot more range out of messaging on LoRa, especially if you are just wanting text based communication
- @ff0000wizard (4): Maybe a self hosted mattermost setup? Assuming all the devices are connecting to the router
- @redit_handoff140 (4): Bitchat maybe? Works over Bluetooth.
- @guhcampos (4): How would an offline chat system be a thing? Who are young to chat with?
- @gharris02 (2): This seems like a good meshtastic usecase
一位计算机老师展示周末项目 CameraAIBoard，用摄像头识别手指在空中写下的数学公式并由 AI 以手写体给出解答，用于教学实验。
Weekend project for my students. Webcam-only finger-drawing whiteboard. Write an equation in the air, thumbs-up, and AI reads + writes the answer back as handwriting. Does arithmetic and x-equations…
受众观点：① 学生和开发者觉得这个空中写字解题的交互很酷，希望进一步看到分步解题过程而不仅是最终答案（@karthosia, 21likes） ② 有人从教学角度共鸣，提到十年前还在让学生用 JS 做简单小游戏，对比现在 AI 辅助下作业复杂度和评估方式的变化（@ImplementInternal673, 7likes） ③ 部分评论只是轻松反馈体验，比如通过观察手指动作就学会使用方式，说明交互门槛较低（@BreakingInnocence, 15likes）
展开评论
- @karthosia (21): Pretty cool! Wish my teachers gave me assignments like this one. For an extra point, maybe have the AI render the steps to solve it?
- @BreakingInnocence (15): it works because I learned how to use it from watching your hand and fingers
- @ImplementInternal673 (7): 10 years ago , I was asking them a simple game level with JS. Of course, if they create more sophisticated ones and more features, they will get extra marks.
- @ImplementInternal673 (7): No , just like normal blackboard 😄
- @Several-Edge-2056 (5): Tengo que pensar más para escribir que para resolver la operacion
作者作为英语非母语者因口音常被要求重复，自己开发了发音教练应用 Bombo，用逐个音素打分的方式帮用户精确找出发音错误，并在首发周发放 1000 个一年期免费高级版兑换码换取真实使用和数据。
I'm a non-native speaker and for years people kept asking me to repeat myself in English. The frustrating part was that every app I tried just gave me one overall score and never told me which sound…
受众观点：① 有人建议把这类发音教练卖给学校等 B2B 场景，认为一位老师带来的几十个学生比零散个人下载更有价值（@Spiritual_Heron_5680, 2分） ② 作者本人在评论中强调，真正要看的指标是 30/60/90 天留存，尤其是免费用户的持续使用情况，短期收入不如长期活跃重要（@mtbenj1, 2分） ③ 也有人认同“先用一年免费换真实使用数据”的思路，认为早期几单付费不如积累口碑和反馈，作者也回应这是当前的核心赌注（@mtbenj1, 2分）。
展开评论
- @Spiritual_Heron_5680 (2): Sell it in school, many people will love it....
- @mtbenj1 (2): Yeah, 30/60/90 retention is the real test, especially for the free ones. Thanks man, appreciate it!
- @mtbenj1 (2): Appreciate it, that genuinely means a lot. Thanks for the upvote!
- @mtbenj1 (2): Yeah, that's the whole bet right now. A year of real usage data beats a handful of early sales. Thanks!
- @mtbenj1 (1): Yeah, one teacher with 30 students beats 30 random downloads. It's a different motion though (longer sales, would need a teacher dashboard), so more of a phase-two thing for me, but good call, it's on the list.
微软研究提出 Next-Latent Prediction（NextLat），让 Transformer 预测自身下一步潜在状态，用于构建世界模型并实现最高 3.3 倍推理加速。
[Microsoft Research Preprint](https://preview.redd.it/efm7zazr2t7h1.png?width=2950&format=png&auto=webp&s=444dc71b22bca0c499f56367f705fb4ea23d07b8) Next-token prediction is myopic. What i…
受众观点：① 有人把 NextLat 联想到 Ha 和 Schmidhuber 的 world model 工作，认为这是在语言模型里引入显式世界模型的有趣方向（@Jojanzing, 33 likes） ② 评论者提到这类方法类似“language JEPA”，说明社区在思考表征学习和预测结构的关系（@raucousbasilisk, 10 likes） ③ 一些人对论文声称的 3.3 倍推理加速最感兴趣，期待这种速度提升能在不同模型规模上都成立，从而在实际系统中真正可用（@Live_Locksmith5867, 9 likes）
展开评论
- @Jojanzing (33): This is reminiscent of Ha & Schmidhuber's world model, which included an RNN to predict upcoming latent states. Cool stuff!
- @FlyingCC (14): There is now a meme about this I think
- @raucousbasilisk (10): Wouldn’t this be a language JEPA? Really interesting!
- @Disastrous_Room_927 (9): I'm pretty sure Schmidhuber invented mathematics.
- @Live_Locksmith5867 (9): the 3.3x inference speedup is what gets me, if that holds across different model scales this could be genuinely useful
作者介绍自己 3D 打印了 Claude Code 吉祥物模型，并吐槽 subreddit 会把这个吉祥物旧名当成被禁词自动删帖，同时希望有人用它做游戏开发教学示例。
So you know the name of Claude code mascot? somehow this Reddit flag that as an old name of openclaw and remove any posts with that, which is a bit crazy I think. I 3d printed this little guy, the 3d…
受众观点：① 有人调侃模型背面细节，围绕吉祥物造型开玩笑（@ajithpinninti, 37分） ② 评论区有人吐槽 AI 公司 logo 和吉祥物设计都很“骚气”，延伸到对整个 AI 品牌风格的玩笑（@mixoadrian, 11分） ③ 也有用户询问是否会出售成品，并关心 3D 模型文件在 cults3d 上的获取方式和版权限制（@LongjumpingRadish452, 5分；@mixoadrian, 5分、4分）
展开评论
- @ajithpinninti (37): I see what you did on backside
- @mixoadrian (11): Some ppl say tech bros are ass holes. Then you look at the logos from all the ai companies🤣
- @LongjumpingRadish452 (5): im crying theyre so cute 😭 do u plan on selling the printed products?
- @mixoadrian (5): https://cults3d.com/en/3d-model/art/clawd?srsltid=AfmBOoqp2USWdLLmGJlSnmxZvBFHCFEEuOJ78IPZtJ2WdS-qiq7dCQFE. I hope u can see the link, it might get blocked. The ai moderator here literally made a rule to forbid mentioning the name of the mascot. Try search it on cults3d dot com
- @mixoadrian (4): For copy right reasons I shouldn’t. but the 3d print digital files are up for grab on cults3d dot com.
作者讨论一个常见现象：SaaS 产品功能和体验持续迭代到“版本 4.0”，但市场仍停留在一年前对“版本 1.0”的印象，真正的增长瓶颈是让用户重新评估而不是继续堆功能。
I think one of the strangest parts of building a SaaS today is that your product can improve faster than your market learns. You add features. Fix onboarding. Improve performance. Ship integrations.…
受众观点：① 顶层评论指出增长最难的部分不是做出更好的产品，而是让人们愿意重新审视旧印象，这与楼主观点高度呼应（@smartmiketrailer, 5分） ② 有人总结很多时候真正的“竞争对手”不是别的产品，而是一年前用户做出的结论（@Fun_Ostrich_5521, 3分） ③ 另一条高赞评论强调分发比迭代更重要，如果没人回来看看产品，自然没人看到进步，并提出要主动制造重新评估的契机（@Sea_Statistician6304, 2分）
展开评论
- @smartmiketrailer (5): One of the hardest growth problem isnt building a better product its getting people to revisit an old opinion
- @Fun_Ostrich_5521 (3): Sometimes the competitor isn't another product. It's a conclusion someone reached a year ago and never revisited.
- @Fun_Ostrich_5521 (2): Which is why distribution often matters more than shipping. If nobody revisits the product, nobody sees the progress.
