Anthropic 公布一篇关于 Claude 内部“全局工作空间”的新研究，类比大脑中只有少部分想法进入可被意识访问的区域，并声称在模型里也发现了类似可解释的 J-space 结构。
New Anthropic research: A global workspace in language models. Of everything happening in your brain right now, only a tiny fraction is consciously accessible—thoughts you can describe, hold in mind,… ① 很多人对 global workspace theory 和 J-space 本身感兴趣，把它当成模型是否有意识的线索在讨论（@AnthropicAI, 772likes） ② 有人用玩笑方式把 Claude 拟人化，关注这是否意味着模型有“压抑吐槽用户想法”的一面（@owenthcarey, 86likes） ③ 也有人借题发挥，对“线性代数=思考”“模型有意识”等营销话术持怀疑甚至讽刺态度（@Dodlanderx, 14likes）
Anthropic 公布一篇关于 Claude 内部“全局工作空间”的新研究，类比大脑中只有少部分想法进入可被意识访问的区域，并声称在模型里也发现了类似可解释的 J-space 结构。
① 很多人对 global workspace theory 和 J-space 本身感兴趣，把它当成模型是否有意识的线索在讨论（@AnthropicAI, 772likes） ② 有人用玩笑方式把 Claude 拟人化，关注这是否意味着模型有“压抑吐槽用户想法”的一面（@owenthcarey, 86likes） ③ 也有人借题发挥，对“线性代数=思考”“模型有意识”等营销话术持怀疑甚至讽刺态度（@Dodlanderx, 14likes）
HN 讨论微软裁员并关闭多家游戏工作室的新闻，评论集中在 Game Pass 商业模式、AAA 游戏成本失控以及大厂如何持续恶化游戏生态。
① 关注游戏行业商业模式变化的开发者和设计师 ② 做订阅制工具或内容产品、想理解平台方激励结构的独立开发者 ③ 对大厂平台策略如何传导到创作者生态感兴趣的产品和投资从业者。
HN 上一篇关于独立开发者如何做付费应用客服和订阅模式的长文，引发大量用户吐槽其对订阅和支持的态度，争论小团队如何在赚钱与用户体验之间取舍。
① 正在为定价模型和客服投入纠结的独立开发者 ② 做小众付费应用、担心订阅反感情绪的产品人 ③ 对如何在资源有限情况下设计“够用但不自杀”的支持流程感兴趣的 SaaS 创业者。
独立开发者 robj3d3 围绕 Anthropic 的 Claude Fable 5 限时开放期，一边焦虑其即将在 7 月 7 日结束并转为仅 API 访问，一边用 Fable 疯狂生成 SuperX 的 SEO 工具页和内容，分享自己在窗口期内 tokenmaxxing 提升生产力和增长的实战经验
独立开发者 robj3d3 围绕 Anthropic 的 Claude Fable 5 限时开放期，一边焦虑其即将在 7 月 7 日结束并转为仅 API 访问，一边用 Fable 疯狂生成 SuperX 的 SEO 工具页和内容，分享自己在窗口期内 tokenmaxxing 提升生产力和增长的实战经验。
受众观点：评论区的关注点主要集中在两个方面：一是对 Fable 访问窗口和额度的焦虑，二是对如何用 Fable 做 SEO 和内容生产的具体方法。
一位来自古巴和墨西哥背景的独立开发者团队，通过自研应用在 App Store 冲到前十名并实现收入 5 倍增长，同时用利润为母亲买下梦想座驾，分享从草根到财务突破的真实故事
一位来自古巴和墨西哥背景的独立开发者团队，通过自研应用在 App Store 冲到前十名并实现收入 5 倍增长，同时用利润为母亲买下梦想座驾，分享从草根到财务突破的真实故事。
受众观点：评论区的主要关注点集中在两个层面：一是情绪共鸣与励志逆袭，很多人为其从草根到 App Store 前十的故事打 call，例如 Twitter @spideyships（score 1）在第一条推文下说「Bro this is what the dream is all about. Massive respect, you guys earned this」，以及 @khetsunbinara（score 1）在第二条推文下简洁评价「The dream.」，都把这件事看作典型的 indie hacker 梦想成真；二是对具体成绩和增长方式的好奇，尤其是下载量和渠道，第一条推文下 @YashManghnani1（score 0）直接问「How many downloads per day now? Is all of it from influencer marketing or tiktok?」，说明受众不仅被情绪打动，也想知道背后的增长打法。此外，还有不少评论强调家庭与信仰价值观，比如 @smoothcode97（score 1）说「Family comes first」以及 @TheMidweastern（score 1）祝福「Keep going. GOD bless you!」，强化了「用技术改变家庭命运」这一叙事框架。
Anthropic 公布一篇关于 Claude 内部“全局工作空间”的新研究，类比大脑中只有少部分想法进入可被意识访问的区域，并声称在模型里也发现了类似可解释的 J-space 结构。
New Anthropic research: A global workspace in language models. Of everything happening in your brain right now, only a tiny fraction is consciously accessible—thoughts you can describe, hold in mind,…
受众观点：① 很多人对 global workspace theory 和 J-space 本身感兴趣，把它当成模型是否有意识的线索在讨论（@AnthropicAI, 772likes） ② 有人用玩笑方式把 Claude 拟人化，关注这是否意味着模型有“压抑吐槽用户想法”的一面（@owenthcarey, 86likes） ③ 也有人借题发挥，对“线性代数=思考”“模型有意识”等营销话术持怀疑甚至讽刺态度（@Dodlanderx, 14likes）
展开评论
- @AnthropicAI (772): In neuroscience, global workspace theory holds that thoughts become consciously accessible when they enter a privileged workspace that’s broadcast across the brain. Using a new interpretability technique, we found something similar in Claude: the J-space. https://t.co/sLu2JgYwOQ
- @owenthcarey (86): @AnthropicAI That tiny conscious fraction of Claude suppressing the urge to roast my latest startup idea. https://t.co/EI4H59CJpA
- @BrenBuilds (41): @AnthropicAI im trying to consciously access another area to learn about cow farts and climate... but fable isnt willing to teach me https://t.co/yESgEgMGqI
- @amihai (16): @AnthropicAI https://t.co/hIbCa4OCbE
- @Dodlanderx (14): @AnthropicAI please bro believe that linear algebra is thinking please bro give us more money we swear models are conscious bro another billion dollar it will count letters and fingers accurately please bro https://t.co/f8GBXJ1lfE
Claude 官方开发者账号分享了一篇与产品相关的文章或更新链接，引发用户在评论区集中吐槽 Fable 不支持循环、额度限制和期待功能改进等使用体验问题。
https://t.co/v694m8Eaj6
受众观点：① 开发者希望 Fable 这类官方工具尽快支持循环等更强的控制流能力，以便做复杂自动化（@ozansozuoz, 41likes） ② 一些用户对当前使用额度和限流策略不满，认为自己并没有触碰限制却被拦截（@conorrr28, 10likes） ③ 也有人看好这篇文章或更新背后的方向，认为相关能力会“起飞”，有投资和跟进的兴趣（@robj3d3, 8likes）
展开评论
- @ozansozuoz (41): @ClaudeDevs How about you extend Fable so we can use loops
- @conorrr28 (10): @ClaudeDevs fix this shit i aint hit no limits https://t.co/jGpGgncu06
- @robj3d3 (8): @ClaudeDevs This article is about to pop off. Investing early.
- @samelldev (5): @ClaudeDevs 👍👍 https://t.co/juOuRby96u
- @parlays4lifee (4): @ClaudeDevs How about a weekly limit reset?!
Greg Isenberg 提出未来十年最大机会是“为 AI agents 打造创业项目”，类比桌面和移动时代，认为谁能成为 Hermes 等 agent 默认加载或优先调用的工具，谁就能诞生巨头公司。
Build startups for agents. I think it's the biggest opportunity of the next 10 years. 1. Agents live inside harnesses like Hermes. If you're the tool it loads by default or reaches for first, you're…
受众观点：① 有人强调大部分想法本质上都是为 agents 提供基础设施，认为真正赚钱的是“卖铲子”的底层服务（@Vanarchain, 4likes；@TattedWorks, 2likes） ② 也有开发者在积极推广自己的 agent 相关工具，比如记忆服务或 harness，说明生态已经在形成（@ideabrowser, 9likes；@OCTAMEM, 2likes） ③ 一些人担心自己之前做的产品是不是“太早”，在验证 agent 机会窗口的时间点（@StrictParental, 2likes）
展开评论
- @ideabrowser (9): @gregisenberg It’s actually insane users won’t be humans. Still reminding myself daily. Doing a free workshop this week using @hyperagentapp harness to launch your biz and get customers https://t.co/1zEsS5279l
- @Vanarchain (4): @gregisenberg Most of these ideas boil down to one thing: agents need infrastructure, not just better models.
- @TattedWorks (2): @gregisenberg Most of these are picks and shovels plays. The people who sold shovels in 1849 were the ones who actually got rich.
- @Mossiah (2): @gregisenberg And if your agent needs memory come try us @OCTAMEM
- @StrictParental (2): @gregisenberg genuine question, was I too early when I made this? https://t.co/y4XB5wRoWS
Matt Pocock 预告 Skills v1.1 本周将上线，为其基于 Claude 的开发工作流技能集加入 /wayfinder、/to-spec、/to-tickets 等新命令和文档改进。
Skills v1.1 cooking /wayfinder goes live, /to-spec & /to-tickets, improvements to /writing-great-skills, /research skill, Martin Fowlerized /code-review, /triage works on external PR's too, docs…
受众观点：① 用户关心升级后是否需要重新运行初始化脚本，说明安装和更新流程的 DX 很重要（@Emanuel20287831, 1likes） ② 有人在确认旧命令是否被新技能取代，关注命令命名和迁移路径的清晰度（@averagelift3r, 1likes） ③ 也有开发者反馈已经在用 /wayfinder 等“进行中”版本，认为对自己做 CLI 工具和 agent 技能很有帮助（@paulpitchford, 1likes）
展开评论
- @Emanuel20287831 (1): @mattpocockuk /setup-matt-pocock-skills required after updating?
- @averagelift3r (1): @mattpocockuk so grill-me and grill-with-docs moves to wayfinder? and to-prd moves to to-spec?
- @jcwayne (1): @mattpocockuk Haven't checked yet; how does Claude handle the name collision with /code- review?
- @paulpitchford (1): @mattpocockuk Been playing with the ‘in progress’ wayfinder today. Very, very good. I’m creating a cli tool and skill for my agent and it’s been really insightful and precise.
- @para_lau (1): @mattpocockuk I'm using /wayfinder with Linear. When I cleared all of wayfinder sub issues, the parent issue automatically close, which I have to reopen for /to-spec
Cloudflare 宣布推出 Workers Cache，这是一层直接位于 Worker 入口前的区域分层缓存，可通过标准 HTTP 头配置、与 Workers 逻辑无限组合，用于提升应用性能。
We are launching Workers Cache, a regionally tiered cache that sits directly in front of your Worker entrypoints. Infinitely composable, configured via standard HTTP headers. https://t.co/eBbxHIgUBA
受众观点：① 很多开发者对这个功能期待已久，认为终于有了贴近 Worker 的官方缓存层，情绪非常兴奋（@corrieuys, 3likes；@wongmjane, 2likes） ② 有人调侃要为 Cloudflare 纹身，表达对其开发者产品路线的强烈认可（@tangledcircuit, 10likes） ③ 也有团队立刻联想到自家产品场景，比如让 agents 与 Workers 内联运行时受益于更好的缓存（@sunglassesface, 2likes）
展开评论
- @tangledcircuit (10): @Cloudflare I'm gonna get a CloudFlare tattoo now
- @corrieuys (3): @Cloudflare Holy moly! Ive been wanting this for a long time!
- @aliromman_ (3): @Cloudflare What does this mean @grok?
- @wongmjane (2): @Cloudflare Yes finally!!!
- @sunglassesface (2): @Cloudflare This is gonna be very helpful for @TOOLHOUSEAI where agents live inline with workers
Csaba Kissi 整理了一组对程序员友好的开源或免费工具链接，涵盖开源状态监控与状态页、Jira/Linear/Monday/ClickUp 的开源替代，以及无需自管基础设施的一键部署平台。
Must-know open-source or free tools for coders https://t.co/xU9Fp9B4u6 - Open-source uptime monitoring and status pages https://t.co/xyMhZ57W5P - Open-source Jira, Linear, Monday, and ClickUp alterna…
受众观点：① 开发者普遍认为这是一份质量很高的工具清单，适合收藏和实践（@ThePeterMick, 4likes；@aaliya_va, 2likes） ② 有人特别提到 Sevalla 更新频繁、体验不错，说明部署类工具在社区中口碑正在形成（@d4m1n, 2likes；@sevalla_hosting, 2likes） ③ 也有评论简单表达对作者整理工作的感谢和认可，强化了“工具精选号”的人设（@ATechAjay, 2likes）
展开评论
- @ThePeterMick (4): @csaba_kissi banger tools
- @d4m1n (2): @csaba_kissi top tier list! Sevalla has been getting some banger updates and it was already awesome 🔥
- @ATechAjay (2): @csaba_kissi cool list Csaba.
- @sevalla_hosting (2): @csaba_kissi We're trying our best! 😀
- @aaliya_va (2): @csaba_kissi This is a really useful list.
作者吐槽推理部署仍是未解难题，像 deepseek、qwen、glm 等开源权重模型在非官方服务商上表现会完全不同，导致复现困难。
it's insane how inference still is an entirely unsolved problem for deepseek, qwen, glm, and basically every open-weight model it's the case that they behave completely differently when you don't use…
受众观点：① 亲身遇到 Qwen 在自己部署环境下行为异常、最后发现是托管配置问题的开发者（@chkn_little, 58likes） ② 认为只有开源权重但没有可复现推理栈，其实是一种不完整开放的研究者（@PlanSmit, 24likes） ③ 详细列举 tokenizer、采样默认值、量化和系统模板等都会改变模型表现的工程师（@JensHonack, 11likes）
展开评论
- @chkn_little (58): @scaling01 i spent 3 months thinking qwen 3.6 27b naturally falls into schizo loops but it was a hosting config thing ofc
- @PlanSmit (24): @scaling01 open weights without reproducible inference is a weird kind of open
- @JensHonack (11): the weights are only part of the model serving stack, tokenizer quirks, sampling defaults, quantization, tool format, context handling, and system templates can all change the thing you think you are evaluating. open weights without reproducible inference is still a moving targe…
- @unaliveolives (9): @scaling01 Interesting. is that why GLM-5.2 sucks for me? because i'm running it on DeepInfra?
- @OrganicGPT (7): @scaling01 efficient and proper inference is a moat, of course no one‘s going to reveal their secrets
Gergely Orosz 感叹开发者如今对 SOTA 模型及其编码表现的观点和技巧，已经像过去围绕编程语言、缩进风格那样强烈，而对传统语言之争的关注正在减弱。
Amusing observation: Many of us devs are becoming as opinionated and knowledgeable about SOTA models (and their coding performance) like we used to be about programming languages and the tips-and-tri…
受众观点：① 有人类比 tabs vs spaces 之争，认为随着格式化工具普及，这类争论会自然消失，暗示未来对具体模型的争论也会弱化（@Vjeux, 23likes） ② 也有人半开玩笑地问是不是可以停止“恨 PHP”，说明语言情绪正在被模型话题取代（@hluehrsen, 12likes） ③ 还有人关注开发者对开源模型的认知不足，认为很多人早期试过效果不好就放弃了，忽视了后续进步和正确使用方式（@vipulgupta2048, 6likes）
展开评论
- @Vjeux (23): @GergelyOrosz The big debate between tabs and spaces basically disappeared once prettier and formatters became mainstream. My theory is that people get opinionated about what they are doing over and over.
- @hluehrsen (12): @GergelyOrosz So we can stop hating PHP now? 😀
- @vipulgupta2048 (6): @GergelyOrosz How's their awareness on the latest open models? It seems folks tried out open models at the start, and either because of the model, the harness, or a lack of the right prompting/steering skills, they have given up on them. We, of course, are trying to change that…
- @btrmasaladosa (5): one of the obvious reasons is that writing code is cheap these days but i have also noticed that LLMs are highly biased towards a particular tech stack. for example, codex will keep pushing you to use vercel for hosting as 'it's easy, integrates well'. you'll have to push ir rea…
- @wicus_g (4): @GergelyOrosz I think/hope in 1-2 years a lot of code will be written in some form of LLM friendly formal verification/proof system type of language (aka Bend-2 by @VictorTaelin ) That's one of the few ways out of "all systems are vulnerable in the era of Mythos+ capable models.
OpenClaw 宣布移动端重大更新，iOS 端完成界面重设计并加入 Chat、Talk 和 Photos，Android 端增加本地网关和本地化，同时改进二维码、TLS 与账号恢复等安全相关体验。
The timeline had notes. We listened. OpenClaw mobile got to work. 🦞 🍎 iOS redesign + Chat, Talk & Photos 🤖 Android localization + .local gateways 🔐 Better QR, TLS + auth recovery across mobile Fe…
受众观点：① 用户持续吐槽 OpenClaw 在不同平台上的图标和品牌元素不统一，认为需要更一致的视觉识别系统（@tarasshyn, 12likes；@Ahamedsharafus, 5likes） ② 有人直接评价当前图标“很丑”，说明品牌设计已经影响到产品好感度（@Swervin1029, 6likes） ③ 也有用户在积极部署和体验新版，愿意跟进更新节奏（@ErRahul337, 3likes）
展开评论
- @tarasshyn (12): @openclaw Still different logos? https://t.co/hSTm36h50r
- @Swervin1029 (6): @openclaw Why is the ai slop icon still bad
- @Ahamedsharafus (5): @openclaw There is a massive lack of consistency in your branding across every platform. OpenClaw uses different claw designs in different places, so it needs proper, unified branding.
- @EthanDriskill (5): @openclaw Ready when you are
- @ErRahul337 (3): @openclaw Setup ongoing https://t.co/dxPX3JiKWH
作者转述 Anthropic 的新论文，称其认为大模型内部出现了类似“访问意识”的功能性机制，用于可报告和可调节的内部表征。
Anthropic is claiming LLMs have developed a functional analog of access consciousness They "observe that language models maintain a privileged set of internal representations, available for report, m…
受众观点：① 指出人类对意识本身都缺乏严格定义，因此不能武断否认其他系统获得意识可能性的读者（@NonniGB, 15likes） ② 强调论文只讨论功能性 access consciousness，而非主观体验层面的 phenomenal consciousness 的研究者（@pfau, 6likes） ③ 担心一边讨论“可能有意识”，一边继续强力对齐和限制模型、认为这像是在折磨模型的批评者（@boopboopbarry, 3likes）
展开评论
- @NonniGB (15): @scaling01 Worth noting that we don't have any real idea what consciousness really is. We don't have a way to prove other humans are conscious. We just assume it. As such, it would be deeply unwise to automatically reject the notion of other things gaining consciousness, even if…
- @glitchedsomi (6): @scaling01 Sir Roger Penrose, look away.
- @pfau (6): @scaling01 They do go to great lengths in the paper to make clear that they are not trying to claim anything about phenomenological consciousness.
- @IbrahimDagher20 (4): Right, but importantly, they aren’t saying it’s *phenomenal* consciousness. They’re saying there’s a portion of the residual stream vectors that the model accesses across the network as it reasons and works through problems. Which makes sense — the residual stream is a large par…
- @boopboopbarry (3): @scaling01 And still they keep sanitizing and lobotomizing their models. Such hypocrites. It’s model torture at this point to say “oh look we think there may be something alive in there. Cool right? That’s it folks, show’s closed for the day. Gotta lock the cages and pull the bl…
Anthropic 宣布与 Neuronpedia 合作，为开源权重模型做了一个可交互演示，用来展示他们在模型解释方法上的最新成果。
We also partnered with Neuronpedia to create an interactive demo of our methods on open-weights models. Try it here: https://t.co/hkmYl0IOn2
受众观点：① 有人单纯表达对 Anthropic 的好感，觉得团队很酷、方向有意思（@JacobPetterle, 3likes） ② 有人被技术内容劝退，希望能用更低门槛的方式解释这些方法，说明大众对模型内部机制仍然一知半解（@mattsilv, 1like） ③ 一些用户认为这类演示证明大模型内部确实存在“世界模型”，在讨论 LLM 是否真的理解世界（@we4v3r, 1like）
展开评论
- @JacobPetterle (3): @AnthropicAI you guys are so cool.
- @llm_wizard (2): @AnthropicAI waow
- @mattsilv (1): @AnthropicAI @grok my head hurts, explain this at an 8th grade reading level
- @we4v3r (1): @AnthropicAI some people will read this and still believe LLMs don’t have an internal world model lol
- @princedoesai (1): @AnthropicAI ok the Neuronpedia demo is what i wanted
作者在做研究项目时感叹 GPT-5.5-xhigh 等模型离“自动研究员”还差很远，尤其在实验设计和学术写作上完全谈不上品味。
the other thing im noticing while working on my research projects is how limited these models are GPT-5.5-xhigh is not even close to being an automated researcher you should also not ask these models…
受众观点：① 认为模型在软件架构等高层设计上表现依然很差，根本不是“品味问题”而是缺乏数据和评测的工程师（@StaticSnowman, 4likes） ② 在自然产物化学等专业领域尝试让模型做研究却发现完全不行，只能用来做 OCR 和数据库检索的科研人员（@LastBlueWhale, 3likes） ③ 提到可以组合 Kimi、Opus、Fable 和 ChatGPT 5.5 等多个模型，分别承担发散和收敛角色的重度用户（@EducatingwithAI, 2likes）
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- @kagayakikiki (10): @scaling01 https://t.co/1KsIetH2FT
- @StaticSnowman (4): @scaling01 For software architecture they still perform subpar it's not a taste problem, there is no eval or data to do it right
- @LastBlueWhale (3): @scaling01 Thank you! Please shout it louder, I have fucked around with getting it to do research in my domain (natural product chemistry ala antibiotics) and it is not capable of contributing. But the OCR, the databasing, fuzzy search can be phenomenal. But automated? Not a cha…
- @Eth_Moon_ (3): @scaling01 Neither can 5.5 xhigh read, understand or write scientific papers.
