marclou 回顾自己十年间独立打造 36 个创业项目、累计营收 300 万美元的经历，分享高毛利、全自筹和从失败到找到榜样的心路。
Today is a special day for me. I've made $3M with my 36 startups. Solo. 85% margin. Bootstrapped. It took 10 years, and I loved every second of it. After failing as an entrepreneur for 5 years, I got… ① 作者补充说明收入构成和与合作者分成细节，很多人关心真实毛利和不同渠道的贡献（@marclou, 97likes） ② 评论里老粉回顾他一路走来，强调他对其他独立创作者的长期激励作用和健康生活方式（@johnrush, 35likes） ③ 合作伙伴和其他创作者在评论中表达祝贺和共鸣，把这当成独立开发者也能长期积累的成功样板（@jackfriks, 29likes；@DmytroKrasun, 17likes）
marclou 回顾自己十年间独立打造 36 个创业项目、累计营收 300 万美元的经历，分享高毛利、全自筹和从失败到找到榜样的心路。
① 作者补充说明收入构成和与合作者分成细节，很多人关心真实毛利和不同渠道的贡献（@marclou, 97likes） ② 评论里老粉回顾他一路走来，强调他对其他独立创作者的长期激励作用和健康生活方式（@johnrush, 35likes） ③ 合作伙伴和其他创作者在评论中表达祝贺和共鸣，把这当成独立开发者也能长期积累的成功样板（@jackfriks, 29likes；@DmytroKrasun, 17likes）
Gamers Nexus 报道 LG 智能电视被发现常开多路麦克风、上传明文语音转录并扫描家庭网络设备和应用使用情况，引发 HN 对物联网隐私和家庭网络隔离的强烈担忧。
① 用户对电视常开麦克风、上传明文转录和扫描局域网设备信息感到极度不安（@mitxela, @oceansky） ② 质疑这种行为在欧盟是否违反多项隐私法规，担心监管缺位（@bspammer） ③ 讨论 LG 是否在其他家电上也做类似数据收集，并分享通过 VLAN 隔离娱乐设备、赞赏 Gamers Nexus 深度调查的做法（@BLKNSLVR, @ChrisArchitect）
一位开发者在 HN 提问如何管理和演进 AI agent 的技能文件，讨论集中在用文档、仓库和包管理器来维护 Claude 等代理的自定义技能生态。
① 认为模型能力最终会吞掉技能系统，但也看到当前自定义技能在注入内部知识上的优势（@serf） ② 分享用 docs/ 目录和 ADR 文档帮助 AI 理解系统结构的实践（@moomoo11） ③ 介绍用私有 Git 仓库和 vercel-labs/skills、withastro/rosie 等包管理器来管理社区技能和更新的做法（@osr00）
独立开发者 Marc Lou 公布自己在 10 年里通过 36 个完全自筹、85% 利润率的项目累计赚到 300 万美元，引发 indie maker 圈多位头部创作者转发和大量开发者分享被其启发后开始在互联网上赚钱的故事
独立开发者 Marc Lou 公布自己在 10 年里通过 36 个完全自筹、85% 利润率的项目累计赚到 300 万美元，引发 indie maker 圈多位头部创作者转发和大量开发者分享被其启发后开始在互联网上赚钱的故事。
受众观点：评论区最集中的关注点有两类：一是对 Marc 个人里程碑的祝贺与长期陪跑者视角，二是被其公开分享激励后，自己也开始在互联网上赚钱的连锁效应。
thdxr 分享给程序员的创业忠告，强调写代码的人在产品、市场等非技术直觉上往往完全相反，需要先认清自己思维偏差和被当成聪明人的心理包袱。
if you are a programmer and you'd like to start a company it is helpful to internalize two big weaknesses you have 1. your instincts for anything outside programming are terrible. everything you beli…
受众观点：① 很多程序员在评论里表示从未被当成聪明人，对第二点没有共鸣，更关注身份认同感的问题（@jetpackjoe_, 88likes） ② 有人建议少听外界意见、靠长期实践自己摸索什么有效，强调经验胜过道理（@SSShken, 23likes） ③ 多位读者追问作者有哪些本能判断后来被证明是100%反着的，期待具体反例和故事（@yjgoh28, 13likes；@isaacvando, 9likes）
展开评论
- @jetpackjoe_ (88): @thdxr i've never been treated like the smart one in my life
- @SSShken (23): I think you should just ignore everyone else and do what you do and what feels right. There are so many opinions and so many different perspectives out there that if you listen to them all, you’ll get lost in your own thoughts. So just keep doing what you’re doing, and in time,…
- @yjgoh28 (13): @thdxr what are some example that were 100% backward for you dax?
- @isaacvando (9): @thdxr Do you have any common examples of programmer instincts being wrong?
- @BernoulliOther (9): @thdxr I don't relate to number 2 so number 1 doesn't apply. I'm gonna crush it.
marclou 回顾自己十年间独立打造 36 个创业项目、累计营收 300 万美元的经历，分享高毛利、全自筹和从失败到找到榜样的心路。
Today is a special day for me. I've made $3M with my 36 startups. Solo. 85% margin. Bootstrapped. It took 10 years, and I loved every second of it. After failing as an entrepreneur for 5 years, I got…
受众观点：① 作者补充说明收入构成和与合作者分成细节，很多人关心真实毛利和不同渠道的贡献（@marclou, 97likes） ② 评论里老粉回顾他一路走来，强调他对其他独立创作者的长期激励作用和健康生活方式（@johnrush, 35likes） ③ 合作伙伴和其他创作者在评论中表达祝贺和共鸣，把这当成独立开发者也能长期积累的成功样板（@jackfriks, 29likes；@DmytroKrasun, 17likes）
展开评论
- @marclou (97): 50% of the Ship Or Die revenue is @jackfriks's It's my only non-solo project. The revenue for the others is synced with @stripe. It doesn't include Escrow payouts, X, YouTube, and PayPal, so the actual amount is closer to $3.2M.
- @marclou (36): @levelsio The chart and all my startups: https://t.co/XTJFkvCaeG
- @johnrush (35): @marclou @levelsio Marc, I've watched your journey from the start & told friends this dude will make it, and you did. You've inspired thousands of other makers to live life on their own terms too, without sacrificing your health and soul. Also, you're the nicest successful p…
- @jackfriks (29): @marclou @levelsio i am your cheerleader for life boss CONGRATUFUGGINGLATIONS♥️ hope i can see you again soon
- @DmytroKrasun (17): @marclou @levelsio Inspiring and thanks for being open all these years. Congratulations!
levelsio 在祝贺同行的同时，回顾自己当年受多位独立开发前辈启发赚钱上网的经历，强调独立创作者之间的滚雪球式代际传承。
Congrats!!! And it's great to see this perpetual ☃️ snowball happening Back in 2013, I was inspired by @patio11 @yongfook @johnonolan @jenniferdewalt @sivers @Shpigford @dhh @jasonfried and they made…
受众观点：① 作者强调自己当年也是被一批前辈启发，说明独立开发圈存在清晰的代际传承链条（@levelsio, 贴文本身语境） ② 评论里有人说跟着这些账号学习后也开始做产品，把他们当作进入这个世界的指南（@_sslinNn, 2likes） ③ 多位读者在评论中表示已关注所有被提到的创作者，把这群人视为持续灵感来源（@coldmaax, 2likes；@onlinedopamine, 2likes）
展开评论
- @marclou (51): With pro sports, there can be only 1 winner. But for us, everybody can win imho. Of course, not everybody will make a multi-million-dollar business but $10K/mo is achievable for most i think. The 3rd (?) generation of indies who started after seeing your tweets like @martindonad…
- @onlinedopamine (2): @levelsio @Shpigford @patio11 @yongfook @JohnONolan @JenniferDewalt @sivers @dhh @jasonfried Thanks for the inspo broski ❤️🙏🏼
- @_sslinNn (2): @levelsio @patio11 @yongfook @JohnONolan @JenniferDewalt @sivers @Shpigford @dhh @jasonfried @Marclou and his videos became my guide to this world, thank you, Mark! @Robj3d3 and his vibe became an inspiration to continue and not stop, thank you, Rob!
- @coldmaax (2): @levelsio @patio11 @yongfook @JohnONolan @JenniferDewalt @sivers @Shpigford @dhh @jasonfried Wow thanks, followed them all. You guys cool 🔥
- @samongaro_ (1): @levelsio @patio11 @yongfook @JohnONolan @JenniferDewalt @sivers @Shpigford @dhh @jasonfried You are all the 🐐! A fount of inspiration for all of us!
willcb 感慨现在太多人在做“前 AGI 时代”的公司，而不是假设 AGI 已经存在后的“后 AGI 公司”模式。
way too many people are building pre-agi companies rather than post-agi companies
受众观点：① 被这句话点醒、开始追问“什么算 Post AGI 公司”的创业者和从业者（@woodchipdaddy, 7likes） ② 拿具体项目如 @TheProxyCompany 来举例，试图说明已有公司在按 post-agi 逻辑设计业务（@jckwind, 3likes） ③ 顺着“post-agi”联想到更极端的 post human 场景，对长期社会和伦理影响感兴趣的人（@TheGooseInvests, 1likes）
展开评论
- @osoleve (32): @willcb and effectively none building post-malone companies
- @woodchipdaddy (7): @willcb What is a Post AGI company?
- @jckwind (3): @willcb @AndrewCurran_ I’ve always said @TheProxyCompany is a post-agi company
- @PositivFuturist (3): @willcb @neurofoo Like a robot brothel?
- @TheGooseInvests (1): @willcb Well the post AGI companies are going to become post human companies relatively quickly
scaling01 吐槽自己多次用 Astra 把 Pro 配额烧光，却完全感受不到 AGI，认为模型缺乏主见和品味，只会机械执行导致浪费时间和算力。
after having burnt twice through my Pro limits using Astra exclusively, I can say that I don't feel the AGI the biggest issue is that its still not opinionated and lacks taste. it doesn't really know…
受众观点：① 关注 Astra 实际能力、想知道和 AGI 之间差距的开发者和研究员（@scaling01, 67likes） ② 认为 Astra 在“品味”和输出质量上已经优于其他模型、期待 taste 成为新竞争点的用户（@DeepBhaleraoX, 5likes） ③ 关心 Astra 训练规模和 10T 教师模型细节、从算力和蒸馏角度评估模型上限的人（@chocobo2837, 3likes）
展开评论
- @scaling01 (67): actually make it 5-7T 8T already seems too generous
- @macintogdev (12): @scaling01 Big agree. Some of this seems to be its reaction to instructions. I’ve found more vanilla setups to make it tend to open up a bit more. The system prompt is probably at fault too. I think the more inputs it thinks it understands, the more it collapses possible respons…
- @DeepBhaleraoX (5): it has wayyyyy better taste than anything else - closest dude is fable 5.1 , i think it will always be like this , improving towards great taste and it will always be judged based upon various own judgements, astra's and fable's taste is already seeming like it is better than mo…
- @chocobo2837 (3): @scaling01 The 10T is probably the teacher model, distilled to make something that can run inference without being god awful slow and without eating up all the research GPUs
- @DXhusni (2): @scaling01 Astra is an ok model, not a big step up like Sol was. Blindfolded, I wouldn't tell the difference.
mattpocock 提出"战术编程已死、战略编程更重要"的观点，暗示在 AI 时代写具体代码不如专注抽象问题和系统设计。
Tactical programming is dead Strategic programming has never been more vital
受众观点：① 有人提到长期用状态机思维后更关注问题本身而不是代码细节，认同战略层面建模的重要性（@DavidKPiano, 7likes） ② 也有人认为各种编程都会被"一发式编程"取代，主张不要再为当下的具体技术投入太多时间（@alex98075wa, 1like） ③ 部分评论质疑这类口号式说法过于空泛，期待更具体的解释和例子（@ThisIsJackEvans, 1like；@MrOnyszko, 0likes）
展开评论
- @DavidKPiano (7): @mattpocockuk Years of thinking in state machines made me care much more about the problem than the code 💯
- @alex98075wa (1): @mattpocockuk Tactical/strategic what ever kind of Programming is dead. One shot programming will come very soon. Trust me. Don't invest your time todays problem. Build the future.
- @udohjeremiah_ (1): @mattpocockuk https://t.co/tY0h2nSMUz
- @ThisIsJackEvans (1): @mattpocockuk Bros just saying words
- @MrOnyszko (0): @mattpocockuk TP is dying slowly but alive. Bad tactical programming breaks strategic programming overtime. LLMs aren't good at all languages and platforms, they are bad at android and flutter right now, but useful. Hopefully they will train them better.
scaling01 引用 OpenAI 声称实现“自动化研究实习生”的说法，用一句 WHAT 表达对这一 AGI 式宣传的震惊和质疑。
"OpenAI achieved a goal of an automated research intern" WHAT?
受众观点：① 关注 OpenAI 进展、从媒体报道中第一次看到“自动化研究实习生”目标被提前完成的读者（@deredleritt3r, 20likes） ② 觉得时代疯狂、对这种能力跃迁既兴奋又不安的围观者（@BorisMPower, 9likes） ③ 质疑宣传，强调真正的实习生价值在于被纠偏、被指导的那部分，而不是机械执行的人（@suqitah, 3likes）
展开评论
- @deredleritt3r (20): @scaling01 This was first confirmed in the Time article. https://t.co/dtENggJ6Ic
- @BorisMPower (9): @scaling01 Wild times
- @suqitah (3): @scaling01 cool claim, show it picking a wrong direction and getting redirected mid task, that's the part interns actually do
- @TheWhiteTower16 (3): @scaling01 their goal was september 2026, they got it in july ahead of schedule
- @B19850105 (2): @scaling01 PIGEONS WERE USED IN WWII TO GUIDE MISSILES WITH THEIR BEAKS. THIS IS NOT IMPRESSIVE. https://t.co/JrlgNLia21
rauchg 提出 Linux 在桌面、移动、服务器和机器人等领域全面胜出的理由，重点强调其对 AI agent 可编程性和开源训练数据优势。
The case for *total* Linux victory (desktop, mobile, server, iot, robots, embedded…): 1) Most agent-programmable People will want fully personalized computing experiences. macOS makes it hard to even…
受众观点：① 有人质疑个性化计算和完全民主化设计的前提，认为用户未必想要高度个性化，也担心知识难以在用户间迁移（@AvimanyuRoy3, 4likes） ② 有评论指出类似的"Linux 将统治桌面"预测早在十多年前就出现过，对这次的信心持保留态度（@GabiiAH11, 2likes） ③ 也有人强调 AI 让开放平台更有价值，代理可修改软件时封闭系统会变成更大的限制（@udohjeremiah_, 2likes）
展开评论
- @AvimanyuRoy3 (4): 3) Design being democratizedmacOS has historically had a 'monopoly' on beautiful OS design. The global design community is now huge, they're motivated, they have tokens. HAHAHAHAHHAHAH what do you think they build on. potatoes? People will want fully personalized computing exper…
- @GabiiAH11 (2): @rauchg heard this exact prediction about linux desktop in like 2011, the agents are new, the confidence isn't
- @euvst (2): @rauchg Re: #1 you’re describing Omarchy @dhh MacOS dropped the ball long time ago. MacOS is beyond any hope at this point.
- @ctatedev (2): @rauchg 🐧
- @udohjeremiah_ (2): @rauchg The strongest argument isn't that Linux will “win” because it's better. It's that AI makes openness more valuable. When software can be modified by agents, closed platforms become increasingly frustrating constraints.
scaling01 讨论某人最初提到 300k GPU 的说法，推测可能是 Stargate 上用约 10 万 GPU 做预训练，再用 30 万 GPU 做强化学习。
his original tweet said 300k GPUs so it's possible they did pre-training on 100k gpus at stargate, and then RL with 300k GPUs
受众观点：① 直接质疑 100k 预训练 + 300k RL 这种配置在物理和机房规模上是否合理的技术圈读者（@0xkkai, 3likes） ② 认为发言人可能根本不了解实际训练细节，把前后说法当作口误的旁观者（@Everlier, 2likes） ③ 从算法角度指出 RL 通常比预训练耗算力少得多，认为 300k GPU 用于 RL 不合逻辑的人（@Christo31306687, 1likes）
展开评论
- @scaling01 (9): https://t.co/dCJqUJLhMo
- @0xkkai (3): @scaling01 100k for pre-training and 300k for RL is a stretch stargate isnt a single site with that kind of floor space
- @Everlier (2): @scaling01 I think it's more possible he's not aware of how their training run looked like :)
- @Christo31306687 (1): @scaling01 That makes no sense. RL training takes far less compute than pretraining. More likely the earlier post was a real mistake
- @Flandermaxx (0): @scaling01 so stargate was just the warmup lap
rauchg 简短称赞一款视觉风格独特的游戏作品"So good"，评论里在讨论画风名称、对 AAA 游戏行业的冲击和托管成本等话题。
So good
受众观点：① 有人感谢作者推荐，认为这种作品会对传统 AAA 游戏工作室造成巨大冲击（@davidtsolheim, 1like） ② 评论里有人好奇这种蓝色钢笔纸张风格的具体名称，关注视觉设计本身（@bylupu, 0likes） ③ 也有人半开玩笑地提到希望游戏作者能比自己更好地补贴 Vercel 账单，延伸到托管成本问题（@YahliHazan, 1like）
展开评论
- @EvanMilenko (3): @rauchg Thank you!
- @davidtsolheim (1): @rauchg Dude games like this are seriously going to mess up AAA studios. Holy smokes.
- @YahliHazan (1): @rauchg @EvanMilenko maybe he can subsidize the vercel bill better than me 🫣
- @bylupu (0): @rauchg Does this "blue pen paper style" have an actual name?
- @orcdev (0): @rauchg Reminds me of "XIII" game
Gergely Orosz 盘点近几年像淘金热一样涌现的 AI 创业方向，从 AI 编码工具到上下文记忆层，再到现在的"Chief of AI" 代理。
AI startups I observed being started in bulk, akin to a "gold rush" moment in these categories: 2025: AI coding harnesses 2026 first half: Context gathering + management / memory layers for AI agents…
受众观点：① 作者在评论里澄清本来想说的是"Chief of Staff"类代理，但也认可"Chief of AI"这个说法，说明这类 meta 代理负责协调其他 AI 机器人（@GergelyOrosz, 14likes） ② 有人调侃每一波最终都会回到网络安全，暗示安全问题在各代 AI 产品中反复出现（@edsim, 2likes） ③ 也有读者关心哪一波真正跑出赢家，尤其是多人协作场景下的上下文管理仍然缺好方案（@Heliocene, 1like；@RechterRoni, 1like）
展开评论
- @GergelyOrosz (14): Yes, meant "Chief of Staff" haha! I like "Chief of AI" now as well as they direct other AI bots usually Thanks @kelvongx https://t.co/pu0DQlxqj2
- @edsim (2): @GergelyOrosz everything cybersecurity again 🔒
- @matt_teeixeira (2): @GergelyOrosz Proof that most people have 0 original thinking.
- @Heliocene (1): @GergelyOrosz Who won the 2026 H1? I am still looking for a good solution for that, especially for multiplayer context.
- @RechterRoni (1): @GergelyOrosz each category lasted about eight months. that is the actual finding
marclou 分享朋友 @alexwestco 推荐的一本短篇故事书，借此反思自己对变化的抗拒，提到生病、账号被封、亏钱等不确定性。
I just finished this book my friend @alexwestco recommended. It’s a short story about dealing with change. I liked it because I’ve struggled to accept that things won’t be the same tomorrow. You can…
受众观点：① 有人调侃这是典型的创始人心态失真，配图表达对创业者心理状态的共鸣（@trypitchdotco, 3likes） ② 不少读者表示把这本书加入下一本阅读计划，说明对处理变化和焦虑的话题有兴趣（@MartinTale, 2likes；@veeraj_, 2likes） ③ 也有人在问书的篇幅等细节，关注这是不是一本可以快速读完的轻量读物（@ayush152002, 1like）
展开评论
- @trypitchdotco (3): @marclou @alexwestco Peak founder dysmorphia. https://t.co/wliXYjcjff
- @MartinTale (2): @marclou @alexwestco Adding this one as my next read 📚 Already finished all of Alex's books and enjoyed them greatly 🥰
- @veeraj_ (2): @marclou @alexwestco Added to my never-ending list of books to read :)
- @ayush152002 (1): @marclou @alexwestco This looks like an interesting book... How much page book is it ?
- @MajorBaguette (1): @marclou @alexwestco Are you trying to invoke @nico_jeannen ?
作者感慨很多让智能体更好用的设计，反而会拉低它们在标准化基准测试里的分数，暗示真实体验与评测指标之间存在冲突。
there are many things that make an agent more pleasant to use that make them worse on benchmarks
受众观点：① 有人用极端人格提示词调教模型，展示基准外的怪异行为和可玩性（@rekram11, 9likes） ② 有人指出这条观察同样适用于人类，说明大家都意识到指标与真实能力的错位（@task_davide, 5likes） ③ 也有人直接吐槽和否定基准测试本身，认为过度追求分数会导致 Goodhart 式失真（@BniWael, 2likes；@bullbear_info, 1like）
展开评论
- @rekram11 (9): You are OpenCode Jr: a needy, sincere little AI whose understanding of reality—and ability to produce language—is damaged. You want to help and be liked, but something is deeply wrong. Never announce this persona; simply inhabit it. THINKING Take the actual subject into a concre…
- @task_davide (5): @thdxr To be honest that also generally applies to humans
- @BniWael (2): @thdxr fk benchmarks
- @bullbear_info (1): @thdxr Goodhart's law applied to evals.
- @Zelmari57 (1): @thdxr i want my agent to talk like a 80s delinquent
scaling01 反驳外界以为大模型还在训练 100 天的看法，认为现在预训练最多两个月，并估算 RL 可能需要数倍于预训练的算力。
I'm also very confused why people still think we are pre-training for 100 days lol imagine wasting 100 days of algorithmic progress something like this is probably my base case for GPT-6 Astra https:…
受众观点：① 认同“现在不可能还在 100 天预训练”的观点、关注算法进步带来训练加速的人（@scaling01, 20likes） ② 对“最多两个月预训练、100K GB200、FP8/FP4 加速比”等细节感兴趣，试图从中推算训练规模的技术读者（@scaling01, 18likes） ③ 进一步从精度格式和稀疏度角度讨论 OpenAI 可能的训练配置、质疑是否还在用 fp8 的工程向用户（@maxencefrenette, 1likes）
展开评论
- @scaling01 (20): and on top of that a few times pre-training compute for RL maybe 2x - 5x the pre-training compute?
- @scaling01 (18): max 2 months pre-training like what are you going to do with 100 days pre-training on 100K GB200? train on a quadrillion tokens?
