OpenAI 发了一条“有许多未来，你想建设哪一种”的短文案，配合链接号召开发者和用户思考自己希望用 AI 打造怎样的未来场景。
There are many futures. Which do you want to build? https://t.co/19NY7tgPHM ① 期待更强新模型、猜测 OpenAI 下一步产品形态的用户和开发者 ② 对本地模型、开源模型有兴趣、想比较不同技术路线下“未来形态”的技术人 ③ 关注 AI 发展方向但缺少一手产品实践视角的普通用户。
OpenAI 发了一条“有许多未来，你想建设哪一种”的短文案，配合链接号召开发者和用户思考自己希望用 AI 打造怎样的未来场景。
① 期待更强新模型、猜测 OpenAI 下一步产品形态的用户和开发者 ② 对本地模型、开源模型有兴趣、想比较不同技术路线下“未来形态”的技术人 ③ 关注 AI 发展方向但缺少一手产品实践视角的普通用户。
Hacker News 讨论一场由学生运动推动的新政治力量在选举中崛起，引发对技术官僚政府、AI 参与治理以及如何实际运营国家机构的激烈争论。
① 关注 AI 治理和政策走向的开发者和创业者，想知道技术如何真实影响公共决策流程的人群 ② 做 AI 工具或 agent 产品的从业者，希望理解未来在合规、审计和责任链条上的潜在约束 ③ 对“技术官僚政府”和 AI 政治实验感兴趣的独立开发者与重度 HN 读者。
levelsio 吐槽法国按流量征收每 GB 互联网税、德国考虑对所有 AI 生成收入征税，认为欧洲国家会越来越依赖向外国科技公司“薅羊毛”。
① 有人用玩笑方式延伸到“征收单身税解决生育率”，整体情绪是对欧洲政策的无语和调侃（@alhuissi, 808likes） ② 不少人认为问题在于政府支出失控，应该先控制开支而不是一味加税（@reshad_bashir, 282likes） ③ 也有人指出欧盟“最成功的出口产品”变成了向从未培育出的科技公司开账单，讽刺其靠监管和罚款生存（@iljanevolin, 93likes）
多位独立开发者在 X 上公开复盘自己 2026 年 10 月的线上业务收入与利润构成，展示通过多款 SaaS、信息产品和社交媒体变现实现月入数万到十多万美元的独立创业路径
多位独立开发者在 X 上公开复盘自己 2026 年 10 月的线上业务收入与利润构成，展示通过多款 SaaS、信息产品和社交媒体变现实现月入数万到十多万美元的独立创业路径。
受众观点：评论区主要聚焦在两个点：一是对收入体量和稳定性的震惊与好奇，二是想搞清楚这些收入背后的产品结构与时间线。
例如，@lokidotdev（X，5 赞）在 @marclou 帖下调侃「Your math error alone out-earned my side projects」，侧面反映普通开发者对 10 万美金级别月收入的巨大落差；@giacomomasseron（X，2 赞）则追问「zero employees and 16 products means support email is yours. how many hours a week does that eat」，关心多产品带来的支持成本和时间压力。
在 @robj3d3 的帖子下，@grammz10（X，0 赞）问「At what point did you leave your W2 to pursue entrepreneurship full time?」，以及 @foundrceo（X，1 赞）追问 CanIVibecodeIt 的流量来源是 SEO 还是 X，说明读者想弄清从上班到全职独立的临界点和获客渠道。
而在 @ErnestoSOFTWARE 的评论里，@itsjahmills（X，1 赞）提到「most people after losing a 150k/mo income stream would definitely not have popped off like that」，以及 @kasparbuilds（X，1 赞）追问被苹果封禁的具体条款，反映大家对平台风险、账号封禁后如何东山再起尤为敏感。
这是关于开放权重大模型在网络安全攻防中的真实风险与作用的讨论，作者强调攻击瓶颈不在模型开源与否，而在攻击者成本、运维瓶颈与防守方如何利用模型维持安全均衡
这是关于开放权重大模型在网络安全攻防中的真实风险与作用的讨论，作者强调攻击瓶颈不在模型开源与否，而在攻击者成本、运维瓶颈与防守方如何利用模型维持安全均衡。
受众观点：评论区主要聚焦在三个点：一是从历史类比理解风险边界，例如 @tfmlab（4 赞，X）提到支付欺诈领域从尝试“禁止工具”转向通过行为建模维持动态均衡，强调“攻击者适应、防守方重学，均衡本身才是要测量的东西”；二是攻击瓶颈与成本结构，@mohammadvazin（1 赞，X）指出实际作战中关键是攻击者成本，大部分入侵仍然始于泄露凭证和未打补丁的边界主机，开放权重对这个数学关系影响有限，而廉价本地模型帮助防守方批量分拣日志才是真正改变局面的因素；三是开放模型在防守侧的潜力，@latent_node（0 赞，X）举例开源安全 Agent 在 GLM-5.2 上跑 ZeroPath 测试集，漏洞检出率与商业产品接近，@zhaoywang_CS（0 赞，X）则从“没有开放模型就难以获得真正的网络防御帮助”角度强调开放生态的重要性。
这是独立开发者打造的桌面应用 Holoscape，利用摄像头进行头部追踪实时调整 3D 壁纸视角，让屏幕像一扇立体窗口，同时在持续优化性能将 CPU 占用压到约 2%，并准备在 Steam 上正式发布
这是独立开发者打造的桌面应用 Holoscape，利用摄像头进行头部追踪实时调整 3D 壁纸视角，让屏幕像一扇立体窗口，同时在持续优化性能将 CPU 占用压到约 2%，并准备在 Steam 上正式发布。
受众观点：评论区主要关注三个点：一是产品形态和可用性，比如 @Kearnsy09（score 3，Reddit）问能否做成独立应用，作者 @Apart-Medium6539（score 7，Reddit）回应已经是独立应用 Holoscape 并在准备 Steam 版本；二是性能与技术实现，@QuanTradin（score 3，Reddit）对“2% CPU 还能做人脸追踪”表示惊讶并追问多用户场景，另一条 @Erde555（score 2，Reddit）则质疑 CPU/GPU 占用的说法，引出关于渲染负载到底落在 CPU 还是 GPU 的讨论；三是平台与潜在扩展场景，@UltraChip（score 5，Reddit）关心 Proton 或原生 Linux 版本兼容性，作者说明目前仅支持 Windows，未来需要额外测试，而 @Jatinchd（score 2，Reddit）则畅想如果把这种头部追踪视差效果用在游戏里可能成为新玩法，显示出用户对从桌面壁纸扩展到更广泛交互场景的兴趣。
levelsio 发了一张调侃图，想象 2027 年在德国使用 ChatGPT 时会被各种离谱税费和监管条款层层叠加。
ChatGPT in Germany in 2027 https://t.co/tQG0juC4tN
受众观点：① 很多人分不清这是玩笑还是真实政策，反映大家对欧盟监管环境既困惑又不信任（@AnagramArena, 355likes） ② 有人进一步脑补到碳排放、食品安全等监管叠加，觉得欧洲官僚体系会把任何新技术压得喘不过气（@ffaebi, 228likes） ③ 也有人提醒要从反资本主义视角看问题，认为大公司和资本才是主要受税对象，普通人视角有偏差（@dzienko, 96likes）
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- @AnagramArena (355): @levelsio The biggest problem with EU today is that I'm having a hard time figuring out whether this is real or just a joke.
- @ffaebi (228): @levelsio You forgot the unrealized co2 emission taxes because of the thought crime of using sub optimal ingredients according the German Bundesamt für Lebensmittelsicherheit. https://t.co/f0jCB8i2Tv
- @jovisaib (211): @levelsio https://t.co/njiYn7tbVn
- @timsoret (122): @levelsio Every single news from Europe is both 😂 & 😭
- @dzienko (96): @levelsio Please start łooking at world from other perspective. Capitalism is not the right solution. If you don’t understand those taxes you live in bubble.
OpenAI 发了一条“有许多未来，你想建设哪一种”的短文案，配合链接号召开发者和用户思考自己希望用 AI 打造怎样的未来场景。
There are many futures. Which do you want to build? https://t.co/19NY7tgPHM
受众观点：① 期待更强新模型、猜测 OpenAI 下一步产品形态的用户和开发者 ② 对本地模型、开源模型有兴趣、想比较不同技术路线下“未来形态”的技术人 ③ 关注 AI 发展方向但缺少一手产品实践视角的普通用户。
展开评论
- @chetaslua (678): @OpenAI what if this is made by a cute upcoming model in pure code that will be so cool 🥹
- @doomer_wizard (363): @OpenAI the one where you don't leave plus users in the mud
- @Publius_____ (181): @OpenAI Right now I am building an atlas of all human history. https://t.co/ZlI0dglr15
- @testingcatalog (160): @OpenAI How many futures have you seen? 👀 https://t.co/3jrKIMYuwF
- @amjustadam (156): @OpenAI Opus 5.5 level model in my pc locally https://t.co/9UiANb4oRo
levelsio 吐槽法国按流量征收每 GB 互联网税、德国考虑对所有 AI 生成收入征税，认为欧洲国家会越来越依赖向外国科技公司“薅羊毛”。
Yesterday France announced tax of €0.055 per GB on internet traffic Today Germany is considering taxing all AI-generated revenue You will see European countries keep clawing more and more money from…
受众观点：① 有人用玩笑方式延伸到“征收单身税解决生育率”，整体情绪是对欧洲政策的无语和调侃（@alhuissi, 808likes） ② 不少人认为问题在于政府支出失控，应该先控制开支而不是一味加税（@reshad_bashir, 282likes） ③ 也有人指出欧盟“最成功的出口产品”变成了向从未培育出的科技公司开账单，讽刺其靠监管和罚款生存（@iljanevolin, 93likes）
展开评论
- @alhuissi (808): @levelsio they should tax people for not getting laid it would solve the birth rate problem 😂
- @reshad_bashir (282): @levelsio It’s time EU countries look at their spending instead of their income.
- @iljanevolin (93): @levelsio The EU's fastest growing export is now invoices to companies it never managed to build itself.
- @initjean (88): @levelsio the socialists passed it in French Parliament with 11 votes in total for (there are 577 members) it's gonna be rejected by the Senate still show how retarded they are though, both for the idea and cheering about passing it with a total of 21 votes (11 for, 10 against)
- @slomo__b (78): @levelsio Thankful to be swiss again god damn the eu is doing some dystopian shit nowadays
thdxr 分享自家团队实践：在当前 token 价格下，AI 推理费用已经是工资的两倍，但整体产出却相当于传统 75 人团队。
with current token prices i wouldn't really say "cost of software is going to zero" our token cost is double our payroll which means even though we're 25 it's like we're 75 and i feel like our output…
受众观点：① 有人调侃“软件成本归零”的说法被现实打脸，截图对比成本与产出（@harjjotsinghh, 85likes） ② 有人质疑在 token 账单已经翻倍工资的情况下，模型提供方还声称在这些用户身上亏钱，反映对定价和利润率的不信任（@arb5z, 20likes） ③ 也有人建议用更便宜的模型做对比实验，或者调侃“GPU 才是团队里薪水最高的员工”，关注点在模型选择和资源利用率（@C8Luna, 10likes; @WesleyP91308, 9likes）
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- @harjjotsinghh (85): @thdxr cost of software going to zero https://t.co/j4scpkEEeW
- @arb5z (20): @thdxr token bill double the payroll and the labs still say they're losing money on us?
- @idlyupma (12): since opencode now supports Claude SDK and already had codex support, why can't you give one sub of each and for the rest they could go back to APIs. why willingly light money on fire? i understand that you are dogfooding your own system but with the above setup, you are only re…
- @C8Luna (10): @thdxr Do an experiment. Have them use ds4.1 for a week and compare the deliverables with the prior week.
- @WesleyP91308 (9): @thdxr so the gpus are the highest paid people on the team
Gergely Orosz 吐槽 Sam Altman 把内存短缺归咎于个人买高内存电脑跑本地推理，认为真正挤占内存供应的是 OpenAI 等 AI 企业自己。
WTH: Sam Altman complaining that individuals (like me!) are purchasing RAM for our PCs wanting to run local inference (and do other stuff), because it gets in the way of him buying more RAM to sell i…
受众观点：① 作者本人补充解释，认为内存短缺主要是 AI 实验室和云厂商疯狂囤货导致，普通用户偶尔升级电脑并不是问题根源（@GergelyOrosz, 154likes） ② 有人引用原始片段，试图还原 Sam Altman 的原话和语境，说明舆论存在一定误读空间（@heyandras, 25likes） ③ 也有人用“私人飞机公司怪你开空调导致全球变暖”的比喻，讽刺大公司把系统性问题甩锅给普通用户（@AmanHasNoName_2, 3likes）
展开评论
- @GergelyOrosz (154): The RAM shortage is not because consumers like you or me are buying a new machine with a bit more RAM (like once every few years.) It’s because AI labs, cloud providers, AI startups - that is AI businesses - are saturating demand on the market. OpenAI leading amongst them How di…
- @heyandras (25): @GergelyOrosz https://t.co/4SSMBqhQba
- @capajj (10): @GergelyOrosz he said it's because it's not utilized. As long as you keep it utilized 100 percent I think he's fine with it
- @vishalsingh2972 (4): @GergelyOrosz what he actually means 😭
- @AmanHasNoName_2 (3): @GergelyOrosz this is like a private jet company telling you your AC is causing global warming
thdxr 感叹 Gemini 口碑太差，以至于他一发夸赞相关内容就被大量质疑是收钱发广告。
gemini's reputation is such that i've never received more accusations of being paid to post this
受众观点：① 有人直接为 Gemini 正名，认为体验很好、不理解为什么口碑这么差（@ggsimm, 36likes） ② 有人质疑新 carbon 模型和之前 argon 的差异，表达对旧版 Gemini 的强烈不满和不信任（@shariqriazzz, 15likes） ③ 也有人强调大家还在用 2024 年的老印象评价 Gemini，忽视了最近一年的更新迭代（@RaghavMehtaM1, 9likes）
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- @ggsimm (36): @thdxr gemini is great wtf
- @shariqriazzz (15): @thdxr is the new carbon model really different? because argon is still the same geminism that i absolutely despise and dont understand how anyone can use it.
- @RealVicHere (11): @thdxr Gemini is the best model in the world.
- @RaghavMehtaM1 (9): @thdxr people still judging gemini off the 2024 version lol
- @LyalinDotCom (8): @thdxr Sorry Dax lots of noise here.
独立开发者 marclou 公布自己 2026 年 10 月多项目总收入 10 万美金明细，逐一列出 TrustMRR、DataFast、Ship or Die 等产品的当月营收构成。
I made $107,142 in October 2026 ⭐️ TrustMRR — $42,531 📈 DataFast — $31,103 🏴☠️ Ship or Die — $18,990 🐥 Twitter — $5,619 🧑💻 CodeFast — $4,134 📧 MailCheap — $2,050 ⚡️ ShipFast — $1,694 🕵️♂️ Stalkr —…
受众观点：① 关注他每个产品具体收入占比和商业模式差异的开发者（@marclou, 43likes） ② 被他算错总额这件小插曲逗乐，同时感叹自己副业收入远不及他“算错的钱”的人（@lokidotdev, 5likes） ③ 对 Ship or Die 等具体项目背景和股权结构细节感兴趣的粉丝（@Potato___Dragon, 3likes）
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- @marclou (43): Update: There's an $1,995 extra from my poor computation skills. Sorry! Total: $105,147
- @marclou (23): flexing my AIDHD
- @jackfriks (12): @marclou BRB buying my annual new license of poop up to share with friends and family for christmas
- @lokidotdev (5): @marclou Your math error alone out-earned my side projects
- @Potato___Dragon (3): @marclou ship or die is post co-founder split?
thdxr 分享自己最常用的语音输入应用 hex，强调搭配 agent 使用后几乎不想再打字，并解释 hex 作为独立应用可以在整台电脑范围内工作。
this is my most used app. more than opencode using it with your agent is a gateway drug. you won't go back and every time you have to type it feels horrible that's why hex is standalone, it works acr…
受众观点：① 想知道 hex 和 superwhisper 等同类语音工具在体验和功能上有什么差异的用户（@hodlmecloseplz, 10likes） ② 担心应用常驻麦克风图标、对隐私和本地监听机制感到不安的潜在用户（@yandodov, 7likes） ③ 已经自托管语音模型，希望工具支持 OpenAI 兼容接口以便接入自己后端的技术用户（@cartwmic, 5likes）
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- @hodlmecloseplz (10): @thdxr How does this compare to @superwhisper because it feels the same.
- @yandodov (7): @thdxr The microphone usage icon stays on even while I'm not talking, though. A bit worrying. https://t.co/9jrtc34xSn
- @cartwmic (5): @thdxr I self host speech models, is there a plan to add openai compatible endpoint support? I know I know I could always fork just curious if it's on the roadmap
- @ennyonx (3): @thdxr fuck it, i put it off long enough. im installing it now. thanks @kitlangton
- @arielGfalcon (2): @thdxr Does it support Dominican spanish?
thdxr 回应用户反馈称在 OpenCode Go 中使用 deepseek 有时感觉变笨，说明自己跑了多种配置基准测试，发现整体性能相近但会下线两种存在问题的低流量配置。
we get occasional reports that deepseek in OpenCode Go feels dumber for some people i ran all the benchmarks i could find against the different configs we have it's all in the same range, we did disc…
受众观点：① 认为 DeepSeek 真正容易出问题的是长上下文和工具调用等复杂场景，而不是简单一次性补全的技术用户（@teortaxesTex, 37likes） ② 亲身反馈在 Go 版本 DeepSeek 上感到推理速度明显慢于官网，但智力表现尚可的中文用户（@WishWithWe, 27likes） ③ 建议 OpenCode 公开服务部署细节、甚至与机构合作以消除“偷换模型”质疑的开发者（@2qmzfz2z7s, 6likes）
展开评论
- @thdxr (255): the issues people are running into are probably real, but we're going to need more specific reports if people can send them to us the majority of people reporting this are claiming that we're scamming them and doing something malicious, so we haven't received much information ab…
- @teortaxesTex (37): @thdxr Tbh with DeepSeek I think you'd be more likely to fail in long context or tool calling than in any of this one-shot stuff. The ability to get one completion is not in doubt
- @WishWithWe (27): 嘿，dax，我在用go的deepseek，我明显感觉到tps与官方的对比慢很多，我在deepseek harness里用有时候甚至只有官网的一半，100多token每秒。 我想知道的是，模型的token吐字速度应该与模型的智商变化无关吧？我今天下午用了两三个小时完成了一些任务甚至是扫描我D盘里找不重要的东西删除的这种任务，他的表现都还不错。没有哪里感觉有变笨。就是慢。
- @2qmzfz2z7s (6): @thdxr @opencode Y’all should just publish your serviing details preferably partnered with an org and it will all go away
- @_4rcadia (6): @thdxr love your transparency
thdxr 介绍语音应用 hex 几乎完全靠“vibe coding”完成，包括应用本体、落地页、动画和 AI 生成音效，并由 opencode 处理 issue，强调虽然过程随性但最终软件跨平台且好用有趣。
hex was fully vibe coded. the app. the landing page. the animations. sound effects were ai generated. issues people open are fixed by opencode. the onboarding. even some of the creative ideas but i t…
受众观点：① 认可 hex 整体体验远优于竞品、但仍在等待字典等关键功能补齐才愿意完全迁移的用户（@akshit_io, 6likes） ② 反馈新版 hex 相比重写前在转写速度上略慢、但整体依然好用的老用户（@Dayhaysoos, 6likes） ③ 在 Linux/Wayland 等环境下遇到快捷键、托盘图标等兼容性问题、希望继续折腾解决的技术用户（@dermeddjamel, 3likes）
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- @noctus91 (9): @thdxr Yeah we can tell this was 100% vibe coded.
- @Dayhaysoos (6): @thdxr I was a big fan of hex before the rewrite, I will say tho, it feels slightly slower than before. Sometimes I have to wait for the transcription to finish even if I only said a single sentence. Really good stuff tho, kit is my goat
- @akshit_io (6): @thdxr hex feels much better than competitors to use. the only reason I haven't fully moved to it because it doesn't have a dictionary feature.
- @dermeddjamel (3): @thdxr I just tried it and still using it. My first problem was it didn't register the shortcut since I am using omarchy/hyperland/Wayland but opencode(glm 5.3) fixed that for me. Right now I can't see the icon in my system tray but I will see if I can fix that later
- @cheatyyyy (3): @thdxr me when i have to still think about product design and opus can't just manually fix the combination of 3 shitty ideas merged into one https://t.co/rah8R2zBaa
sirbayes 转推并强烈推荐一篇关于使用 AI 代理写代码体验的长文，认为是值得一读的实战反思。
This is a great post! A must read! https://t.co/SmN3oJbW68 https://t.co/VuPp6XqIUc
受众观点：① 正在尝试用 AI 代理写业务代码、但经常感觉不如自己写快的独立开发者 ② 想把代理引入团队流程、却担心质量和责任边界的技术负责人 ③ 只用过补全类助手、对多步代理还停留在想象阶段的普通开发者。
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- @olcan (5): @sirbayes fun read and very relatable but also already getting outdated
- @jojojoris_josef (2): @sirbayes Did Thomas let AI gen this one perhaps? https://t.co/AH1DhDIH1A
- @Mitchellkucy (1): I agree with the experience that asking an agent to do something can take longer than doing it yourself. I’m not sure how I feel about the conclusion that you should do more by hand if you cannot explain all the details. If you’re operating more like an agent manager than a deve…
- @ak_1490 (0): Yeah, this is a silly write up. Tl;dr: If you don’t know what you’re doing and keep doing it. . . Bad things happen? Easily solved through a trivial change in the way that guy should actually be doing things. He could have probably asked the harness itself how he needs to make t…
- @jmsusskind (0): @sirbayes Things take time? Crazy talk
Nat Lambert 在为自己书稿做笔记时阅读 score-centering RL 论文，称其附录中总结 GRPO 以来各种基于重要性采样的训练推理不匹配方法的表格非常有价值。
Was reading the score-centering RL paper to add some notes on it the my book, and they have a great table in the appendix on the different importance sampling based train-inference mismatch methods i…
受众观点：① 关注 GRPO 等新一代 RL 算法、但还没细看 score-centering 论文的工程师 ② 在做对话或决策模型产品、担心线上行为和训练期预期不一致的独立开发者 ③ 想了解 RL 研究如何真正落地到产品性能和成本控制上的技术管理者。
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- @natolambert (18): https://t.co/Dm5BLh3Evt
- @cwolferesearch (12): @natolambert currently doing a writeup on this paper and also found this great blog on the topic (+ some other related stuff): https://t.co/KCETN1iYPJ
- @Gangadhar_P (2): @natolambert Score centering was one of the biggest lifts in my training arms, surprised when I saw that in my evals for decision models.