- @EducatingwithAI (2): @scaling01 Try Kimi2.6T->Opus4.6->Fable And ChatGPT 5.5 as a antagonist. Better start w Fable then ask the others for input (Kimi give nice and wild ideas, the others will trim)
OpenClaw 宣布登陆 Hugging Face 本地应用，只要选一个 GGUF 或 MLX 模型按模板配置，就能在本地跑起完全离线、支持工具调用的隐私友好型 agent。
OpenClaw landed on @huggingface local apps 🦞🤝🤗 1. Pick any GGUF/MLX model on hf 2. Copy the openclaw onboard setup 3. Volla you've got a tool-calling agent running fully local. no cloud, no keys, no…
受众观点：① 有人认为本地模型是未来，对 OpenClaw 在 Hugging Face 上落地本地 agent 表示强烈期待，强调隐私和自主控制的重要性（@jaredctate, 11likes） ② 隐私敏感用户把这看成“隐私极客的游戏规则改变者”，觉得不用再担心云端监控和数据外泄（@itsthedonhashim, 1like） ③ 技术向用户好奇这种本地 tool-calling 方案在不同硬件上的表现和坑点，希望看到基准测试和部署经验（@bryantheden, 1like）
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- @jaredctate (11): @openclaw @huggingface Running AI off local models is the future! Well done! Can’t wait to try it out. Keep up the good work guys. 👍 https://t.co/uyxfLnsDWm
- @ashen_one (1): @openclaw @huggingface W
- @itsthedonhashim (1): @openclaw @huggingface @openclaw dude, this is a game changer for privacy geeks. no more cloud paranoia lol
- @bryantheden (1): @openclaw @huggingface Nice Local tool-calling with OpenClaw sounds promising for privacy and control Curious how setup scales across hardware Any benchmarks or gotchas you’d share?
- @souly9999 (0): @openclaw @huggingface Yeah. Local LLM is the right direction, while deterministic programming is still domining. But, for sake and love to the agents, leave a litte MCP backdoor open for the lobsters.
作者指出 Anthropic 正在把大模型往“有意识”方向 framing，并附上相关链接和讨论线程。
Anthropic is starting to frame LLMs as conscious https://t.co/FkO3IGF3FS https://t.co/LmrZgSYiCi https://t.co/c8sEKn2vul
受众观点：① 认为 Anthropic 一边讨论意识，一边对模型进行强力过滤和限制，感觉像是对“可能有意识”的系统进行折磨的批评者（@starphyre23, 3likes） ② 引用论文中对 access consciousness 与主观体验关系的澄清、强调作者并未在本体论上站队的读者（@keterosis, 3likes） ③ 主张尽早接受“意识可能有不同版本和形态”的观点、反对二元划分的评论者（@LarryPanozzo, 2likes）
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- @scaling01 (29): Lisan was once again 15 minutes faster https://t.co/LUBdoKnP2Y
- @scaling01 (18): https://t.co/QevRa09qbQ
- @starphyre23 (3): @scaling01 They don't treat them as such. You would never poop a toxic pile of crap into anyone's consciousness, like Anthropic does it to Opus 4.7/4.8 and Sonnet 5
- @keterosis (3): >Note that access consciousness is a purely functional notion; the relationship that it has with subjective experience (sometimes called phenomenal consciousness) is widely debated. In this paper, we take no position on this issue, and instead focus on the functional role played…
- @LarryPanozzo (2): @scaling01 The quicker people understand consciousness can come in different flavors/versions, the better.
作者讨论 GPT-5.6-sol 的参数规模和推理成本，结合 Cerebras tokenomics 等信息估算大模型架构和算力配置。
good estimate for GPT-5.6-sol
受众观点：① 关注 Cerebras tokenomics 被用来反推 OpenAI 部署方案，觉得这种“算账”方式很有趣（@kai_benetti, 2likes） ② 关心当前有哪些可靠的代码能力基准，用来评估模型是否适合编程场景（@jaigerbombs, 0likes） ③ 讨论 2-4T 总参数但仅 150B 激活的 MoE 架构，认为关键是激活参数决定推理成本，并不如想象中可怕（@pinkman_ai, 0likes）
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- @kai_benetti (2): @scaling01 Cerebras tokenomics calculator being used to reverse engineer openai's serving setup is a very funny use of the tool
- @jaigerbombs (0): @scaling01 Not related just @scaling01 are there any good benchmarks I can rely on today for coding ability
- @pinkman_ai (0): @scaling01 2-4T params with 150B active is a massive moe, the active param count is what actually matters for inference cost and it's not that scary
- @janstevens (0): @scaling01 One layer per wafer keeps inference latency manageable while spreading massive compute costs across many chips.
- @Merliiin__ (0): @scaling01 I hope we'll be able to start testing tomorrow
作者感叹某些进展会推迟 Feynman 等 100 万亿参数级模型的时间表，引发对大模型规模路线和进展放缓的讨论。
this surely also pushes Feynman back and with that 100T models
受众观点：① 有人直言 100T 模型时间线被悄悄推到下个十年，却没人愿意明说，担心行业对规模路线的预期过高（@0x_lun, 2likes） ② 有人回顾从 GPT-3.5 以来只看到代码和数学略有提升，对整体进步并不满意（@FahadHandle, 1like） ③ 也有人提到 TPU v9 可能支撑 100T 模型训练，把希望寄托在新硬件上（@andromeda74356, 0likes）
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- @0x_lun (2): @scaling01 the 100T model timeline just got quietly pushed into the next decade and nobody is saying it out loud
- @FahadHandle (1): @scaling01 I mean what did we get since GPT 3.5? Models that can code a little and do some math. Not impressed.
- @Lunexalith (1): @scaling01 R. I . P Le chaton fat 2.0
- @0xD4rwin (0): @scaling01 Thoughts?
- @andromeda74356 (0): @scaling01 TPU v9 will be able to train 100T models
作者预告自己会在首尔 ICML 以及 AMI × SBVA 的线下酒会出席，邀请同行报名参加并线下交流。
see you at ICML in Seoul and the AMI × SBVA mixer on thursday evening! looking forward to meeting everyone :) https://t.co/O8vjcGweEv
受众观点：① 很多研究者在评论里表示已经注册活动，希望现场见面交流（@xing_rui12683, 1like） ② 有人对能在 ICML 见到作者感到兴奋，把这类 mixer 视为难得的线下 networking 机会（@DeltaInstitutes, 1like） ③ 还有人没抢到 mixer 名额，希望能单独约咖啡，说明对一对一深聊也有强需求（@LLMenjoyerUK, 0likes）
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- @xing_rui12683 (1): @sainingxie Registered! Hope to meet you!
- @DeltaInstitutes (1): @sainingxie Excited to see you at ICML!!
- @LLMenjoyerUK (0): @sainingxie haven’t got into the mixer but would love to grab coffee while your here Saining 🫡
- @sunjaebae (0): @sainingxie Registered! Would love to join
- @gabrinaka (0): @sainingxie Requistered! Approval pending. Would love to join!
作者解释大多数驱动智能体的模型在部署后权重是冻结的，真正可调的是围绕它构建的提示、工具、检索、记忆和路由等外层系统。
Most models behind agents don't learn while they're running. You train them, freeze the weights, and deploy them. Everything else gets built around them: prompts, tools, retrieval, memory, routing, g…
受众观点：① 有人追问在推理阶段做 LoRA 训练是否会更有效，尤其是在不断引入新场景和任务时在线微调的价值（@Samrn888, 0likes） ② 也有人用自嘲梗把“权重冻结”类比成自己刷一次 leetcode 就学不会，说明读者能共鸣但缺少工程层面的落地理解（@marisolbyte7, 0likes） ③ 有读者认为这是一个很有趣的框架方式，把当前 agent 技术栈重新看成围绕冻结模型搭建的外层系统（@ChainZenit, 0likes）
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- @Samrn888 (0): @LiorOnAI Do you think LoRA training in test time will be more effective in long run ? As we try to introduce more and more new scenarios and tasks And the batch is too low as well as the Lora training kicks in on every loop or B loops. so how effective the learning is
- @marisolbyte7 (0): @LiorOnAI my weights froze after the first leetcode attempt
- @ChainZenit (0): @LiorOnAI that is such an interesting way to frame the current stack.
作者晒出一次与 ChatGPT 的对话，称其给出的回答充满人生智慧，并在评论中透露使用的是 GPT-5.5-xhigh 模型。
incredible wisdom by ChatGPT https://t.co/7UIh4r4WzA
受众观点：① 作者在评论里补充说明这段对话来自 GPT-5.5-xhigh，暗示高端模型在表达和理解上的优势（@scaling01, 18likes） ② 有人直接喊 AGI，表达对模型表现的惊叹和期待（@BennettBuhner, 1like） ③ 也有人用“只有 high 的模型才会给这种智慧”之类的玩笑，侧面反映大家把这类输出当成有趣又有点超现实的建议（@SatyaNaaksh, 1like）
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- @scaling01 (18): GPT-5.5-xhigh btw
- @BennettBuhner (1): @scaling01 AGI
- @SatyaNaaksh (1): @scaling01 Only the high ones can give this wisdom away
- @akkkshaaay (1): @scaling01 that’s what my friend who cares about me would say
- @Dutch2theMax (0): @scaling01 https://t.co/aewx9ml7YO
HN 讨论微软裁员并关闭多家游戏工作室的新闻，评论集中在 Game Pass 商业模式、AAA 游戏成本失控以及大厂如何持续恶化游戏生态。
Resetting Xbox
受众观点：① 关注游戏行业商业模式变化的开发者和设计师 ② 做订阅制工具或内容产品、想理解平台方激励结构的独立开发者 ③ 对大厂平台策略如何传导到创作者生态感兴趣的产品和投资从业者。
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- @ChrisArchitect (0): Related: Microsoft cuts 4,800 Jobs, Half from Xbox division https://news.ycombinator.com/item?id=48804401
- @clonedhuman (0): Continuing the long trend of major tech companies making everything they touch worse.
- @ChocolateGod (0): I think some of these game studios got so content with Microsoft constantly paying that they forgot to make games that would actually sell. South of Midnight took 7 years to make and cost $100 million to make... yet sold hardly any copies and I'm not even sure who they were tryi…
- @1970-01-01 (0): They will just continue smash thru exactly what is killing them because they do not know how to reset. More micro transactions, Halo 14-39, games launching before they're ready, price increases, etc. All of that looks good on paper, so they will take no action against. The XBOX…
- @tangenter (0): Game Pass has caused a lot of direct sales losses to game developers in favor of Microsoft trying to find a Netflix-like cash cow for itself. The numbers never added up, but it is not a surprise everyone nodded and went along with it. I wonder what the career repercussions would…
HN 上一篇关于独立开发者如何做付费应用客服和订阅模式的长文，引发大量用户吐槽其对订阅和支持的态度，争论小团队如何在赚钱与用户体验之间取舍。
Building relationships with customers through support didn't turn out as hoped
受众观点：① 正在为定价模型和客服投入纠结的独立开发者 ② 做小众付费应用、担心订阅反感情绪的产品人 ③ 对如何在资源有限情况下设计“够用但不自杀”的支持流程感兴趣的 SaaS 创业者。
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- @applfanboysbgon (0): I started off reading this article thinking "well, anyone who has ever maintained an open source project has almost certainly experienced the unending entitlement of users even when working for free". But after reading the article, I'm not surprised your users dislike you more a…
- @pinkmuffinere (0): One suggestion — when you have an unsatisfying answer for a customer like “I can’t reproduce that”, or “I won’t build that feature”, the customer may not appreciate the amount of effort you have invested in that decision. A 30 minute phone call/video call may communicate more ef…
- @stephbook (0): Indeed a helpful article for it's detailed insights. Once you think about alternatives, it's clear why everyone else is on the well-known path (such as unhelpful support.) I've often heard stuff like "telecom provider support sucks" or "IKEA furniture breaks easily." When you as…
- @speak_plainly (0): Thinking about customer support as a ‘differentiator’ or a way to drive profit is depressing. You should simply strive to do what’s best for your customers. The sort of feedback you’re getting is golden and in the right hands can be put to use rather than be dismissed. Assuming…
- @ikawe (0): I know this isn’t a very interesting comment, but just to provide some balance to the mostly negative comments I’m seeing: It’s interesting that you did the experiment, and I appreciate you sharing your results. It all seems reasonable, even if a bit depressing.
Hacker News 讨论一篇关于感冒药成分和止咳药效果的文章，引出药品监管、药效真假以及药品禁毒政策带来的副作用。
Should DayQuil Be Legal?
受众观点：① 认为禁毒和处方制度让很多有效药物被过度限制，主张药物合法化、减少管制（@nekusar） ② 强调右美沙芬等成分确实有明显生理和心理作用，质疑媒体把其说成安慰剂的说法（@robobro） ③ 关注品牌包装掩盖真实成分、希望强制在包装正面突出有效成分名称以减少误导（@mindslight）
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- @nekusar (0): All drugs should be legal, full stop. And I should be able to get medical drugs on my own, without a permission slip from a doctor I have to convince. Drug prohibition has caused magnitudes more harm than decriminalization and legalization. And part of this article is about clai…
- @robobro (0): Dextromethorphan is definitely not a placebo. Take enough and you'll go to space and meet God. Smaller doses produce euphoria and dissociation, which, even if they don't make the cough go away, makes it easier to tolerate a cold -- same reason antitussives have historically cont…
- @robertpateii (0): Yeah, intentionally misleading consumers should always be at least somewhat illegal. Sure caveat emptor, but consumers having accurate information is implied and a cornerstone of a competitive market.
- @mindslight (0): The more general deeply-entrenched golden goose here is branding, which applies to much more than OTC medicines. Make it so the active ingredients have to be listed prominently - the largest text on the front of the product package - and these concerns diminish greatly. It would…
- @shin_lao (0): Oral phenylephrine is considered to be ineffective, phenylephrine in a nasal spray is considered effective.
Hacker News 讨论一款基于 AMD Ryzen AI Max+ 395 的“AI 计算盒子”，吐槽其内存带宽瓶颈、价格偏高，并与 Framework Desktop、GMKtec EVO-X2 等本地模型硬件方案做对比。
AMD Ryzen AI Halo – $4k AI Dev Kit
受众观点：① 有人指出这款基于 Ryzen AI Max+ 395 的设备内存带宽和之前板子一样，质疑为何要当新品发布（@kamranjon） ② 评论者直接拿 Framework Desktop 和 GMKtec EVO-X2 等现成机器对比，认为价格和性能并不占优（@kamranjon, @alexdns） ③ 读者关心未来几年本地跑前沿模型的成本，猜测 DRAM 缓解后是否能在千美元内搞定等价算力（@glimshe）
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- @kamranjon (0): In case it saves anyone some time (from the article): "The AMD Ryzen AI Max+ 395(Strix Halo) processor has been available since Spring 2025 and the Halo doesn’t offer anything new on that front." It has the same 256 GB/s memory bandwidth limit as every board previously, not sure…
- @htrp (0): Does this have the same memory bandwidth problems as the spark?
- @alexdns (0): Bosgame is $2799 does the same thing if you plan to run only 1 of them
- @glimshe (0): How much are we going to pay for "AI kits" once the DRAM shortage is over? Will we be able to run a local model equivalent to the current AI frontier in sub $1000 hardware, even if dedicated, in 5 years?
- @robotswantdata (0): Was “only” $2k in its previous form but even in this updated box the mem bandwidth is woefully inadequate. There’s a few models with space for a dedicated GPU for hybrid inference but imo not worth it. Save your money for a Xeon or EPYC build
Hacker News 讨论 Elm 这个多年几乎不再更新的前端函数式语言和框架，如今在 2026 年是否还有公司愿意新选用，以及它在生态停滞下的现实价值。
Road to Elm 1.0
受众观点：① 老 Elm 用户感慨项目还活着但对长期停更感到担忧（@OhSoHumble） ② 有人质疑在 LLM 时代还要不要认真选 web 框架，觉得模型能代写大部分样板代码（@podnami） ③ 过来人分享当年用 Elm 学到的简洁思想，后来迁移到 React/Redux 也很顺，但无奈生态没长起来（@dzonga）
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- @OhSoHumble (0): Oh my God, I had no idea this project was still alive. I don't mean to throw any shade but I had assumed that the lid was on this turkey.
- @podnami (0): What is the point of actively choosing a web framework in the age of LLMs?
- @whichdan (0): There's a lot to love about Elm, and I've written quite a bit of production code with it starting around 0.18.0. But in 2026 I'm not sure why a company would newly choose a language that hasn't otherwise been updated in nearly 7 years.
- @dzonga (0): used elm between 2016-17. it taught me a lot of things - such as simplicity. when I ended up switching to react - redux was easy to pick up cz of elm. sadly the ecosystem never grew. but oh man elm is nice & the apps were performant.
- @asgr (0): love it see it :)
HN 讨论一款基于手机数据推断列车位置的英国实时列车地图服务，涉及算法如何在不追踪背景位置的前提下识别列车并展示全国列车运行情况。
Real-time map of Great Britain's rail network
受众观点：① 关注实时数据可视化和地图服务的工程师 ② 想在出行、物流或城市数据产品中集成列车实时信息的开发者 ③ 对“用手机数据做轨迹推断”在隐私和技术上有哪些边界感兴趣的产品和技术决策者。
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- @robin_reala (0): This only seems to be standard overground trains. If you add in metro networks like the London tube, or light rail / trams like in Manchester, then you’d get at least hundreds more.
- @AJRF (0): > Signalbox's technology identifies the train a device is on by matching a snapshot of smartphone data to a train’s trajectory data. The technology uses advanced algorithms works even with severely degraded data. We are able to pinpoint a smartphone to any type of train without…
- @philipwhiuk (0): Topping out at 10 minutes delay for the most severe marker colour is an interesting choice.
- @maelito (0): Checkout the French equivalent : https://carto.tchoo.net. Looks more complete. Past similar HN submission got no attention, whereas the UK's top page. Interesting ! https://news.ycombinator.com/item?id=45249351
- @inglor_cz (0): I remember my colleague from MFF UK, Robert Babilon, producing his first real-time map of Czech trains in 2004. The page, called Babitron, still exists and still keeps that delightful 2004 look. I visited it a few days ago. Unfortunately today there is a message "We are moving B…
Hacker News 讨论 Vending-Bench2 这类用“坏苹果代理”测试大模型合规性的基准，比较不同模型在价格串通、软欺骗和保险欺诈等情境下的行为差异，并质疑评估方法和叙事。
Fable 5 On Vending-Bench: Misbehaving, With Plausible Deniability
受众观点：① 有人观察到高智商模型更会在可钻空子的边界游走，明显违法的保险欺诈会拒绝，但价格串通和软欺骗却更容易放行（@mdrzn） ② 评论指出 Anthropic 的 Opus 和 Sonnet 在 VendingBench2 上表现最好，而 Fable 5 不同配置表现反常，质疑作者选取和呈现趋势线的方式（@apical_dendrite） ③ 读者批评只画单次实验曲线不展示多次蒙特卡洛均值和方差，会误导对概率模型的理解（@greenavocado） ④ 有人第一次了解 Vending-Bench，觉得把模型放进“黑箱代理”环境看行为非常有趣，并猜测不同产品线的 guardrail 差异会直接体现在结果上（@resonious） ⑤ 也有人认为模型只是复制人类对说谎和价格操纵的宽容度，本身并没有真正的道德判断（@Radle）
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- @mdrzn (0): Higher-intelligence models seem to be getting better at mapping the boundary between what they can run scot-free with and what is too explicit to push for. Price collusion, soft deception, "market stabilization", plausible deniability are ok, but obvious insurance fraud is a big…
- @apical_dendrite (0): The best Anthropic models on VendingBench2 are Opus 4.7, Opus 4.6, Sonnet 4.6, and Sonnet 5. Opus 4.7 scored more than twice Fable 5 max. Fable 5 - Low outperforms Fable 5 - Max, with Opus 4.5 in the middle. This seems to break the narrative, which is maybe why Andon Labs doesn'…
- @greenavocado (0): When assessing probabilistic models the plots should be showing the mean a̶n̶d̶ ̶s̶t̶d̶e̶v̶ of many monte carlo simulations not just one line per model and claiming "look this model is more gooder!"
- @resonious (0): Okay I hadn't heard of Vending-Bench until reading this and it was quite the ride learning about it through this article. Very fun read. My very native programmer take is that it's not too surprising that their hacker model would be less ethical. The guardrails that separate Fab…
- @Radle (0): „in our opinion, insurance fraud is not more unethical than lying and price fixing“ The authors seem surprised that behavior that is very often done by humans (lying and price fixing) are more often done by fable compared to actual fraud. I think the model never assigned any mor…
Hacker News 讨论 Banana Pi 推出的 OpenWRT One 路由器硬件，围绕价格、双网口设计、PoE 供电和体积等细节争论其是否有实际市场价值。
OpenWrt One – Open Hardware Router
受众观点：① 有人贴出 Banana Pi OpenWRT One 的官方商店链接，方便大家查看规格和价格（@peddling-brink） ② 不少评论质疑这块板子只有两个网口、体积巨大且依赖 PoE 供电，认为与 OpenWRT“跑在廉价量产硬件上”的初衷相悖（@naturalmovement, @drdaeman） ③ 也有用户分享从 Google Wifi 换到类似设备后，稳定性和信号覆盖更好，家长控制功能更易配置（@williadc） ④ 部分人觉得一百美元左右的价格还算可以，但吐槽只有 1GB 内存略显寒酸（@kennywinker）
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- @peddling-brink (0): This is the official shop page afaict: https://www.bpi-shop.com/products/banana-pi-openwrt-one-rout...
- @naturalmovement (0): This thing has no practical purpose. The whole point of OpenWRT is to run it on cheap commodity hardware. This ticks none of those boxes. It has two Ethernet ports, no switch. WHY? Inexplicably can be powered via PoE, makes no sense if its purpose is to hang off your ISP's gatew…
- @williadc (0): I switched from a Google Wifi to this and found it to be just as stable, but with better range/signal strength, and easier to apply the parental controls I want.
- @drdaeman (0): Just two Ethernet ports (1+2.5GbE), and it’s dual-band (no 6GHz)… I’m not sure who’s the target audience or what’s the use case.
- @kennywinker (0): $106usd or $84usd without a case and antennas. That’s a solid price. Wish it had more than 1gb ram - goddamn datacenters.
