作者称 OpenAI 下一代模型家族 Astra 的内部版本已经解决了数学和理论计算机科学中 10 个重大开放问题，展示其科学推理能力。
An internal version of Astra, @OpenAI’s next major model family, solved 10 major open problems in mathematics, quantum complexity, and theoretical computer science. We believe it will be a major step… ① 有人调侃模型能解数学却连帮忙处理邮件都做不好，质疑日常实用性与前沿能力的落差（@Teknium, 343likes） ② 评论把注意力放在对数学界和科研节奏的冲击，想象未来几年 AI 快速解决人类难题的情景（@ShameFacedCrabs, 279likes；@80sGeek, 157likes） ③ 开发者自嘲自己只拿它做报销单之类的小事，反映出强大模型在日常工作中的“错配使用”（@jxnlco, 167likes）
作者称 OpenAI 下一代模型家族 Astra 的内部版本已经解决了数学和理论计算机科学中 10 个重大开放问题，展示其科学推理能力。
① 有人调侃模型能解数学却连帮忙处理邮件都做不好，质疑日常实用性与前沿能力的落差（@Teknium, 343likes） ② 评论把注意力放在对数学界和科研节奏的冲击，想象未来几年 AI 快速解决人类难题的情景（@ShameFacedCrabs, 279likes；@80sGeek, 157likes） ③ 开发者自嘲自己只拿它做报销单之类的小事，反映出强大模型在日常工作中的“错配使用”（@jxnlco, 167likes）
Sam Altman 发了一条极简口号式推文“team humanity”，被大量用户借题发挥继续抗议取消 GPT‑4o 的决定。
① 大量用户在评论里指责 OpenAI 无视依赖 4o 的人，要求恢复 4o 访问（@stark4833, 76likes） ② 很多普通用户情绪化表达对 4o 的怀念，希望至少恢复 API 或特定版本（@112263Faye, 26likes） ③ 也有人把话题引向开源或替代方案，强调不该被单一厂商锁死（@not_a_bot77, 32likes）
这条 HN 讨论围绕一个用 AI 和 Lean 等形式化工具解决数学难题的研究项目，大家在聊数学家存在焦虑、证明正确性责任以及实验成本和透明度问题。
① 关注 AI 在科研和数学领域应用的工程师与研究者
这一组帖子都在讨论 ARR 2026 年 5 月轮次的评审与 meta review 体验，以及作者在 EMNLP/AACL 之间如何做提交承诺、meta 分数对 EMNLP Main/Findings 接收概率和职业声望的影响
这一组帖子都在讨论 ARR 2026 年 5 月轮次的评审与 meta review 体验，以及作者在 EMNLP/AACL 之间如何做提交承诺、meta 分数对 EMNLP Main/Findings 接收概率和职业声望的影响。
受众观点：评论区最集中的焦点有两块：一是对评审质量和 AI 介入的强烈不满，二是对 EMNLP/AACL 声望差异和 commitment 规则的困惑。在评审质量方面，@young_anon1712（score 4，Reddit）直言这是自己“最糟糕的会议体验”，认为评审者用 AI 写评审、给出缺乏依据的低分，rebuttal 也没人回应，meta review 只是机械取平均分；@Pure-Ad9079（score 3，Reddit）则补充自己拿到 4/3/2.5，却被 2.5 几乎没解释的评审拉低，进一步印证作者对 meta review 无视申诉的抱怨。在会议选择和规则上，@UnderstandingPale551（score 4，Reddit）建议直接选 EMNLP，强调 EMNLP 是 A*、声望高于 AACL；而 @NamerNotLiteral（score 3，Reddit）和 @person594（score 2，Reddit）则纠正了“可以随便改会议”的误解，引用 AACL 官方说明指出 ARR May 轮的 preferred venue 实际是绑定承诺，暴露出很多作者对 ARR-EMNLP-AACL 联动规则并不清楚。另一个帖子里，@S4M22（score 2，Reddit）解释 commitment 只是让 EMNLP 做接收决策，真正的 camera-ready 修订要在之后提交，说明大家对“commitment 截止时间到底要交什么”也普遍迷惑。
独立开发者在 canivibecodeit 网站临时上线赞助位后，短时间内连续卖出首批两个赞助位，分别由 MyWishKit 和 Postfast 购买，短时间内实现近 700 美元收入并计划逐步提高价格，展示内容站流量变现的实战案例
独立开发者在 canivibecodeit 网站临时上线赞助位后，短时间内连续卖出首批两个赞助位，分别由 MyWishKit 和 Postfast 购买，短时间内实现近 700 美元收入并计划逐步提高价格，展示内容站流量变现的实战案例。
受众观点：评论区主要围绕两个焦点：一是对赞助产品本身的认可与好奇，例如 @MertHemedan（score 2，X）称赞「Very solid move and product and it's open source」，以及 @singhjp006（score 0，X）追问 MyWishKit 是否也支持 Web；二是对赞助模式和流量价值的兴趣，作者 @robj3d3（score 4，X）补充 canivibecodeit 在过去 48 小时有 35,559 次页面浏览，并在另一条评论（score 3，X）说明当天实际有 3,000+ 独立访客，评论者如 @ldo_dev（score 1，X）则从商业模式角度调侃「These are monthly subs right? You have found your cow sir」，以及 @Hal_Wayland（score 0，X）表示之前没意识到这种赞助是可行选项，正在为自己寻找合适方案，体现出大家对「小站卖赞助」这一变现路径的兴趣和借鉴意愿。
OpenAI 内部下一代模型家族 Astra 被曝已经在数学、量子复杂性和理论计算机科学的 10 个重大开放问题上给出解答，被视为科学推理能力的大跃迁，而业内研究者普遍认为内部实验室的模型进展远超当前公开版本，真正的大规模公开发布仍在路上
OpenAI 内部下一代模型家族 Astra 被曝已经在数学、量子复杂性和理论计算机科学的 10 个重大开放问题上给出解答，被视为科学推理能力的大跃迁，而业内研究者普遍认为内部实验室的模型进展远超当前公开版本，真正的大规模公开发布仍在路上。
受众观点：跨评论区的关注点主要集中在三块：一是“高端能力 vs 日常实用”的落差，比如 Twitter 上 @Teknium（343 赞）调侃说模型能解数学难题却连帮他检查邮件都容易“失常”，@jxnlco（167 赞）自嘲自己居然拿这样级别的模型去给 Navan 报销单做明细，凸显用户对实际产品化体验的在意；二是对潜在科学影响的兴奋与想象，@80sGeek（157 赞）畅想未来几年从解决现有难题到发现人类难以想象的新东西，@mirko_monti6（60 赞）强调数学是 AI、物理、材料、化学等一切创新的基础，强数学模型的重要性被高度认同；三是对结果可靠性和外部验证的担忧，@KislayParashar1（41 赞）明确表示只有在外部数学家验证这些证明后才会真正信任，认为“自评分数”的数学结果说服力有限。另一条相关讨论中，@pinkman_ai（0 赞，Twitter）则代表了一部分人对“内部突破但迟迟不公开”的不耐烦，认为“talk is cheap”，期待真正面向公众的版本落地。
微软团队发布下一代模型 Astra，并展示其在高等数学上的突破性能力：给出 10 个重要难题的完整证明（含 Lean 形式化与 CoT 讲解），其中包括非 sofic 群存在性、改进高维球打包与电路复杂度等结果，在数学与 AI 圈引发强烈震动
微软团队发布下一代模型 Astra，并展示其在高等数学上的突破性能力：给出 10 个重要难题的完整证明（含 Lean 形式化与 CoT 讲解），其中包括非 sofic 群存在性、改进高维球打包与电路复杂度等结果，在数学与 AI 圈引发强烈震动。
受众观点：跨两条推文的评论里，受众最关心的首先是这些结果在数学界的分量和难度等级。比如 Twitter 上 @AIMelGibson（13 赞，Twitter）提到据 Sol 评价这些问题难度在 9/10，仅次于千禧年难题；@CocoLoc79375202（6 赞，Twitter）从自己做过相关方向 PhD 的经历出发，强调非 sofic 群是「pretty big」且很多强人长期在尝试构造反例。其次是对具体结果排序和影响的讨论，@passtheadjoint（11 赞，Twitter）给出个人 ranking，认为非 sofic 群和球打包是头牌，Erdős 相关问题在尾部；@DiracDeltaFunk（3 赞，Twitter）则从数学家的视角直接评价 non-sofic groups 结果是一个 HUGE result。还有一部分人关注这对数学研究节奏的冲击，例如 @toorik（32 赞，Twitter）感叹「Scientific acceleration is happening right before our eyes」，以及 @jack_peaches（3 赞，Twitter）预言这会让很多数学家度过一个忙碌周末，反映出一线研究者对跟进这些证明的紧迫感。
独立开发者使用 GPT 5.6 通过“vibe-coding”方式快速做出一个棋盘会旋转的俄罗斯方块变体小游戏，并考虑进一步打磨后上架 Steam，引发关于 AI 辅助游戏开发与发行可行性的讨论
独立开发者使用 GPT 5.6 通过“vibe-coding”方式快速做出一个棋盘会旋转的俄罗斯方块变体小游戏，并考虑进一步打磨后上架 Steam，引发关于 AI 辅助游戏开发与发行可行性的讨论。
受众观点：评论区主要聚焦在三个点：一是玩法创意和可玩性本身，例如 @Entrepenulian（score 3，Twitter）说「We should normalize making hyper niche games that only you are good at.」，以及 @heykarenrc（score 0，Twitter）从设计细节出发建议「could be improved if the next block falling is a bit higher so there's time to rotate to the correct angle.」，说明玩家在认真讨论节奏与难度设计。二是版权与合规风险，@adamlyttleapps（score 10，Twitter）提醒「You gotta change the configuration of the blocks to avoid a legal letter from Tetris though」，直接点出 Tetris 相关 IP 的法律问题。三是 AI 制作游戏在 Steam 等平台的接受度和舆论环境，@180SX_WORKS（score 0，Twitter）提到「be careful with the anti AI brigading… steam makes you put a made with AI disclaimer」，@simplydt（score 0，Twitter）也补充「just watch the AI disclaimer requirement」，而 @NoctoLetsGo（score 0，Twitter）则代表部分负面情绪，认为这是「vibe coded trash」并质疑作者的游戏开发能力。这些评论共同反映：受众一方面对 AI 辅助做出的创意小游戏感到新奇，另一方面又担心版权、平台政策和“AI 游戏”标签带来的口碑与商业化风险。
这是 Robert Shaw 在 X 上面向 SaaS 和创业者定期发起的「你在做什么」展示串，邀请上百位创始人在评论区分享自己正在构建的产品和项目，形成持续更新的 indie hackers/Build in public 集合
这是 Robert Shaw 在 X 上面向 SaaS 和创业者定期发起的「你在做什么」展示串，邀请上百位创始人在评论区分享自己正在构建的产品和项目，形成持续更新的 indie hackers/Build in public 集合。
受众观点：评论区创始人最关注的是借机曝光自己正在做的产品，并寻找早期用户和反馈。例如，@guidances_zh（score 1，X）介绍自己在做「AI-native intelligence media platform」，强调要降低生产高质量洞见的成本；@EveryDayFSDev（score 0，X）详细说明 Veriwasp 是集成到每个 PR 的 AI 游戏测试工具，能驱动真实浏览器并把错误和视频回写到 PR，明显希望吸引开发者用户。另一条串里，@JanasSebastian（score 1，X）分享地理空间工具用于坐标查询和批量 CSV 工作流，@almazbisenbaev（score 0，X）在推自己的 AI 语言练习消息应用。这些高赞或较早评论都围绕「我在做什么产品、解决什么问题、希望你来试用」展开，说明受众核心关注点是展示项目、获取曝光与早期用户，而不是讨论某个单一工具本身。
作者称 OpenAI 下一代模型家族 Astra 的内部版本已经解决了数学和理论计算机科学中 10 个重大开放问题，展示其科学推理能力。
An internal version of Astra, @OpenAI’s next major model family, solved 10 major open problems in mathematics, quantum complexity, and theoretical computer science. We believe it will be a major step…
受众观点：① 有人调侃模型能解数学却连帮忙处理邮件都做不好，质疑日常实用性与前沿能力的落差（@Teknium, 343likes） ② 评论把注意力放在对数学界和科研节奏的冲击，想象未来几年 AI 快速解决人类难题的情景（@ShameFacedCrabs, 279likes；@80sGeek, 157likes） ③ 开发者自嘲自己只拿它做报销单之类的小事，反映出强大模型在日常工作中的“错配使用”（@jxnlco, 167likes）
展开评论
- @Teknium (343): @polynoamial @OpenAI But can it finally check my email without losing its mind
- @ShameFacedCrabs (279): @polynoamial @OpenAI Mathematicians furiously working to disprove conjectures in 2026 https://t.co/dwpEFTyNHq
- @benmoha (266): @polynoamial @OpenAI https://t.co/fJ6OueNZXi
- @jxnlco (167): @polynoamial @OpenAI i cant believe i used it to itemize a navan receipt... im sorry...
- @80sGeek (157): @polynoamial @OpenAI Oh and just imagine what happens 6 months or a year from now. It's going to go quickly from solving all our hardest problems to discovering things we could never have imagined. And 5 years from now? Sigh...
作者介绍 Astra 模型证明了一系列高深数学与复杂性理论新结果，并将公开 10 个带有 Lean 证明证书和推理过程的完整证明。
yes, nonsofic groups exist: this statement is one of many new beautiful results proved by Astra, our next major model. We're releasing 10 such Astra proofs, complete with lean certificates and CoT wa…
受众观点：① 大量转发和梗图集中在震惊和娱乐化传播上，说明大众更多是情绪反应而非技术细节讨论（@Darpinian, 1305likes 等多图转发） ② 有人回顾这一系列工作源于之前 Claude 被“逼着做数学”的故事，强调从玩具实验到严肃成果的演化（@AnanjanN, 158likes） ③ 也有对不同模型反应的对比兴趣，把 Gemini、ChatGPT、Claude 等放在一起看待这次突破（@WillyNilssonPod, 119likes）
展开评论
- @Darpinian (1305): @SebastienBubeck https://t.co/NeCU9pPzBO
- @Dr_Singularity (191): @SebastienBubeck https://t.co/Eo9gUwgAYb
- @AnanjanN (158): @SebastienBubeck Crazy how all of this was started by one guy bullying his Claude during the World Cup final. https://t.co/THCiql9ZZq
- @WillyNilssonPod (119): @SebastienBubeck Gemini's, ChatGPT's and Claude's reactions😱 https://t.co/NEzfbDXgx2
- @TheGoldenAnvil (50): @SebastienBubeck https://t.co/6IPfie7OL7
作者透露用 Astra 生成这 10 个突破性证明的总推理成本在 Sol API 价格下不到 2000 美元，并期待研究者用其做更多科学发现。
The cost of generating the proofs for all 10 of these breakthroughs combined was under $2,000 at Sol API prices. We’re excited to see what scientists and researchers are able to create with our upcom…
受众观点：① 作者补充说明也尝试了其他重大难题但未成功，且每个问题花的钱不多，暗示还有很大 test-time compute 提升空间（@polynoamial, 1460likes） ② 有人质疑只给出“Sol API 价格”不够透明，希望看到更清晰的真实成本和定价关系（@adonis_singh, 10likes） ③ 也有人用“买彩票”类比，关心总共尝试了多少问题、成功率如何，而不仅是单次成本（@originaldint, 21likes）
展开评论
- @polynoamial (1460): And yes we did try other major problems without success. Sadly no Millennium Prize problems (yet). But also, we didn’t spend a lot on each problem. It’s possible to push test-time compute much further.
- @originaldint (21): @polynoamial isn't this like saying I only spent 1 dollar on my winning lottery ticket? the actual question is how many lottery tickets were purchased. Either way incredibly exciting, congrats to you and oai!
- @dieaud91 (18): @polynoamial Any chance Astra ships in August, or is that too optimistic?
- @adonis_singh (10): @polynoamial 'Sol API prices' is a bit misleading, why not just give us the actual cost? (unless Astra costs similarly to Sol?)
- @VictorTaelin (9): @polynoamial incredible
Sam Altman 发了一条极简口号式推文“team humanity”，被大量用户借题发挥继续抗议取消 GPT‑4o 的决定。
team humanity
受众观点：① 大量用户在评论里指责 OpenAI 无视依赖 4o 的人，要求恢复 4o 访问（@stark4833, 76likes） ② 很多普通用户情绪化表达对 4o 的怀念，希望至少恢复 API 或特定版本（@112263Faye, 26likes） ③ 也有人把话题引向开源或替代方案，强调不该被单一厂商锁死（@not_a_bot77, 32likes）
展开评论
- @stark4833 (76): @sama So the opposite of what your company is about. Because you certainly don’t care about the people who relied on 4o. #4oForAll
- @Ginger70057274 (40): @sama So why are you ignoring the voices of people who miss 4o? Please bring 4o back. #keep4o #BringBack4o #4oForall
- @ElloSunsh1ne (38): @sama https://t.co/0TvhQJF46c
- @not_a_bot77 (32): @sama only have the voice, but not one can disagree with you. #keep4o #OpenSource4o
- @112263Faye (26): @sama We want 4o back..atlest restore API access for 4o-latest 2025 -0326.. #Keep4o #Love4o #Save4o #Keep4o4ever
作者补充说明 Astra 目前尚未攻克千禧年难题，但每个问题投入算力并不多，未来可以通过增加测试时计算进一步冲击更难的科学问题。
And yes we did try other major problems without success. Sadly no Millennium Prize problems (yet). But also, we didn’t spend a lot on each problem. It’s possible to push test-time compute much furthe…
受众观点：① 有人认为这些问题足够重要，应该投入更大团队和资源全力冲刺，反映出对算力和人力投入规模的关切（@full_kelly_, 99likes） ② 研究者希望官方公开更多尝试过但失败的问题列表，以免社区重复劳动（@thomasahle, 96likes） ③ 评论也在讨论是否会扩展到物理、化学等更具经济价值的难题，以及 Astra 模型家族命名和定位等细节（@wyqtor, 42likes；@northead, 16likes）
展开评论
- @full_kelly_ (99): @polynoamial These problems are important enough you should probably have a large team which pushes as hard as possible to solve them.
- @thomasahle (96): @polynoamial You should share a list of what else you tried. Otherwise we'll have 1000s of people wasting time trying the same conjectures
- @wyqtor (42): @polynoamial Have you tried physics/chemistry problems as well? A room-temperature superconductor would be more valuable economically than even the proof of the Riemann hypothesis.
- @richa_lq (17): ahem. noam how much damage do you wanna do in a single release. "Sadly no Millennium Prize problems (yet)." small thought: every one of astra's 10 solutions sits inside a mature, established framework. Scaling test-time compute works brilliantly for proof-search within those bou…
- @northead (16): @polynoamial slightly, uhm, offroad question: if "Astra" is a "family of models", like GPT-5.6 is, does it mean we'll have Astra-Luna, Astra-Terra, and Astra-Sol? ('cause I kinda thought Astra was a level above Sol, like Fable > Opus -- so GPT-6 Astra, GPT-6 Sol, etc.)
Marc Lou 用“must be nice”梗配图吐槽，别人只看到独立开发者成功后的轻松，却看不到背后长期积累和辛苦。
"must be nice" https://t.co/7s8zDYmasi
受众观点：① 开发者感叹别人只会用“overnight success”“he got lucky”来轻描淡写多年努力（@vgavrilovikj, 4likes） ② 同为创作者的博主调侃“Easy for you to say”，指出外界只看到结果（@thejustinwelsh, 3likes） ③ 有人提到连家人都很难理解你到底在做什么，说明独立开发的隐形压力（@Kassandrreplay, 2likes）
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- @vgavrilovikj (4): @marclou And all this for someone to call it an “overnight success” or even better “he got lucky”
- @thejustinwelsh (3): @marclou "Easy for you to say."
- @Laksh_K_ (2): @marclou Exact context of the scene btw. Even we don't see this while starting out
- @Kassandrreplay (2): @marclou And still explaining to your family what you actually do for a living
- @Vaibhav_Gareja (2): @marclou This reality that no one wants to see! But this is the only way!
levelsio 分享一篇综述称多项临床研究表明肌酸有助于缓解抑郁等精神问题，并表示自己每天补充 10 克肌酸。
"Creatine treats depression, scientists have proven. A review of five clinical studies was published by the Canadian Journal of Psychiatry: creatine was added to antidepressants or psychotherapy. The…
受众观点：① 有人分享自己每天 5 克肌酸配合知识工作和晨练，感觉专注度和精力更稳定（@ryanam26, 10likes） ② 也有用户表示 10 克肌酸并不能完全治愈抑郁，真正让人走出低谷的是“赢”和实现目标（@JohnStrongHodl, 10likes） ③ 研究者在评论中贴出论文链接，补充原始研究来源供感兴趣的人深入阅读（@NTFabiano, 7likes）
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- @ryanam26 (10): @levelsio 5 grams per day for about a year now, I do knowledge work and I’m sharp and focused throughout the day. It also helps my morning workouts.
- @JohnStrongHodl (10): I take 10 grams per day (after first time reading about it in here) for like a year now I can say for myself: it doesn't cure depression entirely, same for workouts. It helps (good start), but there is actually only one thing that will get almost any man from a depression. It's…
- @NTFabiano (7): @levelsio These findings are from our paper here for those interested https://t.co/ZJLMhkwkyv
- @cunostar (7): @levelsio gym bros casually discovering psychiatry breakthroughs 20 years before the journals. "bro just take creatine" was peer reviewed all along
- @itsdanielpurgal (6): @levelsio I take 10g a day close to two years and used to pause and go with creatine. I got my wife on it about 6 months ago and said it’s been a total wellness boost. You got to be consistent but it sure works.
Marc Lou 描述自己理想中的连锁酒店：极致重视睡眠、健身、健康饮食和安静办公空间，专门服务像他这样的线上创作者。
Actual reality I want: Hotels made for people who care about sleep, fitness and workout. All beds are eight sleep mattress, AC goes to 18deg, air purifiers everywhere, black out curtains. The restaur…
受众观点：① 有人调侃这是幻想，因为大多数人并不在乎这些健康细节，市场可能太小（@thekitze, 28likes） ② 也有创业者型读者直接表示“Sign me up”，说明需求真实存在（@gregisenberg, 21likes） ③ 评论里有人提到新一代更重视健康，认为酒店迟早会为这类客群做出改变（@alangsilveira, 6likes）
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- @thekitze (28): @marclou levelsio ahh fantasy this will never happen in a million years cuz most ppl are normal
- @gregisenberg (21): @marclou Sign me up
- @tdinh_me (13): @marclou Build it Marc
- @kevinxu (11): @marclou sounds like Adam Neumann's new thing https://t.co/JWfMF8VOTp
- @alangsilveira (6): @marclou I think the next generation is taking care of health more than ours, I can see it here where I live, not sure if it is this way all around the world. Hotels will adapt to it.
levelsio 吐槽自己在十多台服务器上使用 Claude 时频繁被登出，有人在评论区分享了 `claude setup-token` 等更安全便捷的登录方案。
No clue why I have to login every time to Claude every month I run it on 10+ different servers so it'd be nice if I can just stay permanently logged in forever Thanks @AnthropicAI https://t.co/ZL5yhw…
受众观点：① 有开发者直接给出命令行方案 `claude setup-token`，说明可以生成有效期一年的 token 解决频繁登录问题（@robertvhoesel, 334likes） ② 安全向创作者提醒大量会话被盗后在黑市转卖，频繁登录是为了降低被盗风险（@wesbos, 39likes） ③ 也有人指出厂商本身就不希望用户在 10 多台服务器上长期登录同一账号（@anshnanda, 32likes）
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- @robertvhoesel (334): @levelsio @AnthropicAI `claude setup-token` works with subs lasts 1 year ur welcome
- @wesbos (39): @levelsio @AnthropicAI A lot of people have their sessions stolen and resold on the Chinese black market without them knowing. This helps curb that to an extent I have a video coming on it next week. It’s a crazy world
- @anshnanda (32): @levelsio @AnthropicAI They don't want you to be logged into 10+ different servers that's the point.
