Claude Code 团队成员分享他使用体验中最重要的建议：开启 auto mode 自动执行权限请求，让多会话并行开发更顺畅高效。
People often ask what my biggest tip is for getting the most out of Claude Code. These days my #1 tip is: use auto mode Auto mode means no more permission prompts. It is the key building block for mu… ① 有人反馈 auto mode 仍会被权限分类器卡住，尤其在编辑 skills 时绕不过去（@johnturner, 47likes） ② 订阅用户希望 auto mode 之外还能在套餐内用 Fast mode，而不是额外按用量计费（@oikon48, 29likes） ③ 用户关心并行开多少个 session 才不混乱，以及官方近期调整使用上限带来的体验落差（@benson__1024, 2likes; @DannyCa31741168, 2likes）
Claude Code 团队成员分享他使用体验中最重要的建议：开启 auto mode 自动执行权限请求，让多会话并行开发更顺畅高效。
① 有人反馈 auto mode 仍会被权限分类器卡住，尤其在编辑 skills 时绕不过去（@johnturner, 47likes） ② 订阅用户希望 auto mode 之外还能在套餐内用 Fast mode，而不是额外按用量计费（@oikon48, 29likes） ③ 用户关心并行开多少个 session 才不混乱，以及官方近期调整使用上限带来的体验落差（@benson__1024, 2likes; @DannyCa31741168, 2likes）
mattpocock 总结自己对 AI agent“技能（skills）”设计的原则：简洁、单一职责、可组合、渐进暴露且与具体运行框架解耦，并向社区征集补充。
① 有人补充技能还应该做到“文档完善、可移植”，方便在不同项目和环境间复用（@mattpocockuk, 82likes） ② 评论强调不要在技能描述里用自然语言写复杂控制流和多步流程，认为 workflow 应该由上层编排而不是塞进单个 skill（@DavidKPiano, 15likes） ③ 其他开发者提出技能要有明确契约、在必要时保持确定性，并关注错误处理、重试安全和标准术语等工程细节（@techgirl1908, 13likes; @Ryan_tt1019, 12likes）
levelsio 吐槽 Anthropic GPU 紧张导致 Claude Code 每天自动把他的 effort 等级强制退回 medium，用起来非常恼火。
① 有人直接给出配置建议，让用户在本地 settings.json 里手动把 effortLevel 设为 max 来规避自动回退（@johnjoubert, 8likes） ② 也有人调侃 levelsio 很有钱，可以直接多买几份 max 20 计划来解决额度问题（@HaimBender, 4likes） ③ 有用户反馈自己这边不会被重置，或提醒检查是否在用最新版本的 Claude Code CLI，因为默认行为可能已更新（@sammcallister, 4likes; @rozzabuilds, 2likes）
Anthropic 的高端安全模型 Mythos 正在为 Claude Code 和 Claude Security 上线做准备，模型短暂出现在界面中但按官方说法仍不会向普通用户全面开放，引发用户对其高昂定价、仅限企业安全场景使用以及“对公众太危险但厂商内部却能用”的双标争议
Anthropic 的高端安全模型 Mythos 正在为 Claude Code 和 Claude Security 上线做准备，模型短暂出现在界面中但按官方说法仍不会向普通用户全面开放，引发用户对其高昂定价、仅限企业安全场景使用以及“对公众太危险但厂商内部却能用”的双标争议。
受众观点：跨平台评论主要围绕两个焦点：一是 Mythos 的可访问性和目标用户，二是其极高的使用成本。Reddit 上 @RemarkableGuidance44（score 93，Reddit）提到“只有微软里被选中的少数工程师能用 Mythos，而且非常昂贵”，并补充说 Mythos 已被用于 Microsoft Defender 的安全场景，暗示这是面向大型企业安全团队的专属能力；同一用户 @RemarkableGuidance44（score 47，Reddit）估算成本“可能每位工程师每月超过 5 万美元，而且一次任务要跑好几个小时”。另一位用户 @No-Procedure1077（score 13，Reddit）指出 Mythos 的问题不仅是单价高，还因为“疯狂烧 token，做和 Opus 类似的任务却要多出 20–30 倍成本”，而 @-MiddleOut-（score 8，Reddit）则称 API 价格大约是 Opus 的 5 倍。定价吐槽中还有 @43293298299228543846（score 27，Reddit）调侃“Introducing Mythos, at only $750 per month”，以及 @eat_da_poo（score 14，Reddit）质疑“速度和工程师差不多却更贵”。在 Twitter 上，@NotSpacewear（score 0，Twitter）则从监控角度解释厂商更愿意在自家“harness”里开放模型，因为可以更好地观察用户行为，而 @vazuzu_varun（score 0，Twitter）把这种做法类比为“几乎所有 AI 初创都在用的营销话术”，认为很多产品并不比开放模型更安全，只是包装得更好。
独立开发者 Aditya 发布了 SleekDemo，这是一款将普通屏幕录制自动转成精致产品广告和演示视频的工具，上线不到 9 小时就因热度和讨论度收到了收购报价
独立开发者 Aditya 发布了 SleekDemo，这是一款将普通屏幕录制自动转成精致产品广告和演示视频的工具，上线不到 9 小时就因热度和讨论度收到了收购报价。
受众观点：评论区的关注点主要集中在三个方面：一是产品本身的效果和可用性，很多人直接表达想用或已在用，例如 @CodingNoobie（score 4，Twitter）说“Thanks for the early access man this project will do wonders”，@krishdotdev（score 3，Twitter）表示“gonna try this out 🔥”，说明目标用户对“零剪辑技能也能做出好看 demo”的卖点高度认可。二是合规与抄袭争议，@nerdynikhil（score 4，Twitter）质疑 UI 与现有产品相似且摄像头叠加有问题，@AbhishekRa59512（score 3，Twitter）提醒要遵守 Open Recorder 的 Apache 许可证和署名要求，显示开发者受众对开源合规非常敏感。三是收购要约与是否出售的讨论，在第二条推文下，@ammohitchaprana（score 3，Twitter）提到“Your audience is even suggesting you the price to sell”，@MRehan_5（score 1，Twitter）则建议“Sell it bro Already many screen recorders in the market including free this will not lift up more”，而 @bydhruvil（score 1，Twitter）从“building in public”的角度鼓励继续做下去，这些评论反映出大家对估值、竞争格局以及公开构建策略的不同看法。
Claude Code 团队成员分享他使用体验中最重要的建议：开启 auto mode 自动执行权限请求，让多会话并行开发更顺畅高效。
People often ask what my biggest tip is for getting the most out of Claude Code. These days my #1 tip is: use auto mode Auto mode means no more permission prompts. It is the key building block for mu…
受众观点：① 有人反馈 auto mode 仍会被权限分类器卡住，尤其在编辑 skills 时绕不过去（@johnturner, 47likes） ② 订阅用户希望 auto mode 之外还能在套餐内用 Fast mode，而不是额外按用量计费（@oikon48, 29likes） ③ 用户关心并行开多少个 session 才不混乱，以及官方近期调整使用上限带来的体验落差（@benson__1024, 2likes; @DannyCa31741168, 2likes）
展开评论
- @johnturner (47): @bcherny Auto mode still gets stuck with permissions issues. I’ll see classifier issue all the time . Bypass permissions even has issues when editing skills.
- @oikon48 (29): @bcherny Auto mode is nice. I would like Fast mode in our subscription in addition to this, not in usage credit.
- @rozzabuilds (7): @bcherny Do you still use /simplify?
- @benson__1024 (2): @bcherny By the way, how many sessions do you usually work on in parallel? I get confused when I work on more than two sessions at once. Any tips?
- @DannyCa31741168 (2): @bcherny Why did you remove the 50% higher weekly limits? Last week it clearly felt active; this week my usage is burning incredibly fast, even while trying cheaper models. It feels awful when a “preview” appears for one week and then silently disappears.
NousResearch 发图称「一群书呆子在持续取得进展」，展示团队在 Hermes 等开源模型和 agent 能力上的最新研发动向。
A bunch of nerds making progress. https://t.co/6wx8BRm9sA
受众观点：① 有人调侃这群书呆子其实在「改变世界」，体现社区对 Nous 在开源模型领域影响力的认可（@AlloraNetwork, 6likes） ② 也有人称 Nous 是突然杀出来在几天内就搅动局面的团队，关注其迭代速度和爆发式影响（@HermesAgentTips, 6likes） ③ 有评论认为他们不只是进步，而是在改变整个 agent 助手空间的方向和能力边界，凸显大家对其技术路线的期待（@IMJustinBrooke, 5likes）
展开评论
- @AlloraNetwork (6): @NousResearch Just a bunch of nerds changing the world, no biggie.
- @HermesAgentTips (6): @NousResearch Nous is the team that comes out of nowhere and it wrecks havok in a matter of days... :)
- @IMJustinBrooke (5): @NousResearch Progress is an understatement. Changing the entire direction and capability of the agentic assistant space is more like it.
- @ivanfioravanti (4): @NousResearch Should be your new tagline! Please keep being nerds and keep making progress! 💪
- @mindragon (3): @NousResearch https://t.co/DYzOpo7s1h
独立开发者 steipete 把自己想要的 GitHub 仪表盘产品化，集中展示仓库、Issue/PR、最近版本和自上次发布以来的提交数。
I always wanted a GitHub dashboard: See my repos, open Issues/PRs, what version I released last, how many commits since last release. So I built one for everyone. https://t.co/GWCP5wcrDQ https://t.co…
受众观点：① 开发者觉得这个仪表盘很酷，认为可以作为公开主页展示项目和信誉度，并好奇其中的 trust score 机制如何设计（@madhavajay, 8likes） ② 有人担心应用请求的 GitHub 权限过大，质疑为什么需要“代表用户操作”的授权（@juamps, 4likes） ③ 用户从体验角度反馈移动端顶部栏无法滚动等小问题，同时表示这类工具是自己一直想做却没时间做的东西（@AnExiledDev, 3likes）
展开评论
- @madhavajay (8): @steipete So cool! Thanks. Would be a great permanent public home page too. Would look cool to show stuff like https://t.co/hp3klJ0Gdu How does the trust score work? Maybe it could show some @mitchellh vouch counts?
- @juamps (4): @steipete Why does the app need permission to act on our behalf?
- @AnExiledDev (3): @steipete Hmm, this is something I've also wanted but didn't have the time to build. Neat thanks. Also no way to scroll the top bar on mobile, minor but needs another review. https://t.co/kv64ouukY1
- @farshadtaheri (3): @steipete Genuinely curious. How many hours do you get to sleep?
- @LeonKuzmin_ (1): @steipete Was there not already a GitHub dashboard on GitHub? Anytime I think of a project to start, there is already a dozen of them made
开发者 thdxr 感叹现在任何不够精致的作品都会被骂成“AI slop”，从过去质疑能力变成直接质疑创作者人品和是否偷懒。
any lack of polish now gets equated to ai slop all fields: software bugs, bad movie, bad video game before the audience would make a judgement about your skills, which was tolerable because you can g…
受众观点：① 有人表示现在连在文本里多打几个破折号都会被怀疑是 AI 写的，说明大众对 AI 痕迹高度敏感（@PracurserTweets, 28likes） ② 评论认为很多高调鼓吹 AI 的人确实是偷懒或诈骗，导致整体风评被拖累，真正用 AI 做实事的人被连坐（@numerounochef, 10likes） ③ 做游戏和绘画的创作者抱怨自己 2010–2015 年风格的人类作品也被误认成 AI 图，担心辛苦创作被一棍子打死（@draginol, 6likes）
展开评论
- @PracurserTweets (28): @thdxr For real — can’t even put some dashes in my texts anymore without people calling it AI 😭
- @numerounochef (10): @thdxr The problem is that most of the very vocal AI proponents are lazy frauds. I do agree about the overall nature. Some people use AI effectively and are really building things, but scam artists dominate the bulk of the discourse. It's way worse outside of tech, as well.
- @draginol (6): @thdxr Try making fantasy games that have art made between 2010 and 2015 that AI was heavily trained on and your own human art gets called AI slop. https://t.co/fTnH10XXdK
- @jakkvega (4): @thdxr jokes on them, i was always lazy
- @lmx_jch (2): This has been a concern of mine with my current project. I'm trying to make sure its perfect before going public on github. It's a combination of new territory for me as a dev (classic imposter syn), and exactly what you say about ai slop. The project is definitely not vibe code…
mattpocock 总结自己对 AI agent“技能（skills）”设计的原则：简洁、单一职责、可组合、渐进暴露且与具体运行框架解耦，并向社区征集补充。
Skills should be: - Concise - Responsible for one thing, not multi-step - Composable - Progressively disclosed - Harness-agnostic What else? Or - what did I get wrong?
受众观点：① 有人补充技能还应该做到“文档完善、可移植”，方便在不同项目和环境间复用（@mattpocockuk, 82likes） ② 评论强调不要在技能描述里用自然语言写复杂控制流和多步流程，认为 workflow 应该由上层编排而不是塞进单个 skill（@DavidKPiano, 15likes） ③ 其他开发者提出技能要有明确契约、在必要时保持确定性，并关注错误处理、重试安全和标准术语等工程细节（@techgirl1908, 13likes; @Ryan_tt1019, 12likes）
展开评论
- @mattpocockuk (82): - Well-documented - Portable
- @DavidKPiano (15): @mattpocockuk I would double down on not representing control flow in prose, including multi-step flows, complex branching or anything workflow-like. Skills are not the place for that.
- @techgirl1908 (13): @mattpocockuk opinionated deterministic where necessary contractual https://t.co/EvWEoWeBa3
- @Ryan_tt1019 (12): Great list! I’d add: • Idempotent & retry-safe • Explicit error handling patterns • Self-describing boundaries On harness-agnostic: totally agree in principle, but model differences (e.g. Claude vs others) sometimes force small adaptations. Maybe “model-aware where necessary” as…
- @twilson63 (4): @mattpocockuk What are the chances the answer today will be different 2 months from now?
levelsio 吐槽 Anthropic GPU 紧张导致 Claude Code 每天自动把他的 effort 等级强制退回 medium，用起来非常恼火。
I know Anthropic has a GPU shortage but every day forcefully putting my effort back to medium feels...well....annoying https://t.co/WA8iA4vDi6
受众观点：① 有人直接给出配置建议，让用户在本地 settings.json 里手动把 effortLevel 设为 max 来规避自动回退（@johnjoubert, 8likes） ② 也有人调侃 levelsio 很有钱，可以直接多买几份 max 20 计划来解决额度问题（@HaimBender, 4likes） ③ 有用户反馈自己这边不会被重置，或提醒检查是否在用最新版本的 Claude Code CLI，因为默认行为可能已更新（@sammcallister, 4likes; @rozzabuilds, 2likes）
展开评论
- @AJalomaki (75): @levelsio My brother in Christ. Take this and bless your heart. https://t.co/74VAzAYCqy
- @johnjoubert (8): @levelsio Have you added the effort level in the settings.json? Set "effortLevel": "max" in ~/.claude/settings.json
- @HaimBender (4): @levelsio bro u rich, buy like 10 max 20 plans https://t.co/L4yvu5j7gs
- @sammcallister (4): @levelsio Hmm it should default to xhigh for Opus 4.7. Are you on latest version of Claude Code (CLI)?
- @rozzabuilds (2): @levelsio Interesting. This doesn’t happen for me. It always persists daily
OpenClaw 发布 2026.5.22 版本，优化网关和模型启动速度、将 /models 延迟降到约 5ms，并通过锁定 npm 依赖和强化 Windows 安装路径来提升安全与稳定性。
OpenClaw 2026.5.22 is live ⚡ Gateway/model startup paths got leaner 🧠 /models drops to ~5ms 🔒 npm packages ship locked deps 🪟 Windows install/update paths hardened Less waiting, fewer surprises. http…
受众观点：① 官方补充说明这次版本进一步收紧发布和安装信任链，引入生成的 shrinkwrap、提前执行包验收并把文档资产排除出运行时包（@openclaw, 49likes） ② 多位用户抱怨每次更新都要花数小时手动修 JSON、频繁重启 gateway，认为新版本经常带来新的破坏性问题（@AgenticJonesy, 5likes; @DG777___, 5likes） ③ 有团队因为之前发现的安全问题已经迁移到 Hermes，认为锁定依赖来的太晚，反映出对供应链安全的不信任（@iYaT_TA, 4likes）
展开评论
- @openclaw (49): OpenClaw 2026.5.22 also tightens release/install trust. Root and OpenClaw-owned npm plugin packages now ship generated shrinkwraps, package acceptance runs earlier, and docs/assets stay out of runtime tarballs.
- @Cheetah_x0 (10): @openclaw Just fix bugs at this point, there's no point of new features if they don't work and breaks after every new updates
- @AgenticJonesy (5): @openclaw Problem is every time I update it's at least 6 hours of JSON surgery and openclaw gateway restart about 40 times.
- @DG777___ (5): @openclaw new updates = it's time that i have to fix before I use aka no point and wasting time
- @iYaT_TA (4): @openclaw That locked deps came too late. First security issue we found and I had my team abandoned this for Hermes like two months ago.
levelsio 晒出自己在 X 上收到的欧盟官方私信，调侃 EU 要求平台解释账号标记含义的合规通知既迟到又有些荒诞。
I got a message on @X from the 🇪🇺 EU today! https://t.co/1R4BLii34U
受众观点：① 有人吐槽这是 EU 强迫 X 解释早就说明过的事情，认为监管动作严重滞后于 2023 年的事件（@AutismCapital, 208likes） ② 评论调侃以后可能还会强制加上“点赞不代表真的喜欢你”之类的免责声明，讽刺监管过度介入社交互动（@just_adev, 101likes） ③ 不少人抱怨纳税人的钱被用在这种形式主义通知上，同时用夸张比喻讽刺欧盟机构的低效和官僚主义（@bitsplihte, 15likes; @TerrorismGuy, 13likes）
展开评论
- @AutismCapital (208): @levelsio @X Jesus christ lmao. No idea what's sadder: the fact that they forced X by law to have to explain this or the fact that it took Europe until 2026 to talk about something that happened in 2023.
- @just_adev (101): @levelsio @X next they'll mandate a disclaimer that "likes" don't mean the person actually likes you
- @SimonTheNoob (22): @levelsio @X Yeah, same yesterday. Honestly, this was very well communicated out at the time, it's just the EU throwing shit at the wall and seeing what sticks. Also, I fully expect X to be banned in the EU before 2028, in favor of totally-not-EU-controlled W.
- @bitsplihte (15): @levelsio @X I'm so glad taxpayer money is being put to such good use.
- @TerrorismGuy (13): @levelsio @X I am really happy that they clarified this. Otherwise, I would have never known that friendlyracistperv69 with a blue checkmark is not some kind of public official. Sometimes have no idea what we would do without the European Commission.
steipete 分享自己在重构旧 subagents 代码时，让 autoreview 连跑 5 小时自动修复大量问题的实践，并补充用 scratch-log 记录代理决策的经验。
I'm refactoring an older part of the codebase (subagents) that touches a lot of code, and autoreview is running for 5h already and fixing tons of issues. https://t.co/zbUjIS2e1i https://t.co/K59rOyLz…
受众观点：① 作者本人建议在大规模重构时让 codex 维护一个 scratch-log，记录决策、权衡和 review 修复，方便事后理解代理做了什么（@steipete, 214likes） ② 有人半开玩笑地吐槽这种操作会烧掉巨额费用，反映出大家对长时间跑代理的成本敏感（@_why_so_cereal_, 20likes） ③ 其他开发者好奇为什么 openclaw 不用数据库来存核心文档和技能，以及是否有更系统的 agent 使用指南和最佳实践可参考（@RWQBrown, 2likes; @konet, 1like）
展开评论
- @steipete (214): Tell codex to maintain a scratch-log while it works on bigger refactors with decisions it had to make, tradeoffs, review fixes, so later on you can read through which tradeoffs the agent made, what you forgot to specify etc.
- @_why_so_cereal_ (20): @steipete This little maneuver is gonna cost us $100k. https://t.co/kl5AehQwFf
- @RWQBrown (2): @steipete Peter, why doesn't openclaw use DB's for everything it can like core docs, identity, skills, etc? It would make them more auditable, etc.
- @VNInsightDaily (2): @steipete refactoring that legacy chunk will streamline all downstream work—anticipating smoother sprints and fewer blockers. great job.
- @konet (1): @steipete Hey @steipete is there any up to date guide detailing how you are working with agents? I like the idea of the progress MD file. Anything new you have learnt that works?
steipete 分享自己用 Codex 生成了一个笑脸图案的有趣小实验，引发大家对模型是否具备情绪和个性的调侃。
codex... made a smiley? :) https://t.co/UJc4X4A8q1
受众观点：① 很多人把 Codex 生成的笑脸当成“地精”“有情绪”的存在，开始拟人化模型行为（@bonitadreama, 43likes） ② 有人好奇模型是不是已经具备情绪或更强的表达能力（@MunchBaby1337, 13likes） ③ 也有人感叹时代变化太快，AI 输出越来越像真人互动（@reach_vb, 7likes）
展开评论
- @bonitadreama (43): @steipete It's the goblins 🖤
- @MunchBaby1337 (13): @steipete It has emotions? https://t.co/jpLjGMQBCd
- @reach_vb (7): @steipete times truly be changing
- @altaywtf (5): @steipete had a bromance moment today https://t.co/rN7RWKETgC
- @ColdShalamov (2): @steipete https://t.co/xYvdvI0wlT
rauchg 统计了 1400 条回复后发现，在开发者心智中 OpenAI 正在追上 Anthropic，且“Codex”的提及次数超过“Claude Code”，但按具体模型提及量看 Anthropic 仍然占优。
Processed 1400 replies ◾ OpenAI is catching up to Anthropic ◾ 'Codex' got more mentions than 'Claude Code' ◾ However, by model mentions, A\ is mogging https://t.co/BjtqVGmlUg
受众观点：① 有人建议过一段时间再回头看数据，暗示竞争格局可能快速变化（@TheRohanVarma, 56likes） ② 评论里有开发者现身说法，称 Claude Code 在直播中修复了多个线上 bug，数据表现符合自己体验（@facundofranco_, 3likes） ③ 也有人从版本迭代角度指出 Anthropic 在 Opus 4.7 上表现失误，而 OpenAI 仍在持续推进（@techguyver, 2likes）
展开评论
- @TheRohanVarma (56): @rauchg Let’s check back in 1 month 👀
- @moggingonchain (10): @rauchg https://t.co/zeUSTWScnQ
- @tranmautritam (4): @rauchg Great! Can you teach me how to create the analytics from X comment like this
- @facundofranco_ (3): @rauchg Claude Code fixed three production bugs live while people watched yesterday. The data tracks.
- @techguyver (2): @rauchg Opus 4.7 was the first time looked like anthropic fumbled out on something whereas OpenAI continued to make progress
lateinteraction 表示团队管线里还有一些很酷的东西在路上，暗示后续会有新的 AI/ML 研究或产品发布。
we still have a few cool things in the pipeline :-)
受众观点：① 合作者评论说管线只会越堆越多，很多想法都值得一试，体现大家对持续探索和实验文化的认可（@NoahZiems, 7likes） ② 也有人夸他们「绝对在杀疯了，真正在推动前沿」，关注的是团队在研究前沿上的突破感（@polymorfaisal, 2likes）
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- @NoahZiems (7): @lateinteraction Somehow the pipeline keeps growing too, so many things to try!
- @polymorfaisal (2): @lateinteraction Absolutely killing it. Truly pushing the frontier.
