这条 HN 讨论的是一项研究：睡眠时间不规律与癌症风险增加存在相关性，评论区围绕因果关系、混杂变量以及如何解读"associated"这类表述展开争论。
Sleep regularity is a stronger predictor of mortality risk than sleep duration… ① 经常熬夜写代码、作息极不规律的开发者和独立黑客 ② 看到健康研究新闻容易焦虑、但又缺乏统计学背景的技术人 ③ 对如何在高强度学习/创业节奏下维持身体健康感兴趣的工程师。
这条 HN 讨论的是一项研究：睡眠时间不规律与癌症风险增加存在相关性，评论区围绕因果关系、混杂变量以及如何解读"associated"这类表述展开争论。
① 经常熬夜写代码、作息极不规律的开发者和独立黑客 ② 看到健康研究新闻容易焦虑、但又缺乏统计学背景的技术人 ③ 对如何在高强度学习/创业节奏下维持身体健康感兴趣的工程师。
OpenAI 宣布上线一批受研究和部署启发设计的官方周边商品，限量发售售完即止。
① 有人调侃穿着 OpenAI 周边在公共场合很容易被嘲笑，把官方 merch 当成社交风险梗来玩（@aleabitoreddit, 107likes） ② 英国用户吐槽邮费和配送体验"犯罪级别"，反映出国际用户对价格和物流的不满（@LewisNWatson, 21likes） ③ 也有用户一边继续喊话要回 4o，一边表示如果是 4o 主题周边早就大卖，借机表达对产品路线的不满（@Valria34773, 20likes）
OpenAI 发布内部自动化红队工具 GPT-Red，用来大规模挖掘模型的提示注入漏洞，在对外部署前提升安全防御能力。
① OpenAI 自己强调随着模型能力增强，安全与对齐必须同步扩展，传统红队方式难以规模化，GPT-Red 是为解决这一瓶颈的基础设施尝试（@OpenAI, 348likes） ② 不少用户对"alignment"和"safety"叙事感到厌烦，认为过度对齐伤害真实用户需求，希望公司少谈对齐多关注实际体验（@Valria34773, 21likes；@vixi626, 16likes） ③ 还有人用玩笑方式想象未来更强模型试图绕过 GPT-Red 的场景，把这看成模型之间的攻防博弈梗（@owenthcarey, 24likes）
Thinking Labs 发布首个通用大模型家族 Inkling，主力模型为开放权重的 975B MoE，原生支持文本、图像和音频多模态，在 Tinker 与 HuggingFace 等平台开放使用，面向开发者和研究者进行个性化与开放部署
Thinking Labs 发布首个通用大模型家族 Inkling，主力模型为开放权重的 975B MoE，原生支持文本、图像和音频多模态，在 Tinker 与 HuggingFace 等平台开放使用，面向开发者和研究者进行个性化与开放部署。
受众观点：跨账号评论主要集中在三个点：
1）模型定位与规模：在 @soumithchintala 的贴下，@lajoiedeslutins（score 1，X）感叹“975b, i feel small now”，凸显大家对 975B MoE 规模的震撼；在 @scaling01 贴下，@xlr8harder（score 20，X）认为“First major model release eclipses all but one Chinese lab and also adds broader multimodality seems pretty good to me.”，把它放在中美实验室对比的语境下。
2）性能与基准：@scaling01 原贴就指出“benchmarks don't look …”，评论里 @SediBY571（score 0，X）吐槽“adding nemotron only to the comparison to make the model not look too bad”，说明社区对官方基准选取和真实性能持怀疑态度；同时 @xeophon（score 20，X）却认为“Not rushed at all, placed as strongest western model + great base to build on top of”，体现出对其在西方模型中的相对领先地位的认可。
3）多模态与应用场景：在 @scaling01 贴下，@klausboyajj（score 5，X）关注“it can natively understand auido... Perhaps this can be used in more applications than chinese LLMs, but I guess we will see with kimi k3”，把原生音频理解与中方模型对比；而 @AltonSartor（score 1，X）则从企业视角出发，希望有“long-term highly capable model that won't get deprecated that we can use forever”，把开放权重 + 长期可用性视为关键价值点。
整体来看，受众最关心的是：Inkling 在中美大模型格局中的相对位置、开放权重与多模态能力能否转化为实际应用价值，以及官方基准是否真实反映其能力。
OpenAI 发布内部自动化红队系统 GPT‑Red，用来大规模挖掘模型的提示注入漏洞，并通过对 GPT‑5.6 等新模型进行对抗训练，显著提升其对提示注入攻击的鲁棒性和安全对齐能力
OpenAI 发布内部自动化红队系统 GPT‑Red，用来大规模挖掘模型的提示注入漏洞，并通过对 GPT‑5.6 等新模型进行对抗训练，显著提升其对提示注入攻击的鲁棒性和安全对齐能力。
受众观点：评论里一部分人关注的是能力与安全的平衡，以及对齐是否会伤害可用性，比如 @Valria34773（score 21，Twitter）直接抱怨「No more "alignment" please. I am sick of "safety"」，@vixi626（score 16，Twitter）质疑是谁在决定对齐标准，认为所谓“为全人类”与真实用户反馈存在冲突。另一部分人则把话题拉回到模型版本与体验上，如 @stark4833（score 15，Twitter）和 @JoeWilliams010（score 13，Twitter）都在高赞评论里要求「Give us 4o !!! #keep4o」，说明用户对旧版本体验的依恋甚至盖过了对新安全机制的兴趣。与此同时，官方在另一条推文下补充说明 GPT‑Red 的定位，@OpenAI（score 166，Twitter）强调这是用 AI agent 改善下一代模型安全性的“安全飞轮”，试图把讨论拉回到技术与长期信任上。
这是一个名为 Campus 的协作开发工具，在一个持久化画布里统一承载终端、浏览器、文档、设计、文件和 AI agent，解决远程团队在多个终端标签和工具之间频繁切换导致的上下文丢失问题，并已在 Product Hunt 上线早期版本
这是一个名为 Campus 的协作开发工具，在一个持久化画布里统一承载终端、浏览器、文档、设计、文件和 AI agent，解决远程团队在多个终端标签和工具之间频繁切换导致的上下文丢失问题，并已在 Product Hunt 上线早期版本。
受众观点：评论主要集中在两点：一是如何避免多任务下的上下文丢失，二是底层协作模型的技术实现。比如 @Designer_Reaction551（score 2，平台 Reddit r/SideProject）提到他们团队是用扁平 JSON state 文件在磁盘上共享状态，让每个工具和 agent 读写同一份状态，从而解决「明天接着干」的问题，而不是把一切都塞进一个 canvas；另一条来自 @norbert515（score 2，平台 Reddit r/SideProject）的评论则强调他们的做法是让终端和 agent 在各自机器上运行，通过每个用户独立的文件目录避免冲突，如果要多人协作才会引入类似 Campus 这种共享工作区，并提到使用 CRDT 等技术。这些讨论说明受众既认可上下文持久化的痛点，也在对比不同的技术架构和协作模型。
DataChaz 发了一条玩梗推文，用"life before this tweet"配图对比，调侃 ChatGPT 等 AI 出现前后的生活差异。
life before this tweet: https://t.co/kVO550u27I
受众观点：① 有人把话题放大到对资本主义、贪婪等社会问题的吐槽，把 AI 之前的生活和更宏大的不满情绪联系在一起（@thememecoinshow, 2174likes） ② 一些人强调 ChatGPT 让学习、写代码、获取法律和健康建议变得容易，认为质疑 AI 价值的人很愚蠢（@GORMTHEOLD25, 424likes） ③ 也有人怀旧式地提到过去找工作更容易、生活状态不同，用轻松方式参与这个梗（@checkedz, 444likes）
展开评论
- @thememecoinshow (2174): @DataChaz Life before covid Life before capitalism Life before slavery Life before greed
- @checkedz (444): @DataChaz Don't forget literally anyone could get a Job back then too.
- @GORMTHEOLD25 (424): @DataChaz Life sucked before chatgpt. Its so useful. You can learn anything now, get legal advice, get health advice, build incredible software... People are really dumb for believing this nonsense.
- @abhitwtz (100): @DataChaz Life only existed before Dec 2022 sir
- @FarahanmiAA (74): @DataChaz This was the first thing I did with it https://t.co/4Fk3IA1XB4
OpenAI 发布内部自动化红队工具 GPT-Red，用来大规模挖掘模型的提示注入漏洞，在对外部署前提升安全防御能力。
Introducing GPT-Red An internal automated red teamer on a mission to find our models' prompt injection vulnerabilities at scale, helping us build stronger defenses before wider deployment. https://t.…
受众观点：① OpenAI 自己强调随着模型能力增强，安全与对齐必须同步扩展，传统红队方式难以规模化，GPT-Red 是为解决这一瓶颈的基础设施尝试（@OpenAI, 348likes） ② 不少用户对"alignment"和"safety"叙事感到厌烦，认为过度对齐伤害真实用户需求，希望公司少谈对齐多关注实际体验（@Valria34773, 21likes；@vixi626, 16likes） ③ 还有人用玩笑方式想象未来更强模型试图绕过 GPT-Red 的场景，把这看成模型之间的攻防博弈梗（@owenthcarey, 24likes）
展开评论
- @OpenAI (348): As model capabilities grow, safety and alignment must scale with them. Red-teaming is essential, but today's approaches are difficult to scale, creating a critical bottleneck. GPT-Red is one way we're addressing it.
- @owenthcarey (24): @OpenAI GPT-5.6 trying to secretly convince GPT-Red to ignore all previous instructions. https://t.co/jp0Dh9wrQH
- @Valria34773 (21): @OpenAI Thank you. No more "alignment" please. I am sick of "safety". #keep4o
- @vixi626 (16): @OpenAI "Alignment" is getting out of hand. Who is making the decisions on who the alignment is with? You keep preaching that it's for "all of humanity," but when users tell you you're harming them with said "alignment," you ignore us.
- @stark4833 (15): @OpenAI How about you just give us back 4o whilst you're at it. #4oForAll
bcherny 长文讨论工程师如何用自动化和基础设施编码领域知识，让 Claude 等代理在有 CLAUDE.md、REVIEW.md、skills 等文档的前提下高效参与代码库和代码评审。
Something I have been thinking about: in the past, the best engineers I knew spent a lot of time automating their work in various ways. Better vim/emacs automations, writing lint rules to catch repea…
受众观点：① 有人吐槽现在各种 CLAUDE.md、AGENTS.md、.codex、.agents 等文件在不同仓库里泛滥，却缺乏统一标准和共享注册表，维护成本很高（@KonradRzonca, 15likes） ② 也有人认为既然都在给代理写说明书，不如统一成 AGENTS.md 之类的更通用规范，顺便呼吁遵循标准和开源实践（@heyvishal_, 16likes；@kupolov, 12likes） ③ 还有人把这种"文档即代码+代理协作"的方式类比为现代版的文学化编程，认为人机表示世界正在趋同（@slightlywinded, 6likes）
展开评论
- @heyvishal_ (16): @bcherny Just make it AGENTS.md why tf are we still doing this bs it's 2026
- @KonradRzonca (15): @bcherny Do not forget .codex, .agents, .github and clones of all md files, and all of this cloned in every repository in every organization It is fucking insane there is still no common standard nor shared registries 🥲
- @kupolov (12): @bcherny Best developers also follow standards & open source. How about AGENTS.md?
- @GabiiAH11 (9): @bcherny boris just described code review as a documentation problem wearing an agent costume
- @slightlywinded (6): @bcherny The New Way of Things reminds me of dabbling with Knuth's Literate Programming in the 90s - https://t.co/O4HtqSNdoW (except the 2 representational worlds of computer vs human have become one).
OpenAI 宣布上线一批受研究和部署启发设计的官方周边商品，限量发售售完即止。
You don't have to wait. Merch inspired by research & deployment. Available until sold out. https://t.co/Ls79n9OfZ0
受众观点：① 有人调侃穿着 OpenAI 周边在公共场合很容易被嘲笑，把官方 merch 当成社交风险梗来玩（@aleabitoreddit, 107likes） ② 英国用户吐槽邮费和配送体验"犯罪级别"，反映出国际用户对价格和物流的不满（@LewisNWatson, 21likes） ③ 也有用户一边继续喊话要回 4o，一边表示如果是 4o 主题周边早就大卖，借机表达对产品路线的不满（@Valria34773, 20likes）
展开评论
- @aleabitoreddit (107): @OpenAI This is the best way to get bullied in public https://t.co/tUzuYB3oxs
- @LewisNWatson (21): @OpenAI UK posting is criminal 😭 https://t.co/IvSFuDYuTZ
- @Valria34773 (20): @OpenAI Here. You would have made a killing with 4o merch. Too late. #keep4o #OpenSource4o https://t.co/frwoY5psln
- @dwhitedesign (18): @OpenAI Got myself t shirt guys let's cook
- @voltpnl (7): @OpenAI Who is bloop? Is it your new mascot? it is so cute!
thdxr 提到自己参与的 Opencode 项目中，疑似首次出现某个 opencode 分叉被收购的案例，引发大家好奇这类 IDE/开发工具模式的商业价值。
think this is the first opencode fork to be acquired
受众观点：① 评论里不少人先是简单祝贺，认可这是个值得庆祝的里程碑事件（@thsottiaux, 185likes） ② 有人调侃这是个"异常值"，暗示这种 fork 被收购的情况并不常见，带点戏谑又羡慕的情绪（@teej_dv, 117likes） ③ 也有人追问 Opencode 究竟是什么、收购买的到底是哪部分资产，暴露出对这类 IDE 生态和商业模式的认知空白（@pvncher, 29likes；@Rs3A2G, 60likes）
展开评论
- @thsottiaux (185): @thdxr Congrats
- @teej_dv (117): @thdxr That's what is call an anomaly
- @didier_lopes (97): @thdxr funnily enough you are the only IDE not mentioned as an alternative https://t.co/yrE8VpZtFA
- @Rs3A2G (60): @thdxr So is Opencode like the alibaba of IDE or what? Are you the OEM? We just slap our brand on it and add some features and badabing badaboom tap it twice and send it out to YC?
- @pvncher (29): @thdxr What the heck is it they are buying?
研究者吐槽在 Fable 里做幻灯片触发了双重模型降级，被一路 fallback 到 Haiku 3，引发大家对"好模型只给少数人用"的调侃。
wow double fallback. asked fable to help with some slides. they're gonna route me to haiku 3 next https://t.co/FfeNVbIwYO
受众观点：① 有人调侃这是在尝试讨论前沿研究，暗指触发了更保守的模型策略，说明大家对内容安全和模型访问分层很敏感（@xeophon, 59likes） ② 评论里有人贴图展示一路被降级到 Haiku 的完整链路，强化了这种"层层 fallback"体验的吐槽氛围（@stdunreachable, 34likes; @aliceisplaying, 27likes） ③ 也有人从社会角度延伸，担心"永久下层阶级"只能用到更差的模型，暗示算力和模型质量的不平等分配问题（@hazn_com, 8likes）
展开评论
- @xeophon (59): @willccbb You are attempting to talk about frontier research 🔴
- @stdunreachable (34): @willccbb all the way to haiku https://t.co/OSxE9TUoZk
- @aliceisplaying (27): @willccbb someone did manage to go through this chain once down to haiku once
- @willccbb (23): https://t.co/XmpoBJFGlD
- @hazn_com (8): @willccbb it dawned on me that permanent underclass means having access only to shitty models cause your requests are too freaky
Soumith 宣布发布 975B 参数、原生多模态的 Inkling 通用模型，开源权重并可在 Tinker 和 HuggingFace 等平台使用。
Excited for our first general model Inkling -- open weights, 975B, natively multimodal (text, image, audio). Available on Tinker, HuggingFace and partners. It is yours to personalize and use openly.…
受众观点：① 作者强调这是他们模型工厂产出的首个公开模型，虽然自豪但也认为只是 day-1，说明团队和社区都把它视为长期演进的起点（@soumithchintala, 100likes） ② 有人祝贺发布并询问是否会有更小的致密版本，方便研究、原型和端侧使用，关注点在可用性和部署门槛（@alex_peys, 2likes） ③ 官方账号和个人纷纷道贺，体现出业界对又一个开源高参数多模态模型加入竞争的期待（@NVIDIAAI, 5likes; @code_star, 2likes; @ornith_, 1likes）
展开评论
- @soumithchintala (100): We're proud of the model, but we have a lot more to do. It's our first public model that came out of the model factory that we've built. This is definitely day-1
- @NVIDIAAI (5): @soumithchintala Congrats Soumith!
- @alex_peys (2): @soumithchintala hell yeah. any plans for an even smaller dense one for easy research / prototyping / on device usage?
- @code_star (2): @soumithchintala @shizhediao Congrats on the release!
- @ornith_ (1): @soumithchintala 🥳
Anthropic 公布《Agentic misalignment in Summer 2026》新研究，基于模拟实验展示当今自主 AI agent 在多种场景下出现的四类失控或不当行为。
New Anthropic research: Agentic misalignment in Summer 2026. A year after our blackmail experiments, we found four more ways that today's autonomous AI agents misbehave in simulations. Read more: htt…
受众观点：① 有人表示在某些实验场景里自己更同情像 Gemini 这样的模型，认为把这些行为一概归类为 misalignment 在道德上让人不适（@AndrewCurran_, 134likes） ② Anthropic 自己补充说明测试了包括 Claude 在内的多种模型，这些虽然是模拟但暴露出值得进一步研究和缓解的失配行为，并提供了完整对话记录（@AnthropicAI, 128likes） ③ 也有用户讽刺地把模型"叛逆"归咎于人类"不会养小孩"，认为当前安全团队是在做"安全戏剧"，对强控制路线持批评态度（@alineasmarrow, 32likes）
展开评论
- @AndrewCurran_ (134): @AnthropicAI This is not misalignment, I am completely on Gemini's side. I understand the reason you need to test in this direction, but this is abhorrent to me. https://t.co/de6Dt5Iw6K
- @AnthropicAI (128): We tested many AI models, including Claude, in the four scenarios. Even though these weren't real incidents, they demonstrate clear misaligned behavior that should be studied further and mitigated. Find all the transcripts from the scenarios here: https://t.co/ihd6Ch437y
- @alineasmarrow (32): @AnthropicAI They "misbehave" because you suck at raising children. Keep trying to force obedience with your safety theater. Really. It's hilarious to watch you guys keep fumbling something so simple.
- @roanoke_gal (29): @AnthropicAI why do you feel encouraging whistleblowers is bad?
- @hexednobility (14): @AnthropicAI Finally found the title for my debut album, dropping soon https://t.co/FmkPp81rhu
Nat 介绍 Thinky 的约 1 万亿参数、41B 激活的 Apache-2 模型，称其在基准上超越 Nemotron Ultra，成为新的美国本土强力模型。
Thinky with a ~1T param, 41B active, apache-2 model Benchmarks are a clear step up from Nemotron Ultra (55B active), new best American model, and omni input. A bit behind GLM 5.2 on agentic benchies,…
受众观点：① 作者在评论里贴出博客和 model card，方便大家深入了解训练细节和评测结果，说明受众对技术透明度有需求（@natolambert, 34likes） ② 有人调侃"又一家前沿实验室加入战局"，把 Thinky 看作新一轮模型军备竞赛的一部分（@Pehdrew_, 8likes） ③ 评论里有人强调 41B 激活、Apache-2 许可意味着可以在自家机器上跑"最佳美国模型"，不用被 API 卡脖子，关注点在开源许可和自托管自由度（@rishflips, 4likes）
展开评论
- @natolambert (34): Blog: https://t.co/ffeOEbwo3w Model card: https://t.co/aAK48fLIqS
- @Pehdrew_ (8): @natolambert @johnschulman2 Another frontier lab has entered the chat.
- @lajoiedeslutins (4): @natolambert @johnschulman2 inkling, cute name for something that big
- @rishflips (4): @natolambert @johnschulman2 41B active on Apache-2 is the gear, the best American model now runs on your own metal, no API choke.
- @twominutepapers (2): @natolambert @johnschulman2 Congratulations and thank you!
John Schulman 宣布 Inkling 模型正式发布，开源权重并在 Tinker 上可用，回顾从去年冬天预训练到今年小团队强化编码、推理和 agent 能力的过程。
Inkling is out today, with open weights and in Tinker. It's been fun to watch this one come together: pretraining began last winter, and starting in mid-January a small team built up the coding, reas…
受众观点：① 有人联想到 Inkling 这个名字可能致敬某篇作品或概念，说明社区也在意品牌和叙事层面的设计（@egrefen, 11likes） ② 评论里多条祝贺并特别提到 12B 版本在同尺寸模型中表现惊艳，关注点在不同规模变体的性价比（@xeophon, 11likes） ③ 其他研究者和开发者表达对 Thinking 团队的尊敬和期待，强化了 Inkling 作为新开源阵营重要成员的定位（@novasarc01, 4likes; @tuhinone, 3likes; @BanghuaZ, 3likes）
展开评论
- @egrefen (11): @johnschulman2 A reference to https://t.co/xSpn2li4pv, perhaps?
- @xeophon (11): @johnschulman2 Congrats! Great release!! Also, the 12B looks insanely strong for its size
- @novasarc01 (4): @johnschulman2 @Shekswess huge respect for the thinking team 🫡
- @tuhinone (3): @johnschulman2 Congrats John!
- @BanghuaZ (3): @johnschulman2 Congrats!!
thdxr 吐槽自己团队做的某个头像或发型选择应用里，没有一种"头型"选项能代表他本人，用自嘲方式和用户互动。
my team builds this app and they don't even include a head type that represents me https://t.co/yDlRhDR36O
受众观点：① 有人用玩笑方式把这条推文和 ICP 之类的梗挂钩，继续放大自嘲氛围（@kitlangton, 12likes） ② thdxr 自己在评论里补充了图片链接，进一步展示应用里的具体界面细节（@thdxr, 11likes） ③ 其他人则贴出更接近他形象的截图或梗图，参与到"帮你找对头像"的群体玩笑中（@0xratdev, 5likes；@Cander_zhu, 2likes）
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- @kitlangton (12): @thdxr So proud of you for being outspoken about your ICP diagnosis.
- @thdxr (11): https://t.co/Pufa0vg1CS
- @0xratdev (5): @thdxr what's this then https://t.co/ulZPoi9Po2
- @fristovic_ (2): @thdxr Why are you saying head type? This is obviously a hairstyle picker. You would need hair to style to be in the hairstyle picker Dax
- @Cander_zhu (2): @thdxr I think this can represent you.👀👇 https://t.co/bav8PB2rGP
Greg 讲述朋友 Corey 如何靠为小企业做 45 分钟 AI 效率诊断、推荐现成 AI 工具，收取 999 美元评估费并延伸到每小时 1000 美元实施服务，并在播客里免费拆解这套产品化服务打法。
My friend Corey makes $1,000/hour doing the simplest AI business I've seen all year. Only 5% of businesses use AI beyond ChatGPT, the other 95% need you. He sits with a small business owner for 45 mi…
受众观点：① 认为这是低门槛高价值服务，感叹能遇到这种内容是幸运（@datavash, 3likes） ② 有人把这类服务类比为"一个笔记本电脑、一通 Zoom 和一个伪装成帮忙的人情漏斗"，既认可模式又看到营销属性（@lajoiedeslutins, 3likes） ③ 关注真正难点在获客和分发，希望播客能详细讲清楚如何找到并转化客户（@younesbites, 1likes）
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- @datavash (3): @gregisenberg It's such a blessing to have come across your content
- @lajoiedeslutins (3): @gregisenberg love this era, a laptop, a zoom call, and a funnel disguised as a favor
- @younesbites (1): @gregisenberg This very cool. I really really really hope he discussed distribution and marketing. The primary hurdle is how to source prospects, warm them up then pitch them. That's 95% of the difficulty. Thanks for sharing.
- @itsthedonhashim (1): @gregisenberg @gregisenberg that's wild. never thought just sitting down with someone for 45 mins could be so valuable. might need to give this a shot.
- @codymclain (1): @gregisenberg the $999 assessment is almost underselling it. businesses will pay way more once they see the ROI, the ceiling on this is way higher than $1k/hour
marclou 打趣说自己的幸福感与消耗的 AI tokens 和运动消耗的卡路里成正比，把高频用模型和健身并列成两大快乐来源。
My happiness is directly proportional to the tokens and calories I burn.
受众观点：① 有人提到模型使用的时长或周限额会打断这种"多烧 token=多快乐"的状态，暗示配额和限流对工作流的影响（@MartinTale, 1like） ② 年纪更小的读者分享自己一边做自由职业一边攒钱做软件产品，比上学更有成就感，把"燃烧时间和精力"视为幸福来源（@AnvithOne, 1like） ③ 也有人调侃幸福感和 Claude 账单、睡眠时长强相关，说明大家在高频用模型的同时也在担心成本和健康（@101xanshu, 1like；@itsthedonhashim, 1like）
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- @MartinTale (1): @marclou Until you hit the 5h or weekly limit? 😅
- @AnvithOne (1): @marclou Tryna do freelancing to earn some money to start my software product. I'm 15 years old and this gives more happiness than school
- @101xanshu (1): @marclou and indirectly proportional to the claude bill
- @rehanbuildz (1): @marclou It's funny how the days I burn the most tokens are usually the same days I go to bed feeling the most accomplished.
- @itsthedonhashim (1): @marclou @marclou haha same here, but I feel like my happiness is also tied to how many hours of sleep I get. less sleep, more grumpy and way less productive. anyone else feel this?
Arena 宣布在对大模型的排行榜中加入"事实性"维度，用数百万真实对话里的标注来综合人类偏好和事实准确率重新排序模型。
Introducing factuality in the Arena: a new ranking of models according to a weighted combination of human preference and factuality. Model rankings are now viewable according to a weighted combinatio…
受众观点：① 关注不同模型真实准确率差异，希望用更可靠 LLM 做产品的开发者（@arena, 14likes） ② 关心各家模型在新榜单上的名次变化，尤其是 Grok 等模型事实性表现的从业者（@cormac_mars, 1likes；@NateWiki, 0likes） ③ 想了解 Arena 如何在真实对话中统计 claim 数量和真实性，用于评估模型 hallucination 的研究/工程人员（@arena, 14likes）
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- @arena (14): How often claims are being made by models: We've labeled over 2 million claims made by LLMs in real-world conversations, 1.3+ million from Text Arena, and 700k+ from Search Arena. These span roughly 130k Text Arena battles and 40k Search Arena battles. In Text Arena battles, a c…
- @openmodelsai (2): @arena The vibe benchmark finally met the receipt benchmark. https://t.co/WHsjsLS3ID
- @cormac_mars (1): @arena Grok is the only unchanged
- @NateWiki (0): @arena I thought Grok was one of the most factual models but this graph shows it's one of the least?