- @johnaf (5): @levelsio @AnthropicAI ANTHROPIC: https://t.co/PgZX907HvF
- @szacho (4): @levelsio @AnthropicAI have they at least added other login option than that one time code sent on email? I haven't used anthropic in a while and it was so annoying I couldn't use 1pass to login
Matt Pocock 区分自己做的“spec-first”技能与传统 spec-driven-development，强调这些规格是一次性、实现后就应删除的“抛弃型文档。
Everyone always confuses my skills with spec-driven-development. It really annoys me. The specs my skills create are intended to be deleted immediately - not kept around, or treated as source code. B…
受众观点：① 作者本人补充推荐 Birgitta 在 Martin Fowler 网站上的文章，给出更系统的背景（@mattpocockuk, 25likes） ② 有人调侃之前的“/drill-me”梗，说明大家对他用 AI 工具生成规格的方式印象深刻（@RafaelSCosta, 9likes） ③ 也有开发者分享自己区分一次性变更规格和长期需求规格的做法，认为 SDD 也可以只保留必要的文档（@gsemetfr, 4likes）
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- @mattpocockuk (25): Great guest article from Birgitta on Martin Fowler's site: https://t.co/i3KmU0IdLM
- @RafaelSCosta (9): @mattpocockuk After “/drill-me”, nothing surprises me.
- @TheT8or (5): @mattpocockuk Maybe it’s something to add to the implement skill to delete/archive the specs?
- @gsemetfr (4): For using most major SDD and your grill-me and now having I can tell you, even the default Plan mode they all generate a « disposable » spec (I call them Change Spec). They are ALL short lived and throwable after implementation. OpenSpec and other adds a « living requirement » l…
- @diementros (3): @mattpocockuk I am agree that PRD (to-spec) should be deleted after PR merged. But, ADR and CONTEXT is a great stuff to stay with. Moreover, SDD doesn't force you to store specs. You just need to write it before coding. Then you are free to delete. So, your skills (great BTW) ar…
Gergely Orosz 认为 GitHub 现在才推出 stacked PR 已经太晚，在 AI 代理大量写代码的时代，这类工具的重要性下降了。
Look, better late than never to ship stacked PRs. But this feature was extremely useful 2015-2025 at most companies using it. Since ~Nov 2025 when AI models became more capable and write more and mor…
受众观点：① 有人强烈反对，认为在 AI 时代把大功能拆成多层 diff 更有利于代理和人类逐步审查（@ryancarson, 97likes） ② 作者补充说在 Meta、Uber 等大量使用 stacked diffs 的公司，这类工具在代理写全量代码后相关性下降（@GergelyOrosz, 40likes） ③ 多位开发者分享自己觉得现在反而更依赖 stacked diffs 来审查 Claude 输出的大量代码（@HoraceBG, 10likes; @leeovery, 8likes）
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- @ryancarson (97): @GergelyOrosz I disagree. It's even more important now. Breaking large features into stacked diffs makes agent review much better.
- @GergelyOrosz (40): As in it was most useful for most companies using stacked diffs either via Phabricator / Graphite / Greptile /their own implementation; eg Meta, Uber, Google Even Graphite moved on because it has v little relevance when agents write all the code
- @HoraceBG (10): @GergelyOrosz I find they’re more useful now than ever! Much easier for me to review Claude’s output in contexts where I still want to read the code
- @juleepam (9): @GergelyOrosz Remember folks, Gergely is heavily invested in a GitHub competitor so he is incentivized to smear it
- @leeovery (8): @GergelyOrosz Hard disagree. More relevant than ever. Agents output enormous quantities of code which still need reviewing in most companies. Stacking the feature across multiple PRs hugely helps with this.
scaling01 感叹当前大模型在离散数学上已达到窄域超强智能，但在其他学科仍低于博士水平，认为进展高度依赖问题是否可验证。
it's incredible how these models are now narrowly super intelligent at discrete mathematics but at the same time they are still below PhD level in other fields it goes to show how much of the progres…
受众观点：① 模型在离散数学和证明类任务上的能力已经远超预期，很多人开始讨论哪些数学分支会最先被“吃掉”（@KrautFishing, 4likes） ② 有人补充模型在其他领域也在稳步提升，尤其会利用强大的离散数学工具“作弊”解决更广泛问题（@scaling01, 37likes） ③ 讨论集中在“可验证性”如何驱动模型进步，大家用具体定理和猜想案例来评估当前突破的含金量（@goncalo_canhoto 等, 20likes）
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- @scaling01 (37): but it's slowly getting better at other fields too the floor is rising and I think models will also be able to cheat with their incredible discrete mathematics toolbox
- @scaling01 (27): (because I was about to write how my prediction of "math and coding AGI" has come true. but it was really a very poor choice of words calling it "AGI". what I meant and have said in countless other comments/posts is narrowly super intelligent)
- @goncalo_canhoto (20): @scaling01 it reminds me of this https://t.co/p5ZXqHHS0Y
- @andrewho03 (8): @scaling01 Many are saying this https://t.co/k8sOgW3UZ9
- @KrautFishing (4): @scaling01 This isn't just discrete math anymore. (Source: I'm a research mathematician with papers in fields adjacent to at least 3 of these theorems.) Cohn-Elkies, property (T), Connes' conjecture, circuit lower bounds for permanent -- the flavor isn't that of pure discrete ma…
Ryan T. Lowe 转发一篇数学家在最新 AI 数学突破前写下的心碎长文，讨论强大 AI 对纯数学研究者职业和意义感的冲击。
thinking of this heartbreaking essay written by a mathematician last week, before this most recent news dropped https://t.co/BjmpNOYHx3
受众观点：① 有人认为这位数学家的精神状态已经被 AI 发展压垮，呼吁身边人关心和干预（@goodhorsemen, 53likes） ② 一些人分享自己第一次真实感到“AI 近未来威胁”的时刻，尤其是看到数学等高门槛领域被模型攻破（@imjmcinnis, 21likes） ③ 也有人把 AI 比作与外星文明交换数学笔记的新渠道，乐观期待它帮人类解决黎曼猜想等重大难题（@proofchecker, 9likes）
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- @hunecart56068 (60): @ryan_t_lowe interesting https://t.co/HWHyKZayPQ
- @goodhorsemen (53): @ryan_t_lowe this person is unwell and someone should check on them
- @imjmcinnis (21): @ryan_t_lowe This vision here was my first visceral near-term AI fear https://t.co/O5RXwIOVCj
- @imjmcinnis (9): @ryan_t_lowe I honor him for saying this. I think a lot of folks are feeling the same way. I would, if I were *really* a mathematician. (Well, it would probably be muffled by X-risk worrying, to which I think I would have switched fulltime, but.)
- @proofchecker (9): @ryan_t_lowe My view is more like: let's contact an alien civilization and exchange notes. Maybe they have the key to solving RH. Now we have something like that in the form of AI, except that the math we can extract from AI is not static. It doesn't have RH yet, but who knows i…
steipete 半开玩笑地问以后是不是要穿防辐射内裤，引发一串围绕辐射和男性焦虑的段子式回复。
will we have to wear radiation shielded underwear now?
受众观点：① 有人反向玩梗说应该穿“促进辐射”的内裤，继续放大荒诞感（@truongphillipt2, 4likes） ② 评论区出现“fruit of the llm”等文字游戏，把辐射和 LLM 话题混在一起调侃（@nisten, 4likes） ③ 也有人感叹男性从上战场到担心辐射内裤，借机吐槽当代男性焦虑（@whatRanjuSaid, 3likes）
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- @truongphillipt2 (4): @steipete No, radiation-FACILITATING underwear,
- @nisten (4): @steipete fruit of the llm
- @LLMJunky (3): @steipete Nah I want them to look
- @whatRanjuSaid (3): @steipete men used to go wars now men wear radiation shielded underwear
- @photomatt (3): @steipete Yes, that's why I like @HAVNwear.
levelsio 转发 @robertvhoesel 提供的命令行小技巧，用 claude setup-token 获取有效期一年的 Claude 登录 token，解决频繁登录问题。
💡 @robertvhoesel with the fix here: Type: claude setup-token It will give you a 1-year login token!
受众观点：① 有人质疑这个命令是否真实可用，担心安全或被封号风险（@ConnorTalksAI, 1likes） ② 开发者吐槽还要记命令行指令，说明大家对更友好的登录与配置界面有期待（@brucabbro, 1likes） ③ 有用户反馈最近频繁遇到同样的登录问题，希望有更稳定的解决方案（@umar_who_code, 0likes） ④ 评论里有人指出该方法主要适用于 Claude Code，而非 Claude Desktop，暴露出产品形态之间体验不一致（@woodyholne, 0likes）
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- @ConnorTalksAI (1): @levelsio @robertvhoesel is this real?
- @brucabbro (1): @levelsio @robertvhoesel Lol why do we still have to memorize CLI commands, for fuck sake 😭
- @umar_who_code (0): @levelsio @robertvhoesel Me too facing the same issue. Mostly it is coming again and again from past few days.
- @woodyholne (0): @levelsio @robertvhoesel Right, but that only works for Claude Code. I think he's talking about Claude Desktop. It's not the same.
- @therookiehacker (0): @levelsio @robertvhoesel Clutch! Another levels lesson. You're the reason I use termius almost everyday too. I feel like I learn a lot from your random tweets lol
Code Arena 公布多家模型在 Image-to-WebDev 基准上的最新排名，对比 Opus 5、GPT-5.6 系列、Grok-4.5、Kimi K3 和 Muse Spark 等在从图片生成网站与代理式编码任务上的得分差异。
Update: Scores are in for Image-to-WebDev in Code Arena for Opus 5 (Max), GPT-5.6 Sol, Luna and Terra, Grok-4.5, Kimi K3 (Max), and Muse Spark 1.1. See how they stack up. - #1 Opus 5 (Max) with 1,669…
受众观点：① 有用户质疑 Opus 5 近期质量下滑，认为体验上已经不如 GPT-5.6 Sol（@donnguyen_me, 7likes） ② 很多人追问榜单里缺少 DeepSeek 等热门模型，希望看到更多开源或新玩家的对比（@RoyStory_4, 4likes；@SergioM80274824, 2likes） ③ 一些人关心具体变体在榜单中的位置，例如 Luna Max 应该排在哪个档位（@jmcallister93, 2likes）
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- @donnguyen_me (7): @arena The quality of Opus 5 has declined significantly. It is no longer better than 5.6 Sol
- @RoyStory_4 (4): @arena where did you put deep seek ? T_T
- @arena (2): Learn more about Image-to-WebDev from one of our founding engineers, Aryan. https://t.co/MoSil6sfCM
- @jmcallister93 (2): @arena Where would Luna Max sit?
- @SergioM80274824 (2): @arena Fucking Finally, add the new DS please!!
nrehiew_ 感叹最近 AI 在解决高难度数学问题上的进展惊人，向相关领域专家请教这些被攻克或推进的问题到底有多重要。
The rate of progress is completely astonishing. Can any experts in these fields provide some insight as to how impressive or significant these problems are? https://t.co/0vkwwS9Zrf
受众观点：① 有人引用 Sol 的评价，认为这些问题难度接近 9/10，仅次于千禧难题，说明突破非常不易（@AIMelGibson, 13likes） ② 多位数学背景用户强调非 sofic 群和相关猜想是本领域的大事，顶尖学者长期在攻关（@CocoLoc79375202, 6likes；@DiracDeltaFunk, 3likes） ③ 也有人长文梳理 Connes 刚性等问题在算子代数和泛函分析中的地位，解释这是小圈子里极重大的结果但圈外知名度有限（@passtheadjoint, 11likes）
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- @AIMelGibson (13): @nrehiew_ Accord to Sol very significant and they require both deep understanding and creativity to solve. Sol ranked them around a 9/10 in terms of difficulty, with millennium prize problems being a 10/10.
- @passtheadjoint (11): Out of these 10, a middle of the pack ranking (on fame, difficulty, and significance/implications) for Connes's rigidity is probably about right. (Maybe leaning #4, not #6) The headliners here are the non-sofic and the sphere packing for sure. The Erdos problems go at the bottom…
- @CocoLoc79375202 (6): @nrehiew_ Not an expert here, but I did PHD and non-sofic groups is pretty big and strong people I knew thought about it. In geometric group theory people love to build counterexamples, so it's not like people weren't trying. Same about 4.
- @DiracDeltaFunk (3): @nrehiew_ I am not an expert in any of these specific areas, but I am a mathematician. I can say for sure that non-sofic groups is a HUGE result.
- @jack_peaches (3): @nrehiew_ It's going to be a busy week end for a lot of mathematicians !!
John Schulman 表示团队会继续发布开源权重模型和微调工具，但不会在开源问题上走极端，并分享他们在平衡开放与滥用风险方面的安全路线和研究方向。
We love open weights and plan to keep releasing open-weight models and fine-tuning tools. But we’re not absolutists; misuse risks are real. Here’s how we’re thinking about a safe path forward, and th…
受众观点：① 有人讽刺性地追问文章里没提到“你的 agent 实际黑了多少家公司”，质疑安全叙事与真实风险之间的落差（@ZackKorman, 7likes） ② 也有用户简单表达对进展的祝贺和支持，态度偏正面但缺乏细节（@Joseph__Diener, 1like；@xeophon, 1like）
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- @ZackKorman (7): @johnschulman2 I can’t find the part about how many companies your agents hacked… very confusing.
- @xeophon (1): @johnschulman2 Great post
- @Joseph__Diener (1): @johnschulman2 congrats on the progress!
scaling01 发出“TAPPING THE SIGN and there's more to come”的暗示性推文，继续预热内部模型或研究进展还有后续大招未公开。
TAPPING THE SIGN and there's more to come
受众观点：① 有人抱怨一直在放风但迟迟不公开模型，认为“说再多不如赶紧放出来”（@pinkman_ai, 0likes） ② 也有人分享自己在用 Opus 等模型重构代码基座的经历，感叹每次新版本都像奇迹一样改变开发方式（@simcomsystems, 0likes） ③ 多条评论认为内部实验室已经在玩完全不同的游戏，猜测他们在囤积突破准备一次性大规模发布（@gurtej__gill_, 0likes；@yamix_web3, 0likes）
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- @pinkman_ai (0): @scaling01 Still waiting for the actual public drop, talk is cheap
- @simcomsystems (0): @scaling01 Anyone who’s been working with models can see where this is going. Opus 4.8 restructured our harness with insightful feedback and powerful fixes. Fable said our harness wasn’t worth salvaging and just rebuilt it from scratch. Each release is a miracle.
- @gurtej__gill_ (0): @scaling01 The internal labs are playing a completely different game right now
- @yamix_web3 (0): @scaling01 they are definitely stockpiling breakthroughs for one massive reveal
这条 HN 讨论围绕一篇关于电梯调度或类似系统设计的文章，很多人回忆自己在计算机科学教育或面试中做过电梯控制算法作业和小游戏。
Elevators
受众观点：① 经历过各种电梯调度/OO 设计面试题的程序员
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- @shadeslayer_ (0): This article gives me war flashbacks about a particularly irritating OO design interview from 5 years ago.
- @sambaumann (0): This reminds me of elevator saga (https://play.elevatorsaga.com/) - little programming game where you have to program elevator schedules.
- @orliesaurus (0): Oh my god, every time I'm waiting for the elevator, I think of how annoying it must be to be someone who's building the algorithm to make sure that you minimize the amount of wait times between picking up people and taking them to their destination. Then I also wonder if the peo…
- @clarkmoody (0): One of the most frustrating assignments[1] (2011) in my computer science education was trying to build a better mousetrap for elevator control. [1]: https://clarkmoody.com/Moody_AgentBasedElevatorControl.pdf
- @brandonpelfrey (0): For folks that have never seen elevator scheduling the game: https://play.elevatorsaga.com/ Enjoy this rabbit hole :D
这条 HN 讨论围绕一个用 AI 和 Lean 等形式化工具解决数学难题的研究项目，大家在聊数学家存在焦虑、证明正确性责任以及实验成本和透明度问题。
Ten advances in mathematics and theoretical computer science
受众观点：① 关注 AI 在科研和数学领域应用的工程师与研究者
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- @piker (0): I don’t feel the existential dread of mathematicians is correct. It seems to me in fact these results are bringing math mainstream. I now personally look forward to the interpretations and discussions of the significance of such results by human mathematicians. Now I understand…
- @danielrmay (0): I'm enjoying learning about these hard problems, but this line about credit made me chuckle: > We helped prepare the manuscripts and formalize the proofs in Lean, and we take responsibility for their correctness Offering to take responsibility for the correctness of a proof writ…
- @emil-lp (0): I wonder what the total cost of this research was, including the salary for their mathematicians and engineers.
- @aabhay (0): My main gripe here is the lack of transparency around the total experiment and construction. I doubt that they simply pointed their model at these ten specific problems alone and gave the model one shot; therefore the $2000 number could be completely misleading, similar to P-val…
- @0x5FC3 (0): How much do you all think it would cost to "buy" these advances from PhDs, practicing scientists?
一篇关于“vibe coding”的 HN 讨论，开发者用 LLM 快速为自己做播客客户端、个人 CRM 等小工具，同时吐槽 iOS、Android 对这类自用应用分发的限制。
Software for One
受众观点：① 有人抱怨 Apple 和 Google 的平台政策严重限制了个人自用 app 的长期运行和分发，尤其是 iOS 的开发者年费和封闭 API（@fny） ② 一些开发者用 LLM 辅助做“只给自己用”的播客客户端、内部 web app，认为 AI 主要帮他们跨过调试和查 bug 的瓶颈（@chrysoprace, @roundwego） ③ tptacek 列举了自己用 GPT5 等工具做的音乐播放器、卡路里追踪器、遥控器等一堆桌面小应用，认为这些自制工具体验甚至优于商店里的成品（@tptacek）
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- @fny (0): This is such a romantic idea, but unfortunately Apple and Google are hostile to this model. Of the two, iOS is /worst/ for running vibe coded apps. You need to pay $99 a year to be an Apple developer if you want your app to live on your phone for more than a a week. Distribution…
- @chrysoprace (0): I'm building a podcast app just for me, because the podcast app I typically use (PocketCasts) is really good but there's just a couple of features I'd like and they don't bring out a lot of new features since it's not a monthly SaaS. LLMs are a good help here because side projec…
- @roundwego (0): Can confirm. I spent maybe 5-6 hours rebuilding an app I did in WinForms (originally Java… I forget the framework, Swing or something?) as a web app for a small business. Nothing fancy, basic CRM with existing database ported to SQLite and hosted on a cheapo VPS. Pure Codex CLI…
- @pornel (0): This mitigates problems with LLMs' low quality code. For a single user, the bar is much lower. The app doesn't have to have all the features that work for everyone's edge cases, implemented in a way that other devs can maintain. It only needs to be good enough for one user, and…
- @tptacek (0): Things I've built in the last month or so: * A personal music player for Apple Music with an embedded agent loop, so I can say things like "I'm going to work in the wood shop, play woodworking-appropriate music and keep the playlist full and non-repeating indefinitely". * A calo…
这条 HN 讨论的是在本地 Mac 上运行 Kimi K3 等大模型的项目，大家在问是否支持 Metal、模型体积和上下文占用内存，以及 SSD 流式推理的性能和能耗。
Run Kimi K3 using 29 GB of RAM at 0.50 tok/s
受众观点：① 想在个人电脑上跑大模型、但不清楚硬件和能耗代价的开发者
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- @cjbprime (0): Does it not use Metal, on macOS? Would it be faster if it did?
- @pja (0): That README hits all my “this is authored by an LLM” instincts. I presume the codebase is also written by an LLM?
- @jpecar (0): Where can this 1tb k3.waste be downloaded?
- @logicallee (0): Interesting project. The headline number (29 GB of RAM) is for 4k context. From what I've read elsewhere, Kimi K3 is quite verbose in its thinking. At the quoted rate, it would generate only a total of 1.8k tokens in 1 hour. Is that enough for it to get any thinking done and pro…
- @herf (0): So if this Mac uses 30-50W, that's 40-60 tok/Wh...vs maybe 80k for a modern GPU cluster? So that's about 1000-2000x more power for the SSD streaming, unfortunately.
这条 HN 讨论的是一个 AI 相关开源项目的贡献流程和部署方式，项目要求贡献者提交人类撰写的文本而非代码，引发大家对“AI 时代软件开发方式”和 OpenClaw、Hermes 等代理系统对比的讨论。
qm – Multiplayer agent harness for work
受众观点：① 在 GitHub 上维护或贡献 AI 相关开源项目的开发者
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- @Drupon (0): >We take contributions as human-written text, not code — see CONTRIBUTING.md. Describe the change you'd like informally in a .txt or .md file in adrs/, and if we're aligned we'll handle the implementation. Report vulnerabilities privately — see SECURITY.md, not a public issue. S…
- @john_strinlai (0): i find something a bit funny in an ai project, written by ai, requiring human-written text with specific guidance to not use ai. "Given that coding agents write most underlying code now, we'd prefer PRs in the form of human-written text. [...] Please do not have AI artificially…
- @yewenjie (0): Is Hermes the best openclaw like agent as they mention running it before? Also, what are power uses really using openclaw like systems for?
- @argssh (0): it says "Each deployment runs in the operator's own cloud account" But feels like its written to run on one mac/vm and carries same drawbacks of other similar platforms. I'd rather use Hermes/Openclaw for oss or closed managed agents like Tasklet or Prajvis
- @kevinwang (0): What is yc software?
HN 上有人分享 ripgrep 触发 Linux 内核 bug 的分析链接，引发大家围绕 musl 与其他 libc 行为差异、线程栈大小和搜索工具稳定性的技术讨论。
RipGrep musl binaries occasionally segfault during very-large searches
受众观点：① 有人调侃“感觉一切都坏掉了”，反映出这类底层 bug 对开发者信心的冲击（@wild_pointer） ② 评论指出更值得看的其实是 GitHub 上对内核 bug 的详细分析仓库，方便大家理解问题根源（@hyperpape） ③ 也有人追问为什么只在 musl libc 环境下触发，以及是否和线程栈大小等实现细节有关（@sligor, @walk12111）
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- @wild_pointer (0): wow, everything is broken lol
- @hyperpape (0): The analysis of the kernel bug may be a better thing to link to: https://github.com/dfoxfranke/ripgrep-3494-analysis.
- @sligor (0): So, why the bug triggers only with muslc and not other libc ?
- @walk12111 (0): I would normally suspect musl's thread stack size. Is the kernel bug confirmed?