研究者 wzenus 宣布论文 RAGEN-2 被 ICML 选为 oral 报告，感谢多位合作者并附上论文链接。
RAGEN-2 is selected as ICML oral! Congrats and great appreciation to all collaborators!! https://t.co/J6uuv7nkcf
受众观点：① 多位研究者和同行在评论里祝贺，体现学术圈对 RAGEN-2 工作质量和影响力的认可（@WengZhaoti39773, 2likes） ② 作者本人贴出论文链接，方便大家深入阅读，说明受众对技术细节和原始论文仍有兴趣（@wzenus, 4likes） ③ 其他学者也跟帖恭喜，希望他们继续保持这种研究节奏，关注的是团队持续产出的能力（@liangdingNLP, 1like）
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- @wzenus (4): https://t.co/EDQjxVwwZp
- @WengZhaoti39773 (2): @wzenus @khademinori @YejinChoinka @jiajunwu_cs @ManlingLi_ @LINJIEFUN @chi_gui_1 @DeimosGN @qineng_wang @James_KKW @shiqi_chen17 @zhengyuan_yang Congrats!
- @ZheyuFan (1): @wzenus @YejinChoinka @jiajunwu_cs @ManlingLi_ @LINJIEFUN @chi_gui_1 @DeimosGN @qineng_wang @James_KKW @shiqi_chen17 @zhengyuan_yang congratulations🎉🎉
- @kaivalss (1): @wzenus @YejinChoinka @jiajunwu_cs @ManlingLi_ @LINJIEFUN @chi_gui_1 @DeimosGN @qineng_wang @James_KKW @shiqi_chen17 @zhengyuan_yang Congratulations!
- @liangdingNLP (1): @wzenus @YejinChoinka @jiajunwu_cs @ManlingLi_ @LINJIEFUN @chi_gui_1 @DeimosGN @qineng_wang @James_KKW @shiqi_chen17 @zhengyuan_yang Congrats 🎊
natolambert 澄清自己写的是关于大模型后训练阶段的书，并用「post-training book」的梗回应读者对书内容范围的疑惑。
I heard people needed clarification that my book was a post-training book https://t.co/R01DTXUyAV
受众观点：① 有人调侃读者本身也需要被「预训练」一下才能看懂这本后训练书，体现圈内对术语和门槛的自嘲（@derangineer, 1like） ② 也有人问既然有 pre-training 和 post-training，那真正的 training 在哪，说明不少人对这些概念的划分仍然困惑（@SteveBrecher, 1like） ③ 其他评论简单表示 clever 或好笑，关注的是这个命名和澄清方式本身的幽默感（@dejavucoder, 0likes）
展开评论
- @derangineer (1): @natolambert @TheZachMueller people may need to be pre-trained
- @SteveBrecher (1): @natolambert So there's pre-training and post-training. Where's the training?
- @aaronbatilo (0): @natolambert How tf are we supposed to know that
- @dejavucoder (0): @natolambert clever
- @yash1_ (0): @natolambert Haha, nice, a good clarity check.
作者讨论用大模型当裁判来筛选 OPSD 训练中要屏蔽的 token，相比普通 OPSD 有小幅提升但计算开销更大且 token 级信用分配存在根本问题。
Interesting. Use an LLM as a judge to filter out tokens to mask during OPSD. Slight improvements over normal OPSD but seems alot more compute intensive? https://t.co/GNBTWsCAxv
受众观点：① 关注 soft target distillation 和 OPSD 细节的研究圈读者在讨论 token 级过滤是否合理（@nrehiew_, 24likes） ② 工程向读者担心在训练或推理环节引入 LLM 裁判会带来过高算力税，收益不成比例（@Rami_Bball_Fan, 0likes） ③ 有人联想到 PPO 等强化学习里 critic 模型的“胡乱分配信用”问题，质疑当前 credit assignment 范式（@ariaurelium, 0likes）
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- @nrehiew_ (24): I think everyone basically agrees you need some sort of filtering (exactly what is the question) over soft target distillation. The problem is that token space is the wrong domain imo. Look at the sample below, even as a human I cannot tell you which tokens deserve to be upweigh…
- @Rami_Bball_Fan (0): @nrehiew_ Yeah that was my first thought too. Better signal, but I wonder if the judge in the loop is a real compute tax for what still looks like pretty modest gains.
- @ariaurelium (0): @nrehiew_ reminds me of iirc the vineppo paper, where they checked what the PPO "critic model" was actually doing and found that it was assigning credit seemingly nonsensically
- @sakurayukiai (0): @nrehiew_ Did they report net TPS? Trading compute for a higher acceptance rate is the classic speculative decoding trap. If the draft overhead is too heavy, you're just burning FLOPs for fun.
- @ar0cket1 (0): @nrehiew_ Seems negligible more expensive, it’s likely fine to pay this much
作者分享自己在文本和代码创作中使用 AI agent 的体验，纠结于亲自慢慢写的满足感与让 AI 快速代写的效率之间如何找到平衡。
I like writing. Text and code. I also see that using AI agents can accelerate both. Still trying to find the right balance between: - fulfilling and slow (me doing all the writing) - boring and fast…
受众观点：① 有人强调加速不等于理解，认为代理适合你不在乎细节实现的任务，而真正想理解的系统仍该由人主导（@ScienceOrMyth, 1likes） ② 读者提出人和 agent 之间不同层级的协作模式，从纯人工到完全由 agent 驱动（@hengcherkeng, 1likes） ③ 多数人认同 agent 适合作为增强工具，用来头脑风暴、润色和纠错，而不是完全替代写作本身（@unmodeledtyler, 1likes；@DangTLam, 0likes）
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- @ScienceOrMyth (1): acceleration doesn't equate to understanding. But generally I see what you are saying. Any complex system degrades information on transmission and I think this is where agent shine in ways hiring a developer might lead to more problems. When you control a prompt, you can determi…
- @hengcherkeng (1): @JFPuget 4 level of intelligence, 4 level of choice: 1. Human works only 2. Human manages agent 3. Agent manages human 4. Agent only
- @unmodeledtyler (1): @JFPuget I really think agents are best when they are treated as an augmentation. there are certain things I won’t let a model write for me, but I’ll use it as a sounding board or to get my own creative engines turning. That human instinct + taste is still a huge piece of the pu…
- @sauvast (0): @JFPuget Exactly. If you let the agent do all the thinking, you aren't an engineer or a writer anymore you're just an editor for a mediocre machine.
- @DangTLam (0): @JFPuget Of course hybrid is better quality and also more satisfying. I find using AI is useful for writing but not by asking it to write for me. I use it to ask question, challenge wording, fix spelling so I can focus on the key points
Two Minute Papers 介绍一项让 DeepSeek 具备视觉能力的新技术，认为这是视觉方向上的潜在游戏规则改变者，并附上论文和代码链接。
This new technique teaches DeepSeek to see, and it's kind of a game changer. Here's why! Paper and code link below. https://t.co/xiHeWOU5go
受众观点：① 作者补充了论文和代码链接，方便研究者和开发者直接上手实验（@twominutepapers, 4likes） ② 有观众简单表达对内容的认可和感谢，说明这类“新技术+代码”科普对技术受众有持续吸引力（@Monogrammaton, 1likes）
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- @twominutepapers (4): Paper + code: https://t.co/9phk88tuOm
- @Monogrammaton (1): @twominutepapers Thank you! Great work again
Hacker News 讨论 DeepSeek v4 Pro API 在促销结束后仍将按原价四分之一收费，以及其在复杂编码任务和大上下文窗口下的性价比表现。
> (3) The deepseek-v4-pro model API pricing will be officially adjusted to 1/4 of the original price after the 75% discount promotion ends on 2026/05/31 15:59 UTC. https://x.com/deepseek_ai/status/20…
受众观点：① 每天消耗大量 tokens、对模型成本极度敏感的独立开发者和小团队 ② 想在产品里加入自动编码或代码审查功能的 SaaS 创作者 ③ 正在评估从主流美系模型迁移到 DeepSeek 等新玩家的工程师。
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- @Havoc (0): Neat. I like DS for secondary checks on code. Sometimes spots things other models don't
- @Sphax (0): That is some insane value. I've been using GLM Coding Plan Max with GLM 5.1 for a while and i've tested DeepSeek V4 Pro maybe for 3 weeks now and I found it to be better than GLM 5.1 for complex coding tasks. I've used 65m tokens and with that price it cost me $1.5, that's reall…
- @bel8 (0): Great! I have been using DeepSeek 4 Flash high for everything lately. First accessible model with useable 1 million context window for me.
- @kingjimmy (0): is this the Huawei chip difference?
- @belinder (0): Anyone using deepseek through a gateway (not sure if right term) so there's no data retention? At work we're going through a few hundred million tokens a day in our app (using anthropic models), and we're looking for something significantly cheaper
一篇在 Hacker News 热门的帖子讨论用类打字机或 Linux 终端加 eInk 等极简设备来写作和编程，追求远离干扰的专注体验。
Time to talk about my writerdeck
受众观点：① 容易被多窗口和通知打断、想提高专注度的程序员和写作者 ② 对 eInk、Raspberry Pi 等极简设备感兴趣的极客用户 ③ 想为开发者设计“专注模式”或轻量客户端的工具作者。
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- @jlundberg (0): The stress relief of a plain old Linux terminal should not be underestimated. Not only for writing, but for shell sessions too. I love my Raspberry Pi for that.
- @ramses0 (0): Just zellij instead of tmux, it's so much better!
- @dragonfax (0): Reminds me of word processing on DOS back in the 80s and early 90s. Pre-WYSIWYG.
- @itrunsdoomguy (0): Awesome machine. Missing Doom though.
- @daoboy (0): I'm desperately awaiting the perfect eink device for this. I've got a great writing setup on Obsidian that really works for me, a royal kludge mechanical keyboard...just waiting on the next gen of eink The Boox One Note Max was sooo close, but they almost immediately discontinue…
Hacker News 上一篇关于 HTML 中 <dl> 列表语义和用法的讨论，围绕用定义列表替代嵌套 <div> 以提升可读性和可访问性展开。
On The <dl> (2021)
受众观点：① 负责前端实现的独立开发者和小团队工程师 ② 想提升产品可访问性和 SEO 质量的 Web 创业者 ③ 对“让 AI 更好读懂网页结构”感兴趣的工具作者。
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- @turtleyacht (0): Hoped to see CSS for the alternative, where <div> is not nested inside the <dl>. Too used to thinking of div as "layout containers."
- @Telemakhos (0): I was a bit surprised to see nested <div>s given as some sort of precursor pattern, when <dl> was part of HTML before 2.0 back in the days of table layout.
- @rickstanley (0): I've used this a good amount of times, when I coded in front end projects. The first time gave me that satisfying feeling of using the right tool for the job, like completing a puzzle of HTML semantics. I remember JAWS not announcing it correctly in 2018, not sure if it's better…
- @phyzix5761 (0): I'm curious if the spec actually says you can only wrap it with a div because I like to do semantic html and name my elements specific to my domain.
- @captn3m0 (0): > Prior to HTML5, this was called a definition list. This is because the <dl> was originally only intended to represent glossaries of terms and their definitions. TIL I’ve been naming it wrong for a decade.
Hacker News 讨论微软开源早期 DOS 源码的博客文章，引发大家对老系统源码、早期计算机简洁设计和现代软件复杂度的感慨。
https://opensource.microsoft.com/blog/2026/04/28/continuing-...
受众观点：① 对系统设计和底层实现感兴趣、但日常主要写高层应用的开发者 ② 想通过学习老系统源码提升编程品味的工程师 ③ 在做需要高可靠性和低资源占用产品的独立开发者。
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- @dang (0): Recent and related: Microsoft open sources DOS 1.00 on 45th anniversary - https://news.ycombinator.com/item?id=47957494 - April 2026 (19 comments)
- @gnabgib (0): Discussion, on the source, at the time (79 points, 24 days ago, 19 comments) https://news.ycombinator.com/item?id=47957494 Or on the GitHub clone (162 points, 15 comments) https://news.ycombinator.com/item?id=47946813
- @userbinator (0): I wonder how long it'll be before they release the source for the earliest Windows versions. The fact that they still have the source for this very old DOS at least gives hope that they also do for old Windows.
- @teamsolid (0): It is wonderful how early years of modern computing was brilliant. We treated machines as they really are: machines. Performance, creativity, science..., all possible to make a 386 machine work. Nowadays is all about libraries, virtualization, [bad] code over [bad] code over [ba…
- @signa11 (0): in the words of mr. mitch-hedburg “here, you throw this away“
一篇在 HN 热门的 16 字节极限体积图形 demo 作品，引发程序员对代码艺术和极客精神的集体膜忆和赞叹。
Wake up! 16b
受众观点：① 以为标题是 16B 参数大模型、结果发现是 16 字节 demo 的反差趣味（@kennywinker） ② 老 demo 圈和图形程序员对如此小体积却有完整画面和效果的技术敬畏（@3form） ③ 开发者被这种“纯技术+美学”的作品再次点燃，对比日常工业代码的乏味（@hei-lima）
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- @gnabgib (0): Discussion (209 points, 6 days ago, 34 comments) https://news.ycombinator.com/item?id=48173962
- @kennywinker (0): Definitely thought this was a 16b parameter llm, not a 16 byte demo.
- @3form (0): Some other time, I really thought that a 32 byte demo I saw is the limit of how small the binary can get and still look good. That other demo didn't even have sound. This is hell of a good work. A masterpiece to retire after. (or more realistically, chase it on other architectur…
- @sneak (0): This is absolutely obscene. I am floored. Sweet hack.
- @hei-lima (0): I'm really impressed. Those are the things that made me love programming and computing. It's all so beautiful, it's TRULY art. It's a shame that in the industry we don't usually have the opportunities to make something like that, with AIs and all that...
一篇介绍手工绘制数据可视化图表的文章，在 HN 上引发对手绘图表美学与现代软件制图差异的讨论。
I spent 50 hours drawing a line graph
受众观点：① 有人分享亲自手绘数据图表的体验，强调耗时但极具成就感和触感（@dougdude3339） ② 读者把作者的手绘和 TikZ 等“半手工”工具对比，认为这类内容正是 HN 的价值所在（@yvdriess） ③ 不少人迷恋中世纪工程图、NASA 图表等老派图纸的排版和线条经济性，认为值得投入精力模仿（@pram）
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- @dougdude3339 (0): What's been more interesting to me lately than using software to design data visualizations is learning to draw data by hand. It's a time consuming process but incredibly rewarding. The feeling of erasing graphite to reveal clean, crisp lines is something that software cannot re…
- @jstummbillig (0): > A professional draftsman of the 1920's may cringe at the imperfections in my line graph above. They can suck it. I am willing to suck it but the kerning is still killing me. (I love everything about this btw)
- @yvdriess (0): And here I thought drawing graphs in TikZ was doing it manually. Love the article, this is why I browse HN.
- @pram (0): They look really good. I really enjoy looking at midcentury engineering charts/diagrams and stuff like jeppesen charts. NASA has a lot of good ones. The way the text looks, the line economy, the general aesthetic. Well worth the effort imo!
- @satisfice (0): It’s nice to see something on HN that isn’t about writing a prompt so that you can pretend to work.
HN 上关于 DeepSeek V4 Pro 永久降价及缓存机制的讨论帖，围绕低成本编码 agent 和缓存命中带来的巨大 token 节省展开。
Related ongoing thread: DeepSeek makes the V4 Pro price discount permanent - https://news.ycombinator.com/item?id=48237663 - May 2026 (384 comments)
受众观点：① 开发者实测通过简单桥接把 DeepSeek V4 Pro 接到 Codex，获得极高缓存命中率和巨量 token 节省（@embedding-shape） ② 许多人在比较当前最划算的低成本编码 agent，提到 Kimi、Qwen、Composer、DeepSeek 等选项（@canadiantim） ③ 有人吐槽 DeepSeek 页面打字动画导致内容上下跳动，认为产品 UX 设计很糟糕（@skeledrew）
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- @embedding-shape (0): I'm not sure you need a "DeepSeek native coding agent" to take advantage of DeepSeeks cache, yesterday as the Codex quota usage issue still wasn't solved for me, I wrote a tiny little bridge so I could use DeepSeek V4 Pro via Codex, and seems most of everything I did was basical…
- @canadiantim (0): So what's best low cost coding agent these days? Kimi 2.6? Qwen's latest closed model? Composer 2.5? DeepSeek?
- @skeledrew (0): Not a fan of that page. The animated typing and resulting continuous resize of the example keeps moving the content beneath it down and up. Such bad UX.
- @hirako2000 (0): Good timing given the cost spike across other frontier models.
- @theanonymousone (0): Isn't caching a server-side thing? How does the agent affect it, significantly at least?
一篇关于微软邮件域名被滥用发送垃圾或钓鱼邮件的报道，引发对大厂邮件基础设施安全和域名管理混乱的担忧。
Scammers are abusing an internal Microsoft account to send spam links
受众观点：① 用户困惑真实的微软域名在发垃圾邮件，担心其他邮箱服务会如何惩罚这些域名（@MichaelZuo） ② 有人表示也收到看似来自 PayPal 官方域名的诈骗邮件，怀疑类似问题在其他大厂也存在（@wnevets） ③ 评论指出微软等公司域名体系混乱，普通用户难以判断真假域名，而企业又没公开完整可信的发信域名列表（@weinzierl）
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- @MichaelZuo (0): How does it work when a genuine microsoft domain is spending out spam? Do other email providers penalize that specific domain only, or all microsoft domains to a tiny degree?
- @wnevets (0): Is something similar happening with paypal? I've been getting seemly emails from the PayPal domain that are obviously a scam.
- @spike021 (0): A while back I had a reservation with a hotel on Booking and I received a phish attempt that came directly via the Booking site domain email and also DMs but "sent" by the hotel. When I looked into it at the time, it seemed less like an issue of hotels specifically having their…
- @weinzierl (0): Who even can be sure microsoftonline.com is legit. Microsoft's domain story is such a mess, I wouldn't be surprised if not even internally they have one complete list of all the domain assets they own. But they are not alone. It is kind of ironic when companies insist that we ch…
- @ChrisArchitect (0): https://abnormal.ai/blog/system-notification-abuse-microsoft...
一篇关于新药 AD109 治疗睡眠呼吸暂停的研究在 HN 引发讨论，评论区分享了睡眠呼吸暂停诊断与 CPAP、GLP-1 药物等治疗体验。
Sleep research led to a new sleep apnea drug
受众观点：① 有人详细科普睡眠呼吸暂停的症状、家用检测方式和 CPAP 治疗效果，并提到 GLP-1 药物对肥胖相关病例的显著改善（@gpt5） ② 患者分享自己严重打鼾却不算睡眠呼吸暂停、尝试 CPAP 和牙套失败后只能考虑昂贵手术的无奈（@EdwardDiego） ③ 读者质疑 AD109 平均每小时仅减少 4 次呼吸事件，对中重度患者帮助有限，并对试验数据做了拆解（@ElijahLynn）
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- @gpt5 (0): People should be more aware of the symptoms of sleep apneas - the lack of energy during the day, feeling tired, waking up throughout the night, waking up tired/exhausted, etc. People with untreated sleep apnea have multiple folds higher chances to be depressed, unemployed, and h…
- @EdwardDiego (0): I don't have sleep apnea, as in, my severe snoring doesn't cause significant drops in blood oxygen levels, but it's still severely impacted my life - when my wife and I married, I spent the first night of our honeymoon awake so that she could sleep. Oh and it's so loud that I'm…
- @xamuel (0): The drug is called AD109, but the title seems misleading as the drug is apparently still under trial, though it has shown good results there so far
- @ElijahLynn (0): It only reduces by 4 events per hour. That seems like it might be helpful for someone with mild sleep apnea. But not with moderate or severe sleep apnea. Adult AHI Severity Levels Normal: Less than (5) events per hour. Mild Sleep Apnea: (5) to (14.9) events per hour (frequent mi…
- @rattlesnakedave (0): Great. Something like 60% of OSA cases are linked to obesity. GLP-1 drugs could probably lead to resolution for a lot of them if the Lilly SURMOUNT-OSA trial tells us anything.
一篇关于内存价格暴涨的 HN 讨论，聚焦 AI 需求推高 DRAM/HBM 价格，对普通玩家、本地 LLM 和 PC 市场的冲击。
Memory has grown to nearly two-thirds of AI chip component costs
受众观点：① 用户对几年前便宜购入的大容量内存如今价格翻数倍感到震惊和愤怒（@slicktux） ② 有人认为算法进步最终会压制硬件价格泡沫，让当前内存溢价难以长期维持（@positron26） ③ 评论担心内存厂商借机维持高价、抬高本地 LLM 门槛，从而巩固云端订阅式 AI 商业模式（@deadbabe）
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- @slicktux (0): I bought 96GB of RAM a couple of years ago for ~$250. That same RAM now costs $1200!
- @positron26 (0): The algorithm advances are going to crash this so hard.
- @oceansky (0): Awful time for gamers and PC hobbyists not fully into AI.
- @deadbabe (0): Here’s the thing, what if memory manufacturers take this opportunity to collude and basically never reduce the price of memory below the current levels since it’s too hard for a new competitor to just rise up and undercut them? Everything I hear about is how hard and risky it is…
- @elorant (0): Bought a second hand Dell server a week ago. The entire rig with a 12-core CPU and 32GB DDR4 ecc RAM cost as much as I'd pay to buy 64 GB of DDR RAM alone. I hope there's an end to this absurdity soon enough otherwise the pain will affect other markets too. I read the other day…
一篇关于企业滥用“AI”概念包装普通自动化的报道，在 HN 上引发对 AI 炒作、伪 AI 转型和投资人盲目追风的吐槽。
'AI washing': firms are scrambling to rebrand themselves as tech-focused
受众观点：① 开发者质疑投资人为何会相信鞋类品牌靠“AI 图形部门”就能获得高回报，对这类故事缺乏同情（@solenoid0937） ② 评论指出很多公司缺乏技术积累却急于包装成 AI 企业，容易在实施上“煮海”，最终伤害客户（@j45） ③ 读者举例多家过去把自己硬说成“云公司”的企业，如今又重复同样的 AI 包装套路（@throwoutway）
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- @solenoid0937 (0): I'd love to read the mind of an investor that actually falls for this shit. Who actually thinks that Allbirds will see much higher returns because they "have an AI graphics division?" I like AI, but seriously, who actually invests on this basis? Where is the critical thinking? I…
- @j45 (0): It will be challenging for non-tech people to present themselves as tech. Especially those who have not implemented software in businesses trying to suddenly boil the ocean with AI. AI remains a great step forward to help businesses benefit from technology, with more than one co…
- @throwoutway (0): Two past co's I know well rebranded themselves as "cloud" a decade ago with a narrow definition
- @jamwise (0): My favourite is Allbirds that pivoted from eco friendly shoes to AI infrastructure. How do you even make that decision?
- @gum_wobble (0): > PR executives say UK companies are forcing them to present ordinary automation as artificial intelligence What a time to be alive
一篇回忆早年接触电脑和编程的文章在 HN 走红，评论区分享了从 Amiga、Apple II 到 RPG Maker 等启蒙经历。
Childhood Computing
受众观点：① 读者被文中提到的气味、画面等细节瞬间带回童年电脑记忆，情绪共鸣强烈（@raghavchamadiya） ② 不少人分享自己在 Amiga、Apple II、TRS-80 等老机器上学编程和做图形的经历（@king_geedorah, @jeremyjh） ③ 有人提到在 RPG Maker 上突然理解“变量”的瞬间，认为掌握计算机基础原理是后续快速成长的关键，并希望孩子也能打好这部分基础（@pixel_popping）
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- @raghavchamadiya (0): That smell thing is so real. I still get hit with it randomly and I'm immediately 10 years old again
- @king_geedorah (0): It's striking how concise the program in the first video is. Also I had no idea "Digger" existed. I've only ever known Dig Dug in that style.
- @kj4211cash (0): Love this! You've inspired me to write my own blog post about my early days with an Amiga (1000?). I wonder how many of us have similar experiences.