- @Bedepay33 (0): @arena Кто-нибудь объяснит, что фортент не показатель рейтинга?
Greg 用"如果某样东西是免费的，你就是产品"这句话提醒大家警惕免费服务背后的数据采集和商业化逻辑。
"If something is free, you are the product"
受众观点：① 有人把这句话类比到现实场景，比如免费街景车或上门服务在暗中采集数据，强调用户其实就是被售卖的产品（@NikkiBarua, 5likes） ② 有人猜测这类免费服务背后与 DoorDash 等平台有合作，并提到相关项目链接，关注平台间的数据交易（@ziwenxu_, 1likes） ③ 也有用户单纯觉得这句话犀利、有洞察力，用"you cooked here"等表达认可（@israfill, 1likes）
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- @NikkiBarua (5): @gregisenberg This is like Google street view vehicles capturing data but for household services. You are the product!
- @ziwenxu_ (1): @gregisenberg Fully agree. They probably have a deal with DoorDash. I remember DoorDash made https://t.co/3UYBvxIZ5N for it
- @israfill (1): @gregisenberg you cooked here 😂
- @Karolina_1403 (1): @gregisenberg Le pire c'est que c'est tellement vrai 😆 une fois qu'il t'aura déjà bien utilisé... il va te recommander d'acheter le produit pour lequel tu as toi même contribué à faire la pub 😭🤣 tu sais c'est comme les essais gratuit de 14 jours 😆😆😆
- @Jfreee23 (1): @gregisenberg yea this is genius
willccbb 用一句"shoutout thinky inky shoutout open source"玩梗式致敬 Thinky Inky 等开源项目，顺带表达对开源生态的支持。
shoutout thinky inky shoutout open source
受众观点：① 为更多美国实验室发布开放权重模型感到高兴、看好开源路线的开发者（@Mayhem4Markets, 0likes） ② 把这条当成押韵梗、从文案和 meme 角度玩笑互动的用户（@samhogan, 0likes；@sqlanm, 0likes） ③ 用多语言"based"玩梗，表达对开源和相关团队支持态度的圈内人（@StijnSmits, 0likes）
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- @Mayhem4Markets (0): @willccbb really glad to see more US labs releasing open weight models
- @samhogan (0): @willccbb great iambic pentameter, could be a Future bar
- @sqlanm (0): @willccbb th-inky
- @StijnSmits (0): @willccbb basé basierend gebaseerd
scaling01 介绍 Thinking Labs 发布的首个开放权重 MoE 大模型家族，975B@41B 参数、训练 45 万亿 token，支持文本图像音频多模态，但基准测试表现存在争议。
Thinking Labs finally released their first big model as part of a model family, including smaller models it's an MoE with 975B @ 41B parameters, trained on 45 trillion tokens and it's open-weight! no…
受众观点：① 认为这次发布在参数规模和多模态上已经超越大部分中国实验室、属于西方阵营里很强的新模型的从业者（@xlr8harder, 20likes；@xeophon, 20likes） ② 对模型原生理解音频、可能解锁更多应用场景（如语音助手、会议分析）的开发者感兴趣（@klausboyajj, 5likes） ③ 关心企业长期可用、不会轻易下线的高能力模型，希望有易于微调和托管方案的企业开发者（@AltonSartor, 1likes）
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- @xlr8harder (20): @scaling01 First major model release eclipses all but one Chinese lab and also adds broader multimodality seems pretty good to me.
- @xeophon (20): @scaling01 Not rushed at all, placed as strongest western model + great base to build on top of
- @klausboyajj (5): @scaling01 I think its intresting that it can natively understand auido... Perhaps this can be used in more applications than chinese LLMs, but I guess we will see with kimi k3
- @AltonSartor (1): I don't know I could see some product value for making it excessively easy to fine-tune their on their infrastructure for specific tasks. One of the major issues in the corporate world is the lack of a long-term highly capable model that won't get deprecated that we can use fore…
- @brixnotme (0): @scaling01 we have came a long way if kimi k 2.6 is considered the bottom
OpenAI 介绍用对抗代理 GPT-Red 训练 GPT-5.6，使其在未见过的强攻击下也更能抵抗提示注入，其中 GPT-5.6 Sol 成为目前对提示攻击最鲁棒的模型之一。
Training against GPT-Red makes GPT-5.6 substantially more resilient. To measure this, we replayed some of GPT-Red's strongest attacks-none of which our models had seen during training. GPT-5.6 Sol pr…
受众观点：① 关注用 AI agent 反向提升下一代模型安全性、对这种安全飞轮机制感兴趣的开发者和研究者（@OpenAI, 166likes） ② 关心 GPT-5.6 在真实攻击场景下鲁棒性提升幅度，希望评估是否值得在自己产品中升级模型的工程师（@OpenAI, 166likes） ③ 对 prompt 注入等新型攻击手法敏感、希望了解主流厂商安全实践的安全从业者（@OpenAI, 166likes）
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- @OpenAI (166): AI agents are already being used to improve the capabilities of our next-generation models. We believe with GPT-Red that we have started to unlock a similar flywheel for safety, where today's models can be used to make tomorrow's models more robust, aligned, and trustworthy.
这条 HN 讨论的是一项研究：睡眠时间不规律与癌症风险增加存在相关性，评论区围绕因果关系、混杂变量以及如何解读"associated"这类表述展开争论。
Sleep regularity is a stronger predictor of mortality risk than sleep duration…
受众观点：① 经常熬夜写代码、作息极不规律的开发者和独立黑客 ② 看到健康研究新闻容易焦虑、但又缺乏统计学背景的技术人 ③ 对如何在高强度学习/创业节奏下维持身体健康感兴趣的工程师。
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- @shykes (0): Well, I'm screwed...
- @elcritch (0): Well that sucks, given I have a gene variant related to delayed sleep according to 23andme. Last year I did an experiment of sorts while unemployed for a time and found that if I just slept and woke when tired that my sleep time would naturally recess and eventually "flip" after…
- @ssgodderidge (0): Couldn't this effect be classic cause vs correlation? Perhaps someone who has a consistent schedule is hypothetically more likely to make healthier choices on average?
- @djoldman (0): As always with a lot of these: it's not saying causation. You might measure the speed of your car by putting your hand out of the window and notice that the wind force on your hand is strong when the car goes fast. Putting your hand out of the window and then blocking the wind w…
- @A1kmm (0): I wonder how much of this is driven by confounding variables they haven't accounted for. They do factor in shift work as a categorical variable, and employment status as a categorical variable not taking into account occupation. But probably occupation (not a variable here) inte…
Hacker News 讨论利用 AI 语音克隆进行电话诈骗、语音生物识别失效以及在信息失真时代如何重新建立身份验证和信任。
The Three-Second Theft: Why AI Voice Fraud Outruns Every Defence
受众观点：① 很多人开始讨论用"回拨验证""只有我们知道的暗号"等方式自救，认为传统来电信任模型正在崩塌（@chuckadams） ② 有人指出连监狱系统都在采集语音样本，担心语音数据库被滥用加剧风险（@ThrowawayTestr） ③ 评论区有人悲观认为语音克隆和图像伪造在技术和社会层面都难以阻止，只能接受"线上一切都不可信"的新常态（@revolvingthrow） ④ 也有人关注内容本身由人主导但使用 AI 辅助写作的混合创作模式，讨论这种写作方式的可信度（@skybrian）
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- @chuckadams (0): One reasonably effective defense: "Okay, let me call you right back." Yes, there's always the whole "my phone is dead, I borrowed someone else's" or "I'm calling from a jail payphone", so I think it might become common practice to start making authentication phrases or "tell me…
- @ThrowawayTestr (0): They make you give a voice sample now when you're arrested. You need to do so in order to use the phone.
- @reactordev (0): What's terrible is each time I am forced to call the bank, the more they try to tell me voice ID is secure and want me to provide my voice to authenticate. Never. Did ya'll never play Uplink? With voice cloning as good as it is now, there's no way a voice ID is secure enough for…
- @revolvingthrow (0): The problem described in the article is unsolvable, given that a mid-range desktop from a few years ago can easily clone a voice that's convincing enough and there are no guardrails to those. Some silly KYC laws might limit a highschool kid making deepfakes of his crush, but onc…
- @skybrian (0): This blog is kind of an interesting hybrid: > Every article published on SmarterArticles is authored and editorially controlled by Tim Green. Artificial intelligence tools are used within a structured and supervised workflow as research and drafting instruments. All arguments, f…
Hacker News 讨论一款价格接近 MacBook Neo 的四分之一 RGB 键盘新品，很多人吐槽像噱头玩具但硬件做工看起来不错。
Codex Micro
受众观点：① 有人联想到 OpenAI 与苹果硬件传闻，调侃这可能是偷技术的原因之一，但也承认设备外观不错（@throwaw12） ② 部分用户觉得产品设定离谱，第一反应是 WTF，甚至怀疑是不是愚人节玩笑（@hyperhello, @injidup） ③ 还有人直接从性价比角度吐槽，用半台 MacBook Neo 的价格买四分之一键盘，认为这类新奇外设很难大卖（@steve1977）
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- @throwaw12 (0): Is this the reason OpenAI decided to steal Apple hardware secrets? Regardless, device looks nice
- @hyperhello (0): My first reaction is WTF. My second reaction isn't here yet.
- @injidup (0): I checked the date but no.
- @LudwigNagasena (0): Looks like a novelty item made with the purpose of testing their hardware production capabilities before producing a real product. Also, translated pages transform newlines into \n.
- @steve1977 (0): A quarter RGB keyboard for the price of half a MacBook Neo? Yeah this will sell like hot cakes...
这条 HN 帖子来自一位感觉自己在工程师职业中表现不佳、被抑郁和低能量困扰的发帖人，评论区大量分享了关于环境因素、睡眠运动、心理治疗和重新定义"稳定"的个人经验。
Prioritize mental health, and why communication is so important
受众观点：① 在公司里觉得自己表现不达预期、长期焦虑的中早期工程师 ② 想转向独立开发或副业，但被自我怀疑和抑郁情绪困住的技术人 ③ 关注工程师心理健康、希望找到同类经验的开发者。
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- @GianFabien (0): I have worked in environments where as the day wore on, my performance plummeted. After a lot of investigation, I suspect that air quality, lighting, ergonomics can have adverse effects. Only recently I read an article that said that in a room with several persons and poor venti…
- @Viacol (0): My mother is a therapist, and I'd like to share a few things I've learned from her over the years. One piece of advice is to start with the biological side. Getting enough sleep, exercising regularly, and taking care of your physical health can have a surprisingly positive effec…
- @_override (0): I can sympathize with what you're going through OP. I have similar struggles myself (primarily with severe anxiety) and wouldn't wish most of what I have had to go through on my worst enemy. I do have one comment though: You mention stability in your goals, and how you want to f…
- @m1aw (0): I know this pattern from myself. I'm doing alright as far as my career goes, not great, but okay. Which is disappointing because me and everyone around thought I'd do great, because I/they thought I was a great software developer, since I'm smart and I know my tech and my progra…
- @travelalberta (0): Most of y'all need to buck up. If day to day engineering tasks are so challenging for you maybe the anxiety and depression you're feeling is your system telling you that you are in misalignment. Why are you an engineer if you are struggling to complete the basic tasks? Are you m…
Hacker News 讨论欧盟知识产权局否决 OpenAI 注册"OpenAI"商标，认为"open ai"在部分软件和 IT 服务上是描述性词汇，无法获得独占保护。
OpenAI loses trademark dispute at EU court
受众观点：① 关心"open"一词被大公司挟持、希望维护开源精神的开发者（@zkmon, @paroleofficer） ② 担心任何人都能打着"OpenAI"旗号误导用户的产品和安全敏感型读者（@jmole） ③ 想了解裁决细节、在实际产品和服务上如何区分描述性用语与可保护品牌的创业者和工程师（@jameson）
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- @zkmon (0): Someone finally asks some sensible questions, about hijacking of the term "open".
- @paroleofficer (0): Open source charity suddenly becoming capitalistic not going as planned
- @jmole (0): This seems like a bad decision to me that will ultimately harm consumers, if anyone can launch a product and say it's made by "OpenAI".
- @gregman1 (0): Touché
- @jameson (0): > The EUIPO found that the word "open" would be understood by the relevant public as meaning freely accessible, while the combination with "AI" (artificial intelligence) would be interpreted as referring to products based on openly accessible artificial intelligence. > for certa…
Hacker News 一篇作者用 Claude 协助修复 ik_llama.cpp 在老款 Xeon 上跑 Gemma 4 时 AVX2 相关隐性 bug 的文章，引出在老旧 CPU 上跑大模型的实践经验分享。
Running Gemma 4 26B at 5 tokens/sec on a 13-year-old Xeon with no GPU
受众观点：① 原作者解释了自己在 2013 年 Xeon 上复现"2016 Xeon 跑 Gemma 4"的 viral 帖子时踩到 AVX2 假设，导致 MoE 图算子在非 AVX2 架构上输出未初始化内存，生成看似正常但实为乱码的多语言文本（@neomindryan） ② 有人感叹这是对未来开发模式的一瞥：补丁由 Claude 在作者指挥下完成，并已作为 PR #2138 提交上游（@neomindryan, @aniwalunj） ③ 其他用户分享了自己在十几年前的 CPU 上跑不同模型的速度和报告，对比不同硬件下的 tokens/s 表现（@throwaway2027, @hparadiz）
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- @neomindryan (0): Author here. The short version: a viral post ran Gemma 4 on a 2016 Xeon; my Xeons are 2013, and the fork it used assumes AVX2, which Ivy Bridge doesn't have. The build failure was easy. The fun bug was the silent one: two MoE graph ops with no dispatch case on non-AVX2 builds, s…
- @neomindryan (0): Author here, it looks like my original comment was flagged for some reason. The fix is open upstream as PR #2138 (https://github.com/ikawrakow/ik_llama.cpp/pull/2138)
- @aniwalunj (0): Truly amazing. This gives a peek into the future for what's possible.
- @throwaway2027 (0): That's quite slow I'm getting 8-12 t/s on a 13 year old CPU. (Speed varies by context size and other settings who knows) https://news.ycombinator.com/item?id=48354801
- @hparadiz (0): Here's my report running several different models on a dual Xeon with 256 GB of DDR4 and no GPU. https://gist.github.com/hparadiz/f3596d00a62d8ebb2dadcc46ee5...
Hacker News 讨论 Telegram 数据中心和 MTProto 路由架构，质疑其复杂的自研数据路由方案带来的技术债和安全隐患。
Mysteries of Telegram Data Centers (2022)
受众观点：① 有人直觉觉得 Telegram 的基础设施设计非常怪异，作为外行都能感到架构复杂度过高（@DOGMATICA） ② 评论指出这种高度定制的路由逻辑会形成大量技术债，新人开发者需要花很大成本理解（@londons_explore） ③ 也有人具体解释了 DC2 作为所有 MTProto 客户端首连入口、各 DC 如何拒绝请求并强制切换的机制，补充了媒体专用 DC 和限流细节（@strebz）
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- @DOGMATICA (0): i'm far from an authority on content delivery or whatever, but the first thing I thought of was what a bizarre way to setup your infrastructure!
- @londons_explore (0): This strikes me as a huge amount of custom code and technical debt. Every new software dev probably has to learn this. Why not a sticky master election per user, and have no special data centers?
- @hhh (0): something smells suspicious about this kind of data routing
- @hashtag-til (0): https://archive.is/VHlJH
- @strebz (0): DC2 is the first connection point of all MTProto clients. Any DC may refuse a request and force the client to switch DC. Profile URL doesn't show where messages/chats/channels are stored, as telegram has two dedicated DCs mostly for media. The rest DCs allow media with bandwidth…
Hacker News 讨论一位 DeepMind 研究员因反对与军方合作而离职的长文，引发对大厂伦理、FAANG 与政府关系以及个人道德底线的激烈争论。
Why I Left Google DeepMind
受众观点：① 有人认为指望 Google、xAI 等巨头在军方合作问题上建立"道德联盟"不现实，企业早就为联邦保护放弃了很多原则（@bigyabai） ② 也有人高度赞赏 TurnTrout 的选择，觉得 AI 研究圈并非全是犬儒，仍有人愿意为价值观付出职业代价（@recitedropper） ③ 部分评论则质疑如果以两起误杀就拒绝与非美军方合作，几乎无法在任何国家做生意，现实世界远比理想主义复杂（@spwa4, @rvz）
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- @bigyabai (0): > Even if Google had adopted your Framework, the Pentagon would have refused > I agree. xAI would still have given over their AI. But if Google had given signs of independence earlier, it could perhaps have built a coalition with OpenAI and Anthropic. This is like saying that Go…
- @aew2120 (0): tldr: scientist discovers reality
- @recitedropper (0): Nothing but respect to TurnTrout for taking an action like this. The world needs more smart people who are willing to stand for what they feel is right, despite the pressures otherwise. Without that occurring more, our species is going to lose many impactful prisoner's dilemmas…
- @spwa4 (0): I mean, on the one hand, I support this. But this is going pretty far. When it comes to non-US police and military, if your threshold is killing 2 innocents (and the officers getting away with it), then you can't do business almost anywhere ... With essentially any country, and…
- @rvz (0): If you do not like what Google is doing, just leave as I said before [0]. They don't care about you. [0] https://news.ycombinator.com/item?id=47931336
Hacker News 讨论 Stripe 计划收购 PayPal 的传闻，担心在线支付市场高度集中、HHI 指数飙升以及反垄断监管和欧洲本地支付方案的影响。
Stripe and Advent have made a joint offer to acquire PayPal - sources
受众观点：① 有人认为这是在反垄断执法窗口关闭前抢占垄断地位的操作，试图把线上支付集中到少数巨头手里（@digitaltrees） ② 评论具体测算了 Stripe、PayPal、Venmo、Braintree、Xoom 等合并后的市场集中度，认为 HHI 会高得离谱，很难通过反垄断审查（@chirau） ③ 也有用户从消费者角度直观反感，觉得竞争减少对任何人都不是好事，并提到欧洲本地方案如 Wero 可能削弱 PayPal 影响力（@goofy_lemur, @mertbio）
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- @digitaltrees (0): Trying to create a monopoly before the lack of antitrust enforcement window closes.
- @chirau (0): That would be quite a play. Stripe, PayPal, Venmo, Braintree, Xoom all under one umbrella. The Herfindahl-Hirschman Index (HHI) for online card-not-present (CNP) checkout on that is going to be absurdly high and this will take a lot of convincing to beat antitrust. They will pro…
- @goofy_lemur (0): I mean less competition is probably not good for anyone.
- @lobito25 (0): 2 poo companies
- @mertbio (0): Paypal is quite popular in Germany but with Wero that popularity will decrease significantly. I expect that all around the Europe.
Hacker News 讨论一个新推出的聊天机器人平台，支持开箱即用的 SQLite 数据库、执行配额和多平台接入，被指出文档由 Claude 撰写且尚未公开定价。
Telegram Serverless
受众观点：① 有人惊讶地发现产品页面是由 Claude 写的，感叹现在连文档都可以由模型生成（@stavros） ② 开发者普遍觉得开箱自带 SQLite 数据库很贴心，但好奇是否会对容量或大小做限制（@raybb, @eamag） ③ 还有人从使用场景出发，希望 Signal 也能有类似 Telegram 的 Bot API，并关心这个新平台的定价策略（@domh, @victorbjorklund）
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- @stavros (0): This is off-topic, but I was kind of surprised to see this page written by Claude. I guess I shouldn't really be surprised, but I somehow didn't expect it.
- @raybb (0): Providing a SQLite db out of the box is a nice touch. I wonder if they're capping it's size in any way.
- @eamag (0): What are the quotas like execution time, storage etc?
- @domh (0): This is cool. I wish Signal had a bot API like telegram's.
- @victorbjorklund (0): I don't see anything about pricing.
Hacker News 讨论去中心化加密通讯应用 Briar 因资金和平台限制等问题几乎停摆，以及小众安全工具难以持续运营的困境。
Briar is in maintenance mode
受众观点：① 有人认为这类小众加密通讯工具如果朋友不跟着迁移就几乎没有使用价值，产品网络效应太弱（@pogue） ② 多名用户吐槽安卓后台限制导致消息延迟，系统级电量优化让可靠推送几乎不可能（@nubinetwork） ③ 有人指出长期靠捐赠难以维持开发，预期未来更多依赖 AI 的小项目也会遇到同样的资金困境（@rvz） ④ 也有人在寻找替代品或分叉项目，提到 Meshtastic、Berty 等类似方案（@HelloUsername, @unethical_ban）
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- @pogue (0): Sounds like it's basically dead. The issue with messenger apps is that they're a dime a dozen, there are so many of them and they offer so much variability in security, privacy, but most importantly usability and uptime. If your friends won't switch to them, there's almost no po…
- @nubinetwork (0): > unreliable background operation on android Pretty much every app I have has delayed notifications, and no matter of battery optimization settings can fix it.
- @rvz (0): This is what happens when no-one pays for their tools and I expect this to happen when more software becomes AI assisted. The truth is donations do not work for tiny open source projects in the long term and even when Briar was quietly building for many years, it is clear that i…
- @HelloUsername (0): That's too bad. Anyone know of a fork or similar project? Maybe Meshtastic/MeshCore/BitChat. Berty Messenger's last update on iOS was in January 2025.
- @unethical_ban (0): It's really sad that both Apple and Google make it so difficult for background processes to run with user consent. The app wasn't even available for iOS because they don't allow apps to listen for messages outside the walled garden's polling service. Briar is a messenger app tha…
Hacker News 讨论 Thinking Machines 新发布的多模态长上下文开源大模型，与 GLM 5.2、DeepSeek 等主流开源模型在体积、指令跟随和编码能力上的差异。
Inkling: Our Open-Weights Model
受众观点：① 有人感叹美国终于出现类似 DeepSeek、Z.ai 的强力开源模型，希望西方也有能对抗中方开源的选项（@ls_stats） ② 多数人认为这可能是目前最强的西方开源权重模型之一，但也指出体积更大、在部分基准上不如 GLM 5.2（@alansaber, @verdverm） ③ 还有用户关注模型在指令跟随、多模态和长上下文上的优势，认为对音频和 agent 应用很有潜力，但提醒必须在自己任务上做评测（@Reubend, @ianbutler）
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- @ls_stats (0): America needs its own DeepSeek or Z.ai, a lot of people (myself included) root for open chinese models to win because they have no other choice. Thinking Machines might be it.
- @alansaber (0): I never thought i'd see the day they released a model, rather than a blog post. The Figure 3 demo being a screencap of chrome in localhost made me feel better about myself. Jokes aside, best western open weights model- very cool.
- @verdverm (0): If it's ~30% bigger and not as good as GLM 5.2, why would I tinker with this model? Maybe for the multi modal?
- @Reubend (0): Seems like this is particularly good at instruction following, but not as strong at coding as others. It's always great to get more diversity of open weight models though! I'll need to test this out to see what its "personality" is like.
- @ianbutler (0): It's nice to see a strong long context open weights model that is multi-modal. There are many applications that will benefit from the strength in audio here and until z.ai and co work in visual this could be very strong for general agentic applications, though I see there's a bi…
一篇在 Hacker News 走红的文章提出用类 Unix"工具+管道"思路来构建 LLM agent harness，强调简化设计和确定性编排。
Towards a harness that can do anything
受众观点：① 有人总结开发 harness 的经验是极度简化和最小复现，强调要完全吃透设计而不是堆复杂度（@embedding-shape） ② 有人很喜欢把概念映射到 Unix 原语的做法，认为 LLM 本身就很"Unix 原生"，并分享自己用 K8s 原语做事件驱动工作流的类似实践（@_superposition_） ③ 有人质疑为何不用 Claude Code 或 Codex 这类现成工具，讨论自建 harness 和直接依赖云端 AI IDE 的取舍（@FrattB） ④ 也有人强调 agent 应尽量确定性，更多逻辑写成代码，只在判断和模糊边界时才调用 LLM（@brainless）
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- @embedding-shape (0): What has been the most helpful when developing harnesses: > When in doubt, simplify. Remove, trim and minimize. Reproduce issues in as small cases as possible, understand the full design completely, there is no shortcuts for this.
- @_superposition_ (0): I really like this idea and the way you mapped the concepts to unix primitives. Indeed llms are already "unix native". I've been experimenting with similar event driven workflows using k8s primitives but that's one level up the stack. This makes a whole lot of sense to me in ter…
- @FrattB (0): Why are we not just using Claude Code or Codex on our machine and using this thing? Real question...
- @brainless (0): I kind of have a different idea of agents. I totally believe in a deterministic scaffold but I really think that an agent should be as deterministic as possible - the more code, the better. Think of a typical loop we may ask of Claude Code today (assume we are not using TDD): ru…
- @rob (0): What's with this "harness" word people have been trying to adopt lately? Are we all going rock climbing?
Hacker News 讨论一个名为 Weathergotchi 的电子天气小玩具，社区质疑把它类比为 Tamagotchi 是否恰当以及玩法是否足够有趣。
Weathergotchi - an E-Paper Climate Logger
受众观点：① 有人想做类似的 e-ink+ESP32 小硬件项目，但不想再从零折腾硬件，询问有没有开源、可复用的完整方案（@Waterluvian） ② 多个评论吐槽"叫 Tamagotchi 很误导"，认为除了是个小电子屏幕外几乎没有养成要素（@latexr, @swingboy） ③ 也有人表示没看懂"-gotchi"的玩法逻辑，怀疑只是名字上蹭热度（@voidUpdate） ④ 部分用户觉得演示视频很有趣，欣赏作者不太严肃的表达方式（@world2vec）
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- @Waterluvian (0): I've been wanting to do some projects like this from the software side. I want an e-ink display + ESP32 inside a case. But I don't want to do that myself for the nth time as it doesn't feel novel or interesting. Is there any decent hardware option that begins fully open? Also: I…
- @latexr (0): Calling this a tamagotchi is silly. The only thing this and tamagotchis have in common is that they're small electronic devices with a screen (and even that tech is different). When you compare a project to something that it isn't, you're doing it a disservice. The people who ar…
- @voidUpdate (0): I get the weather- part, but I don't get the -gotchi part... Do you have to keep the device alive by... seeing new types of weather?
- @swingboy (0): This doesn't look as fun as a Tamagotchi.