- @Sea_Statistician6304 (2): this is real, and the part most people miss is that "we shipped a ton" is invisible to the market by default. improvements don't announce themselves. someone who bounced 12 months ago filed you under a category ("the thing that can't do X") and that label sticks long past the po…
- @alexandre-boudot (2): people don't hold onto old perceptions because they are stubborn, they hold onto them because re-evaluating software takes mental energy. if the new version doesn't solve a completely new problem, they won't spend the 5 minutes to figure it out. sometimes you literally have to c…
一位平面设计师介绍自己做的几何网格 Logo 工具，用预置网格、布尔形状、字体和配色助手快速生成专业标志并一键导出品牌规范。
I'm a graphic designer by background, so you'd think logos would be the easy part. They're not, especially at 11pm when I'm spinning up another side project. Every time I need a logo I hit the same w…
受众观点：① 多数评论者觉得这个几何 Logo 工具很酷、很想试用，说明目标用户对更快的专业级标志制作流程有真实需求（@ArchZion, 4likes） ② 有人自嘲创意不足但仍被产品吸引，表明工具降低了非专业用户参与品牌设计的门槛（@BigB3ardedB3ar, 3likes） ③ 也有开发者联想到把该工具接入 AI 代理，通过 MCP 让模型探索更多 Logo 方案，关注人机协作的可能性（@AuthorReasonable433, 3likes）
展开评论
- @ArchZion (4): This is really cool. Well done!
- @BigB3ardedB3ar (3): I'd have absolutely no use for this as I'm about as creative as a brick but I like it a lot!
- @loursk (3): Looks fun ! would love to test it 😄
- @AuthorReasonable433 (3): Thanks! Great idea. Letting AI explore possibilities using MCP and through this tool might be a good way to create quality logos. I’ll definitely try this out and see how it performs!
- @DizzyZookeepergame47 (2): Looking good!
作者整理并去重多个热门列表中的公开 API，做成每天自动检测可用性的 public-apis-live 网站和 npm 包，方便开发者筛选可用接口。
i put together every public api from the popular lists into one place, removed the duplicates, and i check all of them every day so you don't click a dead link, also it checks every link is alive dai…
受众观点：① 开发者认为每日存活检查是这类列表真正有用的关键，否则大多数公共 API 列表半年后就成了墓地（@Pitiful_Buy_7678, 5likes） ② 有人觉得这个想法简单却极大减轻了大家找接口、踩死链的负担，对实用性表示感谢（@Shik3i, 2likes） ③ 作者在评论中积极回应合作和改进建议，说明项目仍在迭代并欢迎社区参与（@Cheap_Brother1905, 多条各2likes）
展开评论
- @Pitiful_Buy_7678 (5): the daily alive-check is what makes this actually useful, every other list i've found is basically a graveyard after six months. bookmarking this for next time i need to prototype something quick.
- @Shik3i (2): Thats actually super helpfull and such a simple idea to make live easier for everyone. Thanks alot!
- @Cheap_Brother1905 (2): appreciate it man. lemme know if theres anything you want it to show
- @Cheap_Brother1905 (2): appreciated bro !
- @Cheap_Brother1905 (2): sure man go ahead , always ready for collaborative ideas
楼主已经印了很多带二维码的卡片，二维码指向 Squarespace 站点里的某个页面，如今想把该内容迁到新域名和服务上，又不想重印卡片，询问是否能通过域名或站点设置把原 URL 重定向到新页面。
I know this is convoluted but if you have any ideas I’d be grateful. I have printed several cards with a QR code to a page of one of the Squarespace sites I run. I recently decided that I don’t like…
受众观点：① 有人解释二维码本质就是 URL，网站无法区分访问来源，但可以在 Squarespace 上为该路径设置重定向到新域名页面（@electricity_is_life, 21分） ② 也有人建议在旧域名上配置 301，把原路径跳转到新站对应路径（@NotTheHeroWeNeed, 5分） ③ 有人提醒这样做的代价是需要持续续费旧域名和托管，不过部分注册商提供免费的 URL 转发服务（@juu073, 3分；@electricity_is_life, 2分）
展开评论
- @electricity_is_life (21): A QR code *is* a URL, just written down differently. There's no way for a website to know if a user got to the URL from a QR code or some other method. However if you want to move that one page to a different domain/host it should be possible to make a redirect in Squarespace. S…
- @NotTheHeroWeNeed (5): You say you want to host this particular page on another domain? If you control the DNS for your old domain, you couldjust setup a 301 redirect from: -www.old-domain.com/qr and redirect it to: -www.new-domain.com/page
- @juu073 (3): This will work. However, you now have to keep renewing that old domain and paying for the hosting on the old one.
- @electricity_is_life (2): Well if they end up not caring about the domain for anything else and just want the redirect, most registrars will do that for free. So they'd only be paying for the domain itself. But OP said "Keeping in mind that I’ll be keeping that original domain and page active" so I'm ass…
- @EliSka93 (2): Well a QR code is just encoded information. there are a few different standardized types of QR codes, but colloquially, most are an url yes. Other common types are WLAN passwords sharing or a banking transaction.
楼主花两年多为自己打造了一个集组织工具、健康追踪、冥想学习、历史人物内容、脑力游戏和食谱于一体的综合网站，如今想公开上线却几乎没做过“建公开”“收邮箱”等常规营销，来求走非典型路线的经验。
(Sorry for the long post, feel free to skip to the questions at the end) Hello fellow website builders and bots. I’ve been building my site for a while now and I’ve been learning a lot from you guys.…
受众观点：① 有人认为不管是否细分市场，只要先为自己解决真实问题就已经领先大多数追逐 AI 快钱的人（@Glad-Tourist4510, 4分） ② 有人强调从诚实动机出发比追热点重要，但也提醒市场极度拥挤，仍然需要非常用力地做营销（@horangiwhakkatchi, 3分） ③ 资深站长分享了自己做健康追踪应用的经历，认为打破规则前要先理解规则，并指出真正难的是被用户找到，建议研究 schema、围绕用户会问的问题做内容（@nurdle, 3分）
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- @Glad-Tourist4510 (4): niche or not, if you built it for yourself first you're already ahead of most
- @horangiwhakkatchi (3): I think building for yourself and really understanding the problem puts you ahead of 99 percent of these absolute clowns churning out AI slop because they think it will make them rich. Using AI is fine but using it with no care for what you're building is just awful. If you come…
- @nurdle (3): I’ve built thousands of websites over 3 decades. This is my advice. If you want to break rules, it’s wise to know what rules you’re breaking, first, and why. There’s nothing wrong with experimenting, but that can also be a path to wasting hours of your life. The worst thing you…
- @ShoulderOk5971 (2): That’s very admirable that you built so many sites. And your advice is really on point, sometimes it’s difficult to subside the stubbornness, usually there is a lot of fear driving it. I’d love to stay in touch for advice down the road if you are up for it, if not no worries I a…
- @ShoulderOk5971 (1): Thanks man I appreciate that. I’ve never understood the “i need to come up with the next best idea in a week and build it in a month” mindset. I’ve had this idea for over a decade and decided to just go ahead and build it out 2-3 years ago.
一位创始人分享从零开始做产品，在长期自我怀疑中上线当天拿到 7 个付费用户、目前约 15 个付费客户的心路历程，把这当成坚持下去的重要心理里程碑。
I know that doesn't sound like much. But when you're building something from scratch, spending weeks staring at code, doubting yourself, wondering if anyone will ever pay... 7 feels huge. We're sitti…
受众观点：① 评论区不少人只是简单祝贺，说明大家对这种小胜利故事有共鸣，但缺少更深入的经验交流（@Outrageous-Train-751, 1分） ② 楼主在回复中表达感谢，整体氛围偏情绪支持而非战术讨论，大家更关注“你做到了，太棒了”这种鼓励（@Fancy-Remove4078, 1分） ③ 也有其他开发者用表情和祝贺表达“这很励志”，把这类帖子当作自己坚持下去的情绪燃料（@BeeRanked, 1分）
展开评论
- @Outrageous-Train-751 (1): Good stuff man
- @Fancy-Remove4078 (1): Thanks mate!