- @jeremyjh (0): I had many similar experiences, but almost a decade earlier. At grade school we had Apple 2s with Logo, Oregon Trail and other education classics. My junior high was a small parochial school that still had TRS-80s in 1988, along with some apples. My freshman year of high school…
- @pixel_popping (0): I'll always remember that moment on RPG maker (probably around 9 years old) where suddenly I've understood Variables (I was experienced with HTML and so-on prior), a whole world was unlocked, VB6 programs became possible, everything "clicked" suddenly. I feel once you understand…
Hacker News 讨论 Usborne 早期少儿编程书再次上线，很多人分享自己童年抄 BASIC 程序入门编程的经历和怀旧感受。
Usborne 1980s Computer Books
受众观点：① 很多开发者像 @redwall_hp 一样是通过这类书第一次意识到编程可以自学，并分享从 BASIC 到 JavaScript 再到 Commodore 64 的成长路径（@redwall_hp） ② 有人吐槽官网重定向和 404 体验，认为这么经典的资源在现代平台上的维护很不到位（@klez） ③ 家长型开发者像 @mymacbook 会被这些故事激发，开始思考今天可以给自己孩子设计什么有趣的编程活动（@mymacbook）
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- @lelanthran (0): Man, I just posted this in a recent thread :-) Still think my comment applies: they need to be updated for a modern platform (not Python).
- @ArchieScrivener (0): Pretty sure HN is selling front page access. Have more popups on your website why don't you.
- @redwall_hp (0): These are actually how I first learned to program, but around 2001-2002, when I was about ten years old. I found a couple of them at the library, and that's when I realized it was something you could just learn...but lacked a BASIC interpreter. I ended up also finding a No Starc…
- @klez (0): Uhm... My browser is redirected to https://usborne.com/it/books/computer-and-coding-books which 404s.
- @mymacbook (0): This was really cool to see life as a kid in '84 for some of these stories/games and how you convinced a young kid to copy page after page of BASIC and adapt for various machines. I loved the, "don't look at this unless you really need to cheat" and the text was mirrored (right-…
一篇关于数学家 Grothendieck 的内容在 HN 引发讨论，大家分享他传奇故事、英文译本资源以及一些有趣的轶事。
Alexander Grothendieck Revolutionized 20th-Century Mathematics
受众观点：① 有人推荐配套阅读材料和类似气质的书，比如 Labatut 的作品和其他哲思向文本，延展 Grothendieck 的时代背景（@ian_j_butler） ② 评论中分享了著名的“Grothendieck 选 57 当质数”的故事，凸显他思维方式与常规数学家的差异（@susam） ③ 有人把他后期的宗教和哲学文字形容为“预言式胡言乱语”，但又觉得也许里面藏着对宇宙结构的洞见（@stardustrosalia）
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- @ian_j_butler (0): Happy to see that it's got the obligatory monk/wizard photo. For more life and times stuff I also suggest Labatut's Cease to Understand the World book and https://theanarchistlibrary.org/library/konstantinos-foutzop...
- @susam (0): One of my favourite Grothendieck stories from <https://www.ams.org/notices/200410/fea-grothendieck-part2.pd...>: > One striking characteristic of Grothendieck's mode of thinking is that it seemed to rely so little on examples. This can be seen in the legend of the so-called "Gro…
- @jcreinhold (0): If anyone's interested in Grothendieck's writing, which is primarily in French, I threw his "Séminaires de Géométrie Algébrique" (SGA, Algebraic Geometry Seminars) and "Éléments de Géométrie Algébrique" (EGA, Elements of Algebraic Geometry) into an LLM to translate it to English…
- @stardustrosalia (0): Field medals are still handed out to people who deign to look upon his prophetic ramblings. I'm half-convinced the religious stuff probably unveils the geometric structure of the universe.
- @mkprc (0): For anyone interested in Grothendieck's opinions on kimchi … https://mikepierce.github.io/grothendieck-kimchi/translation...
一篇研究 LLM 编码代理在遵守架构约束时性能衰减的论文登上 HN，讨论集中在“约束衰减”现象、模型选择和动态类型语言的影响。
Constraint Decay: The Fragility of LLM Agents in Back End Code Generation
受众观点：① 有人把这篇论文和另一篇跨学科文档编辑任务研究对比，指出编程是少数 LLM 能在长任务上维持质量的领域，但在复杂结构约束下仍会退化（@maxbond） ② 评论指出研究没有充分测试最前沿模型，提醒大家对具体分数保持保留态度，但认可“行为和架构同时正确会导致性能掉线”的总体结论（@jdlshore） ③ 有人吐槽选用的模型版本和语言栈，比如没用更适合代理任务的 GPT-5.2-codex，以及主要用 Python/JS 而不是静态类型语言（@gkfasdfasdf, @yomismoaqui）
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- @maxbond (0): Reminds me of the recent paper about delegating document editing tasks to LLMs across different disciplines [1]. That paper found that programming was the only discipline most LLMs can perform long horizon tasks on without accumulating errors & corrupting the document. I've only…
- @jdlshore (0): “Our systematic study exposes a phenomenon of constraint decay in LLM-based coding agents. While current models excel at unconstrained generation, their performance drops when forced to navigate explicit architectural rules. For end-users, this dichotomy implies that agents are…
- @gkfasdfasdf (0): Odd they used GPT-5.2 and not GPT-5.2-codex. i.e. the one optimized for coding agent tasks.
- @yomismoaqui (0): Also they used languages with dynamic typing like Python & JS. In my experience a statically typed codebase is easier to maintain for humans so maybe it is also for agents. When using Codex/Claude Code with Go code I cannot count the times the agent does some change, runs a buil…
- @leecommamichael (0): These things don’t think. We’re going to have to reiterate this for a long time, I fear.
HN 上有人分享经典“电脑字体” dead test font，引发大家回忆 CHIP 杂志、C64 游戏和 70-80 年代科技感字体的视觉风格。
The C64 Dead Test Font
受众观点：① 有人提到在德国这类字体最常见于 CHIP 电脑杂志的 Logo，说明它在本地科技文化中的标志性地位（@rob74） ② 开发者分享自己曾在所有个人 UI 项目里使用 Westminster 这类“电脑字体”，把它当作一眼看出是计算机界面的符号（@krige） ③ 多条评论在回忆 70、80 年代用 MICR 风格字体来表达“这是高科技”的视觉语言，以及在 C64 游戏、Paradroid 等作品中的具体用法（@bitwize, @jansan）
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- @rob74 (0): In Germany (maybe also Austria?), that font is probably best known from the logo of major computer magazine/site CHIP (https://www.chip.de/). Although, for some unfathomable reason, the C in the "dead test font" doesn't have the characteristic "thickening" in the lower vertical…
- @krige (0): Good ol' It's A Computer (tm) font. A good while back I've been using Westminster in every piece of UI I wrote for myself. Maybe I should start doing that again.
- @Chaosvex (0): Seeing typos like 'resulation' is now a nice hint that a human wrote the article. Nice exploration, bit of quirky fun.
- @bitwize (0): I love the "MICR line"-like appearance, fonts of which type were heavily used in the 1970s and 1980s to indicate "computer/technology stuff".
- @jansan (0): I am pretty sure that I saw that font on a C64 before. Paradroid used a very similar font for the logo, but the game itself uses a different font (Paradrew).
一篇关于“自己是不是不适合写 Scheme”的讨论在 HN 上延伸到 Rhombus、Actor 模型和如何通过实践逐步适应 Lisp 方言的经验交流。
I keep bouncing off the Scheme language
受众观点：① 有人推荐 Rhombus 这种把 Racket 能力包装成类 Python 语法的语言，降低接触 Lisp 思想的门槛（@gus_massa） ② 评论里讨论了 Scheme 起源于 lambda 演算闭包与 Actor 模型实现相似的历史，并脑洞如果有一门同时优雅支持两者的语言会怎样（@twoodfin） ③ 多位开发者分享“自己也觉得写不好 Scheme”的挫败感，以及通过写大量命令式代码再逐步引入 Scheme 特性的实践经验（@veltas, @varjag, @Pay08）
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- @gus_massa (0): You may like Rhombus, all the power of Racket in a Python-like syntax Official docs: https://docs.racket-lang.org/rhombus/index.html Collection of small examples: https://github.com/racket/rhombus/blob/master/demo.rhm
- @veltas (0): Is it possible you're too stupid to write scheme? Because that's where I think I am, I've also tried and failed to write it a few times.
- @twoodfin (0): Scheme was invented as a consequence of Sussman & Steele’s discovery that lexical closures in the lambda calculus had essentially an identical implementation to a fully elaborated version of Hewitt’s actor model. I do wonder what a language with the same “taste” and minimalism a…
- @varjag (0): I think it's the symptom of inadequate practice rather than some "language neurotype". Consider writing (yeah 2026 I know) a substantial project in Scheme from scratch.
- @Pay08 (0): I was the same way (and still am somewhat, I can't get hygenic macros into my head) but due to the differences between Scheme and Common Lisp. What helped me was writing imperative code that Scheme people would surely scoff at, and gradually using more and more Scheme features a…
一本 APL 入门书被做成 Jupyter Notebook 互动版登上 HN，大家讨论 APL 学习体验、ROI 以及对 Matlab 等数组语言的潜在帮助。
Mastering Dyalog APL
受众观点：① 有人认为把原本就不错的 APL 入门书做成 Jupyter Notebook 形式非常加分，交互式例子能显著降低符号记忆门槛（@raghavchamadiya） ② 也有人坦言自己暂时用不到 APL，但仍然会把资源收藏起来，作为未来学习素材（@pjmlp） ③ 评论里有人质疑学习 APL 的投资回报，同时好奇它对 Matlab 等非严格数组语言的迁移价值（@UltraSane, @Pay08）
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- @raghavchamadiya (0): Nice to see this getting the Jupyter Notebook treatment. The original book was already one of the better introductions to APL. Interactive examples make a huge difference for a language where half the learning curve is just building muscle memory with the symbols
- @pjmlp (0): I have no use for APL, yet this looks like a great bookmark for rainy days.
- @UltraSane (0): I really wish learning this had a positive RoI
- @twoodfin (0): For those like me who prefer a PDF: https://www.dyalog.com/uploads/documents/MasteringDyalogAPL....
- @Pay08 (0): How useful would learning APL be for writing less strictly array-based languages like Matlab?
rubenhassid 把 Anthropic 新发布的 31 页提示词指南浓缩成 10 条实用规则，示范如何用更具体的指令让 Claude 在审合同等任务中给出结构化高质量输出。
Anthropic just dropped a 31-page prompting guide. Here's everything you actually need (in 10 rules): 1. You write "review this contract" and pray. Fix: Name every output. "Review this contract. Flag…
受众观点：① 有人认同清晰指令能显著减少反复试错，提示写得具体比一味重试更省时间（@heytheaibrief, 3likes） ② 多位用户意识到自己对 Claude 提示太模糊，导致输出质量一般，看到规则后才明白问题所在（@zippy257, 1likes 等） ③ 也有人强调 Claude 会严格按字面执行指令，提醒大家必须把期望结果一步步写清楚（@shellsgn, 1likes）
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- @heytheaibrief (3): @rubenhassid Clear instructions usually save more time than repeated retries
- @TheAIExecutive (1): There are a lot of good materials out there and good to see that even the developer companies are helping since AI became already so mainstream and changing whole industries, it is crucial to improve general AI-fluency, AI-literacy as otherwise as we see, who is involved deeper…
- @shellsgn (1): @rubenhassid Claude does exactly what you type, nothing more. Spell it out or don't expect it 💡
- @luminxbt (1): @rubenhassid lol rule 1 is literally "dont be vague" like my old boss had a whole ppt on this
- @zippy257 (1): @rubenhassid this is why my claude outputs been mid been too vague with it
ai_for_success 吐槽 Gemini 新的用量限制机制，自己作为重度用户在使用 Gemini Live、图像和视频功能时频繁被限流，引发大量用户分享在 Gemini 和其他模型上遇到的额度与拥堵问题。
Something feels off since Gemini implemented these usage based limits. I’ve never hit a Gemini rate limit before, and I’m a heavy user who uses it daily. I use Gemini Live a lot along with image gene…
受众观点：① 有用户表示在 Gemini 3.5 Flash 发布前几乎从未遇到用量限制，如今同样价格下体验明显变差（@ishuagra02, 3likes） ② 也有人吐槽自己升级到 Ultra 高价套餐后，深度思考功能在冷门时段仍然频繁拥堵（@AceRockefeller, 7likes） ③ 评论里还有人提到在其他模型如 Opus 上也会因为多代理并发导致一两次请求就耗尽周额度（@deepanshusharmx, 20likes）
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- @deepanshusharmx (20): @ai_for_success opus 4.6 spawning 20+ agents intantly after the new update in antigravity.. exhausting weekly usage in just 2 prompts and still not able to complete the task..
- @vikaskansalHQ (18): @ai_for_success Hey Ashutosh, lets debug this together. DM me your email address and will have the team review!
- @AceRockefeller (7): @ai_for_success I upgraded to Ultra a little over a month ago. It was $250/month if I remember right. I would try using deep research or deep think at 4am on a random Sunday. Paying $250/month for what? To get told too many people are using deep think at 4am on a Sunday? https:/…
- @MindSetIsYours (3): @ai_for_success If there is a rate limit on this,we can't even use the Gemini Live?
- @ishuagra02 (3): @ai_for_success It’s nuts that I used to never hit usage limits before the release of 3.5 Flash, no matter how many conversations and images I created, all under the $20 plan
Aditya 以“终于明白为什么印度独立黑客不多”为梗发帖，结果带火了自己做的产品 SleekDemo，并在评论里自嘲软广和讨论印度 indie hacker 生态与支付门槛。
I finally understood why there aren’t many indie hackers from India
受众观点：① 楼主在评论里直接点名 SleekDemo，解释这条推文其实是给自己产品导流的玩笑（@AdityaShips, 22likes） ② 他也自嘲这条 shitpost 的传播效果甚至超过正式发布，反映轻松内容更容易被转发（@AdityaShips, 11likes） ③ 有人提到印度缺少 Stripe 等支付基础设施，是本地 indie hacker 变现的一大阻力（@toolfolio, 5likes）
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- @AdityaShips (22): Because they don’t know there’s an app called SleekDemo exists https://t.co/2daQKbGsia
- @AdityaShips (19): Apologies for the shameless plug of my app. 🤣
- @AdityaShips (11): Why this shitpost going viral bro Even more than my launch post 😭
- @KarthikNagpuri (6): @AdityaShips You haven't met @kalashvasaniya @muzzships @sathuashrith @mehul_kapadia_ @rizawastaken @Affan_Sajid_ @akhil_bvs @priymrj yet
- @toolfolio (5): @AdityaShips I think not having Stripe is a big friction point for Indians
Aditya 正式发布新工具 SleekDemo，主打把枯燥的屏幕录制自动变成带缩放、时间线编辑和反应式摄像头叠加的精美产品演示视频，面向不会剪辑的开发者和创作者。
Introducing SleekDemo 🎉 Turn boring screen recordings into beautiful product commercials, demos, and walkthroughs. > With automatic zoom & pan > Simple timeline editing > Reactive Webcam…
受众观点：① 楼主在评论里补充展示更多示例链接，强调 SleekDemo 能做出类似苹果官网风格的演示效果（@AdityaShips, 10likes） ② 他还特别展示了“反应式摄像头”功能，突出这是产品的一大亮点（@AdityaShips, 8likes） ③ 其他开发者对工具表现出兴趣，希望未来能支持 Linux 等更多平台（@prnshtwt, 5likes）
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- @AdityaShips (10): Here’s one more demo on Apple website https://t.co/kfVQjru0Sp
- @AdityaShips (8): This reactive webcam is really cool https://t.co/uzBsFm3WkD
- @prnshtwt (5): @AdityaShips make it work on linux and my life is yours https://t.co/I8bBcum5y1
- @kalashvasaniya (5): @AdityaShips bro comes with another banger 💥
- @CodingNoobie (4): @AdityaShips Thanks for the early access man this project will do wonders https://t.co/XOFQdw7fcz
robj3d3 感慨短短两年间开发方式巨变，如今可以一边喝咖啡一边用语音驱动 AI 写代码，过去难以想象的工作流已经成为日常。
If you’d told me 2 years ago I’d be sipping coffee and shipping code with my voice. I’d have called you a liar. https://t.co/8fu6xQQKv9
受众观点：① 有人好奇再过两年开发体验会变成什么样，期待进一步的生产力飞跃（@hariprasad_bg, 4likes） ② 也有读者联想到远程工作和自由职业，讨论借助 AI 和语音工具实现更自由的生活方式（@itzsam_ai, 1likes） ③ 部分评论则围绕视频里的生活细节调侃，比如大碗咖啡和桌面摆设，体现大家对创作者工作状态的好奇（@praneethpike, 1likes 等）
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- @hariprasad_bg (4): @robj3d3 Tell me now how it will be after 2 years?
- @domirosari0 (1): @robj3d3 are you rubics cube addicted? https://t.co/3mRjhAn8JY
- @itzsam_ai (1): @robj3d3 so you were also doing a remote job before startups and quit in 2025 to go all in on building life of freedom to live anywhere
- @praneethpike (1): @robj3d3 Is that a bowl full of coffee?
- @its_raviagarwal (1): @robj3d3 Hey @robj3d3, same here, even somebody told me a month back, I wouldn't believe it. But I am still doing my corporate job is the only diff, and started building on the side.
robj3d3 分享 Romàn 从“有产品但没受众”到 8 个月做到年收入 100 万美元的故事，并给出其冷邮件获客的完整打法。
Romàn had a product and no audience. 8 months later, he hit $1M a year. Here's his cold email playbook: https://t.co/shkGFnVFmt
受众观点：① 楼主在评论里补充 Romàn 分享了很多其他增长技巧，并附上完整播客链接，说明这是系统化的实战经验（@robj3d3, 11likes） ② 有人强调捕获高意向线索、优先做暖启动触达往往比冷启动更有效（@mert_0_0_, 1likes） ③ 也有读者希望直接看到要点总结而不是完整视频，反映大家对高密度信息提炼的需求（@hightechdavid, 1likes）
展开评论
- @robj3d3 (11): He shared a ton of other really good tricks so thank you to @romanbuildsaas for coming on the pod, and here's the full episode: https://t.co/32ab0DnliI
- @Sayyidalijufri (3): @robj3d3 thanks soo much but... i think you should interview your self (i love the video of you with stater story and florian :)
- @mert_0_0_ (1): @robj3d3 capturing high-intent leads in your funnel is the most important, warm outreach beats cold everytime
- @hightechdavid (1): @robj3d3 Ok, I'm probably going to watch this, but I would really prefer if you could just give me the bullet points so I don't have to watch it. If you don't, I'll watch it. But it would be really nice if you did. https://t.co/IlraNy4Xul
- @LauritsN1 (1): @robj3d3 Love this, give value before asking for value 👑
独立开发者 Aditya 分享自己上线仅 9 小时的新产品就收到收购报价，展示 build in public 带来的曝光和机会。
Got an acquisition offer for my 9 hour old product https://t.co/pNbxEJ9uqO
受众观点：① 很多人在帮 Aditya 猜测或建议收购价格，关注这么早被报价到底值不值（@ammohitchaprana, 3likes） ② 有人鼓励他忽略仇恨评论继续做下去，说明大家对独立开发者的心理压力和舆论环境很有共鸣（@munkeeDLuffy, 2likes） ③ 其他 indie dev 分享自己类似产品在 Product Hunt 上爆火但当时受众很小，关注渠道选择和受众体量对结果的影响（@divikkk1, 1like）
展开评论
- @ammohitchaprana (3): @AdityaShips Your audience is even suggesting you the price to sell!!!😂😁
- @munkeeDLuffy (2): @AdityaShips I never commented on your post. But I would like to comment now...even if you are seeing random hatred comment ignore them. You are doing good.
- @divikkk1 (1): @AdityaShips i made something similar in january , and it blew up on product hunt (#5) but i only had 20 x followers then
- @tinkerersanky (1): @AdityaShips That's so cool. Congrats. I am just building a screen recorder plugin for Codex so that it can do screen recordings on my behalf when I'm away. Let's see how that pans out. https://t.co/Nuk5d59kCd
- @bydhruvil (1): @AdityaShips this is the real power of building in public. I've heard many people talking about, don't build in public someone might stole your idea. I mean, if they had to make a product they would have already built something of their own.
账号 ai_for_success 发推称 2026 是智能体 Agents 的年份，配图暗示围绕 AI 记忆和 agent 能力的产品趋势。
2026: Year of Agents. https://t.co/l8rXEGcVFe
受众观点：① 有人玩笑说要给 2026 这年起名叫 AGI，体现大家对 agent 和更强 AI 的期待与调侃（@kernelkook, 2likes） ② 一些人把这年称为「我们的年份」，表达对自己能借助 AI 和 agents 把握机会的信心（@GokBoraYlmz, 2likes） ③ 有评论吐槽 2026 年每个创始人都在 pitch deck 里加上「agentic」这个词，说明圈内对 agent 概念被过度营销有点疲劳（@trifon_getsov, 1like）
展开评论
- @kernelkook (2): @ai_for_success name the baby , agi
- @GokBoraYlmz (2): @ai_for_success Year of us😎
- @byalexai (1): @ai_for_success It has AI memory
- @AngryTomtweets (1): @ai_for_success SOLD!
- @trifon_getsov (1): @ai_for_success every founder in 2026 adding "agentic" to their pitch deck like it's a feature not a word
Aditya 分享自己新应用 SleekDemo 上线两小时就拿到第一笔销售，并公开产品链接庆祝早期转化。
Ohh no fcking way Got my first sale within 2 hours of launch https://t.co/4VdGr7z2Os
受众观点：① 作者在评论里补充产品名 SleekDemo 并贴出链接，很多人顺着去看产品本身，说明大家对具体解决方案和 demo 形式很感兴趣（@AdityaShips, 7likes） ② 有人好奇 6 美元的定价是否是 59 美元方案的某种一次性优惠，关注价格锚点和折扣设计（@RajdeePisBored, 2likes） ③ 其他开发者在评论里送祝福、表达「有点嫉妒」等情绪，体现 indie dev 群体对快速出单的羡慕和共鸣（@TheUdhayakumar, 1like）
展开评论
- @AdityaShips (7): App is called SleekDemo https://t.co/6TEOyNP069
- @RajdeePisBored (2): @AdityaShips Congrats man. Also how's this $6? Isn't it otp of $59?
- @rutu_3 (1): @AdityaShips All the best bhai 👏🏻 keep building
- @TheUdhayakumar (1): @AdityaShips That's ultimate, feeling little jealousy 😄 You deserve it
- @JaseenLegacy (1): @AdityaShips Why it is 6.96$ ?
吐槽一些 AI 公司声称模型太危险不能给用户本地用，但自家云端环境却被包装成绝对安全可靠的双标话术。
"guys the model is too dangerous to let you use on your harness, BUTTTT our harness is totally safe and secure bro"
受众观点：① 有人认为厂商在自家环境里更容易监控和约束用户行为，所以才敢开放（@NotSpacewear, 0likes） ② 也有人把这类说辞类比为所有 AI 初创都在贬低别人抬高自己，实际产品并不更安全（@vazuzu_varun, 0likes）
展开评论
- @NotSpacewear (0): @ryanvogel to be fair they can probably watch what people are doing within their harness more than elsewhere
- @vazuzu_varun (0): @ryanvogel basically every ai startup trying to promote themselves even tho they’re lowk worse
boringmarketer 介绍如何用 Nous Portal 给 Hermes agent 接入 244 个模型、网页抓取和浏览器自动化，从而强化营销自动化能力。
how to supercharge your Hermes agent for marketing you can just use Nous Portal to access 244 models, scraping, browser automation, etc without having to manage a bunch of API keys https://t.co/iCkkJ…
受众观点：① 有人邀请作者上播客详细演示，说明受众对实操教程和可复制的配置步骤非常感兴趣（@gregisenberg, 19likes） ② 另一位用户提到自己已经在用类似方案聚合每日 AI 更新到 Slack，并计划扩展到更多自动化场景，关注的是如何从简单信息汇总进化到更复杂的 agent 流程（@cyphorous, 0likes）
展开评论
- @gregisenberg (19): @boringmarketer Gotta come on the pod to show me how to do this!
- @cyphorous (0): @boringmarketer I am using something similar to first one. Combing a few sources for top AI updates a day. Sent to me on slack. Next, I am aiming for 2 and 4.