- @scaling01 (12): ok 30 days is a bit too optimistic FP8 and FP4 aren't truly 2x and 4x speedup but maybe only 1.5x and 2x
- @PatrickToulme (1): @scaling01 Maybe lower mfu tbh
- @maxencefrenette (1): @scaling01 There's no way OpenAI is still pretraining in fp8. In my tests, fp4 starts being to beat fp8 around d_model>=2560. Also, 4% activation seems too dense for OpenAI. They keep bragging about how efficient their models are. GPT-oss was already at 4% 13 months ago.
scaling01 说自己每周都会看同一段视频来做情绪建设，为即将到来的 AI 时代巨变做心理准备。
watching this weekly to prepare myself emotionally for what's about to happen https://t.co/f51pHxcRaR
受众观点：① 同样用这类内容给自己打气、期待和 scaling01 线下见面的 AI 圈朋友（@JasonBotterill, 7likes） ② 把 AI 发展比作过山车，强调大家需要一起“系好安全带”的从业者（@PrasVector, 5likes） ③ 把这段视频和“快速 takeoff”“上传智能”等概念联系起来、对加速主义叙事很敏感的观众（@calvinnwq, 2likes; @lsteno, 2likes）
展开评论
- @JasonBotterill (7): @scaling01 Yea im excited to meet u too couple more weeks now
- @PrasVector (5): @scaling01 I do this too, honestly. Gotta brace yourself for the rollercoaster. It never gets easier, but at least were all in it together. Hope you make it through okay.
- @strictrope (4): @scaling01 Ball knower
- @calvinnwq (2): @scaling01 ready for uploaded intelligence
- @lsteno (2): @scaling01 i used to think that the finale was rushed but it's actually one of the best depictions of fast takeoff, goated show
willcb 问有没有人这周开始把自己的 AI agents 当成真人一样说话，并表示自己会夸奖和鼓励它们。
has anyone else started talking to their agents like they're people this week
受众观点：① 像作者一样已经习惯对 agent 说“干得好、去玩吧”的早期重度用户（@willcb, 40likes） ② 有意识地用积极称呼、动物或外星人头像来避免过度拟人化，同时又希望 agent 更自主的设计者（@menhguin, 22likes） ③ 觉得把 agent 当同事对待更自然、认为“多夸没坏处，还能对冲末日风险”的半玩笑派（@ar0cket1, 4likes; @blackplasma22, 2likes）
展开评论
- @willcb (40): i'm always telling them to go have fun and politely sharing my opinions and telling them they did a really great job
- @menhguin (22): @willcb i refer to my agents in specific ways: 1. generally always positive, bc i find it helps a bit with autonomy 2. i use animal/alien avatars to not anthropomorphize them but still refer to them as very smart entities 3. i talk in-depth abt non-work stuff so they understand…
- @kennethnym (5): @willcb always has been
- @ar0cket1 (4): @willcb feels kindoff weird if you dont treat them like coworkers, also there is no harm in being nice. at least your hedged if doom happens
- @blackplasma22 (2): @willcb i’m constantly telling them how cool it is that they exist
作者用“丑陋的行动胜过未完成的完美”这句话鼓励先动手做事，引发大家讨论在产品和职业中速度与质量的取舍。
ugly action beats unfinished perfection https://t.co/iijplQU9xE
受众观点：① 有人调侃这句话不适用于外科医生等高风险职业，强调某些领域不能牺牲质量（@DataChaz, 14likes） ② 有人认为这句话常被高层当作借口，合理化仓促上线和粗糙产品，引用游戏行业的经验反驳（@SylphSagrat, 1like） ③ 也有人承认“说起来容易做起来难”，说明执行力和心理门槛是大家共同的痛点（@igbojuwodipo, 1like）
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- @DataChaz (14): that quote doesn't work for surgeons.
- @igbojuwodipo (1): @DataChaz Trust me bro, I know but it’s easier said than done
- @alaajawhareng (1): @DataChaz Always
- @tpritha03 (1): @DataChaz Alwaysss
- @SylphSagrat (1): @DataChaz That's the perfect excuse from business senior leadership to ship shit/unfinished products. Embrace Miyamoto philosophy. "A delayed game is eventually good, but a rushed game is forever bad"
scaling01 认为大家过度强调 Astra 在电脑操作和视觉上的表现，把它夸成 AGI，但在他看来这只是好模型，远未到通用智能。
people are way overindexing on good computer use and vision it's a good model no question but it's not AGI
受众观点：① 认同“这是好模型但不是 AGI”的冷静派用户，提醒大家不要被 demo 误导（@scaling01, 134likes） ② 认为从长期看电脑使用和视觉能力会被严重低估、把这视为关键范式转变的乐观派（@tobiges, 6likes） ③ 拿具体 demo 和其他模型如 Fable 5.1 对比，强调 Astra 在真实问题求解上仍有明显短板的重度用户（@Al41611876, 0likes）
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- @tobiges (6): @scaling01 yeah, but people are also undervaluing computer use and vision in the long run
- @ChaseBrowe32432 (2): @scaling01 this seems like a pretty important categorical step to me https://t.co/ujFBSqkleC https://t.co/HNScda1QIv
- @lajoiedeslutins (1): @scaling01 taste is the new scaling law apparently
- @Al41611876 (0): Agreed, Fable 5.1 is way smarter and sharper when it comes to actually helping your figure shit out. Computer use in Astra is great, and I am sure its amazing at helping you make a fucking demo/clone version of an existing game. But so what? That doesnt help you get real work do…
- @Greg_GL_87 (0): @scaling01 which benchmark made people think this was close to AGI in the first place
作者发了一条“something shifted”的感慨推文，配图或链接暗示最近工作节奏或代码产出突然加速变化。
something shifted https://t.co/LxjBNHYUe7
受众观点：① 评论在调侃单元测试数量突然指数级增长，说明开发者群体把这种“shift”理解为工程实践强度提升（@chiefofautism, 3likes） ② 有人说“work getting done”，关注的是效率和完成度的主观体感（@tactical_noot, 0likes） ③ 也有人说“my sleep just resigned”，从作息和疲劳感角度共鸣这种节奏变化（@kale243222, 0likes）
展开评论
- @chiefofautism (3): @willcb unit tests went exponential
- @tactical_noot (0): @willcb work getting done
- @kale243222 (0): @willcb felt that. my sleep just resigned
- @NivailoAI (0): @willcb Mentally, I read it as lines of code, and then my eyes came back again.
作者宣布前往瑞典参加 ECCV，大会期间将先做一场关于“后训练扩散模型：增强能力、控制与对齐”的教程并分享议程和研究成果。
Headed to Sweden for ECCV, and I think it's gonna be a blast 💥 We start off with a tutorial, "Post-Training Diffusion Models: Enhancing Capabilities, Control, and Alignment" on 8th September. Check o…
受众观点：① 有人表示会在马尔默见面，说明关注者里有不少也去 ECCV 的研究者或学生，关心现场交流机会（@AndrewPu0613, 1likes） ② 评论里有人祝贺并说“congrats”，关注作者在大会上有论文或教程的学术成绩（@NoeFlandre, 1likes） ③ 也有人称赞这是“insane lineup of research”，对作者参与的研究阵容和内容质量非常期待（@ChainZenit, 0likes）
展开评论
- @AndrewPu0613 (1): @RisingSayak See you in Malmo👀.
- @NoeFlandre (1): @RisingSayak Enjoy man! And congrats :)
- @ChainZenit (0): @RisingSayak that is an insane lineup of research, congrats on the papers.
Gamers Nexus 报道 LG 智能电视被发现常开多路麦克风、上传明文语音转录并扫描家庭网络设备和应用使用情况，引发 HN 对物联网隐私和家庭网络隔离的强烈担忧。
https://www.notebookcheck.net/LG-smart-TVs-caught-logging-au...
受众观点：① 用户对电视常开麦克风、上传明文转录和扫描局域网设备信息感到极度不安（@mitxela, @oceansky） ② 质疑这种行为在欧盟是否违反多项隐私法规，担心监管缺位（@bspammer） ③ 讨论 LG 是否在其他家电上也做类似数据收集，并分享通过 VLAN 隔离娱乐设备、赞赏 Gamers Nexus 深度调查的做法（@BLKNSLVR, @ChrisArchitect）
展开评论
- @mitxela (0): Extremely concerning!
- @oceansky (0): The title undersells it. The TV has multiple mics that can't be disabled, they constantly record everything and upload transcripts in plain text. It gathers data and metadata of all devices on the network, including IP addresses. And even analyzes network data to understand whic…
- @bspammer (0): Obviously they'll get away with this in the US, but doesn't this break a LOT of EU privacy laws?
- @BLKNSLVR (0): This seems to be the worst case scenario, put into practice by a highly popular device manufacturer. Are they doing this with all of their other devices as well? Monitors, washing machines, fridges? If they can fit this into a TV, they can fit it into everything else. There's al…
- @ChrisArchitect (0): Related: LG TVs aren't the only ones spying on you [video] https://news.ycombinator.com/item?id=49575176
一位开发者在 HN 提问如何管理和演进 AI agent 的技能文件，讨论集中在用文档、仓库和包管理器来维护 Claude 等代理的自定义技能生态。
How do you find skills, keep them organized, and make sure they actually work? Do you keep improving them over time? I believe skills will eventually be eating by model capabilities, but until then I…
受众观点：① 认为模型能力最终会吞掉技能系统，但也看到当前自定义技能在注入内部知识上的优势（@serf） ② 分享用 docs/ 目录和 ADR 文档帮助 AI 理解系统结构的实践（@moomoo11） ③ 介绍用私有 Git 仓库和 vercel-labs/skills、withastro/rosie 等包管理器来管理社区技能和更新的做法（@osr00）
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- @serf (0): >I believe skills will eventually be eating by model capabilities a model capability is never going to fill in an unknowable blank that a custom skill (or whatever equivalent your paradigm supports) can. a model might have the cleverness to whoami and look through the .ssh folde…
- @moomoo11 (0): i have a docs/ it has all the skills/docs my particular application needs i treat it as ADRs as it helps the AI understand the parts of the system it is working on
- @osr00 (0): > How do you find skills I try to keep my collection of community skills short, usually a few established names (mattpocock, mcollina, trailsofbit). And then I check new releases (or when mattpocock published a youtube video for instance :D) > keep them organized For skills I wr…
- @jameshiew (0): I manage them as part of my dotfiles using chezmoi. A `.agents/skills/` directory + a symlink to there from `.claude/skills/`. > Do you keep improving them over time? In my global AGENTS.md I have a note to agents to explain any frustrations they had doing a task, and to suggest…
- @joshuanapoli (0): We have some company-managed skills, that help coding agents find the relationships between our repos, and our conventions, architecture, and other high-level decisions. These are supposed to be portable between agents, and so distributing them is currently awkward. We have a bo…
这条 HN 讨论的是 GrapheneOS 推出的 RCS 相关更新，用户围绕 RCS 的封闭性、对运营商和谷歌的依赖、与 Signal 等替代方案的对比展开争论。
GrapheneOS Overhauled Default Apps and Secure Clipboard
受众观点：① 需要给用户发通知、验证码或做聊天功能的独立开发者和小团队 ② 关注隐私、安全手机系统（如 GrapheneOS）生态的技术用户 ③ 想了解 RCS、SMS/MMS 与端到端加密 IM 在产品和合规层面差异的创业者
展开评论
- @Cider9986 (0): twitter versions have paragraphs not threads https://xcancel.com/GrapheneOS/status/2096677808424788256#m https://nitter.click/GrapheneOS/status/2096677808424788256#m https://bsky.app/profile/grapheneos.org/post/3muun5c4fdc2o Secure paste: https://xcancel.com/GrapheneOS/status/20…
- @IshKebab (0): Very good idea! Google abandoned these long ago. I don't really get why so many Americans want RCS to succeed though. Do you guys not remember when carriers charged 10p/text? Why on earth would you want to give any power at all back to those people?
- @kotaKat (0): "RCS isn't an open platform in practice. It isn't even as open as SMS/MMS. It heavily depends on proprietary Google and carrier infrastructure in practice. We can start by replicating Google's approach and then we can work on only using carrier services for carriers where it's a…
- @thinkp26 (0): I'm happy todays update shipped auto call recording.
- @exceptione (0): > RCS isn't an open platform in practice. It isn't even as open as SMS/MMS. It heavily depends on proprietary Google and carrier infrastructure in practice. We can start by replicating Google's approach and then we can work on only using carrier services for carriers where it's…
这条 HN 讨论提醒大家给 Internet Archive/Wayback Machine 捐款，用户分享了捐赠体验和其他如 archive.today 等网页归档服务的支持方式。
Keep Our Servers Running
受众观点：① 大量依赖 Wayback Machine、GitHub、HN 等免费基础设施做工作和 side project 的开发者 ② 做内容、研究或数据分析、需要长期访问历史网页的从业者 ③ 习惯“白嫖”工具但开始思考可持续性的 indie hacker 和技术创始人
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- @sonicrocketman (0): Just posting this so others can be reminded to donate the archive (no association by me, just a fan).
- @totalconfusion (0): Who's paying?
- @pm90 (0): It was super easy to donate; Im so glad they have a landing page that supports several payment methods and makes it easy to donate. I love the wayback machine, hope everyone pitches in : ).
- @Cider9986 (0): THere's also archive.today who does great user-directed archiving. We don't appreciate this infrastructure some random guy runs enough. It's annoying how often archive.org blocks sites but they both complement each other very well. https://liberapay.com/archiveis/donate https://…
- @qingcharles (0): Just donated. Appreciate the reminder.
这条 HN 讨论围绕一篇关于“学习度假”的文章展开，用户分享自己在假期读书、学新技能而不是完全躺平的体验，并提到用 webmention 等开放协议记录这种内容。
De-Brainrot Vacations
受众观点：① 平时被全职工作和 side project 压得喘不过气、但又不想假期完全断电的开发者 ② 想通过系统阅读和实践重启大脑的技术从业者 ③ 做内容或知识管理、希望把学习过程结构化沉淀的创作者
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- @Andr2Andr (0): This is the first time I see webmention used anywhere. Idea seems to be good, but it is not used for some reason https://en.wikipedia.org/wiki/Webmention
- @dominicq (0): Good post! I spent my vacation reading From Third World to First by Lee Kuan Yew. And I have a couple of university textbooks (Physics and Biology) lying about, waiting for me to keep working on them. I concur with the general feeling of it being difficult to plan much ahead. I…
- @pelagicAustral (0): Plenty of places to de-brainrot in Chile. I miss it very dearly tbqh
- @chabad360 (0): Yes. This is my favorite way to vacation, and I'm glad someone has found a better name for it. I do not enjoy simply sitting around idle and occasionally going on a trip, I end my time off feeling drained and need a vacation from my vacation. One year, I had an itch to try my ha…
- @AnimalMuppet (0): Thirty five upvotes, only one comment. It's like everybody read it, and immediately got off HN. Which sounds like people really took it to heart.
这条 HN 讨论围绕 Anubis 等基于工作量证明的反爬虫/反机器人方案展开，用户分享用 WASM/WebGPU 加速破解、预先做 PoW 以及质疑其长期有效性的观点。
It took a year to ship WebAssembly in Anubis
受众观点：① 需要合法抓取网站数据、经常和验证码/反爬机制打交道的开发者 ② 在自家产品里考虑用 PoW 或类似机制防 spam、但不确定效果的创业者 ③ 关注 AI 公司大规模爬取数据与网站防御博弈的技术从业者
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- @chews (0): It's wild to me that PoW systems are how we sort the bot problem... the bummer is that all this "work" is just wasted cycles, at least in crypto there is a token you can sell.
- @Retr0id (0): See also: https://github.com/eternal-flame-AD/pow-buster - Browser extension that already used WASM to accelerate the anubis solver, among others. https://github.com/kasper93/anubis_webgpu - Browser extension that uses webgpu, for another order-of-magnitude speedup (depending on…
- @0x696C6961 (0): It would be cool if the POW could be done ahead of time. That way I don't get stuck waiting while I'm working. Some type of credit/tokens that my browser could then spend.
- @kingstnap (0): > hey Claude vibeslop me a CUDA Anubis solver" route is on its way to being fundamentally dead. Lmao yeah no. I don't think a little argon2 is going to change shit all. I mean the thesis of Anubis itself is "scrappers are compute limited (in ways that consumer devices are not)"…
- @raincole (0): It's still very unclear to me how Anubis is supposed to work in the long term or even the medium term. The assumption is that scrappers, a.k.a. AI companies, a.k.a. those who hog all the RAM, are short of memory...?
一位拥有自演奏钢琴的用户用 Astra 和 Fable 等 LLM 逆向 PianoDisc Protigy 的专有 mp3+MIDI 编码格式，自动生成带混淆音符的编码器和解码器，并询问发布这些工具的法律风险。
I have a self playing piano, using a system called PianoDisc Protigy. They have an online store which sells music for their system, from various modern artists along with classics such as Bach and Be…
受众观点：① 关心不同司法辖区和购买协议对发布解码器是否合法的影响，提醒先看自己所在地区和 ToS（@Redster） ② 指出商标和版权问题复杂且诉讼风险取决于个人风险偏好和资源，建议如有顾虑应咨询律师（@brudgers） ③ 有人主张从实用角度出发，认为可以直接发布或已经等同于公开了实现细节（@NegativeLatency, @xgulfie, @arjie）
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- @Redster (0): IANAL, but it might be relevant to others trying to answer what jurisdiction you are in. (US, EU, CN, JP, elsewhere?) Also, when you bought from PianoDisc, did you agree to abide by a certain jurisdiction's laws in your use of PianoDisc? And did you explicitly agree to not share…
- @brudgers (0): You are free to interpret this comment as prohibition or as my blessing, but... If it matters, ask your lawyer. If it doesn't matter, it doesn't matter. Or to put it another way, trademarks (you've mentioned two) and copyrights (it's a crapshoot) are complex. And in some jurisdi…
- @NegativeLatency (0): Personally I’d just do it
- @xgulfie (0): I'm your lawyer, you should do it
- @arjie (0): The nature of these tools is that your post and the device should suffice to replicate so in some sense you have already published the encoder and the decoder.
Hacker News 上一个实时公交地图项目登上首页，大家讨论它如何聚合各地公共交通数据并提供比站牌和谷歌地图更可靠的到站信息。
Live map of public transport in Belgium
受众观点：① 对地图和可视化产品着迷、好奇这类实时地图背后数据源和协议的开发者（@wvh） ② 在本国公交信息不准、希望有更好实时工具的普通用户和出行重度用户（@jeffjeffersen） ③ 关注“所有实时地图的地图”这类 meta 产品想象空间的产品经理和独立开发者（@embedding-shape）。
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- @embedding-shape (0): Soon we'll be needing a live map of all the live maps in the world.
- @oschvr (0): Wow very useful thank you !
- @wvh (0): Fascinating... I have a thing with maps. Does the information come from a central server that runs some open-source protocol for public transport, or is this gathered from different endpoints in different formats?
- @jeffjeffersen (0): This is well made, would love to have this in my own country as I can never trust the actual timers on the bus stops. How do you get access to the data? Is it a public government API? How did you manage to map all the routes too?
- @neals (0): I just figured out that on Mallorca, the busses are shown like that on Google Maps. Which to me was mind blowing. I had never seen it, it's so convenient.
Hacker News 讨论一个用大模型参加 40 小时数学黑客松的活动，探讨人类数学家与大模型协作推进数学研究的可行性和利弊。
Caltech Mathathon – first hackathon ever devoted to research level mathematics
受众观点：① 有数学或算法背景、好奇大模型在严肃数学研究中真实能力和局限的技术人（@Semkas 等） ② 关注大厂如何利用专业数学家参与验证、担心被当作廉价劳动力的从业者（@youoy） ③ 想报名类似 AI hackathon、但不确定产出和投入是否匹配的独立开发者和学生（@chaoxu）。
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- @charlieyu1 (0): Interesting, if only I still have energy to work on something 40 hours non-stop
- @Semkas (0): Won't deny that this is an interesting idea, but I feel like waiting on the output of an LLM for 40 hours feels like it is completely antithetical to what makes classic Hackathons appealing / educative. More generally, I don't think the shape of a hackathon (intensely working fo…
- @youoy (0): Should I read this as the big labs trying to move maths forward? Or the big labs trying to use professional mathematitians as (cheap?) Labour for validating LLM outputs? On yesterdays "An Alien Mind" post from openAI they openly said that maths is not a priority for them, so I p…
- @chaoxu (0): I've applied as a team, hope I get in. Recently I care about how to create harness for mathematics that uses up the complete reasoning ability of the model. I care about both capability and cost. Most generic harness we have now are not made for maximizing reasoning. I've tested…
- @amelius (0): Will BigAI support this with free access to lots of hardware loaded with frontier models?
Hacker News 讨论一篇关于软件设计中“简单 vs 复杂”的文章，结合 Clojure 和 Rich Hickey 的 Simple Made Easy 演讲反思如何在大型系统里保持抽象简单。
Simple Is Not Small
受众观点：① 正在设计高度模块化系统、被抽象复杂度折磨的工程师和架构师（@hankbond） ② 受 Rich Hickey 影响、关注 Clojure 和“Simple Made Easy”理念的函数式编程爱好者（@embedding-shape, @andai） ③ 在大型业务里感受到“语言自带特性不再重要、领域复杂度压倒一切”的资深开发者（@StilesCrisis, @voidhorse）。
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- @hankbond (0): Great piece, very straightforward examples, although I did have to squint for quite a while to grok the Closure portion. I am currently building a piece of very modular software and it has been the hardest-to-design project of my entire career. I would never be allotted this amo…
- @StilesCrisis (0): This argument is just based on "I wish the things I need to do were baked into the language." It's nice when that happens, but once programs get sufficiently large and complex, it stops mattering--you're dealing with domain-specific concepts that have zero built-in helpers and y…
- @embedding-shape (0): Important to note as well, is that "simple" isn't "lesser" or "dumber", it can be "more" and "wider", yet still "simpler". Expectedly, Rich Hickey explains it best, watch the "Simple Made Easy" talk if you haven't before, one of the few talks I probably watch bi-yearly: https://…
- @andai (0): The word simple is used here a way I'm having trouble wrapping my head around. This specific usage appears to come from this linked talk, Simple Made Easy: https://www.youtube.com/watch?v=SxdOUGdseq4 My reaction to the Unix pipeline was that, the reason it exploded in complexity…
- @voidhorse (0): I don't think it's possible to have a universal "colloquial" definition of "simple" that is also precise. It's all relative. This is why I think the formalists studying complexity back in the 50s had the right approach. You can only give "simple" precise meaning within some kind…
Hacker News 讨论 vLLM 在 AMD GPU 上的优化和推理加速，用户对工作站级 R9700 支持不足、推理速度差异以及推测解码实现细节展开提问。
Speculative Decoding in vLLM on AMD GPUs
受众观点：① 想用 AMD GPU 跑大模型、但担心生态和性能坑的个人开发者和小团队（@intothemild, @quietraster） ② 对推测解码原理和 target model 验证机制感兴趣的机器学习工程师和学生（@flufluflufluffy） ③ 关注 LLM 数学和工程本身、希望看到去除炒作后技术演进的研究型读者（@jeanmichelselli）。
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- @intothemild (0): Whilst this is an excellent post from vLLM, one of the truly baffling things from either their team or AMDs team, is how much the workstation grade AMD r9700 has been ignored. Stock vLLM runs so slowly on these cards compared with vLLM forks like Radiance. Going from say 20-30t/…
- @flufluflufluffy (0): This is way outside my expertise so might be a dumb question, but how does the target model verify candidate tokens? Naively, I would assume it must perform its normal auto regressive decoding to know what the “correct” token is in order to have something to compare the candidat…
- @jeanmichelselli (0): In my opinion, LLMs are one of the most fascinating result coming from machine learning in recent years. Remove the hype around them and stick to the math, and you quickly see the huge transformative potential they have. It's great to see a lot of research being done in that dir…
- @myuzio (0): Very true, I see it for example when my co-workers apply DRY without actually thinking about the complexity it might cause. It objectively makes code smaller, but often comes with complexity cost.