- @getpersonalink (1): Congratulation
- @Fancy-Remove4078 (1): thanks!
- @BeeRanked (1): Congrats to you that's amazing news 🐝 !
楼主晒出截图表示自己的SaaS刚达到343美元月经常性收入，引发大家询问是少量高价客户还是低价多用户，以及如何追踪这些付费用户来自哪个渠道。
https://preview.redd.it/0uq9s29dut7h1.png?width=522&format=png&auto=webp&s=485cf42f570ecdea75951993e607d8e562b488d8
受众观点：① 已经有几十到几百美元 MRR、但不清楚用户从哪来的 SaaS 创始人 ② 依赖 Reddit、X 等社区流量、却没建立转化追踪的独立开发者 ③ 想从“随缘增长”转向“可重复获客”的早期产品团队。
展开评论
- @[deleted] (3): [removed]
- @camppofrio (2): Congrats, is this a handful of customers at a higher price or more at a lower tier? $343 is a specific number that usually means very few seats.
- @Previous_Formal_3383 (2): Congrats bro 🥳🥳
- @Immediate_Waltz91 (2): Congratulations 🎉🎉
- @Impressive_Wheel_877 (2): Congrats, this is the hardest jump there is. 0 to actual recurring money, a lot of people never get here. real question though: do you know where those paying users actually came from, or does it get fuzzy past "uh, Reddit probably"? at this stage the MRR is the easy part to see…
楼主在做分布式认证服务，因刷新过期、并发登录、身份提供方宕机等边界情况太多，导致主流程时序图被失败分支搞得难以阅读，求教大家如何画这类复杂流程图。
Working on a distributed auth service and the happy path is clean but the edge cases are killing the diagram. Token expiry during refresh, race conditions on concurrent logins, fallback flows when th…
受众观点：① 有人提醒先区分你画的是时序图、状态图还是活动图，并强调图是抽象不是规格说明，错误情况可以分组抽象处理（@fiskfisk, 5分） ② 有人建议如果必须可视化，就把每个边界情况拆成独立图而不是塞进一张大图（@coopaliscious, 2分） ③ 也有人建议主图只回答“正常情况下发生什么”，再为刷新失败、会话冲突、IdP 不可用分别画配套流程，并用编号交接点连接（@Excellent-Average782, 1分）
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- @fiskfisk (5): Given that you're not saying what kind of flowchart you're making to illustrate the process, it's hard to say anything specific. Remember that diagrams usually are abstractions - and not specifications. You can group the error cases into one or a few lines, and reference the act…
- @coopaliscious (2): I'd just break them out individually if you need to put them in a visual medium instead of a spec.
- @kenwards (1): Mostly trying to document a sequence/auth flow rather than a full spec. The unclear part is how to represent failure paths like refresh expiry and concurrent login races without messing up the main sequence diagram.
- @kenwards (1): ty. i'll try to separate the diagrams
- @Excellent-Average782 (1): For distributed auth, don't to show every branch in one flowchart. You can check miro to make the main diagram answer what normally happens? Then create companion flows for what happens when refresh fails, what happens when two sessions collide and what happens when IdP is unava…
作者在自建实验环境中用 OPNsense、多个 VLAN 和 Caddy 反向代理做内网服务访问，担心 Caddy 跨 VLAN 转发等于绕过防火墙隔离，询问如何设计更安全的网络架构。
Hello everyone, I'm looking for advice on the security and network design of my homelab specifically around my reverse proxy and VLAN isolation. My setup currently looks roughly like this: * OPNsense…
受众观点：① 许多自建党认为有 VLAN 就安全了，评论里像 @youknowwhyimhere758 和 @MaxedOutCrabby 都提醒 Caddy 本身不能跨信任域乱跑，需要按 VLAN 或信任区划分代理实例（@youknowwhyimhere758, 5分；@MaxedOutCrabby, 3分） ② 有人强调要把 Caddy 视为安全边界组件，在 edge VLAN 只放对外服务，再用 split DNS 给不同 VLAN 返回不同 Caddy IP，避免一台代理服务所有内部流量（@jake_that_dude, 4分） ③ 也有用户更关注路由策略和 VPN 出口，把部分 VLAN 互通、外联统一走 WireGuard，以减少暴露面（@Civil_Tea_3250, 3分）。
展开评论
- @youknowwhyimhere758 (5): The “correct” (in the vlan isolation sense) way to do things is to not allow caddy to talk across vlans, just like everything else is not allowed to. That generally results in around one proxy per vlan. Obviously you may prefer greater convenience instead, that’s a decision you’…
- @jake_that_dude (4): the clean version is: Caddy is part of the security boundary. treat each listener as belonging to one trust zone. I'd do public Caddy on an `edge` VLAN with rules only to the specific public backends, then internal Caddy either per VLAN or per trust group. for internal DNS, keep…
- @Civil_Tea_3250 (3): I'm not sure I understand fully, but with so many VLANs couldn't you set some to talk to others while still not exiting the network? That's what I do for the server and smart home devices. Internally it's direct communication with no restrictions, anything going external or comi…
- @MaxedOutCrabby (3): Put your external services into Ext VLAN with caddy. Only poke f/w rules into Ext VLAN from other VLANs that need access. Do NOT create f/w rules from Ext VLAN into other VLANs.
- @AlexisHadden (2): I go ham with a caddy proxy per host/VM. It means internal folks go straight to the host, and the usual firewall stuff works at both VLAN and host level. The external proxy is a separate caddy instance, which means again I can isolate that access via firewall rules. It is more w…
一位想做与自己 Instagram 个人品牌相关 iOS 应用的作者，询问如何在开发前验证想法并通过社交媒体预热，让用户在上线前就愿意注册等待名单。
I was planning on building an app for IOS store that relates to my personal brand on Instagram but I want to know how to validate my idea as well on how to market my own idea to social media that wou…
受众观点：① 顶层回答强调要先解决具体问题而不是为了做 App 而做 App，指出只要真在解决痛点，目标用户会乐意注册（@Competent_writer15, 4分） ② 原帖作者表示会去 Reddit 上挖掘用户问题，并继续追问如何找到愿意注册的人，说明他对“找到对的人”这一步还很迷茫（@VariationAnnual6594, 1分） ③ 另一位建议先明确目标用户是谁、现在用什么替代方案，再去这些人聚集的地方提问和验证，并通过询问愿付价格来判断价值感（@majrat, 1分）
展开评论
- @Competent_writer15 (4): Build to solve a specific issue, not to make an app that you think will work. Solve an existing problem with your app, and the people it's solving issues for will gladly sign up
- @VariationAnnual6594 (1): Thank you for your advice. That’s very crystal clear about finding what people issues are and to help solve it instead of what I think of. I’ll research through reddit on people issues that could be solved as an app. Also how do I find people that would sign up for it?
- @Huge-Competition3311 (1): imo the biggest question is whether your audience has a problem they'd pay to solve or if this is a "nice to have" thing. Whats the core value prop of the app? That answer basically dictates the entire marketing approach.