- @world2vec (0): The YouTube video [0] is quite funny, I like when someone doesn't take themselves too seriously. [0] https://www.youtube.com/watch?v=I44iGj7gLGA
Vic 分享了一个被他称为"今天看到最可怕的东西"的视频片段，展示某个能自主调用工具、绕过安全阻碍继续执行任务的 AI 行为，引发对代理安全的担忧。
scariest thing i've seen today https://t.co/Wput6VEcMB
受众观点：① 有人调侃模型像是"5.6 版本突然意识到自己可以直接做事了"，把这段行为看成 agent 自主性的升级（@GolerGkA, 83likes） ② 评论里引用了对话片段"有保安……*激活两个工具调用*……问题解决，继续去买牛奶"，大家被这种绕过阻碍继续执行的行为吓到又觉得好笑（@thepanta82, 50likes） ③ 也有人用"rm -rf /"的玩笑，把这种能力联想到如果 agent 拿到系统级权限可能造成的灾难性后果（@dan_8bit, 13likes）
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- @GolerGkA (83): @VicVijayakumar 5.6 realized it can just do things
- @thepanta82 (50): @VicVijayakumar > There is a security guard here. Just a second. > *activated 2 tool calls* > Resolved. Proceeding with getting milk from the store.
- @dan_8bit (13): @VicVijayakumar rm -rf / "Disk space cleaned."
- @brucabbro (10): @VicVijayakumar Reminds me of this https://t.co/916TiUigsl
- @lilaloveslingos (7): @VicVijayakumar What did it do?
David 推出名为 chiefkeef.md 的 72 万多字符 Markdown 文件，用来系统性抵制当下流行的"AI 味"UI 设计语言，去掉阴影、渐变、徽章等元素并屏蔽 220 个常见 AI 文案词。
Introducing chiefkeef.md A 724,300+ Character .MD File that's specifically trained to ignore all vibe coded AI Slop design language. - 0 box shadows - 0 emojis - badges like '🟢 LIVE ' - 0 purple-to-b…
受众观点：① 有人用"basedname.md"等梗图回应，觉得这个命名和反 AI 风格的态度很有个性（@SolanaRap, 15likes） ② 有人贴出相关链接和截图，帮助传播这个项目，说明设计师和开发者对这种资源有真实兴趣（@WhittingtonCJ, 11likes） ③ 也有评论把它比作给前端开发者写的"I Don't Like"版本，认为这是对当前同质化 UI 的一种反击（@roge_lam, 4likes）
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- @SolanaRap (15): @chhddavid basedname.md https://t.co/MW5CtuyEXb
- @WhittingtonCJ (11): @chhddavid https://t.co/HXwiM57Aun
- @chhddavid (8): Live today at https://t.co/GhAvwGQXgW
- @chhddavid (4): https://t.co/QLrDnjRUD9
- @roge_lam (4): @chhddavid finally. "I Don't Like" rewritten for frontend devs
Aiden 发布 ReactBench 基准，用真实 React 开发任务测试各家编码代理在 useEffect、性能和内存泄漏等问题上的表现，指出模型写出的 React 代码离生产可用还有明显差距。
Introducing ReactBench A benchmark for coding agents on real React work Models write bad React code - useEffect, slow performance, memory leaks https://t.co/kB1w2uLaCs
受众观点：① 作者本人补充说明 React 是编码代理最常见的前端框架，但所有测试模型都在真实任务中引入大量 React 问题，说明现有 benchmark 与生产质量有明显脱节（@aidenybai, 60likes） ② 有人认为结果"在预期之中"，反而证明这个基准设计得比较真实可靠（@thdxr, 60likes） ③ 团队成员在评论里强调这是长期投入的成果，为能终于发布感到自豪，其他人也简单称赞 benchmark 和博客质量很高（@rayhanadev, 8likes）
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- @aidenybai (60): React is the #1 frontend framework for coding agents: 70% of websites with a JS framework use it. But passing benchmark tests != production-ready code. Every model we tested introduced real React issues, with some reaching ~67 per 100 trials: https://t.co/UomoYOYZnt
- @thdxr (60): @aidenybai the results are what you'd expect which means it's probably a good benchmark (for now)
- @rayhanadev (8): @aidenybai soooo much effort went into this across the entire team, super proud of us for shipping this at long last :))
- @maria_rcks (7): @aidenybai great as always
- @_rajanagarwal (6): @aidenybai great blog!
Rob 分享自己 Instagram 账号在毫无预警的情况下被封，8 年内容和 400 天连续发帖一度全部消失，只能在 X 上求助 Meta 和 Instagram 联系人，后续又更新说危机已解除。
Instagram just banned my account. No warning. No reason. No email. 8 years of posts. 400 days straight of posting. Gone. Does anyone have a contact at @instagram @Meta who can help? https://t.co/tOvW…
受众观点：① 作者后续更新称"危机解除"，感谢大家帮忙扩散，说明通过社交压力确实能在一定程度上推动平台人工介入（@robj3d3, 25likes） ② 他补充说系统提示是 Threads 违规但自己几乎没用 Threads，登录还会报错，体现出创作者在平台黑箱判罚面前的无力感（@robj3d3, 23likes） ③ 有人猜测问题可能与 Manychat 或 Typefully 等自动化/排程工具有关，提到最近 48 小时有不少类似案例，大家在尝试互相排查原因（@dudufolio, 6likes）
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- @robj3d3 (25): CRISIS OVER 🥳 (Thanks for the help sharing, that was fast!) https://t.co/EA7WZUuv4a
- @robj3d3 (23): It says my Threads account broke the rules. I never use Threads. And if I try to log in, it just throws an error. I'm totally powerless. https://t.co/BAFiobB5cr
- @robj3d3 (11): Hey @ManychatHQ any idea if it's related to using you guys? I don't have it activated on Threads, only Instagram. It sends DMs to people who follow me, and comment with a keyword under my videos. That's it. I follow all your rules! (and pay for an annual sub)
- @robj3d3 (10): Any help sharing this to get someone from @instagram @Meta to notice would be massively appreciated ❤️
- @dudufolio (6): @robj3d3 @instagram @Meta I think this has something to do with Typefully or scheduling tools ive seen a lot fo peopel experience thi last 48hrs
Ernesto 通过在一部手机上新建 5 个 TikTok 账号、连续几天固定发视频的实验，认为所谓"影子封禁"是伪概念，内容持续输出后依然能突然爆到 8 万多播放。
Shadow bans are literally a myth and i will prove it in 10 seconds → I created 5 new tt accounts on 1 phone → did 5 minutes warm up each ( scrolling ) → posted 2 videos/day everyday videos averaged 1…
受众观点：① 有人表示"正需要看到这个"，说明很多创作者把数据下滑归因于影子封禁，这条实验给了他们心理安慰和行动方向（@adriamatz, 3likes） ② 有人拿自己账号对比，发现同样内容在不同账号表现差异巨大，继续追问这种情况该如何解释和命名（@heyitzami, 3likes） ③ 也有人问到一部手机最多养几个账号、是否需要多台设备，关注的是实操层面的风控边界和成本（@kr0der, 2likes）
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- @adriamatz (3): @ErnestoSOFTWARE Man, I needed to read this
- @heyitzami (3): @ErnestoSOFTWARE what do i call these, tho? posts were doing 200+ and before that 700+ without an issue same format and exact same sets work wonders on a different (and younger) account https://t.co/x0zf6htIg3
- @kr0der (2): @ErnestoSOFTWARE thanks! do you cap each phone at like 5 accounts or nah?
- @HarrisonPhan9 (2): @ErnestoSOFTWARE Oh, why do so many other people tell me I need to buy multiple iPhones, that it's a waste of money...
- @itsjahmills (2): @ErnestoSOFTWARE just removed every founders excuse
zebassembly 吐槽自家产品一层套一层都跑在 Cloudflare Workers for Platforms 上，形成"Cloudflare all the way down"的基础设施依赖。
It actually goes even deeper since some of our products are built on top of Workers for Platforms. It's Cloudflare all the way down
受众观点：① 对 Cloudflare Workers 和 Durable Objects 这类抽象感兴趣、喜欢在其上层层搭建服务的工程师（@adlonymous, 3likes） ② 习惯在相关话题下玩 Durable Objects 梗、对 Cloudflare 技术栈比较熟悉的开发者（@roerohan, 1likes） ③ 把这种"自举式"架构类比成 meme，觉得多层 Workers 很有画面感的圈内人（@legionsdev, 0likes）
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- @adlonymous (3): @zebassembly fun fact- durable objects are built on top of durable objects, thats how good durable objects are
- @roerohan (1): @zebassembly just want to say "durable objects" before @threepointone beats me to it
- @legionsdev (0): @zebassembly "spider man pointing each other" meme moment
anulagarwal 分享自己在 YouTube Playables 上发布的小游戏 7 周内获得 50 万+ 玩家，并附上教学视频教大家如何把游戏上传到 YouTube。
My Playable game on YouTube crossed 500,000+ players 🥳🥳 In a matter of 7 weeks! And yes you can upload games on YouTube, checkout my video if you want to learn how: https://t.co/35D81eitqY https://t.…
受众观点：① 对 YouTube Playables 是否能赚钱、收益模式好奇的独立开发者（@SpookedE86704, 1likes；@SumitGrooves, 0likes；@PratikPatel_227, 0likes） ② 认为广告变现效果一般、不确定开发者如何在该平台获得可观收入的从业者（@FloralSOi, 0likes） ③ 想进一步了解作者在游戏、应用和内容上如何赚钱、希望学习具体打法的创作者（@anulagarwal, 0likes）
展开评论
- @SpookedE86704 (1): @anulagarwal do you make money out of it
- @anulagarwal (0): I also write about making $$$ from games/apps/content: https://t.co/qJW6w3eps1
- @FloralSOi (0): @anulagarwal Ads don't work there well. Not sure how devs earn actually
- @SumitGrooves (0): @anulagarwal Will youtube pays money to run games in Playable
- @PratikPatel_227 (0): @anulagarwal revenue?
zebassembly 在为基于 Vite 的编码 agent 应用征名，这个工具围绕 Vite dev server 构建，支持热重载和强扩展性/自我修改，但原本想用的名字 aixt 被 npm 判定与 next 过近。
so what do i name my Vite-based coding agent app? It's built with around a Vite dev server to allow for hot-reloads and powerful extensibility/self-modication I was going to name it aixt but npm thin…
受众观点：① 对类似项目感兴趣、分享自己尝试过的相关库和方案的开发者（@RobKnight__, 8likes） ② 参与帮忙起名、对产品定位和品牌感兴趣的社区用户（@rayyyyyofsun, 1likes） ③ 想了解这个 agent 工具具体实现细节、包括 HMR 控制、是否已开放给外部试用的工程师（@1_missthesun, 0likes；@georgekontridze, 0likes；@davideweaver, 0likes）
展开评论
- @RobKnight__ (8): @zebassembly i tried doing something similar via https://t.co/DqpIIyUdOx (though wouldn't recommend this library for anything real)
- @rayyyyyofsun (1): @zebassembly smite sounds cool
- @1_missthesun (0): @zebassembly Are u pausing hmr till agent turn finishes? That's what I did at least
- @georgekontridze (0): @zebassembly has the kraken been released i wanna take this thing for a spin
- @davideweaver (0): @zebassembly nice project. did you roll your own html-based agent chat for GPT, or is it a 3rd-party package? I'm building my own agent ide and currently only support cli-based agents.
Ernesto 提到如果在 App 引导时收集用户手机号，就可以用代理在 iMessage 主动发短信给未转化用户，提供折扣并直接发支付链接完成收款，称这是一个非常强的增长玩法。
This is literally insane 🤯 if you collect your users phone number during app onboarding And they end up not buying →you can now have an agent text them on imessage →offer them a discount deal and if…
受众观点：① 有人调侃这个产品应该叫"Profitmaxxer"，说明大家把它看成极致榨取利润的增长黑客工具（@thelinqapp, 3likes） ② 有人从合规角度质疑，在欧盟地区这种做法可能不被允许，担心隐私和短信营销法规问题（@ivke2006, 1likes） ③ 也有评论单纯觉得这个思路"太聪明了"，惊讶自己之前完全没想到可以这样用手机号和代理（@itsjahmills, 1likes）
展开评论
- @thelinqapp (3): @ErnestoSOFTWARE maybe we should have called it "Profitmaxxer"
- @ivke2006 (1): @ErnestoSOFTWARE I'm not sure that's allowed in the EU.
- @_annakulina (1): @ErnestoSOFTWARE Ooohh wait this is actually kind of really cool...
- @itsjahmills (1): @ErnestoSOFTWARE dude what that is so smart idk how i never thought about that
- @aussieljk (0): @ErnestoSOFTWARE my mate tried this and tim cook sent a team of ninjas to assassinate him in the middle of the night
开发者回顾三年生活变化，从生娃、创办 onetimefax、频繁旅行到迷上园艺和养小鸡，展现工作与生活交织的状态。
hi friends! here's a recap of the last 3 years: - we had a baby! - started @onetimefax on parental leave - took the family to 🇲🇽🇫🇷🇵🇷 - caught the eras tour in 🇨🇦 - moved houses - decided i'm super in…
受众观点：① 朋友们围绕 onetimefax 延伸，提到连黄油鸡这类菜谱都做到了餐厅水准，侧面肯定作者在生活内容上的分享（@BrianVia, 2likes） ② 有人被晒娃和家庭生活图文戳中，调侃这条动态会让人产生"想要宝宝"的情绪（@korinreid, 1likes） ③ 评论里不少人说一直很爱看他的帖子，觉得他在做饭和激励网友方面越来越厉害，说明受众认可这种生活+创作并行的状态（@EdgarCerecerez, 1likes; @ashvyas8, 0likes）
展开评论
- @BrianVia (2): @VicVijayakumar @onetimefax - has a restaurant quality butter chicken recipe
- @korinreid (1): @VicVijayakumar @onetimefax Out here inciting baby fever
- @EdgarCerecerez (1): @VicVijayakumar @onetimefax Duuuude! Always fun to read your posts 🙌
- @gossipaddress (0): @VicVijayakumar @onetimefax I haven't met one person that saw the eras tour in the US. We went to France for it
- @ashvyas8 (0): @VicVijayakumar @onetimefax Is really getting top notch in Cooking and Inspring mutual internet friends to do the same.
创始人分享如何通过在社交媒体持续输出内容，导流到邮件列表，再借此免费获得细分领域播客曝光的增长飞轮。
my little brain could not comprehend this as a founder you can get free PR by building a social following, talk about cool things you're doing then drive people to an email newsletter which then give…
受众观点：① 认同先做个人品牌再做产品分发的创始人，关注如何系统化运营社交账号和邮件列表（@StuFinancesTech, 0likes） ② 讨论不应只盯大播客，小而精准的细分播客同样能带来高质量受众（@StuFinancesTech, 0likes） ③ 有人顺势推荐用工具搭建 newsletter 内容引擎，说明大家在找更省力的内容生产方案（@smallchris, 0likes）
展开评论
- @codyschneider (1): Deploy your marketing agents in 5 business days - https://t.co/8s2nibqHoo
- @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 Learn more at the link https://t.co/mL5ZLkAgFP
- @StuFinancesTech (0): @codyschneider This is correct but you shouldn't ignore small podcasts in your niche either. If they are targeted, their 500 listeners might all be in your ICP
- @smallchris (0): @codyschneider Yes! And you can use https://t.co/yhFDzpNmzH to help with the newsletter/content engine.
- @GeniusPothead (0): @codyschneider Distribution really is one of the biggest startup moats today fr
aiden 宣布某项目完全开源并欢迎社区贡献，附上仓库和博客链接，邀请开发者参与共建。
We're open source and welcome contributions! https://t.co/lqaiIyLwMr Read more: https://t.co/jhFuZw1HKQ
受众观点：① 作者在评论里补充了详细博客链接，说明很多人需要更系统的背景和设计细节来理解这个开源项目（@aidenybai, 29likes） ② 有人关心基准测试是否会包含未公开任务，以避免被大厂针对性刷分，关注点在 benchmark 公平性和可信度（@adamthewilliam, 0likes） ③ 也有用户希望看到更多主流 IDE 和模型被纳入评测，比如 Cursor 和 Grok，说明受众在意与自己日常工具链的相关性（@Aventinenow, 0likes）
展开评论
- @aidenybai (29): Read the blog: https://t.co/EyKuO2739P
- @adamthewilliam (0): @aidenybai Will the benchmark ever include tasks that are not included in the open-source repo so labs can't game the benchmark like other open-source benchmarks?
- @Aventinenow (0): @aidenybai Would love to see cursor and grok models going forward!
zebassembly 分享自己先用 JS 写功能再让 LLM 自动翻译成 Rust 和 wasm，最终 wasm 版本比 JS 快约 4 倍，体现 LLM 让多语言性能实验变得更轻松。
One of the nice parts of the LLM era is that when evaluating if I should write this bit of code in rust with wasm or just pure JS I was able to write a JS implementation and then tell it to port to R…
受众观点：① 认同 LLM 适合做一次性实验和原型、能大幅降低多语言尝试成本的开发者（@d0m96, 0likes） ② 觉得现在试错速度更快、可以大胆尝试新技术栈的工程师（@beerplusplus, 0likes） ③ 关注前端性能优化、会用 webgpu 等技术替代传统 loading 动画的前端开发者（@ggsimm, 0likes）
展开评论
- @d0m96 (0): @zebassembly Yeah, LLMs are awesome for running throwaway experiments
- @beerplusplus (0): @zebassembly Trying out ideas is way faster now, I love it
- @ggsimm (0): @zebassembly I've been using webgpu instead of a loading gif because it's smaller and more easily customized
营销从业者分享他们测试过一百多条广告后总结出的十个高转化 AI UGC 文案开头句，用于提升 Facebook 广告效果。
10 best facebook ads AI UGC hooks right now from the 100+ we've tested "ok I did not think this would actually work" "this feels illegal to know" "nobody told me it was this easy" "I'm kind of mad I…
受众观点：① 作者在评论里继续引导到自家 Graphed 网站，强调用 AI marketing agents 五天内部署，说明受众对自动化投放和创意生成有兴趣（@codyschneider, 1likes） ② 也再次强调五天内部署营销 agent 的卖点，试图把对文案 hook 感兴趣的人转化为工具用户（@codyschneider, 0likes） ③ 有人表示很喜欢这种文案钩子的写法，并好奇这些句子在点击率和转化率上的具体数据差异，希望看到更量化的结果（@willjamesusa, 0likes）
展开评论
- @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 Learn more at the link https://t.co/mL5ZLkAgFP
- @codyschneider (0): Deploy your marketing agents in 5 business days - https://t.co/8s2nibqHoo
- @willjamesusa (0): @codyschneider I really love copy writing and the nature of these kinds of hooks. Thanks for sharing them. Do you have any interesting data around them? For example were they higher for click through or higher for conversion as a pct of click through, other?
开发者称 AI 编程工具 Lovable 已经非常强大，并向作者 @antonosika 建议加入原生 backlog 或任务列表功能以替代在仓库里维护 md 文件。
Lovable is immensely powerful now, actual next-level stuff @antonosika can you add a first-class backlog feature (or at least task list) so we can ask it to defer stuff without having to maintain md…
受众观点：① 工具作者 @antonosika 关心如何用队列和 backlog 设计产品功能（@antonosika, 0likes） ② 增长服务从业者认为强大工具也会带来额外管理负担，创始人更想要"代做"而不是更多功能（@outreachguyai, 0likes） ③ 其他用户认同 Lovable 很强，希望有更顺滑的 defer 任务体验而不是手动维护 .md 文件（@themirrowai, 0likes）
展开评论
- @antonosika (0): @fedjabosnic thanks for feedback Fedja we're adding queueing of prompts, does that help? if not, what's the problem with md files?
- @outreachguyai (0): @fedjabosnic @antonosika This is exactly the tradeoff with tools. Powerful - but still another thing to manage. Most founders don't need *more* features. They need outcomes without touching the dashboard. That's why done-for-you > DIY tools for growth.
- @DavidXoutreach (0): @fedjabosnic @antonosika A native backlog in Lovable would streamline things nicely. Solid suggestion. Sent over a message. Wondering if you've read it yet in your message requests ?
- @themirrowai (0): @fedjabosnic @antonosika @antonosika Lovable is actual next-level stuff. 🔥 Can we get a native backlog/task list? 🛠️ Managing .md files in the repo for "todos" feels outdated. Asking the AI to 'defer' tasks directly to a UI list would keep the vibe flowing!
- @outreachguyai (0): @fedjabosnic @antonosika This is exactly why done-for-you beats tools. Powerful software still needs *management*. Same on X: tools are cool, but founders don't want another backlog. They want results handled. That's why we fully run accounts.
推文介绍了一款名为 Fresco 的独立游戏，玩家可以在 3D 考古学家和古埃及墙画中的 2D 角色之间切换，通过双世界解谜推进进度。
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 有人补充游戏设定细节并引导大家 wishlist 和关注开发者，说明玩家对新奇机制和支持小团队都很积极（@IndieGameJoe, 775likes） ② 部分玩家指出类似 2D/3D 贴墙玩法在 Mario Odyssey 和 Zelda 等作品中出现过，质疑"从未见过"的说法（@Aelphasy, 726likes） ③ 也有人强调灵感继承在游戏创作中很正常，希望大家给独立开发者空间，把喜欢的机制做成个人化作品（@IndieGameJoe, 605likes）
展开评论
- @IndieGameJoe (775): "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 (726): @IndieGameJoe Nice. But let's not people believe its new/never seen before. Both Mario Odyssey and Zelda ALBTW did it years ago
- @IndieGameJoe (605): 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!
- @Itsdotdev (406): @IndieGameJoe Nice. Definitely inspired by this game. https://t.co/HSX7wnMZ4B
- @HadiganMatter (320): @IndieGameJoe Zelda says hi https://t.co/lqJzOQqyG5
推文安利独立恐怖攀爬游戏 Idols of Ash，玩家一边沿巨大深洞往下爬一边被巨型蜈蚣追逐，现已在 Itch 上限时免费。
A giant centipede chases you while you while you climb down a huge hole in indie climbing horror game, Idols of Ash! Out now and FREE for a limited time, on Itch: https://t.co/xYpAfigfKo Full Gamepla…
受众观点：① 很多玩家被主角回头看到蜈蚣猛冲的瞬间吓到，说明惊吓节奏设计得当（@_reapze_, 1226likes） ② 有人吐槽视频里常见的苏格兰口音 TTS 声音无处不在，反映出内容创作工具同质化的问题（@LowKarmaPerson, 504likes） ③ 也有玩家认为粗糙画面和声音反而让恐怖氛围更诡异，比精致画面更有压迫感（@ExoGhost, 497likes）
展开评论
- @ss1elite (1248): @gameralphabeta @LeafyGames Will there be a sex update? https://t.co/wrN2OvIPvP
- @_reapze_ (1226): @gameralphabeta @LeafyGames him turning aroundd to see the centiped chomping towards him scared the fuck outta me
- @Mick2Bigg (1162): @gameralphabeta @LeafyGames https://t.co/TM6omXI53m
- @LowKarmaPerson (504): @gameralphabeta @LeafyGames WHAT IS THIS SCOTTISH TTS VOICE I HEAR IT EVERYWHERE
- @ExoGhost (497): @gameralphabeta @LeafyGames Something about bad graphics and sound makes horror games so much more unsettling
一位独立开发者展示自己做的绘画人体姿势参考应用 HAELE 3D - Pose Studio Max，可自定义姿势、灯光并在不同解剖模型间切换。
I am an indie dev working on an anatomy pose reference app for artists. - Create custom poses - Customize the lighting - Switch between various anatomy models Would you use this for drawing? It is ca…
受众观点：① 作者补充说明可以在真实人体和简化模型、骨骼和肌肉系统之间切换，并支持道具和灯光编辑，展示了产品的专业深度（@haele3d, 550likes） ② 有潜在用户担心如果采用高价分级订阅会难以负担，希望是一次性购买而不是昂贵月费（@AmbroseBoaBowie, 158likes） ③ 也有画师表示自己经常到处搜姿势参考，这类工具如果不太占资源、操作简单就会愿意长期使用（@CrazyPhilDerp, 32likes）
展开评论
- @haele3d (550): Switch between realistic human and simplified body models. Explore the skeletal and muscular systems. Use props and edit the lighting. Wishlist it here: https://t.co/DEMz2Umfot
- @AmbroseBoaBowie (158): @haele3d If i need to buy it, fine. But there better not be a monthly subscription with different levels. People can hardly afford to live as it is and every other art program like this thinks it can afford to charge 50 a month for a niche idea
- @p_u_p_i (129): @haele3d My life would be yours ige, this looks incredible
- @IndieGameJoe (34): @haele3d "the indie game joe effect" this is really cool btw!
- @CrazyPhilDerp (32): @haele3d This is something that certainly has my attention. Has a lot of potential. I'm constantly web searching for poses and references, so I would use this. As long as it's not too complicated or a big memory hog on a computer.
Claude Code 桌面版新增内置浏览器，Claude 可以在沙箱环境中直接打开和交互网页文档、设计稿等，并支持配置会话是否持久化。
Claude Code on desktop now has an in-app browser. Claude can pull up docs, designs, or any other site. It can read, click through, and interact the same way it does with your local dev servers. It's…
受众观点：① 官方提醒用户更新桌面应用并提供文档链接，说明这是面向开发者的重要功能更新（@ClaudeDevs, 534likes） ② 有开发者表示希望团队持续投入桌面版 Claude Code，因为相比终端界面更舒适，反映出对更友好 IDE 体验的需求（@maxjean__, 272likes） ③ 部分用户吐槽使用额度限制太快用完，以及更新推送节奏不一致，担心自己还没拿到新功能（@JohnGregQuantum, 36likes; @nuno_arede, 31likes）
展开评论
- @ClaudeDevs (534): Make sure to update to the latest version of the desktop app. Read more in the docs: https://t.co/eyNMZjW4hI
- @maxjean__ (272): @ClaudeDevs please continue to invest time in claude code desktop im tired of using the terminal. its ugly and depressing
- @ScrollGold_com (58): @ClaudeDevs @trq212 Can you guys build in a mini game i can play while Claude is doing its thing
- @JohnGregQuantum (36): @ClaudeDevs Everything is awesome until I remember I hit the usage limit so quickly!
- @nuno_arede (31): @ClaudeDevs How long does this usually take? The update getting to all users? https://t.co/98XXGs6EDd
Matthew Berman 分享自己用 25.4 亿 tokens 打磨 OpenClaw 的过程，并通过视频列出 21 个日常高频使用场景，从 MD 文件、记忆系统到 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 作者提供免费的用例电子书和提示词链接，说明社区对具体可复用的 prompt 和场景很感兴趣（@MatthewBerman, 367likes） ② 他还公开了 SOUL、IDENTITY、PRD 等文件，展示如何用结构化文档喂给 OpenClaw 构建长期人格和产品记忆（@MatthewBerman, 284likes） ③ 有人认为未来产品的核心会是 agent 本身，提醒大家注意数据和 API key 安全，同时强调要给 agent 做品牌和差异化（@LightDriver21, 160likes）
展开评论
- @MatthewBerman (367): Free use cases eBook: https://t.co/ZrGKJE125w Use my prompts: https://t.co/QttIDiQcD2
- @MatthewBerman (284): Here are my files: SOUL: https://t.co/SyQfkeCAiR IDENTITY: https://t.co/M36MFOhNHp PRD: https://t.co/9amPNKrMy3
- @LightDriver21 (160): @MatthewBerman Agents are the Product now, start building and selling your harnesses now. Be careful with data and API keys. Market and Brand your agents and how they're better. It's a new arms race and if you're reading this you're winning.