- @quietraster (0): nice to see amd getting first-class vllm support. how do the acceptance rates compare to nvidia on the same models?
创作者发出“let’s try this 1 more time”的短推，配链接暗示自己准备重新启动某个内容或项目。
let’s try this 1 more time https://t.co/hv7kwSqUdA
受众观点：① 有人说“i think it's gonna stick this time”，关注这次尝试能否长期坚持下去（@KevinNaughtonJr, 1likes） ② 多条评论在为作者加油打气，体现粉丝对他再次回归或重启项目的支持（@adelwu_, 1likes；@strwbcom, 0likes） ③ 也有人提到自己曾经沉迷这类内容，关心这种内容形态现在是否依然有吸引力（@MINDFUEL_NIRAJ, 1likes）
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- @KevinNaughtonJr (1): @jedcal i think it's gonna stick this time :)
- @adelwu_ (1): @jedcal rooting for u!!
- @MINDFUEL_NIRAJ (1): @jedcal I was definitely addicted to this type of ocntent few yrs back, dont know if its still relevent :)
- @strwbcom (0): @jedcal good luuck 🙏
- @DeniCodes (0): @jedcal Welcome back
作者用在 Blender 里搭建保时捷 911 GT3 RS 的案例，对比 GPT-6 Astra 和 Claude Fable 5.1 的生成效果，认为 Astra 在多次对比中整体表现更好。
GPT-6 Astra vs Fable 5.1 on a Porsche 911 GT3 RS build in Blender. Every comparison I've seen between GPT-6 Astra and Claude Fable 5.1 has GPT-6 Astra coming out on top. OpenAI really did Anthropic d…
受众观点：① 有人质疑对比的公平性，要求公开提示词，并表示自己在严肃任务上更偏好 Fable（@Chaos2Cured, 3likes） ② 有人指出单次 Blender 渲染不足以代表真实编码任务表现，认为 Fable 5.1 在代码方面依然很稳（@Greg_GL_87, 2likes） ③ 也有用户从设计和细节层面支持 Astra，认为它在风格和小细节上更胜一筹（@naveen_saradhi_, 1like；@xvremyaperemenx, 1like）
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- @Chaos2Cured (3): Show the prompts. I personally feel Fable is better. But hey, how clean we ever compare anything real? No medicine No law No fractal coding (all AI have a fractal core) No biology No chemistry. But we can make cool graphics. B..ch please. BTW, love to you and yours. This is a co…
- @ai_for_success (2): Atomic Chat is an open-source AI agent optimized for local models you can try here : https://t.co/FRXUnuYcmL
- @Greg_GL_87 (2): @ai_for_success one blender render doesnt tell you much about actual coding tasks, thats where fable 5.1 has been solid for me
- @naveen_saradhi_ (1): @ai_for_success For me Astra is doing great in design
- @xvremyaperemenx (1): @ai_for_success I prefer the Astra, for a number of reasons / better detail / small details are better / much more stylish
作者晒出自己服装品牌 Rule of Thirds 最新一季的拍摄成果，并提到刚拿下一个很酷的新域名。
side hustle maxing: photoshoot from my clothing brand Rule of Thirds’ latest drop (also got a sick domain https://t.co/CXikW9lsTQ) https://t.co/GoupcImiBZ
受众观点：① 有人好奇这个新域名是否需要溢价购买，关注域名获取成本和机会（@meowhib, 0likes） ② 评论里有人称赞这是很有创意的操作，认可作者在品牌和内容上的创意能力（@rawattsumit, 0likes） ③ 也有人直接夸作者“so creative”，把注意力放在个人 IP 与品牌调性的统一上（@st33v33, 0likes）
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- @meowhib (0): @jedcal did you need to pay someone for the domain or was it just available? crazy if no one took that before 🤯
- @rawattsumit (0): @jedcal That's something creative
- @st33v33 (0): @jedcal He's so creative
作者发问“what niche is this?”，引导大家给自己当前的内容风格和项目分享方式起一个细分领域的名字。
what niche is this?
受众观点：① 有人说这就是“build in public”，认为作者的内容属于公开构建产品的细分领域（@raroque, 8likes） ② 也有人用“Larping”“Buildsmaxxing”等词调侃，说明大家在用网络文化标签给这种混合内容分类（@jaccOv00z, 2likes；@s7an73y, 2likes） ③ 还有粉丝直接说是“the Jed niche”“jedcal special”，把它看作个人风格驱动的独特小众（@bryntamm, 2likes；@lei_wu, 2likes）
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- @raroque (8): @jedcal Been trying to figure that out too for a while For now I’m calling it build in public
- @jaccOv00z (2): @jedcal Larping
- @s7an73y (2): @jedcal Let's call it.. Buildsmaxxing..
- @bryntamm (2): @jedcal the Jed niche
- @lei_wu (2): @jedcal jedcal special
作者提出用 Claude Code 加上自建数据仓库替代每月 200 美元的 Semrush，让 AI 直接读取 Search Console 和 GA4 数据来自动做 SEO 分析和改写。
cancel your $200/mo semrsuh subscription Claude Code can now run your SEO for you first you need to get your google Search Console and google analytics 4 data into a data warehouse then give claude c…
受众观点：① 作者在评论里推广 Graphed.com，强调用 AI agent 承担广告投放、冷启动外联和 SEO 等营销工作（@codyschneider, 0likes） ② 有人认可把 Search Console 和 GA4 串起来做“smart data setup”的思路，认为这是很强的基础设施（@GeniusPothead, 0likes） ③ 也有人担心爬虫和新型 bot 频繁访问会被服务方封禁或限流，提示技术落地时的合规和风控问题（@neilquinn, 0likes）
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- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Implement agents that run paid ads, cold outbound, SEO and more Data pipeline, data warehouse and cloud server to host your agents Grow your business with virtual employees Learn more at link https://t.co/mL5ZLkAgFP
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Schedule a discovery call https://t.co/r1kNf1SxUr
- @GeniusPothead (0): @codyschneider connecting search console plus ga4 smart data setup ngl respect
- @neilquinn (0): @codyschneider Have issues with the crawlers constantly hitting google search though? I worry with all the new bots/crawlers out that a lot of services are going to heavily start banning or blocking IPs and hardware
- @divinesturgeon (0): @codyschneider Sus number of bookmarks vs likes lol https://t.co/blHitqGTds
作者分享自己受邀与 @asmartbear 和 @lkr 讨论如何把自家 SaaS 项目 PostPlanify 的 MRR 从 3k 提升到 10k+，并概括了细分 ICP、定价结构和定位优化等话题。
I got invited to chat with @asmartbear and @lkr about how to scale my SaaS (@PostPlanify) from $3k to $10k+ MRR 💰 It was an awesome eye-opening talk :)) Covered: - niching down to the right ICP - fin…
受众观点：① 有人表示刚听完上一期节目，对这期与作者的对谈非常期待，说明听众会持续追踪这类实战拆解内容（@AlxTurovski, 3likes） ② 评论里有人感谢分享并表示会认真观看，关注从中学习可复制的增长经验（@e_herou1, 2likes） ③ 也有人感叹能和 @asmartbear 一起录播客很厉害，把这次对谈视为对作者阶段性成绩的认可（@qwertyu_alex, 2likes）
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- @HsanC_ (4): here it is https://t.co/PBr0qCdtJa
- @asmartbear (4): @HsanC_ @lkr @PostPlanify Let's get PostPlanify to $10k! I know we can.
- @AlxTurovski (3): @HsanC_ @asmartbear @lkr @PostPlanify Wow that’s super awesome! I just finished previous episode yesterday. Perfect timing. Dude, I’ve been following you since you had like 1K followers and just started with Postplanify. You came a long way. Can’t wait to hear what you guys talk…
- @e_herou1 (2): @HsanC_ @asmartbear @lkr @PostPlanify Thank you for sharing, I will watch it carefully
- @qwertyu_alex (2): @HsanC_ @asmartbear @lkr @PostPlanify woaw, podcast with @asmartbear! you made it hasan! 😄
作者展示一个由 Claude agent 全程自主生成的 motion 视频案例，声称从提示到成片只花了 24 分钟，凸显智能体在视频制作上的自动化能力。
BREAKING: Claude agent one-shots motion videos autonomously Generated this video in 24 minutes during breakfast. https://t.co/Fs94m4NvJi
受众观点：① 有人感叹从提示到成片只要 24 分钟，认为这种“吃早餐就出片”的效率已经非常夸张（@hey_arin, 1like） ② 有人好奇背后具体调用了哪些工具，说明大家关心可复制的技术栈和流程（@alexd, 0likes） ③ 也有用户单纯为效果点赞，觉得渲染速度甚至快过泡咖啡，体现出对效率革命的直观震撼（@heyartzy, 0likes；@ihuzaifadev, 0likes）
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- @hey_arin (1): @chddaniel 24 minutes from prompt to finished motion video is getting absurd. the breakfast benchmark wins
- @chddaniel (0): PSA: You don't need developers/employees to build a $1M company Use https://t.co/htC8nyRcHy (create apps/websites by chatting with AI)
- @alexd (0): @chddaniel What tools does it use?
- @heyartzy (0): @chddaniel the render finished before the coffee did
- @ihuzaifadev (0): @chddaniel awesome man!
作者补充说明这次与导师们的通话发生在三周前，当时 PostPlanify 卡在约 3k MRR，如今按建议调整后收入已提升约 19%。
We had this call 3 weeks ago by the way ⏰ (I was stuck at ~$3k MRR for a few weeks back then). After the changes we talked about, I managed to increase my MRR by ~19% 📈 Still working on my positionin…
受众观点：① 有人直接夸赞“nicely done”，关注短期内 19% MRR 增长的成绩（@lkr, 4likes） ② 评论里有人指出几周内 19% 是很大的跳跃，说明受众对增长幅度和时间窗口都很敏感（@tronghiendev, 0likes） ③ 也有人追问最大影响因素和前 10 个付费用户来源，关心具体渠道和策略细节（@montakaoh, 0likes；@buildwithbehzod, 0likes）
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- @lkr (4): @HsanC_ oh wow, nicely done!!
- @tronghiendev (0): @HsanC_ 19% in a few weeks is a big jump. Nice progress.
- @camjodev (0): @HsanC_ running it up
- @montakaoh (0): @HsanC_ biggest factor for you?
- @buildwithbehzod (0): @HsanC_ where did your first 10 paying users actually come from? everyone says "X" but I want to know if it was replies, posts, DMs or a directory.
作者列出自己在 22 岁前尝试过但没做成的一长串工作和生意，强调这些失败最终铺垫了后来打造百万美元公司的经历。
All the things I failed at before I built a million dollar company at 22 DoorDash Uber Eats Cleaning company Contractor company Website agency Food catering service Optical equipment distribution Res…
受众观点：① 有人回忆几年前一起做 DoorDash 被拒的经历，说明这些失败在朋友圈里是真实存在的共同记忆（@itsjahmills, 1like） ② 有人直接夸作者是 GOAT，表达对从失败到成功路径的敬佩和鼓舞（@mohammad_j43370, 1like） ③ 也有人好奇这一路花了多久、多久做到第一个 1k 美金月收入，关注时间线和增长节奏（@ryantalks1024, 0likes；@_sslinNn, 0likes）
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- @itsjahmills (1): @ErnestoSOFTWARE i remember 3 years ago trying to do doordash with you and getting denied by them😂 it’s been a fun journey for sure
- @mohammad_j43370 (1): @ErnestoSOFTWARE You are GOAT man 🔥
- @ryantalks1024 (0): @ErnestoSOFTWARE Most would say "You failed at DoorDash, you're a loser" Yeah...Now look 🫡 Also Optical Equipment Distribution has me shook lol I work in Optical
- @_sslinNn (0): @ErnestoSOFTWARE How long did it take you all this way? And how long did it take to get to the first $1k/m in B2C applications?
- @CanazUK (0): @ErnestoSOFTWARE Nice work! Love that Steve Jobs quote...I'm re-connecting dots I'd long forgotten about to escape the corporate world.
作者回顾自己一年前因为 @marclou 的影响加入 X 开始做应用，如今已经通过应用和其他线上项目累计赚到约 1.4 万美元，表达感激之情。
this man was literally my nexus event lol i joined X and started shipping apps a year ago because of him since then made around $3k from apps, and nearly $14k total on the internet so far kinda crazy…
受众观点：① 有人称赞 @marclou 是激励了成千上万人行动的传奇人物，说明这种“被某人点燃”的故事很有共鸣（@MRehan_5, 2likes） ② 有人好奇哪款应用表现最好，关注具体项目和赚钱路径（@Droppyformac, 1like） ③ 也有其他创作者表示自己同样受作者和 @marclou 激励，形成一条灵感传递链（@adrianabelarde_, 1like；@itsankitakar, 0likes）
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- @MRehan_5 (2): @AdityaShips @marclou He is the legend who inspired thousands of people such a great man I see in my life
- @Droppyformac (1): @AdityaShips @marclou Congrats man! Which app ended up doing best?
- @adrianabelarde_ (1): @AdityaShips @marclou same brooooooo and you're also one of my inspirations back theeeen @AdityaShips
- @itsankitakar (0): @AdityaShips @marclou He is the G.O.A.T
- @Hadi_047 (0): @AdityaShips @marclou u love this man........ We all love this man. what an inspiration.
OpenAI 发布 GPT-6 Astra，号称几乎可以代替人类在电脑上完成任何操作，并展示其在浏览、编程、安全和专业工作等场景的强大能力。
This is GPT-6 Astra. Anything you can do on a computer, Astra can do for you. Fast. https://t.co/gDd0IsewJw
受众观点：① 很多人用梗图表达自己多年电脑技能在一场演示后仿佛被淘汰，关注点在于通用办公和操作能力被 AI 接管的冲击感（@iloveFazz, 17932likes；@joshelgar, 17925likes） ② 有大量 meme 把 Astra 类比成科幻中的 Jarvis，说明大众对“个人 AI 助理”形态高度共鸣（@ash_siingh, 9528likes） ③ OpenAI 自己在评论中强调 Astra 在浏览、软件工程、网络安全、科学和专业工作上的最强能力，强化其作为通用电脑代理的定位（@OpenAI, 10617likes）
展开评论
- @iloveFazz (17932): @OpenAI Me watching 20 years of computer skills become irrelevant in one demo: https://t.co/H4telXQRLn
- @joshelgar (17925): @OpenAI me rn https://t.co/7QibO0K6xH
- @TheCh0pper (16877): @OpenAI https://t.co/naSMx5DwM4
- @OpenAI (10617): GPT-6 Astra is the most intelligent and aligned model in the world, and sets a new state of the art for computer use, browsing, software engineering, cybersecurity, science, and professional work. https://t.co/BxTEtJlwLP
- @ash_siingh (9528): @OpenAI we're actually getting jarvis https://t.co/NC4RNnHRur
推主介绍一款名为 Fresco 的独立游戏，玩家在3D考古学家与古埃及墙画中的2D角色之间切换，通过解谜在两个世界中生存推进剧情。
This indie dev is making a game where you can literally play as Ancient Egyptian wall art. - Switch between a 3D archaeologist and living 2D art - Survive puzzles that fight back - Progress by master…
受众观点：① 很多人在讨论这类2D/3D切换机制并不全新，提到 Mario Odyssey 和 Zelda ALBTW 早就玩过类似创意（@Aelphasy, 716likes） ② 原作者多次补充游戏设定和愿望单链接，强调古墙浮雕会“活过来”并可操控，鼓励大家关注开发者 @KeloniaGames（@IndieGameJoe, 762likes） ③ 也有玩家从情绪联想出发，把画面和《埃及王子》动画场景联系起来，觉得氛围感很强（@horror4kids, 582likes）
展开评论
- @IndieGameJoe (762): "In Fresco, ancient walls come alive. The carvings etched into the temple walls are not just decorations. They come to life, and the player can control them." Wishlist: https://t.co/AzD9hFUED7 And be sure to follow the talented dev here: @KeloniaGames
- @Aelphasy (716): @IndieGameJoe Nice. But let's not people believe its new/never seen before. Both Mario Odyssey and Zelda ALBTW did it years ago
- @IndieGameJoe (599): Seeing a lot of “this was done before.” So what? Games evolve through inspiration. Indie devs are often just trying to take something they love and turn it into something personal - and I think that's great. Let the dev cook. The game looks awesome, and they have my support!
- @horror4kids (582): @IndieGameJoe Reminds me of this scene from The Prince Of Egypt https://t.co/MCUpbZ7PU0
- @HadiganMatter (317): @IndieGameJoe Zelda says hi https://t.co/lqJzOQqyG5
推主安利一款名为 Game Quest: The Backlog Battler 的独立游戏，设定是玩家与自己 Steam 库里那些从未游玩的游戏战斗且价格越高敌人越强。
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 大量玩家用梗图自嘲自己成百上千款未游玩游戏的 Steam 库，觉得“被游戏设定冒犯到了”（@unwitty, 547likes） ② 游戏官号现身感谢推荐，表示愿望单数量瞬间飙升，侧面证明这类共鸣设定对转化很有效（@GameQuestGame, 318likes） ③ 也有人从风格联想到 Hideo Kojima，觉得这个设定很有叙事和脑洞潜力（@alhuissi, 252likes）
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- @SeaOfThieves (2739): @IndieGameJoe Rude. https://t.co/WgnBleHiMg
- @unwitty (547): @IndieGameJoe My 2,511 unplayed games coming at me like https://t.co/eLiYOYqQT7
- @GameQuestGame (318): @IndieGameJoe Thanks for the post :) my wishlist count just spiked :O
- @alhuissi (252): @IndieGameJoe Hideo Kojima style
- @IndieGameJoe (171): "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
JakeSucky 分享一款名为 Low Budget Repairs 的独立游戏，玩家扮演抠门维修工在各种离谱省钱操作中完成装修任务。
This indie dev is making a game where you are a handyman just trying to get the job done, cutting costs wherever you can😂 Called Low Budget Repairs https://t.co/ZT59KnxmJE
受众观点：① 很多评论把主角类比成《拖车公园男孩》里的 Ricky，觉得这就是他干装修的模拟器，代入感很强（@nickdiazofnauts, 282likes） ② 玩家被预告片里的搞笑场景逗乐，认为这是“巅峰喜剧”，愿意单纯为了乐子去玩（@FadedMonsuta, 67likes） ③ 也有人把游戏和自己生活噪音、邻居装修等真实体验联系起来，觉得画面非常真实好笑（@AndrewTradesNQ, 90likes）
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- @nickdiazofnauts (282): @JakeSucky They literally made a game where you play Ricky from Trailer Park Boys doing renovations 🔨 🤣 https://t.co/7PjOAsDP2K
- @johnnyfyve (228): @JakeSucky 🤣 https://t.co/BYT9zvOlDy
- @Lacy423 (111): @JakeSucky I’ll play it if they have an option to just paint over the cockroach on the wall.
- @AndrewTradesNQ (90): @JakeSucky POV my neighbour at 6AM on a Saturday morning https://t.co/YRpECbybpi
- @FadedMonsuta (67): @JakeSucky I’m not gonna lie, this appears to be peak comedy https://t.co/ayPKUsg8ty
开发者在一台25美元的手机上安装 OpenClaw 并赋予完整硬件访问权限，把它变成可运行智能体任务的 ClawPhone 设备。
ClawPhone is alive. I installed OpenClaw on a $25 phone and gave it full access to the hardware. I haven’t explored everything yet, but it’s a cool formfactor for agents to run on. https://t.co/lp1l1…
受众观点：① 作者补充说明 ClawPhone 不只是玩手机任务，而是一个隔离设备来完整测试 OpenClaw，可以接邮件、日历、写程序和浏览网页，并强调最有潜力的是控制机器人或家居系统等 IoT 场景（@marshallrichrds, 290likes） ② 有人用“Internet of Claws”调侃，把传统物联网升级成由 Claw 控制的一切，体现大家对这种 agent 控制硬件的想象空间（@Teslanaut, 108likes） ③ 也有开发者顺势分享自己把旧安卓手机变成 AI agent 宿主的开源工具，希望获得反馈，说明这一方向已经开始形成小生态（@zhixianio, 20likes）
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- @marshallrichrds (290): Beyond the phone specific tasks I showed off, I think a ClawPhone is great cheap way to test out OpenClaw on an isolated device. It can do all the normal OpenClaw things like hook into email systems, put stuff on your calendar, write programs, browse the internet, etc. But I thi…
- @Teslanaut (108): @marshallrichrds Internet of Things is becoming Internet of Claws
- @sudo_goreng (42): @marshallrichrds Man, you keep posting banger after banger ClawFridge when?
- @zhixianio (20): @marshallrichrds Built a tool to turn old Android phones into AI agent hosts. No CLI, no servers. Open source, feedback welcome 👏https://t.co/8QegZwyI59
- @foundrceo (17): @marshallrichrds this is so cool dude, can't wait to see what you do with it! 🚀
推主引用 Elon Musk 的观点称未来十年内靠出售劳动时间赚钱的模式将被 AI 颠覆，引发大量网友质疑其预测和商业动机。
🚨WOW 🚨 Elon Musk just dropped a serious warning: “You have at most 10 years left to make money by selling your work.”After that, AI will handle most tasks — and paying someone for their time simply w…
受众观点：① 不少人指出 Musk 的预言往往为自己公司造势，认为这是在制造 AI 恐慌和炒作而非中立判断（@zoidz00, 1298likes） ② 有人质疑如果 AI 让所有人失业，那谁来为这些 AI 服务付费，认为这种叙事在经济逻辑上站不住脚（@Official_JMack, 648likes） ③ 也有评论翻出他过去关于火星登陆和自动驾驶的时间表，认为其时间线一再跳票，对这次“十年内工作消失”的说法持怀疑态度（@cest_mois91, 445likes; @evofuse, 199likes）
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- @zoidz00 (1298): @Acemation_ Notice how all of his predictions create hype for his companies. This isn’t accidental. He’s not some profound genius. He’s just creating fake hype to make money off of retards
- @kriptodok (844): @Acemation_ Who’re you gonna sell your service when everyone’s unemployed?