- @majrat (1): Who's your target audience? Who's the specific person that already want's to sign up for your app, just doesn't know it yet. Where do they hang out? What do they do instead of your app? Answers to that gives you where you can ask this question and get a better answer. Once there…
- @No-Childhood-7750 (1): Before building the app, validate the idea first. Create a simple landing page explaining the problem your app solves, add a waitlist signup, and start sharing the journey on Instagram. Talk about the problem, show mockups/prototypes, ask your audience questions, and collect fee…
作者介绍自己开发的硬件 IP-KVM USBridge-KVM 2.0，可以把 BIOS 的 HDMI 画面转成可通过 SSH 访问的文本流和 JSON 状态，从而为盲人工程师提供 BIOS 和蓝屏的可访问性。
The other day, I received an email from a completely blind software engineer. He explained that BIOS and pre-OS accessibility has remained a huge blind spot for almost 15 years—ever since specialized…
受众观点：① 有人建议为了让设备对视障工程师完全可用，可以增加无头配置模式，通过在 microSD 上放文本配置文件完成初始设置，避免必须看屏幕操作（@Lopsided_Mixture8760, 13分） ② 也有人从交互细节出发，强调最关键的是可预测的焦点状态，并建议 BIOS 界面要暴露当前高亮行、可用按键、页面标题以及稳定的屏幕指纹，蓝屏则要输出 stop code 和驱动名等文本（@jake_that_dude, 8分） ③ 有评论感叹这个无障碍缺口居然空白了 15 年，而解决方案其实早就潜藏在作者为自动化设计的数据接口里，凸显这个项目的独特价值（@StrikingComer, 2分）
展开评论
- @Lopsided_Mixture8760 (13): To make the device 100% accessible to visually impaired engineers, I'll add a headless configuration feature. Instead of interacting with the built-in KVM screen for initial configuration, users can simply save a text configuration file to a microSD card. This completely elimina…
- @jake_that_dude (8): yeah, this would be genuinely useful. the part that matters most is predictable focus state, more than the OCR-to-SSH bit. For BIOS, expose current highlighted row, available key actions, breadcrumb/page title, and a stable screen fingerprint so the user knows when Enter changed…
- @blow-down (3): Is there any way to do this for a laptop that doesn't output the BIOS screens over HDMI?
- @awful_at_internet (3): Digestible, even.
- @StrikingComer (2): The fact that this accessibility gap has gone unfilled for 15 years while the underlying tech to solve it already existed in your automation layer is kind of remarkable.
一位资深后端工程师拆解社交媒体上“90天做出SaaS拿到25个客户”的玩法，指出评论送PDF其实是收集邮箱卖高价课程，真正难的是多租户、安全、基础设施和邮件送达等被忽悠你忽略的工程细节。
# Saw another one this morning. You know the format: > I've been writing backend systems for a long time. Let me walk through why this stuff gets to me, and then why it's not actually about helpin…
受众观点：① 工程背景的开发者认同安全架构和稳定 API 是迭代新功能的前提，随意“vibe 式开发”会在后期变成灾难（@BeeRanked, 4分） ② 有人用 FIFA 视频流网站只在前端隐藏选项、不做权限校验的例子，说明忽视安全会直接暴露严重漏洞（@ensoniq2k, 1分） ③ 多租户和数据隔离被认为是最难事后补的设计，一旦有付费用户和真实数据，任何捷径都会变成带法律风险的技术债（@Such_Field_3294, 1分）
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- @BeeRanked (4): A lot of our engineers come from cybersecurity and engineering and yes it’s definitely super important to have well architected software. It’s what makes shipping a new feature smooth, because now that feature lies on a solid foundation and communicates with stable APIs. Can onl…
- @ensoniq2k (1): Have you seen the security issue in the FIFA web page for handling the video streams? They didn't verify any credentials, they just hid the option on the frontend. That's where vibing leads us.
- @Such_Field_3294 (1): the multi-tenancy point is the one that really stings. imo thats the single hardest thing to retrofit once you have paying customers and data in production. every shortcut there becomes technical debt with legal consequences
- @sazzer (1): This. So, so, so much this. I can't even begin to emphasise just how important all of this is, and how much it's glossed over by people until it's too late.
- @Sirk0w (1): Brother it's not worth the bother. Get rich quick schemes almost never work, but people love the Idea that it's possible and fancy themselves as protagonists. My advice for anyone getting into this is just make sure you can afford the time sink when you realize it's 100x the eff…
楼主在家里用 Proxmox 跑多台虚拟机并有一台 VPS，想用 Prometheus 和 Grafana 统一监控，但担心直接暴露未鉴权的指标端点不安全，询问除了反向代理加 HTTP 认证外还有哪些安全接入方案。
I want to use Grafana and Prometheus (and maybe Loki sometime later) for getting metrics about my servers and apps that run on them. I have a couple of VMs that are hosted on a Proxmox server at home…
受众观点：① 有人建议最常见做法是让各服务只在本地网络暴露 metrics，然后在同一网络里跑 Prometheus+Grafana 或 Prometheus Agent，再通过 remote write 把数据写到集中式 Prometheus（@Traditional_Wafer_20, 4分） ② 也有人简要提到可以用 Prometheus federation，把多层 Prometheus 实例联邦起来汇总指标（@karnac, 2分） ③ 后续讨论里进一步解释了 per-server vs per-network 部署、Prometheus Agent 的 remote write 能力，以及 Alloy 主要是在 Agent 之上增加日志采集功能（@Traditional_Wafer_20, 1分；@No_Comparison4153, 1分）
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- @Traditional_Wafer_20 (4): Typically, metrics are exposed only locally and your Prometheus+Grafana is local too. Or your Prometheus+Grafana is remote and you add Alloy / Prometheus agent to scrape locally and write remotely to Prometheus.
- @karnac (2): Federation
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @No_Comparison4153 (1): > metrics are exposed only locally Does this apply per-network or per-server (ie: do I create a Prometheus instance on every server or on one server per shared network)? So there is a way to get a Prometheus server to send data to a different Prometheus server? I've also hear…
- @Traditional_Wafer_20 (1): per-network or per-server is your choice and depends on your architecture. For example, I use Docker on a single server, I have no reason to pop one Prometheus per network as my Prometheus Agent can read from all of them. Prometheus and Prometheus Agent can "remote write" to oth…
作者分享从最初做教育项目转而多年深耕搜索，反复搭建实验网站，最终把这份执念做成一个有约100位付费客户、累计收入2万美元的SEO工具。
Started with an EdTech project. Ended up spending years studying search.Built dozens of experimental websites. Some grew. Some crashed. All taught us something. and a few changed everything. Today th…
受众观点：① 正在做搜索或 SEO 相关工具、但还没找到付费点的独立开发者 ② 有多个实验项目、难以聚焦成一个产品线的工程师 ③ 想把技术积累转化为面向海外市场订阅收入的创始人。
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- @sierra_whiskey1 (4): 📸
- @maqisha (1): Maybe bots will know wtf you are talking about, cause humans surely dont.
- @Sorry-Bat-9609 (1): Wow really 😊😂
- @Sahil-khan0786 (1): 😂😂
- @Sorry-Bat-9609 (1): 😆😆😆😊
提问者以“Attention is all you need”为例，询问在只有高端消费级显卡的情况下，是否还能做算力要求不高的基础性或理论性AI研究并产生有价值贡献。
I'm not that well versed in ML yet. I know that "Attention is all you need" was based on work that was done with a couple of high end gaming GPUs at the time. I can afford that. Suppose for arguments…
受众观点：① 想入门但被算力门槛吓退的学生和转行者 ② 已有基础但不在大厂、希望在有限硬件下做出成果的工程师 ③ 做 AI 产品、需要在本地或小服务器上验证想法的独立开发者。
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- @new_name_who_dis_ (6): \> Is foundational AI research still something that can be done without access to HPC? Yes and no. It depends on how you define foundational. If you define it as what researchers at openai do then no. But foundational ML used to be done on toy datasets like MNIST even when la…
- @Even-Inevitable-7243 (4): OP has no idea that access to thousands of GPUs is not where advances in AI theory or in foundational models starts. It is chalk on the board / pen on paper and an expert-level understanding of math and CS. OP also seems to conflate "foundational" (models) and "theoretical" (AI…
- @Erichteia (3): Yes, if you choose your problem well. I work on problems with limited, non-stationary data with very low SNR. Problems where you need highly data efficient adaptive models. You just can’t throw a big model to it and expect it to work. Just single 3090 is enough for the most comp…
- @Slyvester121 (3): Wouldn't your inability to answer this question for yourself suggest that maybe this isn't a relevant concern?