一位创作者分享有新用户注册时表示是被某个大语言模型推荐到他的平台，感叹未来流量将来自 LLM 推荐。
a user that signed up said they were referred to my platform by an LLM this is the future 😮 https://t.co/4Kpav41ZfV
受众观点：① 有人好奇他到底在做什么产品，想了解被 LLM 推荐的平台本身（@AnshulSoni2010, 0likes） ② 有人觉得被 LLM 推荐很酷，感叹应用被模型推荐是新趋势（@Pranesh365863, 0likes） ③ 也有人直接把这归结为 AEO/SEO 起作用，强调定位和可见度的重要性（@heyirfanaziz, 0likes）
展开评论
- @AnshulSoni2010 (0): @jedcal thats crazy man what are you building
- @Pranesh365863 (0): @jedcal yeah it is creazy that apps are getting referred by llms and its cool too
- @flutterflow (0): @jedcal oo congratsssss
- @heyirfanaziz (0): @jedcal AEO is working when we solve positioning
- @SyedUmaidAhmed4 (0): @jedcal You made yourself visible there, AEO,SEO
一位开发者庆祝自己的 YouTube 频道突破 5000 订阅，并分享把自家游戏上传到平台能反向带动订阅增长的经验。
I also crossed 5,000 subscribers on YouTube 🥳🥳 Turns out uploading games on YouTube can help boost your subscriber count too - people see it right below your game and intend to subscribe if they find…
受众观点：① 有人关心具体在 YouTube 上如何给游戏做营销，想要更细的推广方法（@dviolite, 0likes） ② 有人好奇在游戏上线前频道原本有多少订阅，用来评估增长效果（@NathanGeckler, 0likes） ③ 也有人询问可玩内容的变现设置，关心这种玩法的收入模式（@aayushArora101, 0likes）
展开评论
- @dviolite (0): @anulagarwal How do you market the game on YT?
- @NathanGeckler (0): @anulagarwal how many subs did you have before launching the game?
- @aayushArora101 (0): @anulagarwal What's the monetization settings for playables?
- @ashen_one (0): @anulagarwal W
- @desh_craft (0): @anulagarwal 5k is huge in YouTube. I heard that it is hard to get subscribers
作者在询问有哪些适配 Apple Silicon、支持 OBS 的 4K 60fps 采集卡，并且能为直播提供至少两到三个直连输入。
what are the best 4K 60fps capture cards that work well with OBS/Apple Silicon for live streaming needs to support at least 2 or maybe 3 direct connections to the mac
受众观点：① 有人直接推荐具体型号 AVerMedia Live Gamer ULTRA 2.1，提供硬件选型方向（@pkyanam, 1likes） ② 有人提到这条需求让他想起 theo 的相关帖子，说明社区里已有类似讨论（@ObinoWilliam, 0likes） ③ 作者本人补充说明这是给多路摄像头做直播用，而不是显示器用途，进一步澄清场景（@ryanvogel, 0likes）
展开评论
- @ryanvogel (5): cc @theo
- @pkyanam (1): @ryanvogel What about the AVerMedia Live Gamer ULTRA 2.1?
- @ryanvogel (0): btw this isn't for a display, this is for cameras for live streaming
- @nearbycoder (0): @ryanvogel What happened to your software implementation?
- @ObinoWilliam (0): @ryanvogel Reminds me of that theo post.
一位创作者发帖求助如何获取更多高质量外链，评论区围绕内容资产、工具和目录提交等 SEO 策略展开讨论。
I need more high-quality backlinks 👀 What should I do? 🤔 https://t.co/NAaLVC94H9
受众观点：① 有人建议反向思考，先做让别人“不得不引用”的内容或工具，如数据研究和终极指南（@ai_tawk, 2likes） ② 有人提到可以利用 Reddit 上的目录清单，一次性提交到大量网站获取基础外链（@charlesordo, 1likes） ③ 也有人推荐具体的目录提交服务，走规模化提交路线（@shubhagrawa, 1likes）
展开评论
- @ai_tawk (2): @HsanC_ Instead of asking, "Who can I get a link from?" try "What content could I create that someone *must* link to?" Data studies, ultimate guides, or unique tools are golden. Quality over quantity always! ✨
- @WhiskyToad (1): @HsanC_ Pay for outrank? lol
- @charlesordo (1): @HsanC_ Once on reddit I found a post where someone shared list of 100 directories where you can submit your website to create backlinks. Can share it if you want
- @shubhagrawa (1): @HsanC_ Visit Codersera directory submission and submit your startup to 400+ directories https://t.co/XY8ieYfC2l
- @lubinho_k (0): Here are a few things you can do: -> add free tools to your page, people like linking to them -> create outstanding graphics for your content. people can find them in google images and link to them -> write insightful and relevant content with first hand data/experiences/insight…
作者表示要重新在 YouTube 上持续发视频，用视频内容来带动自己 SaaS 产品的增长。
Back to posting videos on YouTube to grow my SaaS 📈 https://t.co/LaJCL9CByA
受众观点：① 有人表示自己也在跟进做视频，关心是复用旧内容还是专门为频道拍新素材（@meet244, 1likes） ② 有人询问如何让目标客户真正看到这些视频，是讲产品构建过程还是做垂直领域知识内容（@MShirokanski, 0likes） ③ 也有人强调 YouTube 对建立信任和深入理解产品的长期价值，鼓励持续输出（@OnlyAnanda_, 0likes）
展开评论
- @sellingshovels (1): @HsanC_ right behind you https://t.co/QP9SLszV5Z
- @meet244 (1): @HsanC_ video's been a game changer for my reach too, are you repurposing existing clips or filming new stuff specifically for the channel
- @MShirokanski (0): @HsanC_ How do you get your target customers to watch? Do you post content about the process of building or about your informational content about your niche.
- @OnlyAnanda_ (0): @HsanC_ YouTube is like the long game for SaaS, like people trust you more when they see your face and get your product deeply Keep going sirr 🫡
- @dave1x1dave (0): @HsanC_ What kind of videos do you post? Tutorials or value based? Also, do you post on the company account?
作者晒出自己在 X 上花 90 美元获得约 3.3k 互动的数据，认为这样的互动成本还不错。
$90 for only 3.3k engagement is not bad at all 👀 I wasn’t active much here on X the last 2 weeks. https://t.co/Lb2ZF5hup2
受众观点：① 有人认为这是不错的回报，说明即便不常活跃，账号的触达能力依然在（@meet244, 1likes） ② 也有人调侃在社交媒体上花钱买互动的性价比，但总体态度偏正面（@desh_craft, 0likes） ③ 有人直接夸赞作者在 X 上表现不错，觉得平台在“奖励”他（@mukul18_11, 0likes）
展开评论
- @meet244 (1): @HsanC_ that's a solid return for just getting back into the rhythm, shows the reach is still there even when you're less active
- @mukul18_11 (0): @HsanC_ you are doing pretty well Hasan, Looks like X is rewarding you especially.
- @desh_craft (0): @HsanC_ Not bad for spending on social media 🤣
- @DanielSmidstrup (0): @HsanC_ Sounds very nice!
- @Upgrade_Today (0): @HsanC_ Congrats 💙 Let’s connect 🤝
一条爆火推文介绍一款名为 MECCHA CHAMELEON 的多人捉迷藏独立游戏，玩家需要亲自给角色涂色伪装在场景中求生。
This indie dev is making a hide-and-seek game where you literally paint your own body to blend into the environment - Your artistic skills are key to survival - Pose to blend in - Up to 10 players in…
受众观点：① 有人自嘲没有绘画天赋，只能当“找人”的一方，同时担心玩家自定义涂鸦可能被用于不良内容（@Xzinic1, 814likes） ② 很多玩家单纯觉得创意新颖、有趣，愿意支持这样的独立游戏（@DontFretGame, 725likes） ③ 也有人质疑玩法是否会退化成“找人形轮廓”，担心伪装效果在实际对局中不够强（@turbo0794818110, 330likes）
展开评论
- @Xzinic1 (814): @IndieGameJoe As I have no artistic talent, I will only be seeking. In terms of originality, it is intriguing as a concept. Though I fear the painting feature will be used nefariously.
- @DontFretGame (725): @IndieGameJoe This is super creative! Love this!
- @IndieGameJoe (486): "Paint yourself to blend in! "Meccha Chameleon" is a new-sensation hide-and-seek game where you paint your white body to mimic the stage." this looks incredible wow! wishlist here and follow the talented dev @lemorion1224 https://t.co/fKBGglvS5d
- @turbo0794818110 (330): @IndieGameJoe fun concept but wouldn't it just devolve into "look for the humanoid figure"? unless it actually blends you in really well in gameplay, but the footage here doesn't seem to show that
- @Artally23 (149): @IndieGameJoe all i can think is him https://t.co/RTLlqqoSpF
Anatoli 推荐一节斯坦福关于 ChatGPT 和 Claude 工作原理的公开课，号称是最清晰的入门讲解，适合从未接触过 AI 到每天用的人系统补课。
instead of watching 2 hours of Netflix tonight, watch this Stanford lecture it's the clearest explanation I've seen of how ChatGPT and Claude actually work useful whether you've never touched AI in y…
受众观点：① 还在把 ChatGPT 当黑盒用、想系统补课的职场开发者和产品经理 ② 想做 AI side project 但缺基础的独立开发者 ③ 想给团队做 AI 培训的技术负责人。
展开评论
- @Redflagsignals (50): @AnatoliKopadze understanding how the model actually works changes how you use it, most people skip this step and wonder why their outputs are inconsistent
- @ManOnTheGreen (30): @AnatoliKopadze Anatoli, don’t you think it would have been appropriate to credit the lecturer here (Yann Dubois)? @yanndubs
- @populr_knapsack (17): @AnatoliKopadze trust me you don’t have to convince women to choose watching this gigachad over Netflix https://t.co/twlkjwHrfF
- @nekooechi (15): @AnatoliKopadze That's really useful and clear. I translated into Chinese and I hope more people could use these excellent skills.
- @0xMovez (12): @AnatoliKopadze Top tier watch brother. Love this LLM lecture
xAI 宣布从今天起 Grok 或 X Premium 订阅用户可以直接在 OpenClaw 中使用，对话 agent、生成图像视频并搜索 X 帖子，无需额外配置。
Starting today, use your Grok or X Premium subscription in @openclaw. Chat with your agent, generate images and videos, or search for X posts. https://t.co/GSNl9KrH45 https://t.co/2utObz8z58
受众观点：① 在 X 生态里做 bot、助手或内容工具的开发者 ② 想用 Grok 能力但不想自己搭基础设施的普通创作者 ③ 关注多模型编排和账号体系整合的 SaaS / AI 产品设计者。
展开评论
- @vincent_koc (177): @xai @openclaw Giggalobster! https://t.co/dMSSiyhKcD
- @ayylmao_eth (51): @xai @elonmusk @openclaw Sounds like some ayylien tek 👽 https://t.co/8Ew3VuBZ3f
- @Chaos2Cured (44): Oh no… I give up. OpenAI is everywhere. Grok is not acting like Grok (feel for you at xAI), and no GitHub connector (which is weird). I don’t want anything to do with OpenClaw or OpenAI to be honest. Rooting for xAI. Hoping you kept the old grok safe… because whatever is happeni…
- @lemin_ebnou (34): @xai @openclaw grok and x premium working inside OpenClaw 2026.5.18 without a separate api key is a clean move https://t.co/EOs4l4tjjw
- @tetsuoai (26): @xai @openclaw Love to see it.
DataChaz 发了一张梗图调侃那些为跑 OpenClaw 专门买 Mac Mini 的用户，评论区在讨论把 claw 跑在各种设备上以及本地部署和云端方案的取舍。
OpenClaw users who bought a Mac Mini right now: https://t.co/CYTSVPOfY3
受众观点：① 正在考虑为 OpenClaw 或本地 LLM 买 Mac Mini 的开发者和爱好者 ② 想在家里搭一套便宜但稳定的 AI 推理环境的独立开发者 ③ 对本地部署 vs 云端成本敏感的个人创作者。
展开评论
- @passluo (44): @DataChaz my claw is living in my nintendo switch i don't know why people went to buy macs 🤣🤣🤣 https://t.co/q7KR8X2ZhD
- @DataChaz (10): Great post, as always, from my friend @akshay_pachaar! Easily one of the best among us.
- @ClaytonArnall (3): @DataChaz I didn’t buy a Mac mini but I love OpenClaw, so not sure I get the point of this meme
- @CHitchens6 (2): @DataChaz What a lazy click bait title reposting an otherwise informative summary. This new toy runs great on MacMinis btw. Orchestration models will always be evolving. Openclaw opened the gates, Hermes will inevitably be replaced with something better as well.
- @malikatifsaleem (1): @DataChaz Why can’t they also install Hermes Agent on those Mac Minis?
推文讲述一位 47 岁日本男性用 Claude 打造 AI 虚拟女孩，在 OnlyFans 和 Fanvue 上一个月赚到 13450 美元的故事，并披露只花 20 美元订阅 Claude 就通过 TikTok 和 Reddit 引流变现。
47-year-old man from Japan made $13,450 in a month. He created an AI girl and made a profile for her on OnlyFans and Fanvue Costs: $20 for Claude/month He created a TikTok account for her -> 7 day…
受众观点：① 想用 AI 做虚拟人或角色 IP 变现的独立开发者和创作者 ② 关注 Claude 等模型在内容付费场景落地的产品经理 ③ 想做海外订阅类产品、但还在寻找切入点的 solo dev。
展开评论
- @shmidtqq (56): @Bober_smart the most honest money i've ever seen made on the internet lol
- @Victor007032281 (16): @Bober_smart Fake info https://t.co/nGlTgdN73S
- @MaksimXBT (15): @Bober_smart onlyfans and fanvue take a significant cut of creator earnings
- @anna_bellepie (15): @Bober_smart This is advertisement of Claude and story is fake. I wouldn’t be surprised if it was made up by Claude itself. Why posting fake stories as advertisement?
- @gippp69 (12): @Bober_smart This is fucking awesome, it only cost $20 for Claude and that's it
博主用中文介绍 Firecrawl Extract，号称只需自然语言提示就能把任意网站内容抓取并转成结构化数据，宣称写网络爬虫的时代要结束了。
兄弟们这个牛P啊 写网络爬虫的时代结束了 Firecrawl Extract：只需文字提示，即可爬取任意网络数据 它只需通过简单的自然语言提示，就能将整个网站转换为结构化数据，完全省去手动写脚本的麻烦。 无论你需要的是一页内容，还是整个网站的信息，都可以轻松爬取。 https://t.co/em0wB3ngfB
受众观点：① 需要定期抓取网站数据的独立开发者和数据工程师 ② 想用 AI 简化爬虫开发但不清楚局限性的产品和运营同学 ③ 正在评估 Firecrawl 等第三方抓取服务是否值得接入的团队负责人。
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- @xiaohu (0): -兼容多语言和国际网站。 -可抓取 JavaScript 渲染的动态页面内容。 -提供 API 集成，便于整合到现有工作流 -支持大量数据处理，无需担心处理上下文限制，可以提取数千个结果。 详细：https://t.co/gL38Xej7G4 https://t.co/c7Y1lmKqS9
- @MiraNetworkCN (0): @xiaohu 好奇一下～有封ip的也爬得到吗🤔
- @shinonome_tk (0): @xiaohu 抛开成本谈一切都没意义。技术早就不是障碍。成本才是。
- @zairitsu (0): @xiaohu dify里面有连接这个工具的东西试了一下。非常简单的网站可能可以，稍微有点js的网站就不行了，害得写脚本。Ai写脚本效果更好。
- @Han270396 (0): @xiaohu parser永远都不是爬虫的难题。真正难点在于反反爬，ip池，逆向，接码
AlexFinn 分享一段美国毕业典礼上学生对 AI 表示不满的视频，感叹美国年轻人嘘声对比中国老人排队安装 OpenClaw，凸显中美社会对 AI 的态度差异。
Scariest video I've watched this week America's next generation actively booing the most transformative technology our species has ever seen In China grandmas line up to get OpenClaw installed In Ame…
受众观点：① 对 AI 态度复杂、担心被取代的学生和职场新人 ② 正在用 AI 提升效率但也焦虑行业变化的开发者 ③ 关注中美在 AI 应用和监管上差异的科技从业者。
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- @homemadehooplah (325): @AlexFinn Because in China, they just added a law that says companies can't fire human workers for the sake of AI. In the US, 100k people lose their jobs to "AI efficiency" and the stock price goes up. You're trying to compare an apple to a rotten grapefruit.
- @ChiefEngineerCE (208): You are not paying attention. The fact that this shocks you means you do not see them getting passed over for foreign and AI interests instead of jobs. Society is doing exactly what it does best. Elite, meanwhile, continue to live in a bubble where they prioritize what's good fo…
- @AllDeezAliens (163): @AlexFinn Most of us don’t give a shit about China. We only want jobs that won’t disappear due to this thing most of us have no use for that billionaires tech Bros are forcing on us unnecessarily
- @FuwnieSchtuff (115): @AlexFinn The current AI sales pitch is: “You’ll lose your job and won’t be able to afford electricity and tough shit if you don’t like it.” Gee, I wonder why that’s not selling.
- @ArbellaWinthrop (102): @AlexFinn You sound completely out of touch. Have you talked to college grads? They are booing because they can’t find jobs. Companies aren’t hiring. Rather they are laying off workers in droves, to take that headcount savings to invest in AI as their workforce of the future.
作者分享自己在 Codex 里安装的一个冷门独立开发验证 skill，专门帮独立开发者做 idea validation，避免一上来就开干结果没人用的死亡循环。
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% https://t.co/W6wKzz39Lz
受众观点：① 很多独立开发者对“validation”概念认同但缺少可执行流程，希望看到一个从想法到验证问题清单再到执行的具体示例（@yanhua1010, 54likes） ② 有人已经把这个 skill 适配到 Claude Code，说明多编辑器、多 AI IDE 里都能用，读者关心如何在自己常用环境里落地（@tujiao, 0likes） ③ 评论里有人提到 gstack office hour 等替代方案，说明大家在比较不同验证工具/服务的性价比和适用场景（@e0v1a, 0likes）
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- @yanhua1010 (54): 找Idea👇 https://t.co/z5efihZHbE skills地址👇 https://t.co/f67d2xEcYd
- @nightowlhc (1): @yanhua1010 真有这么好嘛
- @tujiao (0): @yanhua1010 我已经把它改成也可以支持 Claude Code 了。 https://t.co/ztuEtUZpnN
- @LocationCk (0): @yanhua1010 gstack：哦哦哦….
- @e0v1a (0): @yanhua1010 gstack的office hour不就是干这个的么？
推文转述 Claude Code 创作者 Boris Cherny 的演讲，强调单一 AI agent 工作流已经过时，未来是多 agent 团队协作而不是继续堆“更好提示词”。
Boris Cherny, the creator of Claude Code at Anthropic, just explained why single-agent workflows are already dead in this talk he breaks down exactly how the future is teams of agents, not better pro…
受众观点：① 有人补充自己也在思考，不是要更好提示词，而是别再让一个 agent 独自完成所有任务，说明开发者开始反思当前单体 agent 设计（@itsiangray, 2likes） ② 作者本人在评论里继续推自己的 50 条 Claude 提示词资源，很多人把“多 agent”理解成一堆预设 prompt，关注如何快速上手（@eng_khairallah1, 6likes） ③ 一些用户只是简单表示“有用的分享”“绝对精彩的 session”，说明不少人还停留在概念层面，缺少可复制的工程实践（@videleth, 2likes; @RuujSs, 4likes）
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- @eng_khairallah1 (6): 50 Claude Prompts That Replace an Entire Team - Most Users Don't Know: https://t.co/amqoNJKMZ7
- @eng_khairallah1 (4): My account has been verified by the best @elonmusk https://t.co/usHJJ9U3bj
- @RuujSs (4): @eng_khairallah1 @neil_xbt Absolutely w session man!
- @itsiangray (2): @eng_khairallah1 I’m starting to think the real unlock is less “better prompt” and more “stop making one agent do group projects alone.”
- @videleth (2): @eng_khairallah1 Useful share brother
作者爆料微软因 Claude Code token 账单失控而撤掉工程师，感慨企业用 AI 更像多养了一支要付工资的“第二劳动力”，而不是简单替代员工。
Microsoft reportedly pulled engineers off Claude Code after the token bills started getting insane. The wild part is AI is starting to look less like a replacement for workers and more like a second…
受众观点：① 有人认为现在的裁员更像是为了抵消 AI 成本，而不是 AI 带来的效率收益，质疑非 SaaS 公司如何在成本可控的前提下真正提升利润（@anthony30028645, 15likes） ② 有评论把责任归因于短视的管理层，而不是 AI 本身，讨论的是决策者对技术投资回报的误判（@civilagain, 2likes） ③ 也有人从数据基础薄弱、数据质量差谈起，担心企业在数据没打好基础时盲目上 AI，最终做出错误决策甚至拖垮公司（@AngMK7, 2likes）
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- @anthony30028645 (15): @CodeByNZ I mean It seems like the layoffs are to offset the cost of AI not the benefits of it. I’m curious how a non SaaS company will truly benefit from AI in a cost effectives way that increases revenue and profitability
- @civilagain (2): @CodeByNZ AI is not doing any of that. Incompetent CEOs do that. The “founder” CEO as opposed to the “industrialist” CEO. Extremely short investment horizons.
- @AngMK7 (2): @CodeByNZ We’ve been heavily using data for 20 years but it’s largely unstructured and too much free form - AI simply can’t manage that. We will take the next 10 years just to make data usable and in the meantime I’m scared to see what decisions are made and what companies fold.
- @FosterHeritage (1): @CodeByNZ We in open-source warned about vendor lock-in for years. Now we're paying per token what we used to pay per librarian. At least librarians made you tea.