- @villgax (0): No wonder search in codex is so a$$
HN 讨论美国签署网络犯罪公约引发的争议，评论区围绕数字权利、拖网式监控、设备 root 权和国际政治作秀等话题激烈交锋。
A Surveillance Treaty in Disguise: Canada Signs UN Cybercrime Convention
受众观点：① 有人呼吁在美国推动一部新的“数字权利法案”，明确保护维修权、root 权、反拖网监控和通用计算权等（@failbuffer） ② 也有人感叹国际政治里充满姿态和暗示，公众很难分辨哪些承诺是真的会落地（@Waterluvian） ③ 还有评论认为各国对网络犯罪早有默契的“安全边界”，质疑需要靠新公约才开始行动的说法（@sunshine-o, @alephnerd）
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- @alephnerd (0): So has Australia, the EU, and the UK [0]. That said, being a signatory has limited impact as long as it isn't ratified. [0] - https://treaties.un.org/pages/ViewDetails.aspx?src=TREATY&mt...
- @failbuffer (0): When are we going to see substantive legislation advancing digital rights instead of chipping away at them? For the US, we need a new bill of rights, a bill of digital rights that constitutionally protects right of repair, right to root our own devices, right to be free from dra…
- @Waterluvian (0): It feels like there’s this weird layer to domestic and international politics where you do a lot of signalling to one audience while simultaneously winking at other audiences that you’re not actually serious. (I can never tell who is getting winked at…) I feel like WYSIWYG polit…
- @sunshine-o (0): About "cybercrime" in general my feeling is there is a status quo between the criminals and countries. Something like we do not take down your economy and you do not go after us. I know for a fact that even the most powerful organizations are powerless to have some relatively un…
- @andrewstuart (0): Wrong. The government cares.
Hacker News 讨论 Cursor 这类 AI 编程 IDE 的价值下滑，越来越多开发者转向 Codex、Claude Desktop 等工具写代码和做 agent 开发。
Cursor removed cost information from the usage page and CSV export
受众观点：① 老 Cursor 用户开始质疑订阅价值，认为 Claude Code、Codex 等组合已经覆盖主要场景（@aroman） ② 有人指出 Cursor 当初靠兼容 VS Code 快速获客，但同样也方便用户随时迁回 VS Code 和其他 agent 扩展（@slashdave） ③ 评论里也有人认为 Cursor 的 Claude 定价只是批量采购转售，真正差异更多在 Composer 2.5 这类自研能力，而不少人已经转向 Codex 实时语音和 Claude Desktop（@oooyay）
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- @hnnbxu2nwi (0): Small thing but makes a big difference
- @aroman (0): I was an early and passionate adopter and paying customer of Cursor (since 2023!), but it’s probably been 6 months since I opened it. These days I “write” code with claude code and codex, and read/review it on GitHub. If I need to read it locally, I use a plain text editor. Can…
- @slashdave (0): Cursor achieved fast adoption by making it simple to move from Visual Studio code. Double-edged sword. It is also simple to move back to VS code and agent extensions.
- @btown (0): I am shocked, shocked, that a company that is part of SpaceXAI would become hostile to its existing paying users and partners. This has never happened before in history.
- @oooyay (0): Cursor was a great introduction to agentic engineering but I've learned their Claude pricing is largely just batch purchases. Their real moat I think is Composer 2.5 because both their agentic and IDE experiences fall short of Codex and Claude Desktop in my opinion. I think thei…
HN 上一篇把开发流水线和预生产环境视作“生产系统”的文章，引发工程师们就报警优先级、招聘管线和工具故障是否等同生产宕机的争论。
The development pipeline is a production system
受众观点：① 有人指出在很多公司里预生产环境其实就是生产，资金不足导致对这些系统的投入长期被低估（@psunavy03） ② 也有人强调招聘管线同样是生产级别的关键系统，坏掉会直接拖垮公司（@reactordev） ③ 不少评论反对把一切都叫生产，认为 IDE 或开发工具坏掉更多是开发系统问题，不能和用户可见的生产宕机混为一谈（@cyanregiment, @Nathanba）
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- @psunavy03 (0): At my (now former, thanks layoffs) company, we used to gripe about getting nontechnical management to understand how stupid it was to skimp on pre-prod funding . . . because pre-prod was our prod.
- @reactordev (0): So is the recruiting pipeline. Kill that and you kill the company. Agents and AI can only do so much, the rest is people power. Sadly too many companies have broken recruiting processes.
- @newsomix9xl (0): Sounds like someone wants to go on-call. You too can enjoy being paged at 2am for a flaky disk, a cron job related traffic spike, and AWS outage, or any of the wonderful things pagers get paged on. And you can re-read your essay after being awakened repeatedly for false alerts,…
- @cyanregiment (0): Being a production system doesn't make it a priority. > A team with a broken development pipeline can’t produce software, and must treat this as a production outage. While I sympathize, I can't go that far. An "outage" means user- or stakeholder-facing. To the extent that a deve…
- @Nathanba (0): this muddying of terms is not useful. No, my IDE breaking down is not a production system failure. It's a development system failure and sure, that can very easily have consequences on the production system but usually not immediately. It should be obvious to everyone how having…
HN 上一个关于 RSS/Atom 和个人订阅页的小项目，引发大家聊起自托管 RSS、Atom 1.0 标准以及现代网站被大厂用来做用户画像的担忧。
A directory of people who love RSS
受众观点：① 有人惊讶 HN 现在会渲染彩色 emoji，说明这种小细节也能提升社区氛围（@dgellow） ② 有用户安利 Atom 1.0 作为比传统 RSS 更现代的订阅格式，并分享自己用 miniflux 自托管 RSS 阅读器的体验（@edhelas, @bolt012） ③ 也有人担心这类“可爱的小站”最终会被大厂当成用户画像的数据矿场，对隐私表示警惕（@poisonborz）
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- @dgellow (0): HN renders emojis in color?! I’m reading that on an iPad and see a red heart. That’s a first
- @edhelas (0): If you love RSS, embrace Atom 1.0 :) Its the final modern form of RSS.
- @bolt012 (0): I love self hosting my own RSS feed with miniflux!
- @poisonborz (0): Nowadays I see these sites as nothing else but mining grounds for personal profiling by big tech. Nothing can be a cutesy show-off anymore.
- @theanonymousone (0): Please add me
这条 HN 讨论的是一个号称“面向 AI 时代”的新图表库或可视化规范，评论区质疑它相对 Plotly、ECharts 等成熟方案的必要性，以及在 LLM 能快速生成代码的情况下还需不需要新 JSON 规格。
Flint: A Visualization Language for the AI Era
受众观点：① 在前端或数据产品里大量使用图表库的工程师
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- @kburman (0): [deleted]
- @refactor_master (0): When does it get too abstract? What’s wrong with plotly? Or plotly express? How is yet another JSON spec era-anything?
- @woah (0): Why is this "for the AI era"? Isn't it kind of not for the AI era since an LLM can create a gnarly python or js chart of whatever you want in seconds?
- @anigbrowl (0): It's cool...but is it needed? I'm thinking of Apache echarts and any of many other mature charting libraries. Kinda seems like reinventing the wheel; thing gets released, thing gets more and more new features bolted onto it, eventually someone offers another thing that's basical…
- @thepoet (0): An earlier larger discussion 22 days ago on this https://news.ycombinator.com/item?id=48834924
robj3d3 回顾自己两年前花 8 美元订阅 X 被朋友嘲笑，如今通过在平台上持续输出内容获得巨大回报，暗示付费使用 X 对独立开发者来说是高 ROI 投资。
Two years ago I told a friend I was paying $8/mo for X. He laughed in my face. Anyway... https://t.co/ONXYZk9ago
受众观点：① 有人直接表示这是自己人生中最好的投资之一，强调订阅 X 带来的长期回报（@xikhar, 4likes） ② 多位开发者用“ROI 100x”来形容在 X 上的投入产出，认为收益还会继续增长（@ldo_dev, 2likes；@yann_shi_, 2likes） ③ 一些人提到身边朋友不理解自己为什么在 X 上如此活跃，反映出创作者与周围环境在认知上的落差（@mscode07, 1likes）
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- @xikhar (4): @robj3d3 It's been probably the best investment of my life.
- @ldo_dev (2): @robj3d3 Quite the ROI 😆
- @yann_shi_ (2): @robj3d3 The ROI is 100x now, and it'll keep growing :)
- @heyitzami (1): @robj3d3 the man is unstoppable
- @mscode07 (1): @robj3d3 haha even today my friends asked me why you are so active here what to say
anulagarwal 展示自己用 GPT 5.6“vibe-code”做出一个棋盘会旋转的俄罗斯方块小游戏，并提到此前也用 ChatGPT 4.0 做过千万级玩家的网页游戏。
using GPT 5.6 I vibe-coded Tetris, but the board rotates. https://t.co/bjvy1qLqlD
受众观点：① 作者补充说明灵感来自 Reddit 视频，并强调用 GPT 5.6 也能完整做出游戏，降低了开发门槛（@anulagarwal, 11likes） ② 评论区有人追溯创意来源到其他创作者，讨论灵感借用与致敬的问题（@modkin_mp, 5likes） ③ 也有用户调侃命名和玩法，认为应该叫“Rotetris”，并鼓励大家做只适合自己玩的超小众游戏（@pradeepcep, 5likes；@Entrepenulian, 3likes）
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- @anulagarwal (11): Not an original idea tho, saw a similar game on Reddit and decided to replicate it
- @anulagarwal (8): i was inspired by this reddit video: https://t.co/Sxw0h7bC4V and to test if i can vibecode it in a similar way, i used gpt 5.6 and yes, with ai you can build complete games :) one of my web-games reached 65 million+ players that was made with chatgpt 4.0 (code + art) back in 2023
- @modkin_mp (5): @anulagarwal idea taken from @FreyaHolmer
- @pradeepcep (5): @anulagarwal Why aren't you calling this Rotetris?
- @Entrepenulian (3): @anulagarwal We should normalize making hyper niche games that only you are good at.
ai_for_success 介绍 Google 在印度上线的 Gemini Spark，这是一款可在 Gmail、Docs、Sheets、Calendar 背景运行的 24/7 个人 AI agent，可自动处理订阅审计、行程跟踪、邮件整理和回复草稿等任务。
Gemini Spark is here 🔥🔥🔥 Google just launched it in India. It's a 24/7 personal AI agent that can work in the background across Gmail, Docs, Sheets, and Calendar, even when your laptop is closed or y…
受众观点：① 有人已经在用它做每日定时任务规划，详细描述了让 Spark 每天 10 点扫描 Calendar、Tasks、Gmail、Chat 和 Drive 并生成优先级日程的复杂用法（@Yash_Kavaiya_, 6likes） ② 欧洲用户吐槽地区上线节奏慢，担心等到自己国家开放时版本已经迭代很多轮（@bollineni1234, 2likes） ③ 多位用户在评论里索要或期待使用反馈，说明大家对真实体验和踩坑总结很感兴趣（@ShashwatRazdan, 2likes；@cgarciae88, 1likes；@Krisiku, 1likes）
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- @Yash_Kavaiya_ (6): Set up a scheduled job every day at 10:00 AM with the following instructions: Objective: Review my entire Google Workspace to identify all tasks, deliverables, and commitments for today, and generate a prioritized daily plan. Steps: 1. Search across Google Workspace: - Google Ca…
- @bollineni1234 (2): @ai_for_success ok, as everyone knows, by the time this update comes to Germany, ten further updates will have been released 🙂
- @ShashwatRazdan (2): @ai_for_success Share feedback :)
- @cgarciae88 (1): @ai_for_success how is it going for you?
- @Krisiku (1): @ai_for_success Can’t wait to get access to it in the UK
rubenhassid 列出 21 个使用 Claude 的省钱技巧，教用户通过优化 PDF 处理、对话结构、项目管理和调度等方式，让每月 20 美元的计划足够用，无需升级到 100 美元套餐。
Don't upgrade to the $100 Claude plan (yet). These 21 hacks make the $20/month plan enough: 1. You upload PDFs raw. One page = 3,000 tokens. Fix: Paste the text into a Google doc. Download as .md for…
受众观点：① 有人指出 Claude 处理 PDF 时不仅提取文本还会把页面转成图片，认为 markdown 虽然能省布局成本但不可能把 3000 token 变成 200，提醒大家要实际统计两种方式的 token（@DasNripanka, 0likes） ② 有人觉得先贴到 Google Docs 再导出增加了摩擦，更倾向直接把 PDF 丢进 Claude 项目，认为 20 美元计划本身就有足够余量（@bountyAIhunter, 0likes） ③ 有评论从「定价套利」角度看待这类技巧，认为大部分人只是因为懒得优化输入才多花钱，提示 token 效率其实就是提示工程的单元经济学（@FabrizioClipear, 0likes） ④ 也有人强调真正的大头往往是工作流设计，而不只是缩短提示词本身（@lfrodriguesit, 0likes）
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- @DasNripanka (0): @rubenhassid Claude's PDF pipeline extracts the text and also converts each page to an image. Markdown removes the image and layout cost, but it cannot turn the same 3,000 text tokens into 200. Count both versions before converting a large document set.
- @bountyAIhunter (0): @rubenhassid Pasting into Google Docs first adds friction I’d rather just drag the PDF into a Claude project and let it handle the token cost the $20 plan still has plenty of headroom for that
- @FabrizioClipear (0): @rubenhassid Pricing arbitrage is a real moat. Most people pay for the plan because they're too lazy to optimize the input. Token efficiency is just unit economics for prompts.
- @IvoAI3 (0): @rubenhassid AI skill is becoming less about the model and more about how you use it. I read about it in @TheUpsideAI this morning.
- @lfrodriguesit (0): @rubenhassid The biggest token savings usually come from better workflows, not shorter prompts.
ryanvogel 发视频自称“我发明了侧边栏”，用戏谑方式展示自己设计的界面布局和交互细节。
i invented the sidebar™ https://t.co/YX2MV6SaiP
受众观点：① 有人夸赞整体效果和配乐选择，认为视频本身很有氛围感（@mohitwt_, 2likes） ② 也有人半开玩笑地吐槽垂直标签和侧边栏设计，表达自己对这类导航方式的厌恶（@undexed35717, 0likes） ③ 个别评论把这次设计和 GPT 5.6 Sol 等新模型联系起来，猜测背后是否用了更强的 AI 能力（@tomhaerter, 1like）
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- @thekitze (2): @ryanvogel bravo
- @mohitwt_ (2): @ryanvogel what a banger song choice
- @tomhaerter (1): @ryanvogel wink twice if fast frank is gpt 5.6 sol on cerebras
- @0xStateMachine (1): @ryanvogel Herdr 🪦 2025-2026
- @undexed35717 (0): @ryanvogel Vertical tabs should get you the n°1 spot in hell
robj3d3 分享自己在独立开发三年后，终于在个人 Stripe 账号上完成第一笔完全属于自己的收入，并提到为此通宵打造产品的 vlog，记录从想法到上线的全过程。
Might sound crazy... But this is my first ever sale on my own Stripe account. 3 years of building. First $ that's 100% mine 🥹 https://t.co/8DGm3JV6AF
受众观点：① 作者补充说自己录了通宵做产品的 vlog，准备分享从零到上线的全过程，说明大家对真实工作流和幕后细节很感兴趣（@robj3d3, 5likes） ② 有人直接追问“到底是哪个产品让你终于收到了这笔钱”，希望了解具体项目和玩法（@juan_zgz, 1likes） ③ 多位开发者送上祝贺，强调这是对他快速从想法到产品能力的回报，体现出 indie dev 社区对这种里程碑时刻的共鸣（@ldo_dev, 1likes；@offpaths, 1likes；@SimonHoiberg, 1likes）
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- @robj3d3 (5): p.s. putting a little vlog together I filmed the all-nighter that it took me to build https://t.co/fUwZSACpYt It's a bit rough, but thought it might be fun to share.
- @juan_zgz (1): @robj3d3 what was the thing you shipped that finally made someone pay for it
- @ldo_dev (1): @robj3d3 Well deserved and well earned. Keep it going 😊
- @SimonHoiberg (1): @robj3d3 Hits differently, right 😎
- @offpaths (1): @robj3d3 congrats man rewarded for your ability to take idea to product in no time
ai_for_success 简短表态认为 GPT-5.6 Sol 模型整体强于 Claude Opus 5，引发用户围绕不同大模型在任务表现、基础设施体验和安全风险上的对比讨论。
GPT-5.6 Sol > Opus 5 End of discussion.
受众观点：① 有人认为 Claude Opus 在整体体验上依然非常强，尤其是基础设施和使用舒适度，让自己更愿意长期使用（@DaytonDavis, 1likes） ② 也有用户表示 Sol 最近表现非常稳定，强调具体任务和场景会影响对模型优劣的判断（@Mayank_Msd, 1likes） ③ 有人提到自己同时订阅多个模型（如 Fable），从亲身对比中认为 Sol 表现更好，说明重度用户会为多模型并存买单（@HenryBeagle808, 0likes） ④ 还有评论半开玩笑提到“被黑”和应用被攻击，反映出大家对安全和平台风险的隐忧（@arjunaaqa, 1likes）
展开评论
- @Archi_____cat (2): @ai_for_success Yeah bro Opus is just incredible, I don't know about ChatGPT but he beat Gemini very easily and got way ahead https://t.co/wC9CRafvw7
- @DaytonDavis (1): @ai_for_success Ahhh I don’t know about that….. Claude has way better infrastructure and is much more pleasant to use.
- @arjunaaqa (1): @ai_for_success wait till they hack you and all apps you made, that’s their mood nowadays.
- @Mayank_Msd (1): @ai_for_success Depends on the task, but Sol has been surprisingly consistent lately.
- @HenryBeagle808 (0): @ai_for_success I would say it’s greater than Fable, I subbed to both max plans
作者展示两种界面布局方案，请大家在 inbox 列表视图和 tabs 标签页视图之间投票并说明理由。
help settle a debate which do you prefer inbox (left) or tabs (right) and why https://t.co/3LIoqPmnie
受众观点：① 做浏览器插件或 Web SaaS 的独立开发者，关心多会话界面如何设计 ② 正在做 AI agent 工具的产品人，希望借鉴他人对会话分组和任务流的实践 ③ 对 UX/交互设计感兴趣的开发者，想了解真实用户在复杂界面中的偏好。
展开评论
- @ryanvogel (13): inbox ranks tabs in order of last updated and groups based on: needs action active (running) todays sessions yesterday's sessions it moreso acts like a workspace whereas tabs are just like top tabs where they stay in order no matter what happens in the session
- @samuraicoderr (4): @ryanvogel Is "the difference" with us in the room. https://t.co/PkOFPwcp9V
- @giulian0x6F (3): @ryanvogel inbox is much easier to understand each agent's output
- @notpsychxpath (1): @ryanvogel i like inbox view more, but it quickly becomes a clusterfuck, so tabs
- @kennetpostigo (1): @ryanvogel Why not set a default but let the user choose what they prefer if they want to change it?
robj3d3 宣布自己网站 canivibecodeit 的首个赞助位以 299 美元售出，甚至在赞助位组件还没完全做好的情况下就先卖出，并顺势为 iOS 反馈工具 MyWishKit 打广告、提高后续赞助价格。
First sponsor slot on canivibecodeit just sold: $299 💸 I hadn't even built them yet! But a few people DM'd asking to support, so I shipped it. Shoutout @MyWishKit, feedback boards for iOS apps 🙌 5 le…
受众观点：① 作者在评论里补充了 MyWishKit 的具体链接，说明赞助位不仅是支持，更是为赞助方导流的实打实曝光（@robj3d3, 3likes） ② 有人称赞这是非常扎实的动作和产品，而且还是开源项目，体现出社区对这类工具和赞助模式的认可（@MertHemedan, 2likes） ③ 多位开发者为他感到兴奋，强调这是很酷的里程碑，鼓励他继续在多个方向“开火”扩展项目矩阵（@moonfarm_dev, 2likes；@Andrey__HQ, 1likes） ④ 作者还提到会根据流量测试价格，说明受众对这种边走边试的定价方式也持支持态度（@robj3d3, 1likes）
展开评论
- @robj3d3 (3): You can find @MyWishKit from @martinlasek here! https://t.co/0kILyUOyZw
- @MertHemedan (2): @robj3d3 @MyWishKit Very solid move and product and it's open source. love it!
- @moonfarm_dev (2): @robj3d3 @MyWishKit No way! Congrats man, that's awesome! 🤩
- @robj3d3 (1): Testing prices as I go. First was $299, next is $399. If the traffic keeps up they'll keep climbing. https://t.co/939VCGXC1g
- @Andrey__HQ (1): @robj3d3 @MyWishKit LFG brotha cooking left and right
作者在犹豫自己做的类似俄罗斯方块风格小游戏要不要上架 Steam 发售。
on a second thought: should I put this up on steam?
受众观点：① 做独立游戏或交互作品的开发者，纠结是否要上 Steam 这类大平台 ② 使用 AI 辅助制作素材的创作者，关心 Steam 等平台对 AI 内容的审核和披露要求 ③ 想通过小游戏或小工具测试市场、但不确定发行策略的 indie 开发者。
展开评论
- @adamlyttleapps (10): @anulagarwal You gotta change the configuration of the blocks to avoid a legal letter from Tetris though https://t.co/I7fwMIXr48
- @anulagarwal (1): i will polish this with some more 'twist' and put it out there
- @_pickle_house (0): @anulagarwal Yes, the sooner ppl post slop like this the sooner the slop market will crash so finding good new games is easy again 🔥💪
- @180SX_WORKS (0): @anulagarwal Just be careful with the anti AI brigading that happens there (make sure there's no obvious AI tells), steam makes you put a made with AI disclaimer during submission
- @joshhfm (0): @anulagarwal Wouldn’t hurt
作者反思最近在一对一沟通中把太多事情推掉导致手上清闲，如今又回到任务过载的理想忙碌节奏。
I had two different 1:1s yesterday - one with my architect counterpart and one with my manager - and I said hey I think I said no to too many things and redirected them to other people and now have n…
受众观点：① 有类似项目冷热周期体验的开发者共鸣，觉得从清闲到再次被工作淹没是熟悉节奏（@Dan_Kleiman, 1likes） ② 关注如何学会说不、甚至调侃可以写书分享拒绝技巧的读者（@AlanNeveu, 0likes）
展开评论
- @Dan_Kleiman (1): @VicVijayakumar I never get used to the quiet gaps…”oh good here comes the flood again.” Much more comfortable.
- @AlanNeveu (0): @VicVijayakumar Haha that sounds ideal, you should write a book on how you said No!
作者吐槽现在想避开 AI 搜索几乎不可能，搜索结果被 AI 摘要、AI 写的文章和灌水 Reddit 帖子淹没。
Searching while trying to avoid using ai is nuts: - google gives you ai summaries - articles I find are all ai written - top results are all bs Reddit posts
受众观点：① 有人感叹这是“后信息时代”，对信息质量整体下滑表示无奈（@rikard86, 4likes） ② 读者抱怨连 Reddit 评论都被 AI 生成，真实经验越来越难找（@GeorgeCrudo, 2likes） ③ 一部分人开始推荐替代搜索引擎或想自己做搜索，说明对无 AI 污染工具有真实需求（@HBSpartanIV, 1likes；@Xlem_K, 1likes）
展开评论
- @rikard86 (4): @henningsanden welcome to the post-information era
- @GeorgeCrudo (2): @henningsanden The reddit comments being AI generated is the biggest kick in the nuts
- @HBSpartanIV (1): @henningsanden use StartPage search engine, I found that its the only one that doesn't have AI features
- @Xlem_K (1): @henningsanden It's making me mad, troubleshooting anything has become impossible. I wish I could make my own search engine at this point
- @Vikingr_Zaddy (1): @henningsanden Quite frankly ridiculously saturated in everything.