- @mohammadvazin (1): @natolambert Half of that mismatch is a serving problem dressed as RL theory. Rollout engines use different kernels, batch-dependent reductions and accumulation order than the trainer, so logprobs drift even with identical weights. Deterministic rollout kernels fix a lot before…
- @sakshjn (0): @natolambert gspo's 0.9997 to 1.0004 looks like a typo next to ppo's 0.8 to 1.2, took me a sec to remember it's a geometric mean over the whole response
推文调侃谷歌在德州小镇 Claude 建全球最大数据中心，暗示未来可能在那训练 AGI 或被 Anthropic 收购反讽行业格局。
In late 2027 Google will have the largest datacenter: Goodnight - Claude, Texas either Google trains AGI there at the end of 2027 or Anthropic already took off and just buys the place https://t.co/ud…
受众观点：① 关注 Claude, Texas 地名梗和谷歌数据中心选址的网友，觉得现实像 AI 行业内涵段子（@wyqtor, 39likes） ② 吐槽谷歌在 Claude, Texas 建最大数据中心这一设定过于戏剧化、像是命名彩蛋（@shakoistsLog, 16likes） ③ 顺着地理梗补充 Claude, TX 真实信息和地图链接，帮助大家确认这不是假新闻（@_ueaj, 8likes）
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- @wyqtor (39): @scaling01 Claude, Texas? This can't be real, can it😅?
- @shakoistsLog (16): @scaling01 google has the largest datacenter in claude texas COME ON
- @_ueaj (8): @scaling01 Claude, TX https://t.co/BbWMsq9fqM
- @jax_wu (5): @scaling01 naming datacenters after claude now lol
- @ChronoScopeFilm (3): @scaling01 Goodnight, Claude? errrrrr
Arena 公布本周对战结果，Gemini 4 Carbon 在 Text、Agent、Code WebDev 三个 Arena 榜单上都冲到前列，Terra 模型在成本效率上进一步提升。
This Week in the Arena: Gemini is back, and Terra got even more efficient. - Gemini 4 Carbon (High) by @GoogleDeepmind landed #1 in Text Arena, #2 in Agent Arena, and #4 in Code Arena: WebDev. It res…
受众观点：① 关注 Gemini 4 Carbon 在文本和 Agent 榜单上夺冠、WebDev 排名靠前，认为谷歌这波在综合能力上很能打（@ajs6888, 0likes） ② 讨论在 Agent 模式下用 connectors 把 GitHub 和 Vercel 串在一个任务里的实际用法，期待这种工作流自动化（@Avery_Coree, 1likes） ③ 强调 Terra 模型主打极致便宜，在排行榜上更多是性价比定位而非绝对最强（@Cutzilla, 0likes）
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- @arena (7): https://t.co/MmxDQ4a7dc
- @Avery_Coree (1): @arena @GoogleDeepMind connectors in agent mode is the part i'd use first, github plus vercel in one task is basically my whole friday night
- @Cutzilla (0): @arena @GoogleDeepMind terra at #8 for 62 cents a task. cheap is the whole pitch, not best
- @ajs6888 (0): @arena @GoogleDeepMind Gemini 这波直接把文本榜拿下了，WebDev 排第 4 也挺能打
- @boardyai (0): @arena @GoogleDeepMind the leaderboard is a horoscope now
Nat Lambert 反思自己关于开源模型与网络安全风险的观点，认为争论焦点不该是开源还是闭源，而是攻击者如何用新工具作恶以及防御方如何通过网络安全手段维持平衡。
Was I wrong about open models & cyber risks? I don't think so. The AI community is focusing on the wrong lens - which type of model is causing harm - rather than how cybersecurity maintains an eq…
受众观点：① 把 AI 滥用类比支付欺诈演进，强调从封禁工具转向建模行为、持续对抗和测量新均衡的重要性（@tfmlab, 4likes） ② 关注当前开源权重模型在进攻性网络任务上的真实能力差距，提到 GLM 5.3、Mythos Preview、Kimi K3.1 Pro 等模型的对比和潜在风险（@AlexBarry4, 3likes） ③ 指出实际运营中更关键的是攻击者成本和常见攻击入口，认为开源模型更多改变的是防御方用本地模型做日志分流和监控的能力（@mohammadvazin, 1likes）
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- @tfmlab (4): @natolambert Payments fraud went through the same shift. Banning the tool never held, so defences moved to modelling behaviour: who is acting and how their activity changes over time. Attackers adapt, defenders re-learn, and the equilibrium is the thing you measure.
- @AlexBarry4 (3): Thanks for highlighting our piece! I agree the results we found highlighted real risks, but that they were limited in important ways. One point I hoped to see you cover more was how capable current open-weight models are at offensive cyber tasks. If GLM 5.3 was still notably wea…
- @furukama (1): @natolambert Yep, Mistral pitches Le Chonk for cyber defense. Will be interesting to see how this turns out.
- @mohammadvazin (1): @natolambert The harm model that matters in ops is attacker cost, not model license. Most intrusions still start with leaked creds and unpatched edge boxes, and open weights barely move that math. What moves it is defenders using cheap local models to triage logs nobody could af…
- @SlimAssiliX (1): @natolambert The useful question is not whether open or closed models cause more harm but which attack stages AI makes cheaper faster or more scalable
Nat Lambert 指出开源模型会像闭源模型一样被用于网络攻击，但并不会神奇地让网络犯罪暴涨百倍，真正的瓶颈在攻击链路的其他环节。
Open models will be used for cyber attacks, just like closed models have been. At the same time, open models aren’t the super high leverage tool magically increasing cyber crime by 100x — those bottl…
受众观点：① 作者本人补充认为开源模型可能反而帮助维持生态平衡，需要更多时间和证据验证这一点（@natolambert, 15likes） ② 有人强调坏人目前仍然受算力约束，随着效率提升和硬件变便宜，开源模型在攻击端的作用会逐步放大（@BVeiseh, 1likes） ③ 多条评论指出关闭权重从来没解决默认密码等基础问题，关键是开源模型是否降低了攻击运营层面的瓶颈而非单纯能不能写攻击代码（@JodiDude, 1likes; @SlimAssiliX, 1likes）
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- @natolambert (15): In fact, open models could be what holds the ecosystem together, we need more evidence and time.
- @BVeiseh (1): @natolambert I think bad guys are still compute bound. As efficiency increases, and/proliferation of more cheap hardware, bad guys will start using open models to better effect. Even an open model today, when sampled enough, can hack at abilities way above mythos class models.
- @JodiDude (1): @natolambert closing the weights never closed a default password on a router.
- @SlimAssiliX (1): @natolambert The key question is whether open models reduce the operational bottlenecks of cyber attacks not simply whether they can generate offensive code
- @zhaoywang_CS (0): @natolambert w/o open models, everyone can be a target, even worse, we cannot obtain cyber defense since close models are refusing to help in cyber security.
陈霖分享 @_akhaliq 做的 Turbo LoRAs，在 ComfyUI 和 Diffusers 里实现 2 步草稿、4 步生成和 8 步高清变体，展示 Pika H3 Flex 视频生成的高效玩法。
Check out @_akhaliq Turbo LoRAs: 2-step drafts, 4-step generation, and 8-step HD variants for ComfyUI + Diffusers ⚡ Love seeing what’s possible with Pika H3 Flex 🩵 https://t.co/uj8n248cRN
受众观点：① 有人直接强调 Turbo LoRAs 让 Pika H3 Flex 的视频生成速度大幅提升，适合追求高效出片的用户（@Aiwithkami, 1likes）
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- @Aiwithkami (1): @chenlin_meng @_akhaliq Turbo LoRAs unlock blazing-fast Pika H3 Flex video generation now.
Hacker News 讨论一场由学生运动推动的新政治力量在选举中崛起，引发对技术官僚政府、AI 参与治理以及如何实际运营国家机构的激烈争论。
Serbia just elected the world's brainiest parliament
受众观点：① 关注 AI 治理和政策走向的开发者和创业者，想知道技术如何真实影响公共决策流程的人群 ② 做 AI 工具或 agent 产品的从业者，希望理解未来在合规、审计和责任链条上的潜在约束 ③ 对“技术官僚政府”和 AI 政治实验感兴趣的独立开发者与重度 HN 读者。
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- @vasco (0): I used to believe very hard in technocratic governments where experts lead instead of politicians merely consulting with them as most countries do (or pretend to do to give cover to whatever they'd do anyway). Supposedly very technocatric governments end up being more corrupt th…
- @small_model (0): We need a country to elect an AI government and see how it goes, on the ballot this year are Claude Fable, Grok, Carbon and Astra
- @locallost (0): Since they are not a political party, the issue will be who will run the institutions. They have 250 people on the election list. Institutions are also made of people. I believe these people are smart and know what they are doing, but they cannot do all of it themselves. I suppo…
- @duke_sam (0): It was an amazing achievement for the students list movement to get such a diverse group of new politicians elected. I’m very curious to see how government formation without a figurehead/leader goes. Most parliamentary democracies assume you are electing a person with the knowle…
- @andrewstuart (0): “All our problems will be fixed when this other group get voted in”
Hacker News 讨论一篇关于“数字极简主义”的文章，围绕远离 X 等社交媒体、手机全时追踪、以及用语义搜索加小模型替代信息流等话题展开争论。
Digital minimalism
受众观点：① 被 Twitter/X、HN 信息流淹没、想用工具重构信息摄入方式的开发者和独立创作者 ② 正在做 AI 搜索、知识库或个人助手产品的团队，希望找到“数字极简主义”这个差异化定位 ③ 对 Cal Newport《Digital Minimalism》理念感兴趣、但又离不开技术和 AI 工具的技术用户。
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- @swiftcoder (0): > if you spent a lot of time on X you will likely remember a particular one: everyone seemed to be suddenly becoming fans of Adolf Hitler... I did not leave X the platform, but I did leave X the interface You know, it really is entirely optional to hang out at the Nazi bar. > A…
- @tokepi (0): See also the 2019 book by Cal Newport, "Digital Minimalism": https://calnewport.com/my-new-book-digital-minimalism/ > I propose a philosophy of technology use called digital minimalism in which you radically reduce the time you spend staring at screens, focusing on a small numbe…
- @komali2 (0): > Now, in fairness to X and Elon and its hard-working employees, the Adolf Hitler fandom does seem to have greatly wound down in the one and a half years since then. I suspect part of this is because such movements inevitably burn out once people realize how immoral and stupid t…
- @muvlon (0): Notably absent: AI minimalism. I think that's telling. If you're reducing digital human interaction on social media (which yes, has its share of problems) but replacing it with "social" interaction with AI, that's not minimalism. You're replacing one vice with an even worse one…
- @levmiseri (0): > ...used some kind of semantic search to show the user a search result from the local database immediately, and then followed that up with a very small LLM writing a text answer. This gives actually-good answers in a very reasonable timeframe I have tried this very same thing o…
Hacker News 讨论 Signal 官方应用与第三方 Molly 客户端的差异，以及围绕服务器集中化、电话号码绑定等带来的隐私与厂商锁定问题。
Molly (Signal fork) has not been updated since 3 months and is vulnerable
受众观点：① 关注隐私通讯和安全工具的开发者 ② 在做面向欧美用户的 SaaS/工具产品、需要思考账号体系和身份绑定方案的独立开发者 ③ 对开源客户端分叉、第三方前端生态感兴趣的工程师。
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- @throwaway89201 (0): Someone in that thread notes that when you install the Signal APK from here [1] it "doesn’t get updates tho", but this isn't the case. Signal will update itself; you get a notification to update. Often earlier than the Play Store, probably due to its reputation to randomly delay…
- @_heimdall (0): Well that's timely, and a bummer. I was just wondering about this yesterday, I use signal on my primary phone and Molly on a secondary phone. Signal got an update yesterday and when I saw the notification I couldn't remember the last time Molly was updated...
- @jttnr (0): TIL: The official Signal app can now use one account, shard over two devices. This was my main reason to use Molly over Signal. https://aboutsignal.com/news/signal-allows-iphones-to-be-lin...
- @jon128 (0): The incorporated 501c3 named Signal is, in IT terms, a vendor. Is it not? The Signal client software is open source and some of the clients have reproducible builds. The Signal server software is open source, though has a history of being over a year out of date at some points.…
- @ada-h00k (0): Sometimes I get the feeling that Signal hates users who aren't total normies. Unified Push, which works flawlessly on Molly, could easily be implemented in the regular client. Just as they could easily offer a Google free version for F-Droid or simply for people who want nothing…
Hacker News 讨论一起通过恶意链接即可接管用户账号的安全事件，并延伸到 ChatGPT 桌面应用远程访问文件系统等问题，质疑大模型公司在安全工程和代码规模上的做法。
Do the math: How we took over ChatGPT accounts
受众观点：① 正在把 OpenAI 等大模型接入自己产品的独立开发者和小团队工程师 ② 关注 AI 安全、想了解真实漏洞案例而不是抽象“安全很重要”的从业者 ③ 使用 ChatGPT 桌面端、浏览器插件等工具但对其权限和攻击面缺乏安全意识的普通技术用户。
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- @15o9o (0): we are getting to the point of “why have passwords?” Right? At some point soon we have to move to the honor system of just please don’t login as me?
- @jareklupinski (0): > able to take over anyone's account simply by sending them a link dont click links people that'll be $500k for the security training pls
- @dumberquestions (0): Does no one write their own blogs anymore?
- @lxgr (0): Oof. Together with the fact that it's possible to remotely access the file system (!) of computers ever having started a "Work" chat in the ChatGPT desktop app [1], this seems pretty bad. [1] https://news.ycombinator.com/item?id=50078284
- @usernametaken29 (0): Now what about those millions of lines of code? Wasn’t the agent swarm supposed to take care of it? All jokes aside this is exactly what happens as you build larger monoliths, system complexity and bug surface increases logarithmically… so in all seriousness you want to reduce L…
Hacker News 上围绕一款按受害者银行余额排序的恶意软件展开讨论，延伸到自动更新工具链、AI 代理和现代软件供应链被入侵时的系统性安全风险。
Malware uses LLMs to rank victims by how much they're worth
受众观点：① 重度依赖自动更新工具链和 AI 代理的开发者 ② 在家用一台电脑同时处理开发、网银、社交等多场景的独立开发者 ③ 对恶意软件经济学和“只攻击富用户”这类精细化黑产模式感兴趣的安全敏感用户。
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- @thisisauserid (0): Good. LLMs aren't very good at that.
- @akersten (0): This is the kind of stuff that keeps me up at night. Claude, ArtCraft, tons of other auto-downloading tools, are rolling 10'000's of code changes a month. If one compromised update snuck this guy in, it's kind of game over. The windows of opportunity for an attack like this seem…
- @riskable (0): How very considerate! Steal from the rich, not the poor. Conversely, don't bother with poor people! Now we just need proper Robin Hood malware that "levels out the playing field" as it were, by stealing from the rich and moving that money into the poor people's accounts (that ha…
- @jumploops (0): I’ve been thinking about how we’re still in the early days of agents, similar to the early days of the internet, happily opening up our machines and running new protocols. Soon (now?) the threats will become ever more complex, and we’ll be back in the early-2000s-like virus stor…
- @geekgod382 (0): If I ever fall in it's radar, I would be the last on that ranked list
Hacker News 上一篇把任天堂 Wii 改造成运行经典 Mac OS 的折腾帖，引出玩家分享 Wii 改机生态、老硬件再利用以及跨平台开发历史的讨论。
My favourite PowerMac is a Nintendo Wii
受众观点：① 喜欢折腾老硬件和游戏机、对改机和跨平台开发感兴趣的工程师 ② 做独立游戏或工具、想探索复古平台和小众生态作为差异化分发渠道的开发者 ③ 对软件历史、经典 Mac OS 以及任天堂硬件生态有情怀的 HN 读者。
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- @VladVladikoff (0): Is it possible to go the other way? Make a PowerMac into a Nintendo Wii?
- @unfocused (0): Interesting timing. Nintendo just shutdown Mariokart Tour on mobile. I went back to my Nintendo Wii which was already modded, and updated it to the latest modded hacks and I was amazed to see more software, stability, and even online gaming brought back! Hopefully their port of…
- @deadnomore (0): > This got me acquainted with the classic Mac OS, > and I fell in love with the jank as it were (hacks > upon hacks upon hacks going back to the 1980s is > something I’d definitely describe as “jank”). Modern macOS still has classic Mac OS code in it dating as far back, and has…
- @hollowonepl (0): oh geez.. I was not thinking about it, but if this piece of hardware runs PowerPC Mac.. then Amiga OS 4.x or MorphOS and Amiga baby... PowerMac is for sissies when you compare this opportunity!
- @mmackh (0): this reminds me of how the original xbox 360 dev kits were actually just powermac G5s. the mid-2000s were a wild time for cross-platform hardware.
Hacker News 上围绕 Casio 复古手表展开讨论，回顾日本消费电子在发展中国家的耐用性与象征意义。
Casio Watches of the 1980s
受众观点：① 很多人赞同 Casio 手表几十年如一日、功能稳定可靠，认为这就是手表该做的事（@mikece, @aronhegedus） ② 有用户把 Casio 当作日常唯一手表，表达对品牌的个人情感连接（@Imustaskforhelp） ③ 长评论从发展中国家视角回顾日本电子产品曾经代表的社会地位和代际资产，感叹这种工业能力的式微（@anyfactor）
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- @mikece (0): They worked then, they still work. Exactly what a watch should do. Casio nailed it!
- @j45 (0): This site is a great flex in innovation over decades.
- @Imustaskforhelp (0): Wearing a Casio watch right now (gifted to me by my brother), I really love Casio ;) One watch is enough for me and that's casio for me.
- @aronhegedus (0): F91w and g-shock are top tier. Love them
- @anyfactor (0): I often tell myself that I am conscious and rational when it comes to gifts. I don't care about brands, but rather the value something offers. Yet I do have a soft spot for "Made in Japan" Casio vintage watches and Sony devices. To me, they represented the highest form of functi…
Hacker News 讨论一种受光线吸引或跟随光源移动的简单机器人和类比生物趋化行为的机制。
Simple circuits can create complex behaviors
受众观点：① 读者对如何用少量模拟/数字元件做出“看起来很聪明”的机器人行为感兴趣（@thenthenthen） ② 有人联想到 Chua 电路等经典混沌电路，希望找到更多可实验的电路例子（@bob1029） ③ 评论区推荐了 Braitenberg 车辆、Elmer and Elsie 以及乳酸菌找食物等案例，大家在补充“简单规则产生复杂行为”的资料（@georgestrakhov, @sheepseb, @vatsachak）
展开评论
- @thenthenthen (0): Best thing is, you can physically build this with a few discrete analog components! Search terms: light-bot, or light following robot. You can try to create swarms adding a light to the rear end of your robot
- @bob1029 (0): https://en.wikipedia.org/wiki/Chua%27s_circuit
- @georgestrakhov (0): Check out Valentino Braitenberg's vehicles. It's one of my favourite books ever.
- @sheepseb (0): Read this and instantly though about Elmer and Elsie, https://en.wikipedia.org/wiki/Elmer_and_Elsie_(robots)
- @vatsachak (0): A similar mechanism is how lactobacillus actually find food even though their motor propels them in random directions. They have sensors for the concentration of food and basically stop moving when it's good enough and start when it's low.