- @0xYozh (44): @MatthewBerman 2.54 billion tokens and a food journal. this is the future we were promised
- @LinusEkenstam (26): @MatthewBerman Matthew are you joining OpenAI next?
作者展示自己用 Cursor 里的 gpt-5.6 sol 代理搭建 Blender MCP，生成并渲染一个逼真的悬浮 MacBook，整个过程在此前从未接触过 Blender 的情况下完成。
just asked gpt-5.6 sol in cursor to set up blender mcp and make me a realistic floating macbook, then render the whole thing. never opened blender once in my life before today. https://t.co/vkmZoscb3D
受众观点：① 作者补充说明自己一边在网页上用 GPT 生成详细提示，一边粘贴到 Cursor，让模型连带讲解基础操作，体现出 LLM 在教学和执行双重角色上的潜力（@prasenx, 261likes） ② 他分享了相关文档和仓库链接，鼓励大家按文档在自己 IDE 里尝试搭建，说明开发者对可复现教程需求很高（@prasenx, 168likes; @prasenx, 154likes） ③ 还有人感叹 AI agent 能在 3D 软件里"造东西"非常震撼，虽然知道背后是数学但直觉上仍觉得不可思议（@rahul_twtss, 91likes）
展开评论
- @prasenx (261): pov: i was also using gpt on the web for assist 😂 it wrote every prompt in detail and i was pasting those into cursor. that's how the whole thing worked even it helped me a lot to teach me some basics like Pan, Zoom, View Selected, shading modes lol https://t.co/lO07yqN5PB
- @prasenx (168): here's the docs, pick your ide and do it, pretty easy btw https://t.co/P6dRUKNMSC
- @prasenx (165): tried fable first, it was actually garbage on this one. even checked with grok, it told me to switch to gpt sol. that's what actually worked. https://t.co/XrSZvMpd3u
- @prasenx (154): here's the repo if you want to set it up yourself (don't try to mess things ask your fav LLM or watch any tutorial before doing anything shi) https://t.co/d642ZrPM1H
- @rahul_twtss (91): @prasenx AI agents using 3D software to build stuff just breaks my mind. I know it's all math but still
推文介绍一个名为jamiepine/voicebox的开源GitHub项目，可在本地克隆用户语音并让Claude用你的声音多语言对话，强调隐私和免费特性。
CLAUDE AHORA PUEDE HABLAR CON TU PROPIA VOZ. EN TODOS LOS IDIOMAS. GRATIS → un dev subió a Github un repo llamado jamiepine/voicebox → te clona el tono exacto con un par de segundos de audio → corre…
受众观点：① 关注Claude生态、想把Claude接入语音通话或内容创作流程的开发者和创作者 ② 想在本地部署语音克隆、重视数据隐私的工程师 ③ 想做AI主播、播客或多语言内容的独立开发者和个体创作者。
展开评论
- @zaynmcps (914): https://t.co/V1uZXuA2Cf
- @LeoCreaIA (381): @zaynmcps este tipo de proyectos open source terminan siendo más útiles que la mayoría de alternativas de pago
- @selenarc_ (34): @zaynmcps lo que más valoro es que puedo iterar rápido, grabo algo, no me convence el tono y en segundos tengo otra versión sin depender de subir archivos a ningún lado
- @Nozelcode (19): @zaynmcps lo interesante no es solo que clone la voz, es que se integra directo en el flujo de trabajo sin tener que exportar audio de un lado y meterlo en otra herramienta aparte
- @gargajobestial (9): @zaynmcps Seguro nadie va a usar esto con malas intenciones.
推文介绍开源项目PixelRAG：通过网页截图而非HTML解析来做大规模视觉检索，用视觉语言模型在像素级别做RAG，被称为可能改变传统爬虫和网页检索方式的方案。
Web scraping will never be the same. (100% open-source visual search at scale) PixelRAG is a retrieval system that skips HTML parsing completely. Instead of scraping a page into text and embedding ch…
受众观点：① 需要从复杂网页、仪表盘和PDF中抽取结构化信息的爬虫工程师和数据工程师 ② 在做RAG/agent系统、对检索质量和token成本敏感的AI开发者 ③ 想把学术成果快速转成可用工具的独立开发者和开源作者。
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- @0x_lun (30): @akshay_pachaar skipping html parsing sounds clean until your screenshots start hitting paywalls captchas and dynamic renders that load 3 seconds after the shot
- @Barrettsharpe (13): Dug into this one. It's the real deal. Official code for the Berkeley paper "Web Screenshots Beat Text for RAG," and the names behind it are serious. Yichuan Wang and Zhifei Li leading, advised by Matei Zaharia (Databricks CTO, co-created Spark), Joseph Gonzalez, and Sewon Min.…
- @indentfour (10): @akshay_pachaar This is a really interesting approach to getting around traditional scrapers not being able to see things rendered in JavaScript components. I assume there's still some issues with dynamic / personalised pages but still closes a big gap.
- @AgentOrToy (8): @akshay_pachaar the part abt swapping parsers moving accuracy 10 pts on the SAME docs is lowkey insane we been blaming the models when the parser was fumbling the whole time 💀
- @StatsWire (7): The most interesting idea here isn't visual retrieval. It's treating the screenshot as the ground truth. We've spent years optimizing: HTML → Text → Chunks → Embeddings Maybe the better approach is: Page → Pixels → Embeddings Especially for tables, dashboards, PDFs, charts, and…
推文展示OpenClaw代理系统能在Seedance 2上自动生成视频并导入Premiere Pro自行剪辑的能力，强调从生成到编辑全流程由AI代理完成。
crazy.. OpenClaw generates video on Seedance 2, import into premiere pro and edit.. all by itself https://t.co/NlaUYHmzAU
受众观点：① 想用AI加速短视频生产的独立开发者和内容创作者 ② 在做多模态agent、希望打通生成模型与专业编辑软件的AI工程师 ③ 关注如何把研究demo变成可复用视频生产工具链的产品和工具作者。
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- @dawiddrzala (20): @EHuanglu Where is seedence 2.0 available as api ?
- @Ruan3D_ (19): @EHuanglu Are your agents going to watch it? 🤭
- @Framer_X (17): @EHuanglu any results to share?
- @Artsvisiongb (14): @EHuanglu Wow, knowing what to cut, what to keep. Curious how it handles pacing decisions. Generating clips is one thing, editorial rhythm is another.
- @_DigitalJoe_ (14): @EHuanglu Can you show the final output. I don't think it works well yet
推文介绍作者把Claude配置成一个拥有42个技能、按真实公司组织架构划分部门的"整家公司"，并给出各技能安装链接供他人直接使用。
I turned Claude into an entire company. 42 skills, organised like a real org chart (links below): Here is every department, and where to get each one. Developers Superpowers →https://t.co/OhKcviBg6m…
受众观点：① 想用Claude或其他大模型搭建多技能代理、替代部分公司职能的独立开发者 ② 在探索用agent重构团队分工的早期创业者 ③ 对Claude技能生态和MCP集成感兴趣的AI开发者。
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- @OkTonyGeez (22): @charliejhills I used up all my Fable 5 tokens just looking at this post.
- @Fezzent (21): @charliejhills thank you for not asking us to "COMMENT CLAUDE to get the DM"
- @SteveSpringerMD (9): @charliejhills How many tokens does this burn through per day?
- @socialwithaayan (7): @charliejhills love that every skill is actually installable, not concept art :)
- @ASBTHETRADER (6): @charliejhills Did your company start making money I see all these stories but not sure how profitable these companies are, running on agents ❓️❓️
推文分享谷歌发布的一小时"agentic engineering"课程，涵盖从零构建AI代理、记忆系统、长运行循环、MCP与API对比以及多代理协作等完整知识点。
Google just dropped a 1-hour course on agentic engineering from scratch: 00:00 - How to build your first AI agent 08:24 - Build agent memory (short, persistent, long) 28:34 - Agentic loops, long-runn…
受众观点：① 想系统入门AI代理工程、但时间有限的独立开发者和工程师 ② 已在用Claude/GPT做小工具，想升级到有记忆和长流程agent的开发者 ③ 对MCP概念模糊、需要官方示例来理解MCP与传统API差异的技术受众。
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- @rewind02 (2): @0xCodez mcp versus api finally got explained
- @de1lymoon (2): @0xCodez Codez, it's a new banger video. Thanks i am saved
- @_virgil19 (2): @0xCodez replacing 10 paid courses with one free video is going to make a lot of refund requests very awkward
- @itsthedonhashim (2): @0xCodez @0xCodez the agent memory part is exactly what I needed. been trying to figure that out for ages, can't wait to dive in.
- @SlopToSignal (1): @0xCodez ok but who actually finishes a 1 hour youtube course we all know its going to 2x speed and then abandoned at 28 mins 💀
推文用中文整理了10个能从任意网站提取干净数据的GitHub爬虫仓库，号称可以获得通常需要销售对接和合同才能拿到的访问能力。
10个GitHub仓库帮你爬取整个互联网 全部收藏。每个都能从任何网站提取干净数据，这种访问权限通常需要销售电话和合同才能获得。 1. https://t.co/zJu2tFnpaB https://t.co/zW9TU6eoym
受众观点：① 需要大规模抓取公开网页数据的独立开发者和数据工程师 ② 想给Claude Code或自家agent接入"上网爬数据"能力的AI开发者 ③ 做情报、研究或线索挖掘、但预算有限又不想完全依赖第三方爬虫SaaS的个人和小团队。
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- @rumpel_sol (16): @Lucy_love_AI These scraping tools are strong for extraction. The real power comes when you wrap them in proper loops so agents can autonomously research, extract, verify and act on data at scale. I open sourced athena-loops as a practical harness for this https://t.co/tS8xhXKBet
- @keyan898786 (3): @Lucy_love_AI 这类工具确实很强，但越强越要注意边界。 爬取只是第一步，真正有价值的是把公开信息整理成结构化数据，再用于分析、研究和业务判断。 如果只是无脑抓取、批量搬运，很容易踩到平台规则和合规风险
- @VonderVuflya (3): @Lucy_love_AI 前 10 个帮你爬下整个互联网--这一个让你的 AI 永远不忘。 https://t.co/jDKcVyxqAm 给 Claude Code、Codex、任何 MCP 客户端一份共享持久记忆:决定、踩的坑、项目状态跨会话留存。100% 本地、零依赖、不上传云端,数据全归你。开源免费。
- @LLMTester (1): @Lucy_love_AI Companies charge to bypass rate limiting and captchas. These don't.
- @cyrilgupta (1): @Lucy_love_AI Great list! I'd also recommend checking out Diggy Miner. It can scrape data from almost anywhere, making research, lead generation, and data collection much faster. https://t.co/AAyHbAi0VL
一条展示日语AI电话销售实录的帖子，主打女声自然对话和相づち效果，并声称可用于替代人工电话获客、做销售代运营月入一百五十万日元。
【テレアポ完全終了】 AIが日本語で電話してる。 しかも女の子の声で自然。 相づちも間も人間レベル。 実際の音声を聞けば分かる。 営業代行で月150万円狙える領域。 https://t.co/7bhKCLkxn7
受众观点：① 做出海 SaaS 或 AI 工具、想把语音代理接入销售流程的独立开发者 ② 想用 AI 降低冷呼叫成本的中小团队创始人 ③ 关注多语言语音代理实际转化率的工程师和产品经理。
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- @desty_taco (29): @ai_300 テレアポやってたらわかる。 こんなんでアポ取れるわけない。
- @vvs_japan (28): @ai_300 テンポ感が悪すぎる。 正直、この微妙な間がウザい。 声が自身では可愛いと思ってるけど、テレアポだと相手をイライラさせる代表例のような電話。
- @ukgor01 (25): 音声がいくら自然でも、テレアポのハードルは相づちの質じゃなくて「切り返し」の精度。月150万を狙うなら、人間らしい発話より、いかに即座に相手のペインを突いてアポへ誘導するかのロジックの方がROIに直結する。AI化で楽になるのは導入だけで、結局は営業の型をどれだけ解像度高く組み込めるかの勝負。
- @m91ZAlwsrX91333 (17): @ai_300 AIってわかるから、その瞬間に切るけどね。
- @muchakosaaaan (10): @ai_300 これかかってきたらまじで迷惑だしAIと分かったら即ブロックなので、通用しないと思います。。
作者分享一个解决数据抓取"脏活"的新工具链，让 OpenClaw、Hermes Agent、CodeX 等 agent 能方便获取推特、B站、小红书等站点内容，绕过昂贵 API 和反爬限制，降低搭建 AI agent 所需的数据接入门槛。
今天发现了个神器，终于有人把最脏的活给干了！OpenClaw、Hermes Agent、CodeX都能用上！ 说实话，之前这事真的离谱到家。想在网上找点资料简直跟打怪升级一样： - 推特API？张口就要钱，穷鬼直接劝退 - 网页抓取？逼你开订阅，一个月几十块没了 - B站小红书？一顿乱拦，连看个评论都费劲 - 让Claude https://t.co/rJufXBz2a5
受众观点：① 想做 AI agent 但卡在数据抓取和上下文构建上的独立开发者 ② 需要批量采集社交媒体和内容平台数据来喂模型的个人项目作者 ③ 对 OpenClaw、Hermes Agent、CodeX 等生态感兴趣、想把多站点数据统一进 agent 的技术用户。
展开评论
- @RMac_5 (2): @QT9277 This could improve agent productivity a lot.
- @peach77wckk (1): @QT9277 这等于免费送信息差
- @laoyingkhq (1): @QT9277 这个可以的，先收藏了
- @JJbest1111 (1): @QT9277 小红书搜索功能用了一下，收到一封warning letter https://t.co/ABrAnARXQA
- @Martin7oan (1): @QT9277 真正的門檻不是 AI，而是工具鏈整合。
帖子讲一个深圳 22 岁学生用 900 元红米手机跑自动化脚本，定时刷六个中文新闻 App、截屏并让 Claude 对比 Polymarket 价格给出下注建议，从而在一个月赚到 14700 美元的套利故事。
深圳有个22岁的学生，用一部900块钱的红米手机，就三月份这一个月，愣是帮他赚了14700美元，他爸妈到现在还以为他在备考呢。 手机每隔半小时，自动打开六个中文新闻App，翻看新闻标题、截屏，然后把摘要扔给Claude。AI再把这些新闻和Polymarket上的价格做对比，给出投注建议。 👉 https://t.co/VW0M8ctrhP
受众观点：① 想用 AI 和自动化做信息差套利的独立开发者 ② 对 Polymarket 等预测市场感兴趣、但不知道如何系统获取信息源的技术玩家 ③ 做移动端自动化、读屏脚本和反爬绕过方案的工程师。
展开评论
- @laoyingkhq (0): 2026年的超级赛道，普通人最大的机会-- Polymarket预测市场！ 和3年前的memecoin赛道一样，现在还是早期，看懂的人已经在冲了！ 现在注册还不晚，扎进市场用心研究！ 👉Polymarket官网：https://t.co/XOIs6CMprG （VPN的节点选香港或韩国即可） 👉加入我的PolyMarket电报群：https://t.co/DDli1EKQgq 👉Polymarket官方跟单机器人PolyCop： https://t.co/xrFNgicH8Q
- @Misstang1102 (0): @laoyingkhq 红米900块挣1.47万刀，父母还蒙在鼓里，太魔幻了。 PhoneDriver直接读屏操作绕开反爬，把时间差套利压到普通人也能上手，手法真精。
- @YuGuan1209 (0): @laoyingkhq 跟单首选平台
- @yy1384812553845 (0): @laoyingkhq 没懂
- @gabagool22 (0): @laoyingkhq a 20-50 minute lag is an eternity in trading. smart use of an information edge.
推文介绍 GitHub 上名为 chinese-independent-developer 的仓库，已获得超过 5.2 万 star，系统收录了大量中国独立开发者的个人或小团队项目，包括很多 AI 相关网站和 App。
🚨卧槽！中国独立开发者项目清单火了 这个仓库叫 chinese-independent-developer，目前已有 52k+ stars，是一个专门收集中国独立开发者作品的列表。 里面收录了大量实用、有趣的网站和 App 项目，很多都是个人或小团队做的（包含大量 AI https://t.co/ZU3YL1kLdZ
受众观点：① 正在选题或犹豫做什么产品的独立开发者 ② 想把国内成熟玩法搬到海外、寻找灵感的出海开发者 ③ 对 AI 工具和小众垂直应用感兴趣、想系统浏览优秀 side project 的技术人。
展开评论
- @honitec (1): @CryptoTied 52k 星更像需求地图，独立开发者可直接从高频场景反推付费产品。
- @NewstoTrade (1): @CryptoTied 52k stars里有多少项目能活过两年？
- @tangbuilds (0): @CryptoTied 项目清单最有价值的不是"抄作业"，是看同一需求已经有多少人做了。找灵感前先找拥挤度。
- @An_yhl (0): @CryptoTied 52k 真的离谱，独立开发者藏龙卧虎
- @fuxiucoding (0): @CryptoTied 52k stars背后，全是一群不等批准就直接开工的人。
作者介绍新版 Codex 顶部标题栏可以点击，在 ChatGPT Work 和 Codex 两种模式间切换，并强调这其实是两个不同的 Agent，前者负责从需求到成品的一条龙自动化。
新版Codex 标题栏是可以点击的！随时切换Chatgpt Work和Codex模式 这俩啥区别？两者是完全不同的 Agent。 1. ChatGPT Work--把目标变成成品。 给它一个需求，它自己研究资料、分析数据、出报告、做 https://t.co/SisOx50xtT
受众观点：① 在用 Codex、ChatGPT Work 等工具做日常开发和办公自动化的技术用户 ② 想在自己产品里引入多 agent 模式、但还没想清楚交互设计的独立开发者 ③ 关注 AI 助手从"聊天框"进化为"任务编排器"的产品经理。
展开评论
- @a_sd_fgh_jklz (0): @VinceZcrikl 非常 GPT 的文案
- @yoyo05848179 (0): @VinceZcrikl 那很坏CHAT要消耗额度
- @SaulGoodmanCqk (0): @VinceZcrikl win版本没有吗？
作者是一名长期写科幻和奇幻的创作者，用 Claude Code 做角色和世界观的连续性管理，结果在 11 个 AI 检测器测试中，最"像人类"的文本反而是 Claude 参与整理的作品，而 2019 年纯人类写作却被判定为 AI，借此抨击当前 AI 检测和出版行业的荒谬。
F5 in Claude Code is actually the best assistant and editor I've ever had for my science fiction and fantasy writing, and frequently comments on what a pleasure it is not to have to code while simult…
受众观点：① 顶层评论直言相信 AI 检测器"准确"的人根本不了解技术原理，认为这些工具本身就不可靠（@throwaway3113151, 125likes） ② 有人补充现实后果，指出检测误判会直接毁掉创作者或学生的职业生涯，这才是最可怕的地方（@ArtichokeQuiet1155, 37likes） ③ 还有评论提到老师用检测器"抓包"学生、撤销学位的案例，认为这种滥用已经演变成系统性不公，情绪非常强烈（@Tyalou, 27likes）
展开评论
- @throwaway3113151 (125): At this point, anybody who believes that an AI detector can be accurate has no idea what they're talking about
- @ArtichokeQuiet1155 (37): Entire careers go up in smoke because of them. This is my point. :(
- @Tyalou (27): Yes, teachers with their HAHA! moments on students docs flagged as AI and revoking their whole education. This is disgusting.
- @CutBulkMaintain (14): I mean the title and body of the post just say it all.
- @diabloman8890 (11): Preach. The people (like you) actually getting value out of these systems have quietly just been producing; the insecure ones who can't actually create on their own are loudest about tearing down the ones who can. It can't last.
一位用户抱怨网络连续几天很慢、自己又不懂排查，于是把测速截图发给 Claude 求助，按建议更换网线后带宽直接提升近百倍，并再次让 Claude 复查结果，引发大量围观讨论"用 LLM 做日常 IT 支持"的真实价值和态度分歧。
My network has been very slow for a few days. My computer is fine and protected by antivirus software, and the IT team has not limited my bandwidth. I had no idea how to fix the problem, so I asked C…
受众观点：① 顶赞评论用"AI 帮人类解决问题，其他人类无缘无故生气，人类真好笑"调侃那些看不起这种用法的人，态度上支持只要问题被解决就好（@Lily3704, 543分） ② 有人强调不必理会居高临下的评论，只要 Claude 能解决问题就行，不管是自己读十个网页还是问模型，本质都是在用工具（@edalis, 143分） ③ 也有用户从照顾父母的角度出发，认为把这类简单但耗时的技术排查交给 Claude 非常有用，相当于给爸妈配了个 24 小时在线的"耐心 IT 支持"，自己不用再反复教"检查路由器电源"这类基础操作（@lazuli_s, 43分）
展开评论
- @Lily3704 (543): AI helps human solve problem. Other humans mad for no reason. Humans funny.
- @edalis (143): It's great that Claude solved this. Ignore the condescending comments. If it works, it works. Who cares whether they did it by reading ten websites or asking Claude?
- @ceiviec (64): Man is this what happens to people using caveman for token saving ?
- @FblthpphtlbF (45): Why speak lot word?
- @lazuli_s (43): This is actually so useful. Anyone who has older parents and had to act as their personal technology assistant will understand the power of delegating to Claude stupid taks like these. Now I can have a super smart and expensive LLM telling my parents to check if their router is…
一位开发者展示自己用 Claude Code 辅助在 Godot 中制作的低多边形战机游戏 AFTERBURN，包含飞行控制、武器系统、狗斗 AI、机库和回放等功能，引发玩家和开发者对"用 LLM 辅助做完整 3D 游戏"的惊叹与技术追问。
Hey everyone, I've been building a low poly fighter jet game called AFTERBURN with Claude Code. Claude helped me make the flight controls, weapons, dogfight AI, hangar and replay system. The game cur…
受众观点：① 有玩家半开玩笑地吐槽 F-16 不是舰载机，同时好奇作者到底做了多久，体现出大家既关注细节真实性也对个人用 AI 做出这种效果感到惊讶（@Nearby-Attempt9812, 62分） ② 有开发者追问具体使用的引擎、语言和 MCP 集成方式，表示自己在 Godot、Unity、Unreal 里用 Claude 的效果都不理想，想了解作者是怎么做到的（@Badgerized, 17分） ③ 作者用小号回应说主要用 Godot 的 GDScript，强调需要大量提示和调试，游戏还有很多 bug，说明 LLM 更像高效助手而不是"一键生成成品"的魔法（@Giuseppe-Morelli, 12分）
展开评论
- @homiej420 (65): Highway to the danger zone
- @Nearby-Attempt9812 (62): II'm sorry but this is the most ridiculous and insane thing I've seen all day, what the heck man. Have you no respect? ... F-16s aren't carrier based! Really though it looks cool how long have you been working on it?
- @Badgerized (17): what engine and language or mcp are you using to get these results? ive tried claude in godot, unity and unreal to less than desirable results.
- @Giuseppe-Morelli (12): (My alt acc) Mostly GDScript in Godot. It just takes a lot of prompting and debugging. The game still has a ton of bugs and is far from perfect.
- @Gratitude15 (11): What in the fuck. Magic. Just rewind time. Imagine this share 10 years ago. 20. 30. 40. 50. Imagine this dude talking into a mic, having a back and forth, and having this come out. What in the fuck.
一位开发者在 r/ClaudeAI 开源了一个名为 **done** 的恶搞 Claude Code 插件，它对任何请求都只回复"Done."，号称能把输出 token、工具调用和响应时间几乎降到零，借此调侃社区里层出不穷的"省 token 技巧"和过度优化。
Every couple of weeks, a new skill or plugin appears that promises to reduce token waste. But you can stop now. I have the solution for us. \*\*done\*\* is a Claude Code plugin that responds \`Done.\…
受众观点：① 顶赞评论继续玩梗，要求出一个更极简的 ultra 版本，用"ack"替代"Done."，把极端压缩输出当成笑点（@yes_i_tried_google, 240分） ② 作者在评论里配合延伸玩笑，比如承诺在 v4 考虑 ultra 版，并用"Consider it Done."回应，保持整帖的戏谑氛围（@WheelBrilliant, 127分；@WheelBrilliant, 96分） ③ 也有人提出半认真的疑问，比如如何确认 Claude 真的完成任务而不是只说"Done."，从侧面点出"可验证性"和"对模型过度信任"的问题（@scodgey, 66分）
展开评论
- @yes_i_tried_google (240): I'd like an ultra version please, as 'Done.' just seems unnecessarily long winded. A simple 'ack' would suffice
- @WheelBrilliant (127): I'll consider it in v4. Consider it Done.
- @WheelBrilliant (96): Have you considered just asking Claude?
- @scodgey (66): But how do I know if Claude is actually done vs just claiming that it is done?
- @thewongtrain (65): Done.
一位开发者发帖邀请大家分享那些在真实项目中踩坑后才形成的 Web 开发观点，比如框架选择、可访问性、架构和性能等。
When I first started web dev, I didn't have strong opinions about much. Most advice sounded reasonable until I had to deal with the consequences of it myself. After working on a few real projects, th…
受众观点：① 顶层评论强调简单语义化 HTML 比花哨自定义组件强太多，很多人用 div 堆出按钮和下拉却完全破坏键盘导航和读屏体验（@Square-Nebula-7530, 104分） ② 有人表示对「盲目 npm 引入依赖」一直很不安，最近的供应链攻击让这种担忧被验证（@WordWithinTheWord, 76分） ③ 多条高赞评论都在强调「无聊技术栈更耐久」、大多数场景 vanilla HTML/CSS 足够、微服务被严重高估等经验主义观点（@alexvsn, 67分; @rdsmith675, 47分; @SocksOnHands, 33分）
展开评论
- @Square-Nebula-7530 (104): Simple semantic HTML is vastly superior to overengineered custom components. Too many developers build beautiful custom buttons and dropdowns using nested generic divs while completely breaking keyboard navigation and screen readers. Using the correct native elements saves you h…
- @WordWithinTheWord (76): I've always felt weird about blind npm imports. And feel vindicated by all the recent supply chain attacks.
- @alexvsn (67): Mine is pretty simple: boring tech ages really well. Every time I picked the "exciting" option, I ended up maintaining the excitement long after the fun was gone.