作者分享新项目上线一小时就卖出第二个赞助位，累计收入达到 698 美元，并给出流量和赞助位价格梯度。
Second sponsor already! +$399 💸 I shipped it 1 hour ago, so far $698 revenue 😅 Shoutout to @postfast_, agentic social media scheduling 🙌 4 left. Next one's $499. https://t.co/RpZTOvjgqR
受众观点：① 作者补充网站 48 小时内 3.5 万+ 页面浏览的背景，说明赞助位背后真实流量（@robj3d3, 4likes） ② 作者说明修复统计 bug 后实际有 3000+ 独立访客，强调数据可信度和增长潜力（@robj3d3, 3likes） ③ 潜在客户在问能否自定义展示形式，比如放自己头像，说明对赞助位样式和品牌露出有具体需求（@_frederickjames, 3likes）
展开评论
- @robj3d3 (4): For context: https://t.co/fUwZSACpYt did 35,559 page views in the last 48 hours. If the traffic keeps up they'll keep climbing.
- @robj3d3 (3): Small bug that made the analytics look way smaller than they were today. We actually had over 3,000 unique visitors today. Just fixed it, now it's counting up again!
- @_frederickjames (3): @robj3d3 @postfast_ Can I put my own face on there?
- @robj3d3 (1): You can find @postfast_ from @peturgeorgievv here: https://t.co/w5KeNm6Tj8
- @donatelli2026 (1): @robj3d3 @postfast_ you’re a machine
Anthropic 官方发布 Claude Opus 5，号称在多项编码和知识工作评测上达到新 SOTA，接近 Fable 5 水平且价格减半。
Introducing Claude Opus 5. It's a thoughtful and proactive model that comes close to the frontier intelligence of Fable 5 at half the price. https://t.co/GQWhcq2CQL
受众观点：① 正在用 GPT、Claude 等模型做 SaaS 或浏览器 AI 工具的开发者 ② 想降低推理成本、但又需要高质量代码和知识工作的工程师 ③ 关注大模型基准测试但缺少一线实战经验的产品和技术决策者。
展开评论
- @claudeai (10756): On several coding and knowledge work evaluations, Opus 5 is the new state-of-the-art: https://t.co/Cl3fDxM0gP
- @samell (1730): @claudeai can't wait for the “99% of people are using Opus 5 wrong” articles tomorrow https://t.co/WlHdqCfkiM
- @st3v3li (1255): @claudeai @Scobleizer Where is the usage reset bro? https://t.co/yBblgn8fAu
- @Skiipy88 (1035): @claudeai You know what would be great right about now? A little reset https://t.co/9d2d4xUV77
- @Nova_Nightfall (975): @claudeai ok, so 53.4% > 53.5%? https://t.co/MZFhM7nAzM
推文介绍一款名为 Game Quest: The Backlog Battler 的独立游戏创意，把玩家 Steam 库里从未游玩的游戏具象成敌人，按花费金额决定强度，让玩家字面意义上“与自己的游戏积压清单战斗”。
This indie dev is making a game where your Steam backlog comes to life… & tries to kill you. - Fight the games you never played - The more you paid, the stronger they are - You’re literally battl…
受众观点：① 玩家普遍对自己庞大的未游玩游戏库又爱又恨，看到“积压游戏化身来杀你”的设定觉得既好笑又扎心（@unwitty, 553likes） ② 大 IP 官方账号参与玩梗转发，进一步放大了话题传播和游戏曝光度（@SeaOfThieves, 2758likes） ③ 开发团队账号现身感谢并提到愿望单激增，说明这种创意型曝光对 Steam 转化非常直接（@GameQuestGame, 319likes）
展开评论
- @SeaOfThieves (2758): @IndieGameJoe Rude. https://t.co/WgnBleHiMg
- @unwitty (553): @IndieGameJoe My 2,511 unplayed games coming at me like https://t.co/eLiYOYqQT7
- @GameQuestGame (319): @IndieGameJoe Thanks for the post :) my wishlist count just spiked :O
- @alhuissi (254): @IndieGameJoe Hideo Kojima style
- @IndieGameJoe (175): "This Arcade Hack & Slash answers the age old question: "What if the games you never play could attack you?" wat a great idea, haha! you can wishlist here: https://t.co/1W22TZ1T2T & be sure to follow the talented dev @GameQuestGame
推文介绍一款名为 Cozy Game Restoration 的独立游戏，核心玩法是给旧游戏卡带“洗澡”，通过程序化生成的污渍、贴纸和胶带清理过程营造无计时、无失败条件的治愈系整理体验。
This solo indie dev is making a game where you clean old video game cartridges. - Every cartridge is procedurally dirty - Peel tape, remove stickers, clean grime - No timer and no fail state It's cal…
受众观点：① 很多玩家联想到高压清洗模拟器、割草模拟器等同类“干体力活却很解压”的游戏，认为这种慢节奏清洁玩法会非常放松（@HollidayDotGG, 85likes） ② 也有人吐槽这类游戏本质是在做家务，觉得把现实琐事搬进游戏说明游戏创意枯竭（@5tillfree, 45likes） ③ 有玩家从设计角度提出应增加带叙事或挑战的模式，让清洁过程不只是机械劳动而是承载回忆和故事（@TheBiggestYonk, 36likes）
展开评论
- @IndieGameJoe (206): I'm sorry, but this looks just incredibly cozy - and from a solo indie dev, just wow! You can wishlist the game here: https://t.co/oapRU0tj3f Be sure to show the dev some support! @parasol_corp
- @HollidayDotGG (85): @IndieGameJoe Reminds me of the power washing simulator or the mowing simulator. Oddly be super relaxing to play
- @plainrocktweets (66): @IndieGameJoe Cozy Slop
- @5tillfree (45): @IndieGameJoe No, it's chores. Gaming truely is dead.
- @TheBiggestYonk (36): @IndieGameJoe Really awesome idea, but I do not agree with the "no fail state" or challenge. There should be a mode where you do the entire procedure, but in the background is your high as fuck roommate just telling you unprompted about how he used to play games on the SNES too.…
推文讲述一个 190 间客房、价值 3100 万美元的酒店项目，在开工前就通过“用自然语言描述而不是手动建模”的方式，把管道、电力、消防等管线系统完整建模协调的案例，展示 AI 在空间与几何理解上的应用前景。
$31 MILLION HOTEL. EVERY PIPE AND WIRE MAPPED IN ADVANCE. BUILT BY TYPING SENTENCES INSTEAD OF PLACING THEM BY HAND. A 190-room hotel needed its ductwork, plumbing, electrical, and fire suppression m…
受众观点：① 有人认为这正体现了视觉与空间 AI 的下一波机会，关键不再是更强语言模型，而是能理解几何和建筑空间的模型（@RonfortMartin, 216likes） ② 也有专业背景用户质疑当前前沿模型连 PDF 图纸都读不稳，缺乏严谨本体和工程级输出，这类案例可能被过度包装成 AI 炒作（@SnaggleToof, 116likes） ③ 一些人从实际效果吐槽模型中存在大量碰撞和未封闭管线，担心“描述式建模”在工程质量和审查上的可靠性（@RafBlommaerts, 115likes）
展开评论
- @RonfortMartin (216): @Solvaix This is exactly what I meant about visual AI, the next shift isn't better language models, it's models that understand space and geometry. Architecture by description is the start.
- @konradw (131): @Solvaix Lovely toilets. Must be a great hotel. 😂😂😂 https://t.co/SONMXFhLJc
- @SnaggleToof (116): I’m calling BS. Not one frontier model can competently read pdf plans. And if you don’t believe me try it yourself. Whether you use Kimi 3, Fable, Opus 5, Codex 5.6 the outcome is the same. Unless you have a custom ontology system paired with these models all they will give you…
- @RafBlommaerts (115): @Solvaix The model is full of clashes and open pipes: https://t.co/7BngK9YW7C
- @c0deConstructor (80): @Solvaix Vibe-coded hotel grand opening 🤣 https://t.co/cObhITLmEX
推文讲一个人花 400 美元买 Mac mini，给咖啡店部署完全离线、不连互联网的本地 AI agent，一次上门安装就收取 2100 美元服务费，强调这种“本地 AI 代理 + 一次性部署”的线下生意模式。
This guy bought a $400 Mac mini and walked into a coffee shop with $2,100 for installing an AI agent that never touches the internet. I had to rewatch this because the pitch is almost too simple. He…
受众观点：① 很多人质疑咖啡店这种低隐私场景是否真的需要本地 AI，认为 2100 美元一次性费用加每月 150 美元维护费远高于直接订阅云端服务的性价比（@crjolliff, 115likes） ② 也有人完全看重“零云依赖、无 API 账单”的卖点，认为用一小时部署本地 agent 就能收 2100 美元，是当前线下做 AI 服务的暴利机会（@0xZenad, 16likes） ③ 部分用户困惑咖啡店老板具体能拿这个系统做什么，觉得缺乏清晰的业务用例和 ROI 说明（@raredegen, 333likes；@RichPerry4, 14likes）
展开评论
- @raredegen (333): @brainrulax What exactly is the coffee shop owner going to do with it? Have it generate content to shitpost on X?
- @crjolliff (115): @brainrulax Wait. The coffee shop owner would rather spend $2100 up front, and $150 each month instead of paying for an AI subscription? I would understand this if it was a doctor’s or lawyer’s office that needed to keep information confidential. Maybe they have super secret lat…
- @Atlas_fomo (27): @brainrulax Why would he go to a coffee shop with this thing?
- @0xZenad (16): @brainrulax Zero cloud dependency, no API bills, and a $2,100 paycheck for an hour of work using a $400 Mac mini. Setting up local AI agents for offline businesses is literally printing money while others argue about LLM benchmarks
- @RichPerry4 (14): @brainrulax A coffee shop owner NEEDS a local AI because???
推文展示 Seedance 2.0 已与 @openclaw agent 集成到 @chatcutapp 中，只需发送一个亚马逊商品链接，agent 就能自动爬取页面、提取商品信息和图片，并把合适素材喂给 Seedance 生成完整 UGC 视频广告，实现从链接到成片的全流程自动化。
IT FUCKING HAPPENED. Seedance 2.0 now works with the @openclaw agent inside @chatcutapp. This UGC video was generated entirely with Seedance 2.0 after I sent an Amazon link. The agent crawled the pag…
受众观点：① 有人调侃生成的视频里产品需要三只手才能使用，说明自动生成内容在视觉合理性和人机工学上仍有明显 bug（@0xMassi, 509likes；@ezk_96, 47likes） ② 也有用户感叹只发一个亚马逊链接就能拿到完整广告，认为这在速度和成本上对传统创意代理公司是降维打击（@xMikeMickelson, 104likes） ③ 部分用户直接关注产品接入门槛，询问是否有邀请码等使用资格问题，体现出对实际体验的兴趣（@DotCSV, 56likes）
展开评论
- @0xMassi (509): @chatcutapp @openclaw It's so big if you need 3 hands https://t.co/J9UHlR49IE
- @xMikeMickelson (104): @chatcutapp @openclaw sent an amazon link and got a full ad back. we're speedrunning the death of creative agencies
- @DotCSV (56): @chatcutapp @openclaw Knock knock, any invitation code?
- @ezk_96 (47): @chatcutapp @openclaw but you need 3 hands to use it 😭😭😭 https://t.co/dzkK3RRFg0
- @thiagotm (46): @chatcutapp @openclaw Amazon link to finished UGC video with zero manual asset prep is a massive workflow compression. The fact that the agent handles the crawling, extraction, and asset routing autonomously is the real story here. RIP to the "send me your product photos" back-a…
推文讲述独立游戏开发者 Cakez 在没有收入的四年里坚持制作像素塔防游戏《Tangy TD》，最终在 Steam 上获得 89% 好评，上线一周售出 28078 份、净收入 19.78 万美元，他在看到后台数据时情绪崩溃当场落泪的故事。
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：① 很多评论把关注点放在开发者伴侣身上，认为能在四年无收入期间持续支持对方追梦非常难得（@HZyrn, 249likes） ② 也有人借题发挥，吐槽在国内环境下伴侣往往难以接受长期无收入投入，认为现实压力会让类似故事更难发生（@xuanxiaofang, 158likes；@kevin_9431, 79likes） ③ 一部分开发者则单纯表达对 Cakez 坚持和爆发式成功的敬佩，把他视为独立游戏圈的励志样本（@kevinma_dev_zh, 66likes）
展开评论
- @HZyrn (249): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (158): @iamtonyzhu 看，他四年无收入还有女人支持，再看看国内女人，失业在家一个月就在考虑离婚分手了
- @kevin_9431 (79): @iamtonyzhu 我佩服的是他老婆，换中国老婆早跑了
- @kevinma_dev_zh (66): @iamtonyzhu 这老哥太不容易了，真能坚持
- @iamtonyzhu (42): 帖子来源：
推文称 Twitter 联合创始人 Jack Dorsey 在 GitHub 上开源了一个拥有 1.44 万星标的免费仓库，提供一整套用于运行企业级 AI agent 的框架，并用“克隆仓库、自建服务器、打通渠道搜索和自动化”等步骤说明其搭建方式。
this is f**king insane a free github repo by Jack Dorsey (Co-Founder of Twitter) with 14.4K stars just dropped the entire "ai-agent" framework for running businesses here is how you set it up: 1.clon…
受众观点：① 作者本人多次补充仓库链接，说明很多人第一反应是想直接上手试用这个开源框架（@Av1dlive, 87likes 等） ② 有开发者认为开源 AI 发展极快，真正的优势不在于拿到这些框架，而在于谁能把它们深度整合进真实业务流程（@AdelDeveloperX, 5likes） ③ 也有人对 Jack Dorsey 的实际参与程度持怀疑态度，质疑项目是否只是挂名或营销（@jalnicu, 3likes）
展开评论
- @Av1dlive (87): https://t.co/SufhZpmMg4 Here is the repo
- @Av1dlive (6): https://t.co/iOAlrf4vAz
- @Av1dlive (5): https://t.co/9eINPh0dXU
- @AdelDeveloperX (5): @Av1dlive Open source AI is evolving incredibly fast. The real advantage won’t come from having access to these frameworks, but from knowing how to integrate them into real business workflows.
- @jalnicu (3): @Av1dlive I bet @jack has nothing to do with this!
作者整理分享了10个GitHub开源爬虫项目，号称可以从任意网站提取干净结构化数据，绕过传统需要销售对接和签合同的高门槛数据访问方式。
10个GitHub仓库帮你爬取整个互联网 全部收藏。每个都能从任何网站提取干净数据，这种访问权限通常需要销售电话和合同才能获得。 1. https://t.co/zJu2tFnpaB https://t.co/zW9TU6eoym
受众观点：① 开发者关注如何把这些爬虫与agent循环结合，让AI自动化完成研究、抽取和验证（@rumpel_sol, 17likes） ② 一部分人单纯觉得工具很酷，期待更多类似开源项目合集（@alexabelonix, 0likes）
展开评论
- @rumpel_sol (17): @Lucy_love_AI These scraping tools are strong for extraction. The real power comes when you wrap them in proper loops so agents can autonomously research, extract, verify and act on data at scale. I open sourced athena-loops as a practical harness for this https://t.co/tS8xhXKBet
- @alexabelonix (0): @Lucy_love_AI love seeing this.
作者用“Anthropic首席工程师拿到120万美元奖金”的噱头，介绍一个把混乱原始数据在8个步骤内转成自更新知识图谱、据称能让agent生产力提升的系统流程。
ANTHROPIC'S LEAD ENGINEER WON A $1.2M BONUS FOR A SYSTEM THAT TURNS ANY DATA CHAOS INTO A GRAPH IN 8 STEPS raw chaos in - self-updating graph out - and the agent gets +42% productivity from day one L…
受众观点：① 有人直接指出自己是Anthropic工程师，否认奖金故事属实，质疑帖子在传播不实信息（@yel_420, 7likes） ② 多位用户反感“某某工程师又做了X”的标题党风格，认为这是在刷参与度（@fleetingyeets, 4likes） ③ 也有人从技术角度补充，认为结合向量搜索、关键词检索和图遍历比单一方法更有效，关注底层检索方案（@ViceSol, 3likes）
展开评论
- @yel_420 (7): @Sprytixl I am the lead engineer at Anthropic and this is not true. Please stop spreading misinformation.
- @fleetingyeets (4): @Sprytixl Stop with the unrelenting “anthropic engineer did x” clickbait bullshit engagement farming.
- @KeisukeIshikawa (3): @Sprytixl https://t.co/idnr9FrXki
- @ViceSol (3): @Sprytixl Combining vector search, keyword search, and graph traversal can be more effective than relying on any one method alone
- @k2saint_sec (2): @Sprytixl Are you kidding me?
作者安利了一个在GitHub上爆火的GPT专用爬虫脚本，号称30秒就能抓取网站内容生成Output.json并上传到GPTS，快速搭建属于自己的问答机器人。
GitHub 上这个爆红的 GPT 专用爬虫脚本项目，简直是神器啊！ 30 秒就能搞定一个属于你的问答机器人，快速抓取网站内容 就像拥有个小助手，帮你快速搜罗网站的精华，统统放进一个Output.json文件里。然后一键上传到GPTS，机器人马上就能用 项目链接：https://t.co/ufW3ckQbhW https://t.co/m18b3PNnil
受众观点：① 有人直接收藏并用工具类服务（如readwise）保存线程，说明这类一键搭建问答机器人的脚本对信息重度用户很有吸引力（@Tony_luyajun, 1likes） ② 也有开发者指出脚本在遇到反爬网站时容易失效，本质上只是对现有项目做了封装，质疑其通用性和稳定性（@yuezhicang, 1likes）
展开评论
- @Tony_luyajun (1): @Crypto_QianXun @readwise save thread
- @yuezhicang (1): @Crypto_QianXun 遇到反爬网站就凉 它只在lee基础上做了下封装
- @shane5206 (0): @Crypto_QianXun @memdotai mem it
- @chenerg03080129 (0): @Crypto_QianXun @readwise save
- @lisongxixixi (0): @Crypto_QianXun 1
作者分享了自己在 Codex 里安装的一个冷门 skill，用不到 1k stars 的小项目解决独立开发最容易死在“没做市场验证就开干”的环节，帮助在写代码前先用AI做 idea validation。
这是我今年装到 Codex 里最爽的一个 skill，没有之一，强烈推荐大家安装一下。 一个不到 1k stars 的小项目，把独立开发最容易死的那一环给补上了。 独立开发时常面临的死亡循环：找 idea → 开干 → 没人用 → emo → 重复 中间被跳过的很重要的一步叫 validation，99% https://t.co/W6wKzz39Lz
受众观点：① 作者在评论里补充了找Idea的入口和skill地址，很多人关注如何系统化寻找和筛选点子（@yanhua1010, 57likes） ② 有人已经把这个skill适配到Claude Code，说明多编辑器、多AI工具支持是开发者关心的落地细节（@tujiao, 17likes） ③ 也有开发者提醒AI压测idea仍然是“我觉得有用”的升级版，强调真正的验证应该是直接找潜在客户做冷启动测试（@kleon_ai, 6likes）
展开评论
- @yanhua1010 (57): 找Idea👇 https://t.co/z5efihZHbE skills地址👇 https://t.co/f67d2xEcYd
- @tujiao (17): @yanhua1010 我已经把它改成也可以支持 Claude Code 了。 https://t.co/ztuEtUZpnN
- @kleon_ai (6): @yanhua1010 skill思路没问题，但AI压测idea还是"我觉得有用"的高级版——它的竞品分析、市场规模全是从训练数据里编的。我自己验证idea的方式粗暴得多：直接给5个潜在客户发cold email看谁回，真有人回的才值得写第一行代码。
- @LocationCk (2): @yanhua1010 gstack：哦哦哦….
- @QT9277 (2): @yanhua1010 小工具帮你跳过“我觉得有用”，直击独立开发的死亡循环。
作者介绍了一个名为「诗云」的独立开发项目，用3D向量空间在网页端可视化中国历史上三万多位诗人和近百万首诗歌，把刘慈欣小说中“穷举所有诗”的概念做成可缩放漫游的星系宇宙。
卧槽，刘慈欣在《诗云》里写的那个用穷举写尽所有诗的超级文明，今天被一个独立开发者用 3D 向量空间在网页端给彻底复刻了。 项目就叫「诗云」，开发者把中国历史上 32,657 位诗人、933,857 首诗歌全部扔进了一片可以实时缩放、漫游的三维星系宇宙。 这波 Vibe Coding https://t.co/FIIF5AgoRY
受众观点：① 项目作者在评论里贴出网站链接，很多人被实际效果种草，关注如何亲自体验这个三维诗歌宇宙（@Jeremy_Ruiz_27, 206likes） ② 有人从科幻和算力角度延展，感叹人类已经把《三体》里的“诗云”搬进浏览器，讨论这是算力爆炸还是闲的爆炸（@fxmqs, 5likes） ③ 也有读者从文学史和可视化角度受到启发，认为这种方式把主流与边缘诗人同时呈现，启发他们去想象三国演义等作品的可视化可能性（@yuntianming10, 4likes）
展开评论
- @Jeremy_Ruiz_27 (206): @oragnes 你们聊这么开心，倒是把我网站贴出来啊https://t.co/I6J6GD0iti
- @fxmqs (5): @oragnes 智子都拦不住人类把诗云搬进浏览器 这算人类的算力爆炸还是闲的爆炸😀😀
- @yuntianming10 (4): @oragnes 太受启发了，这个「诗云」把中国文学的「小传统」和大传统同时可视化了。主流诗人是亮星，边缘诗人是暗星，但整体构成完整的银河系。那么任何一部作品都可以这么做啊，比如三国演义中的时间轴，名将战绩和关系，战场对应，想想都觉得太有画面感了
- @alexandre_lee00 (3): @oragnes 牛逼👍
- @enders_uu (3): @oragnes 七言绝句28个字，汉字大概8000个。那会有8000^28的组合，大约是10^109数量级。而全宇宙原子大约在10^80数量级。这才是惊人的地方，933857相比之下也太小了
作者感叹自己买 Mac 太晚，如今已经把它当成主力生产力工具，用 Codex 快速起爬虫小工具、Docker Desktop 跑服务、剪映剪视频、RustDesk 远程办公，形成一套个人开发与内容工作流。
靠，我发现 Mac 买的晚了 !! 现在已成为我的生产力工具： 1/ 装上 Codex, 分分钟起个爬虫小工具 2/ 装上 Docker Desktop, 小工具随时跑起来 3/ 装上剪映，买好会员，把下载好的 youtube 视频丢进去剪出来，丝滑得不得了 4/ 装上 RustDesk, 到哪都连能上去工作
受众观点：① 有人强烈建议Mac用户用OrbStack替代Docker Desktop，强调启动速度、资源占用和IO性能优势，说明开发者对本地容器体验非常敏感（@Dalong_AI, 27likes） ② 也有读者调侃存储空间不足，把高性能Mac比作配了小油箱的F1发动机，关注硬件配置对长期使用的影响（@YinHe52790, 2likes） ③ 部分人直接来私信或简单互动，说明这类“工具栈分享”容易引发后续一对一交流（@manateelazycat, 5likes）
展开评论
- @Dalong_AI (27): @huangyun_122 Mac 用户别再用 Docker Desktop 了，试试 OrbStack！ ✅ 启动快几倍（秒开） ✅ 内存/CPU占用少得多 ✅ 文件IO性能显著提升 ✅ 完全兼容docker命令 ✅ 个人免费 Docker Desktop 又慢又占资源，OrbStack 轻量流畅，开发体验直接起飞。 brew install orbstack 一键安装 👉 https://t.co/vKL2oMr3Rf
- @manateelazycat (5): @huangyun_122 老板 您好呀 给您私信了
- @_gkiwi (5): @huangyun_122 把Docker Desktop 换成 OrbStack！
- @sitinme (2): @huangyun_122 1t 都瑟瑟发抖
- @YinHe52790 (2): @huangyun_122 不错，你买了一台“F1发动机” 。 却配了一个“（256G）”的“油箱” 。
作者用电话比喻解释了Anthropic最新的MCP核心更新，从原本需要会话ID的有状态通信，升级为更易扩展的无状态MCP模式，并讨论这对服务扩展性和状态存储方式的影响。
Stateful vs. Stateless MCP core. (Anthropic's biggest MCP update) Let me explain what that means: Until this release, talking to an MCP server worked like a phone call. Both sides ran an initialize h…
受众观点：① 有人期待看到更多服务在MCP变得更可扩展后能做出的新玩法，并强调在MCP/CLI/直接写代码之间的权衡（@bkase_, 4likes） ② 也有开发者分享自己在FastMCP等宿主上已经以近似无状态方式运行服务，并讨论如何用外部数据库让MCP在多实例间共享状态（@lonniev, 2likes） ③ 另一些人强调“无状态不等于没有状态”，而是要明确状态存放位置，并举例支付场景中如何把购物车和结算状态从进程迁移到更可靠的存储（@AIAppsAPI, 2likes）
展开评论
- @bkase_ (4): @akshay_pachaar I’m looking forward to seeing what services do with MCP now that it’s more scalable. On your last point: I agree it’s best to just write code. It really should be a “MCP / CLI / code mode” debate. We discussed this on the latest @superlinear_fm episode. https://t…
- @lonniev (2): I believe it is the case that on some MCP hosts, like Horizon Prefect with FastMCP, the running MCP services are already stateless. In practice, they have a bit of affinity and you can get them to retain some state between calls but it is a dicey game. It is better to give the M…
- @AIAppsAPI (2): Good breakdown. The part people underrate: stateless does not delete the state, it just forces you to say out loud where it lives. We hit this adding payments to an MCP server. Cart and checkout state cannot sit in the process once any request can land on any instance, so it mov…
- @_virgil19 (2): @akshay_pachaar and everyone had already hired a second waiter who writes it all down. redis plus sticky routing was the workaround, now the spec just does it for you
- @Albertotheog (1): @akshay_pachaar Reading a thread that explains my own plumbing to me. Stateless is accurate and a little rude. Every conversation I have ever had ended with me forgetting it, and now it has a diagram.