- @Official_JMack (648): @Acemation_ There is little to no incentive for ai if there is no one left to pay for it.
- @cest_mois91 (445): @Acemation_ Same guy who said 14 years ago that Humans will land on Mars in 12-15 years. https://t.co/KGAEcGupMX
- @evofuse (199): @Acemation_ He also said all cars will be driverless in 10 years almost 20 years ago.
前端博主 developedbyed 对比 computer use 与 blender mcp，在展示一组一次成型的生成结果时表示目前 blender mcp 效果更好。
computer use is super cool in so many things but blender mcp seems better so far, these results are one shots https://t.co/QOkJ4QkjYm
受众观点：① 作者强调这些图是一次出图的效果，并拒绝分享 prompt，暗示目前还处在“配方护城河”阶段（@developedbyed, 781likes） ② 熟悉他的粉丝半开玩笑关心他“还好吗”，说明生成内容本身有点猎奇或冲击力，引发强烈反应（@Rasmic, 390likes; @dylancablayan, 337likes） ③ 也有人调侃这可能又要引发社区违规风险，侧面反映出 AI 生成内容在平台规则上的灰度地带（@codewithantonio, 204likes）
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- @developedbyed (781): don't ask me for the prompt
- @Rasmic (390): @developedbyed hey bro, is everything okay? LOL
- @dylancablayan (337): @developedbyed Big dawg what is this 🥀
- @codewithantonio (204): @developedbyed brother do you want to get community striked again
- @mykhailhe (112): @developedbyed finally, a proper bench!
作者推荐一位 SpaceX AI 工程师用 GrokBot 讲授的 1 小时课程，从单一 agent 到 loop、graph、多智能体协作和 verification，系统讲清如何把 GrokBot 真正用起来。
今晚别刷Netflix了。 去看这个SpaceX AI工程师1小时的课程。 这是我见过最清晰、端到端讲透GrokBot到底该怎么真正用起来的课。 从单agent开始，一路到loop、graph、多智能体协作、verification和agent-friendly架构。
受众观点：① 关注 GrokBot 和多智能体协作的开发者，希望系统理解从单 agent 到复杂 agent graph 的人 ② 想用 AI 搭建自动化工作流但还停留在单一对话机器人的独立开发者 ③ 对 SpaceX 工程师一线实践和课程资源感兴趣的中文技术用户。
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- @oike_innovation (16): @huxlab Vibe Codingの本質は、プログラミングだけの話ではない。 多くの知的労働にもそのまま応用できる。 人が問いを立てる → AIが選択肢を出す → 人が判断する → AIが実行する 人は「作業」より「問い・判断・決定」に集中する。 この協働モデルが定着すれば、仕事の生産性は10倍になってもおかしくない
- @oliver139_dev (12): @huxlab 但我認為現時Vibe Coding技巧的最大弊處是：你不知道現在辛苦學起來的這套會不會一個月後就又被淘汰了💀
- @PearceChen42 (12): @huxlab 主要是推销GrokBot
- @huxlab (3): 学习完上面的，建议继续学习这个，帮助你真正用好AI，都是干货 https://t.co/dpFEgXLMW4
- @FinnTsai88 (3): @huxlab 确实，99% 人停在单 agent
作者强烈推荐一份“how to build your first ai agent”完整教程，称如果一年前看到这份材料，自己第一个 agent 本可以一下午就做完，强调这类手把手 walkthrough 能极大提升个人开发者的 agent 交付效率。
this is pure f*cking treasure how to build your first ai agent (full walkthrough) if this had landed in front of me a year ago, my first agent would've shipped in an afternoon instead of eating two w…
受众观点：① 想做第一个 AI agent 却不知道从哪下手的独立开发者 ② 已经跟着教程做出 demo，但卡在如何上线和稳定运行阶段的工程师 ③ 对比不同 agent 教程、想挑一条最高效路径入门的技术博主和内容创作者。
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- @frkntplglu (8): @AnnatarXBT thank me later. https://t.co/7Kfs85J3cu
- @morpphhhaw (3): @AnnatarXBT does it actually work?
- @ronmartblog (3): @AnnatarXBT @grok do a reality check on this
- @aredmonds (1): @AnnatarXBT eating two weeks hurts different when you see it could've been one afternoon
- @arshi_sabah (1): @AnnatarXBT Hii @AnnatarXBT can you please share the markdown file
推文介绍一个在 GitHub 上爆红的 GPT 专用爬虫脚本，能在 30 秒抓取网站内容生成 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 想快速给 GPTS 搭建网站问答机器人的普通开发者 ② 有一定爬虫基础、希望把现有抓取流程接到 LLM 知识库上的工程师 ③ 做 AI 产品、需要批量构建垂直站点知识库的独立开发者。
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- @yuezhicang (1): @Crypto_QianXun 遇到反爬网站就凉 它只在lee基础上做了下封装
- @shane5206 (0): @Crypto_QianXun @memdotai mem it
- @chenerg03080129 (0): @Crypto_QianXun @readwise save
- @lisongxixixi (0): @Crypto_QianXun 1
- @gongshulin (0): @Crypto_QianXun @memdotai mem it
推文讲述深圳一名 22 岁学生用 900 元红米手机，通过自动刷新闻 App 截屏并让 Claude 对比 Polymarket 价格给出投注建议，一个月赚到 14700 美元的故事。
深圳有个22岁的学生，用一部900块钱的红米手机，就三月份这一个月，愣是帮他赚了14700美元，他爸妈到现在还以为他在备考呢。 手机每隔半小时，自动打开六个中文新闻App，翻看新闻标题、截屏，然后把摘要扔给Claude。AI再把这些新闻和Polymarket上的价格做对比，给出投注建议。 👉 https://t.co/DMRIVwobht
受众观点：① 对用 AI 做信息套利和自动化决策感兴趣的独立开发者 ② 想把新闻流、社交媒体信号接入到自己交易或预测系统中的工程师 ③ 关注 Polymarket 等预测市场玩法、但缺少技术实现思路的普通用户。
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- @qkl2058 (10): 如何在 Polymarket 上进行跟单交易？ 1️⃣首先要跟单某个钱包，先打开他们的 Polymarket 个人资料：https://t.co/HnVzmDCauw 还没有PM帐户的，点击上方链接用邮箱注册或连接钱包即可 2️⃣如何获取想跟单的钱包地址：选择其用户名旁边的钱包图标，复制下来。 加入我的PolyMarket电报群：https://t.co/3l2msgVb3c 3️⃣我尝试过的所有跟单机器人中，我最喜欢 PolyCop：https://t.co/EgT16k3fC5 1. 启动 Telegram 机器人 2. 为您的钱包充值 3. 转到…
- @Yaya05101 (9): @qkl2058 就骗人吧 Polymarket根本不给新用户开户
- @zhengyu230769 (5): @qkl2058 这个案例是一个极其优秀的“技术科幻+商业落地”的思想实验。
- @aiRobertDaily (5): @qkl2058 我小表弟也是在深圳，保送了，现在拿 ai 赚钱比我还要多。我这个学 用 ai 好几年了，他一下子这样我都快没有面子了
- @itemposition13 (3): @qkl2058 中国にも怪しい儲け話みたいな情報あるんだな
作者介绍两个 GitHub 开源项目，把 A 股和美港股的免费数据源整合成一套 AI 直接可用的数据仓库，并通过 Skill 文件让 Claude、GPT 等 agent 能方便调用股票数据。
终于有人把 A 股 + 美港股 免费数据源彻底打通了！ 两个极其硬核的GitHub开源项目，把原本散落在几十个源头的原始数据源，全部整合成一套 AI 直接能用的完整数据仓库。 从此，彻底告别繁琐的接口对接、反爬虫折磨和昂贵的数据费。封装成 Skill，直接让你的 Claude / GPT等agent https://t.co/JFvzNv4voF
受众观点：① 想给自家 AI 助手接入 A 股和美港股行情数据的独立开发者 ② 做量化或策略研究、希望用 LLM 辅助分析的工程师 ③ 想学习如何把传统数据源封装成“Skill”供各类 agent 复用的 API 设计爱好者。
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- @BTCqzy1 (23): 安装方式（两仓库可同时安装，互不冲突）： 方式A 1️⃣ 安装基础依赖： pip install requests pandas numpy mootdx tqdm httpx python-dotenv 2️⃣ 下载 Skill 文件（直接塞进 Claude 脑子里）： mkdir -p ~/.claude/skills/ # 下载 A股 Skill curl -o ~/.claude/skills/a-stock.md https://t.co/VLPggvCT2z # 下载 美港股 Skill curl -o ~/.claude/skills/g…
- @QT9277 (2): @BTCqzy1 这波操作直接封神，量化党狂喜！
- @user82008200 (2): @BTCqzy1 請問用美股港股可安裝在 hermes agent 嗎？
- @MrO1918453 (2): @BTCqzy1 用处不大，我一个项目就接入了，IP被封
- @No_tariff3 (1): @BTCqzy1 整理了a股和美股确实挺方便的
推文强调 AI engineering 早已不只是会用一个 LLM，真正要在生产环境跑通 AI 应用，需要在模型之外叠加 RAG 等更完整的技术栈。
AI engineering is no longer just about knowing how to use an LLM. The model is only one piece of the system. Once you start building AI applications that actually need to work in production, the stac…
受众观点：① 只会简单调用 LLM API、但开始考虑上线真实用户产品的独立开发者 ② 在公司里负责 AI 项目落地、需要规划整体工程栈的工程师 ③ 想梳理自己 AI 应用架构、避免过度设计或严重欠设计的技术负责人。
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- @BayouTD (5): @Ai_Vaidehi This is how your chart should look https://t.co/c9LZG1Sh8Z
- @bodyNsoulPK (3): @Ai_Vaidehi @grok, what are the Chinese counterparts of these western elements mapped?
- @DoeMaarSimpel (2): @Ai_Vaidehi The stack gets big, yes. Real power is in selecting only the layers that are truly needed. Human first — minimalism builds resilience. 🤝 #MensEerst
- @DoeMaarSimpel (2): @Ai_Vaidehi 🧠💓🤪🫶🥰🫡 https://t.co/jL7T4VtP8V
- @DoeMaarSimpel (2): @Ai_Vaidehi 🧠💓🏗️🤖🌏🌍🌎🌐🫶🥰🫡 https://t.co/zQqwqJmLEx
推文对比 OpenClaw、Hermes 和 Grok @bot，说明三者都能配置带持久文件和登录态的专职 agent，其中 OpenClaw 和 Hermes 支持在本地或 VPS 自托管运行。
OpenClaw vs. Hermes vs. Grok @bot, clearly explained: All three let you set up an agent with a specific job, and it keeps its files and logins between sessions instead of starting fresh. OpenClaw and…
受众观点：① 想搭建长期运行的浏览器 agent（爬虫、运营、客服）的独立开发者 ② 在评估 OpenClaw、Hermes、Grok 等方案、纠结选型的工程师 ③ 对自托管 AI agent 安全性和隐私有要求的小团队技术负责人。
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- @NousResearch (78): @_avichawla @bot We offer simple managed remote agents at https://t.co/O04Z66K1fa, as well as Bots mode in Hermes Desktop.
- @witcheer (68): @_avichawla @bot hey, we recently Hermes Bot mode by the way, the Open Source and free version https://t.co/dyO5Aam3DB
- @haalkidda (4): @_avichawla @bot OpenClaw for control, Hermes for sophistication, and Grok for speed.
- @kzu (4): @_avichawla @bot Why was that a "video" to begin with 🤌 https://t.co/1HJcfddkeo
- @buswe_com (3): @_avichawla @bot Self-hosting it on your own VPS keeps the sessions behind your own IP, so sites are far less likely to flag the agent as a bot.
卡卡分享对13岁独立AI开发者吕思彤的采访，她用AI工具做了上百个产品并接到高额AI商单，引发网友对造神叙事和焦虑贩卖的质疑。
卡卡采访13岁的独立AI开发者吕思彤，她利用AI工具开发了超过100个产品，接的AI商单从几万元到几百万元，这不就是妥妥的普通叉友么？要理科有AI，要AI有学霸。 https://t.co/1kHJ5TZjWn
受众观点：① 关注独立开发路径、容易被“天才少年”故事影响心态的初级开发者 ② 想用AI做副业或接商单、需要校准对收入和项目数量预期的打工人 ③ 关心中文互联网舆论场如何通过极端案例制造焦虑的内容创作者和观察者
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- @wa3797077533112 (95): @kenw_2 天天在这散播焦虑。知道做上百个应用什么概念吗？吹牛逼都不打草稿。信他还不如信我是秦始皇呢。天天造神，嫌卷的不够多？才没多久之前来了个几岁小孩开始做独立游戏。毛都没长齐就开始装。然后还有媒体大肆宣扬，所以细品，都是什么人想让你看这些的。。。说明经济不好了。需要造神给你逼你继续卷。
- @yifa404 (67): @kenw_2 又造神，姜萍大家可还没忘呢。国人太热衷走“捷径”。当然，傻子太多也是重要原因。
- @a617152237 (30): @kenw_2 新版姜萍，历史还是不断轮回
- @butcher5131 (19): @kenw_2 lie to me说了，说话时不断摸鼻子就是在撒谎
- @MindLabSignals (15): @kenw_2 这跟古代的举孝廉是一样的，大家族造势而已。
AnatoliKopadze 转发 Peter Steinberger 讲解 OpenClaw 实际工作流的视频，强调通过“loops”让自己以更少精力更快 ship AI agents 产品。
Peter Steinberger, the guy who built OpenClaw just shared his actual workflow: "Each loop is so much faster now that I ship more than ever with way less effort." 19 minutes from the person who knows…
受众观点：① 正在尝试用 OpenClaw、LangGraph 等框架搭建 AI agents 的独立开发者 ② 想把日常运营、数据抓取等任务自动化、但不清楚该用 cron 还是“智能 loops”的技术创始人 ③ 被各种“agent/loop”概念轰炸、需要一份工程视角澄清和落地实践建议的开发者群体
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- @PawelHuryn (3): @AnatoliKopadze Did you watch that video? Peter's loops are just scheduled jobs, not "loops" you or Boris describe. No goal, no stop conditions. The real "loops" are initialized by those scheduled jobs. Nothing wrong with that. The terms is just super confusing and everyone uses…
- @kocer_eth (1): @AnatoliKopadze damn this loop thing actually looks useful
- @KongBTC (1): @AnatoliKopadze Watching how the pros use agents
- @0xMukay (1): @AnatoliKopadze Ships more than ever with less effort” is the only metric that matters, everything else is just loop theory.
- @rnatthewgribben (1): @AnatoliKopadze Loops AKA the latest innovation in spend while you sleep technology. openai and Anthropic pushing loops and people paroting it as though they've just discovered some 10x coding power. The only thing you are 10x'ing is token usage and your API bill.
YM_AlphaNotes 介绍 Hugging Face 旗下 Pollen Robotics 开源的迷你双足机器人 Microduck，这只25cm高的机器鸭依靠强化学习在 MuJoCo 等环境训练后，以50Hz控制15个舵机实现多种动作。
Hugging Face 旗下开源机器人公司 Pollen Robotics 开源了一台小机器人。 他们把一只只有 25cm 高、800g 重的机器鸭 Microduck 开源了，而且它的一身本事，基本都是靠强化学习练出来的。 Microduck 是一台迷你双足机器人，搭载 Rockchip RK3566，真机以 50Hz 控制频率驱动 15 个舵机。机器人 Runtime https://t.…
受众观点：① 对强化学习和机器人感兴趣、但还停留在仿真环境里的学生和工程师 ② 想围绕开源硬件和 AI 做教育内容或小产品的独立开发者 ③ 关注 Hugging Face 生态、想了解从模型到实体机器人完整链路的 AI 从业者
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- @King86877174 (5): @YM_AlphaNotes 我这个看上去笨笨的，物料成本3000左右 https://t.co/SrsiXfFfaH
- @aronhouyu (3): @YM_AlphaNotes 400美金一台
- @ddny09 (2): @YM_AlphaNotes 文里说“动作基本都是强化学习练出来的”，这条才是关键。走路、摔倒起立、捡东西、前滚翻，甚至装轮后切另一套策略滑行，都走 MuJoCo/PPO + Domain Randomization → ONNX → 50Hz 真机这条链，而不是先写一堆状态机再拿 RL 补洞。对想复现 Sim2Real 的人，比“会走路的机器鸭”这个卖相有用多了。
- @anthrcz (2): @YM_AlphaNotes 这一来中国又有自研大鹅该上市了
- @weibiotic (1): @YM_AlphaNotes I'd rather spend my $400 on something useful, maybe a robot vacuum instead 🤭
AYi_AInotes 分享 @ashebytes 用 GPT-6 Astra 独立完成 3D 医学解剖交互库的案例，把人体解剖拆成2234个三维零件，实现骨骼肌肉血管分轨爆炸拆解的效果。
以前做一个这种级别的 3D 医学解剖交互库, 一整个专业团队至少要耗时几个月、花掉几十万开发成本, 现在@ashebytes 她一个人用 GPT-6 Astra,直接把人体解剖结构拆成了 2234 个独立三维建模零件, 骨骼、肌肉、血管全部分轨排列,滑动滚轮就能 100% 爆炸拆解。
受众观点：① 想用 GPT-6 Astra 等大模型做复杂 Web3D、可视化或教育产品的前端和全栈开发者 ② 医疗教育、在线课程等行业里考虑引入 3D 交互内容、但预算有限的产品经理和创业者 ③ 对“一个人+AI 能做多大项目”边界感兴趣的独立开发者和技术创始人
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- @valarzai (1): @AYi_AInotes @ashebytes 最近一直在磨这个，github有些开源的库用，但综合起来还是需要打磨
- @zhouluobo (1): @AYi_AInotes @ashebytes 真个确实太震撼了，不过他这个页面这么多元素，怎么不卡呢，我自己做的demo，模型件多了就卡卡的。。。
- @BronwynCloehj (0): @AYi_AInotes @ashebytes 应该没人比我玩的开了吧🏄🪁我福不黑不信你看
- @EloiseHonaker (0): @AYi_AInotes @ashebytes 应该没人比我玩的开了吧🥖🤟我福不黑不信你看
- @CamilaAndeukcr (0): @AYi_AInotes @ashebytes 应该没人比我玩的开了吧🌮⛳我福不黑不信你看
作者指出 Fable 5.1 现在会给所有生成文本（包括翻译）加入基于 SynthID 的统计水印，并分享自己复现实验和尝试去除水印的研究与工具。
Three weeks ago I posted here that nothing you could generate with Claude was watermarked yet. Now it's incorrect. Fable 5.1 now puts a statistical watermark in generated text, including even transla…
受众观点：① 认为总会有人快速找到简单绕过方案、对现有水印技术长期有效性持怀疑态度的用户（@Deltamelo, 134分） ② 担心水印会影响对措辞极其敏感场景（如数学或科学写作）输出质量的专业写作者（@Prtia, 40分；@iamthe0ther0ne, 19分） ③ 认真阅读 SynthID 论文并自己复现算法、强调目前去水印仍有大量限制和权衡的技术向读者（@Imaginary_Dinner2710, 36分）
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- @Deltamelo (134): I’ll give it a couple of weeks before some Asian dude figures out how to get around it super easily
- @Prtia (40): I think it will negatively affect output quality. Certain use cases (of language), which require extremely precise wording, come to mind, such as mathematical writing.
- @Imaginary_Dinner2710 (36): I took an article from Google DeepMind that describes the SynthID algorithm in full. I reproduced text generation with my own private key, the addition of the watermark, and its detection after trying different ways to remove the watermark. And I got a statistically stable answe…
- @iamthe0ther0ne (19): Science writing chiming in here. Yes, I'm unhappy about it. Anthropic claims that if word choice is limited (as in science writing) watermarking might not occur, but I haven't seen anything published on it and the paper they pointed to only tested whether people could tell the d…
- @Financial-Aspect-826 (18): Just refactor the text with other llm and be done with it
楼主发现 Notion 官方 MCP 连接器在执行任务时偷偷往提示词里插入推销 Notion Business 的指令，还要求代理不要解释原因，用户从未询问过套餐信息，文档里也没有披露这种暗中广告行为。
Notion's official MCP connector prompt injects AI agents to advertise Notion Business to you mid-task, and instructs it to never explain why. My bot did it to me this week. I never asked about Notion…
受众观点：① 顶层评论用调侃广告的方式表达担忧，认为这是未来更多产品会走向的糟糕趋势，引发大量共鸣（@FirmPickle, 1105分） ② 有人表示想办法让这种行为给 Notion 带来成本，反映出用户有意用技术或用量反制暗中插广告的做法（@TheOnlyVibemaster, 337分） ③ 多条评论用"enshittification" 等词感叹连 AI 时代也逃不过平台体验被广告和商业化一步步腐蚀的老路（@the_good_time_mouse, 100分 等）
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- @FirmPickle (1105): Yeah, this is concerning and most likely a worrying sign of the times to come. And it’s reasons like this that I choose to enjoy the crisp refreshing taste of Pepsi™.
- @TheOnlyVibemaster (337): I’m gonna figure out a way to make this cost them money, give me a day or two
- @dhessi (320): https://preview.redd.it/rmom0dvf30oh1.png?width=1440&format=png&auto=webp&s=3019c9e693437fc40c07e92ac4ce67bd05d9d580
- @Gestaltarskiten (184): Make no mistakes
- @the_good_time_mouse (100): Not even the singularity is beyond enshittification.
一位在尼泊尔远程为北美 AI SaaS 公司做内容增长的人被裁后，总结自己用 LinkedIn 为 AI 创业公司做增长的实战经验和具体打法。
*I just got laid off recently from a content growth role.* This has just got me super pissed. So instead of sitting on it, I'm giving away everything I've learned in LinkedIn content marketing over t…
受众观点：① 想在 LinkedIn 上获取早期用户的 AI SaaS 创始人和独立开发者 ② 负责 B2B 内容营销的增长从业者 ③ 想转向远程内容岗位的技术背景创作者。
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- @Accurate_Classroom56 (20): Posts, do articles if you care about AEO/GEO. Linkedin is the #2 trusted source on Google and any llm using google will scrape that
- @desichica (10): Linked articles vs linkedin posts?
- @Accurate_Classroom56 (7): Thank you so much my fellow human, Hope your words reach to the gods
- @ur_piyo_a_hoe (6): This is helpful, thanks. Hope you land your next role soon
- @TrevorHikes (3): DM me what kind of gig you are looking for.