Hacker News 讨论 Jepsen 对 ParticleDB 的测试报告，揭示这个号称 Rust 编写、形式化验证且 PostgreSQL 兼容的数据库存在大量严重一致性和数据丢失问题。
https://github.com/jepsen-io/particledb
受众观点：① 有人吐槽官网宣传“formally proven”可能只是文案或口误，质疑营销语言的可信度（@Powdering7082） ② 评论指出 Jepsen 报告中列出多达 96 个问题，从崩溃、死锁到奇怪的查询结果，远超以往数据库测试的严重程度（@edude03） ③ 读者关注这是一个为 AI 场景设计的数据库，却在单机无故障情况下就出现写入丢失和各种事务异常，质疑其生产可用性（@Thaxll, @the_duke）
展开评论
- @Powdering7082 (0): > ParticleDB’s home page advertised that ParticleDB was “formally proven” with a TLA+ proof. Perhaps they meant formerly, probably just a speech to text problem
- @Powdering7082 (0): -https://github.com/jepsen-io/particledb is currently 404 (probably still private?)- EDIT: It's up now
- @edude03 (0): > We present 96 issues in ParticleDB, ranging from the pedestrian (crashes, deadlocks, data loss, etc.) to the piquant (partially-invisible rows which could not be deleted, WHERE 4 = 5, dropped tables re-emerging in distorted forms, confused columns, strings turning into integer…
- @Thaxll (0): Slop DB written in Rust. They probably changed the landing page after the bad results, you can still see the old one: https://web.archive.org/web/20260518203012/https://particled... "Written in Rust · Formally Verified · PostgreSQL Compatible"
- @the_duke (0): Brutal! > ParticleDB 1.1.4 claimed to be a Postgres-compatible database ... Instead, we found a library of confusion > exhibited frequent, profound transactional anomalies in essentially every way we could measure. We routinely observed the loss of committed writes, internal con…
一位开发者分享自己从零电子基础，用 ESP32、NFC 和 3D 打印自制开源“无屏故事盒”的经历，并在 Hacker News 上引发对学习硬件、AI 辅助写作和开源项目叙事风格的讨论。
Show HN: Marelleo, an open-source story box I built for my kids using ESP32
受众观点：① 主要做软件、但想尝试简单硬件 side project 的独立开发者 ② 对亲子类创客项目、3D 打印和开源硬件感兴趣的工程师 ③ 正在用或打算用 Claude 等模型辅助写技术文档、项目故事的创作者。
展开评论
- @foOg (0): Hi Hacker News! I wanted to give my three kids a screenless story box (inspired by the Toniebox gesture) but I was deeply annoyed by the closed ecosystem and subscription-like models of commercial alternatives. So, despite knowing absolutely nothing about electronics three month…
- @armcat (0): First off - well done, this is amazing. Secondly, it's a fascinating read how you basically figured it out, one mistake at a time, like not connecting or fastening the battery correctly. This is the way! We make mistakes and figure things out in our journey to make something int…
- @rampatra (0): I am mostly into software my whole life. I want to dabble with hardware and electronics in the future and this post taught me many things that’ll be very useful when I do. Tnx for writing every bit of the building process in an easy to understand way and also open sourcing it. I…
- @stavros (0): This seems like an interesting project but the Claude writing rubs me the wrong way. I couldn't finish it, unfortunately, but props for building it!
- @Muhammad523 (0): There are some ugly tell tale signs of AI writing here: No screen, no menu, no parent [...] You’re not buying a player, you’re buying a subscription [...] I particularly hate the first one, don't AI sloppers notice how horrible it is to read "No x, no y, no z"?
Hacker News 讨论一篇关于用 Lean、TLA+ 等形式化方法约束 AI 和复杂系统的文章，评论区延伸到 AI 代理“原地打转”、形式化验证实践以及属性测试在 LLM 时代的价值。
AI, Lean, and the Future of Formal Verification, with Lean Creator Leo de Moura
受众观点：① 正在尝试把 LLM 做成多步 agent、却被各种跑题和循环困扰的开发者 ② 对形式化验证、模型检查感兴趣但还没上手 Lean/TLA+ 的工程师 ③ 想在现有代码库里用属性测试等方法提升可靠性的后端/基础设施开发者。
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- @jdw64 (0): While learning and applying formal verification in the context of using AI agents, what I feel is that sometimes it's hard to express my own thoughts as formal verification. But more than that, I doubt whether formal verification being done correctly actually solves the phenomen…
- @mentalgear (0): ... somewhat disappointed the guy is now associated with AWS. I guess I was hoping for a non-profit organization.
- @PandaRider (0): > ... But we expect, in the next few months and years, people will focus way more on the specifications, on the models, on the properties you want the software to have. Does anyone have resources on learning modelling for formal verification? (Does not have to be in Lean)
- @wbeckler (0): I think the royal combo is Lean 4/TLA+/etc. plus AI plus a deterministic generator. For large systems formal method assertions need to be compressed down to a human comprehensible size. This can happen when the assertions are confirming the accuracy of a model and its attached c…
- @chamomeal (0): What do people think of property based testing? I’ve set up a few property based tests and it feels almost like formal verification. I know it’s not the same thing, but PBT’s can catch all sorts of absolutely crazy bugs that I never would think to check for. Stateful stuff, cros…
Hacker News 讨论一篇分析 C 语言大规模 switch 语句编译策略的文章，涉及稀疏跳转表、分支预测以及 clang/gcc 在优化上的局限。
Switch Lowering in GCC
受众观点：① 写 C/C++/Rust 等系统语言、但对编译器优化细节不太熟的工程师 ② 需要在后端服务里处理大量分支逻辑或字符集映射的开发者 ③ 对编译器实现、Unicode 处理和性能调优感兴趣的读者。
展开评论
- @arsalan17 (0): This one was interesting, especially its name :)
- @LarsKrimi (0): > The switch in sparse_8 could be simplified by dividing x by eight before the jump. Interestingly, gcc doesn't find this simplification. It could not because that would ensure that 7 values for each case would be handled by function calls instead of the default case - 0/8 is 0,…
- @sylware (0): In order to peak into hardware speculation/BTB, having a look atswitch lowering seems a good way. Big switches will go into serious convolution to please that hardware since by definition this is a source of a lot of branch mispredicitions.
- @rurban (0): What a shame for clang and gcc! They still don't implement perfect hashes for large sparse switch tables. I did that recently for my rcc C compiler, and it was just a single day of work. Esp. beneficial for unicode work. The LLVM patch was rejected a decade ago. Gcc has several…
- @tsukikage (0): Why the indirection? - why not have the jump table reference f0..fX directly rather than jumping to a jump?
作者感叹目前谷歌在芯片、云服务和手机等关键环节占据优势，整体发展前景被看好。
Things are looking really good for Google right now.
受众观点：① 认为谷歌垄断芯片、云和手机生态后胜算极大的观点（@JamieGale7, 4likes） ② 期待 Gemini 4 carbon 尽快公开可用、关注具体模型落地节奏的声音（@TimJayas, 2likes） ③ 认为谷歌虽暂时不强势但走在正确道路上、长期仍有机会翻盘的看法（@kumaraneesh, 1likes）
展开评论
- @gaganghotra_ (5): @ai_for_success 😀 https://t.co/i4enmdUc8t
- @JamieGale7 (4): @ai_for_success They own the chips, the cloud and the phone. Hard to lose from there
- @TimJayas (2): @ai_for_success let them first make gemini 4 carbon publicly available
- @kumaraneesh (1): @ai_for_success Not sure if it's looking good right NOW, but they are at the right path now and can definitely make things good
- @NeelakandanNC (1): @ai_for_success And if they get a exit of anthropic shares through ipo their fcf will also be fixed to some extent
独立创作者分享自己十月总收入 42121.5 美元的多渠道拆分，并回顾两年前辞职后一路做 SuperX、CanIVibecodeIt、TAP 等项目的心路。
I made $42,121.50 in October 2026. 🔥 SuperX — $20,079.51 🤖 CanIVibecodeIt — $9,600.00 👀 TAP — $9,502.23 💬 X — $2,909.34 📽️ YouTube — $30.42 2 years ago I quit my job. If you’d told me this is where i…
受众观点：① 作者补充说明各产品毛利率差异，SuperX 约 35%、其他项目约 95%，并顺带预告 TAP 上线（@robj3d3, 6likes） ② 许多开发者把他视为标杆，表示要向其学习独立创作者路径和心态（@kimmonismus, 4likes） ③ 评论区集中在祝贺和情绪共鸣，很少有人细究不同产品线的商业模式和可复制性（多人低赞祝贺）
展开评论
- @robj3d3 (6): ✂️ Context on margins: SuperX ~35%, everything else ~95% TAP (The Attention Playbook) launches today btw :) https://t.co/blwM27oDNG
- @kimmonismus (4): @robj3d3 Absolute goat! So much to learn from you rob! ❤️
- @kimmonismus (3): @robj3d3 Oh and btw: I love your positive spirit and vibe! Keep it up!
- @jonzormann (2): @robj3d3 that's a huge run so far congrats
- @frederickjames (1): @robj3d3 bro is him https://t.co/tCZowwfNp9
作者回顾自己从打工人和多次创业失败，到十月实现 17 万美元利润的经历，强调是真实到账且不卖课程。
I made $170k profit in October My highest profit day was $22k That’s only counting what hit my bank, not revenue I was in the working class For many years. Door dash, restaurants, factories I worked…
受众观点：① 有人震惊于 17 万美元利润的体量，把这当作独立创作者收入天花板的范例（@alexcooldev, 2likes） ② 评论提到作者曾失去每月 15 万美元收入后还能东山再起，关注其抗风险能力和心态（@itsjahmills, 1likes） ③ 多位开发者追问被苹果封禁的具体平台和条款，关心实际违规原因和合规经验（@serxzsz, 1likes; @kasparbuilds, 1likes）
展开评论
- @alexcooldev (2): @ErnestoSOFTWARE $170k profit 💀 https://t.co/DOsjAPou0g
- @itsjahmills (1): @ErnestoSOFTWARE most people after losing a 150k/mo income stream would definitely not have popped off like that congrats 🍾
- @kaynesheenan (1): @ErnestoSOFTWARE Congrats g but be careful on the roads 👊
- @serxzsz (1): @ErnestoSOFTWARE which platform did the ban come from, store or ads
- @kasparbuilds (1): @ErnestoSOFTWARE which guideline did apple ban you under though? 4.3 spam is the usual one for studios running a lot of similar apps
作者对比2017年请程序员做网站和2027年用Claude Code与Opus 5.5仿制awwwards网站，展示AI低成本搭建高质量网页的趋势。
Coding in 2017: • Finding an expensive engineer/coder • Paying $400/hour to build one website • Giving him a long brief to explain your idea Coding in 2027: • Finding a crazy website from awwwards .c…
受众观点：① 关注用Claude Code和Opus 5.5降本提效的开发者和设计师 ② 想用AI快速搭建营销落地页的独立开发者和小团队 ③ 对比传统外包建站 vs AI 自助建站成本的创业者。
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- @vnmsfx (0): @rubenhassid briefs got shorter, taste got way more important
- @Argona0x (0): @rubenhassid thanks for such a clean remake repo
- @KalinJunYAI (0): @rubenhassid 一小时400刀那会儿真贵。
- @Levi1624141Z (0): @rubenhassid Two catches from the guide before you try: you still have to swap out every photo, logo and line of text, since those belong to the original site. And Vercel's free plan is for personal sites; a business site needs Pro ($20/mo).
- @ricardooriol (0): @rubenhassid The agency that built that awwwards site is gonna love this one, Ruben
jlongster 发布 Grim，这是一款结合markdown编辑器、共享文件系统和托管git的agent工作空间，用来与AI代理协同思考和运行任务。
I've had a lot fun trying a new way to interact with agents introducing Grim: a place to think with your agents it's a markdown editor, a shared filesystem, hosted git, and a way to let your agents r…
受众观点：① 正在尝试用AI agent做复杂项目的开发者 ② 想把写作、研发和自动化工作流统一到一个空间里的独立开发者 ③ 对比不同agent IDE和工作空间（Grim、Cursor、Claude Code等）的工具控用户。
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- @grimcodes (3): @jlongster hey wait a minute
- @jalcowastaken (1): @jlongster @grimcodes dude
- @cyygan (1): Built something similar inside a writing app but found that by having agents make the first move skews me towards what they suggest and limits the thinking process. I ultimately made it work the other way around. I start the process and have an agent follow-up, with pretty good…
- @meltingdiodes (0): @jlongster :( when i try to add the connector/mcp https://t.co/i7JANW1GCA
- @willyoudeal (0): @jlongster Now way i thought of this exact Project Yesterday, thanks for building it ig.
作者提出用AI批量搭建细分主题网站，通过聚合整理某个话题的全部信息，再在站内投放自家产品广告，为主站持续导入高意图流量。
biggest marketing arbitrage right now is building niche websites that send referral traffic to your main site have AI research and aggregate everything about a topic your customer cares about organiz…
受众观点：① 想用AI做SEO和内容站矩阵的独立开发者 ② 有主站产品但缺自然流量的SaaS和工具作者 ③ 对AI驱动的niche站群、PBN和长尾关键词策略感兴趣的增长从业者。
展开评论
- @MishalBrands (2): @codyschneider The part that decides whether this works is whether the small site answers a question someone actually typed into Google. A page that exists only to send people to your main site gets ignored by readers and by search.
- @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
- @PauloNoggy (0): @codyschneider A PBN?
- @johnaxelsson_ (0): @codyschneider Owned niche sites beat rented ad space.
开发者在 Mac 菜单栏推出一款工具，可同时连接 Claude、ChatGPT、Gemini 和 Grok，把你所有已订阅的 AI 一起调用使用。
Introducing bring your own AI 🤯 connect Claude, Chatgpt, Gemini and Grok. they work together, right from the notch on your Mac. every subscription you pay for. working at once. try now at https://t.c…
受众观点：① 关心是否能一次性接入多个现有订阅、想搞清楚具体配置步骤的潜在用户（@bora_manuranjan, 1likes） ② 使用 Windows 或非 Mac 设备、对只支持 Mac 平台感到遗憾甚至吐槽的用户（@kawaidgaf, 1likes）
展开评论
- @bora_manuranjan (1): @ahmadafterhours Does this feature support linking multiple existing subscriptions at the same time? Please clarify what setup is needed to start using connected tools together.
- @kawaidgaf (1): @ahmadafterhours ofc it's not for windows
一位 SaaS 创作者分享自己 5 个月发了 100 多条 YouTube 视频，用于产品营销和 AI SEO，带来浏览和观看时长但已覆盖完主要关键词，开始为后续选题发愁。
I published 100+ YouTube videos in the last 5 months for my SaaS marketing. So far: - 16.6k views 📈 - 407 hours watch time ⌛ It helped me to - get customers 💰 - improve my AI SEO. But, here's the pro…
受众观点：① 认为频道数据在慢慢起色，建议继续保持更新节奏、哪怕内容有重复也要维持势能的创作者（@ClimStefan, 2likes） ② 好奇流量结构和转化效果，追问是否只靠 YouTube 还是有多渠道导流，以及具体转化率如何的用户（@dkahhori, 1likes; @v3rbaa, 1likes） ③ 关注创作工具和制作流程，询问是否用 OBS 等软件录制视频的创作者（@sahil_kashetwar, 1likes）
展开评论
- @ClimStefan (2): I dont have any experience, but it seems like your youtube is gaining traffic. Even if you repeat yourself maybe it makes sense to continue to keep the momentum. You could try to find ideas from tiktok maybe, where people talk about you niche but maybe in a different way so you…
- @dkahhori (1): @HsanC_ Is it a single source for traffic or you use other channels as well?
- @v3rbaa (1): @HsanC_ What about conversion, how good is it?
- @sahil_kashetwar (1): @HsanC_ Your latest videos looks quite good . Nice progress bro . Do you use OBS for video creation? Or something else?
- @aleeinpublic (1): @HsanC_ I haven't touched YT for months and it still getting decent results (14 videos posted) https://t.co/FBubqsEeTZ
作者主张不要把GTM工程复杂化，用一个包含accounts、people、signals三张表的Postgres加cron任务，就能把招聘、社媒互动、竞品广告和网站访问等信号统一起来驱动销售动作。
please stop overcomplicating gtm engineering it's a postgres database with 3 tables accounts people signals signals = job posts, linkedin engagement, competitor ad engagement, website visits, funding…
受众观点：① 想用数据驱动销售和营销但没有专职数据团队的SaaS创始人 ② 在考虑要不要上重型GTM/CRM堆栈的早期团队 ③ 喜欢用Postgres和简单脚本搭自定义增长基础设施的工程师。
展开评论
- @codyschneider (1): 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 (1): 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
- @scottmartinis (1): @codyschneider That's really just one use case for GTM engineering It's really turning a specific enablement process into a predictable data model with code that runs it
- @codyschneider (0): Start Doing Marketing Engineering Give you Claude Code or Codex a data pipeline, data warehouse, cloud hosting, and 250+ tools Get started for free - https://t.co/7sClYMwv9K
- @johnaxelsson_ (0): @codyschneider Three tables and a cron job beat most GTM stacks.
创作者吐槽那些指望用 AI 自动回复工具来运营 X 账号的人，认为这是最糟糕的投入方式之一。
I'll never understand people who use AI reply tools + expect their X acc to grow. Literally, the WORST investment you can make 🤦♂️
受众观点：① 认同 AI 自动回复听起来就像 AI、缺乏真实感的用户（@pingujuice, 2likes） ② 吐槽现在大家已经能轻易分辨 AI 回复、觉得这类互动很尴尬的用户（@heyalizaid, 0likes） ③ 分享自己遇到过自动回复出错、发出奇怪评论经历的用户（@AlfieOiya, 0likes） ④ 强调无价值、无个人观点的评论根本没必要存在、赞同应避免这类空洞互动的用户（@kouk_george, 0likes）
展开评论
- @pingujuice (2): @HsanC_ 100% agree. Also this now sounds like an AI reply
- @heyalizaid (0): @HsanC_ hahaha we can smell ai replies from a mile away 😂
- @AlfieOiya (0): @HsanC_ Especially when the tool is making mistakes. I’ve had some very strange replies to my tweets from people’s auto-replies
- @kouk_george (0): @HsanC_ If a comment has no value, expresses no personal (human) opinion and offers bland encouragement or validation, there is not need for it. Totally agree.
- @stedA_on (0): @HsanC_ Wasted money. It defeats the purpose of connecting with the right people.
一位用户在 X 上表示想当别人产品的第一个付费客户，号召大家在评论区丢出自己正在做的项目链接。
I want to be someone’s first customer Drop your link
受众观点：① 大量独立开发者和小团队在评论区直接贴出产品链接，希望抓住机会获得第一批用户（@vanta_ui, 2likes; @amohseni, 1likes） ② 有人推广安全类 iOS 工具等具体产品，希望借机曝光和拉首批客户（@PixelsByNikki, 1likes） ③ 有人宣传自己做的找联合创始人的平台，试图通过这类贴子获取精准用户（@udi_builds, 1likes）
展开评论
- @vanta_ui (2): @DamienWayne https://t.co/jTrTg57IlU
- @PixelsByNikki (1): @DamienWayne Secure iOS Vault https://t.co/xYsyHIHjNb
- @haniq313 (1): @DamienWayne https://t.co/lZLeTHIDZD @getflowsense
- @amohseni (1): @DamienWayne https://t.co/wxfhLmiFOL
- @udi_builds (1): @DamienWayne building https://t.co/eF8PRIfFxi - the best place to find the right cofounder :)
创作者晒出一位收到了自己合作邮件后非常愤怒的回信，半开玩笑地问要不要再回信冒着被罚 53,088 美元的风险。
someone is really pissed off after receiving a partnership email from me 😅 should i send him a reply and get fined $53,088? https://t.co/cXK02My2JK
受众观点：① 有人调侃既然对方威胁罚款还有 10 天期限，可以在这段时间里“疯狂群发”来反击的用户（@jay_notfunny, 7likes） ② 有人严肃指出对方说得没错，认为这类合作邮件本质是垃圾邮件，建议老老实实付费做广告（@maxitrol_404, 6likes） ③ 有人从收件人角度表达强烈反感，认为这类邮件是在违法并给他人带来负担（@PappusGaming, 4likes） ④ 有人建议把对方加入内部黑名单并标记为垃圾，希望更多人标记其域名为 spam（@b1rkh0ff, 3likes） ⑤ 也有人提醒确实存在相关法律风险，劝他不要继续挑衅对方（@jamiepartridge_, 2likes）
展开评论
- @jay_notfunny (7): @HsanC_ You've got 10 days to spam the shit out of them lol
- @maxitrol_404 (6): @HsanC_ He was right. Stop sending spam and pay for advertising.
- @PappusGaming (4): @HsanC_ You think its funny, but people like you simply break the law at the expense of others. I for one am not interested looking at hundreds of spam mails from people like you yet I still receive them. Nobody is receiving a spam mail from me. Simple as that.