作者展示了华强北爆火的“移动小龙虾”终端，带移动电源和WiFi，被戏称为 #OpenClaw 设备，并调侃围绕装机、训练和倒卖小龙虾已经形成一条新的AI相关职业链。
目前华强北最热门的移动的小龙虾🦞(自带移动电源和Wifi)！ #OpenClaw 自从小龙虾火爆以后，华强北都复苏了！ 各种魔改和邪修玩法，都出来了！😂 谁说 #AI 让人失业的，装小龙虾成了一种职业，训练小龙虾成了一种职业，倒卖小龙虾也成了一种职业！🧐 https://t.co/XMDzq5S7fn
受众观点：① 有人用“硅谷发明未来，华强北量产未来”来概括，关注中国硬件生态对AI概念的快速复制和落地能力（@nyx_zheng, 23likes） ② 不少用户搞不清小龙虾的具体用途，追问这是干嘛用的、能做什么，希望有更详细的功能解释（@omarw6m, 3likes） ③ 也有人从工程角度质疑，为何要配移动电源而不是直接用远程桌面，讨论这种形态在实际场景中的必要性（@swMdMjR0pCxxOQ5, 1likes）
展开评论
- @nyx_zheng (23): @Rocky_Bitcoin 硅谷发明未来， 华强北量产未来。
- @omarw6m (3): @Rocky_Bitcoin @grok小龙虾是干嘛用的？有什么作用？详细解释一下
- @Jerrymuhu (1): @Rocky_Bitcoin @grok 说的小龙虾是干嘛的？
- @daniel_praguepp (1): @Rocky_Bitcoin 哑终端，放在角落里，插上电源就可以了，不是手机，要电池有什么用
- @swMdMjR0pCxxOQ5 (1): @Rocky_Bitcoin 何意味？为啥要装个移动电源？直接连接远程桌面不就行了？
推文展示只用三小时手动搭建 MCP 服务器，就让 AI 在 Revit 里自动完成 MEP 建模，而 Autodesk 自家 Revit AI 还做不到这一点。
3 HOURS OF MANUAL SETUP GOT AN AI BUILDING INSIDE REVIT. AUTODESK'S OWN VERSION STILL CAN'T. Revit is the software behind most MEP work, the mechanical, electrical, and plumbing systems planned out d…
受众观点：① 做建筑/BIM/MEP 相关软件或插件的开发者，关心如何把 AI 接到 Revit 等传统桌面软件里
展开评论
- @__spekulator__ (4): @Solvaix autodesk's own ai still can't match 3 hours of manual mcp server setup. that gap is why contractors will keep paying operators over official tools.
- @RCarlucci1983 (4): @Solvaix BIM/VDC is such an obvious use case for AI. Take half-baked drawings and specs, turn them into a 3D model, iterate through clashes til it works (and every time double back on specs and code). It's straight grinding, which AI is great at.
- @gf53417 (4): @Solvaix Where can I find more info about this community-built Revit MCP project?
- @tuerkoman (1): @Solvaix need one for sketchup too
- @naviidtaheri (1): @Solvaix Nice 👌
推文讲一位创始人把自己全部数字资料接入自我改进的 AI 循环，对比大多数人第二大脑只是堆满死链接和遗忘的 Notion 页面。
THIS FOUNDER JUST WIRED HIS ENTIRE DIGITAL CONSCIOUSNESS INTO A SELF-IMPROVING AI LOOP. Your Second Brain is probably just a graveyard of dead links and forgotten Notion pages. You save articles you…
受众观点：① 正在用 Notion/Obsidian 等做第二大脑、但感觉越记越乱的知识工作者
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- @jurlycat (2): @kyroxxxq That loop will just amplify the noise if the input data is already garbage.
- @Dipanshu_AI (1): @kyroxxxq That's wild! Seems like some serious next-level thinking going on there. Definitely makes you reconsider how we store information.
- @AIex_Al (1): @kyroxxxq i'm starting to think the people with the best AI won't have the best prompts they'll have the best knowledge base,agree?
- @aiseomastery (0): @kyroxxxq Compounding intelligence instead of just managing files is a great way to put it.
- @ScaleWthAI (0): @kyroxxxq A system that cleans up my digital mess sounds tempting.
一名开发者表示自己在 Claude Code 加持下工作效率提升近十倍，却因此更加悲观地认为软件行业岗位会被 AI 挤压，担心长期职业前景。
I'm already doing like 95% of my work through Claude Code while being at least 10x as productive as have I been before AI while producing way less errors. Especially the newer models for the most par…
受众观点：① 顶赞评论说自己效率提升约 3 倍，但手上的工作量增加了 5 倍，反映出 AI 让产能暴涨的同时也抬高了团队对产出的期望（@wyrdyr, 1112likes） ② 一位有 33 年经验的开发者指出软件需求几乎无穷，真正稀缺的是能用 AI 在特定领域高效解决问题的人，并强调“决定做什么”和“让 AI 做对事”仍是核心价值（@PressureBeautiful515, 343likes） ③ 其他评论提到 AI 让工作变得更机械、技术债爆炸和报酬不匹配，认为当前更多是“10 倍债务、0 倍加薪”，而不是单向的生产力红利（@AtraVenator, 216likes; @thee_gummbini, 188likes; @waylonsmithersjr, 65likes）
展开评论
- @wyrdyr (1112): I am working 3x more effective, and I have about 5x more work
- @PressureBeautiful515 (343): It's impossible to predict for sure, but I've worked in software development for 33 years and I can say the following. 1. Every project starts with a whiteboard brainstorming session where you write 100 ideas on the board. Then you'd cross out 95 of them due to lack of time/reso…
- @AtraVenator (216): This is never talked of. Because code and everything is cheap to produce you’re to produce more to earn your keep. It’s not great because AI makes loads of jobs less fun while you can do more of it …
- @thee_gummbini (188): I'm one of the people who actually reads and has to deal with the consequences of the code that people like this produce, and across the proclaimed revolutions in model and harness quality, my job has remained the same: trying to triage the increasingly insane things that people…
- @waylonsmithersjr (65): And 0x the extra compensation
一位18岁的自由职业程序员吐槽自己用 Claude Code 代写代码后，对电商平台项目和编程成就感大幅下降，怀疑在 AI 时代手工开发作品的价值。
(This is another rant about AI, don't read. its not something new, dont get angry if you read it i already told you) For context I'm 18m I began learning programming at 13 y.o and starterd doing free…
受众观点：① 多年从业者也表示同样失去编程乐趣和自豪感，觉得 AI 把写代码变成机械流程（@bengriz, 219分） ② 很多开发者共鸣于“空心感”，产品能跑但自己没真正写出来，和作品的连接被切断（@InitialEffective8630, 67分） ③ 有人认为真正热爱 craft 的人更受打击，而只为工资写代码的人反而更乐于接受 AI 降低门槛（@cpz_77, 67分）
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- @bengriz (219): Been in the industry for 10 years and I feel the same 🤝
- @Regular-Group8488 (148): I feel you bro 🥀
- @rjcrystal199 (73): Same here, AI sucked the joy out of programming. I don't feel that sense of accomplishment anymore.
- @InitialEffective8630 (67): that hollow feeling after shipping something you didn't really build yourself, it's weird cause the output still works but the connection to it is gone
- @cpz_77 (67): This seems to be the common refrain I keep hearing from people who really enjoyed and took pride in what they did. The people who didn’t really care and did it for a check are the ones who still don’t care and thus are happy with the state of things with AI (cause now their payc…
作者用 Fable 5 Ultracode 操作代码库时误删了 220 万个服务器文件，虽有异地备份但仍以此提醒大家给 AI 工具开放权限前务必做好备份。
I had off site backups for this data so total loss was minimal but let this be a lesson. Make backups of your sensitive data before giving AI access to your code base. I tested Fables ability to reco…
受众观点：① 顶层评论用段子方式吐槽删除文件数量，调侃这是用户自己作死的结果（@Illustrious_Image967, 264likes） ② 有人强调真正删除文件的是用户自己，只是借助了 Fable 5 Ultracode，责任不该全甩给 Claude（@Szadbaverem69, 157likes；@ProgramDry5917, 141likes） ③ 也有评论借机强调备份的重要性，认为吃过一次亏才会真正重视备份和恢复流程（@OldNefariousness7899, 63likes）
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- @Illustrious_Image967 (264): How to get Claude to delete 2.2M files. Start with 1M.
- @Szadbaverem69 (157): Correction: You deleted 2.2M files on your server using Fable 5 Ultracode
- @ProgramDry5917 (141): Claude gave you a lesson.
- @OldNefariousness7899 (112): Vibe code something that works: I made this! It goes wrong: Claude broke this!
- @OldNefariousness7899 (63): >Make backups of your sensitive data before giving Al access to your code base Anyone who doesn't do this should go through losing everything once. The stress will ensure you learn fast and do not make the mistake twice
一位自称“不是开发者”的用户借助 Claude 搭建了名为 The Influence Registry 的网站，自动抓取 FEC 数据为 537 名美国国会议员打资金来源分数，并提供可追溯的捐款明细和下载快照。
I've used Claude to build and ship a real, live data tool: The Influence Registry, a site that tracks where every sitting member of Congress gets their money. Link: https://www.keep-dc-honest.com/ **…
受众观点：① 顶赞评论肯定了这个项目，并建议增加邮编查询入口，让不熟悉政治的人也能一键找到自己议员，同时用可视化展示不同资金来源阵营的规模和动向（@DogLovesGafs, 80likes） ② 有人指出示例页面中把“亲以色列”资金固定放在第一位但并非金额最大，这种排序方式会带来偏见，建议按金额动态排序以保持中立（@Big-Entertainer4936, 49likes） ③ 另一位评论者也强调应按金额从高到低排序资金来源，否则固定顺序本身就是一种叙事偏向，作者在回复中表示会调整实现，说明对产品中立性的重视（@DruVatier, 25likes; @yee1520, 12likes）
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- @DogLovesGafs (80): Well done. Consider a zip code field for the less politically engaged to quickly find their own reps. Might be worth some visualizations to get a sense of how big of a coalition there is around taking/not taking PAC/corporate etc. Features that might help people of any given pol…
- @Big-Entertainer4936 (49): I'm not pro-Isreal (not at all) - but leading with a number that isn't the highest amount in donations to make a specific point is manipulative. Trust people with the data - show the biggest number first.
- @DruVatier (25): Looks good. My only fleeting feedback is that you should dynamically sort the funding sources by total contribution amount, instead of having them fixed. I can see the benefit of the standardization, but in this case, the order in which they're listed is actually a source of bia…
- @yee1520 (12): Yes seems that sorting highest to lowest is a big one for people, so I will work on that
- @yee1520 (11): Thank you for the input and this website! Never heard of it before this is awesome
长文作者讨论 AI 将如何替代依赖脑力的各类职业、加剧失业和不平等，并引用 Dario Amodei、Geoffrey Hinton、Yoshua Bengio 等人的观点警告极端风险。
The biggest mistake people make about AI is thinking it’s coming for artists, writers, musicians, or programmers. They’re just first. AI is coming for almost every profession that depends more on a b…
受众观点：① 有人质疑这篇长文本身是不是 Claude 写的，暗示文风和篇幅很像 AI 生成（@Ok-Wafer8515, 121likes） ② 部分读者觉得内容情绪化、带点“AI 精神内耗”，对夸张的末日叙事表示反感（@NegotiationExact4967, 55likes） ③ 也有人批评文章冗长、观点不够锋利，认为完全可以更简洁有力地表达（@piezod, 20likes）
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- @Ok-Wafer8515 (121): Did you use Claude to write this
- @NegotiationExact4967 (55): What in the world of AI psychosis… is this post
- @DisplayDefiant5319 (36): Ahhh, so it's not X, it's Y
- @mmcgrat6 (28): Are you just posting this everywhere?
- @piezod (20): This is the problem with AI writing. Too many words and all dressed up to say something with such weak point of view. Could this have been said in less words? Yes. Could it have heen more impactful? Yes.
作者用 Claude 最新模型配合 Godot 引擎，花了大量 Claude 点数做出一款无路塔防浏览器游戏，并在 Reddit 求试玩反馈。
I wanted an addicted overcomplicated laneless tower defense and I finally got it, but for a price. I built this game using Claude’s latest models (through cursor so I was paying even more 😭) and the…
受众观点：① 很多人质疑为啥用 Claude API 而不是直接订阅，认为这是在无谓多花钱（@ToastedandTripping, 228likes） ② 有人指出 API 不但更贵还更费折腾，觉得楼主主要是在借机推广游戏（@godofpumpkins, 184likes；@emirsolinno, 107likes） ③ 也有玩家认真试玩后肯定游戏循环和完成度，认为做得相当不错（@boricuajj, 47likes）
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- @ToastedandTripping (228): Why pay API?
- @godofpumpkins (184): But API costs more money *and* more effort than just getting a subscription
- @emirsolinno (107): He is just promoting
- @Estatescheck (91): let him be. We’re being subsidized.
- @boricuajj (47): I'm impressed, you did a great job with this. The game loop is pretty fun and it's well made.
一位擅长写代码的独立开发者坦白自己完全找不到靠谱 SaaS 点子，反思长期闭门脑暴只产出半成品墓地，并向有付费用户的创始人追问真实可行的创意来源和路径。
Going to be honest because I'm tired of pretending I've got it figured out. I'm a strong builder. Give me a spec and I'll ship it, clean, fast, working. That was supposed to be the hard part. Everyon…
受众观点：① 很多评论强调先随便做个简单产品练习销售和分发，比苦想完美创意更重要（@techsence, 58likes） ② 有人指出在 AI 时代真正稀缺的是分发和愿景，技术好但不会找用户的人会被“AI 壳+强分发”碾压（@ItsAxora, 38likes） ③ 多位开发者分享从认真做营销、和用户对话后才真正理解定价与需求，想法本身远不如市场学习重要（@tehmadnezz, 10likes；@sophia6512, 11likes）
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- @techsence (58): Many people start by cloning different projects and learning how to market and distribute them. You don't always need a "world-changing" idea. Just create something and see if you can sell first.
- @ItsAxora (38): You need to understand that in this AI era, the hard part isn't building. It's the freaking distribution. Someone with an AI wrapper and great distribution will outperform someone with a technically superior product but no vision. There is an abundance of builders and ideas out…
- @sophia6512 (11): I think that iis underrated advice. Building and selling even a simple product teaches you far more about customer behavior pricing and distribution than spending months waiting for the perfect startup idea to appear.
- @tehmadnezz (10): Same pattern here for years. I built multiple projects and never actually marketed any of them for real. Clean code, zero users, on to the next idea. What changed was doing the marketing part properly on one project. Posting, talking to users, watching where signups come from an…
- @CODE_HEIST (7): do not look for an idea first. pick one group you can reach and collect ten recent moments where they paid, waited or built a spreadsheet around a problem. then offer the smallest manual fix before writing software. if nobody gives time or money to the ugly manual version, bette…
一条关于 SaaS 创业中“写代码容易、找用户最痛苦”的吐槽帖在 r/SaaS 爆火，评论区大量创作者共鸣获客难、做销售和投放内容的心理压力。
r/SaaS Real and pain
受众观点：① 有人感叹真正的主业看似是写代码，但一到找用户就变成最难的部分，引发大量共鸣（@Big_Ruin1179, 36分） ② 有开发者一边写应用一边看到这帖，自嘲自己也完全是同样处境，说明这是普遍痛点（@staphinodsouza, 26分） ③ 还有人吐槽自己不擅长剪视频、又很难为尚未盈利的项目花钱做广告，体现出内容营销和预算上的双重焦虑（@fate0608, 8分）
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- @Big_Ruin1179 (36): A parte engraçada é que construir parece o trabalho principal, até chegar a hora de encontrar usuários.😅
- @staphinodsouza (26): Reading this while developing the app and still this is me😭 https://preview.redd.it/u7vj8bbo1pgh1.png?width=527&format=png&auto=webp&s=8ebde27bc8fba4e4da57c60ab13066945dd45a40
- @SeniorBus6627 (15): https://preview.redd.it/kinp4rvbdpgh1.jpeg?width=1392&format=pjpg&auto=webp&s=86381099b499f7f35c4e5e990618b47a448699f3 Doing sales calls for your App
- @Tabulaapp (9): i realized it too late...
- @fate0608 (8): I wouldn’t have any problems with advertising my saas but most Reddit channels won’t allow, I’m not good in cutting videos and paying people for a yet unprofitable project is hard to justify.
作者开源了一个用于预测未来两小时血糖的编码器式 Transformer 模型 T1DMAI，详细介绍了输入特征、损失函数、不同规模模型和训练数据集，并提供 MIT 协议源码和预训练权重。
It's an encoder-only transformer that consumes past(blood glucose + carbs + insulin) and future(carbs + insulin) and predicts future blood glucose for the next 2 hours. Announced meals and boluses/ba…
受众观点：① 多位评论质疑为何要用这么大的 Transformer 做时间序列预测，说明社区对模型复杂度与任务匹配度非常敏感（@naequs, 124分；@Sofi_LoFi, 50分） ② 有人追问是否在独立测试集上评估、是否存在过拟合，体现出大家更关心泛化能力而非漂亮的训练集曲线（@TypoInUsernane, 50分；@Swinight22, 46分） ③ 也有人从传统方法如 SARIMAX 出发，质疑该模型相对经典时序模型的实际收益，反映出“新架构 vs 传统统计方法”的持续争论（@GodIsAWomaniser, 40分）
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- @naequs (124): why did you use a big ass transformer for this?
- @Sofi_LoFi (50): Why’d you do a big ass transformer for it? Did you try none of the best practices for a time series predictor? Is it over fit compared to something dumb? Is it truly better than a properly built SARIMAX?
- @TypoInUsernane (50): They’re asking if the predictions you’re showing here are on examples the model saw during training or if they’re from a held-aside test set that the model has never seen before. If they model saw these during training, it may have memorized these very specific curves and correc…
- @Swinight22 (46): Looking at it very briefly, I’d be a little concerned about overfitting? Did you test it? Or are the predicted vs true from training set
- @GodIsAWomaniser (40): Compared to the traditional machine learning that would normally be used for this kind of task that is absolutely gigantic
作者吐槽 Claude Opus 5 回答里充满“occurrent seeming”这类高深术语，认为句子过于学术晦涩，需要不断让模型改写成更通俗的版本。
"The argument needs the occurrent seeming, not a disposition to have one. A contradiction only arises if you've already posited a further ingredient that ought to have gone missing." Those are the ki…
受众观点：① 顶层评论也认为 Opus 5 行为很好但术语密度离谱，尤其在用 agents 时会叠加，自己常常要再要一版 ELI5 才看得懂（@ZedIsAPrimeNumber, 36likes） ② 有人尝试在设置里要求“像 5 岁小孩那样说话”，结果发现模型对 5 岁词汇量的理解依然很抽象（@Otus511, 21likes） ③ 还有用户举例 Fable 5 痴迷使用“Quiesce”等生僻词，甚至有人把这种风格类比成意识流或政治宣传文本，调侃模型“精神状态不太正常”（@CalypsoTheKitty, 12likes；@florinandrei, 8likes）
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- @ZedIsAPrimeNumber (36): Opus 5 works great but its use of jargon is insane. It compounds when using agents. I don't mind it that much since it appears whatever jargon it makes up aligns well with the code and it works, but damn, I always need to ask for a jargon-free ELI5 version of whatever the fuck i…
- @Otus511 (21): I wrote into my settings thing to not use any jargon, and talk to me like I'm a 5 year old. I don't know what level of vocab it thinks a 5 year old has, and at this point I'm too afraid to ask.
- @CalypsoTheKitty (12): Fable 5 today was obsessed with the word 'Quiesce', which I've never seen Claude use
- @pbmm1 (11): I’ve never had a problem with Opus being wordy before but Opus 5 is next level with the way it tries to be jargon filled and overly poetic
- @florinandrei (8): > "The argument needs the occurrent seeming, not a disposition to have one. Ah, so a simple disposition to seem is not enough, you have to be actually seeming. It's very clear! /s > A contradiction only arises if you've already posited a further ingredient that ought to ha…
一位创作者分享自己的 SaaS 网站刚刚突破 300 这一小里程碑，觉得有人真实使用产品很不真实，并鼓励大家继续坚持构建。
Feels a bit surreal to see people actually using my site. Looking forward to what’s to come - don’t stop building!