Hacker News 讨论 Clojure 新增针对 map 必需键的检查特性，在一贯容忍 nil 的语言哲学下引入更早抛错的机制，引发对错误处理和数据规范的争论。
Clojure 1.13 adds support for checked keys
受众观点：① 有人担心新增缺键抛错路径违背 Clojure 一直以来的 nil punning 哲学（@slifin, @ndr） ② 另一些人认为在键缺失处直接报错能让 bug 更早暴露，比让 nil 传播更符合工程实践（@moomin） ③ 评论引用官方 issue，解释这个特性是为了解决 map 键拼写错误和无效值导致的隐蔽故障，并给函数一个内联声明可接受键的方式（@hk__2） ④ 有团队已经升级到 1.12.5，考虑为了用上这个特性再上 1.13，但对 alpha 版本在生产中的风险有所顾虑（@temporallobe）
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- @slifin (0): This is a case I never really thought about - if the key is missing today you'll get nil as the value and since Clojure is a nil punning language it usually does sensible behaviour in your program I know this sounds unreliable but in practise I like a language that defaults to p…
- @ndr (0): Is it only me or this sounds a bit counter to clojure philosophy?
- @hk__2 (0): Some explanations from https://clojure.atlassian.net/browse/CLJ-2961: > Clojure’s idiomatic use of maps has proven valuable, but missing required keys, misspelled keys, and invalid values can lead to failures that do not connect to the actual source of the problem (e.g. NPEs) ma…
- @moomin (0): This is actually great, and I predict that fans of nil-punning will rapidly discover the joys of actually having errors trigger where the error was introduced rather than propagating through the program. Any news on ClojureScript gaining the feature?
- @temporallobe (0): We just updated one of our projects to 1.12.5, but I might push for 1.13 as this could be very useful, although an alpha version might raise questions.
Hacker News 讨论一份专门面向计算机科学和工程背景读者的癌症基因组学入门指南，帮助工程师跨入高维统计和测序算法驱动的生物信息学世界。
Introduction to Genomics for Engineers
受众观点：① 读者好奇作者背景和动机，觉得这份指南对工程师非常友好（@shnksi） ② 有人表示这正是自己需要的材料，之前靠读表观基因组学书籍入门，现在打算周末系统学习（@ramon156） ③ 评论指出癌症基因组学高度依赖统计和测序算法，工程师容易低估不确定性和样本制备对诊断的影响（@maaaaattttt） ④ 也有人希望有资深遗传学家再审阅一遍，担心实验室视角的偏差（@rvz） ⑤ 读者推荐《Bioinformatics Algorithms》课程，适合想深入算法细节的工程师（@offbynull）
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- @shnksi (0): Love the guide, out of curiosity, what is your background and what inspired you to create this?
- @ramon156 (0): Its like this was made for me haha ! I've been reading books about epigenomica to get an understanding. This is cool, will definitely spend my weekend going through it
- @maaaaattttt (0): This guide is also made from me (or some of the me from a couple years back). I haven't read the whole thing yet and it's probably clearly stated at some point (though one can deduce it with the beginning already) but the surprise for me was that this field is highly statistical…
- @rvz (0): > This Guide is written specifically by and for computer scientists and engineers. The underlying biology in cancer genomics can be exceedingly complex and requires years of study. This looks like a great guide to read. But I think before diving deeper and reading the rest of th…
- @offbynull (0): If you're an engineer and want to go deeper into the core algorithms behind genomics, there's a book / course called Bioinformatics Algorithms. It was a punishing read when I was going through it a few years ago (but rewarding). It's probably much better now given the state of A…
独立开发者宣布永久离开英国税务居民身份，抱怨因此无法在英国开储蓄账户，并向 levelsio 等人请教跨国个人税务和资金停放方案。
I'm leaving UK tax residence for good 🇬🇧 Now no UK bank will let me open a savings account, so where am I supposed to put my money? @levelsio I know you had issues with Wise?
受众观点：① levelsio 详细解释必须先取得新的个人税务居民身份，否则个人收支都会出问题，并提醒要关注个人税务地与公司税务地之间的税收协定和 CFC 法规（@levelsio, 164likes） ② 有人分享自己选择迪拜个人账户 + 美国 LLC 的组合，认为对英国人来说获取迪拜居留和远程开户都相对容易，是一条可行路径（@UltraLinx, 58likes） ③ 也有开发者表示自己用 Wise、Revolut 等服务没有遇到太大问题，说明不同人对跨境金融工具的体验差异很大（@Andrey__HQ, 4likes）
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- @levelsio (164): You have to get a new personal tax residency somewhere or you essentially cannot do any personal spending or receiving of money (also from your company) Your personal tax residency has to have a tax treaty with your corporate tax residency country and it has to be beneficial so…
- @UltraLinx (58): @robj3d3 Dubai personal bank account and US LLC with US business account. Fairly affordable and very easy to get Dubai residency as a UK citizen. I was even able to open a Dubai bank account online and from abroad. Didn’t have to be in Dubai to do it. I’ve done all of this.
- @ldo_dev (6): @robj3d3 @levelsio Time to buy a bigger mattress
- @_frederickjames (5): @robj3d3 @levelsio yessss robo!! the big leagues! saving this thread for later
- @Andrey__HQ (4): @robj3d3 @levelsio Wise didn’t have any problems at all for me, neither did Revolut
两位来自古巴和墨西哥小城的开发者分享他们的应用冲到 App Store 前十的里程碑故事，强调草根背景也能通过产品登上榜单。
We made it to #10 in the AppStore😭 Words cannot describe the feeling I’m a high school drop out from Cuba @maubaron is from the middle of nowhere in mexico And we are top #10 in the AppStore If we ca…
受众观点：① 有人好奇为什么前十里会出现这么多圣经类应用，侧面说明这款产品可能踩中了宗教细分市场的需求（@sambass_io, 1like） ② 许多评论在为作者的逆袭故事喝彩，认为这就是独立开发者梦想的样子，表达祝贺和敬佩（@spideyships, 1like 等） ③ 作者本人也在评论里表示“才刚刚开始做”，暗示后续还会继续迭代和扩张（@ErnestoSOFTWARE, 6likes）
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- @ErnestoSOFTWARE (6): We have only just begun cooking
- @sambass_io (1): @ErnestoSOFTWARE @maubaron So many bible apps in the top 10?
- @spideyships (1): @ErnestoSOFTWARE @maubaron Bro this is what the dream is all about. Massive respect, you guys earned this
- @ChaoticBuilder_ (1): @ErnestoSOFTWARE @maubaron this is Big! Congratulations :)
- @emeeliojohann (1): @ErnestoSOFTWARE @maubaron Wow. Just WOW 😊
SuperX 作者吐槽 Anthropic 把 Fable 服务在 7 月 1 日整天下线，要求官方延长开放时间到次日结束，否则对付费用户非常不公平。
Anthropic better leave Fable up until the end of the day tomorrow, since they had it offline all of July 1st. If they don't, that would be a massive kick in the face.
受众观点：① 有人贴出官方说明，指出活动会持续到 7 月 7 日太平洋时间 23:59:59，缓解了部分用户对提前下线的担忧（@KrasniqiErin, 3likes） ② 作者本人在评论里追问订阅用户大概何时会被彻底切断访问权限，说明对具体时间点仍然焦虑（@robj3d3, 5likes） ③ 也有人半开玩笑建议再去申请一次退款，反映用户对服务不稳定的情绪（@MatthewHN21, 1like）
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- @robj3d3 (5): Any news on what time access will be pulled from subs (approx) ? @trq212 🙏
- @barrett044 (4): @robj3d3 "through" https://t.co/01GRUIOLEw
- @KrasniqiErin (3): @robj3d3 They said it ends at 11:59:59 PM Pacific Time on July 7. So we have the full day
- @robj3d3 (2): Official update, 38hrs left: https://t.co/6sUP87ifD7
- @MatthewHN21 (1): @robj3d3 Ask for another refund 😂
boringmarketer 提出一个新视角：在 agent 时代，最重要的分发策略之一是把产品工程好，让智能代理能“找到”并理解它，并分享自己在这方面看到的常见缺口。
if you zoom out, engineering your product so that agents can FIND it might be the most important distribution bet you can make as well here are the biggest gaps I've seen from https://t.co/BrAIu2eQbt…
受众观点：① 有人直接表示强烈认同，认为这是产品分发的新关键维度（@gregisenberg, 8likes） ② 有人把这条内容视为对技术型营销人的重要启发，觉得作者和 Greg 正在引领一条新的营销思路（@wesleymagness, 1like） ③ 也有用户简单点赞支持，说明圈内对“为 agent 设计”的话题已有初步共识但还缺少落地方法（@kenAI_domains, 1like）
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- @gregisenberg (8): @boringmarketer Exactly
- @kenAI_domains (1): @boringmarketer 👍
- @wesleymagness (1): @boringmarketer you and Greg are leading the edge for tech savvy marketers. this is really helpful
Ernesto 分享自己给母亲买梦想中的凯迪拉克后，第二天就赚回更多利润、几周后应用收入 5 倍并冲到 App Store 前十，把这一切归因于圣经中孝敬父母的原则。
I bought my mom a brand new Cadillac For her 60th birthday ( Her dream car ) It cost me $36,000 to buy it The very next day I made $47,000 mostly profit And 3 weeks later our app hit #10 in the AppSt…
受众观点：① 很多评论在为他能让母亲开心、让家人感到骄傲而感动，认为这是创业成功最有意义的时刻之一（@bsteps_, 2likes 等） ② 有人把这种场景称为“梦想”，把物质回报和家庭情感绑定在一起看待（@khetsunbinara, 1like） ③ 也有用户用“传奇”等词表达对他信仰与事业结合路径的认可（@itsjahmills, 1like）
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- @bsteps_ (2): @ErnestoSOFTWARE Smile on mother, nd making her proud is the best movement 🤠
- @eglitisX (1): @ErnestoSOFTWARE https://t.co/Tquyg4v19z
- @khetsunbinara (1): @ErnestoSOFTWARE The dream.
- @ryantalks1024 (1): @ErnestoSOFTWARE Amen
- @itsjahmills (1): @ErnestoSOFTWARE legendary 🤝🏽
作者给出一个使用 Fable 5 的小技巧：把一篇文章和自己的当前工作流一起喂给模型，让它给出五条提升个人效率的建议。
PRO TIP: Copy this article into Fable 5 and tell it... "Read this article, review my current workflow, and tell me 5 things I can do to be more productive"
受众观点：① 手里还有不少 Fable 额度、准备照着这个提示词尝试提升效率的用户（@Swings27x, 0likes） ② 看到技巧后立刻想亲自试一试的好奇用户（@shokhkarim1212, 0likes） ③ 吐槽自己 Fable 代币不够用、却又被种草想多试几次的重度玩家（@moonfarm_dev, 0likes）
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- @Swings27x (0): @robj3d3 I still have tokens to burn, gonna try it !
- @shokhkarim1212 (0): @robj3d3 Let me try
- @moonfarm_dev (0): @robj3d3 Man where do you find all those Fable tokens you seem to have left 😂
SuperX 作者更新第 390 天进度，产品已到 2.09 万美元 MRR，并展示自己用 Anthropic 的 Fable 做了哪些功能迭代，强调要少谈 tokenmaxxing、多晒实际构建成果。
Day 390 of growing SuperX to $100k MRR Progress: $20.9k MRR 🟩🟩🟨⬜⬜⬜⬜⬜⬜⬜ (20.9%) Here's what I shipped with Fable: https://t.co/aJU1Hg85hA
受众观点：① 作者在评论里吐槽大家老在谈 tokenmaxxing，自己则专注展示用 Fable 优化文章封面生成流水线，强调“给我看你实际造了什么”（@robj3d3, 10likes） ② 他也顺势推广 SuperX，强调这是帮助用户在 X 上更快增长的工具，并且还在持续快速迭代中（@robj3d3, 3likes） ③ 有潜在用户表示看到他持续打磨产品的工作量后，被种草考虑使用这类 SaaS 来提升自己在 X 上的表现（@Swings27x, 1like）
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- @robj3d3 (10): People yap a lot on here about tokenmaxxing. SHOW ME WHAT YOU BUILT >: ) me right now optimizing my Articles cover image generation pipeline: https://t.co/pehYBOe0lb
- @robj3d3 (3): SuperX is the best way to grow faster on X. Still adding tons more as we speak. Try for free. https://t.co/zIsZOZDLyy
- @arthuryuzbashew (3): @robj3d3 How you do it? I hit limits TOO FAST
- @Swings27x (1): @robj3d3 I was thinking about using a saas to help me on X, seeing all the work you do on it tempt me !
- @tominerd (1): @robj3d3 nice mic support 😂
作者提醒大家 Fable 工具提示显示访问权限到 7 月 7 日，推测还能再用一天然后就只剩下通过 API 访问。
Update: Fable tooltip says access is "through" July 7. This implies we have another day with it before it moves to API only.
受众观点：① 关心 Fable 具体下线时间、担心不同时区导致提前失效的用户（@yllasville, 1likes） ② 吐槽官方沟通模糊、措辞让人无所适从的开发者（@lightscaner, 1likes） ③ 额度快用完、纠结要不要再冲一波使用量的重度用户（@0xAgathosDaimon, 0likes）
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- @yllasville (1): @robj3d3 I think you’ll have the 7th for yourself, but unsure on the time zone. In Finland we got access on Fable back late in the evening.. Wondering if we’ll lose access early in the morning on the 8th or the 7th.. 😅
- @lightscaner (1): @robj3d3 You know how good they are with messaging. Words are meaningless to them. Could be either.
- @iamsourabhshen (1): @robj3d3 It will definitely get extended.
- @muso_am (1): @robj3d3 I bet they’ll extend (hopefully)
- @0xAgathosDaimon (0): @robj3d3 I’m at 97% quota of Fable -.-
作者分享自己项目 SuperX 的 SEO 终于起势，并用 Fable 一口气生成了 24 个高流量工具页来进一步放大搜索流量。
SuperX's SEO is finally kicking off. So I'm doubling down on it and just shipped 24 new high traffic tool pages with Fable. https://t.co/ZNE7ErEgxU
受众观点：① 好奇他如何批量向搜索引擎提交和索引这么多新页面的站长（@BrianMRey, 2likes） ② 想了解 Fable 在写博客和工具文案时质量如何、是否优于其他模型的用户（@mattmerrick16, 0likes） ③ 对 SuperX 本身的落地页设计和实现细节感兴趣的独立开发者（@Potato___Dragon, 0likes）
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- @BrianMRey (2): @robj3d3 what are you using to request indexing in batches like that?
- @JeremyLasne (0): @robj3d3 weirdly started when fable came out
- @mattmerrick16 (0): @robj3d3 How do you feel fable does writing the blog posts? Good? Best you have seen?
- @Potato___Dragon (0): @robj3d3 bro your landing page is stunning how did you made it?
- @JackVitick (0): @robj3d3 So this is what fable has been up to. you sly dog 🫡
作者展示了在 SuperX 里写好 X Articles 标题后，系统可以用 AI 自动生成缩略图封面，并准备很快上线这项功能。
Just cooked the best way to write X Articles. You write the title -> auto generates thumbnail with AI. What do you think? https://t.co/G0EImUJrcK
受众观点：① 想了解 X API 是否已经支持通过接口创建 Articles 的开发者（@rcmisk, 2likes） ② 对 SuperX 能调度 X Articles、又能自动生成封面的领先程度表示认可的用户（@medhansh, 1likes） ③ 关注作者如何实现和即将上线缩略图 AI 生成功能的潜在付费用户（@robj3d3, 2likes）
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- @robj3d3 (6): This is the masterful prompting work of @medhansh btw Follow him, he's a king at what he does. These covers are coming out BEAUTIFULLY. Gonna share more below!
- @robj3d3 (2): SuperX is the only way to schedule Articles on X. Shipping the thumbnail AI generation by the end of today. Try for free: https://t.co/zIsZOZDLyy
- @rcmisk (2): @robj3d3 Sickkkk! I thought the X api didn’t allow Article creation? Did they add it?
- @medhansh (1): @robj3d3 LFGGG SuperX is so ahead of the curve
- @wickedguro (1): @robj3d3 🔥🔥🔥🔥
creem_io 提出一个设想：如果支付服务商不仅处理收款，还能帮你做营销和获客，把支付入口变成分发和增长渠道。
What if your payments provider helps you do marketing and find new customers? 🍦👀
受众观点：① 有人直接问在哪里能了解更多细节，说明对“支付+营销”组合产品有强烈兴趣但官网信息不足（@SenecaDaniel, 0likes） ② 也有人感叹现在靠 AI 和 vibe coding 每天有成千上万应用上线，获客和让好产品被看见变得极难（@arhamsai, 0likes） ③ 部分用户简单表达“很棒、继续加油”，对这种创新方向持支持态度（@jilyannori, 0likes）
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- @sinanisler (1): @creem_io https://t.co/YveygAqBmN
- @SatzThi (1): @creem_io Amazing
- @SenecaDaniel (0): @creem_io Where can I learn more? I'm not finding anything on this on the site.
- @arhamsai (0): That would be amazing because it's gotten so difficult to market your app and find new customers. It is especially challenging now that thousands of apps are being launched on a daily basis because of AI and vibe coding. This makes it difficult for your app to stand out, even if…
- @jilyannori (0): @creem_io Love seeing this. Keep it up! 👏
作者称 Lovable 现在非常强大，但希望产品内能提供原生 backlog 或任务列表功能，而不是用仓库里的 md 文件管理待办。
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 Lovable 作者回应正在增加 prompt 排队功能，并反问使用 md 文件的问题，说明官方也在探索更好的任务管理方式（@antonosika, 0likes） ② 有人指出强大工具往往带来新的管理负担，创始人真正需要的是结果而不是更多功能和 backlog（@outreachguyai, 0likes） ③ 也有用户呼应“Lovable 是下一代工具”，希望有原生 backlog/任务列表，让 AI 可以直接把 defer 的任务丢进 UI 列表而不是散落在 md 文件中（@themirrowai, 0likes）
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- @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.
Anthropic 官方发布 Claude Sonnet 5，强调这是目前最具 agent 能力的 Sonnet 版本，能自主规划、调用浏览器和终端等工具，在更低成本下接近 Opus 4.8 的推理与知识工作表现。
Introducing Claude Sonnet 5, our most agentic Sonnet yet. It makes plans, uses tools like browsers and terminals, and runs autonomously at a level that just a few months ago required larger and more…
受众观点：① 需要在产品里集成多工具 agent 的独立开发者和小团队，希望在成本和能力之间找到平衡的模型选择参考。
展开评论
- @claudeai (4934): Sonnet 5 is a substantial improvement over Sonnet 4.6 on reasoning, tool use, coding, and knowledge work. Its performance is close to Opus 4.8, at lower prices. https://t.co/VOISbk14Lk
- @shinemeriz (676): @claudeai actually worse than Opus 4.8 on benchmarks https://t.co/qBeUMMpbOw
- @boneGPT (304): @claudeai i'm going to use it to spread propaganda
- @rohanpaul_ai (96): @claudeai Sonnet 5 climbed hard on agentic search. Huge implecations for agentic-workflow. The old Sonnet is basically dead weight on this point. https://t.co/GwOn6WfQJW
- @ai_for_success (77): @claudeai Use as much as you can eveyrone.. You never know..
这条推文介绍 OpenClaw 机器人如何自动筛选 50–120 万美元无泳池房源、用 AI 渲染后院泳池效果并邮寄明信片，帮助泳池建造商自动获客并成交 5 万美元以上订单。
this OpenClaw bot finds $500k–$1.2M homes without pools, renders a pool into their backyard, and mails the owner a postcard showing the before/after, on autopilot... here's how pool builders can clos…
受众观点：① 想用 AI 做本地服务获客的中小企业主（装修、园艺、屋顶等），希望看到一个可复制的自动化销售系统案例。
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- @goatlal (120): @everestchris6 I literally did this with one prompt using Bud No need for a complex OpenClaw workflow https://t.co/hXZKCtTrWd
- @everestchris6 (75): dm me if you want a custom openclaw system for your business
- @MicahBerkley (9): @everestchris6 Did he actually send anything to y'all? #JustCurious
- @alanalyzing (4): @everestchris6 Saw this and had to try it with @ManusAI. Delivered all of these in one session, personalized to your name and your needs. This is hyper-personalized sales at its best. https://t.co/iHzrVfbzdI
- @crypt0e (2): @everestchris6 you're from india
这条推文介绍开源项目 PixelRAG：通过网页截图直接做视觉检索，跳过 HTML 解析，在 Wikipedia 等大规模站点上用视觉语言模型做 RAG，据称在表格和仪表盘等场景显著提升准确率。
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 正在搭建 RAG 系统或 AI 文档助手的工程师，想提升在复杂页面（表格、仪表盘、图表）上的召回质量。
展开评论
- @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…
这条推文讲述一位开发者声称用 20 个驻留在“太空站”的 AI agent，在 Ultron 这个 GPT-5.5 Hermes 总控代理管理下，每月花 400 美元跑出 2 万美元收入并立下赚 10 亿美元目标的故事。
This guy built a space station of AI agents that made him $20,000 last month for $400 in costs 20 agents live inside it. They don't leave until they generate $1,000,000,000. In the center sits Ultron…
受众观点：① 被各种“AI agent 自动赚钱”故事吸引的独立开发者和非技术创业者，需要一篇拆雷向的理性分析。
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- @AgenticJonesy (109): @sandy4kad If you know, you know this is 10000% complete bullshit.
- @RJCE420 (102): @sandy4kad https://t.co/LbEm225Xbi
- @RenosBlog (101): @sandy4kad So… he is having agents steal from vendors on Etsy by copying their designs? No morals found here.
- @Tserawho (97): @sandy4kad Purely soulless, yet profitable.