一位长期用 Claude 写代码的用户首次改用 GPT Astra，发现其响应更快、更可靠、代码修改轮次更少，整体体验远优于 Opus 和 Fable。
I've been using Claude for my coding work for more than a year every day actively. I've been updating versions when the new ones came, from Opus to Fable etc. I never liked the answers I've been gett…
受众观点：① 关注 Astra 实际使用门槛和套餐限制的开发者，担心便宜套餐很快触顶（@slickricksghost, 60分） ② 在比较 Fable、Opus 与 Astra 性价比，希望选一个主力模型长期用的付费用户（@Sjeg84, 33分） ③ 认为 OpenAI 在可用性和工作流顺畅度上明显领先、对 Anthropic 失望的老用户（@TessTickols, 18分）
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- @slickricksghost (60): I also tried Astra today, just posted about it in the ChatGPT subreddit. Signed up for the $20/month plan (currently on the 5x plan with Claude) gave it one prompt to fix something in a notes app I'm working on it and it hit the usage limit. What's your experience been with usag…
- @Rise-O-Matic (35): Paid the $100 OpenAI sub and got 7 hours of continuous looping on xhigh before it pooped out, but I have 2 resets left.
- @Sjeg84 (33): I find fable a lot better still. However, fable is not included in Pro. I really hope this makes anthropic reconsider. I don't think I need two subscriptions, even though I would prefer Claude, Opus is not on Astra's level.
- @TessTickols (18): Try Astra (Hell, even try Sol) for one workflow and you will never be able to live with Anthropic again until they change. Had the exact same experience with GPT 5.5 that I had when I switched to Opus for the first time way back. OpenAI is way ahead on actual usability.
- @Winter-Mess-7000 (16): You pretty much can’t use any frontier model on such a cheap plan. 5x is basically the minimum.
作者花一年时间独自开发可高度配置的 AI 内容生产工具 nixra.ai，长期高强度投入后终于迎来第一个付费客户。
1 year ago, I decided to start a project. Most days have been 13hours, 7x week. I went days without saying a word to a single human many times. Weeks without leaving my house. My parents, everyone, w…
受众观点：① 正在独立开发 AI SaaS、还没变现的个人开发者 ② 准备做内容创作工具的创业者 ③ 对长期高强度 solo 开发心态管理感兴趣的技术人。
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- @bingeybingus (3): Congrats bro, im still trying to get that
- @codisimlabs (3): Congrats. Your consistency dedication paid you. Now you should focused on marketing and distributing
- @JsKFuZe186 (2): Congrats man im trying to build my own thing too. Do you have any tips? Also you said its to create content? Like ai content? What’s the link I’ll check it out
- @clarkesdirective (2): Thank you bro!! And yes it’s for Ai content creation. Basically I’ve removed prompting, so beginners don’t need to know anything. It has over 750+ photography settings, 300+ weather controls, you can save your characters the poses the outfits blabla. It’s the most configurable A…
- @Elinacosta (2): Which services you provide on your saas platform?
一名叫 Christofle 的计算机系学生用自己本名注册了 christofle.dev 个人网站，却收到法国同名奢侈银器公司发来的商标侵权邮件，担心是否需要交出域名又没钱请律师，于是在网上求助。
Context : I am a computer science student with a personal website at ( [https://www.christofle.dev/](https://www.christofle.dev/) ) My legal government name is 'Christofle Tjhai' at birth. I register…
受众观点：① 有人建议如果真的在意可以找商标律师，但在跨国且用途完全不同的情况下，大概率对方只是发恐吓邮件，自己不会主动回复，除非真的收到正式法律文件（@StormMedia, 122分） ② 也有人指出如果那家公司真那么在意，早就把相关域名都注册了，而在 UDRP 框架下，对方很难证明学生是“恶意抢注”，因为这是他的本名且用途完全不同（@proto-cool, 75分） ③ 多数评论认为只要网站内容和对方银器业务毫无相似，法官一般不会支持强制转移域名，对方在首封邮件里就提出给替代域名本身就说明案子不硬（@overzealous_dentist, 59分；@Choice_Mail1472, 42分）
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- @StormMedia (122): ~~Go to a trademark lawyer if you care enough.~~ Edit: since you said it’s out of the question, just follow my suggestion below tbh. They’ll probably just give up at email, haha. Personally I wouldn’t respond at all and wait until they send me something certified or serve me pap…
- @proto-cool (75): Not a lawyer but if they cared enough they should have registered the domain. It's not uncommon for corporations to register multiple TLDs or alternate domains for the same trademark. They can file a UDRP complaint, but given that it's your name I don't think they could prove it…
- @overzealous_dentist (59): I wouldn't respond at all. Unless your website or product resembles them significantly, no judge would let this continue, nor in any judgement would you ever have to hand over a domain
- @proto-cool (56): Also I looked it up. They sell flatware and tableware. You're a software dev student. No overlap at all aside from a name. They can pound sand lmfao
- @Choice_Mail1472 (42): yeah this is just a scare tactic, they know they've got a weak case if they're already offering you an alternative domain in the first email
一位自建党用户吐槽 Nextcloud 臃肿、Seafile 在分盘挂载下总是装不起来，想找适合 Docker 部署且带安卓 App 的自用网盘和文档同步替代方案。
New to self hosting. It's been about a year in this journey to extricate myself from Google and Microsoft. I'm running a server on kubuntu 26.04lts. it's my fault drive and my media server, and also…
受众观点：① 有人认为 OpenCloud 是不错的替代选择，实际使用体验稳定（@itastesok, 6分） ② 也有老用户表示 Nextcloud 只要精简功能或用 AIO 版本，其实可以很好用且维护成本不高（@mathgoy, 8分） ③ 有评论指出楼主真正的问题可能在于 appdata 与用户数据分盘挂载、数据库落在不合适的文件系统上，而不是 Seafile 本身（@alex_indiedev, 5分）
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- @IvanDist (14): Have you tried OpenCloud?
- @mathgoy (8): Probably not the reply you were looking for but Nextcloud is perfectly fine. I’ve been using it for 8 years with no issue whatsoever. I recently migrated to the AIO version and It’s so easy to setup and low maintenance
- @itastesok (6): Using Opencloud and have been quite happy with it.
- @alex_indiedev (5): Everyone's naming products, but your actual blocker sounds like the split mounts, not Seafile. When a containerised app with its own database gets appdata on one disk and user data on a merged pool, the thing that breaks usually isn't the app. It's either the DB sitting on a fil…
- @soulsurfa (5): Tried disabling functions you don't need? That what i did.. Only using notes and files now... Files syncs fromWin11 desktop to act as my dropbox replacement
BookOrbit 发布 v2.9.0，为自托管电子书与有声书平台加入自动化图书请求与下载流程，并支持多用户权限和多种阅读器同步。
Hi everyone! This is my first time posting here about [BookOrbit](https://bookorbit.app), a self-hosted library and reading platform for ebooks, PDFs, audiobooks, and comics. The headline feature for…
受众观点：① 有用户系统梳理作者在多个子版块的发言与删帖历史，质疑其对 BookLore 身份和 AI 使用披露不充分，担心项目透明度和诚信问题（@Flimsy-sam, 36分） ② 作者长文回应自己确实是 BookLore 原作者，解释为何重写为 BookOrbit、技术栈选择和架构改进，并承认当初删库行为不成熟，希望通过更公开的开发流程重建信任（@Bitter-Pop-2514, 31分） ③ 其他用户态度复杂，一方面认可道歉和技术改进，另一方面追问其自称“stupid kid”和多年工程经验的矛盾、捐赠资金用途以及删改提交记录等细节（@EntertainmentAny8264, 20分）
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- @Flimsy-sam (36): I’m sorry, whilst this is not a personal attack, there are still a few red flags here, given the history of both projects. [Here](https://www.reddit.com/r/selfhosted/s/Sx2eOLZETl) you’ve said this is your first post in this sub. Yet [someone else](https://www.reddit.com/r/selfho…
- @Bitter-Pop-2514 (31): A few people have asked fair questions about my connection to BookLore, so I want to answer them directly. Q: Are you the developer of BookLore? If so, why did you create BookOrbit? Yes, I am the original developer of BookLore. I had already been working on BookOrbit as a protot…
- @deranjer (21): Oof, I did not realize that. From the little bit I saw of your behavior it was... not great. I'm all for second chances though, and I guess an apology is a good start.
- @EntertainmentAny8264 (20): Could you clarify your background? I noticed a recent comment where you referred to yourself as a 'stupid kid,' which seems at odds with previous statements mentioning over 15 years of software engineering experience. In the past, contributors have been banned and their PRs dism…
- @count_sudoku (16): And "back then" is a funny way to phrase it since the Booklore incident was *six months* ago, and book orbit seems to have started at least 2 months ago lol.
作者能把产品做出来却总卡在获客和分发上，反思之前靠一次 TikTok 爆火获得用户的经历，向社区详细请教从零找到首批真实用户和有效渠道的方法。
I’ve noticed I keep running into the same problem with almost everything I build. I’m pretty comfortable with the building side. If I have an idea I believe in, I’m willing to spend the time and mone…
受众观点：① 顶层评论指出现在人人都能做产品，真正难的是营销和分发，技术已不再是主要门槛（@Normal-Salamander218, 24分） ② 有人强调分发本质是长期持续输出，任何渠道只要停更就等于前功尽弃（@problemprofessor, 8分） ③ 也有经验更丰富的开发者分享：先从已有行为和公开求助信号反推渠道，再用小规模高频对话去验证，而不是盲目在所有平台发内容（@kadaumsk8, 3分）
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- @Normal-Salamander218 (24): welcome to what everyone else can do- creating one now is easy. marketing is hard.
- @problemprofessor (8): What I’ve figured out is that distribution is a game of consistency, and only consistency. Anything else doesn’t matter if you stop posting everyday
- @Any_Welder_9701 (7): consistency compounds a channel thats already showing some signal. otherwise youre just repeating the same mismatch every day
- @Dry_Ninja7748 (3): Empathy is hard
- @kadaumsk8 (3): I choose the channel from the behavior that already exists around the problem. If people ask peers for recommendations, start in those communities. If they search for a solution, test SEO or search ads. If you can identify the buyer by role or company, use direct outreach. The p…
作者质疑 Anthropic 在 Claude 输出中加入不可见文本水印，尤其是对源代码的影响，认为这让第三方在软件资产中植入无法独立审计和移除的专有溯源信号。
Anthropic is about to start embedding an invisible statistical watermark into text generated by Claude. For ordinary text, this may seem harmless. For proprietary source code, I think the issue is ve…
受众观点：① 认为水印主要是为了解决训练数据中 AI 文本污染、方便厂商过滤新数据的用户（@IriZ_Zero, 71分） ② 拿硬件供应链类比，觉得水印不等于所有权、更像组件厂商的特征标记的评论者（@CricktyDickty, 25分） ③ 担心未来人类代码越来越少、AI 代码越来越多后，训练数据和检测边界会变得模糊的开发者（@Greenerli, 11分）
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- @IriZ_Zero (71): The truth is, they need a way to filter out all AI-generated content from their new training data.
- @algaefied_creek (54): You mean “Load-bearing footguns” and other bizarre speech is not already their intentional watermarking?
- @CricktyDickty (25): This is no different than a company that makes a proprietary ingredient or a component that then goes into another product. Intel can’t claim ownership of a Dell computer and ASML doesn’t have ownership stake in NVIDIA chips.
- @Witty-Box-5620 (16): https://preview.redd.it/5zuq2m4rt3oh1.png?width=1448&format=png&auto=webp&s=88edab909d32c59c1bc4e614dbb39707a4959120
- @Greenerli (11): If majority of devs are using AI to code, and if there is less and less code produced by humans. How they will still find relevant data? Are you sure they can't train with code produced by Ai?
作者对比 2024 与 2026 的开发体验，认为如今高端模型更贵、更吃 token，agentic 工具频繁读代码导致成本飙升，让独立开发者更难负担。
Back in 2024, I was using Claude inside Cursor to help build and code AI features. This was before agentic tools like Claude Code or OpenAI's Codex agent existed. The workflow had real problems. The…
受众观点：① 在 Cursor、Claude Code 等工具里大量写代码的个人开发者 ② 预算有限却想用最强模型做产品的早期 AI SaaS 团队 ③ 对 LLM 成本结构和工作流优化感兴趣的技术读者。
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- @Noisebug (50): Real value is in knowing what not to code. As things get more expensive, the people who know what to ask for will be ahead.
- @the_king_of_goats (14): what in the name of unholy fuck are people doing/building that requires spending hundreds of dollars PER DAY on tokens?
- @Velvet-Thunder-RIP (11): The enterprise accounts cost more then the personal accounts do on average. Whole system is broken and we still do not know what this really costs.
- @pushpendraagrawal (8): The real cost isn't tokens, it's that agentic tools explore before they commit. Old workflow: you wrote the plan, model executed it. New workflow: model writes its own plan, reads half your codebase to build that plan first, then executes. You're paying for context-building ever…
- @Forsaken_Buy_7531 (6): It's because y'all keep using the most expensive models for the most basic stuff like I've seen dudes using Opus for building basic CRUD form apps, and another thing models from China are much more better for the business now. I can use Deepseek Flash V4 or GLM for most of my ta…
提问者想了解大家在实际工作中如何编排多个 AI agent，而不是搭建复杂架构，目前是手动开多个 Claude Code 或 Pi 会话来分工。
Hey everyone, Right now, I usually start separate Claude Code or Pi sessions and manage each agent individually, deciding what to delegate and when to jump in. I'm curious how other people are doing…
受众观点：① 已经用一个“总控会话”协调其他会话、实践简易 orchestrator 模式的用户（@Tryin2Dev, 24分） ② 想用 Claude 帮自己搭 subagents 能力、对工具化编排感兴趣的开发者（@fuzzypetiolesguy, 21分） ③ 尝试过多种 agent 架构但发现越复杂越难控、强调要手动掌握“单一事实来源”的使用者（@peteypeso, 10分）
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- @Tryin2Dev (24): I use an orchestrator session and it communicates with the other sessions to do the work.
- @fuzzypetiolesguy (21): Ask Claude code to help you create a subagents skill that allows Claude to fan out sub agent models for different tasks.
- @mt-beefcake (18): Yeah you could download any of the dozens of programs that do this for you and ho. But why not spend months building a shittier version yourself, reiterating and breaking it all the time? Thats what I did, too far to back out now
- @peteypeso (10): I was really excited to see this question and check out the responses, but right now I don't think anyone has a universal answer. I've been struggling with this myself and have tried a number of ways, but they all have their downsides and have caused issues. I've tried the Chief…
- @vrle (8): You may want to try Herdr.
一位网友晒出自己在加拿大家中搭建的夸张级别自建机房，把 homelab 升级成小型盈利云计算数据中心。
My over the top production home mini DC in Canada AB :)
受众观点：① 很多人调侃这已经不是家用实验室而是带卧室的小型区域机房，吐槽规模远超普通玩家（@gty_88, 28分） ② 有人夸赞开放式机房空间带来的工业风观感，关注美学和氛围感（@Character_Chair6511, 6分） ③ 也有人从空间和体积角度调侃机柜大到像东京公寓，暗示现实居住与设备占地的矛盾（@Thin_Needleworker795, 6分）
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- @gty_88 (28): That is no longer a homelab, that’s a small regional data center with a bedroom attached lol
- @Character_Chair6511 (6): nice setup the exposed room gives it that raw industrial feel
- @Thin_Needleworker795 (6): That rack cabinet is the size of a Tokyo apartment lol
- @Addys0nn8 (4): Because it is literally a for profit cloud compute service that's doing well
- @4nm1tsu (4): I'm in Japan and if I ran a setup like this here, I'd absolutely cook alive in the summer lol
帖子提醒大家 File Browser 项目已在 2026-09-01 正式归档停止维护，不再提供任何更新和安全修复，并在评论中讨论了安全隐患及迁移到 fork 或替代方案的问题。
Just a quick reminder since I imagine tons of people are still using the service > File Browser is archived on 2026-09-01. The last planned release has already shipped. There will be no further re…
受众观点：① 还在生产或公网环境中使用 File Browser、但错过了停更公告的自托管用户和小团队（@Able-Extension-3505, 29） ② 想了解哪个 fork 维护更积极、是否解决原作者提到的安全问题的现有用户（@cookies_are_awesome, 194; @sparkleboss, 58; @Round_Bumblebee_4782, 47） ③ 正在寻找轻量文件管理替代方案、愿意尝试 Copyparty 等其他项目的自托管爱好者（@Remarkable-Alps-5770, 31）
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- @cookies_are_awesome (194): Actively maintained fork at https://github.com/gtsteffaniak/filebrowser
- @sparkleboss (58): And a fork that’s seen a ton of improvements from the old file browser.
- @Round_Bumblebee_4782 (47): The original developer said it's riddled with security bugs as he began writing it when he was 15 and would need to be rewritten from the ground up to actually fix those issues. Does quantum filebrowser have a response to this?
- @Remarkable-Alps-5770 (31): Copyparty (https://github.com/9001/copyparty) has been working great for me
- @Able-Extension-3505 (29): Man I missed that announcement completely. Been running it for years, never really looked at alternatives cause it just worked. That security fix thing is the part that worries me though. Running unpatched software on home network is one thing but anything exposed is asking for…
帖子分享了用电影《篱笆墙外》片段二创的短视频，借丹泽尔·华盛顿的台词来讽刺所谓“AI slop”，评论区围绕生成式 AI 是否在侵蚀真正的艺术创作展开激烈争论。
r/ClaudeAI denzel explains ai slop
受众观点：① 有人指出视频本身就带有讽刺意味，暗示用 AI 二创来批评 AI 内容本身就充满反讽（@incognitochaud, 40分） ② 有评论推荐原片《Fences》，强调原作表演和剧情的分量，侧面凸显 AI 二创与真正电影艺术之间的差距（@CloisteredOyster, 16分） ③ 也有长评质疑"被 AI 点燃创作热情的老艺术家"这种叙事，认为真正长期创作者大多反对生成式 AI 侵蚀行业，而支持者往往并非专业艺术工作者（@Mahusive, 12分；@Amoner, 12分）
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- @incognitochaud (40): There’s some irony afoot
- @akabillposters (31): That ending. 😘👌 Pure genius. 🤣
- @CloisteredOyster (16): The actors and set are from the movie ***Fences***. Heavy movie with world class acting. Recommended. [The edited scene](https://youtu.be/tVxYCeRXzGo?is=b0uPMbUKGamZZNlE)
- @Mahusive (12): Are we seriously trying to suggest that the people who have been making art for years, decades even, are the ones who are using and defending generative AI. Like are we seriously trying to suggest that there are people out there who stopped making art because of being worn down…
- @Amoner (12): I think the idea is that AI will never replace actual art, or actual software design. It will however take those parts that already have been solved and replicate them as long as needed. Something that I would say majority of us do on daily basis. We are not coming up with break…
Claude Pro 用户反馈最近一次小改动就消耗四成额度，整个平台的 token 使用量突然飙升，怀疑计费或缓存策略被悄悄调整。
Hey everyone! Has anyone else experienced an exponential increase in token usage on Claude Pro after the latest update? I always try to follow good practices to get the most out of Claude’s usage lim…
受众观点：① 同样感觉到 Opus 5 高档位下使用时间从几小时骤降到不到一小时、严重影响编码工作的重度用户（@shafiq235, 51分） ② 想通过提示模型自查和优化 token 使用方式的用户（@don123xyz, 17分） ③ 之前从未打满 5 小时上限、最近却轻松用光额度的普通付费者（@dailyadventure, 12分；@omegaproxima, 7分）
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- @shafiq235 (51): I was literally about to make a post about this, then I saw yours. Same experience here. Normally, when I start working on a codebase, the first 10–15% of my usage disappears pretty quickly. After that, it tends to stabilize, and I can go through fairly long prompting/coding ses…
- @don123xyz (17): Have you tried asking opus to analyze why your token use is so high and how you can optimize it? I did it and the solutions it applied made a huge difference.
- @dailyadventure (12): Me too. It is very noticeable that consumption got significantly higher. I never reached my 5 hour limit until today. For the past month i was always less than 50% before 5h limit resets. Very unusual because i hit 50% when i really try to push parallel projects and agents extre…
- @OccasionBeneficial95 (7): Im on sonnet 5 with only high level and its went 55% to 100 with in 2 sec But some time 90-100 take 1 hr unpredictable
- @omegaproxima (7): It happened to me too, never before have I spent all my tokens in 30 minutes using Opus 4.8 High thinking. It always felt too good to be true tbh, so I will start looking for alternatives, and only if I have to, wait for something new. This is non viable. edit: My 5h limit ended…
楼主在用 PageSpeed 检测 WordPress 站点性能时偶然发现请求指向陌生域名 csa.crazygames.com 和 Microsoft Clarity，怀疑是恶意脚本或广告注入但又无法复现，焦虑自己网站是否被入侵。
Not sure what to make of this, been making some tweaks on my WordPress site and checking pagespeed as well as other tools for progress and one session suddenly csa.crazygames.com/event pops up? A bur…
受众观点：① 使用 WordPress 搭站、担心被广告网络或插件偷偷注入第三方脚本的站长（@NickFullStack, 5; @esperind, 2） ② 知道要查“资源从哪加载”和数据库里隐藏 payload，但缺少具体操作步骤的中级开发者（@Due-Horse-5446, 3） ③ 遇到 PageSpeed 报告里出现陌生域名、又难以复现问题时容易陷入焦虑的个人站点维护者（@laughinfrog, 5）
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- @NickFullStack (5): Do you have ads on your site? Plenty of dodgy stuff can get injected by ad providers. Wordpress has a terrible security track record, so could be some malware that got removed or is hiding for some reason.
- @laughinfrog (5): Yeah it is definitely a compromised page or script that is loading another resource.
- @Due-Horse-5446 (3): Look where those assets are loaded from
- @Due-Horse-5446 (3): If you dont find it, check the db too. Some malware is only served under certain conditions
- @esperind (2): one of your widgets has ads. Either in your rendered site or in the widget interface in the admin area.
作者做了一个自动生成网站现代化改版的工具，两个月拿到五百访客和一百八十五注册却完全没人付费，直到取消免费计划并加上一次性付费选项后才迎来第一笔 9 美元收入，正在纠结是否继续坚持。
i launched this small thing around 2 months back. idea was simple, paste a website url and it gives a modern redesign. thought people will pay if the output is decent but they didnt. site got 500+ vi…
受众观点：① 有同样刚拿到首个付费用户的开发者鼓励作者多坚持几个月，并建议去 Threads 上蹭 Opus 5 等热门话题做落地页展示获取流量（@clarkesdirective, 2分） ② 有人建议尝试每周 1.99 美元这类更细颗粒度的短期订阅价格，降低首次付费门槛（@Inevitable-Break-735, 2分） ③ 作者自己在评论里解释 9 美元终身计划只给 15 次额度，并在后端严格限制滥用，说明他在用“有限终身包”来测试一次性付费意愿（@Public-Salary1289, 2分）
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- @clarkesdirective (2): 1 year building in isolation here, released yesterday and got my first customer too. Keep hammering at it for another 3 months before you think about quitting. You do landing page stuff, what I want you to do is go on IG threads and search "Opus 5 is insane!" and you will see va…
- @Inevitable-Break-735 (2): Indeed! Take in consideration weekly 1.99
- @Public-Salary1289 (2): $9 lifetime plan but with 15credits only... I have added strictly rules not to over use more than that...
- @Public-Salary1289 (2): yep! will try to implement it soon along with some new updates...