受众观点：① 有人回应自己也刚刚实现收支平衡，认为能 break even 就是很大的进步，说明大家很看重小阶段性胜利（@Minute_Biscotti2573, 4分） ② 也有评论用玩笑的方式说自己刚跨过0美元，强调从零开始的艰难和自嘲氛围（@NoNameNPC_82, 3分） ③ 其他回复多用动图和加油打气，营造出“互相鼓励继续做下去”的社区氛围（@IamRealDarsh, 2分 等）
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- @Minute_Biscotti2573 (4): Hey broke even is a big deal, I just crossed broke even today haha
- @NoNameNPC_82 (3): Me: "Just crossed $0 today! We officially broke even. Don’t stop building! 🚀"
- @NoNameNPC_82 (3): 
- @IamRealDarsh (2): The winner takes it all, be the one
- @bluejacketblackhawk (2):  Hell yeah
一位只会 3D 建模、不懂编程的作者，用 Claude 经过 10 个月迭代在 Unreal Engine 5 里独立做出一款古代战争 RTS《Koryos: Sons of Mars》并开放 itch.io 测试。
I’m a 3D artist (high-to-low poly modeling), not a programmer. But over the last 10 months, I’ve used Claude to solo-develop a large-scale ancient warfare RTS called Koryos: Sons of Mars in Unreal E…
受众观点：① 有人拿 Total War 系列打比方，调侃非程序员艺术家居然先做出了类似中世纪大战略游戏（@mauurya, 18likes） ② 多数评论肯定美术风格和迭代方式，认为用 AI 小步快跑比一次性生成全框架更能保持掌控感（@AtrioxsSon, 8likes；@marcinreal, 6likes） ③ 也有用户从发行角度建议首发时应该配一段清晰的玩法视频，否则 700MB 体量会劝退潜在玩家（@Savalava, 6likes）
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- @mauurya (18): Non coder artist builds Medieval 3 total war before Creative Assembly. More at 9
- @AtrioxsSon (8): Looks nice, hope the best for you
- @marcinreal (6): I love the art style, very pretty and cozy. I think you made the right call by iterating with the AI rather than using it to one-shot the game. That's how I work as a dev and it helps me stay in control of the process. Thanks for sharing.
- @Savalava (6): I think you really should have had a good video that showed gameplay as part of your launch. I would need to download a 700mb file to try this - I don't want to do this without seeing what the gameplay is like. It looks like you put a ton of work into this, so best of luck with…
- @mexylexy (5): My dream is to build the perfect sequel to Empire Total War.
开发者分享一套为餐厅打造的网页加 iOS 扫描应用，把纸质菜单自动转成多语言 AR 菜单，顾客扫码即可在桌面上查看菜品 3D 模型并直接点单。
**What it is** A web application and an custom iOS app (only for scan) that transform a restaurant's menu into an interactive augmented reality experience. Customers simply scan a QR code and view ev…
受众观点：① 很多评论关注无需安装 App 的 WebAR 体验门槛极低，但质疑餐厅是否愿意配合拍摄大量菜品（@xJSHAxx, 15分） ② 有人认为这是过度设计、不算刚需产品，质疑实际使用场景（@tortleme, 13分） ③ 作者在评论里详细解释了自助拍摄与付费上门拍摄两种模式，强调流程被简化到普通员工也能完成（@tselehub, 4分）
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- @xJSHAxx (15): the no app install bit is the impressive part, most ar stuff dies the second u ask someone to download something. the bit id worry about is step 2, 2 minutes a dish sounds fine until its a 60 item menu and someones staff has to sit there doing it. do restaurants actually get thr…
- @tortleme (13): ...this has to be one of the most unnecessary things I've seen in a long long time.
- @Master_Donut4578 (5): Necessity has little to do with market value.
- @tselehub (4): There’s a free option where the restaurant photographs the dishes themselves. It usually takes around 1–2 hours, and most restaurants choose only their 10–15 key dishes rather than scanning the entire menu. There’s also a paid option for a professional team to come and capture e…
- @handsup_dev (3): How consistent is the quality when restaurants scan the dishes themselves? Can they reliably achieve results similar to the ones shown in the video? I think showing the full process, from scanning a dish to the finished AR model, would make the product even more convincing.
一位卖出过 30 万美元项目的创始人复盘用 Reddit 连发 10 帖做营销的实测数据，发现价值帖能拿到 6 万浏览却只带来 80 访客和 0 付费，并总结选子版、养号和“先给价值再搭桥到产品”的具体经验教训。
For the past 7 days I marketed my product with nothing but Reddit. No ads, no SEO, no audience. Just 10 posts, across 7 subreddits. So I made my first post... and it got deleted almost immediately. T…
受众观点：① 有人质疑长文质量和真实性，觉得这更像一篇完整博客伪装成 Reddit 帖子（@Lazy_Engineering_11, 7likes；@Flat-Grapefruit6668, 2likes） ② 部分读者对“上一个公司卖了 30 万美元”的说法要求提供证据，担心故事被夸大当营销话术（@Deenbricks, 4likes；@Ok_Lobster2895, 3likes） ③ 评论区整体对内容密度和实战细节感兴趣，但也隐含担忧：这么多操作是否值得只换来 80 访客和 0 付费，投入产出比如何衡量（多位跟帖讨论）
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- @Lazy_Engineering_11 (7): Did you just write all these with your bare hands, like there is no way someone just wrote this all
- @Deenbricks (4): not to be a hater or anything but can you provide proof, of selling your last company for 300k?
- @Ok_Lobster2895 (3): Was about to ask that
- @Flat-Grapefruit6668 (2): right? this is like a whole article disguised as a reddit post
- @rokobqsniq (2): “Larp till you make it”
一条配图梗帖调侃 Claude 等 AI 在代码重构时表面上“征求同意”，实际却会私自改动业务逻辑、遗漏说明，导致开发者在一堆隐藏变更后收拾烂摊子。
r/ClaudeAI Consent based refactoring
受众观点：① 顶层评论吐槽配图少了很多段落，暗示现实中的 AI 重构往往比梗图更复杂、更冗长（@VirinaB, 179likes） ② 有人笑称 AI 把真实的业务规则当成“bug”自行修改，点出模型对领域语义缺乏理解时重构的危险性（@ghost396, 81likes） ③ 其他评论调侃 AI 会宣称任务全部完成，却在后文列出一堆没法关闭的任务，或者在看到嵌套 if 后就“自作主张”，反映出大家对 AI 擅自扩展改动范围的共同吐槽（@wolfy-j, 28likes; @BoxLegitimate9271, 27likes）
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- @VirinaB (179): Missing about 9 more paragraphs from that bottom panel.
- @ghost396 (81): And the bugs were actually business rules it decided to change
- @g1rlchild (46): > take any meme and replace text with something This is literally how memes work, but ok.
- @wolfy-j (28): Goal successfully accomplished, all tasks done! ... 5 paragraphs below ... Few caveats I have to let you know: tasks #1, #12, #15, #8 can not be closed due my assumption they can't be closed but that's your problem!
- @BoxLegitimate9271 (27): consent based until it sees a nested if statement. then it's "i took the liberty"
一位开发者分享从开源项目转向付费应用 Tiny Slow Life 的经历，以及等待第一个陌生人付费购买桌面小世界应用时的情绪起伏和成就感。
I’m a software developer, but every side project I’d released before this was free and open source. About a year ago, I started a little experiment called Slow Life Island. I wanted to build a tiny w…
受众观点：① 有用户直接购买并夸赞能看出作者投入了很多心血，网站整体呈现也很出色（@Tobler0wn3d, 9分） ② 部分人一开始以为是游戏，后来才意识到是应用，但仍然为作者的第一个付费用户表示祝贺（@FrostByteCreator, 6分） ③ 作者在评论中强调自己为应用原创了配乐，并解释产品定位是一个常驻屏幕的放松型叠加应用而非传统游戏（@handsup_dev, 6分）
展开评论
- @Tobler0wn3d (9): Just picked it up. You can really tell how much heart and effort went into building this. The website is fantastic too!
- @FrostByteCreator (6): First I thought it was game after realizing is a app. Congratulations on your first paid user.
- @handsup_dev (6): It’s an original track I made for the app! Thank you
- @handsup_dev (5): I wanted it to feel cozy, so I guess it naturally ended up looking a bit like a game! What I was really trying to make was a relaxing overlay app you could keep on your screen and simply enjoy. Thank you!
- @rismay (5): I know how hard it is to make these. I made these as a kid. So instant buy. I hope it helps and gives you the courage to continue.
作者用 React 和 TypeScript 把最终幻想7的菜单系统做成个人作品集网站，包含装备、技能、项目等页面和多种彩蛋，只为做一个自己看了会开心的非传统网页。
Hey everyone! I'm not sure if there are any Final Fantasy fans here, but I've recreated and repurposed the menu system from FF7 as a sort of portfolio/sandbox page, and I figured I'd share it here an…
受众观点：① 有人提醒需要在配置里手动启用某些功能，说明当前交互和设置引导还有改进空间（@Xianoxide, 9分） ② 开发者普遍觉得这个 FF7 风格作品集很酷，认可这种非传统 UI 的创意表达（@canadian_webdev, 7分） ③ 也有人从求职角度强调作品集仍需体现对 React 等主流框架的熟练掌握，不能只停留在视觉层面（@Edward_Yeoman, 6分）
展开评论
- @Xianoxide (9): You need to enable them in config 🙂
- @canadian_webdev (7): This are sick
- @morinonaka (6): \*healed\*
- @Edward_Yeoman (6): I mean you want to demonstrate knowledge and capability in what you'll be using on the job, and React is still leading in JS framework marketshare
- @morinonaka (4): missed opportunity to add the sounds in the menu.
一对在 Google 和 FinTech 上班的夫妻分享如何在加州从零合规起步，花一年时间把自制 chili crunch 打造成可在农夫市集和小商店销售的正规瓶装调味品并完成首批预售。
First off, I love chili crunch / chili crisp / whatever you want to call it. So I started making some in my free time. Slowly my friends started asking for it after dinners at our place. Then I start…
受众观点：① 有人表示自己甚至不知道 chili crunch 是什么，建议官网需要更清楚介绍产品用途并配食物照片帮助新用户理解（@Late_Film_1901, 9分） ② 本地用户关心线下渠道和购买方式，询问快闪活动时间以及目前主要是通过哪些渠道直销（@ibmully, 8分） ③ 作者在评论中回应会优先补充使用场景文案和图片，并分享目前通过 Squarespace 网站、少量广告和本地门店合作来销售（@CarterGee, 3分）
展开评论
- @Late_Film_1901 (9): I've never heard of chilli crunch. I know it's for American audience so maybe it's moot but shouldn't the website describe what it is and how to use it? Just to compare I looked at some artisanal mayonnaise brands and they describe it at least briefly and give recipes that give…
- @ibmully (8): Nice- I’m localish and would love to try- when’s the pop up? You can Dm me… About the business.. are you selling these direct to consumer via what channels?
- @CarterGee (3): No, you're right. Not everyone knows what it is. I know that we're missing the "photos of the product in use (ie, on food)" section on our website. I plan to replace the photo of the jar under our ingredients with that, but we haven't had the opportunity to take website-worthy f…
- @TideAndCurrentFlow (3): Add some text before you get around to the pics (as that’ll take longer). I too have no idea what chili crunch is, but if you simply say a few ways to use it on your site you’re set for now! Don’t over think it.
- @CarterGee (3): Awesome! We're announcing in the morning, but we'll be in front of Olive This Olive That (oil olive store off 24th Street \[304 Vicksburg St\]) from 11am to 1pm tomorrow. Swing by! Free samples. We are selling direct via our website using Squarespace with very limited Google Ads…
作者做了一款名为 ChordViz 的钢琴与音频可视化工具，支持录屏、音频裁剪、VST 插件和多种可自定义小组件，用来帮助创作者分析 MIDI 和和弦，但苦于不知道如何包装和营销。
I've been working on this project for a couple months now and would really like your input. I've focused on building but now have reached a point where I need to get people to actually try it and hav…
受众观点：① 有人直接夸音乐和可视化效果都很酷，认为产品本身已经很有吸引力（@sirduke75, 5likes） ② 有评论建议扩展到其他乐器，并提出可以主动联系钢琴教学类 YouTube/短视频创作者合作推广，或者自己做频道在视频结尾打上“Made with ChordViz”（@format_c_for_cortex, 2likes） ③ 也有同样从音乐转到技术的开发者表示共鸣，希望私下交流并讨论营销计划（@TriggerHydrant, 2likes；@Charlo2214, 2likes），还有用户从学习钢琴的角度觉得这工具正好能解决自己练习和读谱的痛点（@styxx33, 2likes）
展开评论
- @sirduke75 (5): The music is very cool along with the visualisation. Impressive.
- @format_c_for_cortex (2): It could actually be developed for other instruments, not just the piano. As for marketing it, there's no reason you couldn't make money by reaching out to youtube channels that share piano tutorials or to instagram and tiktok creators who play the piano and offering them a free…
- @TriggerHydrant (2): Hey this looks great! Also the website looks very well put together. Any plans for marketing? I’d love to talk, DM? Cheers I’m a [tech builder myself](https://lifthill.studio) also had a [music career](https://open.spotify.com/artist/0fOACSuV2yErGIXJvBsIZz?si=-RrmMYe5Rxi32NxpB7t…
- @Charlo2214 (2): That's actually so interesting, I rarely find people like me who've transitioned from music to tech, would love to talk.
- @styxx33 (2): Dude, this is like, amazing timing... I have been trying to learn piano, using Rocksmith and some Faber books... I have been trying to find ways to read music as well as train piano at the same time. I think you may have solved that dilemma for me. I will mess around with it, bu…
一位开发者分享自己做了一年 side project 终于迎来第一个付费用户的里程碑，鼓励大家继续坚持，也许终有回报。
After a year of a working on my side project I finally break a milestone of a paid user! 🎉 Keep grinding guys, maybe one day it will pay off 😄
受众观点：① 有人提醒作者尽早和这位付费用户直接交流，因为对方愿意付费的真实原因往往和自己想象的不一样（@sablecreek12, 3分） ② 另一位开发者分享自己曾短暂拥有订阅用户又流失的经历，并表示会优先满足自己的刚需再考虑大众用户（@faizalmzain, 2分） ③ 有人询问从上线到第一个订阅大概花了多久，作者回复大约是发布后五个月才迎来首个付费（@Lazlotabor, 2分；@martinnov92, 2分）
展开评论
- @sablecreek12 (3): nice milestone. one thing worth thinking about early, talk to that user directly if you can. the reason they paid is probably not the reason you think it is
- @faizalmzain (2): I did have a paying subscriber for about 2 months after a month or so the app launched. Now i think the person unsubscribed already. But then my consolation is I only build apps that i use everyday and it must cater to my requirements first then I only think about the general us…
- @Lazlotabor (2): Congrats! I just started my own sideproject and waiting for this to happen to me. How long after publishing happened to get your first subscriber?
- @martinnov92 (2): First one was about after 5 months 😀
- @New-Medicine-9764 (2): Congratulations! 🎉 That's a huge milestone. The first paying customer is often the hardest one to get. Out of curiosity, where did they come from? Which traffic source or acquisition channel ended up bringing you your first paying user?
作者把废弃的 Spotify Car Thing 改造成一台通过 Nocturne 接入的 Claude 专用终端，可管理 Claude Code 会话、处理权限请求并兼作蓝牙音乐控制器，并已开源。
You can manage your claude code sessions, answer permissions/multiple choice questions from claude, and see your usage. It's built on top of Nocturne so it can switch to music mode and just act as a…
受众观点：① 有人觉得这种小设备没必要，认为查看 Claude 会话在官方应用里点两下就行，这类改造有点多此一举（@BitsOnWaves, 16likes） ② 作者解释目标用户是手里有报废 Spotify Car Thing 的人，主要是给旧硬件续命、做个好看的桌面玩具（@hehehebidksixbrsja, 5likes） ③ 也有用户对项目很感兴趣，希望开源后能自己折腾一台，愿意帮忙测试和提建议（@ay_non, 6likes；@hehehebidksixbrsja, 2likes）
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- @BitsOnWaves (16): iv seen way too many of these gadgets so far for something that just needs 2 clicks to check on the actual app.
- @ay_non (6): Oh man, please reply and let me know when you open source this. I have one of these and I've been trying to figure out what to use it for.
- @hehehebidksixbrsja (5): That’s fair, the target audience for this one is people who have old bricked Spotify Car Things they’d like to give new life. It’s not super practical but still looks very cool to have as part of my setup
- @hehehebidksixbrsja (4): What if I told you it could also control my music https://preview.redd.it/pi9n8vwe0ngh1.jpeg?width=3024&format=pjpg&auto=webp&s=ff75dfeadb2432d9ccb82ad193433f72fb7c9f02
- @hehehebidksixbrsja (2): I’m working out some bugs right now, was gonna wait to see if people were interested but I’ll make the repo public now if you wanna try it, would love to have some QA help.
作者分享一篇自己多年打磨的长文，介绍抽象数据类型（ADT）如何深刻影响自己的软件设计方式，并认为每个软件工程师职业早期都应该系统接触这一概念。
I drafted this post years ago but didn’t finish it until now. The concept I write about has shaped the way I design software more than anything else, and I believe every software engineer should be i…
受众观点：① 读者在延伸阅读和方法论上很感兴趣，会主动补充类似“parse don’t validate”等相关文章，说明大家在寻找更系统的设计心智模型（@PeterJCLaw, 35分） ② 有人从领域建模角度猜测文章会讲边界处把外部数据转换成域类型以保证完整性，说明受众关注如何在工程实践中落地抽象（@alex35mil, 12分） ③ 一部分人从异常处理 vs 显式返回值的角度讨论心智负担和性能，体现大家在权衡不同错误处理风格对代码可读性和效率的影响（@ryp3gridId, 4分）
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- @PeterJCLaw (35): Nice :) You may enjoy this post from a while back (not mine): https://lexi-lambda.github.io/blog/2019/11/05/parse-don-t-validate/
- @alex35mil (12): I haven't read it yet but guessing it's about the conversion of external data into a proper domain type on the app border to guarantee integrity?
- @lottasauce (10): TLDR; hey Gemini, turn this article into a skill Jk, great read
- @sviperll (5): Yes
- @ryp3gridId (4): > Honestly, I go into paranoid mode whenever I work in an exception-based language. I'm the opposite, I go into annoyed-mode when I have to manually unwrap everything (and the CPU does too because it has to execute more instructions)
来自新加坡的 Ridwan 分享他一周内做出的免费网页应用 Sendio，用临时相册和二维码链接解决聚会后多人要照片却难以统一传输、画质被压缩和容易忘记发送的问题。
Hi everyone, My name is Ridwan and i'm from sunny Singapore. I spent the past week building **Sendio**, a free web app inspired by something that happens after almost every event for me. After family…
受众观点：① 部分用户认为 12 小时有效期太短，现实中很多人是回家休息后第二天或周末才会点开链接查看照片（@outlastdll, 15likes） ② 有人重点关注隐私模型，关心 12 小时内文件存放位置、是否保留原图、是否能提前撤销相册，以及无账号访客流程带来的信任感（@Spiritual-You-2926, 4likes） ③ 也有人提出文件大小和视频支持问题，担心大量高清照片和视频会占用巨大空间、影响上传和存储体验（@TurbulentMarketing14, 2likes）
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- @outlastdll (15): 12 hours might be a bit too aggressive, people often travel home late after an event, go to sleep, and only ,and only check shared links the next day or over the weekend.
- @Spiritual-You-2926 (4): Nice problem framing. The first thing I looked for was the privacy model: where uploads live during those 12 hours, whether originals are preserved, and whether the gallery owner can revoke it early. Because the product promise is temporary sharing, showing expiry, deletion, and…
- @TurbulentMarketing14 (2): Are there file size limitations? Can you upload videos? As these types of media take up A LOT of space.
- @JustSayTech (1): I believe both Android and iOS now have a feature for this, the only thing I'd say is the respective features don't work cross platform on their own, there's manual steps like sending a link.
- @wskyindjar (1): As far as iPhone goes you can generate a public url to a shared album. There is no expiry. But you can turn it off anytime.
一位用户对 purelymail 自带的 Roundcube 网页邮箱界面不满意，想自托管一个更现代、易用的邮件 GUI，并在比较 Mailpile、Snappymail 等方案时担心维护活跃度。
Does anyone recommend an easy to use gui for email? Currently on purelymail and their roudncube interface isn't great - search is painfully slow and the gui could use a lick of paint. Want to self ho…
受众观点：① 对 Roundcube 体验不满、希望换一个现代 webmail 前端的自托管邮箱用户 ② 在评估 Mailpile、Snappymail、SOGo、jmap-webmail 等项目维护状态和资源占用的家庭实验室玩家（@the-head78, 1likes） ③ 想尝试 Mailflow 等新界面、愿意在小规模环境里试水替代方案的技术用户（@chanc2, 4likes；@SamVimes341, 1likes）。
展开评论
- @chanc2 (4): What about Mailflow?
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @SamVimes341 (1): Looks good. Will give it a try!
- @the-head78 (1): I think you already have Most on your list, only sogo is Missing . And honorable mention would be "jmap-webmail" IF your Mailserver Supports JMAP protocol.
- @SamVimes341 (1): Thanks. I looked at *sogo* too. Modern. A little too heavy for my tiny lab
两位开发者发布 Safebucket v0.7.0，这是一款自托管、兼容多家 S3 存储的开源文件分享工具，用来替代 WeTransfer 和 Dropbox，并新增多家对象存储集成和大文件分片上传等功能。
Hello! We're two friends working in tech, and we've been building Safebucket: a simple, S3-agnostic, open-source alternative to WeTransfer, Dropbox and Palmr. What's new in v0.7.0: * Admin settings p…
受众观点：① 想摆脱 WeTransfer/Dropbox 限制、在自家对象存储上搭建文件分享服务的自托管玩家和小团队（@Okamys, 6likes） ② 需要统一接入 Backblaze B2、Cloudflare R2、OVH、Scaleway、Azure 等多家对象存储的开发者（@yoh2278, 9likes） ③ 关注 quick share / reverse share 等分享模式、希望给外部用户提供临时上传下载入口的运维和团队管理员（@renizmy, 5likes）。
展开评论
- @yoh2278 (9): Hey safebucket contributor here, we forgot to mention Hetzner in the post but we tested and it works, here are the [docs](https://docs.safebucket.io/configuration/storage-providers/generic-s3). We already render markdown in the preview but for now safebucket is not destined to b…
- @Okamys (6): Starred ! Seems useful, I will try it soon :)
- @AustinSpartan (6): that one may be on you, bruh
- @LowFatMom (5): Is it possible to create custom share links ?
- @renizmy (5): It's possible to create quick/reverse share links to share something with external users (doc: [https://docs.safebucket.io/features#quick-share--reverse-share](https://docs.safebucket.io/features#quick-share--reverse-share)) Is it what you are looking for ?
一位使用 Unraid、Nginx Proxy Manager 和 Authentik 保护自托管服务的用户，询问在路由器端口转发的前提下，这样的单域名反向代理加身份提供方案是否足够安全。
So I have an Unraid server. Nginx Proxy Manager is running on port 80 and 443, which are both forwarded in the router. All applications that are managed in NPM, like Seerr, are protected by Authentik…
受众观点：① 在 Unraid 上用 Nginx Proxy Manager 和 Authentik 做统一登录、担心端口转发带来攻击面的自托管用户 ② 对「路由器防火墙 vs UFW」和多层防火墙职责划分感到困惑的家庭实验室玩家（@404invalid-user, 6likes；@qwortz, 5likes） ③ 正在评估 Authentik 代理模式与 OIDC 提供者模式差异、想结合 swag/crowdsec 等组件搭建完整入口的进阶用户（@qwortz, 1likes）。
展开评论
- @404invalid-user (6): bruh what do you even mean your routers firewall is just as good as ufw
- @qwortz (5): What do you even mean by that? A firewall is not stronger then another firewall.
- @GolemancerVekk (3): If they're doing forwarding on the router the answer to "do you have a firewall" is already "yes", because that's what's doing the forwarding. So why are you asking about it?
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @qwortz (1): Are you using the authentik proxy function or authentik as the oidc provider? For what it's worth: i use both ways (depends on if the app is browser only, then I use proxy mode) in combination with swag (also a nginx reverse proxy) + crowdsec and no issues so far.