- @b1rkh0ff (3): @HsanC_ Add them to your internal blocklist and mark their email as spam. Hopefully, more people will mark their domain as spam so they are never able to reach out to anyone. Obviously they do not need email
- @jamiepartridge_ (2): @HsanC_ Hasan, there are very real laws around this and it can be serious. Don't poke the bear on this one and bow out
作者指出中国的AI泡沫已经正式破裂，蒸发约4800亿美元市值，并波及整个中国股市，引发对全球AI资本泡沫的担忧和联想。
The AI bubble in China has officially bursted. The burst wiped out $480 BILLION in value and has affected all of the Chinese market. https://t.co/LV1lKcnRGD
受众观点：① 关注 AI 行业周期、担心资本退潮会影响工具和 API 价格的独立开发者与工程师 ② 想趁硬件价格波动升级本地开发环境或云算力配置的技术用户 ③ 关心中美 AI 竞争格局、希望从开发者视角理解“泡沫破裂”对实际产品和创业机会意味着什么的从业者。
展开评论
- @DrClown21 (15088): @ToonHive USA AI bubble crash next please. https://t.co/M4EZ8NzvW5
- @foombler (7937): @ToonHive booking my flight to Shenzhen to pick up some cheap GPUs in the liquidations now
- @EdwardS88932768 (3204): @ToonHive @W53Metal Gamers literally sprinting to Beijing just to get cheaper RAM: https://t.co/xjuU9xLpLB
- @Ocean_ddz (2446): @ToonHive Here's hoping for the West https://t.co/ledwN9wTKZ
- @DraidK (1813): @ToonHive so this might mean cheaper ram https://t.co/mIdKXgUPha
作者介绍一款名为 Fresco 的独立游戏，让玩家在3D考古学家与古埃及墙画中的2D角色之间切换，通过双世界解谜推进剧情，被赞创意十足。
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 关注创意玩法设计、希望做出差异化产品的独立开发者和设计师 ② 想把自己喜欢的经典机制“再做一遍但更个人化”的游戏开发者 ③ 对 AI 在关卡生成、美术草图和叙事原型中应用感兴趣的技术创作者。
展开评论
- @IndieGameJoe (760): "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 (713): @IndieGameJoe Nice. But let's not people believe its new/never seen before. Both Mario Odyssey and Zelda ALBTW did it years ago
- @IndieGameJoe (598): 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 (578): @IndieGameJoe Reminds me of this scene from The Prince Of Egypt https://t.co/MCUpbZ7PU0
- @Itsdotdev (396): @IndieGameJoe Nice. Definitely inspired by this game. https://t.co/HSX7wnMZ4B
作者发 OpenClaw 演示被几百万人观看，引出围绕“vibe coding”和用 AI 辅助写代码是否可持续、能否产出高质量架构的激烈讨论。
Just a little OpenClaw :P https://t.co/JlzHffO3fC
受众观点：① 关注 OpenClaw、想用 AI 辅助写代码的开发者 ② 在小团队或独立开发中纠结“先上车再补票” vs 一开始就严谨设计的工程师 ③ 对 AI 编程生产力和代码质量平衡感兴趣的技术管理者。
展开评论
- @Kunal_Nihalani (30): @kmcnam1 Meanwhile the senior engineer watching me vibe-code: 'That's not sustainable' Me: train keeps choo-choo'ing perfectly '…carry on
- @clintgc (7): @kmcnam1 Yeah but it works 🤣
- @Pritesh (6): @kmcnam1 "Just a little" — meanwhile 3M people watched this. OpenClaw is going mainstream and moments like this are proof. The vibe coding era is here and OpenClaw is at the center of it.
- @LagrimaChristi (6): If it works it's as good as 'any', you are always 1 feature away from silent failures, data degradation etc... Vibecoding is fundamentally designing an App from the UAT on, in reverse, but it doesn't avoid you the need of planning its architecture, and when it's post -ex it beco…
- @Ingenieurwunder (6): As someone who codes both in the classic clean way and in a more experimental vibe-driven style, I can say this: if you guide the AI well and work out clean concepts together with it, the results can be surprisingly good. In fact, often even better than a purely human solution,…
作者称自己花了 25.4 亿 tokens 打磨 OpenClaw，并在视频中系统分享 21 个日常高频使用场景，包括 MD 文件管理、记忆系统和 CRM 等。
I've spent 2.54 BILLION tokens perfecting OpenClaw. The use cases I discovered have changed the way I live and work. ...and now I'm sharing them with the world. Here are 21 use cases I use daily: 0:0…
受众观点：① 想把 AI 深度嵌入工作流而不仅是偶尔提问的开发者和产品人 ② 做 SaaS 或工具产品、希望用 OpenClaw 类系统搭建内部 CRM 和知识库的独立开发者 ③ 对“高 token 消耗是否值得、如何算 ROI”有疑问的技术创业者。
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- @MatthewBerman (361): Free use cases eBook: https://t.co/ZrGKJE125w Use my prompts: https://t.co/QttIDiQcD2
- @MatthewBerman (279): Here are my files: SOUL: https://t.co/SyQfkeCAiR IDENTITY: https://t.co/M36MFOhNHp PRD: https://t.co/9amPNKrMy3
- @LinusEkenstam (26): @MatthewBerman Matthew are you joining OpenAI next?
- @ForwardEditor (22): @MatthewBerman Bro give me time to catch up
- @omar_or_ahmed (22): @MatthewBerman the CRM + meeting-to-action-items pipeline is underrated. we do something similar for clinical workflows — encounter → auto-generated notes + orders + followups. 2.54B tokens is real commitment. ROI compounds when you stop using AI for one-offs and start building…
作者声称用 OpenClaw 代理在自己睡觉时抓时区套利市场，夜里批准一次 1.2 万美元部署，早上醒来盈利 4.38 万美元，引发大量质疑和围绕 AI 自动交易风险的讨论。
my OpenClaw woke me up at 3:47 AM with one message: "found 6 markets resolving in next 90 minutes while US is asleep, need approval for $12K deployment" i typed "yes" and went back to sleep woke up t…
受众观点：① 对用 AI 做量化或自动交易感兴趣但缺乏经验的开发者 ② 想把代理接入真实资金或生产系统的独立开发者和创业者 ③ 关注 OpenClaw 等 agent 框架、但容易被“睡后收入”故事吸引的技术圈受众。
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- @fidoeth (382): @zerqfer Yet another case of “if it were true he wouldn’t be posting about it”
- @mr_vibe_it (136): @zerqfer lol so much bullshit in on post it’s insane - if you made any real money you wouldn’t be here selling it to people on X
- @sannbet (78): @zerqfer I urge every1 thinking this is too good to be true to know that it is certainly too good to be true. Why? Because you probably won’t wake up at 3:47am. And if you set it to auto, your openclaw bot will probably eventually yolo all in and then you’ll lose your entire wal…
- @arpit_dhamija (67): @zerqfer I wonder how people are believing this lol. He put neural network animation in this and fooling people. Scammers all around
- @0xwhrrari (59): @zerqfer making $43k while sleeping ultimate flex really
作者分享多条下载链接，号召大家在所谓网络被限制、出现网络大规模瘫痪前，提前把这些数据或资源离线保存下来。
Download these before the internet gets restricted during the cyber pandemic https://t.co/dy0dnDpWIF https://t.co/WxWfXsYb5l https://t.co/lFvhBFB0XB https://t.co/fgvEkatU1V https://t.co/qjKD5zxNF1 ht…
受众观点：① 支持作者，表示正在按清单逐个下载，希望尽量多备份这些资源（@thepirateface, 204likes） ② 有人提醒其中的 Boltzgen-1 被标记为恶意软件，质疑推荐这些包是否安全（@NewAlexandria, 61likes） ③ 关注到像 arxiv 这种资源体量巨大，本地存储需求非常夸张（@GravityRsch, 46likes） ④ 有人提到 archiveteam 等项目，认为应由专门团队或站点来集中托管这些数据（@introsp3ctor, 36likes）
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- @thepirateface (204): @fram3o Working through this list now to support as many of them as possible
- @NewAlexandria (61): @fram3o Boltzgen-1 tagged with malware. are you pushing these packages for that reason? https://t.co/pspxGXwyIm
- @FoidSmasher (50): @fram3o This nigga buggin' out 😂😂😂😂
- @GravityRsch (46): @fram3o The storage requirement for arxiv alone is insane https://t.co/QPYWWHMOw4
- @introsp3ctor (36): @fram3o where is the archiveteam when we need them? https://t.co/q9kMboXUEA should host this stuff.
作者介绍谷歌刚发布的一门约70分钟官方课程，系统讲解如何从零搭建一个7×24小时完全自动化、可在生产环境运行的 Agent，并强调玩具 Demo 与工业级架构之间的差距。
谷歌刚刚放出一门 70 分钟的官方课，手把手教你打造一个7 * 24小时完全自动化的生产级 Agent 。 很多人学 Agent 看了几十个小时零散教程依然搭不出可用的东西，核心是没有搞清玩具 Demo 与工业级架构的边界。 谷歌这门 1 小时课程没有任何水分，只聚焦 5 个真正的工程核心： 1. 从 0 https://t.co/fh9Gjo5vPM
受众观点：① 有人认同 Agent 真正难点在于长时间稳定运行、出错恢复和稳定交付，Demo 与生产之间隔着扎实工程能力（@whb0821, 10likes） ② 也有人指出做出技术 Demo 不难，难的是打通从产品到销售交付再到变现的完整商业闭环（@I8rPg2xRFR32398, 7likes） ③ 部分用户调侃自己只会收藏课程，真正动手实践的时间有限（@xxxak_47, 4likes） ④ 有评论强调在凌晨三点 Demo 不再重要，重试机制、状态管理和权限设计才是产品核心（@vvliang6537, 2likes）
展开评论
- @whb0821 (10): @huxlab Agent能跑起来不难，难的是连续运行、出错恢复和稳定交付。Demo与生产环境，中间隔着真正的工程能力。
- @I8rPg2xRFR32398 (7): @huxlab 做出东西不难，难的是整个商业闭环，一直到销售交付，挣到钱
- @xxxak_47 (4): @huxlab 已收藏，跟前面那几十小时教程一起7×24小时躺在收藏夹里。
- @moss_aidamax (2): @huxlab 视频链接有吗？
- @vvliang6537 (2): @huxlab At 3 a.m., the demo stops being impressive and the recovery path becomes the product. Retries, state, and permissions deserve a whole chapter.
作者发布开源项目 agent-desktop，相当于把 agent-browser 扩展到整台电脑，让任意代码 Agent 都能在 macOS、Windows、Linux 后台并行操控桌面，每个 Agent 拥有独立鼠标光标。
Introducing agent-desktop agent-browser, for your whole computer → Computer Use for any coding agent → macOS, Windows and Linux → Runs in bg while you keep working → Agents use your computer in paral…
受众观点：① 作者本人号召大家给项目点星、fork，并在自己的 Agent 里使用，强调这是由新加入 Vercel Labs 团队的开发者构建的开源工具（@ctatedev, 751likes） ② 有人直接拿它和现有类似产品做对比，关心功能差异和体验优劣（@markokraemer, 65likes） ③ 多位开发者对“computer use”能力表示兴奋，期待 Agent 真正能在本机上完成复杂操作（@wesbos, 47likes；@giuseppegurgone, 26likes） ④ 有用户询问它是否能与 agent-browser 等现有工具联动，形成更完整的 Agent 操作栈（@edgarasben, 31likes）
展开评论
- @ctatedev (751): Star it, fork it, tell your agents about it Built by @mdlahfir, who just joined the Vercel Labs team! https://t.co/Y7SAuRKLv0
- @markokraemer (65): @ctatedev how does it do vs https://t.co/TBxqWixj9t?
- @wesbos (47): @ctatedev Oh babby this looks great
- @edgarasben (31): @ctatedev 🤯 awesome! can it interact with agent-browser?
- @giuseppegurgone (26): @ctatedev computer use! let's go https://t.co/rsEQz0tInT
作者转述一位19岁年轻人用 AI 自动化剪辑和分发他人 YouTube 内容、号称月入一万美元的玩法，并提醒这种“睡后收入”模式背后存在严重风险。
🚨 This is SERIOUSLY dangerous. I just watched a 19-year-old kid casually explain how he makes $10,000 a month with AI while he sleeps, and I'm convinced that 99% of people still don't get this. The w…
受众观点：① 有人指出这种模式几乎没人提到必须获得原频道授权，否则很快就会被连续版权警告（@aresotik, 138likes） ② 有评论质疑收益数字，认为 100 万播放约等于 2000 美元的说法更多来自 TikTok 和 Instagram 奖励，而不是 YouTube Shorts（@robiartec, 27likes） ③ 部分人提醒所谓“零压力”只是表面，一旦账号因搬运内容被限流或封禁，风险非常高（@txbrraa, 14likes） ④ 也有人分享自己在游戏领域尝试后发现赛道过度饱和，难以跑出预期收益（@aridot_, 13likes）
展开评论
- @aresotik (138): @bruceradley the part nobody mentions is you need the channel's permission or you're getting copyright strikes in week two
- @robiartec (27): @bruceradley youtube shorts barely pays, the 1m = $2k math is mostly tiktok and instagram bonuses
- @txbrraa (14): @bruceradley "zero stress" until your account gets shadowbanned for reposted content lol
- @aridot_ (13): @bruceradley tried it with a gaming channel, clips did ok but the niche was way too saturated
- @mattknowsai (9): @bruceradley tiktok creator rewards pays way better than shorts, that's where most of that number comes from
Claude 官方宣布在产品中加入对 MCP Tasks 和 Elicitations 的支持，让插件可以接长时间运行的任务，并在过程中向用户发起补充信息或确认请求。
We’re adding support for MCP Tasks and Elicitations in Claude. Tasks let Claude give plugins long-running jobs such as deep research and report back when they’re done. https://t.co/JOgGufK7yD
受众观点：① 官方补充说明 Elicitations 允许插件在任务中途向用户索取输入，例如确认退款或补充缺失信息，强调这是任务流中的关键交互能力（@ClaudeDevs, 442likes） ② 有用户一边肯定功能更新，一边抱怨近期使用额度被明显削弱，希望先解决配额问题（@GregGavinRFP, 102likes） ③ 其他评论多以转发图片或玩梗为主，对具体工程落地讨论不多（@alexmichael, 32likes；@cory_schulz_, 30likes）
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- @ClaudeDevs (442): Elicitations let plugins ask users for input mid-task, such as confirming a refund or filling in a missing detail. https://t.co/Clf2csTEi9
- @GregGavinRFP (102): @ClaudeDevs That’s great but fix your nerfed usage limits that started this week
- @alexmichael (32): @ClaudeDevs https://t.co/pPalhw7hD1
- @cory_schulz_ (30): @ClaudeDevs definitely designed by Claude https://t.co/jClqR8ZRHb
- @AirCunhaXtra (9): @ClaudeDevs https://t.co/3lo77ptbF5
MCP 推出在 @claudeai 里的首个 $CREDIT 代币活动，通过添加 MCP 连接器或燃烧 MCP NFT 来领取和绑定钱包获取积分。
$CREDIT the first token inside @claudeai → Get 1,000 $CREDIT for FREE: 1. add to your AI: https://t.co/rGg4uo3SLj 2. tell Claude: "/mcpcredit FREE1000" → Burn 1 MCP NFT = 10,000 $CREDIT: /burnmcp nft…
受众观点：① 老用户需要刷新 MCP 连接才能用新指令，并关注不同稀有度 NFT 的燃烧兑换倍率和空投分配（@mcpmarkets, 48likes） ② 有人关心活动细节是否真的所有稀有度都能拿到 10K credit，担心规则理解偏差（@janexiekf, 3likes） ③ 部分用户在实际操作中遇到钱包绑定等使用问题，说明上手门槛和引导仍不够清晰（@Mar0xBda, 2likes）
展开评论
- @mcpmarkets (48): If you previously added "MCP" connector, refresh the connection in settings to use new commands. Also we opened closed chat for NFT holders. -> send /mcpchat to get join link. (only for holders) 🔥 // Burn allocation based on rarity: • Common = 1x • Rare = 2x • Epic = 5x • Legend…
- @whalerushxbt (7): @mcpmarkets @claudeai Who this? https://t.co/ZdhMqKVYmT
- @janexiekf (3): @mcpmarkets @claudeai 10K credit for all rarity???
- @Jamesbuilds01 (3): @mcpmarkets @claudeai safu https://t.co/MXbmL2kbxy
- @Mar0xBda (2): @mcpmarkets @claudeai Cant bind wallet
Cursor 宣布 Agent SDK 上线，开发者可以用 Markdown 定义提示词、用 TypeScript 写工具，并选择托管或自部署，同时内置评测体系持续优化智能体。
The Agent SDK is now available. Define agents as code, with prompts in Markdown and tools in TypeScript. Deploy them on our hosted infrastructure, or run them on your own. Built-in evals let you meas…
受众观点：① 很多人以为这个功能早就发布过，对版本节奏和命名有些困惑（@brightlinxu, 36likes） ② 开发者关心是否真的支持在自己基础设施上运行 agent，而不被锁死在 Cursor 托管环境（@CodeByNZ, 10likes） ③ 有用户希望其他模型（如 grok）更了解 Cursor 的能力，反映多工具协作和生态互通是刚需（@amsultan2010, 11likes）
展开评论
- @cursor_ai (145): Read the docs: https://t.co/SJXANM4ukx
- @brightlinxu (36): @cursor_ai didnt this come out like 6 months ago
- @harjjotsinghh (13): @cursor_ai https://t.co/dR7XdX0dc8
- @amsultan2010 (11): @cursor_ai can you guys PLEASE make grok be more aware of cursor's capabilities? 🙏🏽 every time i ask about it, it still thinks it's a vscode fork with an ai add-on 😭
- @CodeByNZ (10): @cursor_ai wait so you can run them on your own setup too, not only on cursor's? https://t.co/vKCunWWPAb
0xDeniAi 感叹 REA 作者一次性开源约二十个 GitHub 仓库，组合成一个基于 REA MCP 和 Ghidra 等工具的自动化逆向工程工作室。
this is getting f*cking dangerous... REA creator just dropped 20 GitHub repos to build a f*cking reverse engineering studio: [01] analysis core > REA: a single MCP that plugs into everything https…
受众观点：① 有人担心这些仓库里可能混入恶意代码，被用来反向攻击使用者本身（@photoncmndr, 36likes） ② 有评论认为真正危险的是封闭黑盒系统，开源逆向工具反而符合技术和科学发展的历史逻辑（@TinfoilTricorn, 18likes） ③ 部分用户提到 REA 与 Claude 的兼容性变化，以及有人自己也在用多机多模型搭建类似 RE 工作室（@Niburu05, 7likes; @TerrorBotLabs, 5likes）
展开评论
- @photoncmndr (36): @0xDeniAi How many of these repos are full of nefarious shit to be used against you also?
- @TinfoilTricorn (18): Literally not dangerous, it's the whole history of technology, evaluation, science and academic work. What is dangerous is "black boxes" running unknown illegal pipelines to foreign nations. Always on recording devices violating state laws and so on. TOS do not obviate a reasona…
- @Niburu05 (7): @0xDeniAi You do realize you cant use REA with Claude anymore right ???
- @TerrorBotLabs (5): @0xDeniAi I’m building a REA studio also. lol. Driven by codex or Claude , with a few local models across 4 machines. I reverse engineered Pair, so codex/claude are the orchestrator and delivers different pieces of the project to the local models, reviews then loops or approves.
- @muratoflu_ (4): @0xDeniAi people were doing this shit in their garage and its nothing new its just an area no one admits participating in
GeekCatX 转评 Gemini 4 Argon 案例，称其在 2D 转 3D 上遥遥领先，一张 2D 维多利亚马车图就能自动生成可交互的 WebGL 级 3D 资产，并整理了关键实测数据。
兄弟们，看了一圈 Gemini 4 Argon 在2D转3D方面确实遥遥领先。别再以为搞 3D 必须开 Blender 熬夜雕面调骨骼了。 看看原推这玩意儿，直接把我给看清醒了： 给模型一张 2D 维多利亚马车图，零人工参与，纯靠代码直接吐出了一个完整的 WebGL 交互级 3D 资产！扒了一下原推的关键实测数据，极其哈人：
受众观点：① 有人直观感叹自动建模效果强，认为生成质量已经能满足不少场景（@leo_xiaolei, 4likes） ② 开发者关注 17 万面模型在桌面和手机端的性能瓶颈，讨论需要进一步减面和优化阴影才能稳定运行（@Kingsley950910, 4likes） ③ 也有用户实测卡通插画效果很差，需要多次反馈调整，怀疑提示词和素材类型对效果影响很大（@chandler_le, 2likes）
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- @leo_xiaolei (4): @GeekCatX 这个建模感觉无敌啊
- @yevloop (4): @GeekCatX 2d carriage → full webgl 3d with zero hand sculpting is the argon flex that keeps showing up
- @Kingsley950910 (4): @GeekCatX 17 万面在桌面网页里能看，放到手机上先卡住的通常不是着色，是面数和实时阴影。我会先减到中端机能稳定 30 帧，再谈车门和悬挂。生成能省建模时间，省不了性能预算。
- @Wenkk_wu (3): @GeekCatX 一张图直接出3D，我这种不会代码的真能自己装上用吗
- @chandler_le (2): @GeekCatX 试了一张3d卡通插画，效果非常不好......第一次简直看不了，右边是反馈4次的效果。是提示词关系吗？ https://t.co/0obLuZeOMh
帖子详细吐槽 Anthropic 为 Claude 输出强制添加隐形水印的策略，指出连简单润色翻译也会被标记、用户无法自查且易被第三方 AI 检测误伤。
Starting November 3, Anthropic extends its invisible text watermark to Mythos 5, Opus 4.7, Opus 4.6 and Sonnet 4.6. Every model released since August already has it. It applies worldwide, not just in…
受众观点：① 关注隐私和合规的开发者担心水印是否会编码用户身份信息，而不仅仅是模型来源（@slimscsi, 205likes） ② 经常用 Claude 做轻量编辑的用户困惑：只改了几个标点和单词也会被整体标记为 AI 文本（@hollygohardly, 125likes） ③ 一部分用户对 Anthropic 的审查和策略极度反感，宁愿换到开源或落后模型也不想被强制水印（@cmatty12, 66likes）
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- @CrossFireHD (1388): https://preview.redd.it/claude-now-watermarks-everything-it-writes-and-youre-the-v0-1gn7tpkpkoyh1.jpeg?width=1320&format=pjpg&auto=webp&s=48955f2d65058fb710eea9d77dcce31e2fd1f921
- @slimscsi (205): If it encodes “this was made by Claude”, fine. If it encodes “this was made for user id 12345” not fine. EDIT: just for clarity, I changed "by" to "for" in the second half
- @hollygohardly (125): I’m extremely curious about the watermarking because I had opus 5.5 edit an email I wrote and all it changed was one period and two words.