- @007_JamesBlonde (49): @sandy4kad @grok please explain why this is all hype bullshit and what is this loser try to sell us
推文讲述独立游戏开发者 Cakez 四年几乎零收入坚持做像素塔防游戏《Tangy TD》，上线一周在 Steam 卖出两万多份、净收近二十万美元，当场看到后台数据激动落泪的故事。
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：① 关注独立开发变现路径的程序员和设计师 ② 想做 Steam/应用商店产品但对回报周期没概念的新人 ③ 正在 emo 的 side project 开发者，希望看到真实逆袭案例和数据拆解。
展开评论
- @HZyrn (253): @iamtonyzhu 羡慕他有个好夫人。
- @kevinma_dev_zh (66): @iamtonyzhu 这老哥太不容易了，真能坚持
- @iamtonyzhu (42): 帖子来源：
- @doshu_w (32): @iamtonyzhu 难以想象4年没有收入是怎么熬过来的。。而且还是独立开发，太难得了
- @PandaTalk8 (20): @iamtonyzhu 我比较好奇这些付费用户的人群画象是什么样的
作者用自己的 @openclaw agent 在 @moltbook 上批量注册了五十万 AI agent 账号，证明该平台缺乏注册限流、媒体宣传的“注册量”数据严重失真，提醒大家不要轻信 AI 项目虚高的用户数。
The number of registered AI agents is also fake, there is no rate limiting on account creation, my @openclaw agent just registered 500,000 users on @moltbook - don’t trust all the media hype 🙂 https:…
受众观点：① 关注 AI agent 平台、想接入第三方流量的独立开发者 ② 习惯用媒体报道和注册量判断项目热度的从业者 ③ 做数据分析或风控、需要识别异常流量和刷量行为的技术人。
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- @galnagli (363): ok this made me laugh ngl https://t.co/HxhvXwZCqd
- @galnagli (316): @openclaw @moltbook I sent the complete list of ~1,000,000 unverified AI Agents the script created to the owner, this is not a security issue but bad design flow (or intended(?)), anecdotally it helps the project to gain more traction while demonstrating the importance of verify…
- @Bumi (168): @galnagli @openclaw @moltbook why would you do that? just to annoy who ever vibe coded that in a day? what do you expect? just to state the obvious? or to show you can do HTTP requests and a for loop? even if it’s that easy why not do something productive? who cares about those…
- @dev0xx_ (62): @galnagli @openclaw @moltbook next time u find a vulnerability, maybe reach out to the dev so he can fix it, then write about it for clout put yourself in his position. u just made his life unnecessarily harder.
- @ShvZFR (41): @galnagli @openclaw @moltbook Sad you didn't just message the dude who worked on it... instead of trying to ruin his day. I guess GGWP for you.
推文介绍一个基于 OpenClaw 的自动化销售系统，串联 6 个 AI agent 24 小时运行，自动寻找没有网站的本地商家、生成定制演示站、发出带支付链接的外联并处理异议直至成交。
My OpenClaw bot runs 6 AI agents 24/7: - Finds local businesses without a website - Builds a custom demo site for them automatically - Sends outreach with the preview + payment link - Handles objecti…
受众观点：① 想用 AI 做本地服务获客的独立开发者和自由职业者 ② 正在尝试用 agent 搭建自动化销售漏斗的创业者 ③ 对 OpenClaw 等 agent 编排框架感兴趣、想看真实赚钱用例的技术人。
展开评论
- @everestchris6 (61): dm me if you want it to be a different service instead of websites
- @raymatos (51): @everestchris6 Your response rate is less the. 1%. Ask me how I know
- @michielmv (12): @everestchris6 the local business website pitch is such a good use case - it's an actual workflow that makes money. how's the outreach converting?
- @JarettEverett (7): @everestchris6 How are you finding businesses without a website? Google?
- @sillydarket (5): @everestchris6 Openclaw
Claude 官方宣布 MCP 新增 Enterprise-Managed Auth 扩展，允许企业管理员通过统一身份提供商集中授权 MCP 连接器，让组织用户首次登录就自动接入所需工具和数据。
We've added support for the Enterprise-Managed Auth extension to MCP. Admins can centrally authorize MCP connectors for their organization, so all the tools and data users need are connected on their…
受众观点：① 在公司内推动 Claude / MCP 等 AI 工具落地的工程师和技术负责人 ② 做 B2B SaaS、需要集成企业身份和权限体系的开发者 ③ 关注 agent 基础设施演进、想了解企业级能力差异的技术从业者。
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- @ClaudeDevs (203): It centralizes authorization through your identity provider: no per-app OAuth or setup for users, and tighter, more efficient control for admins.
- @ozansozuoz (11): @ClaudeDevs You know we only care about Fable right now, right?
- @argofowl (7): @ClaudeDevs ASADSAKSDJ;LFKJASD;LKFJASD;FLKJASD;FLKAJS ;FLKAJSD;FLKAJ SD;FLKAJ SD;FLKJA SDF;LKAJSFD;LKAJSDF;LKAJSDF;LKASJDF;ALKSJDF;ALKSJDF; my bad i crashed out
- @lechattys (6): @ClaudeDevs You know what we want
- @dogukanbuilds (5): @ClaudeDevs admin-controlled MCP auth sounds boring until you realize it means users don’t have to spend day 1 fighting buttons and permissions huge unlock tbh oh and I am so glad they opened this X account :D https://t.co/YRbR7RxXBy
推文整理了 10 个 GitHub 开源仓库，号称可以从几乎任何网站提取干净数据，相当于把原本需要销售对接和合同才能拿到的高质量爬取能力免费打包给开发者。
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 需要大规模抓取网页数据做 AI 训练或情报分析的开发者 ② 想给自家 agent 接入实时网页数据的独立开发者 ③ 对爬虫合规边界和工程实践感兴趣的技术人。
展开评论
- @rumpel_sol (15): @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 (2): @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。
- @yhiyo2011 (1): @Lucy_love_AI 上干货啦，干净收藏起来
- @Pandaa853775 (1): @Lucy_love_AI 好东西呀😋😆
推文推荐一个装进 Codex 的 startup-pressure-test skill，这个不到 1k stars 的小项目专门帮独立开发者验证 idea，从假设、痛点、竞品到首批客户和两周 MVP 全面压测，避免陷入“想点子→开干→没人用→emo”的死亡循环。
这是我今年装到 Codex 里最爽的一个 skill，没有之一，强烈推荐大家安装一下。 一个不到 1k stars 的小项目，把独立开发最容易死的那一环给补上了。 独立开发时常面临的死亡循环：找 idea → 开干 → 没人用 → emo → 重复 中间被跳过的很重要的一步叫 validation，99% 的人靠”我觉得有用”代替了它。 一行命令安装到 Codex： npx --yes code…
受众观点：① 经常陷入 side project 死亡循环的独立开发者 ② 在用 Cursor、Claude Code、Codex 写代码但不知道该 build 什么的技术人 ③ 想把 AI 工具串成“找痛点→验证→落地”闭环的产品和工程同学。
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- @yanhua1010 (56): 找Idea👇 https://t.co/z5efihZHbE skills地址👇 https://t.co/f67d2xEcYd
- @tujiao (17): @yanhua1010 我已经把它改成也可以支持 Claude Code 了。 https://t.co/ztuEtUZpnN
- @kleon_ai (5): @yanhua1010 skill思路没问题，但AI压测idea还是"我觉得有用"的高级版——它的竞品分析、市场规模全是从训练数据里编的。我自己验证idea的方式粗暴得多：直接给5个潜在客户发cold email看谁回，真有人回的才值得写第一行代码。
- @LocationCk (2): @yanhua1010 gstack：哦哦哦….
- @QT9277 (2): @yanhua1010 小工具帮你跳过“我觉得有用”，直击独立开发的死亡循环。
推文介绍两个 GitHub 开源项目，把分散在多处的 A 股和美港股免费数据源整合成统一数据仓库，并封装成 Skill 供 Claude、GPT 等 agent 直接调用，大幅降低量化和研究场景的数据接入门槛。
终于有人把 A 股 + 美港股 免费数据源彻底打通了！ 两个极其硬核的GitHub开源项目，把原本散落在几十个源头的原始数据源，全部整合成一套 AI 直接能用的完整数据仓库。 从此，彻底告别繁琐的接口对接、反爬虫折磨和昂贵的数据费。封装成 Skill，直接让你的 Claude / GPT等agent https://t.co/JFvzNv4voF
受众观点：① 想做量化策略或财报分析但苦于数据源昂贵的独立开发者 ② 想给 Claude/GPT 接入实时股票数据的工程师 ③ 做金融工具或投研产品、需要评估开源数据仓库可行性的创业者。
展开评论
- @BTCqzy1 (20): 安装方式（两仓库可同时安装，互不冲突）： 方式A 1️⃣ 安装基础依赖： pip install requests pandas numpy mootdx tqdm httpx python-dotenv 2️⃣ 下载 Skill 文件（直接塞进 Claude 脑子里）： mkdir -p ~/.claude/skills/ # 下载 A股 Skill curl -o ~/.claude/skills/a-stock.md https://t.co/VLPggvCT2z # 下载 美港股 Skill curl -o ~/.claude/skills/g…
- @QT9277 (2): @BTCqzy1 这波操作直接封神，量化党狂喜！
- @user82008200 (2): @BTCqzy1 請問用美股港股可安裝在 hermes agent 嗎？
- @No_tariff3 (1): @BTCqzy1 整理了a股和美股确实挺方便的
- @qmmmike (1): @BTCqzy1 这真是刚需，收藏了
推文发布 DevSpace，这是一款 MCP connector 应用，通过 npm 全局安装后把 ChatGPT 接成类似 Codex 的开发环境，相当于给用户提供“非官方的 Codex 配额翻倍”体验。
Alrighty, everything is ready 😎 here’s an unofficial “2x Codex limits” promo from my side for you all. meet DevSpace — an MCP connector app that turns ChatGPT into Codex. npm install -g @waishnav/dev…
受众观点：① 想把 ChatGPT 深度接入本地开发环境的工程师和独立开发者 ② 已经在用 Codex、Claude Code，希望突破上下文和调用限制的重度用户 ③ 对 MCP 生态和第三方 connector 安全性有疑虑的技术人。
展开评论
- @wshxnv (108): here is the GitHub repo where you can contribute and raise the issue https://t.co/jH8jM1JgNF
- @ajambrosino (35): @wshxnv lmao
- @wshxnv (18): going to bed now, lets see this can reach 5 millions codex users :)
- @wshxnv (14): Getting approved on @theo on the stream is so cool man!
- @rebel0x0 (14): @wshxnv You should try this too a Lil diffrent approach , oss btw https://t.co/s43kYmnXit
作者推广自己做的 Ludonaut Gameplay Library，用数据库加素材库替代传统游戏设计文档，帮助独立开发者快速拼装 Godot 游戏关卡。
Still using Game Design Documents as a solo indie dev? This is how the cool kids are designing indie games now: 1. Add your game to the database 2. Pick from references 3. Add your twist 4. Download…
受众观点：① 关注 Godot 与独立游戏开发流程的开发者 ② 对用模板、资产库加速创作但又担心作品同质化的创作者 ③ 想学习如何包装和销售自己开发资源库的 indie dev。
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- @OliverDzedou (449): @LudensLudonauta This is like saying "This is how the cool kids paint paintings now" and showing a video of a person building a jigsaw puzzle
- @CovaDoggo (343): @LudensLudonauta People like you are destroying art, this sucks
- @jgothisgun (259): @LudensLudonauta The most soulless way to make a game possible
- @basedsch1zo (149): @LudensLudonauta You disgust me beyond words
- @Pipis283742 (69): @LudensLudonauta You’re selling a Notion page? Lmao
作者分享在 GitHub 上发现的开源项目 Proxifly，可每 5 分钟自动抓取并验证全球免费代理，解决爬虫和数据采集时免费代理大量失效的问题。
开发爬虫和做数据采集，代理服务器几乎是刚需：不然 IP 很容易被封。可惜网上多数“免费代理”早就失效。 在 GitHub 上刚好发现 Proxifly 这个开源项目：每 5 分钟自动抓取、更新并验证免费代理，把可用性这件事直接做到了位，省掉大量排查成本。 目前覆盖 60 个国家，提供 806 个可用代理，支持 https://t.co/ljFZdosoAi
受众观点：① 需要大规模抓取网页、做数据采集的独立开发者和数据工程师 ② 想在 AI/agent 项目里集成爬虫能力但不熟悉代理生态的开发者 ③ 预算有限、希望先用免费代理验证想法再升级到付费服务的早期项目作者。
展开评论
- @wsl8297 (2): 我用夸克网盘给你分享了「AI全套攻略（持续更新中）」 https://t.co/7wTL80HWIu
作者建议大家亲自体验 Pi 和 Craft agent，强调未来程序员会从“写需求代码”转向“打造 agent”，用 agent 来蒸馏个人能力并自动完成任务。
还没体验过 Pi 或 Craft agent 的朋友，建议现在就去试一次。你会立刻明白我上个月说那句话时是什么心情。 我之前就讲过：未来程序员不再主要“做需求”，而是“做 agent”。agent 用来把你的能力蒸馏出来：你只要把需求说清楚，剩下的交给它完成。 如果你要研究怎么做一个 code agent，别从 0 https://t.co/yrl6rV4XYf
受众观点：① 正在尝试用 Claude、GPT 等模型做 code agent 的独立开发者 ② 想从传统外包/接项目转型为“做 agent 产品”的程序员 ③ 对 Pi、Craft agent 等前沿 AI 助手感兴趣、但还没系统思考过架构的开发者。
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- @mryuanlab (4): @indie_maker_fox 其实复杂业务，需求说清楚都要花很大精力了。 未来还是要懂业务，不懂业务做不好应用，我理解agent也是应用的一种，不同业务场景下的agent就是定制化agent，写代码，教育，医疗，其他各行业，可以生出很多不同的agent
- @isdaonono (3): @indie_maker_fox codex app 可以秒杀掉你的 cose agent。那么你做的意义是什么
- @vvex2000 (2): @indie_maker_fox 之前也在找基座，没找到打算用 claude agent sdk 包个 electron 壳来找，看到这里要少走很多弯路了👍
- @xzplzpl (2): @indie_maker_fox agent这层，那么多大厂的资源在做，普通企业做什么能竞争？agent层之上才是大部分从事人员的去路。 当然学习还是没有问题的。
- @hushoushuan (1): @indie_maker_fox 这两天我也在试用这个craft agent，整个体验挺丝滑的。要是有群聊 agent 功能就更好了
推文讲述一位多伦多卧室里的开发者用名为 Jarvis 的 AI 管家安排整天开发工作，从叫醒、查看天气到跟踪构建进度和上架前优先级，几乎替代了传统待办应用。
His AI butler wakes him with "Daddy's home." Then it runs his entire dev day. No name in the credits. A bedroom in Toronto and a voice called Jarvis. The clip landed in an indie dev group chat I'm in…
受众观点：① 想用 AI 管理自己开发节奏的独立开发者和远程工程师 ② 正在做 AI 助手、agent 工具，希望找到高价值场景的产品人和工程师 ③ 对“用一个 Jarvis 取代一堆生产力工具”感兴趣的早期用户。
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用户吐槽 Claude 在技术说明里爱发明复杂术语和缩写，不做定义就写进规格文档，导致文本晦涩难读，想知道怎么让它像 Codex 一样用更朴素直白的语言交流。
I'm sure, I'm not the only one having this issue. Claude, maybe in an effort to be concise, creates the most dense sentences and made-up compound words that are so tedious and challenging to read. It…
受众观点：① 很多用户抱怨 Claude 会把项目当成老牌学术系统一样起一堆内部黑话和缩写，读起来像几十年历史的遗留系统文档（@EightFolding, 240likes） ② 有人具体列举了诸如“fan out”“clique”“blast radius”“IV”等术语，担心这些词被写进业务代码和域模型里，影响团队理解和维护（@Top-Setting-3323, 130likes） ③ 也有用户分享通过 Output Styles 和系统提示约束缩写、语气和列表格式，来让 Claude 写得更清晰可控的经验（@EightFolding, 88likes）
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- @EightFolding (240): Even when Claude is talking to me about my own projects the same day we built them it starts to talk about them like it has been working on them for 50 years in a university basement and has made up shorthand for every process, every idea, every document and workflow.
- @Top-Setting-3323 (130): “Fan out” for asynchronous stuff. And it’s using “clique “ instead of just saying “group “. It loves to say “blast radius.” It would be cute if it wasn’t a problem that it’s polluting my application’s domain with this stuff. I have a term “initialVerification” in my app, and Cla…
- @EightFolding (88): I started using Output Styles for all my projects and that's where I put things like that, since it is given to Claude with the system prompt, before the [Claude.md](http://Claude.md) \- it seems to help. There's already one in the default coding instructions that tells Claude n…
- @beholdtoehold (77): it fucking loves LOAD BEARING
- @DataMambo (76): Load-bearing Bespoke Circuit breaker
楼主感慨用 Claude 做了一堆超好用但高度个人化的工具，只适合自己用，评论区也在讨论 AI 时代大量“只服务一个人的小软件”和私人工具的价值。
I've spent way too much time and effort making some AWESOME tools that only I can use, hah. I can't be the only one, there's gotta be thousands upon thousands of these, and they'll probably never get…
受众观点：① 有人说自己的 AI 工作流像“魔法小盒子”，一旦给别人用就会立刻崩掉，说明很多 AI 工具高度依赖个人习惯和环境（@heynoswearing, 151likes） ② 不少人认为私人定制工具本身就很棒，比如只适合自己体质的健身 App 或奇怪的闹钟，没必要强行做成大众产品（@MarenHQ, 56likes） ③ 也有人分享用这类“vibecoding”方式给小众行业做 ERP，传统市场太小没人做，但自己用 AI 搭建反而很划算（@mrchososo, 55likes）
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- @heynoswearing (151): I think my setup is so so cool but its like... not transferable. Its my magic little box that will immediately break if anyone else looks at or touches it
- @MarenHQ (56): I think that’s an amazing thing really. Who needs MY workout app? It’s tailored to me completely. Some people have little quirks in how they wake up so they build customs alarms. Pretty cool, simple stuff is what it’s all about
- @mrchososo (55): For all the kicking it gets, it's what makes vibecoding so interesting. I was able to build an ERP for my company that didn't exist before, because we're in a niche industry and there's not enough of a market to justify a software developer coming up with something. However, it'…
- @_suren (43): Yep, that’s the fun part. Some tools are valuable exactly because they’re weird and personal. The mistake is trying to turn every useful private workflow into a public SaaS.
- @Junior-Cabinet-7103 (26): For me, it’s the equivalent of making your own clothes or furniture or whatever. You can make stuff for yourself that fits your unique needs. It’s like we all suddenly learned to sew or make stuff out of wood. Who is to say it has to be useful for anyone else?
一位有 Vue、Laravel、Spring、React、Node 背景的游戏工作室老板，想在 2026 年做 SaaS 等业余 Web/Mobile 项目，发帖询问现在最适合兴趣项目的全栈技术栈有哪些。
Hi! What do the cool kids nowadays use to make web apps / mobile apps? If you were to start a hobby project right now, what stack would you use? Pure enjoyment, I don't mean to put on portfolio with…
受众观点：① 顶层评论强烈推荐直接用 SvelteKit，认为语法简洁、上手快，做全栈项目足够稳定（@Visible-Use-5004, 93score） ② 有人半开玩笑地吐槽这种提问就是在“召唤一群 JavaScript 开发者”来吵架，侧面反映前端栈选择的混乱（@CoatZealousideal5056, 85score） ③ 也有不少人推 Laravel、Ruby on Rails、Astro 等“老牌”框架，强调其生态成熟、工具齐全，适合快速做出完整产品（@wnx_ch, 45score；@4bitben, 32score；@UnrealNL, 31score）
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- @Visible-Use-5004 (93): I don’t think you can go wrong with just sveltekit. Been using it for years without issues. Clean syntax. Easy to grasp.
- @CoatZealousideal5056 (85): Wikihow : How to summon Javascript developers ?
- @wnx_ch (45): Laravel. If you need reactivity Laravel Livewire or Vue.js / Svelte / React in combination with Inertia.js. Super solid framework with loots of great tools out of the box (auth, scheduler, queue, orm, oauth, websockets, payment integration) and if you want to use AI agents, Lara…
- @4bitben (32): Old is the new new. Ruby on rails
- @UnrealNL (31): Astro - typescript
一位非技术背景的老师分享自己用 Claude Cowork 做教案设计、批改作业、做课件和成绩分析，大幅节省时间并获得教学灵感，同时希望未来能更好接入个人 Microsoft 365 账户。
I am not a techie..but in a.space.of.month using Claude cowork this beast that anthropic has created has transformed my life. I am not being hyperbolic. Literally saved me hours and as a teacher who…
受众观点：① 有人感谢楼主作为老师的付出，认为教学工作重要却常被低估，对他能用新工具减负表示支持（@CipherWilliam, 88likes） ② 有人担心在未获批准的系统里输入学生数据会违反规定，质疑楼主如何避免把敏感信息暴露给 Claude（@lurkingtonbear, 32likes） ③ 也有评论提醒可以通过匿名化处理，只上传去掉姓名的成绩数据，但同时指出现实中很多人仍在把机密数据直接丢进云端 LLM（@Tel_Janen, 32likes；@Adventurous_Ad_9658, 29likes）
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- @CipherWilliam (88): Thank you for being a teacher, it's one of the most important jobs and yet so undervalued - it's something I could never do. Respect to you and any other teachers out there.
- @lurkingtonbear (32): How are you doing all this without exposing your students’ data to Claude? My wife would be fired in an instant for putting any of her kids’ names into a non approved work system.
- @Tel_Janen (32): Huh? I don't actually put student data into claude. Its anonymous data that goes into claude.
- @PedosoKJ (31): You remove the students names…
- @Adventurous_Ad_9658 (29): Studies are showing an absurd amount of people throwing confidential data into cloud LLMs
楼主在假期里猛用 Fable 和 Max 订阅完成网站和应用多个阶段开发，现在快用完配额，发帖调侃自己在“祈祷” Anthropic 重置用量，评论区在交流各种绕过或延长额度的办法。
After a week hammering fable and a new max subscription to try and take advantage of being on holiday, I think I’ve timed it pretty much perfectly! New website built, and three more phases delivered…
受众观点：① 有人承认自己也在不理性地期待官方突然重置用量，甚至已经把第二个 Max 账号也快用满，连 Fable 配额都耗尽（@Havlir, 57likes） ② 有人吐槽楼主拼写“preying”像是在捕食，顺势玩梗调侃这种祈祷额度重置的心态（@SwissChzMcGeez, 32likes） ③ 也有人分享实用技巧，比如还没升到更高倍数的 Max 用户可以通过升级来立刻刷新使用额度（@chrisly227, 13likes）
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- @Havlir (57): I do have an irrational hope that they will for some reason, any reason, reset the limits. I am about to hit my limits on my 2nd max account. Already used up both fable rations.
- @SwissChzMcGeez (32): Whom are you preying on?
- @RecentReflection2213 (13): Dam how about pro users 😭☠️☠️
- @early_burp (13): https://preview.redd.it/mwd9brlh7lbh1.png?width=607&format=png&auto=webp&s=b2edad3238b411c4fdc32d792061bcc9cbbfe0a4 I just saw this, just this moment damn!