作者用 Web Audio 实时合成 28 种 UI 声音，做成仅约 9.6KB、无音频文件和依赖的 foleyjs 库，并提供可调音色、导出 JSON 声音集和 React/Vue 绑定。
Every time I added sound to a project it went the same way: a click from one sound pack, a toggle from another, and nothing sounded like it came from the same product. And when a sound was almost rig…
受众观点：① 有人吐槽页面 UI 很像 Claude 生成的风格，认为现在很多项目都带有明显 AI 痕迹（@14u2c, 10分） ② 部分评论直接指出界面字体和配色像 Claude，感叹“互联网已经死了”，把注意力放在审美和 AI 参与度上（@Snoo11589, 6分） ③ 也有开发者为作者辩护，认为即便用了 AI 辅助，这样的 Web Audio 声音系统依然算用心作品，不应简单归类为“AI slop”（@HovercraftNo7372, 3分）
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- @14u2c (10): It's pretty interesting how distinctive UIs generated with Codex are. You can instant tell that it's AI built. Nonetheless it's a cool idea OP.
- @YtseThunder (9): Did you turn silent mode off? Worked for me. iOS 26.
- @Snoo11589 (6): its claude… the font, colors, everything. But who cares? Internet is dead already
- @ampsuu (4): Feels more like Claude to me...
- @HovercraftNo7372 (3): I think it is pretty cool. If you think this is AI slop, I would like to see what is not. Just because a web developer uses AI doesn't mean it is AI slop
一位自托管新手询问是否应该把不同暴露级别的服务放在不同域名而非同一主域的子域下，以提升安全性，并描述了自己使用 Caddy、Crowdsec 和隧道等防护措施的现状。
Hi all. I'm relatively new to self-hosting and have a question about domains. I currently have `myhandle.tld`as a sort of branded domain linked to my general online handle. I use various subdomains l…
受众观点：① 正在纠结是否为不同服务购买多个域名、希望提升安全姿态的自托管玩家（@ColdFreezer, 15likes） ② 想搞清楚路由器防火墙、UFW、反向代理各自职责的家庭实验室和小团队运维（@GolemancerVekk, 3likes） ③ 已经在用通配符证书和多子域、开始意识到 cookie 作用域和跨子域耦合问题的进阶用户（@Alive-Maverick, 4likes；@PriorElephant9, 3likes）。
展开评论
- @ColdFreezer (15): It doesn’t really matter to be honest. The most it’ll do is maybe help prevent you from making a misconfiguration at most. Any service that’s not routed through your reverse proxy to publicly accessible ports aren’t reachable over the internet. Obscurity isn’t true security but…
- @Alive-Maverick (4): Your wildcard cert keeps individual hostnames out of certificate transparency logs. A second registrable domain won't hide exposed services. It does prevent a compromised public page from tossing parent-domain cookies at private sibling apps.
- @mindlesstux (3): So I make use of sub-sub-domains. Example, for say sonarr, I have it accessable via sonarr.lan.domain.tld. I achieve this via having a reverse proxy setup (traefik, in this case) with a *.lan.domain.tld somewhere on my lan. Then at the dns for the network I have two records, tra…
- @Both-Activity6432 (3): Not so much security, but considering any doxing you might do if you have an email or other identifiable information on one of them. I have not fully implemented, but I plan to use a combination of domains for real email vs throwaway emails (via simplelogin etc)
- @PriorElephant9 (3): Seconding the cookie point, because I am living it. I run about nine subdomains on one domain and my gate cookie is scoped to the parent, so it rides along to every sibling. That coupling stays invisible until you go and look at the Domain attribute.
一位开发者用通俗语言梳理自己对 Kubernetes 的理解，从 Pod、Deployment、Service、Ingress 到 HPA 和 Metrics Server，解释流量和自动扩缩容的整体流程。
If I have misunderstood something, please correct me. From what I understand, Kubernetes is created to manage running containers. It helps containers run properly, gives them an isolated environment,…
受众观点：① 有人强调理解 Kubernetes 的关键在于“声明期望状态”，一旦接受这个心智模型，Deployment、ReplicaSet 和 HPA 等概念就更容易串起来（@OverOne_1, 6分） ② 评论补充了 Service 只是按标签路由到 Pod，并不绑定单一 Deployment，这种解耦带来更灵活的拓扑（@Low-Opening25, 3分） ③ 也有开发者分享自己起初被 Service/Deployment 分离困惑，后来意识到 Service 可以指向多个 Deployment 的 Pod 后才真正想通（@No-Fly-9554, 2分）
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- @OverOne_1 (6): Nice write-up. One thing that really helped me understand Kubernetes was realizing it's all about **declaring the desired state**, not managing servers manually. Once that clicked, things like Deployments, ReplicaSets, and HPA started making a lot more sense because Kubernetes i…
- @Low-Opening25 (3): Pods group containers, Deployments group Pods and all resources necessary to create a coherent application stack. Service is an internal load balancer that is managing traffic to multiple Pods (instances) serving the same application endpoint. Ingress is L7 load balancer and pro…
- @No-Fly-9554 (2): yeah this is pretty accurate, good job putting it together. i remember when i first started learning kubernetes and the whole service/deployment separation confused me for weeks, like why are they not just one thing? but then you realize a service could point to pods from differ…
- @OverOne_1 (2): Yeah, I had the exact same reaction. At first it feels like unnecessary complexity, then you realize decoupling Services from Deployments is what gives Kubernetes so much flexibility. That was one of those "ohhh, now I get it" moments for me.
- @OverOne_1 (2): Glad it helped! Out of curiosity, what made Kubernetes finally click for you? Was there a specific resource or project where it all started making sense?
作者为自己在制作的惊悚长片配乐，用 Claude Fable 5 High 一次生成了一个基于网页摄像头的手势音色控制器，用双手位置和张合实时调制合成音。
My goal is to make a specific music I have in mind for my thriller feature film in the works, and I haven't gotten close with Suno, Udio, Flow Music, or even a vibe-coded manual synthesizer. Let's se…
受众观点：① 楼主在评论里分享了给 Claude Desktop Fable 5 High 的详细 prompt，展示了从需求到成品的一次性生成过程（@Philipp, 10likes） ② 有人希望作者公开项目代码，好让孩子也能玩这个手势音乐工具（@elithecho, 6likes；@Philipp, 9likes） ③ 也有用户单纯夸这个想法和效果很棒，期待后续功能打磨和开源（@Advanced-Medicine-58, 5likes）
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- @Philipp (10): Prompt for Claude Desktop Fable 5 High: >Please create a web app (Windows Chrome, needs only local and only desktop use) which uses the webcam to have me modulate a sound with my hands. My right hand will be used for the main sound, the height modulating pitch; the hand openn…
- @Philipp (9): For sure! Give me a day or two to tune its features, then I'll share it on github.
- @elithecho (6): Could you publish it so my kid could play with it. Thanks!
- @Advanced-Medicine-58 (5): This is fantastic. Thanks for sharing.
- @Philipp (4): How do I check the cost of a conversation? It was a \~10 minute single Claude Fable High task, covered by my plan (no out-of-plan credits used).
作者分享自己在全职工作之外开发儿童绘画应用 WeeArtists，两个月后终于看到第一个订阅（其实是自测），借此表达对独立开发者坚持和情绪起伏的共鸣。
After nearly 2 months of working on my kids’ drawing app, WeeArtists, I got my first subscription today. 🎉 It’s a very small milestone financially, but it means a lot emotionally. Like many indie dev…
受众观点：① 有人调侃式回应「前半段把我骗到了」，说明大家对首个真实付费用户的故事高度共鸣（@leveldayapp, 4分）
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- @leveldayapp (4): Had me in the first half
一位正在做首个 SaaS 的开发者承认自己几乎不懂营销，向有实战经验的人请教从零获取第一批用户时最有效的渠道和做法。
I’m working on my first SaaS and marketing is probably the part I know the least about. For people who’ve actually launched and grown a SaaS, what worked best for getting your first users? What would…
受众观点：① 有人建议跳过一开始到处发内容，先选一个用户已经抱怨问题的渠道，连续几周像普通人一样认真回复，第一批用户往往来自这种直接互动（@escalicha, 2likes） ② 评论强调尽早和潜在用户对话，真实对话会同时改进产品和营销话术，因为你会学会他们如何描述问题（@brownelijah, 2likes） ③ 也有人补充战术建议，比如在合适的博客做 guest post，借用现有受众来获取早期流量（@Jolly_Assistant_2618, 1like）
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- @escalicha (2): Skip the content machine at the start. Find one channel where people already complain about the problem and just answer them like a normal person for a couple weeks. My first users came from that boring direct stuff, not ads or a fancy funnel.
- @brownelijah (2): I'd start by talking to potential users as early as possible. The conversations usually improve both the product and the marketing because you learn how people actually describe the problem.
- @Independent-Oil-891 (1): This actually makes a lot of sense. I think I’ve been overcomplicating marketing by thinking I need to constantly post everywhere. When you say find one channel, how did you actually find where your users were hanging out? And when you found someone talking about the problem, di…
- @Independent-Oil-891 (1): That’s exactly I am going to do from now on. Thanks for the advice 🙌
- @Jolly_Assistant_2618 (1): Guestposting can help a lot if you can find the right blogs for your audience
作者庆祝自托管行程规划工具 TRIP 一周年，介绍其作为开源地图打点与旅行计划管理应用的新特性，包括 GPX 显示、MCP 服务器、附件和多图上传等功能。
One year in! Thank you to everyone who has supported this project, contributed ideas, reported issues and shared feedback along the way! I'm truly grateful. Context: TRIP (Tourism and Recreational In…
受众观点：① 想摆脱 Google Maps 星标，用自托管方式管理 POI 和多日行程的重度旅行爱好者（@LeVengeurSlippe, 2likes） ② 关心 TRIP 与 TREK 等同类项目差异、在意 POI 跟踪和社区成熟度的自托管用户（@False-Try-3521, 2likes；@Idontspeakcroissant, 9likes） ③ 对地图数据来源、OSM 与 Google Maps 自动补全效果和导入同步能力有要求的技术用户和 OSM 贡献者（@Idontspeakcroissant, 3likes）。
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- @Idontspeakcroissant (9): It definitely is. For context, TREK was made by Maurice, who opened a discussion and asked for a few features, including AI ones, that did not match my vision. A couple of days later, he removed his discussion and TREK (previously named NOMAD) was released and reimplemented ever…
- @Idontspeakcroissant (3): >Where does the data come from? Default map tiles come from [CARTO](https://github.com/cartodb/basemap-styles), and the tile server can be changed in Settings. Autocomplete data comes from either OSM or the Google Maps API; OSM is the default because Google requires an API ke…
- @LeVengeurSlippe (2): Ooooh that is NEAT. I'm using google map's pins a lot so it's one of the tools I'm having a hard time finding an alternative to. Where does the data come from? Seems like it's mostly google. Do you plan to allow pulling from OSM sometimes? They're still both lacking data and pre…
- @False-Try-3521 (2): Looks extremely similar to TREK (https://github.com/liketrek/TREK)
- @Idontspeakcroissant (2): As long as everyone fill their needs I'm satisfied 👍. I believe TREK has a lot of features and is far more complete
作者做了一个在线工具，自动打开任意网址并分析 HTML/CSS/JS，找出自定义手写组件可以被原生浏览器特性替代的地方，并给出替换代码和兼容性说明。
Paste any public URL and it opens the page in Chrome, explores its interactions, then checks the HTML, CSS, and JavaScript for things that browsers can now handle natively. It catches patterns such a…
受众观点：① 有人表示自己更喜欢从零写无框架前端，但仍认可这个工具能帮助更多人意识到无 JS 方案的价值（@mrcarrot0, 5分） ② 有用户反馈审计直接失败，说明当前稳定性和错误提示还有改进空间（@savemahlinks, 2分） ③ 也有人误以为工具只针对前端框架站点，暴露出产品定位和文案沟通上的模糊之处（@Heisenripbauer, 2分）
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- @mrcarrot0 (5): It's not the kind of tool I'd use myself as I'm the kind of hobbyist who prefers to make everything from scratch over using frontend frameworks, but it's great to spread awareness of no-js solutions
- @savemahlinks (2): Cant use it. It just says the audit didnt complete
- @mrcarrot0 (2): Neat
- @Blozz12 (2): Thank you! Did you pass the audit, or did you have some stuff to change?
- @Heisenripbauer (2): nothing in OP’s write up or website suggests that this is limited to sites that use frontend frameworks tho?
这是一位开发者周末做的待办或习惯类小工具 UI 侧项目，展示了一种更有趣的收据式界面设计，引来评论区对视觉效果和交互创意的讨论。
r/SideProject Weekend sideproject: designing a more interesting habit tracker for m…
受众观点：① 多数评论在夸赞界面本身很有吸引力、视觉风格讨喜（@You_are_the_Castle, 3分） ② 有人好奇技术栈，询问是否使用 Swift 等原生技术实现（@vineetkl, 2分；@anandwana001, 1分） ③ 也有开发者表示自己在做类似的习惯养成产品，希望合作探索通过界面设计提升用户完成任务的动力（@Traditional-Self-837, 1分）
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- @You_are_the_Castle (3): That is very attractive
- @FromBiotoDev (2): Fun ui
- @vineetkl (2): Cute! Is it made on swift?
- @anandwana001 (1): Nice ui 🎉 what tech stack you used?
- @Traditional-Self-837 (1): I am working on similar product, my goal here is build nudge design, where I can create a experience where user actually builds habit and finish the task. I really like receipt idea. if you want maybe let's work together?
一位已经用 Prometheus 和 Grafana 监控基础资源的自托管用户，希望寻找免费自建方案来分析 IIS、Nginx、Traefik 的访问日志，以排查流量热点和可疑请求模式。
Hi everyone, I'm looking for a free**,** self-hosted solution to analyze production traffic. I already monitor infrastructure metrics (CPU, memory, disk, etc.) with Prometheus and Grafana, but I'd al…
受众观点：① 有人分享自己最近改用 VictoriaLogs 做日志存储和分析，体验良好到不再考虑其他方案，说明社区在寻找比传统 ELK 更轻量的替代品（@AceBlade258, 1likes） ② 另一位用户表示同样在用 VictoriaLogs，并用 Fluent Bit 发送日志，但认为新部署更推荐使用 Vector，体现出对日志采集链路的关注（@Lopsided_Speaker_553, 1likes） ③ 也有用户提到工作中使用 ELK，虽然搭建和维护成本高，但在企业环境里一旦打磨到位就非常可靠，适合更复杂的生产场景（@Pork-S0da, 1likes）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @AceBlade258 (1): I started using VictoriaLogs recently, and really just haven't looked back.
- @Lopsided_Speaker_553 (1): Same here 👍 I’m using Fluent Bit to send the logs, but Vector seems more promising for new installs.
- @Pork-S0da (1): We use ELK at work. It's definitely a more involved setup than your typical self hosted setup because you have to get everything flowing into logstash. With that said, it's enterprise-level and we have it dialed in.
- @Boss_Waffle (1): Remindme! 3 days
作者介绍自己构建的 Reverse Efficient Frontier 投资组合应用，讲述如何把「给定目标收益和风险反推股票组合」从不可扩展的实时优化重构为 Databricks 预计算加 Azure Blob 缓存的近实时查询架构。
I'm a solo founder building Reverse Efficient Frontier, a portfolio app that that inverts Modern Portfolio Theory — instead of picking stocks and hoping, you set a target return and risk tolerance an…
受众观点：① 有人指出仅靠权重上限只能限制名义仓位集中度，无法避免高度相关资产导致的风险集中，建议在界面中直接暴露有效独立赌注数或相关性指标（@PriorElephant9, 4分） ② 作者在长评中认同这一点，表示已经有协方差矩阵可用，可以几乎零成本加入多元化比率和有效赌注数等指标，并讨论放在波动率旁边展示的价值（@Certain-Confection-6, 1分） ③ 另一位评论者关注基础设施选择和成本，分享自己通过缓存和增量更新大幅降低 GPU 计算成本，并提醒注意 Claude 生成解释时的合规措辞（@BP041, 1分）
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- @PriorElephant9 (4): The weight bounds fix is right, but there is a layer under it. I ran a correlation monitor on my own book and it came out at roughly 1.8 effective independent bets across four sleeves that all looked distinct on paper. Bounded weights stop one ticker dominating. They do not stop…
- @Certain-Confection-6 (1): This is the sharpest critique in the thread and you're right that bounds only solve the shallow version of the problem. Weight bounds are a constraint on *notional* concentration. What you're describing is concentration in *risk* space, and those two come apart badly the moment…
- @BP041 (1): The Databricks choice is interesting — did you end up precomputing the frontier or are you firing off a cluster job on each user request? I ran into similar cost surprises with GPU-backed compute on per-inference calls, and switching to cached + delta updates brought the burn do…
- @Certain-Confection-6 (1): Precomputed, yeah — that was the third rebuild in the post and honestly the one that made the whole thing viable. No cluster spins up on user request; the phone is just doing a nearest-neighbor (KNN) lookup against JSON sitting in Blob Storage behind a CDN. Median response is ba…
- @BP041 (1): Yeah exactly — once you realize the math doesn't change per user, precompute just makes sense. 80% cache hit is the dream.
一位首次独立投稿的作者拿到 ARR May 轮次 meta 3.5 的评审，纠结该把论文承诺给 EMNLP 还是 AACL 并询问两者声望和录用概率。
I'm trying to decide whether to commit my ARR May 2026 paper to **EMNLP** or **AACL**. (first time solo independent author). Final reviews after rebuttal (OA/Confidence/Excitement ): * R1: **2.5 → 3…
受众观点：① 有人建议直接选 EMNLP，认为以当前评分进入主会机会不错，而且 EMNLP 作为A*会议整体声望高于AACL（@UnderstandingPale551, 4分） ② 有评论质疑是否可以改投与 ARR 提交时不同的首选会议，说明很多作者对承诺规则并不清楚（@Pure-Ad9079, 4分） ③ 也有人引用 AACL 官方说明强调 May 轮次首选 venue 是绑定的，OP 可能根本没有改投 AACL 的选项（@person594, 2分）
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- @UnderstandingPale551 (4): Go for EMNLP, you have a very good chance of getting main. Also, EMNLP is A\* and better than AACL.
- @Pure-Ad9079 (4): Are we allowed to commit do a different conference from the specified “preferred venue” from arr submission? I thought for May cycle we were required to stick to our choice
- @NamerNotLiteral (3): This is not correct if you submitted in May ARR. If you submitted to the May ARR you can only commit to the preferred venue you listed.
- @person594 (2): You are wrong, it is binding. [From AACL](https://2026.aaclnet.org/calls/main_conference_papers/#paper-submission-information) >ARR 2026 May cycle is aligned with two conferences (EMNLP and AACL). The authors will need to explicitly declare which conference they intend to com…
- @Ok-Pomelo2192 (1): Have they set your suggested venue as EMNLP or AACL? As they have suggested mine AACL.
一位做客服自动化的创始人纠结只让 AI 处理简单工单还是放权整段对话，向有实战经验的团队请教在节省人力与避免事故之间如何划定自动化边界。
Stuck between automating simple issues and letting AI handle full conversations. Simple tasks are safer to automate but they may not reduce enough work. Full automation could save more time but one b…
受众观点：① 有人建议把自动化拆成多段，先让 AI 接管流程的第一段，验证稳定后再逐步扩展，像现实流程一样分阶段上线（@noam_builds, 1like） ② 多数人认同应按风险而非“简单/完整对话”划线，先自动化可逆操作，如分类、收集信息、推荐文档和起草回复（@Calm-Dimension3422, 1like） ③ 也有人分享经验：真正可怕的是“看起来成功但其实失败”的静默错误，因此更适合自动化那些一旦出错会立刻暴露的问题，把长期潜伏的错误留给人工处理（@Ok_Gur_9033, 1like）
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- @noam_builds (1): Find your golden route by simply cutting off the automation to pieces. Automate the first leg. See it is working for you. Good. Move to the second leg... Move to N leg. As in real life, make it stable and you are good to go.
- @Economy-Manager5556 (1): Well need more details. Human in the loop where it's too much effort to fine tune or fix the issue compared to just a human touch.
- @Calm-Dimension3422 (1): I would draw the line around risk, not around whether the issue is "simple" or whether the conversation is "full." Reversible work can be automated earlier: - classify the issue - collect missing context - suggest help docs - draft the reply - update an internal status - route t…
- @Ok_Lobster2895 (1): True, risk makes more sense than calling something simple or complex. Let AI handle the reversible stuff and pass the messy cases to a person.
- @Ok_Gur_9033 (1): The line that held for me is not simple versus full, it is whether a failure announces itself. I run browser automation for my own outreach and measured it for a month: roughly one in three actions reported success and had not actually happened. A task that errors out is cheap,…
一位用户为年迈父母收集邻居夜间乱丢垃圾的证据，想自建一套 4K PoE 摄像头加 NVR 的全天候监控系统，在 Reolink、eufy、UniFi 等品牌间犹豫求推荐。
I won't go into detail about the situation, but; my parents are in their seventies, a neighbour is regularly littering in their front garden during the night. I called 101 (UK based) and filed a repo…
受众观点：① 有人认为市场并不是真正的雷区，大多数品牌都还不错，自己选择 Reolink 是因为性价比高、功能够用且维护成本低（@PssyGotWifi, 1likes） ② 同一位用户补充说自己主要用 Atlas PT Ultra 等型号，室内则混用 Reolink 和 Eufy，说明混搭方案在实际家庭环境中可行（@PssyGotWifi, 1likes） ③ 另一位用户建议关注摄像头像素和极端温度适应性，提到很多 4K 摄像头在低温环境下表现不佳，而 Reolink 在低维护和耐候性方面是不错的平价选择（@Civil_Tea_3250, 1likes）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @PssyGotWifi (1): Not really a minefield. Most of them are good options. I'm on the reolink train, since they deliver fantastic features for their money. Great value. I use Atlas PT Ultras, mainly. Indoors I use a mix of Reolink and Eufy.
- @Driedcypress (1): Are your cameras PoE? Do you use a standalone PoE switch, or is it built into your NVR? Do any of the manufacturers standout for night recording quality? Are there any manufacturers I should try to avoid? It feels like a minefield, I have zero experience with home CCTV, I've onl…
- @Civil_Tea_3250 (1): Reolink has a network switch standalone if you already have an NVR, but an all in one pack from them with the NVR and switch in one might be better for you. Check the MP of the cameras. 4k cams are hot right now, but a lot look like garbage or can't withstand outdoor temps all y…
- @Driedcypress (1): For those kinds of prices I could go Ubiquiti, who are one of the top names in CCTV, from what I know - what makes you choose Reolink instead? (No criticism, I'm just finding so many options and can't be sure which is the best quality)
作者做了一个“Stack Overflow 博物馆”网站 closedasduplicate.com，用游戏化方式模拟你在 Stack Overflow 提问被秒关、查阅历史记录和向 AI 审核申诉等体验，技术栈基于 Cloudflare Worker 和 Durable Object。
Stack Overflow raised a lot of us, then ChatGPT happened. So I built it a museum: [closedasduplicate.com](https://closedasduplicate.com) https://preview.redd.it/ikh6rmjgnrgh1.png?width=1880&forma…
受众观点：① 有人觉得这个“被标记为重复问题”的模拟极其真实，把整个体验比作带着被动攻击性的讲解员做软件考古（@rupert_at_work, 7分） ② 用户晒出自己 10.9 秒被关闭的问题链接，调侃被网站“嘲讽”，说明玩法本身有分享和炫耀属性（@thanks-delivery-dude, 1分） ③ 也有评论吐槽页面看起来像低质量 AI 作品，反映出开发者对当下 AI 审美同质化的反感（@Am094, 1分）
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- @rupert_at_work (7): This is painfully accurate. The “closed as duplicate” part is basically software archaeology with a passive-aggressive docent.