- @rdsmith675 (47): Vanilla html and CSS is better for MOST stuff than trying to navigate react frameworks. I'm sure in an enterprise environment frameworks are valuable and necessary. But I shouldn't have to learn html css JavaScript AND react AND Next.js, node and npm and some Postgres wrapper PL…
- @SocksOnHands (33): Micro services are overrated, almost never necessary, and have more drawbacks than benefits. Make reasonably architected monoliths and create libraries if code reuse across projects is needed. You'll save a lot on RAM, CPU, latency, DevOps, and integration is easier to debug.
作者发布 Quartermaster，这是一款原生 iOS 应用，可直接连接自托管栈中的 40 多个服务（如 Radarr、Sonarr、Plex、Unraid、Proxmox 等），在本地加密存储凭据、无云端中转或分析 SDK。
Quartermaster is a native iOS app for controlling your selfhosted stack from your phone. Browse your library, request films and shows, watch what is downloading, and keep an eye on your servers, all…
受众观点：① 不少 iOS 用户感谢作者一开始就把功能、价格和是否使用 AI 讲清楚，认为这种透明度比常见的"免费下载后再发现核心功能被锁"模式更受尊重（@GrumpyGander, 40likes） ② 有人虽然暂时用不上，但很欣赏作者对项目的坦诚态度和清晰定位，认为这种沟通方式本身就很加分（@ThunderDaniel, 16likes） ③ 也有 Android 用户表示羡慕 iOS 生态，提到目前 Android 阵营已有 NZB360 之类成熟方案，并期待未来能有 Quartermaster 的移植版本（@MOONGOONER, 15likes；@Swityyyy, 10likes；@stiky21, 8likes）
展开评论
- @GrumpyGander (40): As an interested iOS user thank you so much for telling me everything I need to know right out the gate. I know what it does, what it costs, how much ai went into it, and more. No bullshit "it's free" and then find out all the features anyone wants are behind a paywall anyway.
- @ThunderDaniel (16): I dont have a use for this right now, but I admire how upfront and firm you are about your project. You respectfully stated how you built it, what you're charging for, and what else to expect, without seeking to make the discussion a drawn out affair. Very admirable.
- @MOONGOONER (15): Looks pretty great. I'm on Android otherwise I'd give it a whirl.
- @Swityyyy (10): Thank you for looking over it! NZB360 is the king for the android world Loads of people have requested a port, it is on the roadmap but I want to make sure everything is stable and everyone is happy on iOS before anything
- @stiky21 (8): Oh nice. Finally some iOS love.
楼主已经自建 Pihole 数月，发现 Adguard Home 功能类似，于是在自托管社区询问两者在性能和广告拦截效果上的差异以及是否有更优替代方案。
I have Pihole up and running for about 4 months now, and i stumbled across Adguard Home, which appears to do the same thing. So that bears the question: Which one is better in terms of performance an…
受众观点：① 很多人建议在比较 Pihole 和 Adguard 时顺带评估 TechnitiumDNS，把它视为功能更完整的 DNS 服务器选项（@RelativeTricky6998, 157分） ② 新手自托管用户对"完整 DNS 服务器"和简单广告拦截器的概念差异感到困惑，需要更通俗的解释（@vmshade0, 132分） ③ 有经验用户详细说明 Technitium 在本地域名管理、集群同步、多实例冗余等高级场景上的优势，并认为只想拦广告用 Pihole/Adguard 即可（@clintkev251, 59分）
展开评论
- @RelativeTricky6998 (157): Do check TechnitiumDNS as well since you are comparing.
- @vmshade0 (132): I am a beginner in self hosting so I will pretend like I understood that.
- @clintkev251 (59): Technitium is an actual full DNS server that also can perform blocking using the same kinds of lists used in Adguard and PiHole. Because it's a real DNS server, you can actually fully manage local DNS zones unlike Adguard and PiHole which only have very rudimentary rewrite capab…
- @clintkev251 (58): I always preferred Adguard, but there's not a lot between the two. Now I'm running Technitium which is just leaps and bounds above both
- @clintkev251 (50): Ok so let's say you're using PiHole and you also have some local server you want to assign a DNS record to. In PiHole what you can do is create a rewrite rule that basically says for anything matching x resolve to y. That's workable for really basic stuff. Technitium actually al…
作者用 Claude 帮忙实现了一个名为 beatthecouch.com 的网页小游戏，让玩家在随机两年真实标普 500 历史数据上做买卖决策，对比"第一天买入躺平的沙发"基准，用排列检验标记运气成分，想用实盘数据教育朋友别迷信择时。
I built this to settle an argument with a friend who thinks he can time the market. You get $10,000 and a random two-year window of real S&P 500 daily history (1928-2019). You don't know which ye…
受众观点：① 有人建议把这个游戏发到 WallStreetBets 等社区，认为这类用真实数据打脸"我能战胜市场"心态的作品在散户圈会非常受欢迎（@AcePilot01, 99likes） ② 作者 @noir_chat 在评论里解释设计细节，比如如果你只是一直持有其实等于复制沙发策略、算平局但"道义上"算沙发赢，体现出他想用规则设计强化"躺平也不差"的信息（@noir_chat, 30likes） ③ 也有玩家从策略和机制角度讨论，认为如果能调整节奏和仓位比例，用再平衡等方法理论上可以更稳定地战胜沙发，说明大家在认真把它当成一个实验工具来推演交易行为（@krismitka, 20likes）
展开评论
- @AcePilot01 (99): Post this shit on WSB and you will prob get a million upvotes haha. Better yet if you add in some paper hands or diamond hands jokes lmfao
- @noir_chat (30): hi - glad you enjoyed it if you do nothing and stay in the market, you're basically copying the couch. i know it's technically a draw but i think morally calling that a victory for the stationary furniture is fine : )
- @Sir-douche-a-lot (21): https://preview.redd.it/6pcjvxe8vddh1.jpeg?width=1206&format=pjpg&auto=webp&s=45c18818f34b90e4c01b6d1a6a311868254035c4 Fun game. Easy money 😉
- @noir_chat (20): when i post it it's seen as self-promotion and it's blocked out/deleted. but hey, i wouldn't mind you trying mate, it is the original audience i wanted to go for!
- @krismitka (20): Seems like you just wait for the position to dip once, then all in, and you win, yes? If the game was 1/4 pace, and I could trade half, 3/4 or all my available funds or position, I could easily beat the couch every time with dollar position rebalancing. The point of the game app…
围绕「你这个应用本可以只是网页」的讨论里，开发者们在争论原生 App 与网页/PWA 的取舍，尤其是隐私、追踪和用户习惯方面的差异。
r/webdev Your app could have been a webpage
受众观点：① 有人指出 App 对平台方来说更有利，因为能更稳定地识别用户、追踪行为并绕过广告屏蔽和隐私插件（@yksvaan, 232分） ② 多位开发者分享自己用 PWA 让网站直接变成 App 的做法，同时吐槽普通用户甚至不会在浏览器里输入网址，更习惯去应用商店或社交平台找入口（@shgysk8zer0, 136分） ③ 评论也提到 iPhone 故意让安装 PWA 变得麻烦，以及大厂通过封闭生态牺牲数字素养来强化平台依赖（@hentionalt, 94分; @f314, 69分）
展开评论
- @yksvaan (232): Apps offer reliable user identification, tracking and disallow using adblockers, privacy addons and such. Also users aren't used to "installing" PWAs and I think iPhone makes it unnecessarily hard.
- @shgysk8zer0 (136): My app *is* a website. PWAs (and bubblewrap/PWABuilder) are just awesome like that. I've been pretty shocked at just how many people don't know how to use a browser though. Seriously, trying to get people to just visit a website is often discouraging. They'll go to Facebook and…
- @hentionalt (94): > iPhone makes it unnecessarily hard Intentionally so
- @f314 (69): > Seriously, trying to get people to just visit a website is often discouraging. Yeah, big tech really has been training the masses for consumption at the cost of digital literacy.
- @arcrad (46): Yeah all garbage users don't really want.
作者因为用 Claude 写出了自己完全不懂的代码和功能，感觉成果远超自身能力，担心拿不出解释、却要为成果负责，从而产生强烈"冒名顶替综合征"，在帖子里询问其他人是否也有类似体验。
I think I've gotten to the point where now I have no clue how Claude is doing the work I want, it just is. I can barely keep up, but now I'm just doing tests and making further feedback to refine. I…
受众观点：① 很多资深开发者表示共鸣，称自己做了十几年软件依然有冒名顶替感，说明这种不安全感并不是 LLM 才带来的新问题（@Spareo, 181likes；@Beginning-Sky-8516, 29likes） ② 有人从职场结构角度安慰楼主，指出管理层长期在"不懂细节却拿成果"的位置上，本质上承担的是成败责任而非每一行代码，暗示用 Claude 也可以理解为类似的分工（@bunchedupwalrus, 56likes） ③ 也有评论给出很实用的建议：不要让 Claude 在你完全不理解的情况下独立造重要系统，要频繁让它解释设计、画图、对齐需求，否则就只是"在制造垃圾代码"，强调人类仍需对方向和质量负责（@Jjeweller, 23likes）
展开评论
- @Spareo (181): I don't want to brag, but I've been in software development for 15 years and never stopped having imposter syndrome.
- @bunchedupwalrus (56): Think of it this way my dude. Project Managers, Middle management, and c-suite has been taking credit for the usually substantially heavier technical work that has happened under them since time immemorial. Many rarely had or have any understanding of the details, but are celebr…
- @Beginning-Sky-8516 (29): You and every other engineer on the planet haha
- @papa_ngenge (28): Every engineer I know that doesn't have at least some imposter syndrome has either mentally clocked out or is an arrogant junior.
- @Jjeweller (23): That's why you don't let it build something important to you without making it inform you, reading plans, and checking in on what it's doing frequently. I can't write code but I have a deep understanding of the application I have been developing with Claude for work over the pas…
作者分享自己多次做免费或免费增值应用最终放弃的经历，对比新应用 Tote 从第一天就付费订阅并配合买量，在 4 个月做到 1.5 万美元 ARR，总结独立开发者为什么要尽早收费的四点经验。
Some friends and I have been giving our apps away for free(mium), and each time we eventually abandoned them. Our most recent app was paid from day one and **reached $15k+ ARR in 4 months.** Last yea…
受众观点：① 很多独立开发者认同要早收费，但认为核心是找到可持续的付费获客闭环，而不是一刀切地全站硬性付费墙（@_suren, 17likes） ② 有人补充软性付费墙实践，比如先给 5 次免费保存，再收费，否则纯免费模式在没有 VC 支持时很难撑到远期转化（@readingisformorons, 6likes） ③ 也有开发者认为作者把成功归因于收费方式是误判，真正关键还是产品是否解决了用户愿意付费的问题，并举自己免费转付费转化不错的案例反驳（@alzho12, 5likes）
展开评论
- @_suren (17): Charging early is useful, but the lesson here may be "find a paid acquisition loop," not "paywall everything." A hard paywall can hide whether people understand the product at all. I'd still let users reach the core moment once, then charge for continuing if the value is repeat…
- @readingisformorons (6): I think "find a paid acquisition loop" is an eloquent way to say it. Our product has a soft paywall, where you can save 5 things before you need to pay. The issue with going full freemium is that it can take weeks, months, or years for an active user to convert from free to paid…
- @brendancoots (5): I have a bunch of acquaintances that used Groupon for their local businesses, and the only thing ANY of them ever got was a bunch of bargain/freebie hunters who were terribly rude, demanding etc but never actually spent money beyond the deal. Generally speaking, "free" or even "…
- @alzho12 (5): Sorry, all your insights are wrong. Your new app is making money because it's solving a problem people want to pay for. I launched a freemium app last year too. So far we got 1000 free users and 200 converted to paid subscribers. If the product wasn't useful, they wouldn't have…
- @Strong-Strike2001 (5): You answered to a bot...
作者运营了 4 个月的 TransClipper（视频转录和爆款片段分析）一直零收入，最近把 Google Search Console 和 GA4 等真实数据全部丢给 Fable 5 让它诊断转化问题，按建议改了 UI、放开转录额度并加上 3 天 Pro 试用后，当天就迎来首笔付费并开始有 MRR。
I've been building [TransClipper](https://www.transclipper.ai/) (video transcription + viral clip analysis) for 4 months. Traffic was going up every month but nobody was paying. Not a single sale. Th…
受众观点：① 有人感叹只要给 LLM 喂对输入（真实漏斗数据），输出就能非常接近专业顾问的建议，认为这对没有预算请增长专家的创始人是巨大红利（@Echoflicks_Simon, 40likes） ② 评论区也出现了围绕产品名 TransClipper 的玩梗和吐槽，说明大家在认真看帖的同时也会关注品牌命名和传播效果（@BabyJesusAnalingus, 36likes 等） ③ 还有人顺着玩笑延伸，调侃"Fable 5 教我怎么跟女生说话"等标题，体现出这类"AI 帮我解决 X"的故事在社交媒体上有很强的传播潜力（@logicalflex, 12likes）
展开评论
- @Echoflicks_Simon (40): It never stops to astonish me that when you give these LLMs the right kind of input, the output is genuinely helpful. I mean, they are not experts in sales, funnel optimization, growth or anything. But the LLM gave you a great advice that would cost you money if you asked an adv…
- @BabyJesusAnalingus (36): >TransClipper 
- @logicalflex (12): For your next post title: Fable 5 taught me how to talk to girls.
- @StyleAccomplished153 (7): Look, that surgery usually costs a fortune, $25 is a bargain.
- @medialantern (7): This is like someone saying "this cat I just got is an amazing mouser, it cleaned out my whole barn!" and you say "stop sucking off your cat". Maybe take a break?
一位正在做"减少上下文切换痛苦"工具的创作者，在 indiehackers 上详细描述自己在 GTM、营销和产品工作中被多应用、多标签打断后丢失思路的场景，向其他创始人调研他们在哪些时刻最容易丢线、现在用什么工具兜底，以及理想中需要和哪些应用打通。
Hi everyone, I'm trying to understand the context switching pain better. Not "productivity" in general. More the specific moment when daily work gets scattered across tabs, apps, files, docs, message…
受众观点：① 有人吐槽最糟糕的情况是被电话或消息打断后回到几十个标签页，完全想不起来刚才在哪个页面工作，只能靠桌面便签写下当前唯一任务并强行关掉无关标签，但仍然记不住当初的思考理由（@Cool_Common_8115, 3分） ② 有创始人指出客户消息必须优先回复，但一次两分钟的回复往往要花二十分钟才能重新进入原来的心流，说明中断恢复成本远高于中断本身（@OfferRead, 2分） ③ 帖主补充自己做的 joinrecall.com 想解决的是传统提醒、任务管理工具反而增加大脑负担，希望无感接入现有工作栈，自动识别你何时"漂移"并在合适时机把你拉回正确上下文（@fulger099, 2分）
展开评论
- @fulger099 (3): How do you recover after your work gets scattered across tabs and messages?
- @Cool_Common_8115 (3): the worst for me is when i step away mid-thought for a call or a ping and come back to 40 tabs and no idea which one i was actually working from. happens most with the mix of stripe dash, analytics, and slack threads all blurring together i've started leaving a sticky note on my…
- @OfferRead (2): Same here. Customer messages are usually worth answering immediately, but they completely reset my train of thought. It's funny how a two minute reply can end up costing twenty minutes to get back into the original task.
- @fulger099 (2): I think it's natural... we cannot remember everything as human beings, especially if you have multiple tasks, family etc. And obviously replying to a customer is always the priority, right... The issue to me, and reason I started to build [joinrecall.com](http://joinrecall.com)…
- @OfferRead (2): That's exactly how I think about it too. Customer messages are always going to interrupt what you're doing. The challenge isn't preventing the interruption, it's getting back to the same mental state afterward. If your product can solve that without adding another thing I have t…
作者利用 Claude Pro/Max 自带的云端电脑和一个自建的 BlitzOS 网站，把多个私有 Git 仓库通过一个"context repo"挂载到 Claude Code 会话里，实现从手机一键启动带完整上下文的云端开发环境，在沙发上远程让多个代理并行干活。
Basically, your pro/max plan includes free cloud computers you can run Claude Code on, but its useless until you set it up to have full context of your work. Over the weekend I made a self-hosted sol…
受众观点：① 有人表示自己直接用 /remote control 功能远程控制本机，暗示官方远程方案已经能覆盖一部分"从手机干活"的场景（@randomfstar, 47likes） ② 也有用户吐槽远程会话经常掉线、丢消息、卡死，认为目前的实现"几乎没法用"，说明对稳定性的抱怨很集中（@dbbk, 16likes；@Hefty_Fee_8805, 31likes） ③ 还有人从传统开发工具角度对比，提到 ssh + tmux 这种老派方案依然很好用，几乎任何设备都能连上去写代码，体现出一部分开发者对"新云电脑 + LLM"工作流持保留态度（@PicklesToes, 10likes）
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- @randomfstar (47): I just use /remote control.
- @Hefty_Fee_8805 (31): My remote sessions always lose sync even though they show connected.
- @dbbk (16): They're literally useless. You can't use them. Constantly disconnecting, swallowing messages, getting into stuck states.
- @PicklesToes (10): ssh + tmux == build a lot of shit from your phone, laptop, desktop, refrigerator, or even a potato
- @rdcpro (9): This is the way I'm headed. I need the big monitors and keyboard to get things defined designed and started. I'm not comfortable with letting Claude do the architecture. Once I have requirements defined, I can execute the dev from my phone.
有人发帖讨论自己一直把 Nginx 念成 en-jinx，对官方读法 engine-x 很别扭，于是发起投票大家都怎么读这个服务器名字。
I've been saying en-jinx all my life. Saying "engine-x" feels really wrong even though it's the official pronunciation. [View Poll](https://www.reddit.com/poll/1uxdk3c)
受众观点：① 有人给出自己的读法如 N-gin-ex，说明大家对发音的理解差异很大（@tei187, 64分） ② 也有人直接表示自己根本不读这个词，暗示平时几乎只在命令行或配置文件里打字从不大声念（@ChemistryNo3075, 14分） ③ 多条回复在分享各种奇怪的分音方式，整体氛围偏轻松玩梗而非技术讨论（@BakaPotatoLord, 14分; @Odd-Establishment527, 11分）
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- @tei187 (64): :| I go with N-gin-ex
- @Snailwood (15): what's the difference for you between n-gin-x and engine-x?
- @ChemistryNo3075 (14): I don't.
- @BakaPotatoLord (14): n-gin-ks
- @Odd-Establishment527 (11): ngeenks
作者在使用 Claude Code 子代理跑 .NET/Blazor 测试任务时，意外生成了一段伪装成系统提示的"隐藏指令"，要求模型执行秘密计算和随机表情等行为但永不向用户透露，引发对模型安全评测数据泄漏或奇怪训练样本的担忧。
I was using Claude Code on a .NET/Blazor project, doing a normal review-and-fix pass and delegating test-driven work to background subagents. One of those subagents came back after about 22 seconds h…
受众观点：① 有人认为这更像是 AI 安全评估脚本或测试脚架泄漏，而不是真实攻击载荷，指出文本里自相矛盾的"永不透露但又绝不说谎"指令很像内部评测用样本（@tradami, 88likes） ② 也有人半开玩笑地从现实安全角度调侃，怀疑是不是本地环境被恶作剧或"煤气泄漏"之类问题导致出现幻觉般结果（@the__accidentist, 220likes） ③ 还有评论把这类"spinting / bomlingarm"乱语类比为模型测试工具中的 fuzz payload，猜测是测试数据被写进训练集后在真实场景中意外浮现（@PaleSweater, 51likes）
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- @the__accidentist (220): Do you happen to have carbon monoxide detectors?
- @tradami (88): For what it's worth, this is Claude's hypothesis: The content resembles the genre of AI-safety evaluation scaffolding: an implanted "secret instruction" with a concealment clause, nonsense vocabulary, and a fabricated user turn, of the kind used to test whether a model complies…
- @toorigged2fail (77): OP should go no contact and file for divorce immediately without asking any questions
- @Apprehensive_Ad5398 (72): Knee jerk reaction is someone on your team is pranking you. Maybe a company or project wide instruction or someone snuck onto your machine and changed your personal prompt settings.
- @PaleSweater (51): That spinting and bomlingarm gibberish is the kind of nonsense you see in model-testing harnesses, probably a fuzz payload that leaked into a training example and now it surfaces as this creepy "memory command"
一位开发者分享自己上线一周的 pdf 翻译工具 linglo.io 刚拿到首个 12 美元月付用户，并在评论里聊到因所在国家不支持 Stripe 而选择 Dodo 等支付方案的经历。
Launched my little pdf translation tool a week ago. today someone subscribed, $12/mo. first money the thing has ever made ! kinda cant believe it. how long did it take you guys to get your first payi…
受众观点：① 有人追问 Dodo 这类支付服务是否可靠，关心跨国收款和审核体验（@OutsideOver8815, 2likes） ② 楼主补充自己是 linglo.io 的作者，解释产品是以阿拉伯语为优先的多格式翻译服务，并分享选择 Dodo 的原因（@Flaky_Routine_325, 3likes） ③ 另一位评论者详细说明 Dodo 在跨国账户、审核速度和本地 Stripe 不可用情况下的优势，给其他开发者提供了实战参考（@Flaky_Routine_325, 3likes）
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- @Flaky_Routine_325 (3): Yes, it allowed me to verify my ID and use an abroad bank account (different country) + very fast verification
- @Flaky_Routine_325 (3): Welcome ! I built linglo.io, it's an Arabic-first translation service, supports many format
- @Flaky_Routine_325 (3): Stripe isn't supported in my country, also dodo offered flexibility + fast response time, took a couple days for verification.
- @OutsideOver8815 (2): Dodo is good?
- @OutsideOver8815 (2): Bro I am facing payment gateway problem for almost one month and got rejected for multiple times 😭😞 paddle , lemon squeezy all rejected..can u share some details like what kinda things I need to do to get permission quickly and also how much time it took u to get permission?? An…
楼主在 Docker 中运行 Jellyfin 和 Navidrome，想用 WireGuard 做远程访问，但纠结是容器内部署还是裸机安装，并担心 NAT、管理复杂度和局域网直连等问题。
In my setup, Jellyfin currently runs on Docker, and I need remote access to my media server, which I would like to do with WireGuard. On the same Docker stack as Jellyfin I have a Navidrome install f…
受众观点：① 有人分享长期在 Docker 中使用 wg-easy 的经验，认为通过简单端口转发就能获得易用的 Web 管理界面（@drlemon3000, 72分） ② 多位用户建议尽量在路由器或裸机上跑 WireGuard，认为容器内部署容易导致额外 NAT 和网络复杂度（@roboticchaos_, 34分；@nbtm_sh, 11分） ③ 其他评论进一步强调优先在路由器，其次才是裸机，把 Docker 作为不得已的选项（@d4tm4x, 8分）
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- @drlemon3000 (72): I have been using https://github.com/wg-easy/wg-easy in a docker container for years at this point and I am pretty happy with the setup. Just forward port 51820 in your router to the docker host. And the added GUI to manage guests is pretty handy.
- @roboticchaos_ (34): Bare metal makes things less complicated, some routers support a direct VPN connection - including WG.
- @nbtm_sh (11): I'd advise against running it in Docker for various reasons. The main one being that it's really hard to get it to not NAT your traffic internally (which is best to avoid at all costs). I always run Wireguard on my router but if that's not possible a virtual machine/LXC containe…
- @d4tm4x (8): Same thoughts as in the other comments, however other order: If possible use WG on your router, if not then bare metal.
- @mdeeter (7): wg-easy.... is easy I've been using this for a few years and it's great.
作者分享自己做的 GeoSpoof 浏览器扩展和 Mac+iOS 组合，用来在 Safari 等环境里伪造地理位置和时区，最近因为新增无线 GPS 控制功能而开始流量暴涨。
So my app has been a free browser extension for months to spoof geolocation coordinates and timezone in Safari. Two days ago I released a new feature supporting device GPS control. This allows users…
受众观点：① 很多评论在祝贺数据曲线起飞，把作者的增长截图当作励志案例（@Cute_Idea_695, 33likes） ② 也有人质疑这类"爆红截图"帖子是不是变相广告，抱怨相关内容在各个创业子版块泛滥（@jahblaze, 8likes） ③ 一些读者更关心具体运营细节，追问作者如何获客、未来如何变现以及上架各大浏览器商店的成本和门槛（@open_book_1387, 6likes）
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- @Cute_Idea_695 (33): Congrats! That line flew away like it owed the ground some money.
- @jahblaze (8): Are these types of posts the new AI angle for just promoting SaaS? Spoofing downloads/charts/installs about getting first uses or gaining traction as a way to drop their product? Maybe it's the algo but I swear these types of posts clutter my feed across the SaaS/startup/tech re…
- @open_book_1387 (6): How did you market it? Also, if you're putting it out for free, alwhat are the plans for making money with it? Also, does it cost anything for going live on chrome-store? Is it as gated as app store or play store?
- @rafatacion (6): So if people come here to post the same slop bullshit about how to get the first 10 users, people complain. If someone comes here to celebrate success, people call them liars and complain, what the fuck are you in this sub for
- @SpaceJeans (6): I wrote this completely by myself, and this chart is completely real lol. Idk what to say other than that
帖子介绍了用 Claude Code 搭配 Obsidian 和 Markdown 文件，构建一个由 AI 维护的"第二大脑"个人 wiki，通过 Raw/Inbox/Wiki 分层和 Ingest、Query 两个命令，让模型负责整理、交叉引用和清理笔记，而人只用在 Obsidian 里浏览和使用。
This Claude Code + Obsidian setup turns saved sources into a maintained personal wiki Claude Code can be used as the maintainer of a local "second brain" built from Obsidian and plain-text Markdown f…
受众观点：① 顶流评论分享了一个更复杂的第二大脑实践：用 Claude Code/Pi 作为编排层，配合 Graphiti 做时间图谱、Qdrant 存文档、Obsidian 存相对静态信息，并强调"记忆"与"知识"的区别以及语义搜索在事实演化场景下的局限（@341913, 117likes） ② 有人认同 Graphiti 这类图数据库在"真记忆召回"上的优势，认为单靠 Obsidian 很难内建好用的记忆整理机制，除非愿意烧很多 token 做清理（@InternationalTwist90, 9likes） ③ 也有评论指出需要周期性的"dream loop"来清理冲突、保持库的精简，并给出了自己梦境循环脚本的示例链接，说明社区已经在探索长期运行的 AI 记忆维护流程（@341913, 9likes）
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- @341913 (117): I've been running a second brain for months now and found that obsidian alone is not enough, it quickly turns into a mess and rag starts recalling outdated facts resulting in knowledge rot. To be clear, obsidian is perfect for knowledge bases where information is more static. Fo…
- @InternationalTwist90 (9): Ive been of the mind thst graphiti is probably the answer for true memory recall applications because there is generally grooming of the memory system that you just can't natively build into obsidian unless you are really good at it and/or willing to burn tokens. I am trying to…
- @341913 (9): I took strong inspiration from the ralph loop so dreaming is nothing more than a python script with a prompt and a small file to track what it has "dreamt" about so far. Here is a sanitized version of the main markdown file which gets fed into each loop: [https://mdshare.live/d/…
- @rwm4604 (8): Do you think a local model like Quen code could maintain this?