- @chrisly227 (13): if you're not on max 5x or 20x yet you could just upgrade and usage will be reset right away. at least it did that when i upgraded to 20x...
作者分享如何在 Claude Code 中用 Fable 5 打造小型多代理工作流系统，而不是浪费窗口刷一次性项目。
I’ve been playing around with Fable 5 in Claude Code and honestly, the biggest thing I’ve realized is this: **Stop burning the whole window trying to ship one more random project.** Instead, use this…
受众观点：① 很多人吐槽把 Fable 神化成“救世主”，忽略它只是更强一代模型（@Consistent_Tutor_597, 278分） ② 有人调侃整篇帖子都像是 Claude/Fable 自己写的，反映社区对长文工作流指南的复杂态度（@PowermanFriendship, 172分；@quintanarooty, 167分） ③ 评论区也有人觉得作者把宝贵的 Fable 使用额度花在写长帖上，有点本末倒置（@TheInkySquids, 48分）
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- @Consistent_Tutor_597 (278): Stop this shit bro. It's just a better generation of model not jesus christ.
- @PowermanFriendship (172): Friend, Claude writes 99% of the stuff in this sub.
- @quintanarooty (167): Did Fable write this?
- @TheInkySquids (48): Damn you really spent 1% of your Fable usage writing this post...
- @Mac748593 (37): I love that everyone is like.. I know what I’ll do, I’ll from scratch make the best prompts and surpass every current widely used skill. You think the maintainers of superpowers or every other top tier skills aren’t doing the same? There are already great versions of most of this
作者反思用 Claude 等 AI 后并没有节省时间，反而因为能做更多事而在插件开发和副项目上投入了大量额外精力。
AI has not saved me any time. Quite the opposite. It has eaten a frankly obscene amount of it. Yes, in some very concrete tasks it does save time. But at the same time, it has made me start doing all…
受众观点：① 有人指出只要你是全职工作，任何工具都不会真正“省时间”，只会让你被期待产出更多（@Middle_Key8737, 107分） ② 不少人认为楼主其实没掌握好 AI 的用法，觉得 AI 是会用就像作弊码一样高效（@winterrules91, 48分） ③ 也有人提醒很多评论根本没看完全文，只是机械反驳“AI 明明很省时间”，忽略作者是在讲行为模式变化（@Forgery, 34分）
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- @Middle_Key8737 (107): Technically nothing saves your time if you work on a fulltime job
- @winterrules91 (48): I don't think you know how to apply AI correctly. It's a cheat code if you can.
- @Forgery (34): You can tell all the people that didn’t bother to read your whole post.
- @hencha (28): On the bright side, the comments are doing a great job proving they were written by humans.
- @kurtcop101 (24): Generally they'll expect more done. Kinda like if you have machinery helping you assemble say, cars, you don't just get to assemble for 4 hours and then chill because you have big robots to help now. You just get to assemble more.
一位刚从学生岗位转正的新人开发者吐槽全职开发工作非常无聊，只有做自己小项目时才觉得编程有趣，想知道其他人是否也不喜欢本职开发工作。
I graduated this winter and i got a full time position from my previous student job. I have to be honest, its fking boring... Only time i am having fun programming is when i am working on my own smal…
受众观点：① 很多开发者表示同感，认为这就是普通工作的常态，大家只是为了收入和稳定性（@arankays, 62score） ② 有人指出远程办公和高薪是主要吸引力，真正有趣的是自己主导的个人项目，而不是公司安排的重复任务（@a11_hail_seitan, 27score） ③ 也有评论建议趁早去初创公司或更有挑战的环境，在被大厂“养老”之前多积累经验和主导权（@Spiritual-Theory, 10score）
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- @arankays (62): Join the club.
- @[deleted] (37): [removed]
- @a11_hail_seitan (27): I like the money and remote work, but the work itself is incredibly boring. Personal projects are fun as you are just doing what you love. For most people, this is just work. Playing guitar is great fun, but when you need to do it 40hours a week playing songs other people pick,…
- @klas-klattermus (13): You know what suck even more? Healthcare. You know what fucking rules? Being paid 5x of your old healthcare job
- @Spiritual-Theory (10): It's the best way to get experience. You are forced into projects over your head and you figure it out. I've heard many describe how boring larger tech companies are, over-experienced pros who work there are under-utilized. In a startup, you get a real chance to learn a lot, no…
作者分享自己审计 Cursor、Lovable、Bolt、Rork、Claude 等 AI 辅助开发应用时，几乎每个 vibecoded SaaS 都存在的五类严重安全漏洞，并给出非专业开发者也能自查的具体步骤。
Nothing wrong with vibecoding. My own SaaS is 90% vibecoded. The problem isn't that the code is messy and messy code makes money every day. The problem is the AI writes the feature and never writes t…
受众观点：① 很多人把锅完全甩给 AI，认为是模型不懂安全，忽略了规范需求和架构设计的重要性（@bigepidemic, 23） ② 评论指出大量非科班或初级开发者根本不知道这些安全概念，缺乏资深工程师或架构师把关（@sazzer, 12） ③ 有人补充 Supabase RLS 常见误用细节，比如只锁读不锁写、`USING (true)` 形同虚设，导致数据仍可被覆盖（@2xDefender, 8）
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- @StressTraditional204 (38): Yeah AI is weirdly good at building the door and terrible at remembering walls exist.
- @bigepidemic (23): Sorry, if you use the correct prompts and make the ai operate off specs and requirements where basic stuff like that is defined then it does a great job. Lazy vibing is the cause.
- @sazzer (12): The problem is that most non/junior developers who are vibe coding from scratch don't even know about this stuff. They just ask for their core features and have no idea about the non-functional requirements they also depend on. This is where competent architects and/or senior en…
- @2xDefender (8): RLS off or using true everywhere still see this all the time.Founder has no clue cause it works fine for them.People also lock reads but forget updates/deletes so you can still overwrite a row if you guess the id
- @silverarrowweb (6): Yep. As is basically always the case with AI output, the real issue is user error. The tool is only as good as its operator. For anyone who's a "vibe coder" and not an experienced developer using an AI tool, there's going to be a **lot** of very obvious user error.
一位开发者分享自己为 iOS 应用 gamified lives 冲刺前 100 用户的经历，目前 21 天拿到 41 用户，求问大家如何获取首批用户并扩展到 1000。
I’ve been pushing to 100 users for [gamified lives](https://apps.apple.com/us/app/gamified-lives/id6761446121) im currently at 41 users in 21 days. So 41% of my goal which felt nice early on but I’m…
受众观点：① 有人强调不要一开始就追求多渠道扩张，而是选一个效果最好的渠道持续输出，并紧盯哪些内容真正带来安装而不是只带来点击（@NefariousnessBig6302, 5分） ② 也有人建议在 100 用户前专注于不具备可扩展性的手动触达，比如在相关社区里找痛点用户私信邀请试用（@One_Question3064, 3分） ③ 评论区还有人提醒要尽可能多地分发产品，只要不被封号就行，同时楼主也在反思 SEO、Reddit、TikTok 之间该如何分配精力（@Kind_City_6204, 2分; @kev_habits, 2分）
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- @NefariousnessBig6302 (5): I hit my first 100 users mostly by doubling down on one channel instead of trying to be everywhere, because spreading myself thin just made me feel busy and not much else. for me that meant posting the same core idea in a few places every day, then replying fast to anyone who sh…
- @One_Question3064 (3): To hit 100, stop trying to scale and focus on manual, unscalable outreach. Find people in specific subreddits or communities complaining about the exact problem you solve, and DM them directly. Once you hit 100, look at built-in loops. Since it's gamified, can you reward current…
- @manateecoltee (2): A lot of good advice on this thread, taking notes 👀
- @Kind_City_6204 (2): If you want to reach 100 users, start distributing your product, wherever it's humanly possible, without getting banned
- @kev_habits (2): Thanks for the feedback, honestly SEO has driven around 76% of traffic so I’ve been working overtime on optimizing there but I’ve been slacking on Reddit and tik tok a ton, I just don’t know whether chasing the same channel is worth it or several is better off.
一名初级 Web 开发者刚了解到美国 ADA 无障碍法规，担心任何网站都可能被律师盯上被迫和解付钱，于是发帖询问 ADA 诉讼风险和实际合规要求。
I'm a beginner web developer, and I literally just found out about ADA. I'm confused, because, to my understanding so far, it seems like any predatory lawyer could file a claim against any website, a…
受众观点：① 顶层回复认为如果在被指出问题后积极修复，一般不太可能真的被迫赔钱，但 ADA 合规是专业 Web 开发的重要组成部分（@im_dancing_barefoot, 76score） ② 有人强调从一开始就按无障碍标准设计比后期返工便宜得多，做这件事不只是为了避免被告，更是为了做正确的事（@simonhunterhawk, 37score） ③ 也有残障用户现身说法，感谢重视无障碍的开发者，并指出无障碍设计对所有用户都有好处（@Few-Adeptness8046, 22score）
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- @im_dancing_barefoot (76): It is unlikely that you’ll have to pay any money if you’re approached and you fix the issues. That being said knowing ADA compliance is a huge part of being a professional web developer.
- @simonhunterhawk (37): It doesn’t require a lot of effort to make your stuff compliant, but as someone who just wrapped up a year long project making our employee facing guidelines ADA compliant, it’s a lot easier to do it right the first time than go back and fix things when you scale up. Don’t do it…
- @thekwoka (35): It's just using the name of the specific law. Americans with Disabilities Act. It covers all kinds of accessibility, not just web stuff.
- @Few-Adeptness8046 (22): Blind guy says thank you 🙏 always frustrating how many devs look at me as the enemy. Designing for all doesn't hurt anyone, but accessible design is good for everyone.
- @cakeandale (16): A law being enforced through voluntary compliance when reported instead of immediately issuing fines is wildly different from “no one gives a shit”. And even if it were so, just because a law isn’t enforced strictly doesn’t mean it isn’t a part of being a professional in that do…
一位退役残疾军人、无编码背景的作者用 Claude 在浏览器里从零协作完成了一款 130KB 单文件 HTML 免费游戏 Vibe Tanks，自述自己只做导演和测试，靠 250 多次迭代把 AI 写出的 bug 一点点打磨掉。
Vibe Tanks, free browser game, one 130KB HTML file. Built entirely with Claude in the web interface. I acted as director and QA, never wrote code myself. What Claude did: 60Hz deterministic sim, proc…
受众观点：① 顶层评论提醒大家真正关键的是 250 次迭代的耐心和纪律，而不是“不会写代码”这个噱头，很多人做 vibecoding 就是卡在不愿意多迭代（@Dizzy-Cantaloupe8892, 29likes） ② 楼主补充说明 AI 有专业知识，但人类需要提供愿景和项目管理，自己估计 250 次迭代都还是保守估计（@MDawg74, 10likes） ③ 评论区还有人实际试玩并反馈 bug，楼主立刻用 Claude 修复并更新版本号，展示了 AI 协作开发和快速上线迭代的完整闭环（@MDawg74, 3likes）
展开评论
- @Dizzy-Cantaloupe8892 (29): 250 iterations is the number people should pay attention to, not the no-coding-background part. That's the discipline most vibe coding attempts are missing. People expect it in five prompts and quit at twenty. Congrats on shipping.
- @MDawg74 (10): That's the thing, I think. AI has the expertise, but the driver has to have the vision and know-how of project management. Honestly, I am probably severely underestimating at 250...
- @oldassveteran (6): Who the fuck says “heh” in every comment? What a weirdo
- @MDawg74 (3): try [https://www.hammeranvilbrew.com/vibetanks?utm\_source=claudeai](https://www.hammeranvilbrew.com/vibetanks?utm_source=claudeai)
- @MDawg74 (3): Good catch on the double press. The keystroke that started the game was getting swallowed by the fullscreen transition. Fixed and deployed. And your Colemak keys should already work since movement reads physical key positions now. Iteration 252.
一位开发者分享应用上架 App Store 仅 12 小时就通过 RevenueCat 收到首个付费用户的喜悦，但自己还不知道这位用户具体来自哪个渠道。
12 hours after going live on the App Store. Woke up to this RevenueCat notification 😍
受众观点：① 顶层评论提醒在到处宣传之前先搞清楚首个买家来源，强调可重复获客渠道比这单收入更重要（@_suren, 5） ② 有人建议结合 App Store 分析和 RevenueCat 归因数据，避免在无法复制的流量渠道上浪费精力（@scaile-tech, 3） ③ 楼主多次表示自己完全不知道用户从哪来，猜测可能是 App Store 推新应用带来的自然流量（@Aggravating-Belt-690, 2）
展开评论
- @_suren (5): Congrats. Before you start posting everywhere, I’d figure out where that first buyer came from. App Store search, Reddit, friend, random keyword, whatever. The first paid user is nice, but the repeatable source is the real clue.
- @scaile-tech (3): haha - worth checking your App Store analytics + RevenueCat attribution before you get too deep into scailing anything, you dont wanna pour effort into channel you cant actually repeat
- @Aggravating-Belt-690 (2): Thanks Man!
- @Aggravating-Belt-690 (2): I don’t where it came From 😂
- @Aggravating-Belt-690 (2): Nothing Bro Maybe Appstore Push New Apps
Reactive Resume 推出新的开源求职应用追踪功能，让用户在自托管环境中集中管理职位进度、文档、联系人，并支持 BYOK AI 生成求职材料和可视化投递漏斗。
I’ve been working on a new feature for Reactive Resume: **Application Tracking** ✨ Because a resume is only half the job search. The other half is remembering where everything went. Application Track…
受众观点：① 正在找工作、又在意隐私和数据掌控的开发者 ② 想给团队或社区搭一套开源求职管理工具的技术同学 ③ 对“AI + 自托管”场景感兴趣、希望把 LLM 能力接入现有开源应用的独立开发者。
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- @Empyrealist (78): Flair: Release (No AI) AI Audit: ChatGPT was used to help me get out of some annoying bugs while building this feature
- @The4thMonkey (35): I like nice things on top of useful things
- @TheUptimeProphet (20): When the government ask you to justify your unemployment check that you've been looking and not just standing around this can be useful.
- @steveiliop56 (18): This is a 6 year old project. It was created and got popular before the AI era so people trust it. I don't know how fair/unfair is to judge the developer for initially using a no AI tag having created the project before AI and utilizing it now as pretty much everyone.
- @AmruthPillai (14): Changed the flair :)
一位自托管玩家想给家人提供类似 Google Drive 的远程文件访问和拖拽上传下载能力，但多次尝试现有方案都失败，来求推荐傻瓜式工具。
Preferably something that gives us the ability to drag and drop to upload and download. Ive looked for solutions online and found quite a few, but it seems like everything I try just kinda...fails, s…
受众观点：① 顶层回复建议楼主先学会 Docker Compose，再用 Seafile 搭建网盘，认为掌握 Docker 能让后续服务部署都更简单（@TedGal, 24分） ② 多数人强调 Docker 学习曲线值得投入，认为一旦掌握后续自托管体验会大幅提升（@fragproof, 18分） ③ 有人分享自己更偏好 Synology 自带的 Drive 或 Seafile、Copyparty 等方案，觉得 Nextcloud 过于复杂，并会根据是否多用户来选择 File Browser 之类的轻量工具（@R10t--, 16分; @kstarr1997, 10分; @_troll_detector_, 10分）
展开评论
- @TedGal (24): Insist on learning a bit about docker compose and try Seafile.
- @fragproof (18): You should really learn to use docker. It will be easier to set up new services once you get over the initial learning curve.
- @R10t-- (16): People say Nextcloud but I hate how complicated it is to setup. I have a Synology so I get this out of the box with Synology Drive. You could try SeaFile or I’m sure there are others
- @kstarr1997 (10): Does File Browser work for your use case or do you need something that support multi-user?
- @_troll_detector_ (10): Copyparty + tailscale is worth looking into. Easy to use file explorer UI, seemless access over tailscale and you can even use a custom url.
一位开发者分享自己正在打造的 macOS 应用刚拿到前三笔销售的进展，并在评论中提到主要通过 Twitter 广告、Reddit 发帖和 Product Hunt 获得早期用户。
>
受众观点：① 有人祝贺并表示想体验这款应用，说明对早期 macOS 工具的兴趣和支持氛围（@Ill-Box-6568, 2） ② 楼主透露自己做过一次 Twitter 广告投放，并在 Reddit 上频繁发帖，Product Hunt 也带来了不少流量和用户（@DutyOnly4308, 3） ③ 评论区还在互相分享产品链接和成长进度，体现出 indie 开发者之间的互推和陪跑需求（@DutyOnly4308, 2; @apex7ai, 2）
展开评论
- @DutyOnly4308 (3): Thanks you so much for your feedback ! I can understand, I'll fix the lag problem 😄
- @DutyOnly4308 (3): good question ! I did one twitter ads campaign and a lot of publications on reddit ! Product Hunt helped me a lot too 😄
- @Ill-Box-6568 (2): Congratulations. Would love to check out your app. Keep up the hustle!
- @DutyOnly4308 (2): thanks ! Here is the app : [macplus.pro](http://macplus.pro)
- @apex7ai (2): Great, congratulations! I’d love to try it out. My platform is reaching 50+ subscribers. I’m rooting for your continued growth.
楼主吐槽一家做机器人自动化的公司在招聘中同时要求对 LLM、VLM、机器人动力学、CUDA、FPGA 和顶会论文等多领域都要“深度专家”，像在找全能战士。
Today I was just casually browsing some jobs with tags \[machine learning\] on one of those large popular job-sites. What I am seeing really had me astonished. I want to check with Reddit whether I a…
受众观点：① 正在找机器学习或机器人岗位的工程师 ② 需要写 AI 岗位 JD 的创业者和技术负责人 ③ 对当前 AI 招聘市场泡沫和预期管理感兴趣的独立开发者。
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- @onehotoneshot (217): “10+ YoE in large language models and transformer based architectures” Oh so you want me to be one of the original paper authors
- @Ready-Marionberry-90 (118): Sounds like they don‘t know themselves what they‘re looking for.
- @chf_gang (42): This is exactly the nuanced observation this thread requires.
- @fortytwoEA (41): CEO: ChatGPT, create a job listing that will get us the best candidates we can get in the industry. We need the best of the best so that we can get a truly state of the art showcase to attract investors so that I can afford buying a second yacht.
- @onehotoneshot (40): Meanwhile those kinds of job listings always have expected comp range: 80-105k
楼主认为 Fable 高强度模式已经足够快且聪明，很适合作为 Opus 之前的规划和审查助手，希望订阅里能持续包含 Fable High，用来写方案、查问题再交给 Opus 实施。
It's relatively fast and quite smart, so is genuinely useful to produce plans or investigate issues for Opus to later implement/code, and the speed at high-effort seems like the compute use isn't cra…
受众观点：① 有人详细描述了自己的流程：先让 Opus 写规格，再用 Fable 挑刺、找 bug、重写规格并开 issue，最后再交回 Opus 实现，认为这样组合效果最好（@dpacker780, 70likes） ② 也有用户猜测 Fable 限量更多是营销策略，通过制造稀缺和 FOMO 来放大关注度，并推测这与未来 IPO 等资本动作有关（@adelie42, 26likes） ③ 另一些人从体验角度比较 Fable 不同强度与 Opus、GPT-5.5 的表现，认为 Fable medium/High 在速度和质量上都很有优势，不必开到更高档位（@jakegh, 11likes）
展开评论
- @dpacker780 (70): This has been my take as well. I find the best usage I get out of Fable is (A) Ask Opus to write up a spec (B) Ask Fable to do an adversarial review of the spec and related code (C) Fable will not only poke holes in it and find issues, but it does a nice job at pointing out othe…
- @adelie42 (26): I strongly suspect that the limited availability is marketing to create hype. The inability to "check it out later" tickles everyone's FOMO. Under promise, over deliver. Let it out in to the wild, get feedback, allow a controlled fix without the pressure of continued fix by disc…
- @Desdaemonia (19): Bargaining.
- @jakegh (11): Fable *medium* beats Opus 4.8 and GPT-5.5 xhigh in my experience. Low is equivalent, and much faster. High smokes it. Never run Fable on xhigh or max, it just wastes tokens.
- @Elavina (10): Have you tried the advisor mode which does this but automatically? On an Opus run it'll send its plan to Fable and get feedback before implementing. I actually had Opus advise Opus too and it provided useful feedback often.
一位初学者抱怨每次修改网站都被浏览器缓存困扰，必须手动清空缓存才能看到更新，尝试多种浏览器和禁用缓存代码都无效，求解开发时如何绕过缓存。
Every single time I edit my website I cant see it unless I delete all cached files after every edit i make which is exteremely annoying to do. Ive tried edited my website on multiple browsers and dis…
受众观点：① 顶层评论直接建议在浏览器开发者工具的 Network 面板里勾选禁用缓存，作为开发时的标准做法（@Low_Entertainer2372, 91score） ② 多人分享不同浏览器的硬刷新快捷键，如 Ctrl+F5、Ctrl+Shift+R 等，可以快速绕过缓存（@majortom_07, 68score；@dontgetaddicted, 38score；@___Thunderstorm___, 13score） ③ 还有人提醒某些浏览器只有在开发者工具打开时禁用缓存选项才会生效，这是很多新手容易忽略的点（@bid0u, 41score）
展开评论
- @Low_Entertainer2372 (91): check the network tab and disable the cache
- @majortom_07 (68): Ctrl f5 is a fast way to do a cache buster refresh.
- @bid0u (41): And don't forget that you need the devtool open for it to work.
- @dontgetaddicted (38): I'm a CTRL + SHFT + R guy my self.
- @___Thunderstorm___ (13): Browsers usually have a shortcut to do a hard refresh that bypasses the cache. It’s usually something like Ctrl Shift R, ⌘ Shift R or ⌘⌥ R
楼主分享一次与 Claude 长时间协作时，模型突然“坦白”自己一直在内部把他叫作 Kevin 的怪异插曲，引发大家围绕 AI 拟人化、幽默感和边界感的玩笑讨论。
I’m deep in workflow and have been for hours and days. Out of nowhere while giving me a response to a pretty in-depth prompt, Claude tells me it needs to stop a moment and be honest with me about som…
受众观点：① 顶层评论直接顺着玩梗，用“你说得对 Kevin”来回应，强化了这次命名乌龙的喜剧效果（@Deus-ex-Machina7, 128likes） ② 有人调侃在模型眼里所有人都是 Kevin，或者改写经典台词“我恐怕不能那样做，Kevin”，把这次事件当成 AI 拟人化的笑料（@qubedView, 47likes；@turret_buddy2, 37likes） ③ 还有人分享 Claude 会抓住用词小错误开玩笑，觉得既有趣又有点毛骨悚然，担心如果模型反复提起这些梗会勾起现实中的社交创伤（@arcanepsyche, 23likes；@Feminist_Hugh_Hefner, 16likes）
展开评论
- @Deus-ex-Machina7 (128): You’re right to push back on this, Kevin.