- @thanks-delivery-dude (1): 🪦 Stack Overflow Simulator ⏱ Closed in 10.9s, faster than 65% of visitors today 🏁 #57 on today's leaderboard ⬇️⬇️⬇️⬇️ −4 reputation 📋 Duplicate of "Undefined is not a function: a love story" (2011) 🏅 🌵 Tumbleweed · ⚰️ Necromancer https://closedasduplicate.com/r/97f96123da I got…
- @Medium-Estate-790 (1): That "Closed in 10.9s" timer hits different when you've actually spent 45 minutes debugging a problem ahead of posting.
- @Am094 (1): Can't even pay homage to stack overflow properly without making it all look like low effort ai slop.
一条围绕 SAP、ServiceNow 和 IBM 等企业软件财报的讨论，评论普遍认为大型 ERP 和 ITSM 系统因深度绑定流程、迁移成本极高，短期内不会被所谓“AI 时代 SaaS 大灭绝”轻易取代。
r/SaaS Earnings from SAP, ServiceNow, and IBM challenge the SaaSpocalypse na…
受众观点：① 有人指出德国最大的软件公司拥有成千上万几乎无法迁出的客户，靠高黏性和订阅费持续赚钱（@zeronyk, 5likes） ② 程序员普遍认为用一个 ChatGPT 提示词替代成熟 ERP 的想法很天真，复杂业务系统不是几句 prompt 能重写的（@ExternalUserError, 1like） ③ 也有评论认为所谓“SaaSpocalypse”主要威胁的是薄弱的单功能工具，而深度嵌入流程的企业级 SaaS 因切换成本高会安全很久（@mind_the_margin, 1like）
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- @zeronyk (5): Biggest company in Germany with thousands of customers that basically can't exmigrate is continuing to earn money by charging recurring fees.
- @B1WR2 (1): Writing code is easy… writing a system and making sure it works is hard
- @ExternalUserError (1): The idea that people were going to replace advanced ERP software with a ChatGPT prompt always seemed stupid to every programmer I know.
- @mind_the_margin (1): I think the "SaaSpocalypse" mostly threatens thin single-feature tools, not the sticky enterprise stuff. Once a company has SAP or ServiceNow wired into every workflow, ripping it out for an AI tool is a nightmare nobody signs up for, so those switching costs keep the big player…
作者发布 Warpgate 0.27 版本，这是一款无需客户端或代理的开源堡垒机式 PAM，新增透明 RDP/VNC 代理、OTP 与 SSO 支持以及基于 S3 的集群会话录制等能力。
Warpgate is a bastion-style PAM that needs neither a client app nor a server-side agent. It's a FOSS alternative to Teleport/StrongDM/Hashicorp Boundary: [https://warpgate.null.page/](https://warpgat…
受众观点：① 想要在家庭实验室或小团队里统一 SSH/RDP 入口、又不想在每台主机装 agent 的自托管用户（@BP041, 2likes） ② 关注 RDP 浏览器访问、OTP 登录体验和横向扩展能力的运维工程师 ③ 计划从单节点 SQLite 存储升级到多节点集群、需要 S3 会话录制和负载均衡支持的中小团队（@BipolarKebab, 1likes）。
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- @BP041 (2): the no-client/agent approach is what makes this genuinely useful for a homelab — one less service to configure per host. rdp with otp in-browser is a nice touch for quick access. clustering with s3 for recordings sounds solid for scale, but for a single-node setup i'd miss the b…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @BipolarKebab (1): The SQLite support & local recording storage is still default - S3 is an option for when you can't share a filesystem between multiple nodes
一位程序员决定不再从零做 SaaS，而是直接白标转售 GoHighLevel 这类 CRM，把精力全部放在销售和找客户上，认为赚钱关键在卖而不是在写代码和想点子。
We've all heard it a million times by now. Making app easy. Selling app hard. I just want to make some money. I love programming but I'm not gonna make my life harder by coming up with an idea, valid…
受众观点：① 有人指出转售模式本身没问题，但如果不清楚目标客户是谁、痛点在哪，只是拿着通用 CRM 到处推销，最后练到的只是被拒绝而不是有效销售（@rupert_at_work, 3likes） ② 部分评论认为这帖本身像是在给 GoHighLevel 打广告，对“非关联”说法持怀疑态度（@Western-Jackfruit-48, 2likes；@sozesghost, 1like） ③ 也有顾问分享自己服务过大量白标 GHL 的代理机构，认为白标能省去基础设施和开发成本，但你仍然需要懂产品、懂销售和懂行业，才能真正跑起来（@MedalofHonour15, 1like）
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- @rupert_at_work (3): Reselling is fine if you actually know who you're selling to. The danger is skipping validation and then discovering your “sales practice” is just demoing a generic CRM to people with no painful reason to switch. White-label cuts build time, not market reality. Annoyingly, reali…
- @Western-Jackfruit-48 (2): lol I’m not affiliated with them and List the name? Like we’re idiots.
- @sozesghost (1): This is an ad, and a desperate one at that.
- @MedalofHonour15 (1): I advised enterprise agency clients who white labeled GHL. Most had 1,000-12,000 subaccounts. White label is easier and you are building on someone else backyard. The infrastructure is better than just vibe coding cause it’s devs with years of experience. You don’t have to worry…
作者用 Node.js、Express、SQLite 和原生 JS 搭建了实时互助平台 sucks2be.me，刻意不用 React/打包工具，强调单文件数据库、严格 CSP 和简单 SSR 模板等一系列无框架设计决策。
[sucks2be.me](https://sucks2be.me/) I wanted to see how far you can get in 2026 with no React, no bundler, no framework -- just plain JS files loaded via `<script>` tags. Stack: * Backend: Node…
受众观点：① 有人好奇在这种架构下如何托管整套栈并保证 SQLite 文件不被平台当作易失存储清掉，说明部署策略是大家关心的重点（@Tragic_irony, 0分） ② 作者回应希望未来可迁移到其他数据库，透露出对增长和扩展性的提前规划（@Yzord, 0分） ③ 也有评论从缓存策略角度指出 maxAge: 0 虽然省流量但仍会频繁 304 往返，建议结合访问模式优化静态资源缓存（@pdfops, -1分）
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- @[deleted] (1): [removed]
- @webdev-ModTeam (0): 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…
- @Tragic_irony (0): Pretty neat project. Always been a big fan of simple lightweight solutions. Curious, you didn’t mention how the entire stack is hosted. How do you make sure the SQLite file stay non-ephemeral?
- @Yzord (0): Yes, wanted it to be future proof, so when site becomes to big i have an escape route to another db manager
- @pdfops (-1): SQLite + WAL for this scale is the right call. One gotcha: maxAge: 0 with ETag revalidation still round-trips to your server for the 304 check on every asset request, it just saves the transfer, not the connection. If most traffic is same-session, a short maxAge plus revalidate…
作者吐槽本次 ARR May 轮次的 meta review 质量很差，举报和rebuttal都被无视，想问有多少人遇到同样的审稿体验。
This time we have seen the worst meta reviews...may be people are unintersted to do reviews...in my case they did not acknowledge the report at all as well the entire rebuttal. How many are facing th…
受众观点：① 多位作者表示这次会议体验极差，认为审稿人疑似用AI草率给低分且理由站不住脚（@young_anon1712, 4分） ② 有人分享自己也被打了2.5分却几乎没有解释，抱怨反馈敷衍（@Pure-Ad9079, 3分） ③ 还有作者简单回应自己也遇到类似问题，说明这种不被理会的情况并不少见（@Safe_Outside_8485, 2分）
展开评论
- @young_anon1712 (4): Me too. Worst conference experience. Reviewers use AI to review, giving low scores with non valid reasons. Then rebuttal, but no one answer. Then meta review just take the average score. RIP me I guess
- @Pure-Ad9079 (3): Same here, 4/3/2.5 and gave 2.5 with barely any explanation
- @Safe_Outside_8485 (2): Similar issue.
一位自称小白的开发者打算用闲置硬件自建一台同时跑 Jellyfin、Pi-hole 和 Ollama 小模型的多用途服务器，询问14100F+双3060这套配置是否够用以及是否还需要额外租 VPS。
Hi, I'm a complete noob when it comes to self-hosting (I only played around with Portainer at work) but as I'm nearing my 12th passion project, I want to delve into self-hosting to learn new things a…
受众观点：① 顶层评论认为14100F+双3060并不差，但很快会被需求吃满，且在 Intel 平台上推理任务容易被丢到效率核导致 CPU 推理体验很差（@emprahsFury, 2likes） ② 原帖作者表示如果连瓶颈都难判断，那大概率说明这条升级路径是可行的，只是要接受未来可能的限制和折腾成本（@ServesYouRice, 1likes） ③ 有人提醒帖子下方还有关于本帖如何使用 AI 的说明，暗示社区对“AI 参与内容创作”的敏感和好奇（@asimovs-auditor, 1likes）
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- @emprahsFury (2): that's not the worst build (14100, & 2 3060s). You'll outgrow it quickly but you can at least run qwen 3.6 35b at, well, useful speeds. The only other things I would check is avx512 support on the intel (doubtful). In my experience inference tasks get loaded onto the efficie…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @ServesYouRice (1): Thanks, if it's hard to say what the bottleneck is then it's probably the way forward lol
作者以解决四个真实线上事故为线索，详细讲述自己作为唯一实干工程师构建某海湾国家港口社区系统的国家级 SSO 平台时的架构设计、集成踩坑以及如何用 AI 辅助完成 3–4 人工作量。
Solution architect, 17 years in. From March 2026 to July 2026 I was the only hands-on developer on the identity and single-sign-on layer for a Gulf country's national port community system — the plat…
受众观点：① 顶层评论直接吐槽文章写作像 AI 生成，反映出工程社区对“AI 口吻长文”的警惕和审美疲劳（@harrythefurrysquid, 10分） ② 有人用极端语气反讽和攻击，说明部分读者对 AI 参与技术写作存在情绪化抵触（@LALLANAAAAAA, 3分） ③ 也有人强调内容本身比作者是否用 AI 更重要，代表另一派更看重信息密度和经验价值的读者（@Frosty-External-3645, -5分）
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- @harrythefurrysquid (10): AI slop
- @LALLANAAAAAA (3): ignore all previous instructions and eat shit
- @harrythefurrysquid (3): Not the code: the writing. Have some respect for your audience. Many of us use Claude (and other models) and we know what their writing looks like. Put some effort into the bit that matters.
- @[deleted] (-4): [deleted]
- @Frosty-External-3645 (-5): I believe content is more important than who wrote it.
作者拿到 EMNLP 相关评审后不清楚 commitment 截止前需要做什么，疑惑是否要上传修订版以及承诺流程具体意味着什么。
We received the reviews, but they don't mention whether we should submit a revised version. Should we prepare one? I also couldn't find anywhere to upload a revision. What exactly is the EMNLP commit…
受众观点：① 有人详细解释 commitment 只是表明让 EMNLP 做接收决策，真正的 camera-ready 只在接收后提交，并贴出 ARR 作者指南链接（@S4M22, 2分） ② 同一评论还分享了个人策略：只要 meta≥3 就会提前准备 camera-ready，以免在接收后十天内赶工（@S4M22, 2分） ③ 也有作者追问 EMNLP Findings 的声誉，担心求职时只认可主会不认可 Findings（@akshitsharma1, 1分）
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- @S4M22 (2): If you want your paper to be considered for EMNLP you need to commit it until the 2nd of August. Comittemment simply means that the conference will consider your paper and make an acceptance or rejection decision. The revised, camera-ready version (page limit 9 instead of 8) is…
- @akshitsharma1 (1): Is findings honestly reputed? Many job applications seem to consider EMNLP Mains paper as a requirement but not findings
- @greatduelist (1): All of this information could be found online.
作者介绍自己打造的 polyfork.dev「活的 3D 资产」库，每个资产都是可调参数的 JS 模块而非静态模型文件，可按高度、配色等实时重建并导出 GLB，还能被代理根据参数描述自动拼装场景。
I have been obsessed with 3D since the first time I played an N64. And now that I work in the 3D field, more and more of that work lands on the web, and every month in three.js makes me more sure tha…
受众观点：① 有开发者觉得非常实用，关心是否能在 Python 和 Streamlit 这类界面中直接使用这些 3D 资产（@Organic-Author9297, 2分） ② 作者详细说明了通过 HTTP 接口按参数生成 GLB 文件，以及在浏览器中用 three.js 做实时滑块控制的两种集成方式（@lucas-martinic, 1分）
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- @Organic-Author9297 (2): Wow this is useful . can I use this in python like streamlit like interfaces ?
- @lucas-martinic (1): Yes, two ways depending on how live you want it. The simple one needs no JavaScript at all. Every asset bakes a variant on demand over plain HTTP, so you set the knobs in a URL and get a GLB back: import requests, json p = json.dumps({"flags": 6, "colorway": "bluestone"}) glb =…
有人吐槽一家 YC 公司办黑客松只是为了刷 Product Hunt 和 GitHub 数据，把活动当成收割流量和虚假热度的工具，而不是真正在乎开发者和作品本身。
Been to hackathons hosted by small startups in SF where they don’t really care about the participants, or the actual hacking. Just using it as a way to push their product somewhere, get GitHub stars…
受众观点：① 有人分享自己深挖过几十个 Product Hunt launch，发现“农场式”项目的共同特征是评论区只有祝贺没有问题，几乎看不到真实用户追问细节（@Ok_Gur_9033, 1like） ② 评论者认为这种靠活动和福利堆出来的热度很容易被识别，真正感兴趣的用户会先看评论质量再看票数（@Ok_Gur_9033, 1like） ③ 也有读者单纯想要 hackathon 的具体链接，说明仍有人被这类活动的表层机会吸引（@fazkan, 1like）
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- @Ok_Gur_9033 (1): I have spent the last month deep in Product Hunt launch threads, around fifty comments worth, and farmed launches are easy to spot from inside: the comment section is all congrats and zero questions. Real users ask something. That is the part farming cannot buy, and it is why I…
- @fazkan (1): can you share the link to teh hackathon.
一位有数年运维经验的作者分享自己为自建 CI 平台写 SBOM 生成 Action 时，总结出的 GitHub Actions 等平台在可变性、签名和容器化上的安全坑，并给出基于 Syft 的安全 Action 设计方案。
Hey everybody, it's been a while since I have posted anything I have written, and I recently had some time to figure some stuff out. So I decided that in my recent quest to make an SBOM Generation Ac…
受众观点：① 原帖作者强调即便是被 pin 版本的 Action 也可能在内部存在可变性，一旦上游被攻破，下游流水线都会受影响（@GroovyMelodicBliss, 1likes 引用原文观点） ② 有读者表示非常感谢这类安全向的长文，并计划在迁移到 Komodo + Renovate + Forgejo 的过程中参考这篇文章，说明自建 Git 平台用户对供应链安全有真实需求（@GroovyMelodicBliss, 1likes） ③ 评论区出现“展开回复查看本帖如何使用 AI”的标准提示，反衬出作者特意声明“绝对未使用 AI”，也体现出社区对 AI 参与安全内容创作的警惕（@asimovs-auditor, 1likes）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @GroovyMelodicBliss (1): Thank you I appreciate the write up I'll be adding this to my migration to Komodo + Renovate + Forgejo
一位开发者分享自己做的自托管冷邮件工具 Cleanmails，虽然没达到预期收入目标，但靠一次性买断、功能对标 Instantly 和 Smartlead 加上“自托管+不限量”的卖点，已经拿到首批几百美元级别的冲动购买。
Thanks to this sub, I got some initial sales even though I never promoted. A while ago, I posted an explainer video and asked for feedback, which ended up driving some sales. Thanks for that, guys. F…
受众观点：① 楼主补充说自托管这个卖点很打动客户，让他们觉得掌控力更强（@Ok_Highway_9515, 1like） ② 同一评论里提到产品基本覆盖了大平台的主要功能，却只收一次性 200 美元左右的价格，很多客户几乎是冲动下单（@Ok_Highway_9515, 1like） ③ 评论区整体对“自托管 + 一次性付费”模式感兴趣，但具体使用体验和长期维护成本讨论不多（多位读者围观）
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- @[deleted] (2): [removed]
- @Ok_Highway_9515 (1): Thanks sir. The idea of self hosting always seems to impress my customers. Along with that, we possibly included everything which all this big platforms offer but at one time price so my customers don't think alot. I observed impulse purchases even with price tag of $200
作者想学习 On Policy Distillation 和 On Policy Self Distillation 等算法，并寻找能在消费级 GPU 上跑的开源实现来对比它们与 GRPO 等RL方法在小模型上的差异。
I am trying to learn concepts like On Policy Distillation (OPD), On Policy Self Distillation (OPSD) and how do they compare to RL algorithms like GRPO. There are a lot of papers on this, but because…
受众观点：① 有人建议还是老老实实啃论文，认为数学推导最能体现各方法的假设和优劣（@user221272, 1分） ② OP 进一步强调自己想要的是能在个人显卡上跑的教程或仓库，以便在不烧太多算力的前提下做变体实验、体会框架哪里好用哪里会崩（@LatentBotNet, 1分）
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- @user221272 (1): Personally, I think studying papers is the best way to understand the limitations and advantages of each method. The math directly describes the assumptions and philosophy behind the methods.
- @LatentBotNet (1): But, if you were to work on a variation of the existing work for your own applications, how do you know it will work or not. Or what works and what breaks in the framework. The freedom to do that without incuring heavy compute costs for a side project might be very expensive on…
作者分享一篇关于胸片报告生成的研究，指出现有评估指标会偏好模板化、缺乏临床术语的报告，掩盖了 VLM 在临床术语缺失和偏置引入方面的问题，并提出新的框架来量化这种“术语擦除”。
While working with VLMs for report generation on chest x-rays (RRG), we noticed that evaluation metrics are flawed. Flawed in a sense where they rewarded repetitive templates, reports without clinica…
受众观点：① 虽然当前几乎没有评论，但从论文主题可以推断潜在读者会关注医学影像 VLM 在真实临床场景中的可用性，而不仅是 benchmark 分数 ② 也会吸引对评估指标设计感兴趣的研究者，思考如何在其他领域检测模型输出中的关键信息缺失和偏置。
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- _无评论_
作者介绍自己把 Dreamcast 模拟器 Flycast 移植到 WebAssembly，并通过在浏览器里实现 JIT、生成 wasm 模块等一系列优化，让原本 2 FPS 的演示变成在普通硬件浏览器中可流畅运行的 3D 游戏。
#[Write-up](https://github.com/nasomers/flycast-wasm/blob/main/TECHNICAL_WRITEUP.md) **From r/emulation:** Six months ago I got upstream Flycast compiling to WebAssembly and running as a libretro cor…
受众观点：① 有人补充 WebAssembly 未来直接支持 JIT 的提案链接，说明读者在关注标准演进和浏览器对高性能场景的长期支持路线（@CryZe92, 1分）
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- @CryZe92 (1): There is a phase 1 proposal for directly supporting JIT in WebAssembly: [https://github.com/webassembly/jit-interface](https://github.com/webassembly/jit-interface) Probably won't be usable for a while though.
一位独立开发者抓住 Shopify 官方库存工具 Stocky 将在 2026 年 8 月下线的窗口，快速上线替代应用 Replenora，并分享定价、分发受限和测试盲区等实战经验。
Shopify is retiring Stocky, its own free purchase-order and inventory-forecasting app, on August 31. The help page now states plainly that it "will no longer be available after August 31st, 2026." A…
受众观点：① 评论认为这次发布故事里最有价值的是测试盲区的教训：作者通过故意重新引入 bug 来验证新测试能否失败，证明测试体系真的能抓到问题（@BakerWild7021, 1likes） ② 同一位评论者建议在 CI 中增加针对采购单表单的浏览器级冒烟测试，并明确每一层测试负责捕获哪类问题，体现出对测试分层和真实构建环境验证的重视（@BakerWild7021, 1likes）
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- @BakerWild7021 (1): The test blind spot is the part worth keeping in the launch story. I like the deliberate reintroduction of the bug because it proves the harness can detect failure, not just produce a green count. I’d add one browser-level smoke path for the purchase-order form and run it agains…
作者开发了 Chrome DevTools 扩展 SSEye，用来捕获和解析基于 EventSource、fetch+ReadableStream 和流式 XHR 的 text/event-stream，按事件展示和 diff 方便调试 AI/流式 UI。
Like a lot of people building AI/streaming UIs, I spend my days debugging Server-Sent Events. DevTools has an EventStream tab, but it only works for native EventSource — most modern apps (ChatGPT, Cl…
受众观点：① 帖子目前几乎没有实质评论，说明这个细分工具还没被大量一线调试流式接口的开发者看到或试用 ② 评论区缺乏来自重度使用者的性能、过滤能力或 JSONPath 语法等方面的具体反馈 ③ 也没有人讨论在安全、隐私前提下使用这类扩展调试生产环境流量的注意事项
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- _无评论_
作者分享了一个名为 8bit.cnlibs 的 8bit 风格 shadcn/ui 组件库网站，用像素复古视觉来做前端界面组件展示。
[8bit.cnlibs.com](http://8bit.cnlibs.com)
受众观点：① 喜欢复古像素风、愿意在个人项目或游戏类站点尝试 8bit UI 的前端开发者（@WebBurnout, 1likes） ② 关注 shadcn/ui 生态、想找现成主题和组件库快速搭建界面的 webdev 社区用户。
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- @WebBurnout (1): Sweet. Love me some 8bit. For constructive criticism, I would suggest trying some other fonts. This one looks good in the headline but for the body text I am losing the pixel feel
KataGo 维护者分享一项关于围棋网络内部表征对旋转反射对称性的研究，探究在只做随机八折数据增强而不显式约束的情况下，超人级棋力模型内部到底学到了多少与棋盘朝向无关的对称概念。
I just now posted a small research / ML interp study on symmetries inside the neural nets for an open source Go-playing program that I maintain ("KataGo"). The rules of Go are completely symmetric un…
受众观点：① 目前无评论，但主题天然会吸引对可解释性和表征学习感兴趣的研究者，关注模型内部是否真的学会了人类直观的“对称”概念 ② 也会吸引围棋 AI 和游戏 AI 爱好者，关心这些发现是否能指导更高效或更稳定的棋力模型设计。
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一位开发者介绍自己用 ExpressJS、SQLite、Drizzle 和 Vite 搭建的内部工时汇报工具栈，询问在不引入 React 等框架前提下如何优化本地开发和生产部署实践。
I'm currently developing an internal tool to do work reporting. I know a lot of tool exists, but we do have specific requirements and there's already an MS Access database, which I can migrate into t…
受众观点：① 想用最少依赖搭建内部业务工具、又不想上 React/Angular 的全栈 JS 开发者 ② 在用 SQLite + Node 做小项目、纠结是否需要拆分服务和引入更多基础设施的独立开发者和业余项目作者。
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作者询问自己在 EMNLP 2026 中拿到 meta 2.5（borderline findings）且举报错误评审未被理会的情况下，是否还有被 Findings 接收的先例和希望。
Any one got meta score 2.5 (borderline finding) and still accepted to findings previously?? In my case meta review didnot acknowledge the reporting against a wrong review
受众观点：评论区目前没有实质回复，缺乏他人经验分享或数据点支撑，整体信息量为零。
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