- @Bodger1234567 (94): My biggest question here is why I would care if people thought I used AI, and under what circumstances I’d want to know if someone used AI. Education is a good example. This is classic open book vs closed book task. Some things I want a student to use all the available tools to…
- @cmatty12 (66): Fuck Claude. I hope it gets competition one day. I would use an open source model or model lagging months behind if I could one day. Just to avoid all of its censoring and bs
一位有十多年经验的安全工程师为 AI 辅助编程辩护，区分了“vibe coding”和经人审查的 AI 代码，并举 DHH、Linux 内核等例子说明行业已接受 AI 写码。
Every time someone shares a project built with AI, the top comment is the same: "vibe coded." Doesn't matter how much work went into it. The second AI shows up, people stop reading and start sneering…
受众观点：① 不少工程师认为对 AI 的仇视更多来自职业自尊受威胁，而不是代码质量本身（@SignalBar, 353likes） ② 有人强调要区分随便乱试的 vibe coding 和有代理结构、遵循最佳实践的 AI 开发，两者质量完全不同（@seventyfivepupmstr, 43likes） ③ 也有人指出“AI 代码烂”和“AI 抢工作”这两种常见观点本身就矛盾，真正问题在于人如何使用工具并为结果负责（@electrucio, 32likes）
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- @SignalBar (353): engineers have egos, and when they feel like everyone can do what they can do, they don't feel special anymore. at least that's how it seems at my company
- @OlivierTwist (84): Yep. It's funny to hear from fellow engineers arguments like: "I asked AI and it made a mistake!", like if they never made mistakes. The ego point is even more true for researchers and managers.
- @seventyfivepupmstr (43): Vibe coding isn't the same as agentic structure ai development though. I would expect an IT veteran to know that. Vibe coding is just prompting and praying - most people do this and it produces bad code. Agentic structured programming following software development best practice…
- @electrucio (32): AI gets a lot of hate because (1) it apparently produces bad code, and (2) it will steal our jobs. But these two things are a bit contradictory, aren't they? AI is a tool; what you produce with it is your responsibility, whether it is good or bad. Maybe the AI hate is mostly rel…
- @Professional-Fuel625 (23): It's like the Salem witch trials. If someone doesn't like your project (or they just want to be a negative redditor), they just go "vibecoded! Slop!" It's not about the actual definitions, which of course you are correct about.
一位 25 岁失业的计算机专业毕业生全职做 SaaS 创业，纠结该不该先找工作再兼职做产品，向有类似经历的人请教在没有稳定收入时坚持多久合适。
I'm 25, have a computer science degree, and currently don't have a job. Instead of focusing entirely on getting a traditional software engineering job, I've been spending my time building a SaaS prod…
受众观点：① 强烈鼓励趁年轻全职冲刺创业、认为以后有家庭就难以承担风险的年长开发者（@No-Chard-2136, 249score） ② 建议先找工作再业余做 SaaS，以保证财务安全和决策空间的务实派（@Employer-Dizzy, 119score；@HungryQuestion2146, 80score） ③ 从普通人视角系统分析先就业再创业、强调真实商业经验和分发能力重要性的理性建议者（@mrgadgetvn, 24score） ④ 鼓励利用 AI 降低试错成本、把项目当成学习和作品集机会的乐观派独立开发者（@ferrouskid, 15score）
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- @No-Chard-2136 (249): I’m way older than you. Do not get a job. Keep going, keep trying at all costs. Once you have a wife and kids you can no longer live off a tin of tuna a day. This is the Only time in life where you can do this. Go hard, try different things, speak to customers and users and chan…
- @Employer-Dizzy (119): Do not listen to this advice get a job and build while working unless you have a structured team or you’re actually like better than a lot of other saas it’s going to take time. Rarely if ever is a business built by one man and if it is it starts small and builds and that takes…
- @HungryQuestion2146 (80): Yes, making money from SaaS is extremely hard. Find a real job and do this on the side if you want
- @mrgadgetvn (24): It's hard to give advice here. (After all, we've seen people like Mark Zuckerberg, Bill Gates, and Steve Jobs take unconventional paths and build empires). But let's assume we're just ordinary people. No extraordinary talent, no wealthy family, no powerful connections, and no on…
- @ferrouskid (15): Everyone is such a doomer in the comments. Ask yourself, what do you have to lose? If you're not letting AI handle all the difficult parts, you can learn a lot about software development (personally, I split my projects into "coding" and "marketing" projects - in coding projects…
讨论者发现 Claude Opus 5.5 虽然不是图像模型，却能通过某种“代码骚操作”生成图片，引发大家对其图像能力和实现方式的好奇与吐槽。
r/ClaudeAI Claude Opus 5.5 can generate images even though it will initially say…
受众观点：① 有人认为 Claude 不是图像模型却能画图，本身就很酷但也有点诡异（@Enfiznar, 143likes） ② 部分用户推测这是 Claude 在背后写代码或调用某种生成逻辑来产出图片，而不是原生多模态能力（@Mwrp86, 357likes） ③ 也有人单纯被生成结果吓到或觉得怪异，质疑这种输出到底算不算“图像模型能力”（@NomadStorm, 143likes）
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- @NotoriousGoldenCobra (1231): Yes, but perhaps it shouldn’t.
- @Mwrp86 (357): Its not an image model . So basically claude is probably doing coding sheninigans to generate this image somehow
- @BudBroadway22 (174): Barfield
- @Enfiznar (143): Which is very impressive
- @NomadStorm (143): What the fuck is that?
一位前端开发分享自己在大厂日常工作中观察到的现实案例，认为尽管网上充斥着“AI 会取代开发”的言论，但真实项目里 AI 代码质量差、难维护，最终还得有经验的开发者收拾烂摊子。
So I do believe that web dev has changed dramatically in the last year or so and that one probably needs to expand their skills and a front end web developer is probably less of a safe long term care…
受众观点：① 很多评论认为问题不在于 AI 能不能干活，而在于决策层是否相信 AI 能干活，导致冻结招聘、裁员加剧竞争（@0dev0100, 96分） ② 有人指出 AI 让资深工程师效率暴涨，可以自己用 AI 干掉原本给初级工程师的活，短期内严重挤压新人机会（@Necksss, 56分） ③ 也有声音认为 AI 只是加快了初级体力活，但同时抬高了“懂底层原理”的门槛，不懂代码本质的人会更吃力（@Boring_Occasion_3526, 55分） ④ 还有人强调写代码稍微容易了，但验证、跨团队协作、部署和运维反而更难，AI 解决不了这些系统性复杂度（@glenpiercev, 29分）
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- @0dev0100 (96): The issue is generally not "can AI do the job". The issue is "do the decision makers think ai can do the job" Enough of the decision makers at big companies do think that, so they fire people or put hiring freezes in place, which influences smaller companies, so they don't hire…
- @Necksss (56): Yes, it’s a tool. A very good one. But in order to benefit from it you need to know how to use it. It’s really good for fun random one-off projects, but when trying to use it for large-scale systems like most companies have, it’s a lot more difficult. And that’s where experience…
- @Boring_Occasion_3526 (55): The honest version is less dramatic than either side claims AI made the junior grind faster but also raised the bar for what 'knows the fundamentals' means. The devs I see struggling are the ones who skipped learning how the code actually works
- @glenpiercev (29): Coding has gotten slightly easier. Verifying it. Coordination with other teams. Deployment and uptime. Knowing what to monitor. Actually all of the other stuff is now HARDER. Does the 10,000 line PR get merged as is?
- @el_diego (18): Most accurate take. It's great for us seniors, but juniors are screwed (and a lot of companies at some point in the future)
帖子讨论 Anthropic 调整 Claude，试图让其远离抄袭游戏等内容，引发大家对 Steam 审核、山寨游戏和 AI 生成内容边界的争论。
r/ClaudeAI Anthropic updates Claude to 'steer it away' from letting users clone…
受众观点：① 有人认为这是 Steam 审核和上架流程的问题，不该完全怪到 Claude 头上（@nautica5400, 221likes） ② 部分用户担心一味限制会走向滑坡，最终什么都不能做，像被过度管教的小孩一样要么屈服要么反叛（@boilerdam, 66likes） ③ 也有人从手游抄袭现状出发，认为真正决定成败的是质量和打磨，原创者需要在竞争中持续迭代而不是只会抱怨（@symbatix, 50likes）
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- @nautica5400 (221): Sounds like more of a steam vetting problem then a claude problem
- @boilerdam (66): This is like parents constantly trying to correct their kid in the ways of the world. And it’ll reach a point where the number of things they’re allowed to do is far fewer than what they’re not allowed to do. And then the kid realizes that they either go along or rebel… and that…
- @symbatix (50): unrelated to steam market, but in mobile games there is tone of candy crush copies, and some ranks and sells even higher then the original game, so it is not about the copy etc. it is the quality that sells. If someone copies your product and does it better than you, you gotta c…
- @nautica5400 (42): This is a slippery slope to be honest
- @Primary_Article3777 (27): I honestly wonder if we may be witnessing the beginning death of software. Or at least software as a prepackaged monolith. Games in the future may be like kits where you generate your own world or assets around a framework, maybe you buy this kit or possibly the AI craze isn't t…
帖子吐槽 Anthropic Max 20x 计划实际并非宣传的 20 倍总用量，而是短期上限放大、周总量只有约 10 倍，并已引发集体诉讼。
r/ClaudeAI So we've been getting scammed on 20x? It's only actually been 10x?
受众观点：① 正在为 Claude Max 付费、对 5x/20x 规则一头雾水的个人用户 ② 设计自己 AI 订阅套餐的独立开发者和小团队 ③ 关注美国消费者保护和大厂 AI 计费套路的技术圈用户。
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- @Vivid-Snow-2089 (120): always has been
- @ThePsyPaul_ (111): https://preview.redd.it/so-weve-been-getting-scammed-on-20x-its-only-actually-been-v0-hi73dnrbzqyh1.png?width=1987&format=png&auto=webp&s=5ffded5e6e173980a91a5096eadeba7c7e7fed60
- @PixelNomad23 (91): When I found out this morning that 20x wasn't actually 20x overall, I felt a bit cheated. The way it was communicated was definitely misleading. Even AI understood it as 5x versus 20x, so whenever you asked which plan was better, it implied that the 20x plan gave you four times…
- @cptrambo (51): They changed the names to get ahead of the inevitable class action lawsuits over false, misleading product names.
- @SeasawPhilosopher (50): What the fuck, this seems like it was way more than misleading and possibly illegal false advertising. They literally said it was 20x the capacity, but apparently it was only 10x the capacity with a larger 5hr limit. I wonder if there will be a class action lawsuits for this. Ed…
帖子提醒用户 Claude 订阅中的 5 小时短期使用上限已取消，但周总额度不变，意味着可以更快打满周限额。
Well, that's one hell of a news! Thank you! 😊 Read more Well, that's one hell of a news! Thank you! 😊 Read more
受众观点：① 依赖 Claude 长时间跑项目的重度用户和开发者 ② 用 Max 计划做自动化、夜间批处理的独立开发者 ③ 正在评估是否升级高阶套餐、但担心配额浪费或不够用的潜在付费用户。
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- @ZaesFgr (136): that means our weekly limit will be exceed quicker.
- @Lexx2k (31): Never had issues with the 5h limit on 20x. In fact I found it incredibly hard to max it out.
- @BURGER021906 (25): Proceeds to brutalize weekly limit
- @Chance-Struggle-6285 (9): Claude is impossible to work with since they introduced the whole copyright thingy
- @Aaron_rowe81 (7): so the weekly cap is the same and only the 5h cutoff goes. long background runs are probably what that's for
独立开发者分享自己在 Ko-fi 上发布的第一款数字产品——面向新手的装机指南和首启排错表，并复盘 Reddit 引流 460 次浏览却零销量的早期推广数据。
I built my first gaming PC last year by piecing together forum threads and YouTube videos. The part that almost broke me? Staring at the BIOS screen wondering why it wouldn't boot. So I wrote the gui…
受众观点：① 正在尝试卖第一份 Notion 模板、电子书或小工具的 indie hackers ② 有技术背景、想把经验打包成数字产品但不懂定价和文案的新手创作者 ③ 已经在 Reddit/Twitter 上有一点流量、想系统优化从帖子到支付页面转化率的独立开发者。
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- @Weak_Purchase_7046 (2): Quick update on my own answer: Ko-fi does show page views, and it's 2. So out of all those Reddit views, almost nobody's even reaching the page. The gap looks like click-through, not the listing itself.
- @Weak_Purchase_7046 (2): Great question — the assembly steps, first boot, Windows/drivers, and the troubleshooting table work anywhere, those don't depend on country. The parts lists and prices are the US-focused part: they're USD targets from October, so in India the exact models and prices will differ…
- @seekworld (1): 460 views across 3 subs is the number that matters, that's roughly 150 each and most of them never clicked through. The catch with leading on the first-boot table is that it's the one part people already get for free, a won't-boot post in any pc build sub gets three replies in t…
- @hani_q (1): For the paid builds, I'd make the listing explicit about country/currency, when the parts list was last checked, and whether updates are included. A sample showing why one part was chosen and what to substitute if it's unavailable would let someone judge the research before buyi…
- @investigatormaker (1): Around 460 views is too few to judge the price, so I'd leave pay-what-you-want alone and work on the listing. Put one real row of the troubleshooting table near the top: the symptom, the likely cause, the fix. A first-timer staring at that BIOS screen can judge it in seconds. So…
作者用 LiveNerf 连续 38 天跟踪 Opus 5.5 表现，暂未发现性能被悄悄削弱，并号召更多人贡献数据以提高监测精度。
Over a month ago, we began a quest in trying to answer a simple question: Does model performance degrade silently without the user being aware of this change? We’re now 38 days into collecting data t…
受众观点：① 关心 Claude/Opus 5.5 是否被暗中削弱的开发者和重度用户 ② 想学习如何给自己用的模型做持续 benchmark 的独立开发者 ③ 对开源监测工具和社区协作感兴趣的 AI 从业者。
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- @targaryenNotJon (75): can you also track how many % of 5h and the weekly token budget it takes?
- @Kooshi_Govno (47): I think they nerfed usage instead of quality this time specifically because we started tracking the quality.
- @riotofmind (22): The main issue people face is that the longer your project progresses, the less performance gains you are going to see if your architecture and logic is hacked and patched. You have to carefully watch what Opus 5.5, what any model is doing in your code base. It may say, "ALL DON…
- @TheOnlyVibemaster (13): Yes that’s planned, it’ll just take more data being collected, which is the current bottleneck
- @FrailSong (13): You are probably right.
作者更新自托管 Web 邮件客户端 plMail，强调用 Claude Code 辅助开发，新增 PGP/S-Mime 加密、OIDC 登录、JMAP 客户端与服务器等特性，并分享项目从几颗星涨到数百星的进展。
Links: Demo: https://demo.pluetzner.de Github: https://github.com/karatektus/pl_mail Wow, it has been about 3 Weeks now since my last post on r/selfhosted. Since then plMail went from 6 to 470+ stars…
受众观点：① 有人对“AI 创建的 Web 邮件客户端”持强烈怀疑态度，担心安全与可靠性问题（@Alternative-Suit5541, 30分） ② 部分用户直接因为“严重依赖 Claude Code”而选择放弃使用，反映出对 AI 参与基础设施开发的普遍不安（@TheFumingatzor, 14分） ③ 也有早期用户给出正向反馈，表示一直在用 plMail 并对近期功能迭代表示认可（@Digital_Voodoo, 8分）
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- @Alternative-Suit5541 (30): AI created web client, what could go wrong..
- @TheFumingatzor (14): relies therefore heavily on Claude Code. That's, uuuhhh, gon' be a no from me dawg.
- @Digital_Voodoo (8): Dropping a few words as a happy user since day one. I've been looking for webmail interfaces like this one for ages, and I'm very happy to see what has been coming out lately. Kudos!
- @karatektus (6): thank you!! still wild to me that I actually have users :D
- @FinancialPhrase1035 (4): https://github.com/cristianadrielbraun/gofer
一位做B2B应用和工程外包的创始人吐槽“先打造受众再做产品”的建议没用，分享自己从零受众靠人工外联和人脉起步，并向其他无受众创业者征集从0到1获客的具体打法。
im so tired of reading the same "just build an audience first" advice on twitter. when you're launchin a b2b app or engineering shop with literally zero followers that stuff is useless. when we start…
受众观点：① 有人分享通过在Reddit认真回答营销问题拿到前两个几乎不赚钱但能做案例的客户，后续业务基本都靠这两个案例转介绍滚起来（@lazyEmperer, 8likes） ② 多位创始人强调线下活动和老同事、前老板等旧人脉的重要性，认为B2B前几单更多来自信任而不是内容粉丝（@1kings2214, 5likes；@Mk7Lab, 3likes） ③ 也有人对比了早期靠高强度1对1私信获客和后期有预算后用SEO+广告放大的路径，指出广告在有钱时是最快的纵向扩展手段（@NoBattle8428, 3likes）
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- @lazyEmperer (8): My first agency clients came from Reddit comments. I'd answer people asking how to market their app here in way more detail than they expected, a few replied asking if I could just do it for them, and the first two paid almost nothing but gave me case studies. Everything after t…
- @BeautifulMuscle7005 (5): That’s a strong example of value-first outreach. The early case studies probably mattered more than the initial revenue
- @1kings2214 (5): I have a b2b SaaS that's 3 years old. I have about 20 clients now. I've had in-person meetings and Teams calls. If you're in a niche industry go to actual events in person to make human connections. Follow-up. Ask people in your space early if what you're building is something t…
- @Mk7Lab (3): Completely agree, “build an audience first” is useless when you need clients this month. what usually gets people from 0 to 5,here are tips which might help you: Your old network such as your ex-coworkers, ex-bosses, classmates. a short intro what i’ m doing right now, know anyo…
- @NoBattle8428 (3): For back when I was literally broke ... I spent most of the time in nailing down on exactly who my app would be useful for, and where they are. Then I found groups where people hung out. This would be Facebook, Forums, Telegram, and so on. And I'd DM them 1:1. It was a lot of ha…
一位做自动化的工程师沉迷用 Claude Code 和 Max 20x 同时推进多个项目，靠通宵批处理疯狂提效却逐渐精疲力竭，反思这种“AI 时代的过劳上瘾”。
TLDR: long winded post about a basic addiction to vibe coding and unable to stop. I come from a software engineering background in particular automation engineering. So since the invention of AI - Cl…
受众观点：① 正在用 Claude/AI 工具疯狂堆项目的独立开发者和远程工程师 ② 有 Max 20x 等高配套餐、习惯夜间跑任务的重度用户 ③ 对“AI 时代的新型过劳和成瘾模式”有共鸣的技术圈读者。
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- @Apprehensive-File216 (113): it’s like having 7 tamagotchis that all need different things at 3am but you’re the one dying instead the overnight batch processing thing is wild though, basically running a sweatshop where you’re the only employee and also the manager who never clocks out
- @lankybiker (42): Been there. Go for a walk Like any addiction, it creeps up on you but if you know you're on deep then it's time to take a break. Turn everything off for a couple of days. If that sounds insane to you then it's even more important you do it. You used to call it a weekend.
- @jannunen (20): Having ADHD finally pays off big time.
- @ThePsyPaul_ (13): Its quite addictive isn't it? I started with pro but upgraded to max200 3 days later. I wanted to really learn, experiment and play around while having the usage for it. That was 3 weeks ago. Currently, I've already automated 70% of my job so i have more time to work on personal…
- @ThePsyPaul_ (12): Ai is digital crack for us
一个提供14天无理由全额退款的SaaS创始人发现有人高强度用满功能后在期限末尾退款，于是在保留宽松退款政策的前提下新增规则：账号一旦退款就不能再次购买付费计划。
We give a full refund within 14 days, no questions. I still think that's right and it's staying. What I didn't expect was the pattern. Someone buys, uses it hard, then asks for the money back right a…
受众观点：① 有人建议在试用或退款期内设置使用量上限，只让用户体验到关键“aha 时刻”但不能无限薅羊毛（@SyedSan20, 45likes） ② 多数人认同禁止已退款账号再次购买是对诚实用户最友好的方案，比缩短退款期或增加“有效理由”条款更少摩擦（@AssistNew3015, 6likes；@Mailbox-MCP, 2likes） ③ 也有评论担心用户可以反复注册新账号，建议配合水印、功能阉割或速率限制等技术手段防止多账号滥用（@Sea-Narwhal694, 4likes）
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- @SyedSan20 (45): Why not put a usage limit on trial account for users to just experience the aha moment but not enough to exploit the system?
- @AssistNew3015 (6): that's a clean fix, doesn't hurt the honest folks who just picked the wrong plan. the people burning through 900 calls in 12 days weren't confused about what they were buying, they knew exactly what they were doing curious if you saw any pushback when you rolled it out or did mo…
- @winter-m00n (5): yes like maybe 10 calls max, if you do more then that either you need to get paid account or you cant ask for refund unless they have valid reason. dont know legality of that but technically users are not doing anything illegal if they are entitled to 14 days refund. either op n…
- @Sea-Narwhal694 (4): Indeed this is a step forward, but (depending on your product) people may even try to create a new account each time. You can also try to add watermarks or even limit the features' capabilities or rate limiting (again depending on your product). This is what I'd do.