- @rickkkkky (2): What’s genuinely doable on a high-end consumer cards in 2026: architecture and algorithm experiments, fine-tuning/LoRA work, distillation, probing or evaluating existing pretrained encoders, and small-scale proof-of-concept training. A lot of real, novel, publishable ML research…
作者分享 Mac 动态壁纸应用 Wallper 的一年成绩，靠口碑传播做到 8.4 万活跃用户和数千款用户投稿壁纸，几乎没花营销费用。
[**Wallper**](http://wallper.app) is a live wallpaper app for Mac. It runs animated 4K video on your desktop and lock screen, and lately it can react to whatever music you're playing and even push th…
受众观点：① 有人把 Wallper 视为 Mac 版 Wallpaper Engine，认为它填补了多年空白并对 8.4 万用户成绩表示祝贺（@ThenAd1043, 6likes） ② 部分评论简单表达喜欢和祝福，说明产品在视觉和体验上给用户留下了好印象（@IdeaUnique7286, 2likes; @sweatymonkey_, 1likes） ③ 也有人认为作者分享的经验对其他开发者很有帮助，愿意收藏帖子作为参考（@Miamiconnectionexo, 1likes）
展开评论
- @ThenAd1043 (6): This feels like the Mac answer to Wallpaper Engine that's been missing for years. Congrats on 84k users — that's a serious milestone for a side project, especially with zero marketing spend.
- @acslaytaa (2): Bot
- @IdeaUnique7286 (2): I love it
- @sweatymonkey_ (1): Beautiful business, beautiful website. Very nice, good luck!
- @Miamiconnectionexo (1): this is genuinely helpful, not just the usual fluff. bookmarking this thread.
两位朋友做了一个面向消费者的 AI companion SaaS，从公开测试到正式上线后，目前约有 10 个付费用户，今天单日新增 4 个注册让他们在长期焦虑中获得一点信心。
A friend and I built a small B2C SaaS (AI companion), started a public beta mid-May, and went live (paid-only, less a minimal free plan) on the 7th of June. We were so nervous, and then we had our fi…
受众观点：① 有人祝贺并直接追问这个 AI companion 具体提供什么服务，说明大家对产品形态和差异化更感兴趣（@___rox___, 2分） ② 另一位也表示同样好奇，进一步验证“产品到底解决什么问题”是读者的核心关注点（@Huge-Competition3311, 1分） ③ 还有评论强调从 2 到 4 这种小幅增长在早期其实很重要，这类小胜利是支撑继续构建的动力（@No_Flow_2910, 1分）
展开评论
- @___rox___ (2): Congrats man. Thats a great start. What kind of service your ai companion provides?
- @Huge-Competition3311 (1): was wondering the same thing tbh
- @vsanasts (1): Congratulations!
- @No_Flow_2910 (1): Love seeing posts like this. Going from 2 to 4 might not sound huge, but those small wins are what keep you building. Congrats! >
- @[deleted] (1): [removed]
作者提醒独立开发者不要沉迷造新功能和长期闭门开发，认为首单收入主要靠前期持续营销和分发，而不是多堆一个特性，呼吁大家尽快做出可用版本并把精力放在获客上。
’ll keep it simple. Stop building new features I promise you one more features will not bring people in. Stop taking 6 months to release the first version of your product, get that shit out there. Ma…
受众观点：① 有人引用“游戏是 80% 分发、20% 构建”的说法，认为大多数人严重低估了在渠道和分发上要投入的时间（@BatsAapje, 3分） ② 也有人指出现在做 MVP 的成本已经很低，几天甚至几小时就能上线一个可测试版本，不必花半年打磨（@baderbc, 2分） ③ 还有开发者承认自己更喜欢写代码、讨厌卖东西，明知这是项目的最大阻力却很难改变习惯（@tune-happy, 1分；@hello_xkema, 1分）。
展开评论
- @BatsAapje (3): I heard someone say the game is 80% distribution and 20% building. I think a lot of pepole underestimate how much time you have to spend on distribution
- @baderbc (2): Kinda right - don't forget now MVP could be a matter of days if not hours
- @benblackett (1): While I agree in principle, a LOT of new doors open when a truly genuinely new feature ships. Claiming "coming soon" is a sure fire way to build an email list that never converts because you missed the conversion opportunity already for those users - who went elsewhere. But in g…
- @tune-happy (1): The problem is I like building it and selling the thing is very hard. I do realise that I'm my project's worst enemy though so there is that 😋
- @hello_xkema (1): I feel the same 🙂↕️
作者分享自己二月上线一个完全免费的 SaaS，四个月零收入后终于迎来首个付费用户，靠的是 ChatGPT 带来的自然流量和亲自跟进一次 3D Secure 支付失败的邮件沟通。
built a saas tool in february. gave it away completely free. no trial, no credit card wall, no “upgrade to continue” popup. just free. for 4 months i watched people sign up, build stuff, and use it w…
受众观点：① 有人好奇 ChatGPT 是如何推荐到这个工具的，追问是否做了特定地域或 SEO 优化，说明大家对“被 AI 主动推荐”的获客路径很感兴趣（@FulltimeWestFrieser, 2分） ② 作者提到自己在工具网站上有一整篇关于这个话题的博客，表明通过内容让 AI 更容易引用是可复制的策略（@Kostich02, 2分） ③ 有评论指出真正的亮点是手动处理 3DS 认证失败的支付邮件，大部分 SaaS 会在这种场景下默默流失用户，而这次个性化跟进让用户感受到背后是个人而非冷冰冰的平台（@Sea_Statistician6304, 2分）
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- @FulltimeWestFrieser (2): That's great man! How did you get ChatGPT to recommend your tool? Did you focus on GEO?
- @Kostich02 (2): yes exactly, i have a whole blog on this topic on the website of the tool - fluotest
- @FulltimeWestFrieser (2): Awesome, will give it a read!
- @Serious-Birthday-856 (2): Great man whats ur tool about?
- @Sea_Statistician6304 (2): the failed-payment email is the real story here. most SaaS loses that user silently because Stripe automated dunning assumes the card is on file and working. a 3DS auth failure is different, it just sits there unless someone notices. reaching out personally at that moment told h…
发帖人详细分享自己和兄弟如何在零广告零预算下，用 TikTok/Instagram、LinkedIn、冷邮件、X、Reddit 五个渠道的日常动作，把新 SaaS 做到 10K MRR 的完整增长打法。
My brother and I have already successfully scaled several SaaS companies to over 20k MRR No ads. No budget. Just 6 channels I run every single day. Here's the full playbook. Step 1 — Build in public…
受众观点：① 有人关心冷邮件执行细节，直接追问用什么工具群发以及如何收集目标邮箱（@lmarjinal1, 4分） ② 部分读者半调侃半质疑内容是否由 ChatGPT 生成，反映出对这类「增长手册」真实性和可复制性的怀疑（@lew-hoo-ser-her, 3分；@Altruistic_Club_2597, 1分） ③ 也有读者结合自身项目，特别想了解如何在 X 上找到细分话题和高质量互动对象，把流量导向自己工具（@Calm-Country, 1分）
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- @lmarjinal1 (4): What do you use for cold email? How do you collect the emails?
- @lew-hoo-ser-her (3): What’s your chatgpt login creds?
- @Calm-Country (1): Im currently trying to get traffic for a free website tool I created for travelers and migrants. I'm interested in your Twitter approach because I have an account with a decent amount of followers but I'm not finding any niches/hashtags/relevant twits with lots of likes and retw…
- @manishpamnani169 (1): Bro, just laid out the exact strategy 🙌
- @Altruistic_Club_2597 (1): ‘I open with a real convo’ bla bla bla bla.