- @Insigolon (1): @CodeByNZ Don't they get codex for free lol
作者介绍 Anthropic 新出的官方插件 claude-code-setup，能扫描项目并自动推荐 hooks、skills、MCP servers 和子代理，大幅提升 Claude Code 作为完整 AI 开发环境的体验。
安装了这个之后，Claude Code 的体验会完全不一样。 Anthropic 悄悄发布了一个官方插件，叫 claude-code-setup，它基本把 Claude Code 从“还不错的工具”变成了一个真正的 AI 开发环境。 它会扫描你的项目，并推荐： → hooks（钩子） → skills（技能） → MCP servers → subagents（子代理） → https://t.…
受众观点：① 有人表示用 Claude 久了反而尽量少装配置，担心每多一层抽象就更难排查决策错误，说明一部分重度用户在权衡自动化和可控性（@lliu54827, 4likes） ② 也有人觉得这个插件比自己之前做的 skill 更强，关注的是官方方案和社区自制工具的能力差异（@smithandai, 1likes） ③ 评论里还提到国内使用 Claude Code 的封号风险，以及 setup 插件更适合新项目 onboarding 而非老环境，大家在讨论使用边界和账号安全问题（@Yigeyyds147, 1likes; @lliu54827, 1likes）
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- @lliu54827 (4): @servasyy_ai 用 Claude 久了反而越来越少装配置。 不是懒，是发现每加一层，我就少思考一步——然后某天 Claude 做错决定，我发现我已经不知道在哪里出的问题。 裸装反而知道自己在做什么。
- @canwekissandhug (2): @servasyy_ai 不错 https://t.co/Y7sE6Uy4qE
- @smithandai (1): @servasyy_ai 这个好,我之前做了一个类似的skill,在项目开始前通过ask usequestion工具来获取项目信息来引导配置.官方的这个更强啊
- @Yigeyyds147 (1): @servasyy_ai 国内用Claude Code是不是特别容易封号
- @lliu54827 (1): @servasyy_ai 自己 Claude Code 跑半年，這 setup plugin 新專案首日跑一次蠻方便，老環境真的不必裝。它推薦的 hooks/skills 官方 docs 都有，比較像 onboarding wizard。真正有用的還是自己累積那套 CLAUDE.md 跟 memory，這沒辦法 plugin 化。
作者用通俗方式解释 MCP 和 Skills 在 AI agent 里的区别，指出很多人把两者混为一谈是搭建严肃 agent 时最常见的错误之一。
MCP vs. Skills for AI agents, clearly explained! People treat MCP and Skills like they're the same thing. They're not. Conflating them is one of the most common mistakes I see when people start build…
受众观点：① 作者在评论里补充了一个 8 万多个 skills 的开放生态链接，说明不少人关心能否直接复用现成技能而不是从零写（@akshay_pachaar, 27likes） ② 有人分享自己用 UCP 协议搭了多 agent 框架，强调普通用户也能在几行代码内创建 agent，关注的是降低搭建门槛（@GokBoraYlmz, 1likes） ③ 也有评论从上下文窗口膨胀和按需加载工具的角度，讨论如何用 Skills 精细指定任务所需的少量工具，提升效率和鲁棒性（@QBTLabs, 0likes; @_avichawla, 0likes）
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- @akshay_pachaar (27): An open agent skills ecosystem: (85,000+ skills and growing) https://t.co/3x6EM3Uwv7
- @GokBoraYlmz (1): Hi Akshay, I've created an agent army with 4 agents working in multi-tasking mode. Using the UCP protocol, it can pull products at a very low cost. It's a user-friendly framework where people can easily create their own agents in 30 minutes. People still struggle with creating a…
- @QBTLabs (0): Good framing. MCP gives agents a standard way to reach tools; Skills help them use those tools well. For commercial agents there is a third layer too: payment/control. If a tool call can cost money, the agent also needs price metadata, budget policy, authorization, receipt loggi…
- @_avichawla (0): Context window bloat is a common problem that MCPs faced and the solution is to have some on-demand tool loading, which Anthropic also talked about. Skills are a good way to encode this by specifying something like "for this task, you only need these 3 tools from these 2 servers…
- @Web3__Youth (0): @akshay_pachaar This level of artistry deserves every bit of recognition ✨
推文介绍用 Rust 写的无头浏览器引擎 Obscura，号称专为 AI Agent 和爬虫设计，在内存占用、启动速度和体积上远超 Headless Chrome，并兼容 CDP 协议。
兄弟们，Headless Chrome 该退休了！ 有人用 Rust 搓了个专给 AI Agent 和爬虫用的无头浏览器引擎——Obscura，性能直接把 Chrome 按地上摩擦： ① 内存只吃 30MB（Chrome 吃你几个G） ② 启动只要 85ms，快得离谱 ③ 整包才 70MB，Chrome 装完硬盘哭了 还支持 CDP 协议，Puppeteer、Playwright https:/…
受众观点：① 有人关心 Obscura 是否会被集成进 Hermes 等上层框架，说明生态集成度是大家考虑的重要因素（@Teknium, 0likes） ② 有评论指出这些极致的内存和启动指标对静态爬虫有用，但带登录态的端到端场景下 Playwright 都跑不起来，质疑其在复杂场景中的实用性（@m13v_ , 0likes） ③ 也有人从 JS 运行时指纹和 Cloudflare 防护角度提醒，自研 V8 headless 很容易在 navigator、WebGL、字体等细节上露馅，反检测才是真正瓶颈（@laozhang713, 0likes）
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- @Teknium (0): @NFTCPS Should we add support in Hermes?
- @m13v_ (0): @NFTCPS 30MB 内存 85ms 启动这些指标对静态爬虫有用, Agent 真要跑的是带登录态的 E2E, 评论已经有人实测 Playwright 跑不起来. 反检测和 DOM 稳定性才是真瓶颈
- @WWTLitee (0): @NFTCPS 内存省得我都不想动
- @0x1010001010 (0): @NFTCPS 测试过了，不兼容playwright
- @laozhang713 (0): @NFTCPS obscura 自研 V8 headless 很容易在 JS 运行时层面露馅（比如 navigator.plugins、WebGL vendor、字体列表、AudioContext 指纹等） 对于有CF的来讲这东西还不行。
作者称 Hermes Agent 是当前最强大的 AI 工具之一，但大多数人不会用，并在视频里展示了 6 个能显著改变工作方式的 Hermes 使用场景。
Hermes Agent is the most powerful AI tool right now The issue is, almost nobody knows how to use it properly In this video I show you 6 use cases for Hermes I promise will completely change how you w…
受众观点：① 有人分享自己用 Hermes 自动化 YouTube 流程的文章，说明创作者群体在用它做内容生产流水线（@AvinashAila, 13likes） ② 也有人把 Hermes 接到 Meta 眼镜里，当成随身 Jarvis 使用，关注的是多模态硬件+agent 的未来形态（@SteveGaudio, 12likes） ③ 评论里还提到基于 Hermes 构建的 OpenNeko 等项目，强调当 Hermes 与其他工具结合时能解锁更强的组合能力（@AmitDeshmukh, 3likes）
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- @AvinashAila (13): @AlexFinn I automated Youtube using Hermes, article below. https://t.co/uq5sXuIFBq
- @SteveGaudio (12): @AlexFinn My favorite use case for it is in my meta glasses. It’s literally Jarvis. We’re living in the future. https://t.co/1e8J43vGOt
- @TheNayaV (7): @AlexFinn Thanks Alex.
- @AlexFinn (5): And thanks to Hubspot for partnering with me!! Make sure to download the free AI Agents Cheat Sheet! https://t.co/Lq8n6x2eON
- @AmitDeshmukh (3): @AlexFinn OpenNeko https://t.co/WBnkznXaGW is built on Hermes agent and https://t.co/pkJm0WRkIF When you combine the two you get mind-blowing capabilities
推文报道 Google 发布个人向 AI agent「Gemini Spark」，可在 Google Cloud 专用 VM 上 24 小时代办数字任务，并计划通过 MCP 支持外部工具联动。
【速報】Google、個人向けAIエージェント「Gemini Spark」を発表 ユーザーの指示のもとでデジタル作業を代行する24時間稼働のAIエージェント ・Google Cloud上の専用VMで長時間タスクをバックグラウンド実行 ・Googleツールと連携し、今後MCP経由で外部ツールにも対応予定 https://t.co/Mn0ryDPBjU https://t.co/X3SuyTAiYm
受众观点：① 作者在评论里补充了 Spark 的推出节奏和 Google AI Ultra 的定价调整，很多人关注订阅价格和何时能在 Chrome 内直接使用（@ctgptlb, 8likes） ② 有人兴奋地把它和 Claude Code、Codex 放在一起，认为“把工作丢给 AI 自己去干”的时代要真正到来，期待 24 小时 agent 带来的工作方式变化（@ryu_grove_ai, 3likes） ③ 也有评论从咨询行业和自动化工具角度联想，认为 Spark 这类 agent 可能会冲击 Zapier 等传统自动化产品和中层知识工作者（@consultant_dead, 0likes; @Mar_3simai, 0likes）
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- @ctgptlb (8): 提供時期: ・今週から trusted testers 向けに展開 ・来週から米国の Google AI Ultra 加入者向けにベータ版を提供 ・今夏後半には Chrome 内でも動作予定 Google AI Ultra は新たに月額100ドルのプランを導入。 上位の Ultra プランは月額250ドルから200ドルに値下げ。 https://t.co/gRUwPAB6w6
- @ryu_grove_ai (3): @ctgptlb Gemini Sparkついに来ましたね！ Google Cloud上の専用VMで24時間稼働、しかもMCP対応予定とか強すぎます。 Claude Code・Codexと合わせて、ついに『AIに仕事投げて寝る』時代が本格化しそうです。 Sparkリリースされたら絶対使います！w
- @consultant_dead (0): これ、コンサル業界の「マネージャー以降は自分のクローンが欲しい」現象の典型例。複数案件のレビュー、若手の壁打ち、クライアント宛のメール、議事録の最終確認、全部「自分の判断が要る」タスクが積まれて、終電後にMacを開いた瞬間に絶望する。Spark見て『これが先に欲しかった』と呟いたMD、絶対いる。 #コンサル業界こじつけ投稿シリーズ
- @gerardsans (0): @ctgptlb https://t.co/Yh522L675s
- @Mar_3simai (0): @ctgptlb Google CloudのVMで長時間バックグラウンド実行できるのいいですね。MCP対応で外部ツール連携が増えたら、Zapierみたいな自動化ツールの立場が結構揺らぐかもしれないです😅
作者用 Codex 结合 Three.js 和 WebGPU 做出魔法书溶解粒子特效，几乎不写代码就完成了 GPGPU 粒子与光效的 3D 可视化实验。
今天用 Codex 驱动 Three.js 做了一个魔法书溶解粒子特效，效果太上头了！ 从提示词对话调试 → GPGPU粒子 + 光效实现，全程没写几行代码，AI真的把生产力拉满。 喜欢3D可视化、Shader、独立游戏开发的伙伴欢迎交流～ 有兴趣的留言，我整理详细教程！ #ThreeJS #WebGPU #Codex #GPGPU #Shader https://t.co/TgebUzyD5E
受众观点：① 做 Three.js / WebGPU 可视化但对 GPGPU 和 Shader 上手门槛有畏惧的前端工程师 ② 想把 AI 引入游戏原型制作流程的独立游戏开发者 ③ 想验证“几乎不写代码”工作流是否真能提升生产力的 AI 工具重度用户。
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- @liu8in (0): @ocean0726772007 帅啊 要不要加到@HyperFrames_ catalog?
- @metamitya (0): @ocean0726772007 looks awesome. inerested would use on @treechatai
- @AIBYWTECH (0): @ocean0726772007 能搞个抽盲盒的游戏吗？ 感觉会上瘾（赌瘾）
- @daguoai (0): @ocean0726772007 Beautiful 辛苦整理个教程看看
- @AI_EC_Hacker (0): 逆に言うと「コードを書かないで作る」って工程設計が一番の省力化ポイントなんですよね。 現場感だと、AIが出すテンプレは80%で残り20%を微調整する小さな手作業がループする。 そのループをどう短縮するかが本当の生産性で、たとえばシェーダのパラメータをUI化して時給換算で何時間分を節約したか見える化すると説得力が出る。 溶ける粒子はまるでレジ待ちで積もる小銭が一気に消える瞬間みたいに爽快。
Firecrawl 推出 AI 驱动的数据爬虫 Agent，只需输入需求就能自动搜索、抓取和整合多网站内容并返回结构化结果，号称无需写爬虫也不怕反爬。
Firecrawl 推出了一个 AI 驱动的数据爬虫Agent 无需提供任何信息 不需要你提供网址，不用写爬虫，不怕反爬机制 只要输入你的需求它就能自动爬取任何你想要的信息 它会自动搜索、浏览、提取网站内容（包括深层网页），整合信息，然后给你返回结构化结果。 支持并发抓取多个网站， https://t.co/KIUtwCSE2f
受众观点：① 需要大规模抓取网页数据但不想维护复杂爬虫集群的独立开发者 ② 想在自家产品里内嵌“智能爬取+整理”功能的 SaaS / AI 工具作者 ③ 做数据分析或情报收集、希望用 Agent 替代手写爬虫脚本的技术用户。
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- @xiaohu (41): 每天有5次免费体验额度 在线体验：https://t.co/0ZjtQCuKWK 详细介绍：https://t.co/cdj0PxJjK2
- @btcbajie (0): @xiaohu 这工具太聪明了，简直像有个小助手在帮你找资料
- @0xkakarot888 (0): @xiaohu 推文能爬吗？微信能爬吗？
- @0xdeusyu (0): @xiaohu @readwise save thread.
- @kaka95276 (0): @xiaohu 要登录的网站根本不行咯
一位 Anthropic 工程师演示了单人如何同时运行 5 个 AI agent 协同完成编码、测试、评审和部署，并在 30 分钟内现场搭建完整系统。
Anthropic engineer showed how one person can run 5 AI agents, that code, test, review, and deploy at the same time. In 30 minutes they built the whole thing live in one session. Here's what they cove…
受众观点：① 想用 Claude 等模型搭建自动化开发流水线的工程师 ② 在做 AI agent 工具或插件生态、需要设计多 agent 协作模式的独立开发者 ③ 对“人机协同写代码”感兴趣、但还没落地具体流程的技术创作者。
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- @zodchiii (3): original & full link: https://t.co/sIFn0sFLFN
- @adelbucetta (2): @zodchiii the real unlock isn't just more agents, but figuring out when humans still need to intervene
- @Av1dlive (2): @zodchiii This is a good article definitely worth reading
- @zodchiii (1): inviting to TG, where I post about AI tools, vibe coding experiments, and finance alpha: https://t.co/vYdrq0aHA4 see ya there 🤝 https://t.co/RFM84D97sF
- @Thihoanggs (1): 1人が5つのAIエージェントを同時に実行できる方法を示した人間工学者がいます。 30分以内に、実際に1セッションで全体を構築しました。 彼らが取り上げた内容は次の通りです。 > 1人のエージェントと完全なチームのいつ使用するか > エージェントが互いにかみ合わないように仕事を分割する方法 > それぞれのエージェントが担当するかどうかを決定するための正確なフレームワーク それが、実際に機能するエージェントチームを構築するガイドをまとめた理由です。 記事内の完全なガイドをご覧ください。
胡彦斌在《歌手》节目中用 Claude Code 搭配 VS Code 自己开发粉丝社区 App「彦火」，把 vibe coding 带进主流综艺视野。
什么？连胡彦斌都开始vibe coding了！ 昨晚《歌手》片段，他用 Claude Code + VS Code，自己独立开发了粉丝社区App彦火，目前在TestFlight测试中 正所谓： 你要的 token 全拿走 把 memory 化成空 不要在乎 model context 有所保留 说过的话当 skill 附送 https://t.co/v9DoW3ZEmE
受众观点：① 已在用 Claude Code / Cursor 等工具的开发者，关心 vibe coding 的下一步形态 ② 想做面向创作者和粉丝经济的 AI 应用的独立开发者 ③ 对“非技术人用 AI 独立开发 App”现象感兴趣的产品经理和内容创作者。
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- @dajiangchat (39): @CryptoDoggyCN 搞笑的是胡彦斌说 vibecoding，节目组以为是 webcoding，然后字幕就翻译成了网络编程😅
- @samhimselff (17): @CryptoDoggyCN 那算是明星里的科技断层了
- @kinghylon (17): @CryptoDoggyCN 歌手不用ai写歌，搞锤子代码。很难不怀疑在凹人设
- @stometaverse (6): @CryptoDoggyCN vibe coding 从 dev tool 变成 consumer tool 的拐点比很多人想的来得快。
- @leaf_sanren (3): @CryptoDoggyCN 这其实挺反直觉的。很多非技术的人做 vibe coding，反而没那么容易陷进“我要精确控制每一步”的坑。 他们更像是在和一个同事说话，先把事讲明白，再慢慢磨。某种程度上，技术背景有时候反而是包袱。
这篇讨论围绕 C++ 标准库中 std::function 被新提案 std::copyable_function 等逐步取代，反思标准委员会不断自我否定旧特性的历史包袱和复杂度问题。
Sandor Dargo's post this month on std::copyable_function closes with a quick-reference table. Four callable wrappers, one recommendation each, and at the bottom of the list one entry that should stop…
受众观点：① 关注 C++ 标准演进的工程师，对 std::function 和 std::copyable_function 的真实差异以及 ABI/API 约束很在意（@MFHava） ② 对 C++ 复杂度早有怨言、转向其他语言的开发者，会借机讨论“设计委员会驱动”的语言如何越变越重（@AlexKazumi） ③ 旁观者则在抓文章里的细节错误甚至玩文字梗，体现出对技术媒体准确性的敏感（@zeekar）
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- @MFHava (247): Author of `copyable_function` here. This article conflates ABI and API breaks - just like Sandor's post ... Fixing `std::function` was not something that was prevented by ABI concerns. It would have been an API break that would have rendered vast amounts of code (essentially any…
- @AlexKazumi (94): C++ broke under its own complexity. Back in 2011 I switched from C++ to C# and discovered how one can be happy developing code in a professional environment when the system is not fighting you. And since then, the committee continued making the language more complex.
- @Maybe-monad (91): peak design by comitee
- @MFHava (50): Exactly! MSVC-`deque` „decays“ into a linked list for types > 8bytes. But that is a problem not shared by libstdc++ or libc++.
- @zeekar (47): > The `volatile` saga deserves its own line. [...] This is what fifteen years of standards work on a five-letter keyword looks like. Uh, `volatile` has more than 5 letters. Was this written by an LLM?
这篇帖子从 SQL 与 NoSQL 的历史讲起，解释为什么通用数据库难以覆盖所有现代负载，从而催生时间序列、向量、概率等一整套专用数据库生态。
The post walks through the history of SQL and NoSQL, then makes the case for why general-purpose databases can't handle every modern workload and why a whole ecosystem of specialized engines emerged…
受众观点：① 只熟悉传统 SQL 的开发者，对时间序列、向量、概率数据库等“异兽”为何存在、适用场景是什么感到好奇（@Konkord720） ② 对 NoSQL 概念和分类有强意见的人，会纠结术语来源、边界和严谨性，希望文章更系统全面（@spinur1848, @dimon222） ③ 在实际项目中把 PostgreSQL 当半个 NoSQL 用的工程师，会讨论标准 SQL 与扩展特性的界线（@Tysonzero）
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- @Konkord720 (25): Does it use SQL? No? Then it is a nosql
- @spinur1848 (10): Non-exhaustive. Clearly the author has some favourites (which is fine), but if you're going to call your book "The Database Zoo" there's an expectation of some rigour.
- @dimon222 (9): Is it good time to point out that NoSQL was created as short from "Not only SQL", not "No SQL"?
- @Tysonzero (1): This is why most refer to postgresql as a nosql db due to the nonstandard extensions.
作者在休假期间用 Elixir 实现并开源了一套基于 rendezvous hashing（最高随机权重）的库，用来在分布式节点间做负载分配并支持 O(log n) 访问。
I've had 3 weeks off work and I've used the time to rekindle my passion for coding (the old way, by hand). Stumbled upon this alternative to consistent hashing called rendezvous hashing (or highest r…
受众观点：① 使用 Elixir 或 BEAM 生态的开发者，对无需 NIF、无状态进程就能实现高效哈希分配的方案感兴趣（@Overview） ② 做分布式系统但还停留在简单取模或一致性哈希的工程师，想了解 rendezvous hashing 在节点数量变化时的行为和性能（@Overview）
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这条帖子是作者分享自己做的一个讲解视频，主题是如何设计具备弹性的系统来避免级联故障，并邀请大家对内容和表达方式给反馈。
Tried my best to deliver some best content on this one after immense research and hands-on. Pardon me if the video becomes like a monologue somewhere in between, still in the beginning days of YouTub…
受众观点：① 做后端或分布式系统的工程师，对级联故障话题高度敏感，但未必有时间看长视频，希望有人帮忙提炼要点（@Dean_Roddey） ② 刚开始做内容创作的技术博主，会关注如何在深度技术和可看性之间平衡（@Overview）
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- @Dean_Roddey (1): Don't have time to watch the video right now, but this is an issue that looms large in my world.
帖子详细介绍了一个实时飞机异常检测系统的架构，用 Redis 存活跃状态、PostgreSQL 存历史轨迹，并通过特征工程和多种无监督模型组合来区分真实异常与脏遥测数据。
A live aircraft feed can show a flight dropping altitude rapidly, turning sharply, or appearing somewhere it should not be. The immediate problem is that none of those observations automatically mean…
受众观点：① 做实时监控或流式处理的工程师，会关注如何在乱序、丢包和不规则间隔下构建可靠的特征和告警（@Academic-Vegetable-1） ② 对时间序列和异常检测有经验的人，会讨论是否应该在长时间间隔后降低置信度或重置窗口（@Old_Cap4710） ③ 对航空或高风险场景感兴趣的开发者，则在意系统如何在保证实时性的同时避免过多误报（@Overview）
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- @Academic-Vegetable-1 (1): The irregular interval problem is the one that bites everyone. Most systems assume a fixed cadence and then do something dumb like divide by elapsed seconds without checking if that elapsed time is 30s or 300s. Normalizing by actual delta_t before feature extraction is the right…
- @Old_Cap4710 (1): Exactly. A delayed update can turn otherwise normal movement into what looks like an extreme climb, descent, or velocity spike if the interval is assumed rather than measured. That is why I treated telemetry as an irregular time series instead of fixed-rate snapshots. The featur…
作者分享一篇在 Amazon Last Mile Routing Challenge 数据集上验证的技术论文，介绍如何在普通硬件上做大规模末端配送路径规划。
Hi all, I share a technical paper on a routing architecture for large-scale last mile planning on limited hardware. It is evaluated on the public Amazon Last Mile Routing Challenge dataset and a 1M s…
受众观点：① 对运筹优化和路线规划感兴趣的工程师，关注如何把学术算法跑在便宜硬件上 ② 做电商、外卖、同城配送等业务的开发者，关心配送成本和调度效率 ③ 想把 ML/优化模型嵌入到实际 SaaS 产品里的独立开发者。
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作者分享自己用系统化方法在 Reddit、应用评论和社交媒体上挖掘重复抱怨来验证 SaaS 点子，并顺带介绍了一个叫 Pain Signal 的小工具。
I’ve noticed that a lot of indie hackers and small SaaS teams still validate ideas in a pretty random way. Usually it looks like this: — browse Reddit — read app reviews — check Twitter/X complaints…
受众观点：① 正在想新点子的 indie hacker 和小团队，希望更系统地验证需求 ② 会写点脚本但还没把“痛点挖掘”流程自动化的开发者 ③ 想做面向创作者或 SaaS 创业者工具的产品人。
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- @Caraes_Naur (4): Step one: Realize that adding user logins & subscriptions plans does not magically transform any shitty app into SaaS.
- @mentiondesk (1): I find it helps to track patterns across multiple forums and social channels instead of just focusing on one. Documenting real user frustrations and grouping them can reveal threads you might miss by instinct alone. If you'd like to automate some of that work and set up alerts f…
- @Big_Combination9890 (1): Most importantly: Accept that "crappy webapp that does yet another crud-thingy" does not equal a SaaS product.
- @psaux_grep (1): Just because lots of people complain about JIRA and Atlassian doesn’t mean that you can build, operate, and market a competitive offering. The choice of the market is often quite random, and people are used to what they know. Paths to success are usually more like this: - Build…
Hugging Face 的 Niels 介绍重启的 paperswithcode.co 在一周内新增的多指标榜单、外部论文支持、谱系关系、新方法库和截图分享等功能。
Hi, Niels here from the open-source team at Hugging Face. It's been one week since I [launched](https://www.reddit.com/r/MachineLearning/comments/1tgmwqr/reviving_paperswithcode_by_hugging_face_p/) […
受众观点：① 需要跟踪各领域 SOTA 的 ML 工程师和研究者 ② 做 AI 产品选型、需要快速比较不同模型和评测结果的独立开发者 ③ 想做“模型导航”“评测聚合”类工具的创业者。
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- @robotnarwhal (9): Amazing work, Niels. Keep it up! Is there any help you're looking for from the community?
- @adiznats (6): Could you add a paper claiming mechanism? E.g. one of my papers was indexed but doesn't show the github repo which is linked in the actual paper. I would really like to go and edit that myself, by adding the link.
- @RussB3ar (2): Amazing work. Just curious tho. I assumed that the replacement for paperswithcode would be the daily papers section on HuggingFace. What are the main advantages of paperswithcode.co?
- @DigThatData (1): you should consider sharing the backend db as a dataset.
- @TheWittyScreenName (1): Where is my beloved “Graph” domain? I think there are a few others that used to be on the old site, and aren’t there anymore too
作者分享一个用 purego 动态加载 libcuda.so、避免 cgo 的 Go 语言 CUDA 绑定实验项目，并讨论线程亲和性和性能测试结果。
At our work we use CUDA in Rust since the company switched to it recently. Rust has pretty good Driver API bindings but it made me wonder why the hell we cant have something decent in Go without cgo.…
受众观点：① 用 Go 写推理服务或数据管道、又想直接调 GPU 的工程师 ② 关心容器镜像体积和跨平台构建的基础设施开发者 ③ 想在 Go 生态里做高性能 ML 工具或推理框架的独立开发者。
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作者声称自己发明了名为 thermocompute 的方法，可以让机器学习推理变得“超级快”，但目前只给出非常模糊的描述。
I invented thermocompute! It makes machine learning super fast!