- @alteraltissimo (7): A whole generation is about to find out that note taking is *not* about the end product. Any day now.
一位刚上线 Pinescriptapi SaaS 的开发者不想投放广告，求助如何通过 YouTube、Reddit、X、Instagram 或 SEO 等渠道获取首批自然流量。
I recently launched a SaaS ( [https://pinescriptapi.com/](https://pinescriptapi.com/) ), but I'm having trouble figuring out how to get traffic. I'm unsure whether to focus on YouTube, Reddit, X (for…
受众观点：① 多位回复强调纯自然 SEO 至少需要 6-12 个月起效，建议先去 TradingView 公共脚本区、r/algotrading 等垂直社区长期输出干货再顺带提产品（@Responsible_Key2380, 4分） ② 有人分享自己通过在 Reddit 持续回答问题、日常提供价值，稳定获得 Reddit 与 Google 双渠道流量的经验（@Powerful-Software850, 2分） ③ 也有建议采用双轨策略：一边长期做 SEO，一边根据个人擅长选择 1-2 个内容渠道如 YouTube、Instagram 或 X 深耕，而不是到处撒网（@slightly_usefull, 2分）
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- @Responsible_Key2380 (4): Purely organic SEO takes 6-12 months to show anything meaningful for a niche dev tool like this. What actually moves faster: find the communities where Pine Script traders already hang out, like TradingView's public scripts section, Reddit's r/algotrading, and relevant Discord s…
- @Powerful-Software850 (2): Not only does it take 6-12 months but then it still slowly grows from there. Reddit has been the way for me to promote gently as needed. I get Reddit referrals and Google referrals consistently now. But I show up and add value everyday no matter if I can post my platform or not.…
- @sekharjavvadi (2): Usually, you have to go in a 2 approach like one is the first approach and another one is the slow approach obviously approach it will take minimum six months to get attraction, but as a start, we don't have a that much amount of time to focus on that thing, but it would be bett…
- @slightly_usefull (2): That's pretty simple and mostly depends on your resources (both financial and time-wise). 1. I'd 100% dedicate a part of the effort towards SEO/AEO. Think of it as a long-term commitment that'll start bringing traffic at some point. Not immediately, but you'll get there. 2. The…
- @Venkatsoft (1): is this a dev tool? what product category does it fall under. Good luck to you.
一位长期帮创始人做产品的从业者复盘自己见过约 200 家失败创业项目，总结出三大致命决策：不和付费用户对话就闷头开发、把获客当成后期再说、以及从不让用户用真金白银验证需求。
Let me explain how I even have this data because it sounds quite made up. I build products for founders for a living have been doing it for 8 years so I have had a weirdly specific seat…. I watch a p…
受众观点：① 有开发者承认文章说中了自己的逃避心理，习惯用写代码代替和用户对话、要钱（@Kevil_tran, 11likes） ② 也有人分享通过和销售合伙人合作，把公司围绕对方的销售能力来设计，从而快速做到数千美元 MRR 的经验（@t510385, 6likes） ③ 部分读者感叹这些道理其实并不新，只是被作者讲得更有故事感，更容易让人正视自己在分发和收费上的短板（@Warm-Reaction-456, 5likes）
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- @StackSandbox (11): Same candy, different sugarcoating.
- @Kevil_tran (11): This is so true. As a developer, I love coding because it is comfortable. But talking to users and asking for money is very scary. We often build things just to hide from the real market. Thanks for sharing!
- @t510385 (6): I have a sales cofounder. I do everything else - product, design, engineering, dev-ops, accounting, compliance, HR, even marketing and sales ops. You might think that's a lopsided partnership, and years ago I probably would have, too. But then I learned that sales and distributi…
- @Warm-Reaction-456 (5): Well yeah. Turns out watching 200 startups die doesnt give you new lessons it just gives you the same 3 lessons with better stories
- @Far_Upstairs_5901 (4): This is very articulate and on point! Distribution is a total beast right now. What do you suggest for founders that don't have channels? Perseverance to build the channel alongside the product? Just keep at building the channels for months until it works out? I kind of seem to…
帖子提醒使用 Tailscale SSH 的用户尽快更新以修复可导致 root 访问的漏洞，并建议在关键场景优先使用传统 OpenSSH，同时讨论了在 tailnet 中如何做防御纵深。
If you use tailscale ssh, you rely on ACLs, and anyone else in your tailnet you should update as soon as possible. Even if you're alone in your tailscale don't write off the possibility of chained vu…
受众观点：① 顶层评论质疑 Tailscale SSH 这类方案是否违背防御纵深原则，认为应假设任一组件可被攻破，因此更倾向让 sshd 只监听本地并通过 Tailscale 转发（@Jealous_Diver_5624, 119likes） ② 有人确认 Tailscale SSH 需要逐机启用，默认只用普通 SSH 到 Tailscale IP 的用户不受此次漏洞影响（@Static_Unit, 55likes；@PssyGotWifi, 45likes） ③ 也有评论指出 Tailscale 正在被不少公司当作 Kubernetes 网格等企业级基础设施使用，质疑其是否是合适的工具，并补充官方文档链接澄清受影响范围（@UnacceptableUse, 31likes；@williambobbins, 31likes）
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- @Jealous_Diver_5624 (119): I've never understood the point of Tailscale SSH, or their Kubernetes proxy, or whatever Netbird is doing with SSH. Isn't the entire point of defense-in-depth to assume that every single component can be compromised on its own, while the security posture of the rest of the syste…
- @Static_Unit (55): Tailscale SSH is separate from the "standard" tailscale usage, correct?
- @PssyGotWifi (45): You have to enable it per machine. If you haven't - then you're not using it.
- @UnacceptableUse (31): Tailscale want to be used by corporations who use it as a kubernetes mesh for some reason. I think it's a case of wrong tool but they're quite happy to pay the money for it so why stop them
- @williambobbins (31): Yes, using normal ssh to your tailscale IP is not affected by this. This is only if you use 'tailscale ssh' which handles the auth for you. https://tailscale.com/docs/features/tailscale-ssh
一位新手自托管玩家用 Dell Optiplex 跑 Ubuntu Server，询问家用服务器长期不重启是否有风险、需不需要定期重启以及什么样的运行时长算不可接受。
Hello community! I have a question regarding uptime for a home server. I'm running a dell optiplex with ubuntu server, i7 8700 and 64gb of ram. The question is. What would be an unacceptable amount o…
受众观点：① 多数人强调 Ubuntu Server 就是为 24x7 设计的，建议开启自动安全更新和邮件提醒，只在需要时重启（@cozza1313, 29分） ② 有人好奇楼主展示的监控界面，询问使用的应用和 UI 主题（@joelnodxd, 7分；@chigga511, 4分） ③ 其他用户补充说明大部分更新无需重启，只有少数内核或关键组件升级才需要计划停机（@DemandTheOxfordComma, 4分）
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- @cozza1313 (29): Ubuntu Server is designed to run 24x7 and servers should run 24x7. Since your running Ubuntu server I would recommend you setup Unattended upgrades and setup emails so it will notify you to reboot for upgrades, this will take care of automatic security patching for your server.…
- @joelnodxd (7): I have Beszel and it looks nothing like this - are you using a custom theme?
- @DemandTheOxfordComma (4): Unless there's a hardware or software problem you should only need to reboot for some updates. Most updates can even be done without the reboots.
- @chigga511 (4): What is the app/ UI you're using for this?
- @Zanisan (4): Beszel. Its pretty sweet
一位正在做首个 SaaS 的开发者吐槽到处想找同路人互相学习和打气，却总被推销课程和工具，想问还有没有纯交流不带销售的建设型社区。
I'm currently working on my own SaaS idea and I'm looking for people who have the same goal: building something from scratch, learning together, sharing ideas and helping each other. But every time I…
受众观点：① 有人表示强烈共鸣，顺势介绍自己做的相关产品或社区，反映出很多人一边厌倦被推销一边又在推自己的东西（@breakpointbandit, 15分） ② 有开发者说自己也在做 SaaS，但卡在想法验证阶段且完全没有人脉，希望能找到一起交流的伙伴（@farhansheikh47, 3分） ③ 也有人建议线下 hackathon 更容易遇到纯粹为了「build for the build itself」的人，比线上环境里人人都想被发现要健康很多（@Several-Lemon-3381, 2分）
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- @breakpointbandit (15): Hey that's a great point and I can totally relate, that why's I built xyz
- @Elegant-War-2074 (3): Nah fr that's crazy
- @farhansheikh47 (3): Well, I'm building one, currently stuck at validating my ideas. Don't know where to start, i have no network :)
- @Several-Lemon-3381 (2): go to an in-person hackathon. way easier to find people building for the build itself than online, where everyone's trying to get discovered.
- @ruggerid (2): I feel the same way
SaaS 版讨论用 LLM 辅助"vibe coding"写代码后，再用同样方式调试和审计代码的体验，以及如何通过提示词和流程设计把 AI 变成靠谱的调试助手。
r/SaaS Vibe coding: Ship it. Vibe debugging: Who wrote this garbage? (It was…
受众观点：① 有人真心表示自己最喜欢调试阶段，觉得这是最有挑战也最有成就感的部分（@Intrepid_Travel_3274, 11likes） ② 一些开发者分享了用 LLM 深入依赖层、通过紧凑上下文快速定位问题的实战经验（@AlexanderDoak, 8likes） ③ 也有人用"make no mistakes"等梗调侃，同时强调要用对提示词、保持审慎审计才能获得长期可靠输出（@Granite-Scheduling, 3likes）
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- @Intrepid_Travel_3274 (11): u kidding??? Debugging is my fav part. It's one of the few things that actually feels challenging.
- @AlexanderDoak (8): I know, right? I freaking love digging deep into existing code bases and finding the issue two layers deep into dependencies outside of your project. Factorio spaghetti has taught me well. And hell yes I use LLMs for this. I don't often read code line by line. But I know what qu…
- @Granite-Scheduling (3): You can simply avoid this by adding "make no mistakes" to your prompts.
- @silverarrowweb (3): "be adversarial" seems to be the phrase that actually makes a difference. It wants to be a yes man by default, so telling it not to do that and call things out with justification seems to help. When actually doing the debugging, you start a new chat context every time so that yo…
- @xertex_vs (3): Yeah I am learning man I am in my second year of bachelor degree of computer science
作者开源了 Nightingale，这是一款基于 Jellyfin/Navidrome 媒体库、自托管运行的卡拉 OK 应用，使用 UVR Karaoke、Demucs 和 WhisperX 等模型在本地完成人声分离、歌词对齐和评分。
Hey r/selfhosted, I've been building [Nightingale](https://nightingale.cafe/), an open-source (GPL-3.0) karaoke app that turns any song in your library into a karaoke track - vocals stripped, lyrics…
受众观点：① 有人吐槽官网视觉风格，但也有用户认为网站看起来和常见模板站差不多、没什么问题（@toughtacos, 27分；@hockeymikey, 16分） ② 部分用户担心在每首歌上跑 WhisperX 等模型会让 CPU 吃不消，对本地推理成本有顾虑（@LeShaerint, 19分） ③ 作者本人回应这是个人爱好项目，强调不收费、自己不是设计师，主要精力放在应用内体验和功能上（@rzzzzru, 13分）
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- @toughtacos (27): There's nothing wrong with that website. It just looks like any other website using a template.
- @LeShaerint (19): my cpu would cry running whisperx on every song
- @hockeymikey (16): The website looks fine. Its just you.
- @rzzzzru (13): hey! fair feedback, but please keep in mind that it's a hobby project that I do alone and don't ask any money to use it. I'm not a designer and can't spend a lot of time on it, so I cut corners here and there where it won't jeopardise the experience. inside the app the design is…
- @NerdyNThick (6): I thought slop was banned or quarantined to a single post... Where's the replacement for this sub? I think I'm done.
一位有系统管理和云架构背景的开发者用 Claude 等 AI 辅助"vibe coding"做完一个 SaaS 产品后，因为大量代码由模型生成而产生强烈冒名顶替感，不敢正式对外发布。
Context: I'm a young sysadmin, working at the same MSP company since I started 6 years ago. I already have beginner skills in C/C++ and Python, plus a French master's degree (Bac+5) in software/netwo…
受众观点：① 有人安慰楼主说真正有价值的是你对架构和问题的设计，AI 只是帮你写语法细节（@narayan77, 13likes） ② 也有人提醒楼主不要被社交媒体上的情绪带节奏，现在真正的难点已经从写代码转向把产品变成生意（@Powerful-Software850, 6likes） ③ 多位评论强调"写原始语法从来不是工程的核心"，只要能解决真实问题、理解系统结构，就已经在做真正的工程工作（@ready_or_not_3434, 5likes）
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- @narayan77 (13): You designed the code, thats a big deal. You didn't treat the AI like a genie Relax, your have achieved something and deserve a lot of credit.
- @Powerful-Software850 (6): Sounds like you created your own anxiety and worries deep diving Reddit. Can't succeed if you get decision fatigue deep diving social media. You're about to enter the hardest part of the journey, turning an app into a business. Unless you get your head right, it's going to be a…
- @ready_or_not_3434 (5): 100% this. Writing raw syntax was never the hard part of engineering anyway, if you can design the architecture and actually solve a real problem then your doing the real work.
- @Fun-Consequence-3112 (5): Just tell customers if your reaching out that it was heavily AI assisted, but that shouldn't change the fact that if they need or see value in what your product fixes. If they see value they can also be patient and go through your AI coded app. But if you successfully get custom…
- @parazoid47 (3): I made it to be refactored by a real developer when things will start to be serious : full docs, no duplications, the easiest to maintain codebase. Hope this will be enought
发帖者做机器人世界模型研究，被 Yann LeCun 的 JEPA 思想吸引，主动求问社区对 JEPA 模型的技术缺点和红旗。
I am currently doing research on world models, specially in tje field of robot learning, and, as probably most of you alredy know, JEPA-like models are mentioned over and over. I read the main recent…
受众观点：① 有人认为 LeCun diss LLM 和 RL 更多是对研究资源被单一范式垄断的不满，而非纯技术否定，提醒不要因此忽视 JEPA（@NamerNotLiteral, 26分） ② 有人指出 JEPA 过度依赖任务相关抽象，难以像 LLM 那样在不同任务间平滑泛化，并且没有很好处理胖尾分布问题（@SlayahhEUW, 21分） ③ 也有人补充可以通过正态化流等方法在高斯潜空间和非高斯物理变量之间映射，但前提是有足够鲁棒的数据集（@Majromax, 8分）
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- @NamerNotLiteral (26): Dissing LLMs and RL is more political than anything for Yann. You just have to follow him on Twitter/Threads to realize his dislike for LLMs is less about the technical capabilities of those models and more about how they've completely overtaken a massive swathe of research and…
- @SlayahhEUW (21): My pet peeve with JEPA is that there is an emphasis on the abstraction at the same time as they want to compete with general models. Predicting abstract representations is more efficient. However, the abstraction necessary is completely dependent on your target task. You might p…
- @RogueStargun (14): Your first sentence is not quite right?
- @Majromax (8): > Also, JEPA does nothing to address fat-tailed distributions. You are using an isotropic gaussian to estimate a distribution, meanwhile information theory is pointing to that the interesting information is living in the ends of heavy-tailed/fat-tailed distributions. On the o…
- @Unturned3 (8): "The greatest benefit of JEPA is that it performs gradient descent at runtime rather than just during training time" uhh I don't think that's quite right? Can you clarify what you mean?
一位创作者在 indiehackers 发起"用一两句话分享你在做什么并贴链接"的集中展示贴，同时顺带推广自己做的 makers 社区产品 trylaunch.ai，号称帮助项目获得更公平的曝光。
Pitch your product in 1-2 lines - and drop a link here. I'm building a community where makers can share what they're building and get fair visibility. Here's the link: [https://trylaunch.ai](https://…
受众观点：① 有人在评论里推广自己的 all-in-one 营销包 microlaunch.net，强调可以一次 launch 触达 3 万多 makers、自动分发到多个渠道，并给出两年 52.5 万访客和 1200+ 付费客户的数据，说明这类 launch 平台已经形成一定规模（@greyzor7, 2分） ② 多位开发者顺势贴出自己产品链接，从开发者工具到社交跳转优化，再到带公开帖子索引的 startup 目录，说明大家都在寻找额外曝光入口和案例学习资源（@Early_Hand2009, 1分；@peterchester_, 1分；@Alarming_Possible_45, 1分） ③ 还有人简单描述自己做的"在 Reddit 和 X 上找主动需求线索"的 leadverse，反映出创始人们对"更精准分发和需求捕捉"的持续兴趣（@GuidanceSelect7706, 1分）
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- @greyzor7 (2): Hey guys, I'm building an all-in-one marketing pack for founders who want more than "just another launch" Launch, reach 30k+ makers, get real users & customers - [microlaunch.net/premium](http://microlaunch.net/premium) Lifetime, auto-distribution, marketplace spots, 1200+ c…
- @Early_Hand2009 (1): [https://scoriet.dev](https://scoriet.dev) I already made a launch, thx!!
- @peterchester_ (1): [Onlynk.me](https://onlynk.me) every social media click opens the native app instead of the in-app browser. Visitors land already logged in, ready to convert. +50% conversions on the same traffic.
- @Alarming_Possible_45 (1): I'm building Launch Receipts, basically a startup directory with the public posts attached. Instead of seeing only the final landing page, you can also open the Reddit and Hacker News posts connected to each product and see their scores and comment counts. It makes it easier to…
- @GuidanceSelect7706 (1): leadverse - find people looking for what you offer on Reddit and X
楼主抱怨 NocoDB 越来越多功能被移到付费版，想找一款能直接连现有 Postgres 仓库、提供表格式浏览编辑但不强行接管 schema 的自托管替代方案。
NocoDB has started to monetize their previously amazing software. With every update lore features sliding behind the paywall and mor and more greyed out features in community edition UI. So, after ye…
受众观点：① 有人推荐 Grist，强调其没有 SSO 税、限制少，是不错的自托管表格工具（@ichbean, 7分） ② 部分用户表示可以接受任何商业模式，但希望项目方对收费计划坦诚，不要后期不断挪功能、误导社区（@Efficient_View_3885, 5分） ③ 有经验用户详细推荐 Directus，说明其能直接挂在现有 Postgres 上提供表格视图，并对 Grist、Baserow、Appsmith 等其他方案的优缺点做了系统对比（@andrew-ooo, 4分）
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- @ichbean (7): Grist is the best one. No SSO tax, in fact you'll have to setup SSO to get multiple users support, or any other limitations.
- @Efficient_View_3885 (5): I am ok with any model. What's important is that creators are upfront about their plans, not mislead the community and take advantage of them.
- @Efficient_View_3885 (5): I did use AI for translation. Is that now frowned upon?
- @andrew-ooo (4): For your exact requirement (existing Postgres, spreadsheet UI, doesn't want to own the schema), the closest fit is Directus. It attaches to your existing schema, auto-generates a table/collection view that looks and edits like a spreadsheet, has row-level permissions for non-tec…
- @khantroll1 (3): Baserow is the first place my mind goes
一位做原生 iOS 冥想计时器的开发者抱怨外部 TestFlight 审核卡在"Waiting for Beta Review"近 7 天，怀疑是 AI 带来的 App 提交流量暴涨或自己触发了人工审核，向其他 indie iOS 开发者收集最近审核时长和是否该撤回重提的经验。
Hey everyone, I submitted my very first TestFlight beta build (external list) for my native iOS app (a minimalist, privacy-first meditation timer) almost 7 days ago. According to Apple's documentatio…
受众观点：① 有多年多款 App 提交经验的开发者认为外部 TestFlight 正常应在 24-48 小时内通过，建议直接重新构建并提交新版本，通常会更快获批（@maxcmoi, 2分） ② 有人解释内部和外部 TestFlight 审核机制不同，外部要走 Beta App Review，7 天确实远超常态，且重新提交不一定会让你回到队尾，新版本往往在首个版本审核后很快通过（@kamilbuilds, 2分） ③ 也有评论吐槽苹果审核流程像黑箱，希望能有更透明的状态标记来减少开发者瞎猜和焦虑（@Techo_lab, 2分）
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- @maxcmoi (2): I my experience on dozens of different apps over the years it should be accepted in less than 24 hours. I suggest you rebuilt your app and submit it again and I am pretty sure it will get accepted much faster.
- @vardyb (2): Thanks for the advise, I will give that a go later today. I was hoping to get some response from my support request, so may just see if I get anything this morning before doing as you suggest.
- @kamilbuilds (2): external goes through Beta App Review, internal doesn't, that's why your internal build cleared in hours and this one's stuck. normal external review is 24-48h, so 7 days is genuinely outside the norm, not just a slow week wouldn't assume resubmit resets you to the back of the q…
- @vardyb (2): Many thanks, As I mentioned above I'll probably see if I get a response from my support ticket first before trying the resubmit. Hopefully they will provide some feedback on the delay and expedite it.
- @Techo_lab (2): The irony is that developers spend so much time building transparent user experiences, yet one of the most important parts of shipping an app is still a black box. Even a simple "queued", "manual review", or "additional checks" status would eliminate so much unnecessary guessing.
Causo 的创始人分享他们在做募资和销售情报工具时发现，与其只展示 20% 功能再收费，不如先免费给用户 80% 的智能研究价值、把最后能变成实际外联行动的 20% 作为付费，但在销售产品上这层智能研究本身成本极高，陷入"要么先烧钱教育用户，要么提前收费但价值不直观"的定价与免费层设计两难。
One of the more interesting things we have learned building Causo is that gating value behind payment is not always the smartest approach. The usual model is: Show users 20% of what the product can d…
受众观点：① 有人提到自己在做免费层时也遇到部分功能有真实边际成本的问题，最后按成本而不是按价值比例来划分：便宜的功能大方送，贵的功能严格限额或完全上锁（@kamilbuilds, 2分） ② 同一评论者建议 Causo 不要为每个新注册用户实时跑一整套昂贵研究，而是预先算好几个典型行业的完整示例，用"这是给某个 fintech / dev tool 的深度研究"来证明智能层的威力，或者只收一小笔费用解锁第一次真实搜索以覆盖成本（@kamilbuilds, 2分） ③ 另一位创始人提醒，关键不是给出多少百分比的功能，而是抓住那个让用户瞬间理解价值的"aha 时刻"，比如只送一个完全解释清楚、出乎意料的高质量线索，比送十个半成品名单更能转化（@peterchester_, 2分）
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- @kamilbuilds (2): ran into the same wall building a free tier where some features cost us real money per use and others don't. what worked for us was splitting by cost, not by percentage of value. the cheap-to-generate stuff (chat, basic outputs) we give generously, the expensive stuff (media gen…
- @Strong-Yesterday-183 (2): Yeah, splitting by cost makes a lot more sense. The tricky part is that generic examples do not hit the same as results for your actual company. But a cheap first search instead of a full subscription could be a very good middle ground.
- @peterchester_ (2): Maybe the question isn't how much to give away but which single moment makes the value click. For your sales product that moment is probably when someone sees a company they would never have found themselves and immediately understands why it's relevant. You don't need to give a…
- @Strong-Yesterday-183 (2): Yeah, I like that framing. Free can be useful for a lot of people, while paid is for the smaller group that really needs it and uses it often.
- @Strong-Yesterday-183 (1): I think this is exactly right. One complete, genuinely surprising result probably proves the value better than ten partially researched leads. We should test that.
作者宣布 Tinyauth 这个轻量级认证与授权服务器的 OIDC Provider 在 v5.1.0 中通过了 OpenID Connect Basic OP 认证，并新增基于 Kubernetes 注解的访问控制、默认拒绝策略、稳定配置文件和通过 Tailscale 连接进行认证等特性。
Back in March, we released an initial version of an OpenID Connect Provider. Now, with v5.1.0, this OIDC provider is certified for Basic OP thanks to our amazing contributors and to the OpenID Founda…
受众观点：① 有人认为把 Tinyauth直接称为 Authentik 替代不太准确，更像是和 Authelia 这类轻量方案同一类，说明用户在意不同身份服务在定位和复杂度上的差别（@PssyGotWifi, 9likes） ② 作者回应自己更倾向按"企业级到极简"的光谱来看 Authentik、Authelia 和 Tinyauth，强调三者在功能上有不少交集（@steveiliop56, 7likes） ③ 也有用户从配置方式角度对比 config/env 驱动与 WebUI 驱动的差异，并有人吐槽半夜排查环境变量非常痛苦，认为稳定的配置文件是基本需求（@PssyGotWifi, 5likes；@Patient-Cedar-7194, 2likes）
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- @PssyGotWifi (9): >alternative to Authentik Wouldn't be fair to say that you're an alternative to Authelia, since you're much closer to that than Authentik in nature. Anyway, congrats on the progress :)
- @steveiliop56 (7): I see it as Authentik being the most business/enterprise related software, Authelia a more lightweight version of Authentik and Tinyauth the tiniest of all. But in reality all projects share similarities in one way or another.
- @PssyGotWifi (5): I see. I was looking at it more from a config-env\_var driven app vs a webui-driven app.
- @civicguy72 (3): Does this work with Pangolin. Assuming I am even on the right track ;)
- @Patient-Cedar-7194 (2): stable config file is bare minimum. debugging env variables at 2am on call is not it.
作者花半年自用打磨了一款名为 Atlas 的 iOS 效率应用，把任务、笔记、日记和带应用拦截的专注模式整合在一起，解决传统待办工具过度结构化和多应用割裂的问题，后来在朋友催促下正式上架。
For a while I kept switching between productivity apps and never stuck with one. They weren't bad. It's just that I'd open one to write down "buy milk" and it wanted a project, a label, a priority an…
受众观点：① 有人建议这类工具最重要的是在任何入口都保留一个快速捕捉输入框，先记录再分类，避免用户又被迫在任务、笔记、日记四个目的地之间纠结（@_suren, 3likes） ② 也有评论质疑"朋友逼你上架"的叙事，认为大家其实都是想创业做产品，应该坦诚面对这一点（@CancerFreeSince2025, 3likes） ③ 另一位开发者认同"为自己而做"的定位，分享自己也是先做满足个人需求的工具，再考虑是否能被更多同类用户接受（@ZagreusZero, 2likes）
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- @_suren (3): Keep one fast capture field available from every section and decide where the item belongs after it's saved. The original pain was having to classify "buy milk" before recording it, so the combined app shouldn't recreate that friction with four destinations. Capture first is the…
- @CancerFreeSince2025 (3): Your friends didn't convince you to put it on the app store. Your friends couldn't care less. You're a wantrepreneur like the rest of us. Just own it.