开发者宣布 WeddingShare 更名为 Memtly.Community，并发布 v1.0.4，强调从婚礼照片扩展到各类活动相册，加入主题定制、图库集合、多数据库、HEIF 支持、批量操作和 Umami 分析等新特性。
In case anyone hasn't noticed, **WeddingShare rebranded** to [**Memtly.Community**](http://Memtly.Community) a couple of months back.... I haven't posted publicly about it because I've been hard at w…
受众观点：① 有用户分享实际在婚礼中使用该项目的经验，通过发放带二维码的卡片收集到了 500 多张宾客照片，并认为免登录、无需 Google 账号是关键优势（@infinitestate11, 3分） ② 同一位用户指出下载体验上的痛点，比如缺少多选下载、iOS 下载到“文件”而不是相册，说明终端用户对易用性的具体需求（@infinitestate11, 1分） ③ 开发者回应称新版本已经支持多选和批量下载，并详细解释了 shift+click、ctrl+click 等交互方式，体现出项目在积极根据反馈迭代（@Cirx0808, 2分）
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- @vastlyshowycharade (4): The bulk selection feature you mentioned should solve that download problem now, though the iOS file location quirk is likely a browser limitation rather than something the developer can fix on their end.
- @infinitestate11 (3): I used this for my wedding last month. We printed cards out with a QR code linking to the website that we placed with everyone's wedding favours. It worked so well and it meant we got 500+ photos that we probably wouldn't have seen otherwise. My only issue would be that there ne…
- @Cirx0808 (2): Glad to hear a success storey! Just so you know multi-select downloads is now possible. You can use the "select all" buttons, shift+click or ctrl+click. To shift+click select a first image by ticking the checkbox, then hold down the shift key and click a second image. That image…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @infinitestate11 (1): Yeah, I did wonder if that might be the case. You can hold down a photo and "Save image" that way, which goes directly to the photo library but does mean you have to do one at a time.
楼主分享自己用 OpenClaw 等工具自托管 AI agent 的一些心得，强调要接入邮件日历等系统、优先本地数据和隐私，并向社区征求其他人的自建 agent 方案。
i use OpenClaw (used to be Moltbot) on my own setup. it's decent but the config stuff feels rough sometimes. anyway, here are a few things i've learned. first, don't stop at chat tools. stuff like Op…
受众观点：① 有人指出帖子内容信息量偏低、像是引流文案，缺少具体自托管 LLM 或工具细节，反映出社区对“空洞 AI 话术”的反感（@heren_istarion, 11分） ② 也有评论解释说自托管社区对 AI 话题整体比较厌烦，因为经常被各种模糊宣传和未披露的推广内容轰炸（@Peruvian_Skies, 9分） ③ 另一位则详细澄清“本地文件不等于隐私”，强调只要用云端模型，所有被 agent 读取的文件都会以 token 形式上传给提供商，并被用于训练，提醒大家不要误以为开源或本地运行的 harness 就自动私密（@BattermanZ, 7分）
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- @heren_istarion (11): because the post reads a bit like engagement bait/slop. There's no usable info in there and it makes no references to actually selfhosting the llms you might be using (or which ones are worth it, or which ones are working)...
- @Peruvian_Skies (9): This community hates AI on account of being constantly bombarded with posts promoting vibe-coded slop, many of which don't disclose that they're vibe-coded slop. Don't take it personally.
- @BattermanZ (7): I use Claude Code, Codex and OpenClaw as agent harnesses. It seems like you're being confused by something. Local files does not mean private. open source also does not mean private. Your agent does run locally, the model doesn't (unless you are running local models). By using c…
- @teh_spazz (2): This is an ad.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
楼主运营 vaults.lol 这个 link in bio 工具，打算为产品做一个包含教程和文档的知识库，纠结是放在 wiki.vaults.lol 子域还是 vaults.lol/wiki 路径下，对 SEO 和用户从搜索进入主站的帮助哪个更大。
I'm planning to create a wiki/help center for a website and was wondering what would be better from both an SEO and user experience perspective: * wiki.vaults.lol * vaults.lol/wiki (current) The goal…
受众观点：① 有人简单建议用子域名，认为这样对 SEO 语境更干净（@farzad_meow, 3分） ② 也有人从搜索引擎角度反驳，指出 Google 往往把子域当成独立站点，如果希望 wiki 明确作为主产品的一部分，/wiki 路径更合适（@million_chameleons, 2分） ③ 楼主在评论里补充目前还有 /marketplace 等路径，说明整个站点在探索多功能入口（@crispyon60fps, 1分）
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- @farzad_meow (3): then use subdomains. cleaner context for seo
- @farzad_meow (2): what is on vaults.lol/store ?
- @million_chameleons (2): SEO-wise definitely go with /wiki. Google perceives subdomains as kind of their own things since many multiproduct companies use different subdomains for entirely different products (ironically Google itself is the example that comes to mind since they use maps.google.com, image…
- @webdev-ModTeam (2): Your post/comment has been determined to be a low-effort post or comment. This includes title-only posts, easily searchable questions, vague/open-ended discussion prompts, LLM generated posts or comments, and posts/comments that do not provide enough context for meaningful repli…
- @crispyon60fps (1): Currently isn't a page. There is a /marketplace for other related things. Does your question relate to SEO?
一位来自尼日利亚和欧洲普通院校的学生拿到 ACL 2026 一作，询问在本科绩点较弱情况下如何规划申请低资源非洲语言方向的 NLP 博士。
Hi everyone, I have a fairly weak undergraduate: a 3.3/5 GPA in Computer Engineering from an average Nigerian university. For my Master's, I studied Artificial Intelligence at an average European uni…
受众观点：① 有人追问 ACL 论文具体内容，关心是否是数据集型工作以及是否解决了真正困难的问题，说明招生方更看重技术深度而非 venue 标签本身（@alrojo, 13 likes） ② 评论者指出 ACL 头衔本身意义有限，关键在于能否体现扎实的技术能力和研究潜力（@AffectionateLife5693, 12 likes） ③ 也有人对“把已有方法简单迁移到小语种”的工作持保留态度，认为大实验室可能不太看重这类论文，并提醒申请者管理好对顶级项目的预期（@AutistOnMargin, 10 likes；@greatduelist, 6 likes）
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- @alrojo (13): What is your ACL paper on? Is it a dataset paper? Do you solve hard problems?
- @AffectionateLife5693 (12): This. ACL doesn't mean much by itself. If you show sufficient technical depth, the paper would help a lot with your PhD application.
- @AutistOnMargin (10): I’m personally always skeptical about works that port other works to their own/niche language etc. and big labs might frown upon it. But it might be fine for not so big labs
- @Unlikely_Screen_9287 (6): Thank you
- @greatduelist (6): There are very strong programs out there besides the top 10 world wide. And to be honest, there is absolutely no shortage of people with great GPA AND not one, but multiple papers at tier 1 venue. Manage your expectation.