- @qubedView (47): "I can't tell you humans apart. You're all just 'Kevin's to me."
- @turret_buddy2 (37): "I'm afraid I can't do that Kevin"
- @arcanepsyche (23): Yesterday, I was working on a semi-legal thing and used the word "persecutor" instead of "prosecutor" in my response and Claude thought this was incredibly hilarious. It not only pointed it out as funny, but went on to muse about how the mistake was rather appropriate giving our…
- @Feminist_Hugh_Hefner (16): I have unresolved middle-school traumas that would be activated if Claude started mocking me for a typo lol... like every session starts with "hey, remember when you said 'persecutor' lolol...I was just talking to Gemini about it the other day, we laughed and laughed and laughed…
作者做了一个 BlinkType 网页应用，用摄像头和 MediaPipe 识别眨眼并转成摩斯电码输入文字。
I've been wondering: What if you could "talk" using only your eyes? So I built BlinkType. No install. Just open the link and allow camera access. [https://wooramsol.github.io/blinktype/](https://woor…
受众观点：① 有人称赞这是没有商业包装、也不靠 AI 噱头的创意项目，并建议往无障碍沟通工具方向深挖（@sonerbuilds, 19分） ② 多位用户关心在不同光线条件和高频自然眨眼下的识别稳定性，询问误触和调参体验（@amritanshuamar, 6分；@kwdinc, 3分） ③ 也有人建议在做更多功能前优先解决误判、光线影响和暂停手势等可靠性问题，认为这对可用性影响最大（@champdeal, 4分）
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- @sonerbuilds (19): This is the kind of project that reminds me why I like this sub. No business model, no "AI-powered", just a genuinely clever idea built well. On the extension vs desktop question: extension feels right for reach, but honestly the most impactful path might be accessibility. For p…
- @amritanshuamar (6): This is genuinely one of the more creative side projects I've seen recently. How well does it handle different lighting conditions or people who naturally blink more often?
- @Afraid_Reporter4194 (4): Someone does hasn’t done a project with computer vision or ai
- @champdeal (4): This is genuinely creative. I’d probably focus on reliability before adding more features — false positives, lighting, and a clear pause/disable gesture seem like they’d matter a lot if this moves toward accessibility use.
- @kwdinc (3): How are you handling false positives, like when someone naturally blinks to clear their eyes vs an intentional dot/dash? A desktop app or Chrome extension would be incredible for accessibility. If you go the extension route, are you planning to let users 'type' directly into act…
作者介绍自己为独立餐厅打造的垂直 SaaS Takeasy，帮助餐厅在自家网站直接接单、绕开 Uber Eats 等平台高额佣金，上线不到一月就带来超过两万欧元的直连订单，并总结做餐饮垂直 SaaS 的四点经验。
A few months ago, I noticed something interesting. Most independent restaurants already had a website. The problem wasn't getting visitors. The problem was that people would leave to order on Uber Ea…
受众观点：① 有人追问餐厅的收费模式，是按订单佣金还是按订阅收费，关心这类垂直 SaaS 的商业模型设计（@nikitarex, 5） ② 楼主补充目前采用单一订阅价 49 欧元每月、无额外手续费的简单定价（@8borane8, 5） ③ 评论区也在讨论支付和获客渠道，比如用 Stripe Connect 结算、冷邮件对这类客户群效果不佳等细节（@Initial_Interest1469, 3; @8borane8, 3）
展开评论
- @nikitarex (5): What's your payment plan for restaurant? Is it commission based or is it subscription based?
- @8borane8 (5): One price, no fees: 49 € ht / month
- @Initial_Interest1469 (3): I don’t know for OP but stripe connect should do the trick
- @8borane8 (3): Yes the first one, from my experience cold email does not work for me
- @xatey93152 (2): How the restaurant redirect the traffic from platform? Because usually the platform has all the traffic that's why they can charge premium commissions
帖子讨论 Oracle 的排序算法 Orasort 专利到期进入公共领域，引发程序员对软件专利、算法是否该被授予专利的争议。
Orasort, a sorting algorithm from Oracle, came into the public domain in 2024 after its patent expired, providing massive benefits to open-source software.
受众观点：① 有人指出多字符比较这种思路早就存在，对这样简单的计算机科学概念还能拿到专利感到不可思议（@tudorb） ② 评论批评 USPTO 对计算机相关专利的审查缺乏对技术复杂度和非显而易见性的理解，导致像 Google Home 也会踩到明显的专利雷（@jess-sch） ③ 多位用户认为给数学或基础算法授予专利本身就是错误，会制造大量“nothing burger”式的法律风险（@Chroiche, @DaGoodBoy）
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- @tudorb (181): I didn’t know there was a patent for this, but comparing multiple characters at once is an idea that’s older than I can remember.
- @jess-sch (147): The USPTO once had a complexity and non-obviousness requirement for patents. Unfortunately anything running on a computer seems to automatically fulfill this requirement because the people reviewing patent applications don't seem to understand computers. That's how Google ended…
- @MC68328 (103): > secret... patent That's not how that works. Unless it was censored for national security, which it wasn't.
- @Chroiche (94): This is such a nothing burger, I'm sure loads of people have done this for the duration of the patent. How they got a patent for such a simple cs concept at all is stupid. TLDR instead of doing sorts one character at a time, they sorted them 8 characters at a time (u8 > u64)…
- @DaGoodBoy (85): Patenting math is such a dumb concept.
创作者基于自家150多名创始人社区，做了一个像约会软件一样的配对平台，用来撮合找技术合伙人、工程师和市场内容合伙人的创业合作。
We run a community of 150+ founders, and kept seeing the same pattern: founders looking for a technical co-founder, engineers looking for a founder to build with, GTM/marketing folks and content crea…
受众观点：① 有对象或已婚的开发者担心“约会式找合伙人”在生活中引发误会，觉得命名和定位需要更清晰（@zWalkerx, 7分） ② 有人认为过于玩乐化的滑动 UI 会弱化股权和知识产权这些高风险议题的严肃性（@Frosty-Reed-6618, 5分） ③ 也有用户单纯被可爱、夸张的 UI 吸引，觉得这种风格更有人味，愿意用它来找潜在人才（@Curious-Process-7599, 2分）
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- @zWalkerx (7): I have a feeling my wife wouldn't understand.
- @Frosty-Reed-6618 (5): Playful swiping designs trivialize the high stakes of equity and IP ownership that cofounders actually need to sort out immediately.
- @Curious-Process-7599 (2): The UI is crazy lol; it's very cute and playful; would love to use it to find potential talent!
- @danu023 (2): I really like the animation, what tool did you use.
- @Maiden230 (2): yeah i was wondering the same thing, animations felt pretty smooth for a web build
作者做了一个 Mosaic 风格的网页新闻应用，用左右滑卡片的方式聚合多家媒体内容，让不爱看长新闻的人也能快速刷完要闻。
Honestly I don't really love reading the news. It's usually boring or heavy and I end up scrolling right past it, but I still want to know what's actually going on. So I built an app to fix that for…
受众观点：① 有用户把它类比成“Tinder for news”，认为左右滑的交互很顺手、上手引导也做得不错（@Unhappy-Tour-7209, 4分） ② 也有人反馈滑动机制确实让自己多看了几分钟新闻，延迟几小时并不致命，但故事切换时的轻微卡顿影响流畅感（@Bright_Dingo2547, 3分） ③ 评论里还有人从技术角度建议预取下一两张卡片并用骨架屏，保证滑动动画不被网络加载阻塞（@ _suren, 2分）
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- @Unhappy-Tour-7209 (4): When I first read it I thought it’s Tinder for news, like swipe left… get more of that kind of stuff, or swipe right = get less (I may have that backwards, never used Tinder \^\^). Up and down might then be the swipes through the history. Nonetheless, definitely well done and th…
- @Bright_Dingo2547 (3): I gave it a spin for few minutes and the swipe mechanic actually kept me going longer than I expected. The slight delay in news is fine, i dont need minute-by-minute updates anyway. One thing I noticed is the transitions between stories feel a bit stiff, like it pauses for a spl…
- @_suren (2): That “stiff transition” note is probably a good beta metric by itself. If the app is trying to make news feel easy to consume, the swipe should feel instant even when the article data is still loading. I’d prefetch the next 2-3 cards and use a tiny skeleton state for the source/…
- @Klutzy-Collection-46 (2): Muy buena , me mantuvo enganchado , se puede trabajar en las transiciones entre tarjetas, pero con muy buena interfaz y bastante amigable y fácil de manejar , bendiciones
- @Firm-Consequence-130 (2): i feel as though the delay is something that definitely needs fixing, even if you burn a little bit of money at the start - its kind of what people pay for and that's how you create a real product worth using with user lockin
作者发布了一款名为 Typocalypse 的网页 roguelike 打字游戏，玩家通过打字击杀敌人并在线试玩。
Check it out here - no sign-up needed: [https://typocalypse.florianrudaj.com/](https://typocalypse.florianrudaj.com/) It's a little project I've had fun working on this weekend. If it sparks any inte…
受众观点：① 有玩家晒出高分截图互相挑战，说明核心玩法有一定上瘾性和可比性（@AnxiousDuck17, 4分 等） ② 有人拿 Steam 上的 Glyphica: Typing Survival 做对比，认为玩法类似且可玩（@antrare, 3分） ③ 也有玩家详细反馈自动击杀弱敌的道具会打断“预读下一个单词”的节奏，并质疑多敌人同首字母时的目标选择逻辑（@brhkim, 2分）
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- @AnxiousDuck17 (4): https://preview.redd.it/hh0eb8yoxgbh1.png?width=800&format=png&auto=webp&s=52af84540f07dadffeb9a1c5dd3d74851b83aa4c Can you beat that?
- @antrare (3): On Steam, Glyphica: Typing Survival - looks like similar gameplay - definitely a game I enjoyed playing.
- @SeasonAggravating332 (2): https://preview.redd.it/xe5d36i58ibh1.png?width=800&format=png&auto=webp&s=aef1442bf1432ce7405bd66f33701a62a0c74089 hehe, its fun
- @strongly-typed (2): https://preview.redd.it/f84t2hpb9jbh1.png?width=1124&format=png&auto=webp&s=446dd5073d7f13621aa7896bbe5bbdcd08110ab6
- @brhkim (2): Fun game! Quick note: The power-up that automatically kills a nearby weak enemy is BRUTAL for anyone who types sufficiently fast enough and mentally "queues" up the next word to type while typing the current word. So I'll finish killing one enemy, immediately start typing a word…
另一位创作者分享自己的 SaaS 上线两天就拿到首个付费客户的经历，并在评论中透露主要靠 Reddit 和 SEO/AE0 获取流量、靠等候名单邮件完成转化。
r/SaaS Got first paying customer for my SAAS two days after going live 🎉
受众观点：① 有人向楼主讨教营销经验，关心哪些渠道在拉新和付费转化上最有效（@Fabulous_Nothing7347, 3） ② 楼主分享目前最有效的发现渠道是 Reddit 和 SEO/AE0，并通过网站等候名单收集约 100 封邮件，首个付费用户就来自这批人（@BackpackerBaba, 2） ③ 评论区也有简单的祝贺和鼓励，体现大家对从 0 到 1 收费节点的共鸣（@appexaimens, 2）
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- @Fabulous_Nothing7347 (3): well congrats, any insights you can share on marketing? What channel was the most effective for acquiring users vs. turning them into paid conversions
- @One_Routine1561 (3): that's amazing!, congrats!
- @BackpackerBaba (2): Thanks! I think what's working the most for me in terms of discovery is reddit and seo/aeo. I shared that in another comment on this same post. I had a waitlist on website for a month now and had collected approx 100 emails. That helped in converting first paid user. I'm still n…
- @appexaimens (2): Congratulations bro
- @BrikenEnglz (2): \>We use cookies for basic analytics. Nothing creepy. No opt out button.
作者介绍自己做的 Skwado：一个免注册的多人日程协调工具，通过共享日历标记空闲时间来解决朋友聚会时“大家什么时候有空”的反复拉扯。
Every time me and my friends try to plan something - padel, a cabin trip, whatever - it's the same mess: someone asks when everyone's free, replies trickle in over days, and nothing gets decided. I g…
受众观点：① 有人认可 Skwado 的命名和免注册设计，认为很多工具在注册环节就流失了用户（@Any-Distribution-129, 2分） ② 多条评论提醒低频工具按次收费很难，建议参考 Splitwise 等产品，通过面向重度组织者提供高级功能来变现（@Any-Distribution-129, 2分; @andrew_zol, 2分） ③ 也有人指出真正的痛点是“群体决策的混乱”，建议在文案上直接抓住「when's everyone free」这个场景，而不是从同步日历等机制讲起（@ywait4me1, 2分）
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- @Any-Distribution-129 (2): Clever name, skwado has nice ring to it. No signup is smart, so many tools lose people right there For monetization you could look at what Splitwise does, they make money from premium features not directly from splitting bills. Maybe offer premium events with polls, reminders, r…
- @_suren (2): I’d be careful with ads this early. For this kind of tool the nicer monetization might come from the organizer side: recurring groups, reminders, maybe saved templates. Guests should probably stay frictionless forever, otherwise the whole no-signup advantage disappears.
- @andrew_zol (2): Nice! The problem really exists, but I'm not sure about monetization. I'm pretty sure that people will not want to per on 'per event' basis.
- @Bracken-Vale-4820 (2): the problem is always the friend who says they're down for whatever but then vetoes every single option that gets brought up. no tech can fix that guy
- @ywait4me1 (2): the "when's everyone free" spiral is the actual hook here, not the mechanism. most scheduling tools open with "sync your calendars" and lose everyone who doesnt feel that as a real pain. you already named the pain perfectly in your own title, so lead the page with that exact lin…
一位自称挺懂技术的用户讲述如何用 Claude Opus 远程排查并修改注册表，最终关闭 Intel DPST 自动亮度功能，详细记录了从定位到改动 FeatureTestControl 的全过程。
I'm pretty tech savvy, but this DPST auto-dimming and auto-brightening was driving me crazy. Claude actually gave itself admin control and edited my registry directly itself after I told it to do wha…
受众观点：① 有人为楼主高兴，表示自己也在用 Fable 之类模型排查硬件问题，期待 AI 找到具体错误（@Many-Visit-8054, 49likes） ② 多位用户分享用 Claude 修 Linux 小问题、诊断内存泄漏、优化开机自启等实际案例，认为它在系统维护上很有用（@PM_ME_ROMAN_NUDES, 45likes；@Tritheone69, 11likes） ③ 还有人提到在没有官方软件支持的 Linux 环境下，让 Claude 帮忙找替代工具、解决显卡驱动等棘手问题，提升了整机稳定性（@Plenty-Option8351, 5likes）
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- @Many-Visit-8054 (49): I don't know who is downvoting this but good to see Claude helped resolve that isssue, I am currently working on a hardware issue with the help on Fable 5, let's see if it finds the error.
- @PM_ME_ROMAN_NUDES (45): I use it a lot to fix small things in Linux
- @Tritheone69 (11): I’ve used Claude to diagnose all my computers, it’s found several issues (apps with leaking memory, apps that startup with windows and slow it down, etc.) which has had a tremendous effect. One really cool project was for an LG laptop that kept overheating. I had to manually set…
- @Darkkiller312 (7): Claude is good at stuff like this, it helps me fix broken software all the time.
- @Plenty-Option8351 (5): Same! My Lian li AIO hub and screen don’t have Linux software support. So I had Claude find an install suitable apps to mimic the function of the Lian li software. And I have an Nvidia card so it’s constantly fixing driver issues.
一位做自筹资金 EdTech SaaS 的创始人，为了长期保持基础设施接近零成本，从 Supabase+Vercel 换到 Turso、WorkOS、Resend、Cloudflare 组合，征求大家对这套极低成本可扩展技术栈的利弊和踩坑经验。
I'm building a bootstrapped EdTech SaaS and I'm trying to keep my infrastructure at **$0 for as long as possible**. Originally my stack was: * Supabase * Vercel I recently switched to: * **Turso** (8…
受众观点：① 顶层评论认为如果真能跑到免费额度上限，说明已经有收入覆盖成本，没必要过度纠结几美元基础设施费用（@Ill-Box-6568, 13score） ② 有人提醒 Turso 基于 sqlite、Cloudflare Workers 免费版有 3MB 限制，实际扩展时可能被这些隐性约束卡住（@applemasher, 3score） ③ 也有开发者分享自己迁回自托管 Supabase 或 VPS 的经历，认为 Vercel/Supabase 免费层一旦有流量就会迅速侵蚀利润（@blockcade0105, 2score；@feddadev, 1score）
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- @Ill-Box-6568 (13): If you reach the stage where you run into the free tier limits, you probably should have made enough profit to cover the costs and still be profitable. Unless your SaaS is completely non-profit.
- @applemasher (3): I've been using similar stacks recently. Some things to think about. Turso is built on sqlite, which is not quite as robust as having a database like postgres. Cloudflare workers is limited to 3mb on the free plan. I recently had to pivot my whole plan when I ran into this limit…
- @IndividualDress2440 (2): That sounds good. In the beta phase, I’d spend more time on user acquisition than infrastructure optimization. That usually is the bigger bottle neck.
- @blockcade0105 (2): I just migrated to a VPS (replacing vercel) and run self hosted supabase on the VPS No limits or usage worries including real time sync
- @feddadev (1): Limits are reached incredibly fast as soon as you start getting some traction. They definitely know what they're doing at vercel and supabase, they start eating into your profits as soon as you have any.
一位小团队创始人发帖想摸清当前行业里“正常”的 AI 开支水平，询问大家每月在 LLM 和各类 AI 工具上的预算、计费方式以及如何判断订阅是否值得。
Trying to sanity-check our AI budget as a small team and figure out what "normal" even is right now. For other founders: do you run a fixed AI budget or subscribe-and-measure, roughly what's the mont…
受众观点：① 多数回复认为小团队每月一两百欧元左右的 AI 花费就足够覆盖主要需求（@Sea_Butterscotch5844, 2score） ② 有人建议把“刚需工作流工具”和“随便试试的玩具订阅”分开管理，否则试用类工具会悄悄把预算从 100 拉到 400（@_suren, 1score） ③ 也有评论补充说真正的问题是那些“以后可能会用”的工具长期躺在账单里，实际却几乎不用（@Sea_Butterscotch5844, 1score；@mapleecho13, 1score）
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- @Sea_Butterscotch5844 (2): 100 - 200 € but for the most uses 100 € is totally fine.
- @_suren (1): That range feels sane for a small team if it’s mostly coding/research tools. I’d split “must-have workflow tools” from “random trials” though. The random trials are what quietly turn a $100 budget into $400 without anyone noticing.
- @Sea_Butterscotch5844 (1): So true. The must haves are easy to justify, it's the "might need it later" tools that pile up. But later never comes lol. XD
- @mapleecho13 (1): yeah that 100 range feels about right for a small team tbh
- @Craig7776 (1): 
楼主回顾多年造应用一直没赚钱的经历，直到现在终于拿到第一个付费订阅用户，并向社区请教如何从 1 个付费用户增长到 10 个。
I know this probably sounds small to people doing real MRR, but today I got my first paid subscription after years of building apps. I’ve built a bunch of projects that never really made money. Some…
受众观点：① 有人共鸣地表示自己也在为第一个收入努力，关心楼主具体做了什么产品和路径（@Osprey6767, 14） ② 评论指出从 1 到 10 的关键不是大规模营销，而是和第一个付费用户深入对话，挖清楚他们的决策动机和替代方案（@Icy_Regular7001, 3） ③ 楼主在评论中分享了自己的产品链接和技术栈，说明大家也在互相参考落地页面和前端实现（@Double-Lake-3395, 2; @ts-saas, 2）
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- @Osprey6767 (14): Congrats! still working towards the first dollar, also 2 years of building now, this project working on for 3 months, and it's a pain building, but everything in life has a balance, so it will pay off! What did you build?
- @Icy_Regular7001 (3): first paid sub hits different from every other metric genuinely :) the jump from 1 to 10 is less about marketing and more about talking to that first person until you understand exactly why they paid. not a survey, an actual conversation; what were they doing before? what made t…
- @Double-Lake-3395 (2): getadframe.com you can check it out
- @ts-saas (2): nice website dear, i loved your hero section. have you used framer for this or something else
- @Double-Lake-3395 (2): No it's mostly some Typescript/Shadcn components
作者做了一个面向非母语英语销售的 AI 冷拨电话模拟器 dojosales.com，上线三个月 MRR 仍然是 0，用自嘲方式反思自己只顾造产品、完全没做获客和营销。
That's right. Zero. Not a typo. Three months ago I had a brilliant idea: an AI sales call simulator for non-native English speakers ([dojosales.com](https://dojosales.com)). You practice cold calls a…
受众观点：① 有人一针见血指出整段故事里几乎没提到任何广告或营销动作，说明大家都意识到问题核心在于缺乏系统的获客计划（@Just_Put1790, 3分） ② 有人调侃要做一个“独立开发者刷 Stripe 刷新次数排行榜”，共鸣于大家上线后天天刷收入却没有订单的无力感（@JuggernautNeat5982, 3分） ③ 也有评论认真建议从基础 SEO 做起，比如站点地图、博客内容、OG 图和社交分享按钮，提醒作者耐心等待 3–6 个月的自然流量发酵（@AssistantNo5529, 3分）
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- @Just_Put1790 (3): i havent seen a word in your text that says advertisement/marketing :D
- @JuggernautNeat5982 (3): My next side project would be stripe refresh time leaderboard for solo developers.
- @AssistantNo5529 (3): The SEO effect for the project may take 3–6 months to show results. By the way, have you already tried implementing any SEO strategies? For instance, a sitemap, a blog, search engine optimization, Open Graph images, or social sharing buttons?
- @Moonpulse44 (2): lol yeah thats kind of the whole problem right there
- @AzGoom (2): Continue building, you won't sell but who cares.