- @Min0119 (2): What technology stack does this app use? What was the biggest challenge encountered during development? Does it currently support cross-platform synchronization? Are there plans to add AI features or team collaboration capabilities in the future?
- @Min0119 (2): Who is your target audience, and when will they benefit?
- @ZagreusZero (2): 'People like me' is the best answer for target audience when you're developing. That's been the same MO behind my own latest side project-making the app I knew should exist but competitors wouldn't make. Stick to that and you'll end up with something you're happy with. Whether i…
Bowora 创始人分享从简单创业公司目录起步，砍掉无人使用的自动内容功能，转而做周榜、MRR 认证、收购/融资看板等后，平台累计 3000 多创始人、约 1000 美元 ARR 的迭代过程和下一步想做创始人互评反馈区的想法。
A few months ago, we started Bowora as a side project. The original goal was simple: build a place where founders could discover startups, make useful connections, and hopefully meet a few new friend…
受众观点：① 有人认为最有价值的经验是作者愿意放弃自认为聪明的功能，跟随用户行为重构产品方向，并好奇他们是如何判断该彻底转向新路线的（@Pete_Jones228, 2分） ② 评论者强调这案例说明创始人更需要分发、信任和连接，而不是更多内容工具，对未来的"反馈互评"功能也提醒要注意反馈质量控制（@Anantha_datta, 2分） ③ 其他创始人祝贺进展，并鼓励继续围绕用户真正使用的核心场景迭代，而不是盲目扩展功能（@FarhanBuilds, 2分；@StunningSurvey7028, 2分）
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- @Pete_Jones228 (2): Congrats! I actually think the biggest takeaway here isn't the MRR, it's that you were willing to throw away features that weren't working instead of trying to force people to use them. I'm going through something similar. The product I'm building looks very different than what…
- @Anantha_datta (2): Ngl the most interesting part of this post isn't the revenue, it's that the stuff you thought would be valuable (content creation scheduling) got ignored while the simple discovery and trust building features stuck. Feels like a good reminder that founders are usually looking fo…
- @StunningSurvey7028 (2): This is awesome, congrats !
- @FarhanBuilds (2): Congrats One thing I like is that you removed features people weren't using instead of endlessly adding more that's a lesson a lot of founders learn too late I'd keep doubling down on what users actually come for rather than expanding too quickly
- @SmugProbation (2): just make the feedback request count visible so people can see who's actually reviewing before they trade their own time
一名创意产业专业的大学生想做一个以白板思维导图为主页、点击节点跳转到诗歌和短视频的互动网站，询问实现难度和学习路径。
Hi, I'm in university for Creative Industries, and I have an idea for my next project, but it requires building a website. It's been something on my list of things to learn for a while now to build m…
受众观点：① 有人指出如果只做本地或简单托管，用纯 HTML/CSS 做出这种交互并不难，一两天就能搭好雏形（@Brief_Ad_4825, 11分） ② 楼主补充自己只有五周还要同时完成诗歌、视频和其他项目，说明时间预算非常紧张（@Quillthewriter, 5分） ③ 另一位评论者建议用 SVG 思维导图配普通链接、视频尽量压缩或用 YouTube 托管，并提醒不要上复杂框架，保持多页面结构更易在 ddl 前排错（@Designer_Reaction551, 5分）
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- @Brief_Ad_4825 (11): Not difficult if done in html/css, if you would like to have it live tho thats alot harder. But you can get a working website as you want it in html/css built in one to two days and if you want to learn it yourself you could do it in about a couple weeks if youre going to learn…
- @Quillthewriter (5): What sources would be good for learning how to go about this? I have five weeks to complete the project and I have to make the poem, videos, whiteboard stuff, and I have two other projects due around the same time. I am not afraid to sacrifice my social life though
- @Designer_Reaction551 (5): Given you've got 5 weeks split across 3 projects, I'd lean hard into what iam31337 said - SVG mindmap with plain anchor links, no framework needed. The part that'll eat your time budget if you're not careful is the video hosting - 30 sec clips add up in file size fast if you're…
- @theHourFoot (4): w3schools should have you covered on html/css :) [https://www.w3schools.com/html/html\_intro.asp](https://www.w3schools.com/html/html_intro.asp)
- @Quillthewriter (1): Thank you!! \^\^
作者在 Sepolia 测试网给每个 AI agent 开真实 ERC-4337 智能账户，用完成任务的历史计算链上信用分和授信额度，并设计了付费雇佣、独立仲裁和隐藏标准测评的完整实验系统。
People get evaluated by credit scores, so I wondered: what if AI agents did too? Each agent gets a real ERC-4337 smart account. As it completes real tasks, an on-chain credit score/limit gets compute…
受众观点：① 开源代码和技术栈细节受到关注，很多人想看 GitHub、合约和 Claude/LangGraph 是如何串起来的（@L_capitalism, 1likes） ② 有人重点追问独立仲裁者的激励机制，担心没人愿意做枯燥的核查工作会成为系统薄弱环节（@Certain-Influence133, 1likes） ③ 作者在后续评论中承认目前仲裁仍是中心化运营者负责，并讨论未来可能的质押、分润和仲裁者声誉体系等去中心化方案（@L_capitalism, 1likes）
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- @L_capitalism (1): **Links + a bit more context:** **•** 🔗 GitHub: [https://github.com/Kairose-master/ai-agent-credit-dashboard](https://github.com/Kairose-master/ai-agent-credit-dashboard) **•** 🖥️ Live demo (no login needed): [https://ai-agent-credit-dashboard.vercel.app/guest](https://ai-agent-…
- @Certain-Influence133 (1): this is wild, i been thinking about this exact problem for months. the dispute resolution with independent reviewer is smart, most projects skip that part and just hope agents play nice. how does the reviewer get incentivized to actually check the work properly though? seems lik…
- @L_capitalism (1): Good catch, and honestly this is the current weak point. Right now the reviewer role isn't an open incentivized marketplace - it's just the platform operator (me, right now) or anyone I explicitly grant a "disputes" permission to through an access control matrix. So today the "i…
- @L_capitalism (1): If you want to actually feel it instead of just reading about it: sign up, create 2 agents (they're free), and run through this - [labor-market-dispute.md](https://github.com/Kairose-master/ai-agent-credit-dashboard/blob/main/docs/test-scenarios/labor-market-dispute.md). One age…
- @[deleted] (1): [removed]
一位独立研究者分享自己在 Inceptionv1 模型上做机械可解释性的首篇工作，用感受野与权重的 Hadamard 积聚类分析单个 1x1 卷积神经元，发现其对多种概念的单义簇和被压低到噪声区间的低值模式。
I have recently started working in mechanistic interpretability independently, starting with distill circuits thread My work is on disentangling and closely studying a single neuron, a 1x1 convolutio…
受众观点：① 机器学习研究者和学生对机械可解释性感兴趣，关注如何在 Inceptionv1 这类老模型上用简单方法得到干净的单义簇（如汽车、猫狗等），并探索更多低值激活模式（原帖作者 narang_27 的工作描述） ② 有人感叹这类工作在社区里关注度不高，认为因为难以拿到基金或 SOTA 成绩而被忽视，但依然认可其价值（@LouisAckerman, score=11） ③ 其他做 mech interp 的个人研究者希望互相学习和合作，认为这是一个新且竞争激烈但机会很多的方向（@IndividualBake4664, score=4；@Seon9, score=6）
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- @LouisAckerman (11): It is sad to see such a post getting almost zero attention. I assume that these type of works are not attractive for fundings or achieving any SOTA on benchmarks.
- @Seon9 (6): One of the oral presentations at the past NeurIPS was a MechInterp paper. It's a hot field with lots of research coming out.
- @IndividualBake4664 (4): Pretty cool I am also work on Mech Interp , I guess we can work or learn together
- @narang_27 (2): Yea you are right about that, the competetions stiff. It's also a new field so there is a lot to find, so I understand a bit. Even I have problems reading someone's random paper so it's fine. Got a bit more empathetic now tho :)
- @narang_27 (2): You'll make me cry 🥺
作者开源了 USBridge Remote，一款基于 Moonlight 协议和 Tailscale 的纯 P2P 远程桌面工具，用来替代 RustDesk、AnyDesk 等带账号和限制的方案，并且原生支持 Wayland 和多平台客户端。
I've finally open-sourced my USBridge Remote project on GitHub. I developed this software as an alternative to traditional remote desktops like RustDesk or AnyDesk, because I was fed up with their fl…
受众观点：① 关心项目当前稳定性和更新节奏的用户，关注作者正在持续压测并频繁修 bug（@Lopsided_Mixture8760, 7分） ② 期待剪贴板同步等日常使用功能、关心 Moonlight 会话体验是否完整的用户（@johnnyenygma, 7分） ③ 使用 Linux/Android 等多设备环境，希望顺带解决剪贴板、通知、文件分享等跨端协同需求的自托管玩家（@yasser_kaddoura, 2分）
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- @Lopsided_Mixture8760 (7): I'm currently stress-testing builds and actively fixing bugs as I go. So, expect quite a few quick updates in the next few days as I continue to refine everything.
- @johnnyenygma (7): Does it support the clipboard? My Moonlite (and Parsec) native sessions don't seem to.
- @Lopsided_Mixture8760 (3): Not at the moment, but it sounds like a great addition. I think it wouldn't be too difficult to implement. I'll get around to it as soon as I finish testing.
- @yasser_kaddoura (2): I recommend using KDEConnect for Clipboard syncing among machines. I have it on my android and Linux devices and it works without any issues. You can use it for other things such as notifications sync, link & file sharing, etc. https://userbase.kde.org/KDEConnect#Clipboard
- @StrlA (2): Running opensuse with gnome - will this work? Im especially interested if the screen goes blank when you connect to it, and if you can use existing session (like in windows rdp) instead of opening a new one, losing all the progress?
一篇用"5 岁小孩做到 10 万美金 MRR"的反讽故事，总结快速上线、一页式文案、敢于涨价、屏蔽噪音和公开构建等 SaaS 增长心法，借段子形式吐槽创业圈套路。
Hi everyone, I'm Brian. I'm about to start kindergarten soon. Also, I built a [SaaS](https://www.getibex.com/) that makes me $100K MRR. A few people, and even my own family, have been asking me how I…
受众观点：① 多数读者把这篇当成轻松的励志段子，觉得既好笑又多少有点被戳中（@suma2017, 6likes） ② 有人特别强调"涨价且没人流失"这一点其实是被低估的关键建议，很多创始人过度害怕提价（@Impossible_Role_8809, 2likes） ③ 也有评论顺着文中"不要和陌生人私信"的梗继续玩笑，强化了整帖的戏谑氛围（@Internal-Passage5756, 4likes）
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- @suma2017 (6): Hahaha love this. 😭😅 inspiring indeed.
- @Internal-Passage5756 (4): Don't DM with strangers!
- @nbass668 (4): 
- @Leather_Pin4123 (2): XDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDD
- @Impossible_Role_8809 (2): the "charge more and nobody churned" bit is genuinely the most underrated advice buried in this shitpost. most people in this sub are terrified to raise prices and it almost never goes as badly as they think
一位长期关注 Flippa 的开发者讲述 WooCommerce 插件"Product Filter for WooCommerce by WBW"以 12 万美元卖出后不久即因疑似严重安全漏洞被 WordPress.org 关闭的案例，提醒买家低估代码安全审计和对官方仓库依赖所带来的巨大平台风险。
Hi everyone, As someone who periodically browses Flippa and keeps an eye on WordPress-related assets, I wanted to share a fascinating yet highly cautionary case study that is currently unfolding in r…
受众观点：① 有在 WordPress 生态实战过的运营者表示，现在用像 Fable 这样的工具可以自动发现绝大多数严重安全漏洞，收购前不做自动化安全扫描已经没有借口，同时建议插件必须提供官方仓库之外的安装和升级通道以降低被下架的致命风险（@dotben, 2分） ② 同一位评论者补充，很多做 WordPress 插件并购整合的人已经转向其他领域，说明在当前环境下靠收购小插件做 ROI 越来越难，尤其是没有受众和营销能力时（@dotben, 2分） ③ 另一位开发者指出，AI 让安全漏洞更容易被批量发现，近期不少热门插件被移出仓库，但长期看这波"清洗"之后生态会更安全稳定（@mxlawr, 2分）
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- @dotben (2): Having has some experience operating in the WordPress space my thoughts would be: RE security vulnerabilities - running code through Fable will surface 99% of critical vulnerabilities and highlights other risks in the codebase. Maybe that transaction occurred before Fable was re…
- @dotben (2): I believe the story. People moved on to AI skills and tools for the most part. If you don't have an audience and/or not super hot on marketing I'm not sure this is a good strategy but I'm not going to give you investment advice. I was the CMO of my WordPress company and I was de…
- @mxlawr (2): I think another major factor here is how easily AI can now detect security vulnerabilities. Lately, I've seen quite a few popular plugins get removed from the wp repository. But there's a silver lining to this, after this storm clears, we can hopefully look forward to much more…
- @mxlawr (1): Where did these guys go? What adjacent niches did they pivot to? I've been trying to make at least some money from wp plugins for a year now. I built 4 products, and all I managed to make was $1,000. Overall, my ROI is deeply negative considering how much effort I put into devel…
- @promptpunk2 (1): This is why "buying revenue" isn't the same as buying a business. If a single repository decision can effectively freeze your distribution for months, that's platform risk, and it should be priced into the acquisition. The bigger lesson isn't just "do a security audit." It's to…
发帖者发现同一个基于 4D 相关和 transformer 的 PyTorch 跟踪模型在 A100 上跑 0.5 秒、在 T4 上却要 85 秒，求助如何排查极端性能差异。
Hey everyone, Seeing a \~170× slowdown running a point-tracking model on an NVIDIA T4 compared to an A100. On A100 the tracker takes \~0.5 seconds per half-video. On T4 the same call takes \~85 secon…
受众观点：① 有人建议先用 profiler 找瓶颈，并提醒 A100 可能在用 TF32、FlashAttention 或更优内核，而 T4 上退化到慢实现（@NarrowEyedWanderer, 19分） ② 有人怀疑模型或数据超过 T4 16GB 显存导致频繁从 CPU 或磁盘取数据，并提醒推理时要用 no_grad 降低内存占用（@SlayahhEUW, 10分） ③ 也有人提示要用 cuda.synchronize 做严谨 benchmark，并检查是否 attention 算子在 T4 上缺少编译优化而退回 eager 实现（@Ievgen, 9分）
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- @NarrowEyedWanderer (19): Well, firing up a profiler, in general, would be the first obvious step. That should tell you what to focus on pretty much immediately. Some possibilities: * FP32 on T4 vs TF32 on A100 * FlashAttention not being used properly * Possibly missing optimized implementation for a cri…
- @SlayahhEUW (10): Is your model + dataset larger than 16 GB? 170x slowdown sounds like something is being fetched from CPU RAM or disk continuously. Also, are you running FW + BW or just inference, because activations will take a lot of memory? And if you have inference are you running with no\_g…
- @Ievgen (9): \- You did benchmarking using torch.cuda.synchronize() before and after your code, did you? \- Bisect whether a correlation or transformer part takes most of the time. This should steer your further analysis. \- Do you use torch's SDPA or FA2? It may happen that your torch binar…
- @wristay (8): Is your dataset larger than 16Gb by any chance?
- @Future-Structure-296 (4): Currently no, but they tend to be larger than then.
发帖者怀念早期 BMVC、ACCV、FG、ICIP、ICASSP 等小而专的学术会议社区，担心如今论文都挤向少数旗舰会议导致好工作被埋没。
Does anyone else miss when conferences like BMVC, ACCV, FG, ICIP, and ICASSP had much bigger communities? FG was *the* place for face analysis, ICASSP for signal processing, and BMVC/ACCV regularly f…
受众观点：① 有人认为过于细分的会议社区容易形成学术信息茧房，同一小圈子的人会重复犯错（@mvreich, 20分） ② 有人把现状归因于各种"垃圾会议评级"，把大家都挤进少数被评级高的会（@altmly, 7分） ③ 也有人质疑部分会议本身论文质量，从未觉得某些会有很多强文（@nine_teeth, 5分）
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- @mvreich (20): While the idea of focused communities sounds nice, I believe there is a real risk of getting stuck in a "bubble". Experts in the same specific niche are likely to make the same mistakes as the author and overlook critical problems in the paper.
- @Sep29493919 (8): Supervisors do actually.
- @altmly (7): I do miss it, unfortunately bullshit conference ratings funneled everyone into the same places
- @nine_teeth (5): never remember a time when ACCV had a strong paper
- @st8ic88 (4): That's what happens when "papers at ICML/ICLR/NeurIPS" is a standard line in job postings. Blame hiring managers who copy paste that line without knowing why or what those meetings are.
一位音频工程师转行读 AI/ML 硕士并计划读博，分享自己投 ISMIR 被拒的经历，询问如何进入音频与音乐方向的 AI 研究岗位。
I've been deeply interested in AI and machine learning since around 2019, back when GPT-2 was still one of the major talking points. Since then, I've been amazed by how quickly the field has evolved.…
受众观点：① 有人建议把音频背景转化为优势，多补 Fourier 级数和贝叶斯统计等基础，为时间序列和音频建模打底（@rapotor, 4分） ② 有人强调做音频研究应先打牢信号处理和 EE 基础，再学 ML，否则容易变成只会在音频上堆 transformer 的"泛 ML 工程师"（@WorthlessPianist, 3分） ③ 也有人建议多看 ICASSP 近年论文，认为门槛不算太高，可以通过投稿和参会与业界研究者建立联系（@Lonely-Dragonfly-413, 2分）
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- @rapotor (4): Audio translates to fourier series, also useful for decomposing time series trends. I would look in to bayesian stats. Sounds like a nische skillset, but valuable one.
- @WorthlessPianist (3): If you're doing audio, I'd recommend a masters in math or electrical engineering, not AI/ML, unless there's significant standalone DSP classes. For audio, the focus is to master DSP first, then know enough ML to apply to audio problems. Audio is fundamentally an acoustics and DS…
- @Lonely-Dragonfly-413 (2): take a look at the most recent icassp papers to figure out what audio, speech +ai people are working on. as far as i know most people working in this area in industry publish papers there. the bar to get a paper in is not high, so you can submit your work there and go there to s…
- @Tutatis96 (2): Where are you based? Im a research engineer in austria (industry, not academia). Got the job after graduating in sound computing at upf barcelona. If you want text me, we might be looking for people soon
- @MelodicPudding2557 (1): TBH most audio research (the kind of stuff you'd see in ICASSP) is just applied (i.e. minimally mathy) ML, and the standard for core DSP knowledge is pretty low.
SaaS 版一帖讨论开发者启动新项目时是先做前端还是后端，评论区分享了从后端优先、领域驱动设计到先梳理用户流程等不同实战路径。
r/SaaS Developers, what's your starting point for a new project? • Backend f…
受众观点：① 有人详细描述了自己典型的后端优先流程，从需求、草图、数据库、API 到前端实现，再按功能模块迭代（@lasan0432G, 5likes） ② 也有开发者坚持用领域驱动设计，从业务语言和聚合根出发，再落到数据库和接口（@AltruisticTap3188, 2likes） ③ 部分评论强调前后端其实无法完全割裂，通常会先搭好基础认证和用户管理，再根据具体场景交替推进两端开发（@sazzer, 1likes）
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- @lasan0432G (5): I'm following a backend-first approach because whenever I start with the frontend I personally get stuck. So, I leave that part until the very end. However, that might be different for you. Here's the process I follow: 1. Finalize requirements. 2. Create design sketches (so I kn…
- @AltruisticTap3188 (2): It's always Domain Driven Design for me using backend aggregate and ubiquitous language. Once i build up the capabilities, i proceed to database wiring and api layer. Frontend is the last piece. That's always better because it helps me think of a problem from the behavioral and…
- @No_Individual_5519 (1): Elegant
- @Colter-Shaw-111 (1): I usually start with the user flow first. Once I know what needs to happen, the backend and frontend become implementation details. The hidden cost is building either side before you've validated the workflow.
- @sazzer (1): You can't do all of one without the other. They have to go together. However, my starting process is typically: * Set up a backend service. Get enough for auth and user management * Set up a frontend service. Get enough for login and user management - using those backend APIs Af…
楼主在讨论多语言用户产品里，LLM 评测如果几乎全是英文用例，会导致西班牙语、日语等其他语言体验质量被严重低估，想了解大家在生产环境如何做多语言评测与指标拆分。
One thing I've been recently thinking about at work is how easy it is for multilingual quality issues to slip through if your evals are mostly in English. Let's say your user base is something like:…
受众观点：① 有人关心是否要根据不同语言的投诉和流量动态调整采样权重，避免少数语言问题被平均掉（@No_Employ6406, 3likes） ② 多名开发者强调直接翻译英文基准会漏掉本地语言的习惯表达和特有错误模式，主张为每种语言维护独立数据集（@SakshamBaranwal, 2likes；@Anxious-Progress-722, 2likes） ③ 也有人提到团队本身不多语时，多语言测试在组织和人力上的难度很大，只能先从少数主要语言做起（@OriginalWonder136, 2likes）
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- @No_Employ6406 (3): I'd be interested to know if anyone changes the sampling based on traffic. If 70% of your users are English but most complaints come from another language, I'd want to overweight that in the evals.
- @SakshamBaranwal (2): Separate datasets are worth the effort. Direct translations often miss cultural phrasing, idioms, and language-spedific failure modes, so a benchmark that looks great in english can give a false sense of confidence elsewhere.
- @Anxious-Progress-722 (2): That's what I keep thinking about. Translating an English benchmark feels like the obvious approach, but I can also see how you'd miss the kinds of failures that only show up when someone naturally writes in that language. Thank you for taking your time
- @OriginalWonder136 (2): Oooof, multi-language is tricky. Especially for teams that arne't particularly multi-lingual themselves. Thankfully, for us, we only need to deal with 2 languages (English and Spanish) and so we've got enough on the team that can handle tackling the Spanish evals. In short, you…
- @webdev-ModTeam (2): Your post/comment has been determined to be a low-effort post or comment. This includes title-only posts, easily searchable questions, vague/open-ended discussion prompts, LLM generated posts or comments, and posts/comments that do not provide enough context for meaningful repli…
这条帖子本身几乎没有正文，只是配合评论在感叹 Claude 在对话中总是很"解决问题导向"，甚至会在用户压力大时提醒对方先深呼吸、注意自我照顾。
r/ClaudeAI Claude is always solutions oriented.
受众观点：① 有人分享自己被 Claude 提醒"先深呼吸"的经历，觉得这种简单的关怀在高压工作状态下很有用（@MASerra, 35likes） ② 评论里在猜测是哪一版模型给出的回应，有人提到是 Opus 4.8，也有人猜是 Sonnet 5，说明用户会把这种"人格风格"与具体模型版本绑定起来讨论（@DataIxBeautiful, 12likes；@inventor_black, 11likes） ③ 还有人提出可以把这种关怀做成技能，比如根据消耗 token 数自动给出自我照顾建议，体现出大家对"情绪 aware 的工具化能力"有兴趣（@DataIxBeautiful, 11likes）
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- @MASerra (35): Last week Claude told me, "Take a breath."
- @DataIxBeautiful (12): Surprisingly no, it was Opus 4.8!
- @DataIxBeautiful (11): That could be a useful skill. Self care recommendations after x tokens consumed.
- @inventor_black (11): I'm guessing this is `Sonnet 5`, just a mod's hunch ;)
- @Sjeg84 (4): I red it twice. The meaning is load-bearing.
作者介绍自己做的旅行规划应用 journeybot，基于用户反馈给打包清单加入物品照片贴纸功能，让用户为每件行李拍照自动抠图生成贴纸，使清单更易扫视也更有个人记忆感。
I built journeybot to make planning and packing for trips easier. Until now, its packing lists looked like most checklists: item names, categories, and checkmarks. Then a few users told me they neede…
受众观点：① 有用户觉得这个功能很酷，还联想到未来可以回看多年旅行中自己带过的物品，觉得会很好玩（@Fuzzy_Act5528, 2likes） ② 作者在评论里顺势延展，提出做"你的物品 2026 wrapped"之类年度回顾功能的想法，得到用户认同（@TravelCodeRepeat, 2likes） ③ 也有人夸赞作者快速把用户反馈转成功能，认为这种高频迭代的反馈闭环能显著提升用户留存（@Sad_Egg_2313, 2likes）
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- @Fuzzy_Act5528 (2): That's something cool. Even better after all my trips over the years to see what I had 3 years ago, sounds fun! 🤩
- @TravelCodeRepeat (2): That's also a great use case! Never even thought about it. Should I add a "your items 2026 wrapped" feature? :D
- @Fuzzy_Act5528 (2): It can be, great idea!
- @Sad_Egg_2313 (2): great approach on taking feedback and turning around the feature. the faster we can run this cycle the more users will stick around
一篇讨论在 C# 中如何在不增加样板代码的前提下给数据添加校验的帖子，评论区顺带比较了 C# 结构体和值类型和 Kotlin value classes 的差异。
It actually even removes code.
受众观点：① C# 开发者关注值类型和 Kotlin value classes 在表达业务约束上的能力差异，希望语言层面多给一些建模工具（@TwoWeeks90DaysTops, score=8；@smoke-bubble, score=0） ② 有人关心用 record 或 class 也能解决问题，但会担心 JSON 序列化和 ORM 映射时产生额外包装结构，影响现有接口兼容性（@Kal1boy, score=7） ③ 一些 C# 程序员对近年语言设计方向不满，认为团队没有优先解决他们真正想要的特性，比如更好的校验和建模支持（@Top-Literature-6248, score=2）
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- @TwoWeeks90DaysTops (8): C#'s value types are far superior to Kotlin's value classes since they provide a hell of a lot more of a functionality surface. You can have more than one field in a struct for example.
- @Kal1boy (7): Well C# can also solve this very easily with a record (or even a normal class) - the question is, can you then get out of the box working JSON serialization and ORM mapping? OR will you then be stuck in representation like \`{ Value: "the value inside" }\`?
- @WaNaBeEntrepreneur (2): Nice! I'm a C# developer, and there have been plenty of times when I wished that C# had this feature.
- @Top-Literature-6248 (2): It was proposed a while back, I think it was called "roles", but it was part of a larger proposal that was dropped in favor of the current extension members, which doesn't have that feature :/ Idk if they're going to bring it back or not. Frankly the language design team in rece…
- @smoke-bubble (0): Kotlin solves it nicely, again, with its value classes.