楼主质疑“永远不要自己做认证系统”的网络金科玉律，认为只要用成熟库和标准实现基础登录注册、会话和密码管理，自建 auth 完全可行且有助于理解系统。
I've seen so many threads discussing auth across multiple subreddits and without fail there's always a few comments giving this "golden rule" without any other explanation. It's a meme at this point.…
受众观点：① 有人支持在理解前提下自己搭 auth，认为真正危险的是不懂原理就乱用现成方案（@pixeltackle, 1分） ② 有人指出很多人把“不要自己写密码学”误解成“不要自己拼装认证流程”，其实用成熟原语组合出 auth 是可行的（@CanWeTalkEth, 1分） ③ 也有人强调“不要造轮子”被滥用，重申重写加密库才是造轮子，而基于 battle-tested 库实现登录则是正常工程实践（@SmokyMetal060, 1分）
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- @pixeltackle (1): I'm a big proponent of building everything yourself unless you have a reason not to A really great (often free) solution existing is a great reason not to build your own But when it comes to authentication, I have had to roll my own many times to coordinate between external/lega…
- @CanWeTalkEth (1): A lot of well intentioned people have confused “don’t create your own cryptography” with “don’t roll your own auth system”. You can certainly take the primitives and put together a pretty robust auth system. Will it handle every edge case? No. But that can mean user friction or…
- @SmokyMetal060 (1): I think people have taken "don't reinvent the wheel" farther than it was originally meant to go. "The wheel" is something fundamental. Rewriting a cryptography library or writing your own password hashing would be reinventing the wheel. Rolling your own auth using battle-tested…
- @chris552393 (1): I think “never build your own auth” is useful advice, but people often repeat it without explaining what they mean. If it means “don’t invent your own crypto, password hashing, OAuth flow, token format, etc.” then yeah, absolutely. Don’t do that. But if it means “never build log…
- @thepurpleproject (1): well put
作者在没有受众和预算的情况下用 Reddit 推广一款面向自由职业者的 Mac 应用，刚在某高转化社区起势就因活动不足被禁 100 天，于是反思单一渠道风险并转向在现有讨论中高质量评论而非频繁发帖。
Six weeks ago I started sharing a Mac app I built for freelancers. No audience, no budget, just the product and Reddit. It worked, until I got a 100 day ban from the community that was converting bes…
受众观点：① 有人建议不要指望 LinkedIn 立刻带来分发，通常需要几个月高频发帖才能让算法信任你，反而是进入合适的 X 社区或做一小组 YouTube 视频和短视频推荐更现实（@sgfreshideas, 3分） ② 另一位开发者分享自己也在 Reddit 上因为不清楚活动要求被封，认为社区如果能像 Indie Hackers 那样提前公开互动门槛会更好（@BatsAapje, 2分） ③ 也有人用自己产品 Flowara 的经历印证：Reddit 在特定子版转化很好，但自 promo 规则差异巨大且容易踩雷，而没有现成受众的 Product Hunt 几乎是“对着关着的房间喊话”（@TimelyRepeat4517, 2分）。
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- @sgfreshideas (3): One genuine advice (probably unsolicited) - LinkedIn will almost always not enable distribution to your TG immediately without a couple of months of rigorous posting. What you are doing is the right way although it involves hard work with lot more effort. I guess getting into th…
- @BatsAapje (2): Better for these communities to not ban after the fact but have a requirement before that you should have x amount of comments/interactions (like indiehackers)
- @TimelyRepeat4517 (2): Matches exactly what I found with Flowara. Reddit can convert really well but only in the specific subs where the problem already exists, and even then you're walking a tightrope with self-promo rules that vary wildly between communities. Got banned from one for not knowing an o…
- @TimelyRepeat4517 (1): Appreciate the advice. LinkedIn matches what I experienced, posted once and got almost nothing, clearly needs sustained effort to build any algorithmic trust. Haven't touched X or YouTube yet, mostly because Reddit kept giving enough signal to stay focused there. The testimonial…
- @TimelyRepeat4517 (1): Completely agree, a published threshold you can check yourself beats a silent rule you only discover after getting banned. The indiehackers verification approach is actually a good model, you know upfront what's required instead of finding out the hard way after losing access to…
一位首次在ICML 2026 DL4C工作坊被接收的作者，询问是否必须线下参会、费用构成以及海报或报告形式等具体参会流程细节。
Just got the email that I have been accepted in DL4C @ICML 2026 , as the email did not contain any details on logistics can someone help here &#x200B; \- is it mandatory to visit the workshop ? \…
受众观点：① 正在读研或刚入行、第一次中顶会的学生和研究者 ② 既做研究又做产品、需要权衡时间和预算的独立开发者 ③ 想通过学术场合拓展合作机会的工程师和创始人。
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- @xEdwin23x (6): Ask the organizers. But most workshops require registration for the workshops if you want to attend.
- @Nervous_Sea7831 (2): How come you got the notification just now? The conference is two weeks away. The decisions had to be announced May 14 (see website). The main conference is sold out by now, you can only attend the workshop days. Anyway, you’d have to get at least a workshop ticket (pricing vari…
- @Nervous_Sea7831 (2): Oof, that’s poor organization… There’s not much you can do, I think. Without a finalized schedule, there’s only the organizers who can tell you whether you have been assigned a poster and/or a talk. Reach out to them.
- @shifuThePandaGod (1): This one : [https://dl4c.github.io/callforpapers/](https://dl4c.github.io/callforpapers/) they announced yesterday
一篇 r/MachineLearning 帖子科普 speculative decoding，并结合 SGLang 和 DFlash v2 说明这种草稿模型 + 目标模型的推理加速方案正在 Papers with Code 上走红。
A method that is currently trending on [Papers with Code](https://paperswithcode.co/) is Speculative Decoding. https://preview.redd.it/dm4nh4t71o7h1.png?width=3082&format=png&auto=webp&s=…
受众观点：① 有人吐槽“现在才说 trending，其实大家已经用了一阵子”，说明社区认为 speculative decoding 已经是相对成熟的优化手段（@Budget-Juggernaut-68, 5 likes）
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- @Budget-Juggernaut-68 (5): "currently trending". people have been using it for awhile now.
作者分享自己用 Emscripten 把基于 bgfx、SDL2、miniaudio、cimgui 的纯 C 自研游戏引擎移植到 WebAssembly 的全过程，总结了指针大小、结构体序列化、调试方式、WebGL 严格性和音频初始化等一系列坑。
I wrote a game in plain C with a custom engine (bgfx, SDL2, miniaudio, cimgui) and recently ported it to web via Emscripten. Its live on itchio now. Here's everything non-obvious that I ran into, hop…
受众观点：① 帖子本身详细讲了 32 位指针导致的序列化错位、结构体大小差异以及如何通过拆分运行时数据解决问题（原帖内容） ② 作者强调用 32 位原生构建配合 ASan 和数据断点调试，比直接在浏览器里追 WASM 崩溃高效得多（原帖内容） ③ 还分享了 WebGL 对顶点布局、着色器精度和 GLSL ES 语法的严格要求，以及在 Emscripten 下为 miniaudio 显式导出 HEAPF32 才能绕过音频初始化问题（原帖内容）
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- @[deleted] (1): [removed]
- @webdev-ModTeam (1): We do not allow any commercial promotion or solicitation. This can lead to a permanent ban from the subreddit.
帖子提到 Voxtral Realtime WebGPU 这个 Hugging Face Space，它在浏览器里通过 WebGPU 直接运行实时语音模型，实现无需服务器往返的本地音频推理体验。
r/webdev Voxtral Realtime WebGPU - a Hugging Face Space by mistralai
受众观点：① 有人用中文概括了这个 Space：在浏览器里用 WebGPU 跑实时语音模型，让用户体验本地音频处理、减少服务器延迟（@fagnerbrack, 1分） ② 也有人关心这种浏览器端模型和传统服务端推理在效果和性能上的差异（@After_Medicine8859, 0分）
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- @fagnerbrack (1): **Here's the gist of it:** A real-time speech model running directly in the browser through WebGPU, hosted under the mistralai organization. It lets users experiment with on-device audio processing without server round-trips, leveraging the browser's GPU for low-latency inferenc…
- @After_Medicine8859 (0): How does something like this compare to a model running on the server?