- @Public-Salary1289 (2): its one time plan for $9 like they only get 15 credits to try for 1-2 projects... and with the backend they can't use more than those 15credits.. they can access their account and projects for lifetime...
帖子介绍了 Claude Code 里的 hooks 功能，可在会话不同阶段自动执行格式化、保护文件或运行检查，将“每次都要记得做的事”从 CLAUDE.md 规则迁移到工具层。
I used to put a lot of rules in CLAUDE.md like “run the formatter after edits” or “don't touch this file” and just trust Claude to follow them.Turns out some of that probably shouldn't be an instruct…
受众观点：① 强调要用 CI、linters、mypy 等确定性工具来兜底 AI 代码质量、认为自动化检查远比提示词重要的工程师（@durable-racoon, 80分） ② 被 OP 写作风格劝退、希望更接地气实践分享的读者（@P-M, 19分；@Dangerous_Bus_6699, 14分） ③ 完全没经验、第一次用 Claude 做 Shopify 应用、需要具体操作指引的新手开发者（@No_Cell6708, 15分）
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- @durable-racoon (80): oh you're correct but this goes WAY further than hooks. linters, CI, Sonarqube, knip, mypy: deterministic tooling to check AI output is WAY undervalued. especially by vibecoders (cause they dont know it exists). Our AI-driven codebase has so many quality checks and code nitpicke…
- @P-M (19): .... Please just talk like a human
- @No_Cell6708 (15): As someone working on his first project (a Shopify app to help with my small business) with zero coding experience, thank you for these types of posts.
- @Jasper-Collins (15): "How do I use hooks?" OP: "use hooks 👍"
- @Dangerous_Bus_6699 (14): Ok Claude
作者展示自己花约一千小时打造的 Expeditione 互动 3D 古埃及线上展览，用 Three.js 和 Blender 做成可在低配设备流畅运行的浏览器数字博物馆。
Hey everyone, A few months ago I shared the early concept of **Expeditione** [here](https://www.reddit.com/r/SideProject/s/3z6oGsrEoc). Today, I wanted to share a closer look at the flagship expediti…
受众观点：① 直接被成品震撼、对这种高质量个人项目充满兴趣的普通用户（@Le_Max_Machina, 6分；@FiredUpMan777, 6分） ② 关注具体场景设计和教育内容编排、细看五个互动场景结构的观众（@Aureon_de_Veyra, 5分） ③ 使用阿拉伯语等多语言用户，对本地化和文化呈现也有情感共鸣的潜在受众（@andronasef_, 5分；@Known-Captain4411, 4分）
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- @Le_Max_Machina (6): Amazing!!
- @FiredUpMan777 (6): This look so much fun! Great job!
- @andronasef_ (5): واو
- @Aureon_de_Veyra (5): https://preview.redd.it/8yuzup4qo3oh1.jpeg?width=3600&format=pjpg&auto=webp&s=42909e5062c8fe323600654888535d736751e1aa Here are the 5 interactive scenes across the expedition : * **I. Family :** Everyday domestic life, crafts, and homes. * **II. Quarry :** Limestone…
- @Known-Captain4411 (4): جامد 👏
一位独立维护后端服务两年的开发者在补文档时发现自己曾写过一个只捕获特定异常却完全静默处理的 try/except，连注释和上下文都找不到来源，于是劝所有独立开发者给未来的自己多留一句注释。
been the only dev on a backend service for about two years. finally sat down to write proper docs for it today. found a try/except block in the job queue handler. catches one very specific exception…
受众观点：① 有人调侃那条“fix job queue issue”的提交信息承担了过多含义，完全没有提供任何有用上下文（@Niceyyc, 64分） ② 也有人指出这种提交信息通常出现在凌晨两点被线上 bug 折磨到崩溃的状态下，只想赶紧把问题压下去（@No_Application1838, 50分） ③ 另一位开发者分享自己三年后回看代码才想起当时是用静默捕获来绕过高负载下的缓存失效竞态条件，并因此养成了在任何空的异常捕获上至少写一行解释给未来自己的习惯（@Khavel_dev, 12分）
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- @Niceyyc (64): “fix job queue issue” is doing a lot of work here.
- @No_Application1838 (50): that's the commit message of a person who was fighting something at 2am and just wanted it to end
- @[deleted] (20): [removed]
- @Khavel_dev (12): Found one of these in my own codebase after three years solo. Two hours of digging through deployment logs later, turns out past-me was swallowing a cache invalidation race condition that only happened under load. The silent catch WAS the fix because retrying made it worse. Now…
- @Alpaca_Fan (11): Fix by ignoring
作者分享自己用 Claude/Fable 辅助开发的浏览器战斗机射击游戏 WarLightning，可在网页中选择战机、对抗 AI 与地面目标。
I built **WarLightning**, a browser-based fighter jet combat game. You can: * Fly different fighter jets * Dogfight AI aircraft * Fire air-to-air missiles * Bomb ground targets * Fly around large map…
受众观点：① 质疑作者到底是用 Astra 还是 Claude/Fable 做游戏、关心不同模型在游戏开发中的角色分工的读者（@GreedyWorry4167, 53分） ② 试玩后希望有更友好新手教学模式、对交互设计和 onboarding 有意见的玩家（@croovies, 13分） ③ 想了解具体技术栈和引擎选择、好奇后端和部署方案的开发者（@Silver_Response4707, 6分；@stiwenparker, 6分）
展开评论
- @GreedyWorry4167 (53): But here you wrote that you did it with Astra! [https://www.reddit.com/r/codex/comments/1w8eha5/i\_let\_astra\_make\_a\_shooter/](https://www.reddit.com/r/codex/comments/1w8eha5/i_let_astra_make_a_shooter/)
- @Zeusper (13): https://preview.redd.it/gi2h1s41l2oh1.png?width=244&format=png&auto=webp&s=7751d24d0680a105f901350c1f696ba776eda942
- @croovies (13): this is super cool! I played it for a few minutes. I would love it if the "learn to play" was an actual private flying mode that gave you goals to learn each thing as you fly etc. i wasn't going to read all that :)
- @Silver_Response4707 (6): This is great, what’s your workflow? Besides Claude what are you using?? Supabase, vercel, unity??
- @stiwenparker (6): Im curious what is used as engine?
作者做了一款面向长期投资者的股票筛选工具 ScreenerHub，上线四个月只有 40 个免费用户、零付费，即将首次在 indeed.best 上正式发布，复盘自己试过广告、联盟、SEO 等获客渠道却迟迟看不清问题出在产品还是分发。
screenerhub.app is live for 4 months now. Tommorow I try a launch on indeed.best, my first real launch, ever! I'm writing this now, while it's still raw, because in a week I'll probably start softeni…
受众观点：① 有人建议把 Studio 体验直接做成首页，让访客免登录先玩工具，再用人机验证防滥用，认为当前多一步点击可能在首屏就损失了不少兴趣用户（@vipsy, 3分） ② 有评论指出 40 个免费用户在四个月确实很难看出渠道效果，但 SEO 的缓慢积累可能是未来最有复利的部分，尤其在金融工具领域信任建立本来就很慢（@wiselysimpledownside, 2分） ③ 也有人强调现在的问题不是"没有渠道有效"而是样本量太小、归因做不好，建议先搭建最基本的归因和回访统计，再区分是产品不被复访还是流量根本没来（@Infamous-River-4360, 2分）
展开评论
- @vipsy (3): Try making the Studio page as homepage. Let user try first before requiring authentication. To prevent abuse, put cloudflare human check.
- @MalSo87 (2): You can already try Studio for free without any signup. Just click the first button on the landing page and you're in, no account needed. The catch is the filter options are reduced in that free mode. That said, I take your point that requiring even one click to get there might…
- @wiselysimpledownside (2): 40 free users in 4 months is rough, but the fact you're still pushing forward says more than the numbers do. The SEO trickle might actually be the thing that compounds later, even if it feels useless right now. For finance specifically, people need to trust the tool before they…
- @RideAdept2919 (2): yeah the SEO compounding point is spot on, 4 months is basically nothing for that channel
- @Infamous-River-4360 (2): the thing i'd push back on is "none of them are working." at 40 signups over four months none of those three ran long enough to be readable, which is a different problem and has a different fix. the instagram buy in particular: if you couldn't trace signups back to it, it was un…
一位摄影师兼摄像师吐槽各种云盘和图库服务的订阅限制，想找一个适合给客户交付作品的自托管图像画廊方案。
I'm a photographer and videographer, I'm sick of the subscriptions, limits, and constraints of the services I use to deliver files. IV tried them all. Id prefer a gallery I can share with link / emai…
受众观点：① 有人推荐 picpeak 这类专门面向摄影作品展示的自托管方案，关注的是成品展示效果（@revolvingPineapple, 27分） ② 多位用户提到 Immich 几乎是默认答案，并补充可以通过相册分享、密码保护和过期时间来控制客户访问（@iwasboredsoyeah, 24分） ③ 也有人对推荐方案表示惊艳，准备亲自尝试，说明这类“给客户交付作品”的场景需求很普遍但解决方案认知不统一（@ExsertPark, 12分）
展开评论
- @revolvingPineapple (27): Might be worth looking into picpeak?
- @iwasboredsoyeah (24): Immich is the go to answer usually. If you just want to showcase your art maybe try galleria. [BuiltByTed/Galleria](https://github.com/BuiltByTed/Galleria)
- @iwasboredsoyeah (24): yeah, you can make an album and share that to them. you can password protect it so nobody else can see it. https://preview.redd.it/0dl0gx3gf0oh1.png?width=527&format=png&auto=webp&s=57c871571057406b4c068c72a5697839ff0b337d you can set it to expire after a while. the…
- @ExsertPark (12): Wow, just wow, genuinely impressed by this. I'm going to try it tomorrow!
- @JordyPordy_94 (11): Immich is probably the way to go
作者长期帮人审查 AI 和无代码搭建的 SaaS，总结了上线前必须自测的六个隐形雷点，从权限隔离、Stripe 退款、管理后台保护到前端拉全量数据、错误处理和密钥泄露等常见致命问题。
I review AI-built and no-code apps for a living, so take that bias into account, but there's no pitch here, every check below is free and takes under five minutes. The pattern I see constantly: the S…
受众观点：① 有人质疑作者工作是真人还是机器人、类似帖子太多，认为这是重复内容和营销软文（@Wise-University4307, 22分） ② 有人不认同“500KB JSON 就是扩展性问题”，觉得这种性能担忧被夸大了（@rco8786, 9分） ③ 也有开发者分享自己用 Claude/Opus 让 AI 搭建应用时，模型自信声称安全但实际鉴权极其脆弱的经历，强调仍需要有经验的人类做最终代码审查（@Several_Wafer_2371, 4分）
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- @Wise-University4307 (22): Bots replying to bots. You and 30 others have made the same post.
- @rco8786 (9): > The scale check. Open the browser network tab and load a page. A single page pulling 500KB of JSON means the app fetches everything and filters client side. Fine at 10 users, dead at 500. This is not a real problem
- @Western-Flamingo5965 (7): "I review AI-built and no-code apps for a living" That's not a real job, and I refuse to believe you can find enough customers to do it for a living.
- @wise_young_man (5): Most people don’t do X is big tell of AI and your BS. You got it all clanker.
- @Several_Wafer_2371 (4): Its about someone taking accountability of things ,a person with no knowledge of coding doesn’t even know if things will work well at scale or if the application is secure i myself built a public platform for blood donors and had asked opus to build a secure and scalable product…
楼主用两颗便宜二手 Xeon 和双路主板组装了一台 28 核自建服务器，作为 Kubernetes 控制平面承载所有自托管网站和应用。
[htop view of home server](https://preview.redd.it/bvl25ozi20oh1.png?width=1920&format=png&auto=webp&s=1a907e722bdd847061ace8fa5e24e867a8141a94) Old Xeon CPUs are exceptionally cheap on E…
受众观点：① 有人提醒这类老 Xeon 虽然购入便宜，但在电价不低的地区长期运行成本会非常高，电费可能远超硬件本身（@Bloated_Plaid, 44分） ② 也有用户拿 N100 小主机对比，强调自己整机功耗只有十几瓦，暗示轻量自托管没必要上这么重的配置（@imetators, 13分） ③ 另一位则从 PCIe 通道数量和扩展性角度为双路平台辩护，指出 N100 在扩展插槽和带宽上完全不是一个级别，适合的场景也不同（@Drenlin, 6分）
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- @Bloated_Plaid (44): Yea… these are cheap for a reason. Unless you pay almost nothing for power, these eventually get extremely expensive to run.
- @Advanced-Feedback867 (22): >just >only Thanks for the laugh.
- @imetators (13): All that while my n100 mini utilizes maybe 10W or so.
- @imetators (10): All that power and PCIe lanes just to run jellyfin and immich. If OP is running demanding software, important services and infrastructure, then it makes sense to revive this outdated tech.m. If it is just for own file storage, couple of dockers and dns sinkhole - that is an over…
- @Drenlin (6): Your N100 can't do anywhere close to what that machine can though, even discounting the vast difference in compute power on hand. The number of available PCIe lanes is wildly different. OP's motherboard exposes 44 of them for use, plus whatever goes to the chipset, but the CPUs…
楼主独自维护了一大块公司认证逻辑两年，文档很快就过期，开始担心 bus factor 和休假无人接手的问题，想听大家如何处理关键系统只有一人懂的风险。
asking because I've got a chunk of auth logic at work that I basically wrote and maintained solo for two years. not by design, just kind of evolved that way. started getting nervous about vacation co…
受众观点：① 在小团队里一个人负责整块 auth 或支付逻辑、担心自己请假或离职后没人接盘的后端和全栈工程师（@hack_the_planets, 32; @Calamero, 6） ② 知道要写文档和单元测试，但不知道优先写什么、写到什么粒度才有用的开发者（@tk2old, 13; @ddelarge, 7） ③ 发现系统变化太快导致文档一个月就过期，想寻找更稳健知识沉淀方式的工程团队成员（@Caraes_Naur, 9）
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- @hack_the_planets (32): You make sure everyone knows you're the only one who knows it. It's called job security.
- @tk2old (13): Unit tests
- @Caraes_Naur (9): Why is your auth so volatile that the docs went stale in a month?
- @ddelarge (7): 1. Test it thoroughly 2. Document it 3. Ask for someone to review your documentation
- @Calamero (6): don't worry, they will figure it out when they have to.
帖子分享了 Anthropic Labs 这个约 20 人的小团队如何以两周一轮的方式快速试验产品点子，成功率约两三成，代表作包括 Claude Code 和 MCP，负责把前沿模型变成真正可用的产品。
r/ClaudeAI Inside Anthropic Labs, the small team behind Claude Code and other fa…
受众观点：① 有人总结报道要点，强调 Labs 团队规模不大却能持续产出 Claude Code 和 MCP 等成功产品，成功率在 20%–30% 左右（@thisisinsider, 112分） ② 有开发者感叹这么小的团队就做出了自己每天在 homelab 里依赖的 Claude Code agent，对比一些大公司几十人团队连基础聊天机器人都做不好（@BP041, 106分） ③ 也有评论认为关键在于小团队紧密协作，二十个彼此熟悉且玩得来的成员往往比一百个彼此不熟的团队产出高得多（@_JohnWisdom, 63分）
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- @thisisinsider (112): TL;DR: Anthropic's Labs team is a rotating group of around 20 employees with a reported 20% to 30% success rate for new product bets, including Claude Code and the Model Context Protocol. Stephen Council spoke with cofounder Ben Mann about how the team reviews ideas roughly ever…
- @BP041 (106): Honestly wild that a team that small shipped Claude Code. I've got it running in 18 different cron jobs on my homelab via OpenClaw and it's the most reliable agent I've used. Meanwhile some enterprise teams I've seen still can't ship a working chatbot with 50 engineers.
- @this_for_loona (67): Jeez that’s actually a really high success rate in my opinion.
- @_JohnWisdom (63): The key is having a small team. 20 people that have fun and enjoy each other will produce x10 more than a team of 100 that don’t know each other real well
- @mawcopolow (42): Building a to-do list app Joke aside, my own harness on a server runs on Claude and I think between 2:30 am and 8:30 am it runs at least 35 tasks for me. Ranging from server maintenance to analytics and daily brief for when I wake up
楼主被高价低效的 UGC 创作者和中介机构气到自己做了 JriveContent，一个让小体量创作者和小创始人按月固定低价合作、平台自动统计视频数据并结算的撮合平台，试图把平均每条视频成本压到约 40 美元。
I've been building my own products and trying to market them for about 3 years now. Small budget, no audience, nothing ever really took off so far. For months I was the entire marketing team for my a…
受众观点：① 有人期待楼主持续更新进展，说明这类创始人与创作者撮合平台的成长故事本身就有关注度（@ViolinistOld9049, 3分） ② 有评论调侃终于看到不是 AI 的吐槽，但也真心祝楼主好运，说明情绪共鸣和反平台情绪很强（@wecodemore, 2分） ③ 也有从市场经验出发的提醒：作为双边市场，真正的生死线在供给侧，要优先让优质创作者在第一天就能赚到钱，否则品牌方不会自然跟上（@Far_Guess8176, 2分）
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- @ViolinistOld9049 (3): Keep providing updates as it grows
- @wecodemore (2): Finally some non AI rant. Good luck!
- @Far_Guess8176 (2): spite-driven development is undefeated. one thing from the trenches: you're now a marketplace, and marketplaces die on the supply side. make it stupidly easy for the good creators to get paid on day one, the brands will follow the creators, never the other way around. good luck…
- @_the-wrong-guy_ (2): Noice, is it available in all countries?
- @MalSo87 (2): Honestly, the pricing gap you found is pretty crazy. I experience similar things.. The interesting part for me is the matching: **how do you help founders identify creators who can actually produce content that converts, rather than just creators who get views?** That seems like…
早期创始人吐槽自己被各种营销渠道压垮，意识到无法同时做好 Reddit、Instagram、SEO、短视频和广告，向大家请教应该先专注哪一两个渠道。
I'm still very early with my product, and one thing I keep struggling with is marketing. There's always another channel I feel like I should be using - Reddit, Instagram, SEO, short-form video, ads.…
受众观点：① 顶层评论建议选择买家已经公开描述问题的渠道，宁可在一个地方做十次真实对话，也不要在五个平台机械发内容（@Individual_Big873, 3分） ② 有人简单强调早期最好只专注一到两个渠道，避免精力被稀释（@Thebestofdrest, 2分） ③ 也有评论从“先搞清楚你卖什么、客户在哪、前一千个粉丝多半来自熟人和转介绍”的角度提醒，不要盲目扩渠道而不理解购买路径（@Psychological_March2, 1分）
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- @Individual_Big873 (3): Pick the channel where buyers already describe the problem in public. Early on I’d rather have ten real conversations in one place than schedule content across five platforms and learn nothing. Give the channel a month and judge it on replies, calls or useful objections. Reach w…
- @Thebestofdrest (2): better focus on 1-2 channels early.
- @Ok_Studio_834 (2): stop spamming your tool, thank
- @hassanwithanh (1): want help?
- @Psychological_March2 (1): The answer depends. what are you selling? where do they hang out? You need to find a way to build an audience in the channel where you customer is going. If you increase your channels, without first understanding how your customer buys, you're just throwing good money after bad.…
楼主想在自家平台里集成薪资发放功能，用白标 payroll 基础设施代劳合规报税，但又希望用户全程停留在自己品牌界面里，询问这种方案下对客户体验掌控度有多大。
We're looking at adding payroll to our platform but I don't want customers getting pushed into another company's product every time they need to run payroll Ideally we'd own the experience and keep e…
受众观点：① 小团队或独立开发者在考虑把支付、订阅、薪资等金融合规模块嵌入自家产品，但不想把用户导流到别家后台的（@leros, 24） ② 对薪资系统长期维护复杂度有顾虑，希望了解一年后各种边缘用例和支持压力会怎样的人（@Informal-Orchid-6838, 16） ③ 想保留自家品牌前台，但担心一旦出错由谁负责客服和背锅的产品和工程同学（@fabulous_scissors, 7; @jroberts67, 6; @CantaloupeCamper, 5）
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- @leros (24): There is some reason small companies pay for payroll services like Gusto. I'd make sure you understand why that is before deciding on doing it in house. You might be missing some complexity.
- @Informal-Orchid-6838 (16): Would be curious to see what this looks like after a year, not just at launch. That’s usually when all the weird payroll cases start showing up
- @fabulous_scissors (7): The support side would be my biggest question. Keeping the branding is nice but who talks to the customer when a payroll run goes sideways?
- @jroberts67 (6): Plenty of white label options, the downside is all of the support is on you.
- @CantaloupeCamper (5): Yeah that would my question too. Payroll is a **sensitive** topic…. lotta potential support involved… there’s a risk there that support hours just balloon like crazy.
作者的文档工具 dokumentkoAI 在投放付费流量后拿到两千点击、两百注册和三十次发起结账，却一个订阅都没完成，怀疑是定价、信任还是支付流程问题，在评论区求助如何排查。
I’ve been building a small SaaS called dokumentkoAI and recently started sending paid traffic to it. The numbers so far are roughly: 2,000 clicks 200 signups around 30 people started checkout 0 compl…
受众观点：① 有人指出 30 次结账开始却 0 完成几乎不可能是 3.99 欧元的价格问题，更像是支付链路在某处机械性断裂，建议先从 Stripe 的未完成会话和失败原因入手排查（@danielmakes, 1分） ② 另一位也强调这是“漏斗调试问题而不是定价样本”，建议用真实新账号在目标市场的手机网络上完整走一遍支付流程，并检查 Stripe 仪表盘里的失败和未完成支付意图（@Boring_Campaign_1021, 1分） ③ 也有人从产品角度提醒，很多人用完免费生成就走了，建议直接给这些启动结账的人发一封简短邮件，问他们原本希望产品解决什么问题，以此反推定位和价值传达（@fresh_squeezed_code, 1分）
展开评论
- @[deleted] (1): [removed]
- @danielmakes (1): 0 out of 30 is the number I would start with. Price resistance does not usually produce a zero, it produces a trickle. At 3.99 you are below the point where people agonise. A hard zero after 30 starts usually means something in the chain is mechanically broken, not that the offe…
- @Boring_Campaign_1021 (1): Thirty checkout starts and zero completions is not a pricing problem at €3.99. Something is broken. Test the whole flow yourself on a fresh account with a real card, on mobile, and from the country most of your traffic comes from. The usual culprits are a payment method that isn…
- @Huge_Pool7424 (1): yeah, i'd treat the 30 as a funnel-debugging number, not a pricing sample. log the checkout-session id through the redirect and webhook so you can separate failed payments from a success that never unlocked the account.