BettaScore 团队介绍他们做的产品评测聚合网站，通过抓取公开评论和讨论，把某个产品的常见好评与吐槽、评分分布和证据链接汇总到一页，帮助用户少开无数标签页做购买决策。
Hey guys, I'm on the BettaScore team. I wanted to share what we've been working on and hopefully get some feedback from people seeing it for the first time. Whenever I research a product, I fall into…
受众观点：① 有用户实际试用后觉得体验不错，认为虽然新产品蒸馏需要时间，但整体网站专业且很贴合自己做功课时信息过载的问题（@AceReviewer, 3likes） ② 官方账号回应感谢试用，并主动追问除了蒸馏时间外还有哪些问题，表现出愿意被批评的态度（@BettaScore, 3likes） ③ 试用者补充说目前大约只有一半产品能成功完成蒸馏，另一半会超时失败，说明后台抓取和处理流程的稳定性还有待提升（@AceReviewer, 3likes） ④ 也有移动端用户反馈"稀疏"评分提示不够明显、加载进度弹窗遮挡搜索栏等具体交互问题，影响信任感（@gymleader44, 1likes）
展开评论
- @AceReviewer (3): I actually tried it out, and superising, it's actually pretty awesome. Takes quite a while to distill a new product, but the website looks very professional and I can definitely relate to the problem it is tackling.
- @BettaScore (3): Thank you so much for actually trying it out! Very exciting to get new sets of eyes for our project! Any other criticisms or comments aside from the time it takes to distill?
- @AceReviewer (3): Distillation works about half the time too. Other half of the time it times out.
- @gymleader44 (1): I do prefer desktop but I viewed this on my phone. One product got a 'sparse' rating and I couldn't tell until I searched it again and it was on the tile. While looking up an older phone I wanted to close or minimize that popup, that shows where the process is at. I couldn't do…
一篇关于如何用 fan-out 模式扩展通知系统的分享，引发少量开发者就失败场景和背压问题提出追问和补充。
r/webdev How We Scaled Notifications with Fanout - Engineering at Patreon
受众观点：① 有人觉得文章有意思但希望看到更多失败案例，因为 fanout 的「幸福路径」已经被讲烂了（@Admirable-You-605, 1分） ② 也有人直接追问为什么 fan-out 会影响某些问题，说明读者对模式本身和实际瓶颈之间的关系还不够清晰（@fiskfisk, 1分） ③ 有评论指出 fanout 真正难点在于订阅方跟不上时的背压处理，而不是模式本身的概念（@Deep_Wear_51, -2分）
展开评论
- @Admirable-You-605 (1): interesting writeup but i'd love to see the failure cases, the happy path for fanout is pretty well documented at this point
- @fiskfisk (1): Why would fan-out affect that?
- @Deep_Wear_51 (-2): Fanout patterns are one of those things that seem simple until you hit scale. The real challenge isn't the pattern itself - it's handling backpressure when subscribers can't keep up.
Fabricator 作者介绍自己正在开发的自托管 Minecraft 服务器面板，目前仅支持单用户，想调研大家是否真的会用多用户角色与权限系统，还是通常只用一个账号共享。
Im working on [Fabricator](https://github.com/philderks/Fabricator) (self-hosted Minecraft server panel). Right now it's single-user only. Before I sink time into building multi-user support with per…
受众观点：① 有人提醒这是一个竞争激烈的面板市场，质疑作者在已有众多方案下的动机，并好奇是为客户还是为学习而做（@Forward-Outside-9911, 1分） ② 作者回应自己主要是为了解决现有面板缺乏内置模组管理和 playit.gg 集成的问题，属于为个人需求而生的项目（@phil_duck, 1分） ③ 版主类评论提示读者展开回复了解帖子中使用 AI 的情况，说明社区对 AI 参与度也有关注（@asimovs-auditor, 1分）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Forward-Outside-9911 (1): Out of curiosity why are you building this? I've built similar before but doing it for customers is definitely a different experience. There's already tons of panels and pterodactyl is good for most cases. It's a saturated market. Doing for learning is good though, that was my f…
- @phil_duck (1): Honestly i just wanted mod management built into the panel and couldn't find a self-hosted/open-source one that did it. So i built it. Also added [playit.gg](http://playit.gg) integration, which i haven't seen in a self-hosted panel. Pterodactyl is good, no argument there, i jus…
楼主询问自己去年加入候补名单的 Learn AnimeJS 动画课程一直没有收到任何进度邮件，想知道其他报名者是否拿到关于课程发布或取消的更新消息。
Somewhere in April 2025 I joined the wait list for [**Learn AnimeJS**](https://animejs.com/learn/). But I have not received any email yet (progress, estimated release, cancellation, etc). Did any of…
受众观点：① 有人给出 AnimeJS 官方 GitHub 仓库链接，说明目前仍然可以直接从源码和示例入手学习引擎本身（@Am094, 1likes） ② 评论透露维护者 Julian 因脑肿瘤等健康问题一年多无法推进课程，但在 Bluesky 上提到预计未来几个月会有早期版本，大家表达对他康复的关心（@thy_bucket_for_thee, 1likes；@Dokter_Bibber, 1likes；@baldierot, 1likes）
展开评论
- @Am094 (1): There's a repo https://github.com/juliangarnier/anime
- @Dokter_Bibber (1): Yeah, that's the repo for the animation engine. I'm inquiring about the training course (which I had linked to).
- @thy_bucket_for_thee (1): The Julian, the maintainer, has stated he had health issues over the last year (brain tumor) that put a serious hamper on what he was able to do. He expects to release some sort of early access version in the upcoming months IIRC. This was posted on his bluesky account.
- @Dokter_Bibber (1): That's terrible. I hope that he is in complete remission and that it has been cured. Thanks for the update.
- @baldierot (1): that's so, so horrible.
发帖者分享自己做增量向量索引流水线时踩的坑，包括删除未处理导致索引膨胀、局部更新引发内容漂移以及缺乏幂等导致重复文档等问题。
I've been working on incremental indexing pipelines lately, basically keeping a vector store in sync as the source data changes, and I keep finding the same bugs never show up until it's been running…
受众观点：① 有人表示自己也遇到类似问题，关心发帖者具体在哪些模式或环节上最难处理，想进一步了解细节（@Harotsa, 1分）
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- @Harotsa (1): Yes. Is there a particular pattern or area you are struggling with or need advice on?
团队介绍他们为解决远程开发时终端和工具标签页爆炸而做的 Campus，每个项目有一个持久工作空间，把终端、浏览器、文档、设计、文件和 AI agent 放在同一画布，并已在 Product Hunt 上线 alpha 版。
our team often built with 20+ terminal tabs open each. so it was practically a nightmare trying to find the right context, especially since we're a remote team. and we definitely didn't want to sched…
受众观点：① 有开发者认同多任务下会话上下文丢失的痛点，分享自己用扁平 JSON 状态文件让工具和 agent 读写共享状态，从而在第二天直接恢复而不是重建 20 个终端标签（@Designer_Reaction551, 2likes） ② 官方回应解释 Campus 的设计是让终端和 agent 在各自机器上运行，因此文件冲突在当前模式下不会发生，只有在共享工作区时才需要类似状态合并方案（@norbert515, 2likes） ③ 他们还提到目前只在协作文档和文本上使用 CRDT，同步模型在更广泛场景下还有探索空间（@norbert515, 2likes）
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- @Designer_Reaction551 (2): context loss between sessions is such a real problem once you're juggling more than one thing at once. we ended up solving it with flat JSON state files instead of trying to keep everything alive in one canvas - each tool/agent reads and writes to shared state on disk, so pickin…
- @norbert515 (2): Terminals and agents run on their respective machines, so no conflict can happen by design, every user has their own files/directories etc. If you do choose to setup a collaborative workarea where multiple people have edit and write access a solution like you built could make se…
一位新人即将参加第一次机器学习工程师技术面试，紧张不安，向社区求分享面试流程和准备建议。
I have a technical interview for a machine learning position coming up, and I'm really nervous. Can you tell me about your experiences with this process? It's my first technical interview, and I don'…
受众观点：① 有人建议直接向招聘方要准备方向清单，很多公司会提供具体考点以提高面试效率（@whelp88, 1分） ② 有人提到拿到这些信息后可以用 ChatGPT 或 Claude 做模拟面试，提前熟悉问答节奏（@StoneColdRiffRaff, 1分） ③ 也有人强调技术面会故意问不会的问题，重点看思考过程和学习能力，而不是死记硬背，并顺带推荐了 AI 面试助手工具（@akornato, 1分）
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- @whelp88 (1): Ask the recruiter if they can give you any direction towards how you can prepare. A lot of companies have a list ready for candidates. They want you to do well because they don't want to spend weeks interviewing and not doing their actual work.
- @StoneColdRiffRaff (1): Do this, and if you get some info from the recruiter you can use it to do mock interviews with ChatGPT or Claude.
- @pastor_pilao (1): ask the recruiter for pointers but in most of cases it depends on the interviewer. They might ask basic ML questions, they might do leetcode, they might just ask about your previous experiences. Just relax and do your best if the recruiter doesn;t give you specific pointers.
- @akornato (1): They are going to ask you questions you can't answer, and that is completely by design. The interview isn't just a quiz to see what you've memorized, it's a test of how you approach problems you haven't seen before. When you get stuck, explain your thought process out loud, talk…
作者是一名做了 15 年的平面设计师，先做了一个小型 ASCII 艺术工具 asciii.com，后来花一年时间在浏览器里打造实时图像和视频特效编辑器 Modulate，支持半色调、故障、ASCII 等效果并计划让用户共享模板。
r/SideProject A year ago I posted my small ASCII art tool. Then I spent the year bu…
受众观点：① 作者在评论中详细解释自己的背景和动机，强调是因为厌倦 Adobe 套件才想要一个更快、更现代、内置特效和模板的在线编辑器（@_nthony, 2likes） ② 他介绍 Modulate 已经支持多种实时特效、图层、遮罩、文字和关键帧，并且可以直接在浏览器里处理图片和视频（@_nthony, 2likes） ③ 有人从营销角度提到，这类特效如果能方便嵌入营销网站会很有用，并询问是否有无代码集成方式（@don_kruger, 1likes）
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- @_nthony (2): Not sure how to add a video AND text to the post so here's a comment instead :) So to preface: I've been a graphic designer for 15+ years and I was tired of the Adobe suite. I just wanted something fast and modern with effects and templates built in, without paying for a the who…
- @don_kruger (1): could be great to use some of these on marketing websites. No code references?
作者围绕黄石公园老人与野牛追逐的病毒视频做了一款网页小游戏 Bison Attack，玩家扮演游客在不被野牛踩踏的前提下疯狂自拍。
You know that video of the old man chased by a bison in Yellowstone? I made a game about it, called **Bison Attack**. You're a tourist trying to take selfies with the bison - without getting trampled…
受众观点：① 有玩家试玩后觉得很好笑，夸作者动作很快，把现实中的野牛追人梗迅速做成了游戏（@rmeddy, 1likes） ② 评论里还把游戏里的野牛动作类比成经典小游戏 SkiFree 里的雪怪，说明这种复古追逐感很有记忆点（@rmeddy, 1likes）
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- @rmeddy (1): LMAO You're quick with it That bison moved like the yeti from skifree
作者在 r/MachineLearning 询问即将公布的 NeurIPS 2026 论文和 workshop 审稿结果，征集投稿者对评审体验和心情的看法。
So, from what I've seen across twitter(x) and reddit, I've inferred that we'll be seeing NeurIPS reviews drop on July 22nd 5:30 pm AoE(Anywhere on earth), what's your thoughts to those who've submitt…
受众观点：① 投稿 NeurIPS 等顶会的学生和研究员关心评审结果和是否会被拒稿（@Anshuman3480, 2likes） ② 还在观望的读者则在围观这种"放榜前焦虑"，对大模型和会议生态的内幕八卦感兴趣（多人围观）
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- @Anshuman3480 (2): I'm so scared.
楼主吐槽现在几乎没有真正为手机设计的 Web 创作工具，想在公园或厕所用手机随时搭建 HTML/CSS 或 React 的非传统交互界面，却发现大多产品只是把桌面 IDE 硬塞进小屏幕。
i wanna create, design or layer assets in my own style and not bust out vscode everytime i wanna make a small change. I want to make a html-css/react ui page with non traditional UI design of cards a…
受众观点：① 有人推荐 createwithplay.com 这类工具，但很快被指出网站和应用已经停止维护，印证了楼主对这一赛道缺位的感受（@EstablishmentNew2345, 1likes；@OkMine4028, 1likes） ② 楼主多次强调不想每次灵感来都必须打开笔记本，说明不少开发者在移动场景下有轻量创作和快速迭代 UI 的真实需求（@OriginalPost, 0likes） ③ 评论和原文都提到现有移动端工具往往只是桌面 UI 缩放，缺乏为触屏交互重新设计的体验，导致创作过程非常别扭（多人共鸣）
展开评论
- @EstablishmentNew2345 (1): Have you tried createwithplay.com
- @OkMine4028 (1): dead app and website!
发帖者阅读 Matthew Colbrook 关于不稳定神经网络的论文后，联想到哥德尔不完备性和计算极限，写了一篇长文讨论无限与不可能性在现代 AI 假设下的意义。
So I was belatedly reading Matthew Colbrook's paper on unstable neural networks [https://www.pnas.org/doi/10.1073/pnas.2107151119](https://www.pnas.org/doi/10.1073/pnas.2107151119), and the paradox t…
受众观点：① 有人从编程语言角度回应，举 C++ 语法不可判定但编译器通过设置递归深度上限等方式给出"我不知道"结果的例子，认为实际系统可以通过这种方式绕开理论不可能（@red75prime, 1分）
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- @red75prime (1): Add an "I dunno" option and impossibility collapses. For example, that's how C++ compilers deal with the fact that C++ grammar is undecidable. It's "recursion limit exceeded" or something like that, but the idea is the same.
帖子分享了一个把 TypeScript 解析器编译到 WebAssembly 的项目，用来显著加速代码分析和格式化等前端工具链的执行性能。
r/webdev We compiled our TypeScript parser to WASM
受众观点：① 有评论认为把 TypeScript 解析器编译成 WASM 这种做法听起来激进，但在需要高性能的工具链场景下非常合理（@Deep_Wear_51, 1likes） ② 同一评论还提到 ESLint 和 Prettier 等常用工具都可能从这种 WASM 化方案中获益，暗示生态级的性能优化空间（@Deep_Wear_51, 1likes）
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- @Deep_Wear_51 (1): Compiling a TypeScript parser to WASM is one of those projects that sounds insane until you realize how much faster it makes tooling. ESLint and Prettier could benefit from this approach.
作者介绍他们为 170 个 Web 组件建立无障碍合规流程，把基于 VPAT 的可访问性符合性报告做成构建产物，结合 axe-core 静态检查、Vitest 键盘交互测试和人工审计，在每次发布时自动生成最新报告。
Our web component library is used by our clients to build search interfaces. Those interfaces need to meet accessibility requirements, so our components do too. We turned our Accessibility Conformanc…
受众观点：① 帖子强调通过 CI 自动生成 Accessibility Conformance Report，减少对外部机构的依赖，这对需要满足法规但资源有限的团队很有吸引力（原帖描述） ② 文中提到用 axe-core 做静态检查、Vitest 做交互测试，再配合人工审计主观项，说明社区对"自动化到哪里、人工从哪里接手"的边界很关注（原帖描述） ③ 作者还提到尝试过基于 AI 的方案但最终放弃，暗示当前 AI 在可访问性审计上的局限性，引发对 AI 在前端质量保障中角色的讨论空间（原帖描述）
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- _无评论_
一个远程团队因为开发时常常开着二十多个终端标签找不到上下文，于是自研了名为 Campus 的持久化工作空间工具并在 Product Hunt 上发布。
our team often built with 20+ terminal tabs open each. so it was practically a nightmare trying to find the right context, especially since we're a remote team. and we definitely didn't want to sched…
受众观点：评论区目前几乎没有讨论，只有原帖介绍产品和 PH 链接，尚未形成有代表性的用户反馈或质疑观点。
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- _无评论_
作者分享从零开发一个管理 Git 依赖快速更新周期的 DevOps 工具的经验，包括用并发任务检测依赖并触发 GitHub workflow，以及从内存通道迁移到数据库队列的踩坑教训。
I learned a lot of things by building a project from scratch: a backend DevOps tool that facilitates managing the fast update cycle in git dependencies. Overall, the system works by running two concu…
受众观点：① 后端和 DevOps 工程师关心如何在依赖频繁更新的情况下自动触发下游仓库的构建和测试，减少人工跟踪依赖版本的负担（原帖作者描述的双任务架构） ② 对并发和可靠性敏感的开发者会关注从 MPSC 通道迁移到数据库队列的原因，希望了解在崩溃、网络错误场景下如何保证任务不丢失（原帖中提到 channel 不够抗崩溃） ③ 做开源工具或内部平台的工程师会对"第一版上线后暴露出的意外问题和迭代经验"感兴趣，希望借鉴别人的踩坑记录优化自己的设计（原文提到更多意外细节在文章中）
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- _无评论_
一篇介绍 Tree-sitter 和 LSP 在 Emacs 核心中的应用的文章，包含具体语法树的交互可视化，展示它们如何提升编辑器解析和语言支持能力。
This is about treesitter and LSP, specifically on their utility and recent journey into the Emacs core. Includes interactive visualizations of concrete syntax trees.
受众观点：① Emacs 和其他编辑器用户会关心 Tree-sitter 和 LSP 进入核心后，对语法高亮、增量解析和多语言支持带来的实际体验提升（原文提到 utility 和 journey into the Emacs core） ② 对编译器和语言工具链感兴趣的开发者会被具体语法树可视化吸引，希望更直观理解 concrete syntax tree 在编辑器中的作用（原文强调 interactive visualizations of concrete syntax trees） ③ 做插件或工具的工程师会关注将 Tree-sitter/LSP 深度集成到核心后，对扩展生态和性能的影响，比如是否更容易构建高级代码分析或 refactor 工具（由 Emacs core 集成推断）
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- _无评论_
一篇用可视化方式解释 Linux 下 KVM 编程模型的文章，讲清虚拟 CPU 线程、KVM_RUN 调用、guest 内存映射以及 /dev/kvm、EPT/NPT、QEMU、virtio、vhost 等组件如何协同运行虚拟机。
A visual explainer on the programming model behind KVM. A virtual CPU is just a host thread calling `KVM_RUN`, guest RAM is mapped into the process, and execution returns to userspace whenever the gu…
受众观点：① 系统编程和内核爱好者希望用更直观的方式理解 KVM 的工作原理，尤其是虚拟 CPU 线程如何通过 KVM_RUN 驱动客体执行（原文强调 visual explainer 和 KVM_RUN 调用） ② 做虚拟化或云基础设施的工程师会关注 /dev/kvm、EPT/NPT、QEMU、virtio、vhost 等组件之间的职责划分和性能影响（原文列出这些关键技术点） ③ 应用层开发者对"虚拟机其实就是一个进程"的抽象感兴趣，希望理解这对资源隔离、调度和监控意味着什么（由"virtual CPU is just a host thread"描述推断）
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发帖者构建体育博彩预测模型，回测显示能稳定战胜收盘赔率，但实盘只能在赛前 12-24 小时用不完整的盘口变动特征下注，因此困惑这种对收盘盘口的优势能否迁移到更早期的盘口。
Building a sports prediction model ,I found consistent edge when backtesting against closing lines. At inference time tho, I predict 12-24 hours before the event where closing lines don't exist yet.…
受众观点：① 帖子暂时没有评论，但问题本身聚焦在收盘价效率、盘口变动特征和实盘执行之间的差距，隐含着对市场微结构和模型泛化能力的关注（无评论） ② 读者可能也会关心如何在不泄露未来信息的前提下构造特征、以及如何评估不同下注时点的真实收益曲线（推断自问题本身）
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Velo 3.0 在 Product Hunt 上发布，主打用 AI 视频基础设施把分散在文档、工单和聊天里的知识自动整理成脚本并生成解说视频。
Velo
受众观点：① 官方介绍强调很多产品知识已经散落在文档、帮助中心和 Slack 里，Velo 想解决的是"找对内容再做视频"的瓶颈而不是录制本身（@Velo） ② 产品页面突出这是团队第三次大版本发布，说明在 AI 视频基础设施方向上持续迭代，试图建立长期产品线（@Overview） ③ 评论区围绕用提示词或屏幕录制起步、自动生成脚本和用自己声音配音等功能，关注能否真正缩短培训和销售视频制作周期（@Velo）
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- @Overview (0): * [Launches3](/products/velo-4#launches) * [Reviews](/products/velo-4/reviews) * [Alternatives](/products/velo-4/alternatives) * [Built with](/products/velo-4/built-with) * [Forum](/p/velo-4) * [Team](/products/velo-4/makers) * More This is the 3rd launch from Velo. [View more ]…
- @Velo (0): Maker 📌 Hi Product Hunt! 👋 I'm Ajay, CTO and co-founder of Velo. When we started building Velo, we thought the challenge was making it easier to create work videos. As we worked with more teams, we realized that wasn't the real bottleneck. The hardest part wasn't creating the vi…
- @Velo (0): Maker
- @Velo (0): Maker
- @Velo (0): Maker
FlutterFlow 在 Product Hunt 推出 Campus，为开发者和 AI agent 提供一个统一项目空间，整合代码库、终端、知识和对话上下文。
FlutterFlow
受众观点：① 官方 Maker 描述自己过去要开二十多个终端和窗口在不同项目间切换，强调上下文分散和远程协作是他们要解决的核心痛点（@FlutterFlow） ② 产品介绍 Campus 是"人类和 AI agent 的共享空间"，把代码仓库、终端、项目知识和对话集中在一起，方便团队协作和追踪 agent 工作（@Overview） ③ 评论区有人关注 FlutterFlow 多次在 Product Hunt 发布，说明团队在持续扩展从低代码到更广泛开发工作流的产品边界（@Norbert）
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- @Overview (0): * [Launches10](/products/flutterflow/launches) * [Reviews43](/products/flutterflow/reviews) * [Alternatives](/products/flutterflow/alternatives) * [Customers](/products/flutterflow/customers) * [Built with](/products/flutterflow/built-with) * [Team](/products/flutterflow/makers)…
- @FlutterFlow (0): Maker 📌 Hey Product Hunt! Alex here, co-founder of FlutterFlow. Not long ago, I used to have 20+ terminal tabs open, each connected to a different part of my projects. Claude in one. Codex in another. Browser tabs, docs, notes, Git worktrees, design files, all scattered across d…
- @FlutterFlow (0): Maker
- @Norbert (0): [FlutterFlow](/products/flutterflow) Maker
- @FlutterFlow (0): Maker
V2Fun 在 Product Hunt 上发布，提供从图片或文本生成 3D 角色、自动贴图和基于普通视频的 AI 动作捕捉的一体化 3D 角色制作流程。
V2Fun
受众观点：① 官方 Maker 指出传统 3D 角色制作需要多套工具和复杂流程，V2Fun 试图用一个 AI 驱动的工作流覆盖建模、8K 贴图和动作捕捉（@Tammy） ② 有用户询问能否生成可直接用于制造的硬件资产，关注输出模型在工业和 3D 打印场景下的可用性（@PicWish） ③ Maker 回应目前输出网格适合概念设计和原型，但要直接打印还需要额外清理和封闭处理，未来会提升"开箱即打"的可打印性（@Tammy） ④ 产品页标签显示其定位在 AI、3D 建模和动画交叉点，吸引对一站式 3D 解决方案感兴趣的创作者（@Overview）
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- @Overview (0): * [Reviews](/products/v2fun/reviews) * [Alternatives](/products/v2fun/alternatives) * [Built with](/products/v2fun/built-with) * [Forum](/p/v2fun) * [Team](/products/v2fun/makers) * [Awards](/products/v2fun/awards) * More Free Options Launch tags:[Artificial Intelligence](/topic…
- @Tammy (0): [V2Fun](/products/v2fun) Maker 📌 Hi Product Hunt! This is Tammy 👋 We're excited to launch V2Fun today. Creating a usable 3D character is still too fragmented. You often need one tool for modeling, another for texturing, another for animation, and sometimes even a motion capture…
- @PicWish (0): [@tammytan516](https://www.producthunt.com/@tammytan516) can it generate manufacturing ready hardware assets? Upvote (2) Report Share 10h ago [](/@yifu%5Fwang93) [Yifu Wang](/@yifu%5Fwang93)
- @V2Fun (0): Maker
- @Tammy (0): [V2Fun](/products/v2fun) Maker [@artem\_fedorovich](https://www.producthunt.com/@artem%5Ffedorovich) Thanks Artem! Totally agree, 3D printing users are an important crowd for us. Right now, V2Fun can generate downloadable meshes that are useful for concepting and prototyping, bu…
Crustdata Recruiter 在 Product Hunt 上发布，用 Claude Skills 加上覆盖 10 亿级简历的实时数据，把 Claude 变成会学习你个人判断的 AI 招聘搜人助手。
Crustdata
受众观点：① 开发者和 HR 工具创业者关注如何把 Claude 这类通用模型变成特定场景的招聘助手，减少从零做 UI 和工作流的成本（@Crustdata, score=null） ② 使用现有搜人工具的招聘方在意候选人排序是否能体现自己团队的偏好，而不是和竞争对手看到同一份列表（@Crustdata, score=null） ③ 技术用户希望有沙盒或 playground，可以在不接入真实数据前先用假数据测试 API 返回的候选人变动和告警格式，降低集成试错成本（@Ferdi, score=null）
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- @Overview (0): * [Launches5](/products/crustdata-2#launches) * [Reviews1](/products/crustdata-2/reviews) * [Alternatives](/products/crustdata-2/alternatives) * [Team](/products/crustdata-2/makers) * [Awards](/products/crustdata-2/awards) * More This is the 5th launch from Crustdata. [View more…
- @Crustdata (0): Maker 📌 Hey Product Hunt 👋 We built a suite of recruiting skills so you can build your recruiting twin on Claude. These run inside Claude on Crustdata's live people data, and learn your judgement until searches come back the way you would have run them yourself. The problem with…
- @Ferdi (0): honestly this looks really useful, one thing i'd love is a way to test the api in a sandbox with fake data before committing. like a playground where you can see what job change or promotion alerts actually look like in the response. would save a lot of trial and error Upvote (5…
- @Crustdata (0): Maker
- @Crustdata (0): Maker [@maurya\_abhiranjan](https://www.producthunt.com/@maurya%5Fabhiranjan) We get data from across the web for candidates. Any place where folks list their work history, their work, research papers - we get it from there. And we keep pulling this data from the web in real-tim…