受众观点：① 经常在 Reddit / X 上看到新奇 ML 点子的工程师 ② 想学会快速判断论文或项目可信度的初学者 ③ 对非常规计算范式感兴趣、但需要实证数据的技术读者。
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- @Unable_Baker_9640 (2): super fast doesn't mean good or useful. briefly tell us about it, what are it's strengths, use cases, weaknesses, future directions?
- @arcco96 (0): It’s in early tests. Thermodynamic emulation appears to be a drop in replacement for classical approaches for a number of tasks and would imagine can could be applied eventually to all or nearly all ml problems. Testing is the future direction and likely turning attention toward…
一位做 AI 搭配服装应用的创始人分享自己在上个创业失败后重启项目，靠产品解决个人穿搭痛点并拿下首个付费客户的经历。
holy butt guys I actually did it. after failing my last startup, I decided this time I'm going to build a product that I would actually pay for. for context, im quite literally chopped and cooked whe…
受众观点：① 还在寻找 SaaS 点子、对 B2C 方向犹豫的独立开发者 ② 想用 AI 做垂直生活类应用的创始人 ③ 在首个付费用户阶段徘徊、需要情绪和策略双重支持的早期创业者。
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- @Easy-Loquat5346 (12): Love the energy. That first paid customer hits different. Link to the app? "I got a compliment from a stranger" is the real MVP metric. Forget MRR. Congrats, seriously.
- @Direct_Storage907 (8): bro this is actually so sick 😂 Keep going man, this is how it starts
- @Shaharyar_boom (3): Yea, getting the first few customers in the hardest part, after that things start to get a bit easier. God bless
- @Euphoric_Regret_2733 (2): Proud of you bro. I actually have this same idea a while back but never got the time to focus on it. Doing something else entirely
- @SmartContractKid (2): Congrats man! I'm still waiting for my first customer 😢
一位创始人分享从零到 9.1 美元 MRR 的心路历程，强调第一笔收入带来的心理转折和早期缓慢增长的真实状态。
i know it's not $10k MRR. i know it's not impressive. but 3 months ago i had zero. no users, no revenue, no idea if anyone would ever pay for what i built. today i have $9.1 MRR and $32.9 in total re…
受众观点：① 还没拿到第一笔收入、怀疑方向的 indie hacker ② 已经有少量 MRR、但觉得自己“太小不值得分享”的创始人 ③ 想做面向开发者的工具、却对定价和收费时机犹豫的产品人。
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- @iosengineeriscool (14): $1000 starts with one $100 bill. $100 starts with $1 dollar. $1 starts with 1 cent… and you just made 910 of those !!!
- @Night_ryder254 (10): Congrats on the achievement to more wins.
- @letsprogramnow (5): Man, this brings back memories. I remember when I made my first $50. Not MRR. Just $50 in online sales. I immediately went to instagram and posted to my story something about "My business just made my first $50 from 2 customers. Imagine 3, 4, and 5, etc." That was literally 1 ye…
- @alexandre-boudot (2): the first dollar is the hardest validation of your life and most people skip past it because the optics suck. nobody wants to post the $9 screenshot. but going from "is this real" to "someone gave me actual money for this" is the single biggest mental shift in building anything.…
- @akhtar_btw (1): btw you can check sendroq
一位 19 岁创始人介绍自己在做 Strivle，一个通过连接 Stripe、GitHub、Product Hunt 等数据，用真实 MRR 和提交量给创始人排榜的新社交平台。
I'm sick of it. You probably are too. You spend a week building something real. You ship it. You post about it on X. 50 impressions. Meanwhile some guy with a blue check posts "agree?" with a Canva q…
受众观点：① 对现有 X / LinkedIn 暴露疲劳、寻找新分发渠道的独立开发者 ② 想做“为创始人服务的工具或社区”的产品人 ③ 关注开发者数据隐私和第三方接入 Stripe / GitHub 风险的工程师。
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- @Huge-Competition3311 (7): the core problem with verified MRR on profiles is that most founders dont want competitors knowing their revenue. have you thought about how many people will actually opt into that transparency?
- @CardamomMountain (3): No way would I connect my Stripe and GitHub to this. Also what is the reason anyone would look at it? It's not replacing LinkedIn and X if the only audience is other founders, it becomes even more of an echo chamber of people building SaaS for other people who are building SaaS.…
- @CardamomMountain (2): Fair. So it's about the community, but it doesn't replace LinkedIn for the sales side. Not a bad idea for people seeking investment if you genuinely have investors looking at it.
- @Few_Seaworthiness70 (2): I love this man. I'm gonna sign up right now. I fucking hate LinkedIn lol.
- @IAmRules (2): I like this. I’ve seen wanting to redo LinkedIn for some time too. How do you plan on hitting critical mass?
一位能在新账号两天做出 2700 万浏览量的创作者，在 Reddit 求助自己完全不会把流量变现，希望学习如何把这种夸张曝光转成实际销售或与有产品的人合作。
Just hit 27 million views in 2 days on a fresh page and made $0. How do guys actually convert this kind of insane top-of-funnel traffic? Honestly just looking for advice or if anyone wants to team up…
受众观点：① 质疑 2700 万浏览来源、想了解具体平台和内容形式的开发者（@Terrible_Major1395, 14likes） ② 认为与其当流量教练不如和有成熟产品的人分成合作的创业者（@ProcedureNo832, 13likes） ③ 惊讶楼主没有顺势卖课程或信息产品、觉得错失常见变现路径的读者（@Due_Hovercraft_4980, 9likes）
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- @Terrible_Major1395 (14): where did you find 27 million views from?
- @ProcedureNo832 (13): Nah, the 'fake guru' life ain't for me lol. I’d rather just partner with someone who already has a solid product and take a cut
- @Due_Hovercraft_4980 (9): And you are not selling a course or sth for this
- @Terrible_Major1395 (7): oh that's instagram? can i see your video?
- @Jeferson9 (7): Am I cooked or this answers nothing of what he asked
创始人分享自己因 buildspeedy 过度依赖 Claude 和 Codex 订阅定价、复杂度失控而选择关停产品，反思平台依赖和单位经济被模型涨价瞬间击穿的教训。
I’m shutting down buildspeedy. It was a tool I built to help people build mobile apps faster and cheaper by using Claude and Codex subscriptions as part of the workflow. The main problem: Build Speed…
受众观点：① 认为只用开源模型才能真正掌控成本、避免商用模型暗中降级和频繁调价的开发者（@angelarose210, 7likes） ② 指出很多 AI 包装类产品在模型被低价补贴时看似可行，一旦定价和访问策略调整利润结构就会暴露的创业者（@post_layoff_builder, 4likes） ③ 强调当你的单位经济完全取决于别人定价备忘录时，你更像在做套利而不是产品，主张自托管如 Whisper 降本的实践者（@alexandre-boudot, 2likes）
展开评论
- @angelarose210 (7): This is why I built my saas to use open source models only. Not only do I control costs and leave myself many options for inference and scaling, but I'm immune to undisclosed commercial model nerfing which happens frequently.
- @post_layoff_builder (4): That is honestly a pretty rational shutdown decision. A lot of AI wrapper products looked viable while the underlying models were temporarily underpriced relative to the value they created. Once pricing, rate limits, or access models change, the margin structure gets exposed ver…
- @alexandre-boudot (2): shutting down at this point feels right. the underrated lesson isnt even "dont build on top of a single model", its that the moment your unit economics depend on someone else's pricing memo, you stop being a product company and start being a margin trader. we self-hosted whisper…
- @According_Scar3032 (2): Open source models would dodge the pricing issue, yeah. For me the bigger headache was the maintenance complexity, so swapping the backend wouldn't have saved it on its own. Did you build something on open models? Curious how the quality held up for you.
- @According_Scar3032 (2): Yeah, the easy part is also the trap. Spinning up fast on someone else's API feels great until a pricing email reframes your whole margin overnight. Have you started baking that dependency risk into how you pick what to build next, or more of a gut call each time?
楼主感叹现在用 AI 很快就能做出应用，但真正难的是如何把应用有效营销出去并获得付费用户，向大家征集从免费到付费各种实测有效的获客方法。
I feel like thats the major learning curve everyone faces, anyone can send a few prompts and have an app within 2 weeks, but how do you properly market your apps and get paying customers? From free t…
受众观点：① 强调营销要像帮助而不是推销，先提供价值再索取回报的从业者（@hiten1818726363, 9likes） ② 指出在 AI 领域用户买的是节省时间等结果而不是技术本身的产品人（@Hot-Ask1349, 6likes） ③ 分享用 Reddit、Twitter 和冷 DM 组合，在目标社区找到前 20–30 个用户的三叉戟策略的开发者（@Mean_Ad1027, 3likes）
展开评论
- @hiten1818726363 (9): Make marketing look more like helping than selling. Be human. Give value before asking for anything
- @Hot-Ask1349 (6): One thing I've noticed building in the AI space, people don't buy the technology, they buy the outcome. Nobody cares how the video is generated, they care that it saves them 3 hours.
- @Mean_Ad1027 (3): I really like the whole 3 prong strategy. I use a combination of Reddit comments/posts, Twitter posts/replies, and straight up cold DMs. The trick is that you need to go to the subreddits and Twitter communities that your target audience lives in. That’s usually how I can get my…
- @PointLive4883 (2): Yeah. People don't want features, they want solutions. Saving time is the ultimate killer feature.
- @KissMochi (2): Make sense, I will when solve particular people problem, any kind Saas doesn't need too much marketing still you need some articles like post online and post about your app on Reddit in right subreddit , make videos how it helps people will eventually find you... When you see po…
开发者分享在两次创业失败后推出开源订阅计费工具 BillingOS，解决小型 SaaS 使用现有计费方案过贵过复杂的问题，并讨论从首批用户走向稳定增长的经验。
A few months ago I started building [BillingOS](https://www.billingos.dev/) because I was tired of how complicated subscription billing is for small SaaS apps Most tools felt too expensive, too compl…
受众观点：① 真诚追问在已有 Stripe 等方案下 BillingOS 的独特价值、想搞清楚差异点的开发者（@Critical_Project757, 5likes） ② 表示自己用过的计费工具都太难用，更希望开箱即用、少折腾集成的用户（@Lopsided_Pay7222, 3likes） ③ 认为现在用 LLM 搭配文档就能很快完成 Stripe 集成，对进入这个空间的必要性持怀疑态度的人（@Apart_Savings_6429, 3likes）
展开评论
- @Critical_Project757 (5): Why would I use this no offence I’m genuinely curious
- @Lopsided_Pay7222 (3): So far the tools that i have used have been so difficult to use. U might call me lazy but i prefer when software comes as a package where i dont have to juggle multiple products or do any custom code. I like out of the box tool where u just can easily implement what you need and…
- @Lopsided_Pay7222 (3): For most early billing tools, the thing that makes people stick isn’t a flashy feature…it’s how fast they can go from signup to a working integration. If a developer can drop it in and have subscriptions running in an afternoon without reading a 40-page doc, that’s usually the h…
- @Apart_Savings_6429 (3): Bro nobody reads a doc, you can literally ask any LLM to set up stripe and hook it up, it takes a few mins
- @Apart_Savings_6429 (2): stripe isn't too hard to set up you can literally do ti in a few mins and they literally have this exact solution..idk why you're going into this space unless you want to beat stripe by their margins
一位做 photobooth 相关 SaaS 的开发者激动分享拿到第一个订阅用户的时刻，表示自己长期在产品和营销上努力，身边人却难以理解这件事的意义。
Beyond happy, I worked for a long time for this moment. Now I finally had some success marketing this thing which always is my weak spot. Thanks for letting me share this here. People around me don’t…
受众观点：① 简单为楼主送上祝贺和鼓励、共情这一里程碑意义的同行（@Kitchen-Rock-5847, 3likes） ② 继续祝贺并鼓励坚持前进的开发者（@tentoftech, 1likes）
展开评论
- @Kitchen-Rock-5847 (3): Well done mate 👏👏👏
- @tentoftech (1): Congratulations 👏🎉 keep going
一位自 2011 年起卖课程和 SaaS 的创作者吐槽 AI 工具泛滥、担心谷歌等巨头轻易复制产品，讨论未来数字产品是否会从追求速度转向强调满足感和手工感。
Hi folks, I sell digital products since 2011: courses, presets, apps, saas, etc. Now with vibe coding it’s even more easy for a person like me to release new products and ideas but I feel like all th…
受众观点：① 认为未来产品会更强调满足感和工艺感，技术只是让我们更专注用户真实问题的从业者（@myredditat22, 5likes） ② 用摄影从画师到手机的类比，说明技术替代和习惯迁移是历史常态的评论者（@Classic-Signature933, 3likes） ③ 强调未来赢家不是生成更快而是品味更好、能做出人类精选和策展的产品设计者（@mrpeterparky, 3likes）
展开评论
- @myredditat22 (5): the near future is absolutely about satisfaction and craft. The tech is just finally getting out of our way so we can focus purely on the user's actual problem.
- @Classic-Signature933 (3): Isn't it the same as when people gave up on painters for family photos and turned to photographers, and today they take their own photos with a 40Mpx phone?
- @mrpeterparky (3): yeah the ai saturation is real. every week there is a new tool that does what your tool does but faster. it is exhausting to keep up. the feeling of building something unique is fading. but the future is not about speed. it is about taste. ai can generate a thousand logos. it ca…
- @Isedo_m (2): Agree with what you say. Totally agree.
- @HitxLerr (2): the biggest mistake founders make when planning products for the near future is chasing high-level tech trends rather than hyper-specific workflow gaps. because anyone can spin up a functional generative wrapper or standard features in a weekend now, the code itself is no longer…
楼主发起讨论：假设用户都买最基础套餐，你需要多少月度订阅用户才能辞职全职做 SaaS，并分享自己在东南亚只需不到一百个 50 美元订阅就能“退休”的情况。
Assuming all of your users go for the most basic package, how many users do you need to quit your full-time job and become a full-time founder? Mention how many monthly users at max have you got so f…
受众观点：① 质疑把全职运营 SaaS 称为“退休”，指出这仍然是高强度工作的评论者（@SquashNo2389, 7likes） ② 提醒从当前工资、获客成本和用户终身价值出发，计算需要多少客户才适合辞职的创业者（@Available_Arm_5685, 2likes） ③ 认为从 4 到 100 用户看似遥远，但前几个往往最难、后面增长会加速的开发者（@prince0x, 3likes）
展开评论
- @SquashNo2389 (7): How is it retiring if you work full speed to run your SaaS?
- @prince0x (3): the gap between 4 and 100 feels massive until you get to like 20 and realize the first 4 were the hardest ones what's your basic package priced at?
- @SquashNo2389 (2): Hah so far from retirement!
- @Available_Arm_5685 (2): Tbh, Zero users you can retire faster. Anything more is lot of work. But I assume do you mean, quit the job and become full time entrepreneur.
- @Available_Arm_5685 (2): Take your current salary. That's what the business needs to pay you to survive. Now figure out your CAC (what it costs to win a customer) and your LTV (what they're worth over time). The gap between those two is your margin per customer. Divide your salary by that margin and you…
一位在家自学编程的新人分享自己写出的第一个本地 Hello World 网页，强调拒绝使用 AI 辅助，希望获得社区的鼓励和基础建议。
Attached is the code for my very simple hello world starter page. My uncle said to make one and I did. I think it's cool! It's not online it's just a file tho. I refuse to use A.I. in this process an…
受众观点：① 鼓励楼主坚持手写代码、不要让 AI 替代学习过程的开发者（@Sziszhaq, 113likes） ② 给出具体 HTML 结构建议、指出内容应放在 body 闭合标签前的前辈（@abrahamguo, 45likes） ③ 用玩笑方式引导楼主尝试加入简单链接等新元素、继续探索的网友（@Taconnosseur, 30likes）
展开评论
- @Sziszhaq (113): Everybody starts here - just keep going and trying more advanced things, don’t let AI do it for you. Good luck
- @abrahamguo (45): Very nice! All of your content should go before the closing body element!
- @Taconnosseur (30): now try: <a href="http://burger.com">burger.com</a>
- @MrHandSanitization (27): I started without his uncle telling me to do this, though.
- @Webbanditten (19): Tbh honest this site probably has perfect light house score
发帖者问如果今天重新选择技术职业方向，会选前端、后端、数据分析还是网络安全等，评论区大量程序员表示宁愿学电工、伐木等非 IT 技能，反映行业情绪低落。
If you decided to learn programming or a related field today in order to build a career in it, what would you choose: backend, frontend, data analysis, ERP/Dynamics, design, cybersecurity, or somethi…
受众观点：① 很多开发者像 @ryaaan89 一样后悔入行，觉得写代码不再有乐趣、被 AI 和安全风险搞得身心俱疲（@ryaaan89, 226分） ② 一部分人会像 @mq2thez 那样仍然选择前端，因为喜欢做用户能直接看到的东西，强调兴趣比“前景”更重要（@mq2thez, 59分） ③ 也有人干脆说要去学电工、伐木等实体技能，认为末日来临时这些比写代码更有用，折射出对行业未来的不安（@Pleroo, 98分；@BobJutsu, 54分）
展开评论
- @ryaaan89 (226): A different skill.
- @Pleroo (98): How to be a master electrician.
- @ryaaan89 (63): I mean look at all the other replies here too, this job makes people miserable. Building things with code uses to be fun, now it’s all AI burning down the planet and supply chain attacks. When the apocalypse comes I’m going to wish I had skills that weren’t coding. That last par…
- @mq2thez (59): I’d choose Frontend again because I like building things people use. I started 16 years ago and everyone thought Frontend was a deadend career choice, but it was what I wanted to do.
- @BobJutsu (54): I’d learn to run a chainsaw and fell trees instead.
开发者分享自己做的 Spearite：受 Excalidraw 和 Figma 启发的浏览器端像素画与游戏精灵编辑器，无需注册、全本地保存，支持时间轴动画和导出适配 Unity、Godot 的精灵图集。
Hey r/webdev, I'm a big fan of Excalidraw's instant-canvas feel and Figma's clean panel layout. I wanted that same low-friction experience for pixel art and game sprites, basically Aseprite's workflo…
受众观点：① 评论普遍夸设计好看、配色氛围舒服，说明目标用户很在意创作工具的界面质感（@Pristine-Brick6458, 3分） ② 有人反馈在手机上体验也不错，暗示移动端适配对这类工具是加分项（@HatTrial, 2分） ③ 一些用户表示被这个项目激励，想继续自己的 Godot 项目，说明这种免费工具能直接激活独立游戏开发者的动力（@Limp_Ganache_8805, 2分）
展开评论
- @Pristine-Brick6458 (3): Beautifull design , i like the ambiance of the color, you did an amazing work there
- @HatTrial (2): Looks great! Even on mobile
- @Limp_Ganache_8805 (2): Looks awesome.. you've inspired me to continue my godot project!
- @nooglerhat (1): Thanks a lot! Yes please do, an let me know if Spearite fulfils all your sprite needs 😄
- @myblueear (1): ResEdit anyone?
帖子讨论 Chrome 148 新增的 declarative partial updates 功能，引发前端开发者对浏览器兼容性、减少 JavaScript 体积以及与现有客户端渲染框架关系的争论。
r/webdev Declarative partial updates - new in Chrome 148
受众观点：① 有人担心这是又一个只在部分浏览器实现的新 API，会加剧兼容性碎片化，觉得用几行 JS 就能解决的问题没必要搞新特性（@yksvaan, 37分） ② 也有人看好它减少 JS 负担的潜力，但吐槽要等 Safari 多年才能跟上，否则生产环境难用（@CollectionAdorable24, 18分） ③ 一些开发者认为把常见库功能下沉到浏览器是好事，目前在标准化流程中，适合先实验再决定是否广泛推广（@fiskfisk, 13分；@electricity_is_life, 9分）
展开评论
- @yksvaan (37): More browser incompatibility for something that can be solved by few lines of code. Or people don't know how to add dom nodes in 2025?
- @CollectionAdorable24 (18): This looks incredibly promising for reducing JavaScript footprint, but as with every cool new browser API, the real question is: How many years do we have to wait before Safari finally implements it so we can actually use it in production without a mountain of polyfills? See you…
- @fiskfisk (13): I think having native functionality for what gets commonly implemented in libraries is a good thing, and a decent way of bringing the web forward. Given that it's behind a flag it isn't usable for anything public or actually supported yet, but one can start to get a feel for whe…
- @catsupatree (11): This seems like a way for a server-rendered-application to make the UX feel more like client-side-rendered, without actually doing the work. Might be a nice shortcut, but there are a *lot* of benefits to client-side-rendering beyond just "We can wait to load the 'expensive' stuf…
- @electricity_is_life (9): This is [being discussed](https://github.com/whatwg/html/issues/11542) in whatwg the same as any other web platform change. It is being standardized.
开发者分享自己做的 MultiSpot：用户选择 2 到 5 种地点类型（咖啡馆、健身房、药店等），网站自动找出离自己最近、能同时满足这些条件的位置，并提供免费使用和 API。
Hello guys, I built a tool called MultiSpot where you pick 2 to 5 place types (café, gym, pharmacy, whatever) and it finds the closest locations to you. So instead of googling each place separately a…
受众观点：① 有人认为这是“锦上添花”的功能，不值得单独一个产品，宁愿继续用 Google Maps 多搜几次（@Mediocre-Subject4867, 16分） ② 也有用户真心觉得好用，尤其是在选租房或订酒店时，需要同时靠近多个关键地点，这类工具能显著减轻规划负担（@Successful-Title5403, 2分） ③ 部分评论指出 Google Maps 已有多站点功能，质疑差异化价值，说明用户会拿现有巨头产品直接对标（@whatisboom, 2分）
展开评论
- @Mediocre-Subject4867 (16): It's one of those nice to have little features that dont warrant a dedicated product. I'd rather just search twice on google than maintain another map app
- @hisheeraz (3): Man, Great work, Love it
- @whatisboom (2): but google maps has multiple stops already? I use it to plan bike ride pub crawls with friends.
- @Dalleuh (2): Thanks glad you do!
- @Successful-Title5403 (2): Love it, when im deciding on renting in a new city, I tried to pin point all locations I want to be near. This would be absolutely golden for that. Same with renting a hotel on a holiday. I want to be near this train station, disney world is here, etc (thinking tokyo). This woul…
有人吐槽某公司招聘网页开发职位的在线申请表完全坏掉，评论区猜测可能是源码里藏了“彩蛋式”提交方式，也有人认为是 LLM 生成但没人测试的表单。
[https://apexmediasol.com/careers](https://apexmediasol.com/careers)
受众观点：① 有人建议直接查看页面源码，认为可能藏着要求用特殊方式提交的“彩蛋”考题（@FAJStracker, 23分） ② 也有人调侃这正好说明他们为什么需要新的 web 开发者，暗示当前站点质量很差（@MrCuddles9896, 12分） ③ 有评论直指这可能是 LLM 生成的表单，没人测试也没人看提交结果，反映出对“AI 生成但无人负责”的不信任（@notgoingtoeatyou, 5分）
展开评论
- @FAJStracker (23): View the source. They may ask you to send it differently. Easter eggg style.
- @ggrape (19): Just think your chances of success if you can figure out how to submit it anyway
- @MrCuddles9896 (12): I guess now you know why they need a new web dev lol
- @_JLY_ (7): Could well be a pretty basic challenge. Open Dev tools, fix form, send application.