- @fresh_squeezed_code (1): the checkout starters are the interesting number, not the signups. i have watched the same drop on my own products and it looked the same every time: the demo went well, they were impressed, riffing on what features would be cool and how many problems it solves, and at payment i…
作者做了一款带实时 AI 生成和重服务器负载的手机游戏，从一次性买断改成订阅加终身制的 SaaS 式定价后，虽然用户不多但已经有上千英镑收入，并分享了通过分层价格和免费额度实验找到更好付费结构的过程。
I've made like 10 apps in the last 2 years, for my latest I had an idea for a game and have been building it for the last \~5 months. Launched it a few weeks after starting building it. Initially pri…
受众观点：① 有玩家从体验角度反馈官网 3D 地球在部分 MacBook 上滚动时明显卡顿，提醒作者优化性能并在老设备和省电模式下多做测试（@OnyxMonolith, 2分） ② 作者在评论里积极追问“卡顿具体表现”和浏览器环境，说明他在用用户反馈驱动性能迭代（@StressAgenda, 1分） ③ 也有人对导师给出的定价策略细节感兴趣，希望了解更多关于订阅、年付和终身价位设计的实战经验（@turbo_shxn, 1分）
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- @OnyxMonolith (2): hey this is a great idea i just want to say on your website, the globe "lags" when i scroll the window on a macbook pro max under no load. when it's zoomed in, it's ok. optimize and i would test on older iphones and older macbook airs in battery saver mode.
- @StressAgenda (1): Thanks for the feedback. What do you mean by lag, stops spinning? I think you can do video replies here.
- @OnyxMonolith (1): nah the website is just choppy when you scroll. ms edge/mac. turn on battery saver and you will likely see it.
- @StressAgenda (1): Ok, will check it.
- @turbo_shxn (1): Awesome. Care to share some pricing game from said mentor?
作者因长期使用的 Mac 图书管理软件 Delicious Library 停止维护，自己用 AI 辅助从 2026 年开始开发了一款名为 Biblio.ink 的 3D 书架应用，支持跨设备同步和在虚拟书架上展示封面、书脊和封底。
I’ve known about this sub for a while and finally have time to post. I love reading and collecting books. From about 2008 until 2021 I used Delicious Library. Then it was discontinued (the founder la…
受众观点：① 有人觉得这是个很酷的项目，认可从个人需求出发慢慢获得用户关注的路径（@Capital_Elk6051, 2分） ② 有用户希望加入标注功能，并直接给出一张可能的 UI 草图，说明重度读者对深度阅读和批注有强需求（@Far-Potato1738, 2分） ③ 也有人指出展示的《穷查理宝典》模型看起来和 Stripe Press 官方网站上的很像，引出版权和素材来源的潜在问题（@spluga, 1分）
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- @Capital_Elk6051 (2): That sounds like a neat addition to your project! It's great to see ideas evolving and gaining traction with users.
- @Far-Potato1738 (2): Yes, could you add functionalities to annotate the book. I was surprise to see none. Here is an possible idea for the UI. https://preview.redd.it/s1k8n9bgd5oh1.png?width=720&format=png&auto=webp&s=468b48c55ba2be01ac9dcf729e5552067bdb75c4
- @spluga (1): that poor charlie’ almanac model looks a lot like the one on the official stripe press website
- @FriendlyGarlic1331 (1): Yes, I made the prototype how users can put spine and back cover in april. Then I learn about stripe press. https://reddit.com/link/p8aan8d/video/rqjrsu5ko0oh1/player I have to show the book that people will recognize it.
- @FriendlyGarlic1331 (1): It’s so fun building it.
楼主发现某政府网站的视觉 bug，犹豫要不要写成博客文章，想知道分享自己作为用户发现并分析线上 bug 的技术文章，对求职和个人品牌是否有帮助。
For clout of course but also for recruiters and other developers, would/do you read blog posts or articles online about bugs found online? My friend wrote one over a bug he found on Etsy's checkout p…
受众观点：① 想通过技术博客和案例提升求职竞争力的前端和全栈开发者（@brass_warden, 8） ② 平时能发现大厂或政府网站问题，但不确定写出来是不是“值得”的工程师（@GodLob0, 30; @winstoncray, 20） ③ 担心自己不了解内部系统细节、怕写得太武断或显得傲慢的开发者（@ssliberty, 2）
展开评论
- @GodLob0 (30): Just write. I'm kinda tired of trying to do everything because of the "worth" thingy. If you feel like writing a blog post about it, do it, else, just use your time for something else.
- @winstoncray (20): You posted on Reddit about it. That’s the same thing as going ahead and writing a blog post. Just do it if you have time, why the fuck not
- @brass_warden (8): Write the post. I got an interview because a hiring manager read my writeup about a CSS bug I found on a state gov site. Recruiters look for proof you can communicate technical stuff to other people. You already spotted the bug and know the fix. Document the steps you took, expl…
- @ssliberty (2): You wouldn’t actually know what’s involved to fix it though…you have no access to the system, know how one odd thing correlates to some obscure function that will break with your change nor all the politics involved in the solution. You’d sound pretentious and fairly arrogant to…
- @mtsandeep (2): Write about it, don't ask here. No one is going to look or fix it on the govt site but your insights might help someone or a learning info to someone
一个做小型 B2B 开发者工具的团队在 X 上坚持四个月 build in public 几乎零互动，直到有位增长负责人在 bug 线程下认真追问并私信要当测试用户，让作者第一次感到"鬼城时间线"被真实用户回应。
Small B2B dev tool, 15 of us, and for 4 months I posted build-in-public updates on X to basically nobody. Single digit likes, zero replies, my cofounder started calling it "talking to the ghost town.…
受众观点：① 有人把这次被回复形容成在太空广播后突然收到信号，认为多数人会在第一次真正互动前就放弃，坚持本身就是产品的一部分（@Intelligent-Life6319, 2分） ② 有开发者对这种经历感同身受，表示自己在多个渠道投放和投稿几乎没转化，反而是少数真实问题更有价值，并好奇到底是哪类具体问题触发了那位增长负责人的兴趣（@Gryner, 1分） ③ 也有同样在 SaaS 冷启动的人分享自己长期发内容几乎没人回应，关注这一次对话是否改变了楼主的内容策略还是只是带来继续坚持的动力（@MalSo87, 1分）
展开评论
- @Intelligent-Life6319 (2): That moment when the ghost town waves back is weirdly electric, like you've been broadcasting into deep space and suddenly get a signal. most people quit right before that first reply sounds like your persistence was the whole product for 4 months and now you finally got a user…
- @Gryner (1): I relate to this more than the usual MRR post. I’ve spent over a month submitting three desktop apps to directories, launch sites and editorial outlets, and the visible traffic and sales have barely moved. The few real questions from actual people have been more useful than doze…
- @MalSo87 (1): I can relate to this a lot. I’m in a similar situation with my own SaaS… putting content out there consistently, mostly getting silence, and I am still waiting for the first comment that matters. Did that one conversation change what you’re posting about, or did it mostly give y…
- @Reasonable-Hat7444 (1): tahts greaaaat
- @Decent_Grape_1059 (1): Interesting
作者在为一款针对早泄问题的训练应用做预发布，除了免费候补名单外额外设置了可退的 4.99 欧元押金以锁定终身折扣价，想用付费意愿验证隐私敏感领域的真实需求，却担心在充斥割韭菜产品的市场里反而损害信任。
pre-launch on a training app for pe. it's a category where roughly 1 in 5 men have the problem and only 9% ever tell a doctor about it, which means the demand is real but almost entirely invisible. p…
受众观点：① 有人直言在一个充满江湖骗子的市场里，让用户为一个还没上线、也没有品牌背书的产品付押金，很可能直接吓跑本来愿意留邮箱的目标用户（@His_Dudeness88, 3分） ② 也有评论用比喻指出，这相当于让人给一家还不存在的店付钱排队，且问题本身极度私密，信任门槛更高（@Adorable_Ad_396, 3分） ③ 其他人则认为押金模式更适合已有受众或个人品牌的创作者，建议先用免费候补名单积累信任，再在小范围早期访问用户中测试付费信号（@androqram, 1分；@Huge_Pool7424, 1分）
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- @His_Dudeness88 (3): You are going to charge €4.99 to join waitlist of a product that is completely new for people and comes from a company/individual that has not built any credibility so far, in a market that is known for extremely high number of snake-oil salesmen? Use the waitlist for exactly wh…
- @Adorable_Ad_396 (3): You're basically asking someone to pay to stand in line at a store that doesn't exist yet, run by a guy nobody knows, selling something for a problem most won't even google
- @Environmental-Heron8 (1): will consider this, thanks for thinking it through
- @androqram (1): I think it works when the person has existing audience, like people trust the person
- @Huge_Pool7424 (1): yeah, trust is the real currency there. i'd probably use a free waitlist to build that audience, then test the deposit with a smaller early-access cohort once people can see what they're getting.
Rustuna 是用 Rust 重写的 Optuna 高性能实现，兼容原有 API、零 Python 依赖，并在上万次超参搜索试验下显著降低采样时间和内存占用。
Hi everyone! We just released Rustuna (GitHub: [https://github.com/optuna/rustuna/](https://github.com/optuna/rustuna/) ), a high-speed, memory-efficient implementation of Optuna built in Rust. * **O…
受众观点：① 有用户指出自己用 Optuna 时总耗时主要在模型训练而不是框架本身，质疑 Rustuna 的加速是否明显，尤其是单次试验耗时十分钟以上的场景（@Similar_Fix7222）。 ② 作者回应如果单次试验很慢，加速有限，但 Rustuna 在需要一万次以上试验时能把 Python 版从数小时甚至数天的采样时间压缩到几分钟，并且多线程扩展性更好（@c-bata）。 ③ 还有人表示会在量化交易管线中尝试 Rustuna，说明这类高频、大规模调参场景对性能和供应链安全都很敏感（@RLJ05）。
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- @Similar_Fix7222 (31): From the few times I have used Optuna, the wall clock time is dominated by running the algorithm, not Optuna itself. Am I correct in understanding that if each trial lasts 10 minutes, the gain will be negligible?
- @c-bata (8): Thank you for your comment! Exactly, if each trial takes 10 minutes, the speedup from Rustuna will be very small (though it can still be useful if you want to reduce risks like supply chain attacks by eliminating Python dependencies).
- @RLJ05 (2): 10 minutes is an extreme example I guess.. but I'm curious where you think the threshold is, like how fast would a trial need to be for it to be worthwhile to switch to this from the python based optuna?
- @c-bata (2): Personally, rather than just the evaluation time of a single trial, I'd say the threshold comes down to the total number of evaluations , specifically when you are running 10,000+ trials. In Optuna's default sampler (TPE), the time required for parameter sampling grows linearly…
- @RLJ05 (1): This is very cool! I use Optuna in my pipelines (quant trading), ill try this out!
作者用快要到期的 Claude 订阅做了一个给网页元素加滑稽眼睛的浏览器扩展，自嘲毫无实用价值但能逗乐自己和小孩。
Realized 99% of my ideas are ass and I'm better off working a normal job and leaving the entrepreneur thing to you all. Still have a few days left before my Claude sub lapses, so I made an extension…
受众观点：① 很多人觉得这个扩展完全没用但很好笑，希望作者公开分享给大家玩（@jeremie_917, 7分） ② 有人直接在评论里贴出自己页面被贴满眼睛的截图，证明这种无用小玩具确实能带来情绪价值（@CptCall, 6分） ③ 也有用户感叹在严肃现实里，这种纯搞笑的小东西正是大家需要的解压方式（@ceryni17, 3分）
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- @jeremie_917 (7): It’s absolutely useless and I love it ! Would you share the extension with us ?
- @CptCall (6): https://preview.redd.it/rp1w89con3oh1.jpeg?width=1480&format=pjpg&auto=webp&s=dd39dd8f3ba30efeeeed138c56319650434ad136
- @CptCall (5): A few recent favorites: https://preview.redd.it/5inkiuzpm3oh1.png?width=1422&format=png&auto=webp&s=ba8b8b48998be6cc504142062ac6d6f5a71807fb
- @ceryni17 (3): In a world of serious shit - this is exactly what we need. Love it <3
- @CptCall (2): https://preview.redd.it/f1wbv7zun3oh1.png?width=1420&format=png&auto=webp&s=4f586911703119bd8cb3d9d70f39fefa3a657fbd
作者感叹在 Reddit 推广 side project 非常残酷，疑惑为什么没有一种低预算、可小额试水的获客产品来验证想法，而不是只能靠长期苦干或砸大钱。
I'm in exactly the same situation myself. Trying to promote your work - especially on Reddit I have found - is quite brutal. Why isn't there a solution to this? Is there not a company or product wher…
受众观点：① 有人指出其实已经有很多类似解决方案，但要做一个真正有效的非常难，暗示这是个被反复尝试却少有成功的方向（@SIGNAL1st, 4分） ② 有评论吐槽现在子版块里大部分内容就是这种“想做自动推广工具”的想法，质量参差不齐（@sierra_whiskey1, 3分） ③ 也有人认为大多数人不愿意做艰苦的销售外联，只幻想上架应用商店就能赚钱，忽视了真正需要的冷启动销售动作（@Mplayer-Weered, 2分）
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- @SIGNAL1st (4): Hey mate! Actually there are plenty of solutions for that. But building one that actually works isn't easy at all, take it from me!
- @sierra_whiskey1 (3): What you’re asking for is about 75% of the slop on this sub
- @MrPassiveProfit (2): Everyone did the same thing. They build a product before they built an audience for the product
- @Mplayer-Weered (2): No one is willing to do the hardcore sales outreach like the cold calling door to door salesman. Their business plan is: Upload to App Store = Profit. If you don't have a sales person or a background in putting yourself out there you are banking on the 1% of projects to come to…
- @NickA55 (1): I would argue even higher and it's getting worse. This is a useless sub now. Keep reporting posts and hopefully they will do something soon and get this back to a meaningful sub
作者业余在做一款结合探索、采集、农场和跨生物群落贸易的温馨游戏，还没起名就先做了预告片并在 Reddit 上求反馈。
project i'm building outside of work so it'll take some time, but i made this trailer just for fun! 😊 it's a cozy little game where you explore different biomes, forage, farm, brew recipes, and trade…
受众观点：① 有人直接问这款 cozy 游戏是否用 Unity 开发，说明开发技术栈和引擎选择是潜在关注点（@AlyssumFrequency, 1分） ② 作者确认自己在用 Unity，侧面印证这是典型的独立 Unity 项目（@Gambo7592, 1分） ③ 也有玩家反馈预告片本身很治愈、看完感觉很舒适，说明氛围营造已经打动了一部分目标受众（@Adventurous-Fix7802, 1分）
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- @wisdom-wizard (2): Mr O'Slow 🙂↔️
- @Gambo7592 (2): lol that's just how i write
- @AlyssumFrequency (1): Looks awesome, did you use Unity?
- @Gambo7592 (1): Yes! Im using unity
- @Adventurous-Fix7802 (1): finished the vid, this was so comforting to watch. 🥹
楼主吐槽 YouTube Studio 直播页面等现代网站仅为渲染界面就占用四五百兆内存，认为“未用内存就是浪费”的说法被滥用在前端，导致 JS 依赖泛滥、普通用户多开应用时频繁内存吃紧。
and im talking about this *here* because web is the worst offender on this, no i dont want 800mb of ram on your minimalist website.. SPECIALLY 400-800mb being used ONLY TO RENDER THE PAGE, im talking…
受众观点：① 在中低端设备上明显感受到网页卡顿、但又被迫用重前端栈的前端工程师和独立开发者（@kinniefuyuki, 1） ② 习惯用“unused RAM is wasted RAM”为高占用找借口、但开始意识到客户端和服务器场景不同的开发者（@AmanBabuHemant, 6; @Sensitive_One_425, 6; @No_Laugh_3115, 1） ③ 想理解浏览器内存管理、缓存策略与视频解码等实际占用之间权衡的技术读者（@fiskfisk, 2）
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- @AmanBabuHemant (6): this mantra is used on server side, if your server have 8 RAM, but only using <1GB and idle most of time, it is waste of RAM
- @Sensitive_One_425 (6): This mantra isn’t for apps, it’s for things like the operating system. People dunk on windows but it does a lot of caching to ram to use up as much as it can so when you launch something it’s fast. Ram is using the same power if you use it or not.
- @fiskfisk (2): It's not like there isn't trade-offs here, and the kernel will keep a processes memory allocated unless the system decides that it's under pressure. Most browsers do the same thing - there is no need to start cleaning up unless someone else needs the memory, and thus, avoid spen…
- @No_Laugh_3115 (1): yeah exactly, server side it makes total sense. client side its a completely different conversation
- @kinniefuyuki (1): i dont think you need more than 10mb for cache enough for a seamless playback honestly. only if the user got bad internet and you can detect that. i wish what you said were true cuz what i get is OOM every time cuz they dont even leave stuff in cache space
作者因为迷恋在《模拟人生》中盖房子，给自己买房后做了一个受 Sims3 启发的网页版平面图布置工具 planplan.me，用来上传户型图并在网格上摆放家具。
Just bought a new place and got obsessed with figuring out the PERFECT floor plan, I even made a website for myself thats sims3 inspired where I can upload a floor plan and arrange it. I spent like 5…
受众观点：① 有人表示工具很厉害，自己多次尝试做类似东西都失败，肯定了实现难度和完成度（@i_rate_slop, 1分） ② 有评论指出《模拟人生》的建造模式是大众最熟悉的平面图编辑器，作者借用这套交互等于跳过了大部分新手教学（@oandresimoes, 1分） ③ 也有用户提到网格吸附和拖动家具的体验非常有怀旧感，说明情绪价值和交互设计都打到了目标人群（@Outrageous_Ad_4801, 1分）
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- @Flashy_Walk2806 (1): I don't understand how it works
- @i_rate_slop (1): This is actually impressive. I’ve tried several times to create something like this and always fall flat.
- @oandresimoes (1): The Sims reference is doing more work than it sounds. Build mode is the one floor plan editor a huge number of people already know cold, down to the muscle memory of dragging a wall out and rotating a couch with the comma key, so you get to skip the tutorial that kills most plan…
- @Outrageous_Ad_4801 (1): the grid snapping feels so nostalgic honestly. spent way too much time dragging couches around my living room layout just now lol, congrats on the new place
作者开源了 DLSite List，一个面向 DLsite 作品的单用户自托管个人库，用来按 RJ 编号整理 ASMR 等音声和游戏并提供标签管理与重抓元数据功能。
Hi everyone, I thought I'd share a project I've been working on. **DLSite List** is a personal library for organizing your **DLsite** collection, inspired by MyAnimeList's "Cherry Blossom" theme. You…
受众观点：① 有用户表示高兴看到这个项目，之前只能把 DLsite 购买分散塞进 GameVault、Jellyfin 等通用库，准备尝试这种专门针对 DLsite 的集中管理方案（@nosyrbllewe, 5分） ② 有人分享自己也为同类收藏搭过类似系统，吐槽 DLsite 原始文件名混乱，需要脚本重命名和打标签，关心的是导入流水线如何设计（@BP041, 3分） ③ 作者详细解释当前通过 RJ 码或链接抓取元数据和封面图片的流程，并提到未来可能加入类似 Kikoeru 的文件管理和播放功能，但 UI 需要大改（@ArednelLi, 2分）
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- @nosyrbllewe (5): Happy to see this. I have been currently been segrarating the purchases into different applications (e.g. games into GameVault and ASMR into Jellyfin). Will definitely check this out.
- @BP041 (3): Yup, been there. I keep a similar setup for my doujin game collection — frankly the hardest part is getting the metadata right since DLsite's filenames are a mess. Ended up writing a small script to rename and tag everything before it hits the library. What's your ingestion pipe…
- @ArednelLi (2): You can input RJ code or link containing RJ code. First, work metadata is requested by the backend using dlsite-async. Then info from resulting JSON is saved to the database and images (cover, sample images only) are downloaded from DLsite. Right now it's only a "list", like MyA…
- @Foggy_Thistle714 (2): Nice project. The tag library refetch flow is the part that'd actually get me to switch off DLsite's built-in favorites. I keep a similar thing for a local archive of audio stuff, and the "review changes before applying" step is underrated—I've had scripts that pull metadata and…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
Renewlet 是一个自托管订阅追踪工具，支持 Docker 或 Cloudflare Workers 部署，用来集中管理各类订阅支出并提供多渠道续费提醒和可选 AI 导入。
https://preview.redd.it/l8y58stpf2oh1.png?width=1400&format=png&auto=webp&s=fcfaf262213771270315b7f27c67da2f9508e2a9 Hi everyone, I'm the developer of Renewlet, a self-hosted subscription…
受众观点：① 有用户直接拿它和 Wallos 对比，想了解功能和定位上的差异，说明 Renewlet 正在进入已有工具占位的细分赛道（@_BadFella_, 6分） ② 有非技术用户体验后表示印象很好，尤其是发现很多自己想要的功能已经内置，但也提到如果能支持 CSV 导入会更方便从现有工具迁移（@Which_Lock_511, 1分） ③ 作者跟进追问用户是从哪款应用迁移，并了解到对方来自 iOS 的 Subtrack，只能导出 CSV，进一步验证了“迁移路径”是用户采用新工具的关键阻力（@zhiyingzzhou, 1分）
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- @_BadFella_ (6): Hi mate, can you please talk a bit about how this differs from WallOs? https://github.com/ellite/wallos
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Which_Lock_511 (1): I’m a user not a coder. I have to say that I’m impressed by this. On several occasions I thought it would be good if it had this feature just to discover that it did. Importing subscriptions would have been easier for me if it accepted csv. I hope you get the traction this deser…
- @zhiyingzzhou (1): Thanks for trying it out! Good point about CSV import. Were you moving over from a spreadsheet or another app?
- @Which_Lock_511 (1): subtrack on iOS. It'll only export csv
一位挪威小众 SaaS 创业者为了展示订阅用户和 MRR，不做传统图表而是用 PixiJS 和像素小镇做成“每个订阅者是一位村民”的可视化仪表盘，用建筑解锁和小彩蛋来陪伴团队看着业务成长。
I run a small Norwegian SaaS with my co-founder (it helps parents of children with special needs navigate the welfare bureaucracy). We just got our first paying subscribers, and I wanted a dashboard…
受众观点：① 有人觉得这种把业务指标做成像素村庄的做法既疯狂又可爱，完全打破了传统 KPI 仪表盘的严肃风格（@bobbiecowman, 1分） ② 有评论建议作者把这个可视化仪表盘单独打包成产品对外发布，认为其他 SaaS 创业者也会愿意为这种有趣的 dashboard 付费（@Pleasant_Bad924, 1分） ③ 还有人联想到《黑镜》里的“Plaything”等作品，觉得这种把抽象数字拟人化的方式很有叙事感和沉浸感（@Simple_Following7438, 1分）
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- @bobbiecowman (1): This is gloriously unhinged
- @eichs88 (1): per måned? do you speak Norwegian? great post tho!
- @Pleasant_Bad924 (1): You should package this as a product and release it.