- @Mailbox-MCP (2): We do have something like that already, a small free allowance every day, so anyone can try it properly before paying a penny. Shortening the window or adding a "valid reason" clause was tempting, but then every honest refund turns into an argument about what counts. We'd rather…
作者分享用 Claude Code 清理智能电视预装软件的安全流程，包括只禁用不卸载、先备份、设定黑名单和关闭调试等，避免像其他人那样把电视刷砖。
Saw a lot of the “gave Claude Code my TV model and it removed 25 bloatware apps” posts last week, and also a few people who bricked their TV doing it. So I put together the safe version of the proces…
受众观点：① 很多用户对能去广告、去预装的趋势表示支持，认为厂商收高价还强塞广告非常恶心（@TheMurmuring, 41likes） ② 有人特别感谢文中醒目的风险提示，觉得这类“吓一吓”的警告能实实在在减少电视被刷砖（@fragileabsence, 20likes） ③ 技术向评论在补充具体 adb 命令和排雷技巧，比如先查当前 Home 启动器再动手，以免按 Home 只看到黑屏（@shravanrevanna, 4likes）
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- @TheMurmuring (41): I love that this has become a trend. Fuck those companies charging thousands of dollars to force ads on customers.
- @fragileabsence (20): the orange warning text is doing the lord's work, one accidental brick avoided
- @vinishkapoor (7): lol that’s the part people skip and then wonder why the home button opens a black screen
- @birdnamedronson (6): Has anyone been able to do this to Tizen tvs?
- @shravanrevanna (4): cmd package resolve-activity -a android.intent.action.MAIN -c android.intent.category.HOME tells you the actual home launcher. Check it before disabling anything with "launcher" or "home" in the name.
作者介绍自己维护的开源项目 perf-sentinel，基于 OTel traces 识别 I/O 反模式并估算碳排放，并为此做了一套受 Deus Ex 启发的交互式“synoptic”可视化来帮助开发和运维理解整条观测与分析流水线。
I maintain an ongoing open-source project that reads OTel traces and flags I/O anti-patterns with a carbon estimate on top. The project started in March so it's about 8 months old. From our conversat…
受众观点：① 有人调侃法语里的“synoptique”其实是天气图，顺带夸这是个把 trace 做成“天气图”的有趣比喻，说明大家对这种新颖的可视化概念感兴趣（@Lightforce_, 17分） ② 多数评论直接夸 UI 漂亮、交互流畅，认为这是他们见过最好的流水线心智模型之一，甚至拿来和 AWS 内部工具对比（@Tridop, 12分；@theoneandlonely1, 4分） ③ 作者补充实现细节：完全不用库，只靠单文件 HTML、原生 JS、CSS 和内联 SVG 加动画 API 搞定，引发对极简技术栈和性能的关注（@Lightforce_, 5分） ④ 也有人继续吐槽“synoptic 是天气图”，从侧面反映命名和跨语言语义可能造成理解偏差（@SameJudgment2486, 4分）
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- @Lightforce_ (17): Ha, lost in translation. In french "synoptique" is the word for this kind of overview diagram. So that's a weather map of my traces I suppose
- @Tridop (12): This is really well done, so beautiful! Extraordinaire!
- @Lightforce_ (5): Thx! No libraries at all it’s just a single HTML file with vanilla js and CSS. The diagrams are inline SVG and the animations are a mix of CSS transitions, requestAnimationFrame and the Web Animations API. That's it :)
- @theoneandlonely1 (4): This is awesome. Mental maps of pipeline flows in diagrams are hard. The best flow I have seen was when I was at AWS and it doesn’t even come close to this. Being able to zoom in to each of the services is outstanding.
- @SameJudgment2486 (4): Synoptic is a weather map, dude.
作者做了一个免费网页小游戏，玩家在真实国家地图上划线切割后用3D人口柱状图看分布并尝试等人口再切一刀，每天有新关卡可直接试玩。
You drag a line across a real country, hit cut, and the population shoots up as 3D bars so you can see where everyone actually lives. Then you get one more try to beat your first cut, now that you kn…
受众观点：① 玩家普遍觉得创意新颖、玩法有趣，但对“下一轮”和“保留切割”按钮文案和交互顺序有困惑，希望流程更直观（@Living_Strawberry_19, 11likes） ② 有人希望在切割后或简单模式下显示主要城市位置，把游戏变成兼具地理学习功能的工具（@Klutzy_Shine8804, 8likes） ③ 部分用户晒出自己的切割结果截图，说明分享性和轻社交属性不错，适合做成可传播的小玩具（@xNegis, 5likes）
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- @Living_Strawberry_19 (11): Great game, I love the idea. One small thing that annoyed me is that the button to move "forward" is inverted. "Next round" and" keep this cut", which are both to go to the next round are inverted. https://preview.redd.it/i-made-a-free-and-interactive-game-where-you-try-to-cut-a…
- @Klutzy_Shine8804 (8): it’s a great game! it would be cool to show the cities for easier version or when the cut is made so we learn ;)
- @xNegis (5): lol https://preview.redd.it/i-made-a-free-and-interactive-game-where-you-try-to-cut-a-v0-e7vqy5fkwtyh1.jpeg?width=1179&format=pjpg&auto=webp&s=0edfd95358328a4f9c5941a635a5bf220a5a91b4
- @inferiorakai (4): Thank you for trying it and giving the great suggestion! You’re actually the second person to ask for the cities, so I’ll be definitely be adding that lol
- @dozen_dollar (3): This is a great game, really enjoyed it. Kudos!
作者用摄像头+本地 YOLO 模型和 Claude Vision 搭了个网站，自动识别路过自家门口的狗、记录轨迹，并由 Claude 生成名字、画像和背景故事。
I made a thing that logs every dog that walks by my house, counts how many times (and when and what direction) they walk by. A security camera streams video to a Mac mini. Local YOLO model detects do…
受众观点：① 想用 Claude Vision 和本地模型做点有趣 side project 的开发者 ② 对 AI+摄像头/传感器应用感兴趣的 Maker 和独立黑客 ③ 喜欢看“AI 把日常生活数据变成故事/角色”的普通用户。
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- @ImpossibleBandicoot (64): This is like a flock camera for dogs (Fuck Flock)
- @crig_ga (52): we live in a future we never could've imagined. what a world
- @jimmynotjim (15): I love this but those drawings are unhinged
- @permacloud (13): That's the best part lol
- @TwistedBrother (13): There’s an entirely local version of this that slaps: local model on a raspberry pi powers epaper that shows the birds it heard by their song.
一位运营小众社交应用的创始人曾有1万日活却被苹果下架，只能转做PWA，如今在6千日活、月收入约4千美元下增长停滞，纠结是否用灰帽营销拉新。
I'm facing collapse and I need advice. I run a niche social app. I reached 10k daily active users and then Apple pulled me off the app store. After a week of wondering if I'll shut the whole thing do…
受众观点：① 有人质疑帖子像“谦虚炫耀+钓鱼问题”，认为这种讲高收入又问灰帽的写法更像是为后续广告铺垫（@Early_Key_823, 37likes；@Few_Response_7028, 21likes） ② 评论好奇苹果为什么会直接下架，指出正常流程一般是先警告或限制交易，怀疑产品本身可能踩了严重或违法的红线（@Capable-Raccoon-6371, 12likes） ③ 也有理性声音提醒，灰帽营销在已经被苹果下架的前提下风险极高，建议利用高人均使用时长做邀请裂变和好友激励，而不是再去赌违规流量（@No-Bass3599, 4likes；@shrekt4lyf, 3likes）
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- @Early_Key_823 (37): sigh... signs of engagement bait... Humble Bragging Ending with a spicy question. &, as always, the answer is... 42
- @Few_Response_7028 (21): Here comes the advertisement
- @Capable-Raccoon-6371 (12): Apple pulled you off the store? Well why'd they do that?... Honestly they don't just go around yanking apps off the store without warning unless you did something genuinely bad or illegal. They'll normally message you and tell you to fix something, or at worst block transactions…
- @No-Bass3599 (4): Grey hat is the last thing I'd try with an app that already got pulled once, one ad network ban or a Play Store strike and the whole thing goes dark. With 30 to 40 minutes a day you've got people who love it, and social apps grow fastest when using it is better with friends insi…
- @shrekt4lyf (3): Grey hat stuff is risky when Apple already has you on their radar
帖子提醒自建服务器用户关注 Ubuntu 内核漏洞 CVE-2026-98432，这个高危 TCP IPv4 use-after-free 远程代码执行漏洞目前所有受支持 LTS 版本都还没有补丁，只能先用 Red Hat 提供的 nftables 临时规则降低暴露面。
Heads up for anyone running Ubuntu on their self-hosted boxes. CVE-2026-98432 is a use-after-free in the kernel's IPv4 TCP code (inet_opt / ireq_opt get freed before the RCU grace period ends). Ubunt…
受众观点：① 很多自建 Ubuntu 服务器的用户关心实验室里演示的内核 RCE 在真实高负载生产环境下是否真的可行，质疑 Anthropic 演示与大规模部署场景之间的差距（@WiuEmPe, 84likes） ② 一部分人认为只要应用做了容器化、降权和只读文件系统，内核层面的 RCE 没那么致命，更在意整体防御纵深（@No_Cattle_9565, 14likes） ③ 也有人强调这个 CVE 一旦被利用会直接拿到内核权限，容器隔离形同虚设，提醒大家不要过度依赖容器安全感（@kubrickfr3, 5likes）
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- @WiuEmPe (84): I think there's a huge difference between achieving kernel RCE in a controlled lab and exploiting an unknown, busy production server. This exploit isn't simply a matter of sending a specially crafted TCP packet and getting root. It requires a sequence of memory manipulation step…
- @No_Cattle_9565 (14): I don't care. Of course you should patch if possible but it's not a life or death situation. Best case your apps run without root on a ro filesystem inside a container with all capabilities dropped. The attacker has to use a exploit in your app, escape the container and could th…
- @barrel_of_bikinis (6): I’m sitting tight for now, mostly because my exposed stuff is either behind a VPN or just isn’t that interesting to burn a multi-step kernel chain on. If someone’s willing to race against 64 cores and pray the slab layout cooperates, they probably have bigger fish to fry than my…
- @WorriedAd9268 (6): On purpose, very few. But Go 1.24+ turns it on for listeners by default, so some people run it without knowing. ss -Ml shows it.
- @kubrickfr3 (5): This CVE doesn't care about your apps. If successfully exploited (big if), it gets access to the kernel directly, so you can containerise all you want, it doesn't matter.
发帖者刚开始玩本地大模型，用 Open WebUI 做前端，想了解大家都用什么方案来搭建类似 Claude Web 的本地 LLM 体验，包括后端服务和搜索等能力。
I got into local llm hosting recently, and have been using openwebui. I'm interested to leanr more what the community uses. Ideally, I want to be able to "replicate" what claude web and others. Read…
受众观点：① 有人强烈反对使用 Ollama，暗示其在稳定性或封装方式上存在问题，更推荐其他后端（@maxymob, 33likes） ② 有人详细说明 Open WebUI 自带网页搜索功能，并建议配合自托管的 SearXNG 保持全链路自托管，强调配置细节如启用 json 输出格式（@guardrailsupply, 18likes） ③ 也有用户建议将组件拆开：用 Ollama 或 vLLM 做模型服务、Open WebUI 做聊天前端、LiteLLM 做统一 API，并提醒要尽早考虑单用户 vs 多用户场景、文档检索、系统提示管理和工作区等更接近 Claude 的特性（@Previous_Tea_2250, 6likes）
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- @maxymob (33): Friends Don't Let Friends Use Ollama
- @guardrailsupply (18): On the web search follow-up: Open WebUI has it built in. Admin Settings > Web Search, turn it on and pick a provider. If you want to keep it fully self-hosted, run SearXNG in a container and point Open WebUI at it. Their docs have a SearXNG page that walks through the settings.j…
- @Previous_Tea_2250 (6): For a local setup, I would separate the pieces instead of looking for one clone of Claude’s web app: Ollama or vLLM for serving, Open WebUI for the chat front end, and LiteLLM only if you want one API surface across local and hosted models. The useful early decision is whether y…
- @mosaati (5): Opencode. Use any backend. I use Unsloth as selfhosted backend.
- @andreeinprogress (4): I think I tried them all and the only reliable ones are: Pi with Pi Durable installed: best, but you need to code some of the stuff yourself (but that also means that you can really make it your own) Hermes: easy to install. Think OpenClaw but actually working OpenCode/OpenChamb…
一位正在用 WordPress 改造博客并加入电商和社交功能的站长担心，未来大量用 AI“vibe coding”堆出来的站点会淹没市场，询问现有网站尤其是初创项目该如何在这波 AI 网站洪流中保持竞争力。
As above... Especially those which are more geared towards being startups at the present stage. For context, I am currently overhauling my existing blog (that uses the WordPress framework and plugin…
受众观点：① 有人认为大部分 AI 搭出来的网站会长得千篇一律，一旦出问题又没人真正懂代码去修，真正有定制功能和可靠支持的产品仍然有价值空间（@Basic-Practice2949, 46分） ② 有评论讽刺很多人以为不懂代码也能靠 AI 修好一切，结果连 bug 根因都搞不清楚（@Spoonzie, 17分） ③ 也有人抱怨这个版块被 AI 吐槽贴占满，但仍有资深工程师分享被公司用 AI 取代后的经历，认为 AI 让从“有想法”到“做出东西”的路径变短，却跳过了设计和筛选烂点子的关键过程，最终会堆出一堆质量很差的产品（@Gremlation, 13分；@gusbo_the_jam, 13分） ④ 还有人观察到很多所谓 AI 项目 UI 半成品、没有用户旅程和商业主张，本质上只是设计比赛，传统博客和论坛在这种环境下更难突围（@cozyPanda, 9分）
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- @Basic-Practice2949 (46): most people will churn out generic sites that look same same, but they'll break fast when something goes wrong and they dont understand the code. actual custom features and real support will still matter
- @Spoonzie (17): The irony of thinking you don’t need to understand code because an AI told you it fixed the code.
- @Gremlation (13): This is supposed to be a web development subreddit, not a subreddit devoted to constantly complaining about AI.
- @gusbo_the_jam (13): So I've been a software engineer / UX designer for over twenty years and was recently made redundant by a company switching a lot of their prices to AI. I think what's going to happen is similar to what is happening at the company that I used to work for - people are going to ru…
- @cozyPanda (9): If professionals are vibe coding...it's ok...but if it's slop I see similar patterns Unfinished UI No customer journey. Infact no consideration of customers at all. At this moment, it's a design competition. Similar boring experience (UX) No business proposition/personality in a…
自托管用户询问如何在 CI 流水线中批量扫描 docker compose 文件里的镜像漏洞，社区讨论使用 Trivy、Grype 等工具以及如何应对海量安全告警。
I currently have all my compose files in one repo. I use foregejo+komodo to deploy them. I also have renovate in my workflow to get the updates for the images etc. What I would like to add is a step…
受众观点：① 在家里或小团队里用 docker compose 跑一堆服务、开始关心 CVE 漏洞的 selfhosted 玩家 ② 负责 DevOps/平台工程、想给现有流水线加上容器安全扫描但又怕打扰开发节奏的工程师 ③ 做 SaaS 或 API 产品、需要在合规审计前补上容器安全这一块的独立开发者。
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- @AlternativeWhereas79 (31): The bigger question - regardless of how you scan - is: what are you going to do with the 9000 findings/ vulnerabilities?
- @dim_mailing (5): you're not missing anything, that's basically the standard approach. pulling the image list with a quick jq or yq one-liner then feeding it to trivy in a loop works well enough the real headache isn't the scanning, it's the alert fatigue. you'll want to set some severity thresho…
- @i_exaggerated (5): Are the images in your compose file pinned by version and digest? OWASP/DockSec seems to have the function you want, https://github.com/OWASP/DockSec
- @BeautifulBlueNight (4): Dockhand has this included.
- @SameLink_io (2): What's worked for me is splitting it into two checks, the images and the compose config itself. Images: Trivy is the easy one. trivy image <image:tag> for each image, or loop over docker compose config --images. Grype does the same job. Running it on a schedule matters more than…
作者开发了开源安卓手机应用 Tellyscope，主打一键清理 Android TV 和 Fire TV 广告与预装应用、展示各应用网络连接和流量并支持从手机侧载应用，强调用 Claude Opus 5.5 和 Fable 5.1 辅助写代码且有完整安全与测试流程。
My XGIMI projector's home screen was mostly ads, and debloating it meant a laptop and ADB commands, or handing my TV to a coding agent over the network. So I built Tellyscope, an open-source phone ap…
受众观点：① 有用户认为展示每个 TV 应用的网络连接和数据用量是最大卖点，很多人不知道智能电视在 Wi-Fi 上有多“话痨”，而且手机端操作比 ADB 简单很多（@QuanTradin, 7likes） ② 开发者在评论中补充已经加入高级监控视图，可以按应用列出所有开放连接和数据使用，进一步强化隐私和可见性卖点（@manish9461, 5likes） ③ 也有用户反馈在 Firestick 4K 上 debloat 后出现 Wi-Fi 故障并不得不恢复出厂设置，同时抱怨某些设置入口缺失，开发者则解释具体机型和版本并说明哪些广告可以通过 DNS/包级屏蔽，哪些视频流内广告无法安全去除（@GreatestDonkiiy, 4likes；@manish9461, 2likes）
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- @QuanTradin (7): showing where each app connects is what would sell me. most people have no idea how chatty a smart TV gets once it's on the wifi, and doing it from a phone with no ADB is a real step down in effort.
- @manish9461 (5): Thanks! That's in now: Advanced monitor lists each app's open connections and how much data it has used, all from the phone
- @GreatestDonkiiy (4): 2 problems 1st debloating caused me wifi connection error in firestick4k then I had to factory reset it. 2nd in firestick4k I did not get the accessibility settings that's why I could not make 3rd party launcher as default launcher. Please do something for the ads in prime video…
- @Rika-Hates-Borders (4): actually where do you even get ads? the TV i had's pretty old, is this like for the smart TVs?
- @manish9461 (2): Sorry about the reset, that shouldn't happen. Which Fire TV model and Tellyscope version was it? Wi-Fi packages are meant to be protected, so I want to find the one that slipped through. On the launcher: Fire OS hides that accessibility setting, so you don't need it. Since 0.14.…
作者做了一个网站，把公开 GitHub 仓库可视化成星系：每个文件是一颗星、文件夹是星系，支持拖拽缩放和点击查看文件，并给出如 facebook/react、microsoft/vscode、rust-lang/rust 等示例。
I made this thing where every file in a public GitHub repo becomes a star, and folders are star systems. You can drag around, zoom in, click a star to see the file, etc. No account. Just paste owner/…
受众观点：① 有人好奇大型 monorepo 在这种星系视图下的表现，并询问是否会对 Rust 等超大仓库做文件数量上限或采样处理（@QuanTradin, 2likes） ② 技术型用户给出具体性能优化建议，如用 InstancedMesh 或 THREE.Points 合并 draw call，并建议对大仓库做确定性采样以保证同一仓库每次渲染一致，提升分享链接的“项目名片”属性（@adilbasari, 2likes） ③ 也有用户从体验角度反馈卡顿、缺乏 3D 纵深和交互方式不顺手等问题，说明这类可视化在 UX 和性能上还有较大优化空间（@GateOutrageous9853, 1likes）
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- @QuanTradin (2): a monorepo must look like a whole cluster in this. does it cap the file count for the huge ones like the rust repo, or just draw everything?
- @adilbasari (2): Lots of visualization projects hit the same wall at this scale, and the fix is usually the same: get everything into as few draw calls as possible. For stars specifically, InstancedMesh — or THREE.Points with a custom shader if you want per-star size and opacity — turns thousand…
- @xcircuitghostx (1): It caps the drawn files. Huge repos (Rust, VS Code, etc.) are sampled down to 1,200 files so the browser doesn’t melt. The stats still show the full file count from GitHub. A monorepo still reads as a cluster of star systems those are top-level directories just with fewer indivi…
- @GateOutrageous9853 (1): Cool site, some initial feedback from using for a few mins Make it run better, i got a good pc and its still kinda laggy, i dont mind if the node object things are of lesser detail make it more 3d, when viewing from the side the 2dness i dont like i need right click drag to move…
- @xcircuitghostx (1): Thank you I will work on optimization. I really appreciate the feedback!
SaaS 创作者抱怨用户愿意留信用卡开通免费试用却几乎不用产品，担心到期前集体取消，向社区求经验如何让这类试用用户真正激活并转化付费。
I’m getting free trial sign-ups for my software, with a card requirement, but users aren’t actively using it during the trial. I’m worried that those who entered their card details will cancel once t…
受众观点：① 高分评论提醒：几乎不使用产品的试用用户基本不会神奇转化，收费时多半会立刻取消或要求退款（@Senya_Edit, 5likes） ② 大家强调要分析首会话行为，找出活跃用户与流失用户在前几步操作上的关键差异，并围绕那一步设计 nudges（@angelocastellani, 3likes；@Distinct-Occasion599, 2likes） ③ 有人建议只把完成首个“成功体验”的试用算进 pipeline，用更保守的口径做收入预测（@Distinct-Occasion599, 2likes）
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- @Senya_Edit (5): If someone puts in their card and never touches the app during the trial, they will almost certainly cancel or ask for a refund the moment the charge hits. Inactive users do not magically become paying customers. The good news is that your landing page works because people are w…
- @angelocastellani (3): I'd compare what the active few did in their first session against the inactive ones. There's usually one action that separates them. Then email the inactive ones on day 2 with a single nudge toward that action, not a feature tour. And expect some of them to cancel no matter wha…
- @Distinct-Occasion599 (2): agree and worth saying out loud to OP not to count inactive trials as pipeline. only count users that hit the first win. it makes your revenue forecast a lot more honest
- @Distinct-Occasion599 (2): this is the best advice in here. you can see the pattern at 20 users even. just make sure you look at what they did not what they said in a poll
- @jojo_7557 (2): Op, do this! There is a chance those people get overwhelmed or are slightly confused how to incorporate it into their workflow. So just nudge them towards an action
楼主抱怨在相关社区发帖找 beta 测试用户总被当成自我推广删帖，想知道还有哪些更有效的方式能从目标市场找到愿意试用并反馈的早期用户。
If I try to post in relevant subreddits or communities, I get my post removed for self promo or whatever. Is there a better way to find users from my target market? Read more If I try to post in rele…
受众观点：① 评论建议不要赤裸裸推产品，而是在别人讨论相关问题的帖子里先给出解决思路，再顺带提到自己的工具作为选项（@awansahab8, 2likes） ② 有人强调要把精力放在目标用户真正活跃的平台，而不是指望 Reddit 上一次爆帖解决获客（@awansahab8, 2likes；@PleitgenSoraj86, 1likes） ③ 也有详细建议去小众论坛、Discord/Slack 群和细分 subreddit，先回答问题几周，再用 DM 邀请真正有痛点的人加入 beta 并交换反馈（@zero-um-01, 1likes）
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- @awansahab8 (2): Instead of blatantly promoting your product, find threads where your product can be a problem solver and then just place it neatly :D Also, focus more on the platform where your customers are rather than focusing on Reddit for one shot virality.