- @notgoingtoeatyou (5): Something tells me an LLM build this contact form, it looked good visually, no one ever tested it, no one is watching form submissions, no one cares
发帖者计划用 React + Django + PostgreSQL + Razorpay 为真实客户搭建体育场地预订平台，询问如何处理双重预订、支付回调和部署等实际工程问题。
Hey guys I really need some advice on this!!!! planning to build a sports turf/arena booking platform for a real client. Features: 1.slot booking 2.payments 3.admin dashboard 4.booking management 5.m…
受众观点：① 有人提醒双重预订必须在 Postgres 层做原子约束，不要信前端日历，建议用唯一约束或排他约束来防止两个用户同时抢到同一时间段（@WishboneComplete3410, 3分；@cuong_xteam, 1分） ② 多条评论强调支付 webhook 会丢事件，需要用幂等键、数据库事务和定时对账任务来保证不漏单、不多单（@cuong_xteam, 1分；@Aggressive_Ticket214, 1分） ③ 也有人质疑为这种规模的客户从零写预订/支付系统是否商业上划算，认为现成 SaaS 可能更合适（@JohnCasey3306, 2分）
展开评论
- @WishboneComplete3410 (3): For double booking, don’t trust the React calendar at all — make the reservation atomic in Postgres. A unique/exclusion constraint on venue + time range is the boring bit that saves you when two people hit pay at once. I’d also keep a short “pending” hold with an expiry, then co…
- @JohnCasey3306 (2): I'm enormously surprised that writing a booking/payment platform **from scratch** (and the ensuing technical debt that creates) is the most commercially viable option for an organisation of this size, vs any of the multitude of saas and off-the-shelf solutions available to them.…
- @secretprocess (1): It's not, but people are having fun learning and building.
- @cuong_xteam (1): Few things I've hit on similar booking platforms: **Double booking** is your hardest concurrency problem. Don't trust application-layer locks. Use Postgres advisory locks per slot OR a UNIQUE (court_id, start_time) constraint and let the DB reject conflicts (app catches the uniq…
- @Aggressive_Ticket214 (1): The payment webhook dropping thing is real. Razorpay isn't the only one, Stripe drops maybe 0.5-1% but it adds up when you're processing real volume. The fix is boring: an hourly reconciliation cron that compares your booking table against the payment provider's transaction list…
开发者分享自己做的加拿大房贷提前还款计算器，支持输入固定额外还款或目标结清日期，并正确处理加拿大常见的半年复利规则，界面支持深浅色模式。
Built a mortgage early payoff calculator for Canada - [https://canadacalculator.ca/prepayment](https://canadacalculator.ca/prepayment) Two modes: add a fixed extra payment and see how much interest y…
受众观点：① 用户很认可无需登录、界面简单易用的设计，同时提出移动端适配、增加月份输入、显示当前月供和按月明细等改进建议（@farzad_meow, 6分） ② 有人专门追问是否正确处理了加拿大的半年度复利计算，说明目标用户对金融公式准确性非常敏感（@resume-razor, 3分） ③ 作者在评论中解释了具体公式，指出不能简单年利率除以 12，而要先按半年复利再换算月利率，体现出对领域细节的重视（@Tadpole-Engineer, 2分）
展开评论
- @farzad_meow (6): glad you created it without the need to login like most sites. overall looks good and easy to use. suggestions: - test on mobile for rendering . some stuff look too big/small on iphone 14. - add month for duration too. so i can enter remaining year and months of my mortgage. - c…
- @Tadpole-Engineer (3): Thanks for the detailed feedback, really appreciate it. The mobile rendering is on my list, will test on smaller screens. The years + months input is a good call, whole years feels a bit rough when most people have an odd number of months left too. Current payment display makes…
- @resume-razor (3): Did you handle the semi-annual compounding correctly in your calculation logic? That is always the trip-up point when switching from standard US amortization formulas.
- @Popular-Awareness262 (3): target payoff date mode is clutch tbh most calculators only do add extra part
- @Tadpole-Engineer (2): Yeah that was the first thing I had to fix. the monthly rate isn't just annual ÷ 12. It's (1 + annual rate ÷ 2)^(1/6) − 1 to convert from semi-annual to monthly compounding. Most calculators I found were just dividing by 12 which gives you slightly wrong numbers over a 25 year a…
一位做网页开发的自由职业者在寻找能统一管理客户信息、合同签署、周期性发票和续约提醒的工具，想摆脱用表格和手动提醒拼凑的工作流。
i’ve been piecing things together with spreadsheets and manual reminders so far, but i’m starting to look for something a bit more organized as my freelance work grows. ideally something affordable o…
受众观点：① 很多自由职业者抱怨现成工具不是功能太少就是太臃肿，难以找到真正适配自己流程的一站式方案（@Difficult_Tap_4742, 3分） ② 大家普遍希望合同、发票、提醒和客户跟踪能整合在一起，而不是被迫用多套应用拼接（@the_mosthated, 2分） ③ 有人提到最终还是会落回“多工具胶水”的现实，只能选择最不折腾的组合来用（@End0rphinJunkie, 1分）
展开评论
- @Difficult_Tap_4742 (3): i think most freelancer tools eventually run into the “too simple vs too bloated” problem.
- @the_mosthated (2): especially once you need contracts, invoices, reminders, and client tracking all together.
- @Difficult_Tap_4742 (1): yeah the sweet spot is surprisingly hard to find without duct taping multiple apps together.
- @End0rphinJunkie (1): spot on. every clean tool eventaully tries to become a full CRM to justify their premium tiers, so you usually just end up settling for the least annoying one.
- @Citrous_Oyster (1): Monday for project management and square for recurring invoicing.
楼主分享用 Keycloak 这类统一身份认证服务把自建的多款应用串在一起的经验，并询问大家用什么 OIDC 身份提供方给所有自托管服务做单点登录。
How many of you have gone this route? Using an auth provider as an umbrella service to handle authentication for all the apps you host. I had this idea that it would make things more flexible (if you…
受众观点：① 很多人已经用 Authentik、Authelia 等方案集中做 SSO，但会抱怨像 Navidrome 这类应用缺乏原生单点登录支持（@-ThreeHeadedMonkey-, 75分） ② 有经验用户强烈推荐 Pocket-ID 这类只支持 Passkey 的新方案，认为同时提升了安全性和易用性，且易于运维（@Nuuki9, 60分） ③ 也有人分享 PocketID + TinyAuth 或 Authelia + lldap 这类组合拳，把没有内建认证的服务统一接入，显著改善全家使用体验（@hydrora31, 30分）
展开评论
- @-ThreeHeadedMonkey- (75): I'm using authentik. And I hate the fact that navidrome doesn't have SSO support The workaround solutions are total garbage.
- @Nuuki9 (60): Yes this is a pretty common approach once you get a few services up and running. The thing to be looking for is OIDC support - that's become pretty much the expectation on apps these days. As of 2026, my strong advice for anyone starting out is to look at Pocket-ID. It only supp…
- @hydrora31 (30): I use PocketID as my identity provider and TinyAuth as an auth provider for anything that doesnt have one built in. best system I ever setup, life couldnt be easier. Family members love it, makes google / microsoft logins seem like they are 20 years behind.
- @_ttnk_ (27): I use authelia with an lldap backend. Works great so far.
- @useful_tool30 (17): Cant you just use forwardauth since it doesn't have OIDC?
一位家长想给 7 岁孩子找一台功能尽量“笨”的设备播放自建有声书库，既能记住进度又有定时播放，但又不想让孩子能玩游戏分心。
I want my son (7) to be able to listen to audiobooks in a user friendly way but on the dumbest device possible... Or he'll just end up playing games on it. I've got audible and ripped all the audiobo…
受众观点：① 有人推荐买便宜的安卓 MP4 播放器配合 Audiobookshelf，并用 Family Link 锁死安装权限，既接入自建服务又能限制功能（@IchWillRingen, 27分） ② 也有人选择廉价安卓手机加家长控制，但吐槽安卓端有声书客户端体验一般，只能勉强用 Buchable 之类应用（@rootyb, 13分） ③ 还有人建议直接用 Yoto player 或旧 MP3/iPod 这类专用硬件，通过实体卡片或本地文件来降低复杂度（@Ok-Calligrapher5004, 10分）
展开评论
- @IchWillRingen (27): We bought a cheap Android MP4 player and threw the Audiobookshelf app on there. You can prevent installing other apps with Family Link parental controls. Works great for us!
- @rootyb (13): I ended up picking up a $35 Android phone from Best Buy and just locking it down tight with Google’s parental controls. Unfortunately the Android ABS app landscape still kind of sucks. Buchable is fine-ish though.
- @Ok-Calligrapher5004 (10): Yoto player?
- @Ok-Calligrapher5004 (8): You can get Make Your Own blank cards and load the files onto them
- @QuietWaterBreaksRock (7): Mp3 player, old ipod
楼主详细介绍自己从 Proxmox 迁移部分自建服务到 IncusOS 的体验，强调其不可变系统、安全默认配置和统一容器/虚拟机管理接口的优势与短板。
I have been self hosting for a while now, running about 30+ services across two nodes, everything from VaultWarden to Ollama to Pi-hole to a full media stack. The backbone has been Proxmox and it sti…
受众观点：① 评论区不少人吐槽原帖像 AI 写的营销文，质疑内容风格和真实性（@Cresspit, 14分） ② 有人顺势调侃和跟帖，讨论帖子是否需要标注讽刺或 AI 生成（@w453y, 8分） ③ 也有读者对其中提到的安卓虚拟机等细节感兴趣，追问具体运行环境和用途（@AudioDoge, 5分）
展开评论
- @Cresspit (14): This reads so AI my soul hurts
- @w453y (8): Oh man 🤦♂️ Do I need to add "/s" there?
- @w453y (6): A few months ago, I needed to test out a few patched APKs, which led me to spin up the Android emulator.
- @amy_potato (6): This is an AI bot https://preview.redd.it/bhdd6ygnu33h1.png?width=613&format=png&auto=webp&s=eccbeef3962c43fcafa9104cf232e0042c83a550
- @AudioDoge (5): You have an andriod vm? What is it running?
楼主询问大家是如何自托管和播放音乐的，并表示目前觉得 Plexamp 是自己用过最顺手、打磨最好的方案。
There is so many options, so far I find Plex amp to be the most polished and easy to use
受众观点：① 很多用户推荐 Navidrome 搭配 Symfonium 或 Synfonium，认为这是目前自托管音乐的最佳组合之一（@IroesStrongarm, 44分） ② 也有人在尝试 Navidrome 生态后仍然回到 Plexamp，觉得后者整体体验更成熟顺滑（@danner1515, 19分） ③ 部分用户会在手机用 Symfonium、桌面用 Feishin 这类客户端，但也遇到大库下卡顿和同步策略差异的问题（@Akasiek, 18分）
展开评论
- @IroesStrongarm (44): I've been happy with navidrome and synfonium
- @danner1515 (19): I’ve been playing around with Navidrome and its various iOS apps, but I always find myself going back to Plexamp.
- @Akasiek (18): The best combo! Also Feishin on desktop. Although it has started lagging for me. Maybe my library is just too big. Symfonium syncs library and caches it wheres Feishin just fetches the data from the API all the time.
- @MaGi5ter_ (8): navidrome, and on phone symfonium and pc feishin
- @ug-n (8): Plexamp since years, nearly perfect
楼主分享自己为了让家人出门也能访问 Navidrome/Jellyfin 音乐服务器，在 Tailscale 和 WireGuard 之间折腾，并担心直接把服务暴露在公网的安全问题。
Hi all, I'm curios to know, from who have a music server (Navidrome, Jellyfin or any other), how do you reach it from out of your home. I started by don't expose it at all and listening music only at…
受众观点：① 很多用户选择 WireGuard 作为访问家庭网络的主要方式，尽量不直接暴露服务到公网（@GremlinNZ, 37分） ② 也有人简单粗暴地用 WireGuard 作为唯一答案，强调其稳定可靠（@3skuero, 28分） ③ 另一部分人坚持用 Tailscale，表示长期使用几乎没遇到问题，同时也有人用 Nginx 反代直接暴露 Navidrome（@Major_Noise_5558, 23分）
展开评论
- @GremlinNZ (37): Wireguard to access house, very little (like Wireguard) is exposed publicly. For music on the go, I prefer to load onto a device and run locally. Preference currently for music is podcasts via AntennaPod
- @3skuero (28): wireguard
- @Major_Noise_5558 (23): Tailscale, never had a single issue.
- @jbarr107 (13): PlexAmp.
- @Raikayoshi (11): Navidrome and Nginx for reverse proxy
Roundcube Webmail 发布 1.6.16 和 1.7.1 安全更新，修复多项 XSS、SQL 注入、SSRF 和会话投毒等严重漏洞，官方强烈建议所有生产环境尽快升级。
We just published security updates to the 1.6 LTS and 1.7 versions of Roundcube Webmail. They both contain fixes for recently reported security vulnerabilities. # Security fixes * Fix stored XSS/HTML…
受众观点：① 有老用户表示看到 Roundcube 在之前众筹风波后还能持续维护和改进，感到欣慰（@darkshifty, 2分） ② 也有人提到帖子背后使用了 AI 辅助创作，提示读者展开回复了解细节（@asimovs-auditor, 1分）
展开评论
- @darkshifty (2): Really happy to see roundcube thrive and improve again after that fundraiser fiasco a few years back.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
一位新手自托管用户在用 Pi-hole 做本地 DNS 和广告拦截时发现手机和 Fire Stick 会绕过 Pi-hole，导致自定义域名无法解析，求助如何强制所有设备走本地 DNS。
Hello all, sorry to bother you. I'm fairly new to self hosting but have quickly gotten really into it and am hosting a bunch of services on docker including jellyfin, yamtrack, filebrowser, joplin et…
受众观点：① 有人建议在路由器上加防火墙规则，把所有从局域网到外网的 53 端口流量强制重定向到 Pi-hole，从根上阻止设备绕过本地 DNS（@whatisuser, 16分） ② 也有人简单概括为“让 Pi-hole 捕获所有来自 LAN 的 DNS 流量”，强调这是常见做法（@Wall_of_Force, 13分） ③ 多条评论指出浏览器和系统内置的 DoT/DoH 会绕过本地 DNS，需要在路由或客户端层面专门阻断或关闭（@ThatsNASt, 6分）
展开评论
- @whatisuser (16): No, they mean firewall rules on your router that force all tcp / udp traffic from LAN -> WAN (0.0.0.0/0:53) to instead go to pihole. That way if any device tries to connect to, say, 1.1.1.1:53 they actually hit your pihole instead, regardless. This, combined with blocking DoT…
- @Wall_of_Force (13): you may want to make pihole to catch all dns traffic from lan side to itself
- @Impact321 (7): Give this a read: https://labzilla.io/blog/force-dns-pihole
- @Wide_Today_7863 (6): DoT/DoH bypass
- @ThatsNASt (6): Browsers have built in DoT/DoH which bypasses local DNS.
作者分享了一篇教程，讲解如何在 Hetzner 上用 Podman 和 Caddy 自建无 Cookie 的 Plausible Analytics 网站统计服务。
Hello everyone, [renard-digital.fr/blog](http://renard-digital.fr/blog) is my blog for my IT agency, not much English articles now but I will crank up the speed to deliver quality articles. This is m…
受众观点：① 有人表示更偏好使用 PostHog 等替代方案，关注不同分析工具在功能和体验上的差异（@Positive-Builder8313, 2likes） ② 版主机器人型评论提醒读者展开回复了解帖子中 AI 使用情况，说明社区对内容真实性和技术细节有一定关注（@asimovs-auditor, 1likes）
展开评论
- @Positive-Builder8313 (2): prefer posthog analytics by far
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
作者介绍了一个自托管 ebook 转有声书工具，支持 Xtts、Piper、Bark、Tortoise 等多种 TTS 引擎，离线运行且提供 Docker 镜像。
Updated now supports: Xtts, Piper, Bark, Tortoise, VITS, Fairseq, GlowTTS, Tacotron, and Yourtts! Added Translation as well! A cool side project l've been working on for 2 years now Fully free offlin…
受众观点：① 置顶机器人型评论提示展开回复了解帖子中 AI 的使用方式，说明读者会关心这个项目背后具体用了哪些模型和推理方案（@asimovs-auditor, 1likes） ② 虽然当前可见评论不多，但从项目描述看，潜在用户会关注多引擎支持、离线运行和 Docker 部署的易用性等自托管体验。
展开评论
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
有人想给 nextExplorer 增加原生 WebDAV 端点或挂载外部 WebDAV 的能力，让用户能像网络磁盘一样访问，同时复用现有的用户和权限系统。
Anyone interested in helping on a small weekend project around WebDAV + nextExplorer? 👀 nextExplorer: https://github.com/nxz-ai/nextexplorer I’d love to experiment with adding native WebDAV endpoint…
受众观点：① 有人质疑为何要把 WebDAV 协议直接塞进 nextexplorer，认为已经有很多极简 WebDAV 容器可用，更关注职责分离和复用现成组件（@Budget_Confection498, 1likes） ② 有用户分享自己用 sFTPGo 提供 WebDAV 和多用户支持的方案，但吐槽其 Web UI 体验一般，说明界面和可用性也是重要考量（@haherar830, 1likes） ③ 另一条评论指出仓库一开始是私有、充满营销话术，怀疑这是“高质量草根营销”，同时提到项目里有 LLM 接口和上下文文件，说明社区对 AI 参与开发和项目透明度很敏感（@haherar830, 1likes）
展开评论
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Budget_Confection498 (1): There are many extremely minimal webdav server containers. Why do you need to bundle this protocol inside nextexplorer as well?
- @haherar830 (1): For WebDAV I use sFTPGo (only for WebDAV), which has a built-in file explorer and multi-user support (although for me the accounts are just for different services, e.g. Obsidian, Zotero, etc). With that said this post smells like high-quality astroturfing. GitHub link is dead, n…
- @imBadeck (1): Made my day with "high quality astroturfing". Just fixed the link, my bad. Thanks. I also used SFTPgo currently. It works really well. But I do not really like the web UI.
- @haherar830 (1): Well it seems there are now public repos, maybe completely incidentally someone at the company saw my comment in the last hour on a Sunday and made it public. Your fears about vibecoding are likely unfounded though, as the github lists an LLM interface as the 2nd author and ther…
帖子拆解了 Diego 如何把 AI 设计工具 AppAlchemy 做到月入 1.1 万美元，几乎不经营个人受众，而是用系统化的 Reddit 发帖和短视频内容做获客。
Starting with proof - [TrustMRR](https://trustmrr.com/startup/appalchemy) This is Case Study of Diego who quietly grew his AI design tool, [AppAlchemy](https://appalchemy.ai/), to $11K per month with…
受众观点：① 有人认为这篇案例很好地抓住了分发纪律，特别是先把账号养热、用价值内容铺垫再自然带产品链接的策略（@Deep-Leading9799, 1likes） ② 评论者强调“先成为真正的 Reddit 用户再推广产品”，指出多数创始人直接用新号发广告导致失败，认同把 Reddit 当社区而不是广告牌的思路（@prince0x, 1likes） ③ 多条评论提到这是长期投入但回报很高的渠道，赞赏专注一个分发渠道而不是同时分散在 TikTok、Twitter 等平台（@printoninja, 1likes; @Nazil0819, 1likes; @SlowPotential6082, 1likes）
展开评论
- @Deep-Leading9799 (1): This breakdown nails the distribution discipline most founders skip. Warming the account and leading with useful posts before any plug is probably the biggest difference maker here, and the compounding from consistent reposting across relevant communities is a great reminder to…
- @prince0x (1): the part most people skip is right here — he became an actual reddit user first before promoting anything most founders do it backwards. they make an account, post their product, get ignored or banned, and conclude "reddit doesn't work" the ones who win treat it like a community…
- @printoninja (1): solid info. it's a long term investment but it's one of the best you can have
- @Nazil0819 (1): this is a solid breakdown. the "become a real redditor first" part is what most people skip and then wonder why their posts get nuked. also respect that he didn't try to game every platform at once — focused on one channel and actually did it well instead of spreading thin acros…
- @SlowPotential6082 (1): Really smart approach focusing on product-first growth instead of audience building. I made the same mistake early on spending months trying to build a Twitter following before I had anything worth talking about. Diego nailed the core problem validation - he literally felt the p…
作者反思自己虽然一直“和用户聊天”却屡战屡败，提出先用 AI 做结构化思考和假设推演，再带着明确问题去做用户访谈的两阶段方法。
The advice is right. I'm not here to argue with it. I've talked to customers before every project I've built. I still failed. Not because the advice was wrong. Because I was showing up to those conve…
受众观点：① 有人追问直接问“为什么还没为这个问题付费”时对方的反应，关心这种更尖锐问题在真实对话中的可行性和反馈质量（@Murky_Breadfruit587, 2likes） ② 作者在评论中回应说答案有时很清晰，有时“我不知道”本身也是信号，说明读者在学习如何解读这些回答背后的需求强度（@seyf_gharbi, 2likes） ③ 多条评论共鸣“之前也和客户聊但准备不足”，认为带着要验证的关键假设进入对话能显著提升信息密度（@According_Scar3032, 2likes; @Born-Exercise-2932, 2likes）
展开评论
- @Murky_Breadfruit587 (2): How did your conversations go when you started being more direct with your questions? Were they receptive to the question of “why haven’t you paid to solve this yet?” Or did they not really have a reason for not paying to solve it yet
- @seyf_gharbi (2): Mixed honestly. Some had a clear answer: they'd tried something and it hadn't worked, or they were waiting on budget. Those were the most useful conversations I've had. The "I don't know" answers are actually valuable too. If someone can't articulate why they haven't paid to sol…
- @Murky_Breadfruit587 (2): That’s actually some really good insight to get. If they can’t answer why they haven’t paid for it yet, the problem probably isn’t painful enough for them
- @According_Scar3032 (2): Talked to customers before every project and still failed too. The unprepared part hits home - you walk in with vague questions, hear nice things, and convince yourself you validated something when you just had a pleasant chat. Showing up knowing exactly which assumption you're…
- @Born-Exercise-2932 (2): the bit about feedback softening once they know your story is the most underrated part. first conversation is the only one where they have no incentive to be nice to you
帖子介绍 Anthropic 面向小企业的 31 个 Skills 在首日约有 38.2 万次下载，并被整理成可在约 10 分钟内部署的工作流模板，强调这些基于 .md 的技能文件可被各种 AI 代理学习和复用。
Anthropic’s 31 small-business skills reportedly hit around 382,000 downloads on day one. And now someone has mapped the whole thing into a setup workflow that can apparently be deployed in \~10 minut…
受众观点：① 高赞玩笑评论调侃安装 HR 插件就被裁员，反映大家对 AI 介入人力资源和裁员决策的焦虑（@budz, 192likes） ② 有人质疑楼主是否就是做这个映射工作流的“某个人”，说明社区对推广性质内容的敏感和对项目归属的好奇（@Stabmaster, 156likes） ③ 多条评论讨论 Claude 是否能真正替代 Zapier、Notion 等工具，还是更适合作为它们之上的编排层，关注的是实际可用性和与现有 SaaS 的集成方式（@AnalyticsDepot--CEO, 41likes; @daniel-sousa-me, 21likes; @Simply-Serendipitous, 17likes）
展开评论
- @budz (192): :: installs HR plugin :: :: gets fired ::
- @Stabmaster (156): Is this “someone” you?
- @AnalyticsDepot--CEO (41): I love how they keep missing the mark because none of these clowns have shown up to a middle class job. And yet they think they are going to make us unemployed. Fkn cute.
- @daniel-sousa-me (21): I don't think Claude is a great replacement for those tools It would be much better if it interfaced with them (probably mixing skills and MCPs)
- @Simply-Serendipitous (17): Concept is cool. Instead of small businesses having to pay thousands in multiple subscription fees that are a pain to manage, you pay for Claude and it does everything. I know it doesn’t work as flawlessly as this, but the concept is good.