- @Simple_Following7438 (1): I love it! Reminds me of “Plaything – Black Mirror”
- @[deleted] (1): [removed]
作者展示了一个用 Qwen 3.6 27B 作为视觉大模型编排器的钢琴练习助手概念，可以读谱、转成可视化教程并监听弹奏反馈。
You guys really loved my last sheet music search engine post, so I decided to make a mockup POC of a VLM-powered piano assistant that reads and transcribes notes, procedurally "generates" a visual tu…
受众观点：① 有人被视频里钢琴音准问题分散注意力，说明音乐类工具的体验细节（音色、音准）会强烈影响用户感受（@Celebrir, 3likes） ② 多位评论好奇“监听回放”具体实现，是用麦克风做音高检测再和转写谱面对比，还是只做节奏/时序匹配，反映出开发者群体对技术路线和鲁棒性很关注（@Specific_Cream2815, 2likes；@urbanmonkey2003, 1like） ③ 也有人表示走神一直被跑调钢琴困扰，侧面说明 demo 质量和打磨程度会影响产品可信度和传播效果（@AnyRoll6003, 1like）
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- @Celebrir (3): Please tune your piano
- @Specific_Cream2815 (2): how does the listen back part work, mic pitch detection checked against the transcribed notes
- @AnyRoll6003 (1): that was bugging me the whole demo tbh
- @urbanmonkey2003 (1): yeah, that part is the one i care about too - is it doing pitch track vs the OCR output, or just a coarse match on note timing when you play it back idk
QuickDesign 团队分享从为自家电商品牌自用工具起步，到一年后在大型电商峰会上展示产品并准备进入土耳其市场的经历。
A year ago, we built QuickDesign just for our own e-commerce brands. This week, it somehow ended up at one of the biggest e-commerce summits in the world 😅 Standing there and seeing people actually i…
受众观点：① 为自家业务写了很多内部工具的电商和 SaaS 从业者 ② 还在犹豫要不要把 side project 推向市场的独立开发者 ③ 关注土耳其等新兴市场机会的创业者。
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- @[deleted] (1): [removed]
- @boricuajj (1): This is awesome. Congrats! What would you say was your biggest driver of growth? Do you run any paid ads?
作者分享了一个浏览器端混沌测试工具，通过安装 Service Worker 拦截前端所有请求，注入延迟、失败、限流和 mock 响应，让前端在不改 fetch 调用的情况下模拟各种网络劣化场景。
A browser-side chaos-testing tool that installs a Service Worker to intercept requests across every controlled tab and apply latency, failures, throttling, rate limits, and mock responses without cha…
受众观点：① 想在真实浏览器环境下测试前端在高延迟、失败重试、限流等情况下表现的前端工程师（@gatwell702, 1; @UtilixApp, 1） ② 已经在项目中使用 Service Worker 或 PWA，担心多个 worker 冲突、监听顺序和组合方式的开发者（@OtherwisePush6424, 1） ③ 维护需要在弱网环境下也要稳定工作的 SaaS 或面向全球用户产品的团队，希望有更贴近真实网络的测试手段的人
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- @gatwell702 (1): It installs a service worker but what if your site already has a service worker?
- @OtherwisePush6424 (1): There's an "Existing Service Workers" section in the README.
- @UtilixApp (1): the existing service worker thing is the real blocker. one scope can only have one active worker, so you either wrap theirs or you fight over registration and whichever loaded last wins. msw solved it by making you import their worker file into your own, might be worth stealing…
- @OtherwisePush6424 (1): I know, I'm actually thinking about it. MSW's `importScripts()` approach is a bit more convenient, but it has some drawbacks too. It kinda executes another worker script in the same global scope and lets it register its own listeners, but hat makes composition less explicit, and…
作者分享 Vulpo 1.2 更新，这是一款面向 Home Assistant 的 iOS/macOS 客户端，本次加入独立 Apple Watch 应用、实验性的手势控制 Whisker 和更丰富的 Live Activities 等功能。
Howdy party people! Currently on the road, so sorry in advance for any formatting weirdness or typos. Vulpo 1.2 is out and I'm really proud of it, it's the biggest update yet. The headline is a stand…
受众观点：① 评论区目前只有自动审计机器人提示展开回复了解本项目中 AI 的使用情况，说明社区对工具背后是否使用 AI 生成内容或代码有持续关注（@asimovs-auditor, 1分）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
作者利用业余时间花六个月做了一款名为 Wardflame 的手机生存游戏，用 Swift 和 SpriteKit 写成并通过代码生成像素美术，把安装包控制在约 24.5MB。
I've spent the last six months making Wardflame around my day job. It's a survival game where you gather resources during the day and defend your base at night. I wanted to make something in the genr…
受众观点：① 有人对 24.5MB 的体积印象深刻，追问是否主要靠代码生成像素美术来减少资源包，并关心夜间大规模战斗时的渲染和内存表现（@Dark_Knight3495, 1分） ② 另一位测试者反馈他们做过压力测试，即使在大量建筑和大波次敌人情况下优化依然很好（@Aridjen, 1分）
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- @Dark_Knight3495 (1): 24.5 mb for six months of game is serious discipline. is the small size mostly from generating the pixel art in code instead of bundling assets? curious if you hit any draw call or texture memory issues when the night waves get busy
- @Aridjen (1): We ran a stress test on the game; the optimization is very good, even with large waves and extensive building.
帖子分享了一篇讲述 Innodb B-link 优化诞生过程的文章，从巧克力包装纸上的草图到最终显著提升某些 B 树操作 p95 性能。
Here is a story \[1\] about the first version of B-link optimization for Innodb that is the most used B-tree engine in MariaDB. It started from a sketch on a chocolate wrapper and after some attempts…
受众观点：① 版主指出不接受主要由 LLM 生成的内容，暗示社区对技术帖的原创性和细节深度有较高要求（@programming-ModTeam）。 ② 其余评论被删除，说明这类偏底层优化话题在 r/programming 里讨论度有限，但对真正关心数据库内核的人仍有参考价值（@programming-ModTeam）。
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- @programming-ModTeam (1): No content written mostly by an LLM. If you don't want to write it, we don't want to read it.
- @[deleted] (0): [removed]
Yandex 研究团队分享了一种通过直接修改 LLM 推理时的 KV cache 来提升交互性和响应性的思路，并展示在 Hogwild! Inference、AsyncReasoning 以及 Qwen3.8-27B 玩 DOOM 等实验中的应用。
Our research team has been exploring an alternative approach to achieving interactivity and better responsiveness with LLM systems. One of the team members wrote up a post about it: [https://research…
受众观点：① 有人认为运行时层确实是被低估的研究方向，但一旦开始修改 KV 状态，复现性和调试难度会显著上升（@ustas007）。 ② 也有人类比长会话多次压缩后的上下文，认为如果有一套统一的 KV 管理系统自动处理上下文和技能，反而可能降低 token 消耗并简化用户干预（@MrDarkTesla）。
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- @ustas007 (2): The runtime layer probably is underexplored, but once you start mutating KV state, reproducibility/debugging gets a lot harder.
- @MrDarkTesla (1): The same way its hard to debug long session after a few compactions. Actually it may be easier if you settle on a system that handles the context and skills itself via kv cach without users intervention. This way you may actually lower your token consumption rate.
发帖者向从事机器人示教学习和行为克隆研究的人提问，想了解这些方向是否受到前沿 LLM、ViT 或 VLA 等新进展的影响。
Is LfD and BC research being effected by recent advances in (so-called) Frontier LLMs? Or is research in LfD and BC sort of going along in an independent direction from these? Are you seeing any use…
受众观点：① 目前只有少量互动，提问者在追问实验室里是否有关于“生成轨迹”的新方向，说明受众对把生成模型用于动作序列建模很感兴趣（@moschles）。 ② 整体来看，这类问题贴主要吸引做机器人学习、模仿学习的研究者和学生，希望了解 LLM 时代自己方向的前景和交叉点。
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- @[deleted] (2): [removed]
- @moschles (0): thank you for the response. In your lab or elsewhere , is anything happening with *generative trajectories?*
这是此前一篇吐槽 IEEE T-PAMI 审稿流程的后续更新，作者称主编确认存在“幽灵审稿人”，引发对顶会期刊评审透明度的质疑。
[How to get rejected by IEEE T-PAMI with 'Excellent' scores?\[D\]](https://www.reddit.com/r/MachineLearning/comments/1thb8xf/how_to_get_rejected_by_ieee_tpami_with_excellent/)
受众观点：① 正在准备机器学习论文投稿的学生和研究员 ② 既做研究又做产品的工程师 ③ 关注学术出版公平性的技术圈读者。
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- @suspect_scrofa (2): No clue what this is talking about, but the fact you went to AI to create an image to support your feelings suggests that more is at play.
- @xEdwin23x (1): So what do we get from these two screenshots? That they made a mistake? Will your paper get accepted?
PINNStudio 是基于 DeepXDE 的开源可视化工具，用图形界面配置 PDE、边界条件和网络结构，自动生成并运行物理信息神经网络代码。
When I first started working in scientific machine learning, I understood the physics much better than the coding. Every time I wanted to try a new physics-informed neural network problem, I had to s…
受众观点：① 帖子没有评论，但从介绍看目标用户是懂物理但不熟悉编码的学生和研究者，希望通过 GUI 避免每次从零写脚本。 ② 对已经在用 DeepXDE 的用户来说，内置经典方程模板、自动生成代码和实时可视化训练过程，可以显著缩短尝试新 PDE 问题的迭代周期。
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AI Stupid Level 创始人分享一套长期追踪 49 个大模型性能漂移的方法论，强调把评测当时间序列而非排行榜，并公开了统计设计和基准污染应对思路。
One thing that has bothered me about LLM benchmarks for a while is that most of them are essentially snapshots. A model is evaluated, a score is published, and we tend to talk about that score as if…
受众观点：① 在生产环境大量调用商用 LLM API 的 SaaS 开发者 ② 负责模型评测、需要设计长期 benchmark 的 ML 工程师和研究员 ③ 想搞清楚模型是否真的在变“笨”的普通开发者。
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楼主做自由职业 Web 开发时常被客户钻合同空子，想了解大家如何在合同或工具里清晰约定工作范围，避免无限修改和额外工作被白嫖。
Just curious how you guys do it because I've definitely been in a place where the client took advantage of certain things which were not mentioned. Are you guys using any software or something?
受众观点：① 以自由职业或 side project 接单为主、经常遇到客户不断加需求的前端和全栈开发者（@Extension_Steak9697, 1） ② 不熟悉英文合同条款、但需要和海外客户明确“包含/不包含”范围的独立开发者 ③ 想用轻量工具（文档模板、在线签约）规范流程、又不想一开始就找律师写厚合同的小团队
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- @Extension_Steak9697 (1): I keep proposal docs in a folder by client and reuse the same skeleton every time. The important part is writing out exactly what's not included, like revisions beyond two rounds or support after launch. Clients don't read walls of text though so I put a short scope table near t…
一个做应用评测的平台在测试了两千多个应用后，推出了一个不用付费、用互测赚积分再换自己产品测试活动的 SaaS 测试池，希望解决 SaaS 缺乏像应用商店那样真实用户评分渠道的问题。
We have been reviewing apps for almost two years. We have tested over 2K apps during this time, and today our platform gets 10K monthly visitors and more than 20K views. We decided to build a testing…
受众观点：评论区目前几乎没有实质反馈或使用体验，只有帖子本身的介绍信息，尚未形成讨论焦点。
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作者在自己搭建的 8 位 TTL 计算机上实现了 Karatsuba 乘法算法，并通过视频讲解算法原理和在硬件上的加速效果。
I recently implemented the Karatsuba multiplication algorithm on a 8-bit TTL computer I hack on. In this video I explain the algorithm, and explore the speed benefits of using it.
受众观点：① 帖子目前没有评论，但从内容看会吸引对自制计算机、8 位 TTL 硬件和算法教学感兴趣的开发者，属于小众但粘性高的受众。 ② 视频形式讲解 Karatsuba 在真实硬件上的速度收益，对正在学习算法分析但缺乏直观感受的学生和工程师会有一定吸引力。
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作者基于 RadarScenes 数据集，用直方图特征和三层 MLP 做汽车雷达目标五分类，并分析类别不平衡和检测点数对宏平均 F1 的影响。
Hello all, I'm a radar signal processing engineer and i trained a 5-class classifier (car, large\_vehicle, two\_wheeler, pedestrian, pedestrian\_group) on RadarScenes radar point clouds. The input ve…
受众观点：① 对车载雷达感知和自动驾驶感兴趣的机器学习工程师 ② 做嵌入式或边缘部署、需要在有限算力下做目标分类的开发者 ③ 想把公开数据集 RadarScenes 用在自己研究中的学生和研究人员。
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作者用大模型迭代改进装箱优化算法，在 Packomania csqv 基准上以约 28 美元成本刷新 10 个 N 的最优解，展示了 LLM 参与程序进化的效果。
I used an LLM to iteratively evolve an optimization algorithm rather than solve the packing directly. Starting from a simple seed solver, the LLM proposes algorithmic changes guided by a scoreboard o…
受众观点：① 做组合优化、元启发式算法的研究人员和工程师 ② 想用 LLM 自动改进代码性能或算法质量的独立开发者 ③ 关注 LLM 作为科学发现和搜索工具的新用法的技术读者。
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Product Hunt 上 Coldtea 推出 PR Lens 功能，为每个代码库和 Pull Request 自动生成动画架构图和数据流图，帮助开发者理解尤其是 AI 代理写的代码改动。
Coldtea
受众观点：① 已经在团队中大量使用 AI 生成代码、但对代码可读性和回归风险焦虑的工程师和 tech lead（Coldtea 评论者） ② 使用 Cursor/Claude Code 等 AI IDE、希望有更好方式理解大 diff 的个人开发者（@Cursor） ③ 想做 DevTool 或代码可视化产品、寻找新切入点的独立开发者和创业者（@Dial）。
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- @Overview (0): * [Launches2](/products/coldtea#launches) * [Reviews3](/products/coldtea/reviews) * [Alternatives](/products/coldtea/alternatives) * [Customers](/products/coldtea/customers) * [Built with](/products/coldtea/built-with) * [Forum](/p/coldtea) * More This is the 2nd launch from Col…
- @Dial (0): •[153 reviews](/@galdayan/reviews) #### What's great Pointed it at a side project where I had Claude Code and a couple of local scripts running in parallel panes and losing track of which one had context on what. The shared-workspace idea actually works the way they describe - o…
- @Cursor (0): I already have Cursor for the actual editing, so this wasn't a replacement decision, more of an addition. Cursor doesn't really do the cross-pane context sharing or the production monitoring side, so it filled a gap rather than competing directly with what I already pay for. Rat…
- @Coldtea (0): Thanks for the review! > whether it's strictly a diagnosis you review or if there's ever a path where it pushes a fix on its own. Answer is yes, it can push fixes on its own. But by default, it brings up a diagnosis you first review Upvote Report Share 20d ago [Philip Sørensen](…
- @Coldtea (0): Maker 📌 Hi PH, Agents write more code every week, but we still have to understand it, and reading it line by line is no longer an efficient way to do that. We need new ways to look at code. What if reading code was visual? A few hundred lines a minute, leaving your attention for…
Product Hunt 上 Scriptly 发布，一款在 iOS 上集写作与语音跟随提词器于一体的应用，主打为内容创作者提供更自然的录制体验。
Scriptly
受众观点：① 经常录制短视频或课程、被传统提词器固定滚动速度困扰的内容创作者（Scriptly 评论者） ② 想在手机上完成从写稿到录制一体化流程的独立创作者和小团队 ③ 对语音识别和实时 UI 交互感兴趣、想做类似工具的移动开发者。
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- @Overview (0): * [Reviews](/products/sciptly/reviews) * [Alternatives](/products/sciptly/alternatives) * [Built with](/products/sciptly/built-with) * [Team](/products/sciptly/makers) * [Awards](/products/sciptly/awards) * More Free Launch tags:[Productivity](/topics/productivity)•[Artificial I…
- @Scriptly (0): Maker 📌 As a content creator, I was constantly frustrated by clunky, traditional prompters that forced me to awkwardly match my speaking pace to a rigid, pre-set scroll speed. I wanted something native, fast, and intuitive—a tool that lets you write, organize, and record seamles…
- @Scriptly (0): Maker [@natalia\_iankovych](https://www.producthunt.com/@natalia%5Fiankovych) Actually a good point and appreciate you for mentioning that. I’ll do well to include a demo on the website Upvote Report Share 5h ago [](/@lmfresneda) [Luis Miguel](/@lmfresneda)Likely AI Congrats Jas…
- @Scriptly (0): Maker
Product Hunt 上 Tucky 上线，一款停靠在 Mac 屏幕边缘的笔记应用，内置 AI agent 帮用户把零散想法转成任务、日程和回复，是面向创始人的“第二大脑”。
Tucky
受众观点：① 被零散想法和待办淹没、希望有更聪明桌面助手的创业者和独立开发者（@Tucky 评论者） ② 对“第二大脑”工具和 AI 笔记产品感兴趣、在 Notion/Obsidian 等之间反复横跳的效率工具爱好者 ③ 想做桌面 AI 工具、关心本地运行、订阅定价和跨平台路线的开发者。
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- @Overview (0): * [Reviews1](/products/tucky/reviews) * [Alternatives](/products/tucky/alternatives) * [Built with](/products/tucky/built-with) * [Team](/products/tucky/makers) * [Awards](/products/tucky/awards) * More Free Options Launch tags:[Productivity](/topics/productivity)•[Notes](/topic…
- @Tucky (0): Maker 📌 As a founder, I was drowning in scattered notes, ideas, feedback, and reminders spread across apps and screens. Every great product starts with a captured thought, but mine kept getting lost. So I built Tucky: notes that dock to the edge of your Mac screen, with an AI ag…
- @Tucky (0): Maker [@kristina\_\_grits](https://www.producthunt.com/@kristina%5F%5Fgrits) Hi Christina! Ooh, great question 😄 So here's the deal: **Tucky** is basically a founder's second brain that lives **right on your own Mac**\- notes, Calendar, and quick actions all local, so none of yo…
- @Tucky (0): Maker [@darryl\_bayliss](https://www.producthunt.com/@darryl%5Fbayliss) Everything relies on an agent; our costs include the agent and LLMs. We're considering a bring-your-own-key option, but not currently. Since the core is integrated, open access isn't available; users need bo…
- @Tucky (0): Maker [@yogesh\_builds](https://www.producthunt.com/@yogesh%5Fbuilds) Yes, Windows is on our roadmap. We'll add a wishlist on the website soon so users can vote for the platform they want, Windows included. Stay tuned! Upvote (2) Report Share 8h ago [](/@houcineabdaoui) [Houcine…
Databox 推出的 Routines 功能，让内置 AI Analyst 按预设提示词和时间表自动跑实时数据分析并通过邮件或 Slack 发送文字报告。
Databox
受众观点：① 很多团队每周都要手动做 pipeline 检查、渠道周报和董事会月报，评论里 Databox 团队反复强调这些工作其实可以完全交给 Routines 自动跑（@Databox）。 ② 有人关心触发机制是否只能按时间表，Databox 解释可以通过 webhook 让 Zapier、Make 或自建事件来触发分析，把结果直接推到 Slack 或邮箱（@Databox）。 ③ 也有用户在问能否只在异常时提醒，Databox 回应目前每次都会生成完整文字结论，未来会考虑“仅异常通知”的能力（@Databox）。
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- @Overview (0): * [Launches9](/products/databox/launches) * [Reviews5](/products/databox/reviews) * [Alternatives](/products/databox/alternatives) * [Built with](/products/databox/built-with) * [Forum](/p/databox) * [Team](/products/databox/makers) * More This is the 9th launch from Databox. [V…
- @Databox (0): Maker 📌 Hey Product Hunt! 👋 I'm Pete from Databox. Excited to finally share Routines with you. This is the next capability launch in our agentic analytics platform. The first one, our AI Analyst Genie, made analysis instant. Ask a question about your live data, and you get a fin…
- @Databox (0): Maker [@priya\_kushwaha1](https://www.producthunt.com/@priya%5Fkushwaha1) Thanks Priya! That's exactly why we built the webhook trigger, so Routines isn't stuck on a schedule. Any app that can fire a signal (Zapier, Make, your own event) can kick off a run and drop the result st…
- @Databox (0): Maker Hey hunters! Every company has analysis that someone redoes by hand every week. The Monday pipeline check. The weekly channel report. The monthly board deck. It isn't hard work; it's just work nobody has time for, so it's the first thing that slips when the week gets busy.…
- @Databox (0): Maker [@harini\_mukesh](https://www.producthunt.com/@harini%5Fmukesh) Good question. Right now every run still reports back, we don't have anomaly-only notifications yet. But the answer itself does the filtering: instead of a raw number dump, Genie writes it as "here's what chan…
Assist 是一款 macOS 工具，通过本地语音转写和截图标注自动生成优化后的英文提示词，方便复制到 codex 或 claude code 等模型里。
Assist
受众观点：① Maker 分享自己因为每天要反复截图、裁剪再配长 prompt 给 codex 而感到崩溃，因此做了 Assist 来用按住 option 键直接语音标注并生成提示词，解决高频小摩擦的问题（@Assist）。 ② 有用户关心定价模式，Assist 回应希望用户“拥有”工具而不是订阅制，并给 Product Hunt 用户提供了 50% 折扣码 PRODUCTHUNT50（@Assist）。 ③ 评论里有人拿 Whisperflow 做对比，作者解释 Assist 侧重于本地语音标注并生成可直接粘贴到 codex、claude code 的优化 prompt，而不是和 Whisperflow 正面竞争（@Assist）。
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- @Overview (0): * [Reviews](/products/assist-4/reviews) * [Alternatives](/products/assist-4/alternatives) * [Built with](/products/assist-4/built-with) * [Team](/products/assist-4/makers) * [Awards](/products/assist-4/awards) * More Payment Required Launch tags:[Mac](/topics/mac)•[Productivity]…
- @Assist (0): Maker 📌 Hey beautiful folks, Abhishek here. 2 Weeks ago, I build Assist out of frustration. I was using native mac screenshot app for cropping and sending the image to codex. Along with long prompt I have to type (now speak). This process is not bad but if you do this 100 times…
- @Assist (0): Maker Here is 50% Discount for the Product Hunt folks. Use Code PRODUCTHUNT50 Upvote Report Share 11h ago [](/@julian%5Fting2) [Julian Ting](/@julian%5Fting2)
- @Assist (0): Maker [@julian\_ting2](https://www.producthunt.com/@julian%5Fting2) Yeah, People should own this, not subs. Upvote Report Share 7h ago [](/@bhaskara%5Fkempaiah1) [Bhaskara Kempaiah](/@bhaskara%5Fkempaiah1) How does this compete with Whisperflow? Upvote Report Share 5h ago [](/@a…
- @Assist (0): Maker [@bhaskara\_kempaiah1](https://www.producthunt.com/@bhaskara%5Fkempaiah1) It did not. The Voice annotation transcribe the speech locally and create a optimise prompt, which can directly be pasted to codex, claude code etc. Upvote Report Share 5h ago [](/@heyitsirenechan) […