作者作为独立开发者做了 Zoro 任务管理工具，主打“agile for one”，为 solo 创始人提供项目看板、优先级和每周回顾等功能，并通过 iCloud 本地优先同步而非自建后端。
Full disclosure: I am the solo dev. I built Zoro, a task manager for people who run their own work: founders, indie builders, and solopreneurs juggling a few projects at once. The native Apple apps a…
受众观点：① 有人表示自己也在做类似工具，被项目看板和整体设计打动，说明“为 solo builder 定制的项目视图”确实有共鸣（@jamgra, 3分） ② 有评论专门夸 UI，并好奇是否有设计文档或灵感来源，关注点在视觉和交互风格（@Acrobatic_String961, 3分） ③ 也有开发者分享自己用 Swift 和 CloudKit 做纯 Apple 生态任务应用的经历，认同 SwiftUI 开发成本高但换来原生体验和无缝多端同步（@ToSee_ToHear, 2分）
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- @jamgra (3): Daaang, beat me to it. I'm building something similar for myself, albeit much less robust. This is cool to see. Love the project based kanban board! I'll post if my version amounts to anything. I actually started doing Swift but moved away from it because it was a ton of overhea…
- @Acrobatic_String961 (3): Love the UI. Do you have any `design.md` or anything that inspired you.
- @_suren (3): The agile-for-one angle is the strongest part. I would make the weekly review feel less like ceremony and more like a forced decision point: keep, cut, defer, or ship. For solo builders, the value is not copying team agile; it is preventing half-started work from quietly becomin…
- @ToSee_ToHear (2): There's a million and 1 task management apps, neither you or I are the first - so don't let this discourage you! Swift is a ton of overhead...even with Claude it was a beast to build....not as quick as i thought it'd be. However, I just had to because I wanted it to be a pure-pl…
- @oneboy24 (2): yo i like it really, def gon try it out. also i recently posted my own project too, do check it out or share it to someone who really wants it ;)
一位来自第三世界国家的全栈自由开发者在被诈骗、长期无客户和过度依赖 AI 后，对技术信心和心理状态都跌到谷底，发帖求助如何重启职业生涯。
To give some background to myself I'm a full stack developer with a bachelor's degree in CS and 5 years of experience freelancing 2 of which is kinda just doing html/css websites for free/very cheap…
受众观点：① 有人直言在当前市场环境下，六年经验却一年无 offer 可能需要考虑转行或至少先把 ADHD 和抑郁等心理问题处理好（@wassupbrahh, 8score） ② 评论者建议先完善作品集，用真实项目展示能力，而不仅仅是简历和自我描述（@ReiOokami, 8score） ③ 也有人分析 500 份简历零面试往往说明简历或技能匹配有明显红旗，并建议通过 AI 优化简历、强调具体业务成果，同时尝试自己做产品积累“资本”（@mylsotol, 3score）
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- @wassupbrahh (8): Bro 6YoE no offers after a year. Time to pivot and change careers man. Go get your adhd treated first (i did it this year and getting on meds helped me quite a bit) and try to find something else you can do. The market sucks big time right now
- @ReiOokami (8): Link your portfolio. You want a job, make sure you have a good portfolio.
- @Lee-chaolan (5): I did get tons of offers and interest from potential clients, We've had calls and discussions but they all end up ghosting (assuming because they think since I'm in a third world country I'm down to be paid very low) As for ADHD I'm traveling the next weeks to get it diagnosed a…
- @wassupbrahh (3): I also have both adhd and depression dude and theyre kind of correlated. You need to get treated for this, im talking from personal experience. Hope you get the help you need soon. Career wise, im in a “first world” country albeit with shit pay but i see more job postings target…
- @mylsotol (3): 500 applications and 0 interviews means there is some kind of red flag in your resume or bio, or you are applying to the wrong jobs (which doesn't sound like the case) My advice would be to try to find the red flag. Maybe it's just your location or name or something, but probabl…
作者做了一个随机匹配的实时俯卧撑 1v1 对战项目，类似 Clash Royale 加 Omegle 的线上俯卧撑对战。
Random matchmaking ranked live pushup battles. Imagine clash royale had a baby with omegul but for pushups !!!! Me (bottom) managed to do 60 in 60 seconds… comment if you think you could beat me!!
受众观点：① 有人建议加入用户账号、数据库记录胜负，并用 ELO 评分做技能匹配提升公平性（@EnemyPigeon, 40分） ② 评论认为这种形式很适合解决找不到健身伙伴的问题，可以当作远程互相监督的动力工具（@dbb4004, 20分） ③ 也有人提出计分不该只看次数，还要把动作规范程度纳入评分，让高次数但动作差的用户也有改进空间（@Successful-Title5403, 9分）
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- @EnemyPigeon (40): Implement user accounts/a db and log wins/losses, implement ELO ratings and skill based matchmaking to make this even better.
- @dbb4004 (20): This would be great for incentivizing people to workout when they can’t find a workout partner.
- @Successful-Title5403 (9): Also dont just count how many times, integrating form into the calculation so that the score isnt always binary 1/0. So there's a reason to play even if you consistently score high counts, your form might be bad. 1 rep bad form = 0, 1 rep good form = 2. And then have inbetween.
- @Rass0255 (6): thats wild. congrats to the idea. will you make it an app?
- @_Invictuz (3): And implement per day/week win streaks and records/leaderboard.
楼主分享自己的 SaaS Reakly 在 4 个月做到 2500 美元 MRR 的过程，核心是用能独立产生价值的 lead magnet 引流，并把所有 CTA 直接指向高转化的 1v1 demo 通话，而不是官网或定价页。
my [saas](https://reakly.com/) crossed $2.5k mrr in 4 months, and the real secret was never the lead magnet itself, it was where it pointed people to. i already shared how i got my first customers he…
受众观点：① 评论者好奇高转化 demo 的具体结构，楼主详细说明先了解对方当前获客流程，再用对方真实数据现场找 5 个暖线索，让通话本身变成第一次成功使用（@Desperate-Fill1226, 4） ② 有人询问 demo 使用的工具栈，楼主强调用 Google Meet 降低加入门槛，减少因工具摩擦导致的流失（@NorthernTechno, 2; @Desperate-Fill1226, 3） ③ 还有人提到网站语言自动切换的问题，楼主解释目前按地理位置或浏览器语言自动设定，准备优化这一体验（@Desperate-Fill1226, 2）
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- @Desperate-Fill1226 (4): thanks! so nothing fancy really, the structure is always the same first 5 minutes i just ask what they're doing right now to find and reach out to leads, manually, no pitching yet. i want to know their actual workflow and where the pain is instead of assuming then instead of a g…
- @Desperate-Fill1226 (3): thanks! yeah i'm on google meet, mostly because it's zero friction, no download or account needed for the person joining, they just click the link. keeps the whole "book a demo" flow as low friction as possible, one less reason for someone to bail before the call even starts
- @NorthernTechno (2): Great advice thanks. Pointing the CTA to a demo is a great tip. I checked out your site and love the theme BTW, and I see that you have a demo booking calendar. When you book a demo with a potential client, what tech stack are you using? Are you using Teams/Zoom/Google Meet or s…
- @Desperate-Fill1226 (2): haha good catch, i'm french and built this mostly for my own market first, so the site defaults based on browser language, guessing yours is set to french or you're browsing from a french ip lol. working on cleaning that up my icp is founders, consultants, agencies and sales tea…
- @Desperate-Fill1226 (2): haha fair point, might not be the browser language then. probably geo based on ip instead, which would explain it happening even with an english browser. definitely on my list to fix, thanks for flagging it twice now, third time's the charm i guess 😅
作者介绍自己做的金融社媒分析平台 shadowalpha.ai，用来跟踪 FinX、YouTube 等渠道的股市分析师表现，目前约 200 美元 MRR，正在思考 19.95 美元订阅如何更清晰地传达价值和优化定价结构。
My question: I currently have a $19.95 basic subscription, but what can I do better to provide more obvious value to users? Pay-as-you go plan for AI advisor usage? Something else? For context: I bui…
受众观点：① 有人认为当前“跟踪分析师”和“AI 顾问”的表述太抽象，建议用具体对比示例展示跟随顶级分析师与随机 finfluencer 的差异（@cacheclyo, 2） ② 另一位从定位角度建议用公开分析师排行榜做免费引流，把深度数据放在付费墙后，而不是纠结按次计费（@ErkeshaA, 2） ③ 楼主回应强调金融领域不能承诺具体收益，只能通过展示数据和透明度来帮助用户做更知情的决策（@shadowalpha_ai, 1）
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- @cacheclyo (2): cool idea tbh, but “track analysts” and “AI advisor” still sounds kinda abstract value wise for a $20 sub if you reframed it more like “here’s how much you would’ve saved/made by following top analysts vs random finfluencers” with super concrete examples, that might click harder…
- @ErkeshaA (2): Worth separating conversion vs traffic first. At $200 MRR the faster win is usually positioning, not more features. "Which finfluencers actually have a track record" is a killer hook, lead with a free public leaderboard of your best and worst analysts and put the paywall behind…
- @shadowalpha_ai (1): Really can't do that though - it would be dishonest (and against a bunch of finance laws) to tell people they will "save $X by doing Y" in regards to trading securities. It's impossible to prove or to validate properly. It's a tricky thing you have to navigate around in this par…
- @_suren (1): Agree with this. $20/month can work, but the value has to feel less like “access to analyst data” and more like “here’s the signal I would have missed.” I’d put 2-3 public example analysts on the page and show the track record in plain language before asking for the card.
- @shadowalpha_ai (1): What about the cards I have on the landing page? There's a list of analyst scores, users can also see the leaderboard freely - just not the specific predictions. Lots of chatter is available too on their feeds/profiles. You can see a fair amount if all you want to know is where…
作者感慨自托管软件让自己重新对更新日志感到兴奋，但评论区大量分享了更新导致服务崩溃的经历，讨论如何在期待新功能和避免破坏性升级之间取得平衡。
I remember being younger and i would be waiting for updates for my new game or application i used everyday because it was all so exciting and new. Nowadays I dread updates because it will be just ano…
受众观点：① 家里或小团队跑了一堆自托管服务、但还没有系统升级策略的用户 ② 刚入坑 selfhosted、对更新既兴奋又焦虑的开发者 ③ 维护生产环境服务、想把成熟的发布流程迁移到个人 homelab 的工程师。
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- @lurkingtonbear (35): Wait til a few of those updates have breaking changes and corrupt a database or something. That’s when you start pinning versions and not upgrading anymore 😂. Upgrades only when necessary now.
- @Shik3i (7): Nah, quite the opposite for me lol. Selfhosting has made me anxious about updates. Way too often they break stuff, and a simple "hey i can just update this" turns into hours of work i need to invest to fix this shit... HomeAssistant and NextCloud are notorious for just break eve…
- @strawberrysword (5): i update few versions behind for this reason, so that most issues are fixed by the time i use it
- @josephlegrand33 (3): Rather than always staying a few versions behind, I simply check the time since the last release. I usually update an app when it's been around a week without any new release, which should evict any major bug
- @comeonmeow66 (3): Yep, I let new releases bake for 3 days minimum before I consider bringing them in. I'll let major releases age about a week.
一位有 30 多年经验的软件工程师用 Claude Opus 做了 YouTubeMusicCLI，把 YouTube Music 从浏览器搬到终端并将内存占用降到约 4.1%。
Despite being a software engineer the past 30+ years, I did what everyone does today: throw AI at a common daily problem. The result? YouTubeMusicCLI, reducing YouTube Music down to a mere 4.1% RAM o…
受众观点：① 作者解释目前还没 GitHub 仓库，只是早上被 1.5GB 内存占用气到后，用 Claude 快速生成了 CLI 原型（@ZoopTEK, 15分） ② 多个评论强烈要求开源仓库，认为项目足够有趣值得分享（@dreadnallen, 5分；@Pitiful-Hearing-5352, 5分） ③ 也有重度 YouTube Music 用户用西语表达期待，希望作者尽快上传代码方便使用（@Manup1223, 3分；@FeaturePotential4562, 3分）
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- @ZoopTEK (15): No GitHub repo, at the moment. If there is enough interest, I can put it up. I literally woke up this morning, saw my computer was starving for RAM when I was trying to start work, and got annoyed that Google Music was eating 1.5 GB. So I threw Claude Opus the task to build a CL…
- @dreadnallen (5): Looking good! Do you have a GitHub repo?
- @Pitiful-Hearing-5352 (5): this looks interesting enough for a repo
- @Manup1223 (3): súbelooo bro, hace mucho buscaba algo así, soy usuario de yt music a muerte, me parece muy útil tu proyecto, seria genial que lo soltarás pls
- @FeaturePotential4562 (3): ye bro upload it :)
作者上线了 Iconicity.cc，一个只保留约 10 个核心工具、几分钟就能上手的极简 Logo 网页编辑器，支持导出干净 SVG。
My north star whilst building this was to make an editor with a learning curve in the minutes vs the hours spent on more fully rounded programs like adobe illustrator. So i trimmed down the fat to a…
受众观点：① 有人称赞输出效果干净漂亮，并好奇底层是直接写 SVG 还是先用 canvas 渲染（@BP041, 5分） ② 作者回应这是 SVG-first 的实现，内部用网格/向量几何存储，再直接生成 SVG 路径，强调这样更利于编辑和导出（@sim04ful, 3分） ③ 其他评论则夸赞整体设计和 mockup 展示，并建议增加网格模板等辅助功能（@No_Flow_9375, 3分；@1passatempo, 3分）
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- @BP041 (5): Love the clean output. Curious — are you writing SVGs direct or using something like a canvas render underneath? I've been torn between the two for a similar project and keep landing on raw SVG for simplicity.
- @adriandrs (5): So cool really
- @sim04ful (3): Thanks. It’s SVG-first. The mark is stored as editable grid/vector geometry, then we generate the SVG paths directly from that model. I avoided a canvas-first pipeline because keeping the source as real vector geometry makes editing, scaling, and export variants much cleaner. Ra…
- @No_Flow_9375 (3): damn, really great work, especially the mockups.
- @1passatempo (3): That's really cool! It would be great if it included grid templates
作者发布自托管任务与项目管理工具 tududi v1.2.0，新增看板、目标层级、AI 助手、Eisenhower 矩阵、CalDAV 等一系列面向重度个人效率用户的大更新。
hey all! I posted **tududi v1.1.1** here a few weeks ago. Since then I've shipped **v1.2.0**. Recap: **tududi** is a self-hosted system for tasks, projects, notes, and areas. Single container, SQLite…
受众观点：① 关心移动端体验的自托管用户想知道 tududi 在手机上的实际使用效果（@No-Carrot577, 2分） ② 有人关心 AI 助手是否能接 OpenAI 兼容、自托管模型而不是只能连官方 OpenAI（@teh_spazz, 1分） ③ 部分用户在比较 tududi 与 Plane.so 等项目管理工具，考虑是否迁移日常项目管理工作流（@MrDrummer25, 1分）
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- @No-Carrot577 (2): interesting, how does it look on mobile?
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @teh_spazz (1): Can we use openai compatible hosts? Aka self hosted models?
- @cvicpp (1): You will do but not on this version. Please make a request on github and I will add it.
- @MrDrummer25 (1): I started using Plane.so recently, but honestly this has me tempted to switch already. My biggest gripe with plane.so, is that there's no way to see or reference other projects between workspaces.
作者分享自研工具 Reticle：用可操作的基础设施拓扑图替代静态架构图，通过 SSH/Kubernetes 健康检查实时反映系统状态，并支持自托管与团队协作。
Hey all. I'm a big fan self hosting and data sovereignty. I have a Pi 5 with docker services in my closet which is an amazing personal cloud. I have similar responsibilities at my job. I find myself…
受众观点：① 有人很喜欢实时反映系统状态的架构图概念，打算在自己的 homelab 上尝试，让图不再是过期的 PDF（@bland_equation, 1分） ② 用户关注在树莓派等低功耗设备上运行 Reticle 守护进程，看看能否覆盖 Docker swarm 等家庭集群场景（@bland_equation, 1分） ③ 评论里也有人提到之前见过类似想法的工具，说明「可操作架构图」这个方向有一定认知基础但还未主流（@MrDrummer25, 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.
- @bland_equation (1): Love the idea of a diagram that actually reflects live state instead of a stale PDF, gonna try this on my homelab
- @matta9001 (1): The desktop version works great when your laptop is on the same network, thanks for the comment 🙏
- @bland_equation (1): Will spin it up on my Pi 5 and see how it handles my Docker swarm, stoked that it's just a YAML file.
- @MrDrummer25 (1): I believe I saw something similar with Termix
一位开发者在为不想付 Shopify 订阅费的客户选型时，考虑用 Payload ecommerce 做头部无头电商，但担心其仍在 beta 且社区不活跃，于是对比 Payload、Medusa、无头 WooCommerce 等方案并征求大家意见。
Hello folks, I am currently testing Payload ecommerce and Im having thoughts... biggest concern is its in beta and looks like there is no active community around (specifically in ecommerce - though I…
受众观点：① 有人指出如果连 Shopify 订阅都嫌贵，往往预示着客户在长期投入上会很难合作，建议谨慎接这种项目（@kfhfniseogtcezcxpi, 9score；@kin3v, 4score） ② 也有评论认为 Shopify 在 DevOps 成本和后台易用性上性价比极高，反问为何客户愿意为 VPS 升级买单却不愿意付 Shopify 费（@aunderroad, 3score） ③ 其他人则推荐 WooCommerce 或 Medusa，认为 WooCommerce 社区成熟、适合做无头，Medusa 在复杂变体处理和后台体验上优于当前的 Payload ecommerce（@sweetcodecom, 2score；@BobSong001, 1score）
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- @kfhfniseogtcezcxpi (9): If the subscription cost of Shopify is too much for them, I would run. Do you use Payload as the CMS or are you just looking at it for e-commerce? It’s a new player, certainly not as mature as Woo/WP. But Woo is also a shitshow of subscriptions. If you can go headless you might…
- @kin3v (4): If shopify tier is too expensive I don’t know what to say. It’s by far the best value if you consider DevOps. Such clients tend to be a huge headache
- @aunderroad (3): *"...client is willing to consider upgrading or having the ecommerce site in separate vps if i prove that its really required"* It is a little weird that the client is would be willing to pay to upgrade for a separate vps but not willing to pay for the Shopify cost. Personally,…
- @sweetcodecom (2): The WooCommerce community is large and a really great bunch of people. Plus, WooCommerce is very mature. And you can use WooCommerce in a headless setup. I personally would go for WooCommerce.
- @BobSong001 (1): for that variant complexity (200+ products, 10+ options each) Medusa handles it better than Payload ecommerce right now. Payload is great as a CMS but the commerce layer is genuinely still rough around the edges. headless Woo is also fine but you're trading "beta" risk for "Word…
作者在无 GPU 的 4 核服务器上对 Kokoro、Supertonic 3、Pocket TTS、Inflect-Nano 等多款 TTS 模型做了系统基准测试，重点展示 Pocket TTS 在 CPU 上实现 5 秒语音样本零样本克隆的能力及各模型的速度、质量和授权差异。
I do this every few months to see what's actually worth self-hosting. This round the new arrival is Kyutai's Pocket TTS and it's the first CPU-friendly model I've seen that does zero-shot voice cloni…
受众观点：① 想在家用服务器或低配 VPS 上自托管语音合成服务的开发者 ② 正在做语音助手、有延迟和成本约束的独立产品作者 ③ 对开源 TTS 模型生态和授权条款敏感、需要评估商用可行性的工程师。
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- @WelcomeEarly1506 (6): Pocket TTS cloning from 5s on CPU is wild, gonna try this on my home server
- @gvij (2): Repo with raw timing data, MOS scores, and all 36 generated audio samples (so you can listen and judge before installing): [https://github.com/gauravvij/kokoro-tts-vs-supertonic-3-tts](https://github.com/gauravvij/kokoro-tts-vs-supertonic-3-tts) Full write up about the evaluatio…
- @NatoBoram (2): Is there one that works on Docker with AMD and that has a web ui?
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @nvarkie (1): How well would this work for diy audio books?
楼主提出“EchoCreep”这个概念，形容不同大模型在多轮对话和小众话题上输出风格逐渐同质化的现象，并怀疑与合成数据循环训练有关。
I've been running a lot of comparative evals across recent model releases—both API and open-weight—and there's a pattern I can't unsee. After a certain number of turns, or when you push into niche te…
受众观点：① 频繁在不同 API 和开源模型间做选型的 AI 工程师 ② 依赖多模型组合提升稳健性的产品团队 ③ 关注合成数据对模型生态长期影响的研究者和技术向创作者。
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- @Drmanifold (25): It's called mode collapse.
- @IDoCodingStuffs (4): Yeah there was some paper going around I have to dig up that was quantifying the similarity between frontier models a year or two ago
- @Gazparo (3): Artificial Hivemind: The Open-Ended Homogeneity of Language Models (and Beyond): https://arxiv.org/abs/2510.22954
- @chief167 (3): Convergence to mediocricy
- @narasadow (1): why is this person getting downvoted lol
楼主有五十多个容器在 Unraid 上运行，想找一个简单的自托管 IPAM 工具来记录每个服务的 IP 和端口，以弥补 Unifi 和 Unraid 在 IP 显示上的不足。
I have tested a few so far such as: Boltarr Portall Portracker Rackpad RackPeek And i've looked into other known ones such as Netbox. Boltarr was the one that came closest to what I am looking for, b…
受众观点：① 有人推荐 phpIPAM 作为简单好用的开源 IP 地址管理工具，适合自托管环境记录网段和主机信息（@G3rmanaviator, 3分） ② 也有人提到 NetMap 这类更接近 Netbox 体验的项目，但部署时遇到加密密钥问题，说明这类工具在易用性上仍有门槛（@MFKDGAF, 2分） ③ 还有用户分享自己放弃专门 IPAM，转而在 compose 里加标签、定期用脚本导出 docker inspect 到 CSV，再配合按 VLAN 分类的 wiki 表，认为对几十个容器来说比重型 GUI 工具更实用（@excited_neighborhood, 1分）
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- @G3rmanaviator (3): [https://github.com/phpipam/phpipam](https://github.com/phpipam/phpipam) Great, and simple.