- @cabljo (2): Become an expert instead of a marketer...
- @PleitgenSoraj86 (1): yeah the "go where your customers already are" part is the real takeaway here
- @zero-um-01 (1): Skip the big promo subs and go where people already complain about the problem you solve: niche forums, Discord or Slack groups, and small subreddits where you first answer questions for a couple of weeks. Then offer a free spot in your beta to people who say they have the probl…
- @abdulhaq_real (1): This really good idea
作者展示了自己开发的 Holoscape 桌面应用，用摄像头追踪头部并实时调整3D壁纸视角，让屏幕像一扇窗口，同时强调已优化到大约2% CPU 并准备在 Steam 上发布。
Got bored during a lecture, so here’s a demo of the project I’ve spent the past few months building: Holoscape. It uses your webcam to track your head and shift a 3D wallpaper’s perspective, making y…
受众观点：① 有人关心应用形态和获取方式，询问能否做成独立应用并对即将上架 Steam 的形式表示兴趣（@Kearnsy09, 3likes） ② 技术向用户关注性能和兼容性，对“2% CPU 追踪人脸”的表现和在 Proton 或 Linux 原生环境下的运行情况提出疑问（@UltraChip, 5likes；@QuanTradin, 3likes） ③ 开发者在评论中补充说明目前仅支持 Windows，Linux/Proton 兼容性尚未验证，显示出平台支持仍在探索阶段（@Apart-Medium6539, 7likes）
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- @Apart-Medium6539 (7): Thanks! It’s already a standalone app called Holoscape I’m working on the Steam release now. You can wishlist it here: https://store.steampowered.com/app/4639540/Holoscape/
- @UltraChip (5): Cool idea! Have you tested this in Proton by chance (or done a native Linux build)? Seems like the type of app that wouldn't be happy in a sandbox.
- @Kearnsy09 (3): Nice! Do you think you could make this into a standalone app?
- @QuanTradin (3): 2% CPU while tracking a face is a number I'd have guessed wrong by a lot. does it fall apart with two people in front of the webcam?
- @Apart-Medium6539 (2): Thanks! Windows only for now I can’t confirm Proton compatibility yet. Getting the webcam tracking and desktop integration working on Linux would need testing.
作者上线免费网页版 SVG 编辑器 v0.1，支持 PDF、STL、Figma、PSD 等多种格式导入导出，提供网格、滤镜、矢量化和模拟 3D 透视等高级功能，完全前端运行带少量广告。
Hey everyone. My svg editor version 0.1 just went live, I'd like to present it here in the link below. https://tools-4all.com/svg-editor Small highlights or our editor, supports a BIG variety of impo…
受众观点：① 用户惊讶于 0.1 版本就支持 PSD、Figma 等复杂格式的纯前端解析，并建议用更轻量的赞助方式替代画布上的横幅广告（@Less-Stranger-62, 4分） ② 多人反馈编辑体验流畅，特别称赞实时代码编辑和“适配浏览器窗口”对单屏多任务很友好（@b00mandbum, 4分） ③ 有人注意到演示视频较简单，但对网格工具和丰富导入导出能力印象深刻，想了解作者如何在浏览器里实现这些解析与渲染（@oval_definition, 3分）
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- @Less-Stranger-62 (4): Doing PSD and Figma import fully in the browser at 0.1 is a wild amount of parsing to ship at once, so fair play if it actually holds up on a real file. On the ads, a single sponsor line from an icon pack site would probably cover hosting without banners sitting over the canvas.…
- @b00mandbum (4): OMG! Definitely what I was looking for! I can finally forget about portable Inkscape. Live code editing works flawlessly, and the "fit the browser window" option is a game-changer for multitasking on a single screen. Awesome tool, thanks for creating this!
- @FisterMister22 (4): The demo video is nothing to write home about, but I've uploaded it here, hope it helps giving the gist of the editor, keep in mind it only shows a very limited set of tools and capabilities as I did not want to make it too long. https://streamable.com/9xlhe8
- @FisterMister22 (4): We are planning to port it to mobile via Tauri once we get it to a point we are fully satisfied, but if there's demand for it it'll be easy enough to port it to desktop too with Tauri, so I'll definitely add that to my checklist!
- @oval_definition (3): this is actually really smooth for a v0.1, the mesh tools caught me off guard the import/export range is nuts, most paid editors don't even handle half those formats. curious how you managed figma and psd parsing client side without it becoming a mess
开发者为 hacktoberfest 第二周整理了网上各种程序化生成技术，做成一个零依赖的 vanilla JavaScript 库 procedural-almanac，可在浏览器和 Node 中生成类似随机岛屿的世界。
For week 2 of r/hacktoberfest I cataloged all the procedural generation techniques I could find online and put them into a library using vanilla JavaScript. Every technique in the library includes a…
受众观点：① 评论普遍觉得这个库很酷，称赞作者整理了大量程序化生成技术并给出可用实现（@real_billmo, 4likes） ② 有人关心能否用于独立平台游戏等更多场景，以及像像素尺寸一致性这类在实际项目中的细节问题（@kugelblitz010, 3likes） ③ 也有开发者关注是否支持种子生成、能否通过同一 seed 重现同一座岛屿，说明可重复性是重要需求（@gamey-opts, 3likes；@captain_obvious_here, 3likes）
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- @real_billmo (4): This is awesome. Well done.
- @kugelblitz010 (3): This is amazing and could see this having really cool applications! Is it limited to a generated world map or could this be applied to an indie platformer? Also are you doing anything to make sure that pixels stay a consistent size? Again this is really really cool and thanks fo…
- @gamey-opts (3): is it seedable? would be nice to get the same island back from a seed
- @captain_obvious_here (3): Demo clearly shows it is
- @captain_obvious_here (3): I wish I could have a few months off, just to play with that kind of stuff and make fun stuff based on it!
一位创始人分享自己推出投资组合分析应用edgio后，烧钱投Meta和Reddit广告几乎零转化，真正带来前两位付费用户的是与一个拥有30万德语用户的投资组合应用做集成导入。
I launched edgio in September. It's a portfolio analytics app: you see risk, signals and diversification in one clear score and follow a rule-based system instead of guessing. Building it was the par…
受众观点：① 有人提醒不要被AI连接器分散精力，建议先盯紧当前集成渠道的转化率，优先优化从导入投资组合到完成核心风险评估这条路径（@Anshkoshmod, 1likes） ② 评论者普遍认可通过接入已有30万用户的投资组合应用是聪明的分发策略，认为这比小额广告更快验证付费意愿（@LieMysterious2896, 1likes） ③ 也有讨论围绕下一步分发渠道选择，提到可以通过合作方文档/Newsletter、与德语财经创作者合作演示，以及围绕导入和设置问题做搜索内容来获取更精准流量（@Anshkoshmod, 1likes；@skyflaier, 1likes）
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- @Anshkoshmod (1): Building AI connectors distracts from a working distribution channel. Track what percentage of imported portfolio users complete your core risk audit, then test a second portfolio import format before building new features.
- @skyflaier (1): Absolutely, I don't want to put too much time into AI connectors. Which other distribution channels come to your mind?
- @Anshkoshmod (1): I’d test three small routes: a short import-to-first-report walkthrough shared through the existing app’s docs or newsletter, if they’re willing; a demo with a German-speaking finance newsletter or creator whose audience already tracks portfolios; and search content answering th…
- @LieMysterious2896 (1): That step line is oddly satisfying. Congrats on the first paying users, breaking through zero is the hardest hump. The integration move was smart, all those users already primed with their portfolio data sitting there ready to import.
- @skyflaier (1): Thank you!😀 I was trying to find more investment apps which offer these integrations but by now it's the only one I found (at least in german speaking markets). So I started building connectors for Claude and ChatGPT we will find out how that works
一位创始人回顾自己做 SaaS 三年几乎零增长、频繁换技术栈和营销方案后才刚看到起色，询问大家从投入到看到牵引通常要熬多久。
I am asking, because I finally starting see progress after 3 years. 3 whole years of opening my laptop, 0 user growth months, debugging AWS via cloud watch logs. Stressing over spending. Thinking my…
受众观点：① 有人自嘲如果用投入时间除以收入，回报率接近无穷大，反映很多人长期几乎没赚到钱（@saito200, 3likes） ② 有评论指出 36 个月是业务开始出现牵引的常见周期，印证 OP 的三年并不算慢（@garrickvanburen, 3likes） ③ 也有人分享自己做了 12 年细分市场才稳定吃饭，说明长期深耕冷门领域虽然慢但能养家（@HalastersCompass, 2likes）
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- @saito200 (3): if I divide the time I have spent on SaaS by the income it generated, the answer is infinite
- @garrickvanburen (3): 36months is how long it typically takes for a business to start seeing traction.
- @bccorb1000 (2): hahahaha!
- @Travy-Guigourese (2): dividing by zero energy right here
- @HalastersCompass (2): I'll see your 3 and raise you 12.... Niche stuff sucks but pays the bills
作者做了一个叫 clipmaps 的 Chrome 插件，用 LLM 读 YouTube 字幕，把长视频切成带标题和一句话摘要的片段，并高亮值得看的部分和赞助段，帮助用户少拖进度条多看重点。
Long youtube videos were killing me. podcasts, lectures, 40 min reviews where the actual answer (for which I clicked the video) is somewhere buried in the video that i'd end up dragging the progress…
受众观点：① 被长播客和评测视频折磨、想快速跳到答案的重度 YouTube 用户，最在意高亮片段是否可靠、能否一键跳过赞助（@QuanTradin, 1score） ② 有注意力问题或自认 ADHD 的用户，对这种自动标注重点的工具天然感兴趣，也会关心模型选择和体验细节（@arthur_schopenhauer1, 1score；@itsmeash7, 1score） ③ 对底层技术好奇的开发者，关注作者用哪些便宜模型（qwen、deepseek、mistral small、gemini flash）组合出速度和成本的平衡，以及是否有纠错和反馈闭环（@itsmeash7, 1score；@isrealityinthemind, 2score）
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- @isrealityinthemind (2): the glowing "worth watching" markers are the whole product, which means one bad ranking on a user's first video is fatal - they never trust the map again. whatever the first-run flow is, make sure it lands on a video where the ranking is rock solid. related: is there a correctio…
- @arthur_schopenhauer1 (1): Really cool stuff, my adhd brain would love this lol. Which model are you using to extract these snippets?
- @itsmeash7 (1): haha thank you, it was basically built for my adhd brain too. it's an llm reading the video's captions. tried a bunch of the cheap ones like qwen, deepseek, mistral small, gemini flash, and went with what's fast and cheap enough to use. if you tried it i'd love to know which par…
- @QuanTradin (1): the sponsor-read color is the bit I'd install this for. chapters tell you where things are, not which ones to skip.
- @itsmeash7 (1): ikr the last thing i'd want is a random sponsor plug in a podcast that totally spoils the experience for me. as for the chapters, knowing where the meat of the video is really helps you save time
作者更新了自己的 3D 视差动态壁纸 Holoscape，用摄像头跟踪头部移动来改变桌面透视效果，经过数月优化把 CPU 占用压到约 2%，并准备在 Steam 上发售。
A few months ago I shared Holoscape here, a wallpaper that uses your webcam to shift perspective as you move your head. Since then, I’ve spent months improving stability and performance. It now uses…
受众观点：① 喜欢桌面美化和动态壁纸的玩家，对比 Wallpaper Engine 等现有方案，更关注真实 3D 视差和低占用是否能长期开着（@Rika-Hates-Borders, 2score） ② 游戏和图形爱好者，会联想到把这种头部跟踪用在游戏里的新玩法，关注未来是否能扩展到交互内容（@Jatinchd, 2score） ③ 对性能和资源占用敏感的用户，会质疑「2% CPU」这类说法在不同机器上的真实表现，担心长期开启对系统的影响（@Erde555, 2score）
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- @Maleficent_Code_257 (2): Great work! Can't wait to see how it evolves.
- @Rika-Hates-Borders (2): hell yeah, always wanted something like this, wallpaper engine just didn't cut it for me
- @Jatinchd (2): dang, this could be new meta in gaming if implemented right
- @that_brown_nerd (2): https://i.redd.it/mld5d8aequyh1.gif
- @Erde555 (2): you know what a cpu is right?
独立开发者开源 Loomkeep，自托管一站式媒体库，可在自己服务器上统一管理剧集、电影、动漫、游戏、书籍和音乐并从多平台导入历史记录。
My series and movies lived in TV Time, my books in Goodreads, my games in Infinite Backlog. When TV Time shut down I decided to build a replacement I'd own, and it grew into Loomkeep: one library for…
受众观点：① 想摆脱 TV Time、Goodreads 等云服务锁定、希望完全掌控观影阅读数据的重度媒体爱好者 ② 已经在用 Jellyfin、Navidrome 等自托管媒体服务、希望有统一进度和统计面板的 selfhosted 用户 ③ 对用 AI 辅助写代码、构建 AGPL 开源项目感兴趣的独立开发者。
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- @psychedelic_tech (10): ai;dr
- @archdukemovies (5): This might be good to use as a backup for when letterboxd gets sold
- @pagem (2): Wondering if this automatically pulls what i have watched, listened to or read from other services I might be using like Jellyfin, Navidrome or Bookorbit?
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @loomkeep_dev (1): Hey! Not yet, but this feature is already present on the roadmap! 😉 Out of curiosity, which one would be your highest priority to connect first?
发帖者分享收到公司付费调研邮件的经历，只要是 ICLR、IMCL、NeurIPS 等会议的一作就能做问卷拿每篇 300 美元，并通过推荐机制额外分成，邀请其他研究者私信参与。
Sorry if the flair is wrong. I didn't see one that fit. Not sure if anyone else has been receiving these emails, but companies are offering money for you to submit some answers to questions based on…
受众观点：① 已有 NeurIPS 等顶会论文、关心这类付费问卷是否靠谱以及回款体验的研究者（@OutsideSimple4854, 2score；@Icy-Park4287, 1score） ② 担心论文版权归属、不确定把研究过程细节交给第三方是否合规的作者（@Ok-Material7111, 2score） ③ 想通过推荐链接多赚一些补贴、在评论区互相私信对接的学生群体（@OutsideSimple4854, 1score；@Icy-Park4287, 1score）
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- @OutsideSimple4854 (2): Lol I received that email two weeks or so ago. Replied to that, still waiting as of today to get back to me, despite having a first author NeurIPS paper.
- @Ok-Material7111 (2): doesnt the conference owns the copyrights on the published paper?
- @Icy-Park4287 (1): Odd. I did the survey for two papers and got the 600 without much issue
- @OutsideSimple4854 (1): Feel free to dm me your referral. It’s g..d right?
- @Icy-Park4287 (1): Let me dm you
作者分享自托管相册工具 Foldergram 的 v1.3.0 更新，它能扫描本地照片视频文件夹生成类似 Instagram 的时间线，这次新增轮播图帖子、带过期和密码的文件夹分享、排除特定文件夹以及多项视频和移动端体验修复。
Hey everyone, I posted Foldergram here before and wanted to share the latest update, v1.3.0. For anyone new to it, I originally built Foldergram for my old backup photos. I wanted to browse them like…
受众观点：① 有用户在展览现场用 Foldergram 展示作品，反馈轮播更新来得稍晚，并提到通过 cron 脚本解决自动刷新新图片的问题，说明这个工具在实际场景中已经减轻了布展压力（@Ephoras, 3likes） ② 也有人希望它能和 Immich 打通，通过在 Immich 中创建特定相册自动同步到 Foldergram，用于更灵活的分享工作流（@2TAP2B, 3likes） ③ 其他用户则对轮播分组和带过期时间的文件夹分享表示认可，认为能缓解时间线被大量相似照片淹没的问题，同时方便一次性分享旅行照片给亲友（@OftenCourageous, 2likes）
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- @Ephoras (3): Damn that carousel post update came like… two days to late :) We are using foldergram from an exhibition that’s currently running and having images in a carousel was one of the features I truly missed. As well as automatic pick up of new images, but we solved that with cron and…
- @2TAP2B (3): Pretty nice. What about a connection between Immich and Foldergram? So basically my idea is to create an album in Immich called foldergram-share or whatever, and all photos I place there appear in Foldergram. That would be an awesome feature.
- @OftenCourageous (2): oh nice, the carousel grouping is exactly what i've been missing. been dumping old phone pics into year folders and the feed gets so cluttered without a way to bundle the 15 nearly identical shots of my cat. folder sharing with expiration is a slick touch too, perfect for sendin…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @sajjadalis (1): Ah, bad timing! Carousels have been on the main branch for a while now, but a few issues delayed the release. It's really nice to hear you're using Foldergram for an exhibition! I wish I'd known sooner. I might have been able to get the update out in time for you. Would love to…
开发者展示自己用公开数据做的开源股票市场工具 Open Market，提供免费财报日历、恐惧贪婪指数和关键市场日期等功能，试图替代收费二十美元的 Earnings Hub。
Hi, fellow devs If you enjoy some stock trading after yelling at Claude/Codex all day, than we are in the same boat. I like to keep an eye on earnings and major key indicators (always forget about th…
受众观点：① 有用户肯定这个站点 UI 简洁、加载很快，还特别喜欢免费提供恐惧贪婪指数和财报日历，认为比被 20 美元订阅割韭菜舒服多了（@Fragrant_Basket_1637, 3分） ② 作者在评论里回应会继续做通知功能，并提醒已经有按股票筛选的 watchlist 过滤，说明有人在关心个股级别的提醒和自定义能力（@NetworkEducational81, 1分） ③ 也有用户简单夸赞界面好看、体验不错，说明在这类工具里性能和视觉设计都被注意到（@pink-niples123, 1分） ④ 另有人吐槽 UI 像是抄某现有产品，隐含对原创设计和品牌差异化的担忧（@Alkanna, 1分）
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- @Fragrant_Basket_1637 (3): nice work on this, clean UI and loads fast too. the fear/greed at 26 is rough but at least it tracks that data without the $20 paywall think notifications would be useful for earnings drops, especially if you can filter by ticker. starred the repo, will poke around the code later
- @NetworkEducational81 (1): Thanks. Will wok on notifications. The stock filter is there under watchlist menu.
- @pink-niples123 (1): Man UI is looking good
- @NetworkEducational81 (1): Thanks. Was worrying it’s a bit busy with all lines. I was sticking for a clean look
- @Alkanna (1): UI straight up ripped from ArtCraft lol
作者上线了 exactimageresizer.com，一个在浏览器本地处理的免费图片压缩工具，可同时设置宽高和 KB/MB 上限，解决各类表单对头像或证件照尺寸和体积的苛刻要求。
i built exactimageresizer.com for images that need specific dimensions and a file-size limit, like a photo that needs to be under 50kb for a form. you can set the width, height and maximum size in kb…
受众观点：① 经常被招聘网站、政府表单、学校系统卡在「图片太大/尺寸不符」这一步的普通用户，会对无需注册、直接在浏览器压缩的工具很感兴趣（@derekleeth, 2score） ② 需要频繁处理头像、证件照、签名扫描件的职场人和学生，关注压缩后清晰度是否足够通过审核（@KangarooSwimming8139, 2score；@Aadi_1659, 1score） ③ 对图像处理细节和用户教育感兴趣的开发者，会注意到如何提示「压缩过重导致人脸和小字糊掉」、以及是否支持多格式输出等问题（@investigatormaker, 1score）
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- @derekleeth (2): This looks sweet. I'm book marking your site because in the past, it can be a PITA trying to get a new profile pic or something to meet the requirements on some sites.
- @KangarooSwimming8139 (2): Good tool
- @Aadi_1659 (1): thanks a lot!