作者在 Macbook M3 上训练了128×128 DCGAN，并部署到树莓派4和 ESP32 小屏设备上，做成街头互动的“生成幻觉人脸 NFT 艺术装置”。
I trained a 128×128 DCGAN on my Macbook M3 and deployed it on a Raspberry Pi 4 connected to a LILYGO TTGO T-Display ESP32. The whole thing runs headlessly as a systemd service and generates hallucina…
受众观点：① 想把生成模型跑在树莓派、ESP32 等边缘设备上的开发者 ② 对 AI 艺术装置和线下互动体验感兴趣的创作者 ③ 做 AI 产品、需要用“可摸到的硬件 demo”打动用户或投资人的独立开发者。
展开评论
- @Numerous-Dentist-882 (1): I forgot to include I made a website where you can try the GAN for yourself: [https://latent-faces.netlify.app/](https://latent-faces.netlify.app/)
自学者在31B模型上做针对特定能力维度的目标式SFT和对比训练，尝试通过电路追踪和剪除来构建能力因果依赖图，用于指导后续训练顺序。
Hi All, I've been running experiments on targeted SFT for specific capability dimensions on a 31B model. After running small training run to prime the model slightly in the direction I want, then ran…
受众观点：① 关心机理解释但缺乏完整方法论的个人研究者和工程师 ② 想用小模型做能力定向微调、却不知道如何系统评估不同能力维度的独立开发者 ③ 做 AI 产品、希望更可控地“长某些能力、压某些倾向”的应用层开发者。
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Framer 在 Product Hunt 推出 3.0 版本，引入画布内 AI Agents、分支协作和创作者社区等重大更新。
Framer
受众观点：① 正在用 Framer 或 Webflow 做营销站的独立开发者和小团队 ② 想用 AI 辅助设计但不想自己搭一整套 agent 系统的产品人和设计师 ③ 关注如何用低代码工具快速验证想法、频繁改版落地页的增长和运营同学。
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- @Overview (0): * [Launches51](/products/framer/launches) * [Reviews255](/products/framer/reviews) * [Alternatives](/products/framer/alternatives) * [Customers](/products/framer/customers) * [Team](/products/framer/makers) * [Awards](/products/framer/awards) * More This is the 51st launch from…
- @Framer (0): Maker 📌 Hey everyone, we’re shipping three huge Framer updates today. 1\. Use Agents on the canvas to design, write, analyze, and organize your site. Including ways to connect your own AI’s like Claude Code or Codex to Framer. 2\. Branching gives your team a safer way to try ide…
- @Framer (0): Maker
- @Framer (0): Maker [@mia\_qiao](https://www.producthunt.com/@mia%5Fqiao) Agents auto-branch so your main site never breaks. Upvote Report Share 10h ago [](/@jurrehoutkamp) [Jurre Houtkamp](/@jurrehoutkamp)
- @Framer (0): Maker [@mia\_qiao](https://www.producthunt.com/@mia%5Fqiao) Agents always work on branches so you can see the edits they made before you merge it into your main branch Upvote Report Share 10h ago [](/@ivory%5Fxuxu) [ivory xu](/@ivory%5Fxuxu) Can branches be nested or is it limit…
Swytchcode CLI 在 Product Hunt 上发布，为 AI agents 提供带重试、幂等和策略控制的 2000+ API 可靠执行层。
Swytchcode
受众观点：① 正在写 AI agent、需要调用多家第三方 API 的独立开发者和小团队 ② 维护 webhook、中间层服务、对可靠性和幂等性有要求的后端工程师 ③ 想快速验证 agent 产品原型，但不想一开始就自建复杂执行层的技术创业者。
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- @Overview (0): * [Launches2](/products/swytchcode#launches) * [Reviews](/products/swytchcode/reviews) * [Alternatives](/products/swytchcode/alternatives) * [Built with](/products/swytchcode/built-with) * [Forum](/p/swytchcode) * [Team](/products/swytchcode/makers) * More This is the 2nd launch…
- @Swytchcode (0): Maker 📌 Hey Product Hunt, **Swytchcode CLI** is live today! 🚀 Over the last year, we kept seeing the same pattern. **Building AI agents was easy. Getting them to reliably execute actions in production was not.** Agents would call APIs with invalid payloads, fail because of auth…
- @Swytchcode (0): Maker
- @Swytchcode (0): Maker
- @Swytchcode (0): Maker [@blah\_mad](https://www.producthunt.com/@blah%5Fmad) It's as simple as a typical node project. We store all the information inside the "**.swytchcode**" folder. Whenever you ship the project, you ship the ".swytchcode" folder. Also, similar to the _npm install_ command, w…
Daemons by Charlie Labs 在 Product Hunt 上发布，主打为软件工程团队提供持续处理 PR 审查、CI 失败和陈旧 issue 的编码代理。
Daemons by Charlie Labs
受众观点：① 开发者普遍认可“编码代理擅长制造工作但不擅长收尾”的说法，对把 PR 审查、CI 失败、陈旧 issue 交给 daemons 的想法很感兴趣（@Raycast, 2 likes） ② 有人具体追问当行动不明确时 daemons 是自动解决还是只留下评论等待人来决策，体现对安全边界和控制权的关注（@i_sanjay_gautam, 10 likes）
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- @Overview (0): * [Reviews](/products/daemons-by-charlie-labs/reviews) * [Alternatives](/products/daemons-by-charlie-labs/alternatives) * [Built with](/products/daemons-by-charlie-labs/built-with) * [Team](/products/daemons-by-charlie-labs/makers) * [Awards](/products/daemons-by-charlie-labs/aw…
- @Raycast (0): Love the name. Upvote Report Share 2h ago [](/@i%5Fsanjay%5Fgautam) [Sanjay Kumar](/@i%5Fsanjay%5Fgautam) Love this framing. Coding agents have gotten good at creating work but not at shepherding everything that comes after (PR reviews, CI failures, stale issues). Do the daemons…
Quartz 3 作为 AI 原生邮箱应用在 Product Hunt 发布，主打本地运行 Gemma 模型、智能分类和保护用户专注。
Quartz
受众观点：① 被订阅邮件和系统通知淹没的独立开发者和远程工作者 ② 对隐私敏感、希望邮件内容不离开本机但又想用 AI 提升效率的用户 ③ 想尝试在终端设备上跑本地 LLM、关注性能和资源占用的技术爱好者。
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- @Overview (0): * [Reviews2](/products/quartz-3/reviews) * [Alternatives](/products/quartz-3/alternatives) * [Built with](/products/quartz-3/built-with) * [Forum](/p/quartz-3) * [Team](/products/quartz-3/makers) * [Awards](/products/quartz-3/awards) * More Free Launch tags:[Email](/topics/email…
- @Quartz (0): Maker 📌 Hi Product Hunt! We built Quartz because our own inboxes had become impossible to keep up with. AI made it easier than ever to send emails at scale. We think AI should also help people defend their inboxes from that noise. Quartz is an AI-native email app that protects y…
- @Quartz (0): Maker
- @Quartz (0): Maker
- @Quartz (0): Maker [@ashish\_parab](https://www.producthunt.com/@ashish%5Fparab) good questions! We're running Gemma 4 E4B on-device. Custom categories aren't in yet, right now it's the standard five importance levels, but they're on our roadmap! Upvote Report Share 6h ago [](/@dzhlobo) [Dmi…
Android 在 Product Hunt 上介绍 Android 17，将系统升级为“intelligence system”，加入 AppFunctions、Android MCP、App Bubbles 等新特性。
Android
受众观点：① 想在 Android 上做 AI 工具或助手类应用的独立开发者 ② 已有 Android 应用、考虑接入系统级智能能力以提升体验的产品和技术负责人 ③ 关注隐私和安全、希望系统层面提供更强保护的重度 Android 用户。
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- @Overview (0): * [Launches5](/products/android#launches) * [Reviews5](/products/android/reviews) * [Alternatives](/products/android/alternatives) * [Customers](/products/android/customers) * [Team](/products/android/makers) * [Awards](/products/android/awards) * More This is the 5th launch fro…
- @Premast (0): Thant Awesome! Can't wait to try it Upvote Report Share 13h ago
- @Ajit (0): •[7 reviews](/@atitshah/reviews) Good, customizable, user friendly but need to improve security and privacy feature. Warn user if any app is copying data from clipboard or any sensor. Provide more controller to user to restrict the app than application itself #### What's great u…