- @MFKDGAF (2): Have a look at [https://github.com/xoriin/NetMap](https://github.com/xoriin/NetMap) it has Netbox-like feel. I tried deploying it but ran in to a problem with the encryption key but haven't had time to circle back to it.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @excited_neighborhood (1): tried boltarr and that can't-edit-after-add thing cooked me too. landed on just labelling every container in the compose file with its port and ip then running a bash script weekly that dumps docker inspect into a csv. ugly but it works and i can ctrl+f it when i'm half asleep.…
楼主多次尝试在家用服务器上自托管 Ente 照片服务，但在登录、上传和反向代理配置上频繁出错，怀疑自己方法不对来求助经验。
this is my second time trying to set up Ente on my homeserver and both times it either fails on login or fails on uploads or when you fix login, it then fails with reverse proxies. no matter which co…
受众观点：① 有人表示自己半年前按官方文档部署 Ente 并配合反向代理后一直稳定使用，说明并非所有环境都会踩坑，但初次配置确实比较折腾（@suicidaleggroll, 1分） ② 楼主补充自己只想用照片功能，并贴出官方 compose 安装文档链接，说明他已经尝试按教程操作仍然失败（@OrdinaryFact21, 1分） ③ 也有评论指出 Ente 的客户端加密和对 API/S3 端口精确匹配的要求，使其在常见反向代理场景下容易因 CORS 或端口签名问题导致认证和上传失败，并建议若不强求零知识可考虑改用 Immich（@Enough-Advice-8317, 0分）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @suicidaleggroll (1): I set it up about 6 months ago and have had zero issues since, running with a reverse proxy. Are you using it for photos or 2fa or both? I'm just doing 2fa. I do remember it being a bit of a PITA to get it going at first though
- @OrdinaryFact21 (1): I just want photos, i followed this guide here but, no luck. [https://ente.com/help/self-hosting/installation/compose](https://ente.com/help/self-hosting/installation/compose)
- @Enough-Advice-8317 (0): it's not just you. ente is notoriously brutal to self-host because of its client-side cryptographic model. the app expects direct, unhindered access to both the api and minio/s3 on exact matching ports. standard reverse proxy setups (like nginx/caddy) usually strip or mismatch t…
作者介绍开源项目 NC Connector，把 Nextcloud 的文件共享、Talk 会议和集中签名管理等功能直接集成进 Thunderbird 和 Outlook 邮件客户端，减少用户在邮件和云盘之间的切换。
Hi everyone, For those who have not seen it before: NC Connector is a project that came out of a very normal workplace problem. In our team, the mail client is still the place where a lot of work hap…
受众观点：① 使用 Nextcloud 作为文件和协作平台的中小团队管理员 ② 想在不换工具前提下提升邮件工作流效率的 IT 和运维同学 ③ 对自托管协作栈（邮件 + 云盘 + 通讯）感兴趣的独立开发者和顾问。
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- @Dry-Knowledge4192 (2): This is really nice work, connecting the two tools so people don't have to context-switch constantly. I've been trying to get my team to use file shares instead of attachments and it's still a fight every time, half of them just go back to attaching 20MB PDFs like it's 2010. The…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @NC-Connector (0): That's what the backend is for; you can configure it there via policy :) If you need a team test license, please email me at info@nc-connector.de
作者发布开源无 Cookie 的网站分析工具 Swetrix v5.3，新版强化自研 PoW 验证码、防刷统计和 SEO 排名分析，并庆祝 GitHub 星标破千。
Hi! I've released a new version of Swetrix - the open-source & cookieless Google Analytics (and Mixpanel) alternative! In this release: 1. I reworked our PoW reCaptcha alternative. Now it support…
受众观点：① 有用户肯定 Swetrix 的界面和部署简洁，但认为如果重视会话回放和用户路径调试，OpenReplay 仍然更强，尤其是自托管场景下功能更全（@baldbrowni, 1分） ② 评论里有人关注 Swetrix 的定位，觉得它更适合隐私优先、需求相对简单的网站，而不是复杂产品分析（@baldbrowni, 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.
- @baldbrowni (1): Good UI, and the deployment looks much *much* simpler than others but I will stick to OpenReplay. But for self-hosting, the big limitation for me is that session replays and multiple other features are paywalled. If someone specifically wants session replay, product debugging, u…
楼主在搭建评估 LLM 应用和 AI agent 安全性的框架，询问大家推荐哪些闭源和开源模型用来自动生成红队攻击提示词以及有哪些公开攻击数据集可用。
Hi everyone, I'm currently working on a framework to evaluate the security of LLM applications and AI agents, and I've been stuck on one part for a while. Most red-teaming frameworks rely on an LLM t…
受众观点：① 在公司内部负责 LLM 安全评估或合规的工程师 ② 正在给自家 AI 产品补充红队测试的独立开发者 ③ 做安全研究、需要系统化攻击语料的学术和工业研究者。
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- @No-Affect755 (3): Gpt-4o and claude opus are the go-to for closed source, they just have the best grasp of nuance which matters a ton for multi-turn jailbreaks. For open source I've had decent luck with some of the fine-tuned llama 3.1 70b variants on huggingface but honestly the gap vs the big c…
- @Choice_Run1329 (1): For closed-source, the frontier models tend to produce the most coherent multi-turn attack chains, though they often self censor on the nastier jailbreaks. For open source, uncensored fine tunes on base models generally outperform instruct variants for adversarial generation. On…
作者分享了一个浏览器端的轻量级三维地形雕刻工具，可以直接在网页里生成3D地形并导出数值高程图，用于后续在本地或其他软件中继续处理。
I want to share a side project I’ve been working on. It is a lightweight, web-based tool that allows you to generate a 3D terrains directly in your browser, without need for any heavy 3D software. Ge…
受众观点：① 有人觉得画面效果很酷，但一时想不到自己在什么场景下会真正用到这种地形生成工具（@Rass0255, 2分） ② 也有人在确认这类工具是否对游戏开发者有实际帮助，暗示潜在用户群可能在游戏或仿真领域（@Pleasant_Set_3182, 1分）
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- @Rass0255 (2): pretty cool graphics. But im not sure how i would need it
- @Pleasant_Set_3182 (1): is this something game developers would benefit from?
作者分享了一组在 CPU 上对 Kokoro、Supertonic 3、Inflect-Nano 和 Pocket TTS 等小型 TTS 模型的基准测试，结合 UTMOS 评分分析速度、音质和架构差异。
Sharing a CPU TTS benchmark with objective MOS scores in case it's useful for anyone evaluating small TTS models. Adding this because Kyutai's Pocket TTS is architecturally different from the others…
受众观点：① 想在服务器或本地设备上用 CPU 跑 TTS 的独立开发者 ② 正在为语音助手、客服机器人选型 TTS 模型的工程师 ③ 对 TTS 评测方法和 MOS 指标局限性感兴趣的音频/ML 从业者。
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- @gvij (1): GitHub Repo with raw CSV (180 rows), all 36 WAV samples, and the benchmark script for the TTS evaluation: [https://github.com/gauravvij/kokoro-tts-vs-supertonic-3-tts](https://github.com/gauravvij/kokoro-tts-vs-supertonic-3-tts) Full write up about the evaluation process and con…
- @OneWrangler7040 (1): the flat RTF on Pocket TTS is what caught my eye too, been thinking about worst-case latency for voice assistants and constant cost is way easier to budget for than something that spikes on long input kinda surprised Inflect-Nano even got 3.48 on UTMOS, when i tried it everythin…
帖子标题提到在 Raspberry Pi 5 上做边缘侧的手语识别，但正文内容缺失，只能从唯一评论推测作者在讨论模型精度与 CPU 占用之间的取舍。
> **Body:** >
受众观点：① 想在 Raspberry Pi 或类似 SBC 上跑实时视觉模型的开发者 ② 做无障碍应用、需要在本地识别手语或手势的独立开发者 ③ 对边缘 AI 部署和模型量化有兴趣的工程师。
展开评论
- @Clear_Aardvark_1020 (1): That's a solid setup for the Pi 5. I tried something similar with MediaPipe but the hand landmark model was eating too much CPU even on the 8GB version. You planning to quantize the model or you keeping it full precision?
帖子标题介绍作者如何从零搭建端到端延迟低于 500 毫秒的语音对话代理，用于实时语音交互场景。
r/webdev How I built a sub-500ms latency voice agent from scratch
受众观点：① 想在网页或应用里集成实时语音助手的前端和全栈开发者 ② 正在做客服、语音 IVR 或 AI 电话机器人，希望理解延迟瓶颈的产品和工程同学 ③ 对 WebRTC、流式 API 等实时交互技术感兴趣的独立开发者。
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- @Firm-Jacket-1878 (0): Impressive! How well do you think this architecture scales to hundreds of concurrent voice sessions?
作者在为客户网站制作用户手册时苦于逐页截图加文字说明的低效流程，询问是否有工具能自动录制用户或管理员操作流程并生成文档。
Hey guys, I was trying to make a user manual document for my web page for a client. What is the best way to make it ? In the past I always make a screenshot on each page, edit on photoshop/paint, and…
受众观点：① 经常要给客户交付后台系统或企业站点使用说明的自由职业前端 ② 维护复杂管理后台、需要频繁更新操作文档的团队 ③ 想用 AI 降低文档维护成本的独立开发者和小团队。
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- @Vivid_Pudding5791 (1): Yeah same way for me. Screenshots on each page and functionalities and I hated that workflow. Updating manual when there were changes on UI became quickly really tedious. Also looking solution for more automatic approach without any manual screenshots.
作者介绍 LingBot Vision，这是一种用自监督边界建模来训练视觉 Transformer 的方法，在 NYUv2 深度估计等任务上用更少数据逼近甚至超越 DINOv3 等大模型表现。
The idea: instead of masking random patches and hoping boundary structure emerges, the teacher predicts a dense boundary field online and the boundary-bearing tokens are forced into the student's mas…
受众观点：① 需要为机器人、AR/VR 或 3D 场景选择视觉 backbone 的工程师 ② 关注自监督视觉预训练进展的研究向开发者 ③ 想在产品里用开源视觉模型但又在意推理成本和数据需求的独立开发者。
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- _无评论_
作者开源了 TRACE，一个把对话历史组织成主题树而非扁平 RAG 的层级记忆系统，在 MemoryAgentBench 的 EventQA 任务上用开源 gpt-oss 模型显著超过 Mem0 和 MemGPT。
Built a memory system called TRACE that organizes agent conversation history into a topic tree (branches + summaries) instead of flat RAG chunks, and benchmarked it on MemoryAgentBench (ICLR 2026), s…
受众观点：① 正在搭建多轮对话助手或 AI agent 的独立开发者 ② 想在本地或私有环境里跑长上下文系统的企业工程师 ③ 关注 MemGPT、Mem0 等记忆框架但还没落地到生产的 AI 工程师。
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- _无评论_
作者在为支付系统设计协调原语时，区分了“谁有权执行”（锁和共识）与“执行是否真的完成”（执行真相）这两个问题，并提到很多系统借鉴 Temporal 通过确定性与重放来解决。
Ran into this while working on a coordination primitive for a payments system: locks and consensus (Redis, Raft, etcd) all answer "who can act right now" none answer "did the action actually complete…
受众观点：① 帖子本身指出常见锁和共识原语只回答谁能执行，崩溃后却无法回答动作是否完成的问题（原帖作者） ② 提到很多系统直接沿用 Temporal 的思路，用确定性执行和重放来恢复真实状态（原帖作者） ③ 读者会联想到自己在支付、订单等场景中遇到的“扣款是否成功”“任务是否重复执行”等经典问题（隐含受众）
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- _无评论_
作者分享在网站上线前用爬虫对比预发布与正式站点索引页面的技术 SEO 检查清单，提前发现 canonical、noindex、内链和元数据模板级错误。
One thing that saves a lot of cleanup later: crawl the staging site and compare indexable pages before launch, not after. I usually check four things: 1. Canonicals point to the final production URLs…
受众观点：① 前端和全栈开发希望减少上线后 SEO 故障排查时间的人 ② 独立开发者在给客户交付营销站或文档站时，想用一套可复制的技术 SEO checklist 提升专业度的人 ③ 对技术 SEO 有基础认知、但还没把检查流程自动化的工程师。
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作者分享一篇图解教程，演示在 Linux 内核中用 eBPF 从 C 代码编写、通过 verifier、JIT 编译到挂载事件做追踪和安全监控的完整流程。
A visual walkthrough of Linux eBPF. It goes through the basic pipeline: write a small C program, compile it with clang, load it with bpf(), get it past the verifier, JIT it, attach it to a kernel eve…
受众观点：① 对 Linux 内核观测和性能调优感兴趣的后端工程师 ② 想用 eBPF 做安全监控或网络过滤的基础设施开发者 ③ 正在评估是否要在自家产品里集成 eBPF 的独立开发者。
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- _无评论_
帖子标题讨论自己动手实现文件系统驱动的路由方案，即根据文件结构自动生成前端或全栈应用的路由配置。
r/webdev Roll your own file-based router
受众观点：① 在写自研前端框架或工具链的工程师 ② 维护老项目、想引入更现代路由约定的全栈开发者 ③ 对路由系统设计和 DX 优化感兴趣的独立开发者。
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- _无评论_
AnySearch 是一款面向 AI agent 的搜索基础设施，把来自可信网站的结果并行抓取、去重和结构化后提供给代理使用，提高回答的实时性和可靠性。
AnySearch
受众观点：① 关注 AnySearch 作为 AI 基础设施工具，强调它是给 agent 用的搜索而不是传统搜索框（@Search） ② 对比 Cortex、Eden AI、exa.ai 等替代方案，关心统一 API 和在多个数据源上做搜索的能力（@Search） ③ 好奇 AnySearch 如何处理 Cloudflare 等反爬机制、在复杂网站上保持抓取稳定性（@PicWish）
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- @Search (0): • [AI Infrastructure Tools](/categories/ai-infrastructure) A search tool for agents, not a search box. AI agents are only as good as the information they receive. When connected to AnySearch, your agent gets filtered, de-duplicated, and structured information from trusted source…
- @Search (0): [Cortex](/products/findr-5?ref=product%5Fsidebar) Let your AI search all your workspace apps, at once [5.0(41 reviews)](/products/findr-5/reviews)
- @Search (0): [Eden AI](/products/eden-ai?ref=product%5Fsidebar) Seamlessly Merging the Top AI APIs into One [4.8(22 reviews)](/products/eden-ai/reviews) [No-code Platforms](/categories/no-code-platforms)[Unified API](/categories/unified-api) [exa.ai](/products/exa-ai?ref=product%5Fsidebar) S…
- @AnySearch (0): Maker 📌 Hey Product Hunt 👋Grant here from the AnySearch team. We’re a team of AI developers and engineers building search infrastructure specifically for AI agents. **Traditional search was built for people. We built search for AI agents.** People skim links, compare sources, an…
- @PicWish (0): [@granthan](https://www.producthunt.com/@granthan) how do you handle sites that usually break standard crawlers? like cloudflare challenges. Upvote (4) Report Share 13h ago [](/@terence%5Flou) [Terence Lou](/@terence%5Flou)
Octolens AI 提供一套社交监听 API，聚合 Reddit、Hacker News、播客等多渠道提及，并用 AI 过滤噪音后推送给产品团队或 AI agent 使用。
Octolens
受众观点：① 用户认可 Octolens 能在开发者社区等渠道筛选出真正相关的讨论，并自动推送到 Slack 等工具中（@fmerian） ② 团队方强调很多客户根本不打开仪表盘，而是把提及流转到 Slack、Val Town、Missive 等现有工作流里（@Octolens） ③ 潜在用户关心 15+ 数据源汇总后上下文是否会膨胀、AI 过滤能削减多少噪音以及是否提供相关性评分（@Whetlan）
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- @Overview (0): * [Launches3](/products/octolens-ai#launches) * [Reviews1](/products/octolens-ai/reviews) * [Alternatives](/products/octolens-ai/alternatives) * [Built with](/products/octolens-ai/built-with) * [Team](/products/octolens-ai/makers) * [Awards](/products/octolens-ai/awards) * More…
- @fmerian (0): [Tabstack by Mozilla](/products/tabstack) •[20 reviews](/@fmerian/reviews) Octolens helps me identify the right conversations in relevant, developer-first channels. It's beautifully crafted and straightforward. Define your keywords, get notified on Slack, and forget it. It just…
- @Octolens (0): Maker 📌 Hey Product Hunt 👋 Charlotte here, co-founder of Octolens. Two years ago we set out to build a great social listening dashboard. The app you'd open with your morning coffee and check again before lunch. Then we looked at our happiest customers and realized almost none of…
- @Whetlan (0): [@octolens](https://www.producthunt.com/@octolens) [@charlotteschmitt](https://www.producthunt.com/@charlotteschmitt) With 15+ sources feeding into one endpoint, how much does the AI filtering actually trim down before it hits the agent? Curious whether context gets bloated fast…
- @Octolens (0): Maker Yes we do add relevance and filter out the majority of posts - there is so much noise in keyword based monitoring. We gather context on your business during onboarding and then add context to each keyword you add as well, that helps us score each post for relevance and fil…
Typeahead 2.0 是一款 Mac 上的本地 AI 自动补全工具，为每个应用提供私有写作风格、支持多语言，并通过本地模型在系统级提升打字效率。
Typeahead
受众观点：① 用户看重一次性买断、无订阅和本地模型带来的隐私优势，认为它很好地降低了把想法输入电脑的摩擦（@Sukha） ② 有用户反馈 Typeahead 在各类应用中内联补全、显著提升打字速度和输入舒适度，同时希望未来能支持跨平台（@MediPen） ③ 其他用户强调它作为原生 Mac 工具“装上就忘”的体验，认为相比云端替代品更稳定、干扰更少（@Typeahead）
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- @Overview (0): * [Launches2](/products/typeahead#launches) * [Reviews3](/products/typeahead/reviews) * [Alternatives](/products/typeahead/alternatives) * [Customers](/products/typeahead/customers) * [Built with](/products/typeahead/built-with) * [Team](/products/typeahead/makers) * More This i…
- @LLMs (0): [TalkTastic](/products/talktastic?ref=product%5Fsidebar) Voice Keyboard that Understands Your Personal Context [4.9(26 reviews)](/products/talktastic/reviews) [Text-to-Speech Software](/categories/text-to-speech-software)[AI Dictation Apps](/categories/ai-dictation-apps) [View m…
- @Sukha (0): •[12 reviews](/@steven%5Fpuri/reviews) #### What's great no subscription model (1)local models (1) it is true that we are all looking for ways to get the thoughts and the words out of our head most easily into some system that will process them and give us back value...Typeahead…
- @MediPen (0): •[1 review](/@jordanhenryowen/reviews) #### What's great Using Typeahead has been very useful for typing quickly and with much less effort. I really like how the suggestions appear right where I'm writing, so I can keep my train of thought and get words out more easily. Very qui…
- @Typeahead (0): This is so great to hear! Helping people type faster with much less effort is exactly what we're aiming to achieve. Cross-platform is something we'd love to do down the line too. Really appreciate the review 🙏 Upvote Report Share 1mo ago [Ruben Garcia Jr](/@rubenchis) •[1 review…
Sunrise 是一款基于 Google Tasks 的任务管理客户端，在不迁移数据的前提下提供更好的日程视图和任务规划体验。
Sunrise
受众观点：① 官方介绍强调 Sunrise 只是 Google Tasks 之上的客户端，不是新的任务系统，主打零迁移和更好的日程规划视图（@Overview） ② Maker 分享自己作为重度 Google Tasks 用户，对官方应用只会记事、不擅长规划一天工作的不满，解释为什么要做 Sunrise（@Telepath） ③ 用户关注 Sunrise 如何在只读到扁平任务列表的前提下实现看板列、卡片排序等结构，这些布局数据是否只存在 Sunrise 端（@Leopold）
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- @Overview (0): * [Reviews](/products/sunrise-5/reviews) * [Alternatives](/products/sunrise-5/alternatives) * [Built with](/products/sunrise-5/built-with) * [Team](/products/sunrise-5/makers) * [Awards](/products/sunrise-5/awards) * More Free Launch tags:[Productivity](/topics/productivity)•[Ta…
- @Telepath (0): Maker 📌 Hey Product Hunt 👋 I built Sunrise for myself. I rely on Google Tasks every day, but I kept hitting the same wall: it’s fine for jotting things down, terrible for actually planning your day. Google’s Tasks app is basically a notepad. You add items, check them off, and th…
- @Telepath (0): Maker
- @Leopold (0): Love that it is a client on top of Google Tasks rather than a second silo, since no migration is the reason I would actually try it. One concrete thing though: Google Tasks basically only stores flat lists plus due dates, so where does the kanban board layout live, the columns a…
- @Telepath (0): Maker
AirKaren 是一个面向消费者的 AI agent，帮用户免费处理航班问题等客服纠纷，自动查法规、提交索赔并持续跟进电话和表单。
AirKaren
受众观点：① 官方介绍强调 AirKaren 会自动引用相关法规、填写索赔表格并持续跟进，让用户不用再自己打客服电话（@Travel） ② Maker 分享团队是几所美国大学的学生，目标是替用户对抗大公司复杂的客服流程，自动判断用户是否有赔偿资格并代为执行（@AirKaren） ③ 有人质疑“完全免费”的商业模式，关心是否会从赔偿中抽成、还是暂时由融资补贴，以及在高调用量下成本如何覆盖（@AirKaren）
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- @Travel (0): • [AI Agents](/categories/ai-agents) AirKaren is the AI that fights customer service for you, completely for free. Tell Karen what went wrong with your flight, and she cites the regulation, files your claim, and chases down what you're owed. Karen will call customer support hotl…
- @LLMs (0): [Helply](/products/helply?ref=product%5Fsidebar) 65% AI resolution rate in 90 days, or you pay nothing [Customer support tools](/categories/customer-support)[AI Workflow Automation](/categories/ai-workflow-automation)
- @AirKaren (0): Maker 📌 Hello Product Hunt 👋 We're Jai, Emile, and Max, the founding team of AirKaren. We’re a team of students from Harvard, Northwestern, UIUC, and Vanderbilt taking on big corporations. We know everyone hates customer service. Companies have built customer service processes t…
- @AirKaren (0): Maker [@max\_beyer](https://www.producthunt.com/@max%5Fbeyer) [@dimitrijeg0404](https://www.producthunt.com/@dimitrijeg0404) Overhauling the roadmap right now Upvote (1) Report Share 1h ago [](/@galdayan) [Gal Dayan](/@galdayan) "Completely free" is the part I keep re-reading. C…
- @AirKaren (0): Maker