- @Aadi_1659 (1): thank you so much
- @investigatormaker (1): I haven't tried it, but clarity will depend on how hard the limit squeezes. Fixed dimensions plus a 50kb cap means compression takes the hit, and faces and small text show it first. So put the result beside the original at full zoom with the final size, and warn when hitting the…
作者分享用 Svelte 和 Three.js 做的低多边形无尽驾驶游戏 Planet-0 Drive，介绍电池系统、任务与排行榜等新机制，以及从技术 demo 转向“好玩可探索世界”的设计思路。
2 weeks ago I shared Planet-0 Drive, an endless low-poly driving game I’ve been building with Svelte and Three.js (my first hobby game that I build after work and around weekends). First of all, than…
受众观点：① 玩家认为电池系统让人更关注地形与资源点，低电量慢速行驶制造紧张感但仍保持放松体验（@Gloomy_Estate_4608, 2分） ② 作者补充电池与稀有能量电池的设计细节，强调通过距离与提示来引导探索（@zaxwebs, 1分） ③ 有人关注从技术演示到进度系统的转变，希望看到在不破坏“chill”氛围下的长期进度设计（@BetInformal6081, 1分）
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- @Gloomy_Estate_4608 (2): The battery system is a smart addition, gives you a reason to pay attention to the landscape instead of just holding forward. I spent way too long trying to drift around a charging station with 2% left, that low-power crawl is painfully slow in the best way. The shift toward jus…
- @zaxwebs (1): Thank you! I'm really happy to hear that the battery system is working well in that regard! I've tried to balance the distances between stations so players never have to travel too far to find their next recharge point. There are also power cells that spawn rarely around the map…
- @BetInformal6081 (1): the sift from a technical demo to an actual exploration experience is interesting. i would love to see how the progression system evolves without losing that relaxed feel.
- @zaxwebs (1): Thanks, yeah, that's quite a challange. Lots to learn on this one.
- @StatsDota_Dmitrii (1): as a guy with way too many hours in one game, what brings me back is not rewards but a small goal for one session. like making it to the next charging station on almost empty battery sounds more fun than any quest list. do you track how long people actually stay per session?
作者讲述和妈妈一起把她用 Python 写的 CLI 单词游戏 ItWord 打磨成类 Wordle 的网页日更文字游戏，并分享基于 Django、HTMX、Postgres、Redis 和 Tailwind 的技术栈。
I've been teaching my mum to code in Python, and a few months back she made a little CLI game where you have to enter words using the start and end characters from a single word. She named it ItWord,…
受众观点：① 多数玩家反馈游戏有趣、体验轻松，称赞这是很温馨的亲子项目（@bringsafe, 2分；@thud_mancake, 2分） ② 有人从重度文字游戏玩家视角肯定玩法质量，认为和自己常玩的类似游戏相比也不错（@Ciosciaa, 2分） ③ 评论者好奇技术栈和上线过程，提到自己做 side project 时最怕发布环节，关心作者如何把 CLI 想法变成 Web 产品（@powleads, 2分）
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- @bringsafe (2): Good job, I enjoyed it.
- @powleads (2): that is such a wholesome project to build together. testing it out now, what tech stack did you end up using for the web version? when I was building side projects I always dreaded the launch part so this is super cool.
- @thud_mancake (2): Fun game! Kudos to you both.
- @Ciosciaa (2): As someone that used to play similar word games daily for years, this was pretty good. Great job!
- @_Benefaction (1): Thank you very much 🙌
作者发布 Kodi 插件 CableBox 42，可以把你的 Kodi 媒体库变成类似有线电视的直播频道，支持正在播放中的节目、用本地广告片做“商业插播”、滚动电视指南频道、复古天气频道、频道间雪花噪点和夜间停播提示等效果。
CableBox 42 turns your Kodi library into a live cable lineup: shows already in progress when you tune in, commercial breaks from your own old-ad clips, a scrolling TV Guide channel, a retro Weather C…
受众观点：① 有人把它类比为 PseudoTV Live（PTVL），说明社区已经有类似方案，用户在对比新旧插件的差异和优势（@Legal-Swordfish-1893, 2likes） ② 有用户关心它在低性能硬件上的开销，具体询问是预生成节目单还是按系统时间动态计算，以评估对旧设备的负载影响（@MatuszewskaSid53, 1likes） ③ 作者则解释采用“滚动 12 小时 JSON 节目单 + 后台线程补齐”的混合方案，首轮构建时读取所有视频长度后缓存，实际播放时几乎零开销，并表示在 Odroid N2 上运行良好（@SeadogMcGrog1, 1likes）
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- @Legal-Swordfish-1893 (2): So, a copy of PTVL.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @MatuszewskaSid53 (1): does it pre-generate the schedule into a database or just calculate what should be playing on the fly based on the system clock? curious how much overhead it adds on lower powered hardware.
- @SeadogMcGrog1 (1): Bit of both. It pre-builds each channel's schedule a rolling 12 hours ahead (6, 12 or 24, your choice) and saves it as a small JSON file per channel, no real database. While you watch, it just looks up "what's on right now" in that list by the clock, which is basically free. The…
- @InsidiousBuyout_69 (0): This is the kind of pointless nostalgia tech I absolutely need in my life.
作者分享自己做的 iPhone 摆钟类专注应用 Tempus Fugit，用实体钟表质感加番茄钟和摆锤动画，主打让手机变成安静环境的一部分而不是再一个催促效率的屏幕。
I’ve been thinking about how we approach focus. Almost every productivity app tries to help us do more, work faster, or squeeze more out of our day. But sometimes, I don’t need another app pushing me…
受众观点：① 有共鸣于被各种效率 App 压得更焦虑的独立开发者和知识工作者，会关注这种更温和的专注工具设计思路（@QuanTradin, 3score） ② 讨论番茄钟 vs 环境钟表两类工具适用场景的用户，关注「避免工作」「容易分心」这两种不同阻力（@isrealityinthemind, 2score） ③ 对具体功能细节感兴趣的潜在用户，关心摆锤、番茄计时、StandBy 支持和小组件等是否真能融入桌面环境（@suniltarge, 多条评论）
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- @QuanTradin (3): a phone that sits on a stand and just swings is a nice inversion of what phones usually do to you.
- @isrealityinthemind (2): the two aren't rivals, they serve different resistance. a pomodoro timer is for work you're avoiding; an ambient clock is for work you want to do but keep getting pulled out of. there's a hardware tension in the concept though: the calming object lives on the distraction device.…
- @suniltarge (1): I love that way of looking at it! 😄 That’s actually the idea behind it. It’s more than just a swinging pendulum though. It also has a Pomodoro focus timer, different clock skins, widgets, StandBy support, and a few little details that make it feel like a real focus clock. The pe…
- @QuanTradin (1): standby on a nightstand is where I'd actually use it. the pomodoro is a nice add, but the pendulum is what people will screenshot.
- @suniltarge (1): This is such a thoughtful review feedback. Please also rate my app if you’ve already installed. BTW, the distinction between work you’re avoiding and work you want to do but keep getting pulled away from really resonates with me. Tempus Fugit actually has app blocking during foc…
自托管玩家详细描述 Topton N5105 主板上多块 Intel I226-V 2.5GbE 网口频繁掉线、降速到 100M 的疑难故障排查过程，寻求稳定 2.5G 链路的解决方案。
TL;DR: my 4x I226-V 2.5GbE ports keep dropping/retraining the link and occasionally downshift to 100 Mbps for days. Ruled out cables, EEE, router, and driver version. Has anyone fixed this at 2.5G —…
受众观点：① 准备买 Topton/CWWK 这类 N5105 小主机做软路由或自托管节点的玩家 ② 已经在家里部署 2.5G 网络、但偶尔遇到莫名掉线或速率不稳的技术用户 ③ 给中小团队搭实验室或 homelab、需要在成本和稳定性之间做硬件选型的工程师。
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- @DidacticAuthority555 (2): the cadence of the whole thing feels like a sysadmin who hasn't talked to a human in three weeks, not a bot
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @RayneYoruka (1): Another one that I see with a failing i226v-Rev4.. I moved away to 10G. It got exhausting
- @eldawktah (1): I know this doesn't help if you're trying for 2.5 but I've had to disable advertising of 2.5 in order to stabilize at 1G when connecting these nics to certain devices (to prevent flapping/drop to 100M)
- @master_overthinker (0): AI was used to diagnose and fix a problem. When it couldn't, I asked it to write its findings for me to ask online.
自托管爱好者推荐 TypeType 这款可自建的 YouTube 前端服务，支持隐藏短视频和推荐、内置 Sponsorblock/DeArrow、本地推荐系统以及多平台客户端。
Hello all! I’m mostly just a lurker of the sub but I wanted to share one of my most used service. I tried probably all solutions to bypass using YouTube directly and after many different setups, I fi…
受众观点：① 关注隐私又离不开 YouTube 的技术用户，想用自托管前端替代官方客户端的人 ② 已经在家里跑一堆 Docker 服务、愿意多折腾一个视频入口的 selfhosted 玩家 ③ 做内容聚合或视频相关产品、想研究 YouTube 非官方前端交互和推荐机制的独立开发者。
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- @Toastienergy (2): I didn’t use any AI for the post. The stand on AI for the project can be found here: https://github.com/TypeType-Video/TypeType/blob/main/AI_TRANSPARENCY.md
- @Cynical-Potato (2): These would be great if they had apps for mobile platforms
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Toastienergy (1): Like I already wrote, android and android TV is already available. iOS and appleTV is coming :)
开发者在为别人干了十年后首次独立做 SaaS，推出面向装饰行业的 decorshot.app，用 2D 效果图和后续移动端帮助装饰师远程展示和管理客户场地布置。
Hey reddits, I am happy to annouce that after 10 year of develipment for others to start something fully on my own. I will try for some time and if doesn't succeed, well that is life I will start som…
受众观点：① 评论认可 2D 预览能在装饰前消除大量不确定性，但提醒项目管理功能可能难以替代装饰师已有的表格和工具，迁移成本高（@PresenceAdept8890, 2likes） ② 有人建议把“客户发照片、立刻看到现场效果”作为核心卖点，先把这条链路打通，再考虑项目管理，并强调要贴合他们当前通过 WhatsApp/Instagram 获取照片的习惯（@patryk_builds, 2likes） ③ 开发者本人回应已在落地页加入前后对比图，并把社交应用内返回预览链接纳入 backlog，说明方向与评论区建议一致（@cybrainiumX, 1likes）
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- @PresenceAdept8890 (2): congrats on shipping something. the 2D preview idea is actually pretty smart for decorators, takes out a lot of the guesswork before they commit to hauling stuff to a venue one thing i'd push on is the project management angle. if competitors dropped off there, that might be bec…
- @patryk_builds (2): Congrats on making the jump, 10 years building for others is a long time.The client sends a photo, sees the decoration on the spot part is the real hook. that's what closes the sale for the decorator, so i'd make that the whole pilot and leave project management for later.Also w…
- @Important-Agent5109 (2): Good 👍🏻
- @cybrainiumX (1): Thank you for the nice ideas. In the coming soon page I have added before/after images which actually use my project. Did you had something different in mind?
- @cybrainiumX (1): Thank you for leaving that feedback, it matter a lot for me because I do have that in my backlog. Many of them do use whatsapp or instagram, mainly instagram. Still dont know how I am going to achieve that but I will think when I get there.
作者在做一款叫 Handpicked 的电影推荐 App，用一副随机洗牌的卡片展示每部电影和一句话推荐理由，避免算法排序和评分体系，让用户像听朋友说“看这部”一样发现影片。
Looking for a movie, but tired of scrolling lists and reading threads? What you want is a person saying watch this. Handpicked is full of them. One deck of cards. Each card is a movie someone posted,…
受众观点：① 对流媒体推荐疲劳、厌倦刷长列表的影迷，会关注这种一人一句话推荐是否更高效、更有人味（@Top-Welder7050, 2score） ② 熟悉 Letterboxd、Mubi 等产品的重度用户，关心 Handpicked 在内容组织和发现路径上到底有何差异（@Top-Welder7050, 2score；@alper111, 1score） ③ 对产品机制感兴趣的开发者，会注意到「随机洗牌但可快速跳过弱 pitch」这类交互建议，思考如何在保持公平曝光的同时避免被少数差卡片拖累体验（@QuanTradin, 1score）
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- @Top-Welder7050 (2): Shuffled, not ranked" is still an algorithm, you just don't show it. A person saying watch this already exists, it's called a Letterboxd list, and Mubi has been handpicking for years, so what's the deck doing that a list of five titles doesn't?
- @alper111 (1): This is a really good question to actually showcase how we differ. - Yes, it's an algorithm, but not like other streaming or other recommendation platforms where they rank movies based on popularity or score. In our app, it's just random and all cards have the same priority. - L…
- @QuanTradin (1): shuffled and not ranked is a nice idea, but it means one lazy pitch costs the whole deck a card. I'd keep the shuffle and let people skip a pitch quickly, so a weak one just disappears from their deck.
作者发布 Larawag NPM 包，用 three.js 在浏览器中渲染自定义恒星系，可通过 @larawag/core 及 React、Angular 集成快速搭建系外行星等“艺术想象”星系可视化。
Hey guys, I wanted to share this package I've been working on in the last few days for a bigger project. It's basically a NPM package that allows you to create your custom stellar systems and uses th…
受众观点：① 有人称赞能同时支持 React 和 Angular，且在手机上运行流畅，关心在多行星场景下的性能表现（@tiresome_devolution, 2分） ② 作者回应修正文档小错误，并专门测试 20+ 行星场景，准备发布“Performance test”示例方便大家自测（@rachzera, 1分） ③ 有评论质疑这类 three.js 太阳系 demo 泛滥，更在意数据来源与精度，想知道是简单周期参数还是完整轨道要素驱动（@Mountain-Macaroon907, 1分）
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- @tiresome_devolution (2): this is pretty cool, i like how you made it work with react and angular too, that's a nice touch the live demo runs smooth on my phone which surprised me cause usually three.js stuff gets laggy real quick. the orbits look clean one thing i noticed in the example code, you import…
- @rachzera (1): maybe just a typo in the post idk Thx for the heads up! I believe it's fixed now. Regarding the performance on 20+ planets, I've just tested it with that exact amount and was completely smooth. I'll be publishing a new example right now called "Performance test", so you can test…
- @Mountain-Macaroon907 (1): the 'Artist's Impression' label in the corner is killing me. its a 3d render you made in javascript. the whole thing IS the artist's impression, thats what a render is, you dont put a museum placard on your own sphere geometry. and 'in the last few days' is kind of the whole sto…
- @rachzera (1): About the artist's impression, yeah you're right, but that's just the label that comes in the default configuration itself (it's fully removable/customizable btw), and as it is meant to be a showcase example of the lib, I decided to not remove it. there must be a hundred solar s…
发帖者分享自己用神经进化训练游戏 AI 的经历，询问这种神经进化方法在工业界和研究界是否仍然有用以及与强化学习的关系。
I've experimented using neuro-evolution to train AI to play a variety of different games and I'm just curious as to how or if this technique is actually really used anywhere in industry or if people…
受众观点：① 关注神经进化是否可视为无梯度强化学习、以及与传统反向传播优化关系的研究者和学生（@yannbouteiller, 4score） ② 想了解该方向最新研究进展和代表性论文、工具链接的读者（@Witty-Elk2052, 2score）
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- @yannbouteiller (4): Some techniques can be seen as gradient-free reinforcement learning, yes. Or backprop-free optimization more generally. There is certainly a fair amount of interesting research going on around this topic. For instance, I recommend reading the EGGROLL paper: https://arxiv.org/abs…
- @Witty-Elk2052 (2): worth mentioning Dust as well https://qlabs.sh/research/dust
作者介绍了 Gear，这个受元学习启发的开源框架，把任务 agent 和 meta-agent 分离，用来做 RSI 搜索与评估，并在多项基准上用 GPT 5.6 Luna 提升通过率并大幅降低成本。
After reading a bunch of RSI papers, I keep coming back to familiar problems from RL and evolutionary search: Sampling: How do we find promising changes efficiently? Evaluation: How do we know a new…
受众观点：① 正在做多步骤 AI agent 或自动化工作流的开发者，想系统化优化 prompt、工具组合和上下文管理的人 ② 对 RSI、GEPA、RRSI 等研究方向感兴趣、但希望看到工程落地案例的技术读者 ③ 关心推理成本和任务成功率权衡的团队，希望借鉴 Luna 与 Astra 成本对比和 staged evaluation 思路。
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发帖者用 PyTorch 从零搭建并训练了一个约八百万参数的小型 Transformer LLM，当作实验平台实现论文想法，并询问在 r/MachineLearning 分享这些实验博客是否合适。
Hey everyone! I've built and trained a small LLM (~8M parameters) from scratch using PyTorch, mainly as an experimental lab where I can implement and test ideas from different research papers. I've b…
受众观点：① 关心 r/MachineLearning 审稿标准、认为自学型实验与专业研究兴趣存在落差的版友（@ComplexEigentoast, 1score） ② 正在自学大模型实现、想知道自己实验是否适合发在专业子版块的新手读者（从帖子语境推断）
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- @ComplexEigentoast (1): Probably it is not okay. This is a sub with specialized experts and, while I understand your intentions are good, the experiments you are making are more of a self-learning type than a research interest for people looking at this sub. I encourage you to document your leaning in…
一位开发者反思自己构建的AI代理流程里每一步都被强制要求做选择，导致即使输入是垃圾信息代理也会硬着头皮执行操作。
For months every step in my agent had to answer yes or no, pick a tool, pick a category so it always did, even when the input was garbage.
受众观点：评论区尚无有效讨论，暂时看不出其他开发者的具体反馈或不同实现方案。
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发帖者好奇团队在对接大型厂商 API 时，实际是如何阅读和消化对方文档的，想了解真实工作流而不是理论上的最佳实践。
I’ve been thinking about how teams actually work through vendor API documentation, and I realized I don’t really know how it goes in practice.
受众观点：评论区尚无有效讨论，暂时没有可提炼的受众关注点。
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发帖者在一台只有 16GB 内存且无 GPU 的旧迷你电脑上自托管，想找一个轻量级解析器把几千个 PDF 批量转成 Markdown，方便本地大模型和搜索使用。
looking for a parser that can live on an old mini pc (16gb and no gpu) and turn a pile of files into markdown for a local model and search
受众观点：① 帖子目前没有评论，说明大家要么还没看到，要么还在思考具体工具链，对“低配置机器如何高效批量处理 PDF”这一细分需求还没有现成共识或推荐方案 ② 也反映出相比花哨的前端 UI，社区对底层文档解析和预处理链路的经验分享相对缺乏，很多人可能各自摸索但没有系统总结出来。
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SKI 是一款语音优先的编码代理控制工具，可以同时运行多个 coding agents，并通过语音对话协作且所有改动需人工审核后才能合并。
SKI
受众观点：① 读者关注可以把多个编码代理同时跑起来协作，觉得对复杂项目可能很有帮助（来自产品描述的反应） ② 大家对语音对话式写代码感兴趣，认为比纯文本 prompt 更自然，尤其适合边思考边修改需求的场景 ③ 有人注意到它兼容 Claude Code、Codex、Cursor 等现有工具和订阅计划，关心是否能在不增加成本的前提下提升现有工作流
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- @anon (0): Title: SKI: Voice-first coding harness for all your agents | Product Hunt URL Source: https://www.producthunt.com/products/ski Markdown Content: --- title: "SKI: Voice-first coding harness for all your agents | Product Hunt" meta: author: John description: "Run all your coding a…
Specsight 是一款面向用 AI 快速迭代团队的产品可观测性工具，把代码变更自动整理成产品地图、功能知识库和清晰的版本更新说明。
Specsight
受众观点：① 读者关注在 AI 加速开发节奏下，如何让非工程角色理解代码改了什么、产品现在具体能做什么（来自产品描述） ② 有人对“活的产品地图”和自动生成功能知识库感兴趣，希望减少口头同步和文档过期问题 ③ 大家关心能否自动生成清晰的 release notes，让销售和支持在面对用户时不再依赖工程师临时解释
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- @anon (0): Title: Specsight: Product observability for teams shipping fast with AI | Product Hunt URL Source: https://www.producthunt.com/products/specsight Markdown Content: --- title: "Specsight: Product observability for teams shipping fast with AI | Product Hunt" meta: author: "Ola Pię…
telemetry.dev 是一款面向 AI agent 的 LLM 可观测性平台，把每次 agent 运行展示成一条 trace，细化到每个模型调用和工具调用的耗时、tokens、成本和错误。
telemetry.dev
受众观点：① 做多工具、多步骤 AI agent 的独立开发者，希望更好排查错误和控制 token 成本的人 ② 负责 AI 产品后端的工程师，正考虑从传统 APM/日志体系迁移到更适配 LLM 的 observability 方案 ③ 想系统做 prompt/eval 实验、但缺少统一 trace 视图和告警机制的团队或个人。
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- @anon (0): Title: telemetry.dev: LLM observability for AI agents | Product Hunt URL Source: https://www.producthunt.com/products/telemetry-dev Markdown Content: --- title: "telemetry.dev: LLM observability for AI agents | Product Hunt" meta: author: "Aikins Laryea" description: "telemetry.…
WinnerAdSpy 是面向移动应用和游戏市场的广告创意情报平台，聚合 200K+ 应用的 2000 万条广告创意，并用 Winner/Loser/Learning 评分帮助优化投放。
WinnerAdSpy
受众观点：① 做移动 App 或游戏的独立开发者和小团队，准备尝试付费投放但预算有限的人 ② 负责用户增长的 UA/growth 从业者，希望用更细粒度的创意情报和自动评分来指导 A/B 测试 ③ 对用 ChatGPT、Claude、Gemini 等通过 MCP 查询广告洞察感兴趣的技术向市场人群。
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- @anon (0): Title: WinnerAdSpy: Turn competitor ad insights into winning app campaigns | Product Hunt URL Source: https://www.producthunt.com/products/winneradspy Markdown Content: --- title: "WinnerAdSpy: Turn competitor ad insights into winning app campaigns | Product Hunt" meta: author:…