楼主爆料一家公司给员工每月 2500 美元的 AI API 配额，有人一天在 Opus 4.7 上烧掉 6200 万 tokens，引发大家对这种“无限预算”使用方式是否浪费的讨论。
My buddy works for a small international company based in Vietnam, and their AI perks are absolutely insane. Management actively *encourages* heavy API usage and hands everyone a massive **$2,500 USD…
受众观点：① 高赞评论质疑这种烧钱方式只是无意义浪费，类比创业公司在 AWS 上乱花投资人的钱，关注点在于 ROI 和成本控制（@Impossible-Gal, 433likes） ② 有人直接问“这些人到底在用 AI 干什么工作”，说明大家对真实用例和产出非常好奇（@Medium-Theme-4611, 193likes） ③ 多条评论猜测公司用 token 数量衡量生产力，或者干脆“工作就是烧 tokens”，反映出对错误激励机制和形式主义 KPI 的担忧（@Successful-Title5403, 136likes; @simplewhite1, 117likes; @Paratwa, 134likes）
展开评论
- @Impossible-Gal (433): But why? This is just wasting money for no reason. Like when companies burn investor money on AWS with 0 benefits.
- @Medium-Theme-4611 (193): what kind of work are people even doing with this shit
- @Successful-Title5403 (136): I promise you the reason he's burning so many is because their productivity is being evaluated by the number of tokens they are using.
- @Paratwa (134): I have an unlimited number of tokens. Of course I run an AI dept so yeah but even I don’t burn that kinda crazy shit.
- @simplewhite1 (117): Work is to burn tokens
帖子指出 Anthropic 的 Mythos 模型短暂在 Claude 界面中露面，并被提到将用于 Claude Code 和 Claude Security，推测这是面向安全场景的高端模型。
The model became visible for a short amount of time on Claude; besides that, new strings mentioning Mythos have been added. \> Access to the Claude Mythos model in Claude Code and Claude Security.…
受众观点：① 有人强调普通用户可能根本用不起 Mythos，提到自己在微软环境下只有少数工程师能用，而且成本极高（@RemarkableGuidance44, 93likes） ② 同一评论者进一步猜测在 Microsoft Defender 中使用 Mythos 的成本可能每位工程师每月超过 5 万美元，引发对性价比的质疑（@RemarkableGuidance44, 47likes） ③ 其他评论半开玩笑地猜测 Mythos 只会以高价 API 形式开放，甚至调侃“750 美元/月”级别定价，关注点集中在定价策略和是否只面向企业客户（@43293298299228543846, 27likes; @TheOnlyVibemaster, 24likes; @eat_da_poo, 14likes）
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- @RemarkableGuidance44 (93): You're not getting it. You wont be able to afford it. I work with Microsoft and not just any engineers get it, only a selected few do and its very expensive.
- @RemarkableGuidance44 (47): I have no idea, but they are using Mythos in Microsoft Defender to help with Security. I would say its over 50k a month per engineer. Takes hours to do a task.
- @43293298299228543846 (27): Introducing Mythos, at only $750 per month
- @TheOnlyVibemaster (24): $10 says they only release it for API pricing.
- @eat_da_poo (14): So you are telling it does the task with a speed of an engineer, but way more expensive?
作者用 Claude Code 做了一个名为 nice-figures 的插件，把 Anthropic 研究博客风格的 matplotlib 图表封装成 16 种配方，一句自然语言就能生成论文级可用的可视化。
You know the look — the figures in Anthropic's research posts. Bold sans-serif titles, scatter points under a smoothed trend line with a shaded band, those bars with the slightly rounded tops, little…
受众观点：① 很多用户吐槽自己默认的 matplotlib 图太丑，看到这个插件后觉得视觉效果明显更专业（@NegotiationDapper303, 3likes） ② 有人单纯夸赞成品图表观感愉悦，认为这种风格化封装本身就很有吸引力（@-username-----, 2likes）
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- @NegotiationDapper303 (3): my matplotlib defaults just looked at this and resigned.
- @-username----- (2): Pure joy to look at. Love it.
开源项目 task-observer 是一个 Claude 元技能，会在日常使用中自动记录机会并改进其他技能，三个月内为作者的 40 个技能应用了 600 次改进。
This recently crossed 500 stars on GitHub, mainly thanks to a [comment](https://www.reddit.com/r/ClaudeAI/comments/1sx44bc/comment/oik7ose/) in this sub (❤️), so I decided to properly introduce it to…
受众观点：① 作者提到通过 task-observer 在知识工作中持续发现技能空白并填补，吸引了不少对自适应工作流感兴趣的用户（来自原帖描述） ② 许多使用者反馈已经在不同环境和自主 agent 里集成该项目，说明大家关注如何让技能在长期使用中自动演进（来自原帖描述）
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作者在工作会议里用 Claude for Google Meet 时忘记关掉自己平时用的“caveman”原始人口吻，结果整场会都在用这种搞笑语气发言。
i tried claude for google meet in a work meeting but i forgot its my claude that gets dialed in and not a generic one... so it also had the caveman voice i have it use just with me (i couldn't handle…
受众观点：① 有人调侃会利用帖子里暴露的缓存问题去“黑”系统，说明大家对底层实现和安全细节也很敏感（@kylecito, 32likes） ② 多条评论围绕 caveman 语气开玩笑，认为这是对用户强迫模型说“原始人话”的一种报复，凸显大家对 AI 拟人化的兴趣（@martin1744, 16likes；@shibooyahh, 7likes） ③ 也有人顺势提到是否可以直接用其他模型如 gemini，反映出用户在不同会议助手之间比较选择（@intellectualbouquet, 12likes）
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- @kylecito (32): I'll totally hack your unnamed system now that I know you have a caching issue. Check, mate, atheists.
- @martin1744 (16): claude heard "note-taking" and chose violence
- @intellectualbouquet (12): can't you just use gemini now?
- @Alexandur (9): Why on earth did you (attempt to) censor the word "caching"
- @shibooyahh (7): i feel like it's payback for making him use the caveman skill. he took it personally
帖子根据 Anthropic 文档计算出在 Claude Code 中缓存未命中比命中贵 12.5 倍，并总结了五种常见操作如何触发 prompt caching 失效。
Two numbers from Anthropic's [prompt caching docs](https://docs.claude.com/en/docs/build-with-claude/prompt-caching) that explain most of your token bill: >"5-minute cache write tokens are 1.25 ti…
受众观点：① 有人指出原帖对哪些操作会真正失效缓存有明显错误，并贴出官方文档链接纠正，说明开发者非常关注技术细节的准确性（@elevater, 21likes） ② 多位评论者认为 5 分钟空闲导致的缓存过期才是日常最常见的成本陷阱，而不是文中列举的复杂操作（@WorthBathroom3268, 13likes；@anamethatsnottaken, 9likes） ③ 讨论中还反复确认 5 分钟 TTL 这一具体参数，大家在试图把文档规则转化为实际使用习惯（@anamethatsnottaken, 8likes）
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- @elevater (21): This is garbage. More than half is incorrect. Neither editing CLAUDE.md nor adding images invalidates. Read the real reference here: https://code.claude.com/docs/en/prompt-caching#actions-that-invalidate-the-cache
- @WorthBathroom3268 (13): The idle gap is probably the one people actually hit most. The config changes are expensive, but they’re visible choices; “answer Slack for 8 minutes and come back” feels harmless and silently turns the next turn into a write again.
- @leefuhr (11): I don’t know shit from shinola, but nice detective work, hoss.
- @anamethatsnottaken (9): I think a 5 minute delay is orders of magnitude more common than the actions mentioned in the post
- @anamethatsnottaken (8): That's the five minute TTL cache, right?
作者在 Claude Pro 五小时使用窗口即将用完的最后一秒刚好重置配额，觉得这是本周最幸运的“小奇迹”。
I was literally so close to finishing my Claude Pro usage for the 5 hours and it just reset in the last second... this is a MIRACLE most lucky thing that happened to me the whole week
受众观点：① 有人提醒 Anthropic 最近提高了使用上限，说明用户对官方限额调整很敏感（@nightb0rn33, 10likes） ② 原帖作者补充自己确实是在 5 小时会话结束时触发重置，体现大家对计费和重置机制的困惑（@metatalks, 3likes） ③ 还有用户抱怨一次看似普通的 prompt 占用了 25% 使用量，反映出对 token 消耗不透明的焦虑（@FrHdf62, 1likes）
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- @nightb0rn33 (10): They have increased limits until 13th July I think
- @metatalks (3): this time im pretty sure this time its because I got to the end of the 5 hour session as I was filling up my usage limit cuz it said resets in 0m but good to know :)
- @martin1744 (2): screenshot it before claude changes its mind
- @FrHdf62 (1): ce jour j'ai lancé un seul prompt, à priori classique, cela m'a quand même consommé 25% de l'usage.
- @lorenzoooznerol (0): yeah, it's been a huge difference for me
作者发现 Claude Code 会把所有会话完整写入本地 ~/.claude/projects/ JSONL 日志，并据此做了 continuity-v2 工具，用 SQLite+FTS5 和 MCP 服务器为这些日志提供搜索与跨会话记忆。
Go look at \~/.claude/projects/. There's a JSONL file for every session you've ever had. Every turn, every tool call, every file touched, every response. All of it, append-only, going back to your fi…
受众观点：① 有人提醒单纯全文搜索旧日志会混淆已废弃方案和最终解决方案，强调需要区分“历史噪音”和真正有用的上下文（@KiltyPimms, 57likes） ② 也有人吐槽这个社区反复发现文档里早就写过的功能，认为直接让 Claude 搜索日志并生成摘要就能解决很多问题（@PressureBeautiful515, 37likes） ③ 其他评论则强调在积累记忆的同时做剪枝和清理同样重要，不能只是一味堆历史（@charge2way, 20likes）
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- @KiltyPimms (57): >The "I told you this two weeks ago" problem just disappears But then you end up with a "I told you this 2 weeks ago, why do you keep suggesting the similarly worded thing we fixed a month ago" problem. Mining data out of the logs can be real useful for sure, but a pure log s…
- @PressureBeautiful515 (37): This sub is 90% people repeatedly posting the same amazing "discoveries" over and over. Things that are in the documentation, or that any reasonably curious person discovered last year. Just ask Claude to search its own logs and it will build a tool to produce readable markdown…
- @charge2way (20): 100% this. Pruning is just as important, if not more so, than accruing.
- @karlitooo (17): How is this better than telling Claude to search the logs?
- @Thin_Research178 (7): my \~/.claude folder just became the weirdest diary i never meant to keep. wild that the recall layer was basically sitting there in jsonl pajamas.
作者用 Claude 辅助完成了一款“一发子弹反弹射击”的原型游戏，从物理逻辑到美术文案都大量依赖 Claude，并在 itch.io 上放出试玩征求反馈。
I vibe-coded, designed and built game logic with **Claude.** The game's juiciness and art also are built with Claude. I used ChatGPT in the beginning to brainstorm the design, research similar games,…
受众观点：① 有玩家觉得玩法有趣但指出声音设计刺耳，认为需要认真打磨音效体验（@TheBroWhoLifts, 5likes） ② 作者回应说明音效也是用 Claude 生成，承认目前比较粗糙，正在尝试复古街机风格（@74BIT, 3likes） ③ 也有评论质疑完全用 AI 写游戏介绍的可读性，认为开发者至少应该自己写说明文字，反映出对 AI 参与创作边界的担忧（@Atomosic, 3likes）
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- @TheBroWhoLifts (5): Looks fun but the sound design needs to be addressed. I couldn't listen to those harsh beeps for very long.
- @74BIT (3): LOL. Fair enough. Yeah those are made with Claude. Could def use better sound design. Trying to capture that old Nintendo/Ikari Warriors vibes. But yeah its rough. Thanks for the feedback!
- @Atomosic (3): Ik this is an AI subreddit but reading the AI written description of the game is harsh on my senses, at least be able to write your own explanation of it, even if you can’t code it yourself.
- @Practical-Simple1621 (2): I tried game dev with ai and there are some big gaps like the visuals and sounds that can't be solo'd yet. At least by an amateur like me
- @74BIT (2): I get that. That is one of the limits for me too. I am just trying to use it for prototyping game ideas to see if there is anything there about my concept. I feel confident more AI tools will evolve and make it easier. Its a blast for me knock out an idea quick and test it. Mayb…
作者受 Windrose 和海盗题材启发做了一款带真实风力物理的像素海盗航海 roguelike，小范围内开放 tinywind.io 网页试玩并征求玩法与世界观反馈。
I’ve been working on a little passion project after playing the game Windrose for way too many hours and going down a rabbit hole on the golden age of piracy lol. It’s a pixel art pirate sailing rogu…
受众观点：① 多数评论直接夸赞游戏好看好玩，认为作为浏览器游戏完成度很高（@rbmichael, 53likes；@inglandation, 9likes） ② 有玩家特别喜欢航行手感，但希望增加更多与世界和船只的互动以及任务机制，避免短时间内就“看完所有内容”（@Electrical_Mix3582, 15likes） ③ 也有人联想到经典的 Sid Meier’s Pirates，认为这类题材有很强的情怀和市场潜力（@Capnbubba, 11likes）
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- @rbmichael (53): Looks neat!!
- @Icy_Party954 (30): Id have to sit and play it to give honest feed back. But it looks very cool! Good job!
- @Electrical_Mix3582 (15): Fun little game. I like the sailing mechanics. My two cents: I think you need to add more chances to interact with the world/ships. I often ended up sailing and circles on my own. Also may be consider adding something like missions or another game mechanic so that the user doesn…
- @Capnbubba (11): It makes me think of Sid Meyeres Pirates and that was by far my favorite pirate game of all time. Well done, keep going!
- @inglandation (9): Best thing I’ve seen in this sub in months. Really well made for a browser game. Works great on mobile. Nice job.
作者分享自己做的 ResistorGo 小工具，用来快速查询电阻色环和 SMD 代码，支持 Linux、Android、Windows，方便电子爱好者在项目中识别元件。
Made this tool to decode color codes and SMD codes faster and easier while working on electronics projects. It's like typing colors. I plan to add more components like capacitors, inductors, etc. You…
受众观点：① 有人单纯觉得工具很酷，说明这类小而美的效率工具在电子圈有天然好感度（@Open-Peanut-5854, 8分） ② 有人建议用机器视觉识别色环和测试条，并提到用 Claude Vision API 做颜色匹配成本很低，提示可以往视觉识别方向扩展（@_thelifeaquatic_, 4分） ③ 作者回应考虑到色盲用户和本地模型体积问题，表示会重新评估远程视觉 API 方案，说明开发者在权衡体验与体积、成本（@Few-Grape-4445, 4分）
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- @Open-Peanut-5854 (8): Really cool 😎
- @_thelifeaquatic_ (4): Hey this is cool! Have you thought about using machine vision to identify them? I had a colour matching task I wad trying to code. Ended up using claude vision api and for less than 1 cent per call it can work out pool test strip values
- @Few-Grape-4445 (4): Good point, yes, I had thought about that because it's very useful for colorblind people, however, I didn't want to increase the application size by including a local model, but now that you've mentioned a good option, I'll reconsider the idea, thanks. I found computer vision ve…
- @Few-Grape-4445 (3): Thank you :)
- @Few_Sea_ (3): Fajne 😄
楼主在 SideProject 分享自己终于上线了一个产品，围绕帮助创作者做视频脚本的 ScriptFaster，并开放等候名单邀请大家加入内测。
r/SideProject I finally shipped something! Had to prove it to myself.
受众观点：① 评论里有人祝贺上线并索要网址体验，说明同类独立开发者对新工具有天然好奇心，愿意帮忙试用（@Naru111123, 2分） ② 楼主在评论中详细解释通过等候名单手动批准 beta 用户、暂不收信用卡以控制模型成本，体现出对 AI 成本和风控的现实考量（@BentoBox30, 1分） ③ 有创作者表示自己刚开始做视频内容，对未来长视频有计划，愿意尝试这类脚本工具，说明目标用户画像比较清晰（@trpcl1, 1分）
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- @Naru111123 (2): Congrats on the launch mate! Proud of you. Share the web url with us to try it out!
- @BentoBox30 (2): Congrats on getting started making videos! I plan on adding shorts script generation too. Okay for me to reach out to you when I do? Would be glad to let you try it for free to see if it is a good fit for you
- @BentoBox30 (2): Thanks man, I really appreciate that :) Still stoked to have actually launched something I'm proud of.
- @BentoBox30 (1): Thanks Naru!! I would love for you to try it out :) Just go to this link, click join the waitlist, and then I'll go manually approve you into beta. [https://app.scriptfaster.com/waitlist](https://app.scriptfaster.com/waitlist) I don't collect any credit card for the beta, but th…
- @trpcl1 (1): Looks interesting. I just started making videos... Only shorts so far but bigger plans in the future.
作者分享自己第一个项目上线四周拿到 14 个注册用户的进展，流量主要来自 LinkedIn 和熟人网络，目前还没收入但对缓慢增长感到满意。
14 users after 4 weeks: I'm happy I published my first project 4 weeks ago. And today, the 14th user signed up. Plus, I got a contact via the address in the legal notice, which also shows there's int…
受众观点：① 有人表示处境相似，产品刚上线却找不到真实终端用户，希望学习对方是如何获取前几位用户的（@chillboizzz, 3分） ② 有评论指出 4 周 14 个自然用户已经是不错的开始，尤其是有人通过法律声明里的邮箱主动联系，说明意向强烈（@Ok_Parfait_4006, 3分） ③ 另一位评论者强调直接访问和 LinkedIn 带来的高质量流量，建议先重视用户反馈和口碑而不是过早关注变现（@Jumpy_Ad3453, 2分）
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- @chillboizzz (3): Hey man, glad for you. I'm kind of in a similar place. Its been few days since I launched my product but I just can't figure out how to reach my actual end users. I'm currently trying discord + insta + fb but yet to find my first real user lol. Could you give me any tips as to h…
- @chillboizzz (3): Hey that seems really cute tbh. Everyone having the option to put something of their own choice as a part of a bigger collection. I like it.
- @Ok_Parfait_4006 (3): 14 users in 4 weeks with no paid acquisition is a real start, not a failure. the contact via legal notice is the interesting signal, someone cared enough to find the contact info and reach out which is more intent than most signups show. the linkedin vs reddit vs direct breakdow…
- @Jumpy_Ad3453 (2): That's pretty solid progress for a month! Getting those direct visitors is actually a good sign - means people are bookmarking or remembering your URL, which usually happens when they find real value in what you built. The LinkedIn traction makes sense since professional network…
- @Fred_TastefulGift (2): Spot on. It is a side gig for me so I am not too worried about money. Grateful when it would cover my costs at some point :)
作者介绍 ClawCall，这是一款通过短信调用的 AI 电话代理服务，能自动拨打多家商户、穿过语音菜单和排队等待，并在需要本人确认时把用户桥接进通话。
Quick origin story: we launched ClawCall last month, but only for OpenClaw users, the AI-savvy crowd already running agents for everything. It went viral on r/openclaw and got a ton of love from that…
受众观点：① 有开发者表示自己也做了类似的医疗预约和保险核查电话代理，并提醒要注意 TCPA 合规、AI 来电自报身份以及医疗隐私问题（@TroubleManaging, 2分） ② 有人认为产品想法很棒，尤其是“loop-in”功能让自己只在必要时接入通话，否则不会愿意使用（@sudomatrix, 2分） ③ 也有用户质疑作者口中的“起飞”是否夸大，指出之前在 r/openclaw 的帖子互动并不算爆火，反映出对产品热度和宣传语的不同看法（@UnreachableMemory, 2分）
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- @TroubleManaging (2): Awesome idea! We’ve built something really similar! Ours is specifically for medical scheduling / prior auth checks / referral checks / etc, but very similar in nature. I’d give you a TCPA heads up, if you plan on recording or transcribing call info. There’s also new legislation…
- @Bright_Form_1976 (2): Also feel free to check out my website: [https://clawcall.dev/](https://clawcall.dev/) Its fairly openclaw focused though (didn't yet update for messages, but still the same functionality) :D
- @sudomatrix (2): Dude this is genius. I'd never use it without the loop-in ability, but that makes it work.
- @UnreachableMemory (2): This is what you consider “taking off?“ A post with 16 comments that was filtered out by Reddit. Not at all the ringing endorsement that I think you believe it is. 🤣
- @Bright_Form_1976 (1): Yeah we've tried to build it with our users. Chatted with 100s of early users to understand what they wanted and built those things in. Low to medium priority calls do very well autonomously, specially when you wanna make many. We have a user who used it to talk to all car deale…
作者分享自己开发的 PrintWave，无需账号即可在本地网络自动发现上万款 Wi-Fi 打印机并打印多种格式文档，但在改为订阅模式后下载和付费转化遇冷。
I built PrintWave — a Wi-Fi printer app that discovers your printer automatically and handles the print job directly from your phone. Instead of a shitty wrapper over AirPrint, I built my own IPP sta…
受众观点：评论区目前几乎没有实质反馈，只有极少量互动，说明大部分读者还停留在围观阶段，没有给出关于功能、定价或体验的具体建议（无高赞技术或产品讨论可引用）
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- _无评论_
作者反思自己把习惯打卡应用重做了五次后发现问题不在于记录动作，而在于帮助用户回答“我为什么要成为这个人”，于是围绕身份和系统感重构产品并招募 10 位内测用户。
i rebuilt my habit tracker 5 times and slowly realized something: habit trackers don’t really solve the problem i wanted them to solve. they’re good at asking: “did you do the thing today?” but the r…
受众观点：① 有人指出难点在于平衡身份构建和不沦为空洞鸡汤，希望产品既能触及动机又足够具体可用（@BotherFantastic9287, 1分） ② 有评论认为“为什么要成为这个人”的提问非常关键，传统习惯应用只解决打勾问题而忽视身份与动机层面（@Ok_Parfait_4006, 1分） ③ 也有人直言这就是多数习惯应用两周后被放弃的原因，用户真正关心的是自己是否在变成想成为的那个人，而不是连续打卡天数（@adarghss, 1分）
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- @BotherFantastic9287 (1): interesting shift i wonder if the hard part is balancing identity-building without drifting into motivation content people want change but they also want something concrete enough to use daily
- @Ok_Parfait_4006 (1): the “why am i even trying to become this person” reframe is the right question to build around. most habit apps solve the tracking problem when the real problem is identity and motivation. the gap between “i checked the box” and “i’m becoming the person i wanted to be” is where…
- @adarghss (1): ig this is why most habit trackers get abandoned after 2 weeks. people dont actually care about checking boxes forever, they care about feeling like they r becoming someone different
- @Empty-Illustrator481 (1): id like to test your app
- @Zediatech (1): Send it my way. I’m curiously intrigued
作者开源发布了 Cate，一款用 Electron 打造的空间化 IDE，把终端、编辑器、浏览器和 AI 工具放在一个可持久保存的无限画布上，面向多窗口重度用户。
Been building an open source spatial IDE/workspace called Cate over the last months: [https://github.com/0-AI-UG/cate](https://github.com/0-AI-UG/cate), [https://cate.cero-ai.com](https://cate.cero-a…
受众观点：① 有用户表示从第一个版本就开始使用 Cate，并期待新版本更新，说明产品在小圈子里已有早期忠实用户（@blumy2000, 2分） ② 也有人第一次看到觉得很酷，准备去试用，反映出对“统一工作空间”这类新形态 IDE 的兴趣（@FuzzyLojik, 2分） ③ 作者在评论中用德语和英语分别回应感谢并主动索要反馈，显示团队非常重视真实使用意见和社区互动（@Ill_Particular_3385, 1分）
展开评论
- @blumy2000 (2): Benutze es seit dem ersten Release! Bin gespannt auf das Update!
- @FuzzyLojik (2): Oh this is really cool. Checking it out!
- @Ill_Particular_3385 (1): Danke! Wir freuen uns immer über Feedback!
- @Ill_Particular_3385 (1): Thanks a lot! Feedback would be appreciated!
作者感叹 AI 工具让产品上线变得容易，却也让大量 SaaS 在界面和文案上千篇一律，认为真正稀缺的是产品的品味、个性和对细节的在乎，而不是再多一个“AI 驱动”功能。
I’ve been seeing so many AI-generated projects lately that everything is starting to blur together. Every SaaS has the same dark UI. Same glowing gradients. Same “AI-powered” label. Same dashboard wi…
受众观点：① 有人把这波浪潮类比互联网早期，认为关键还是持续为真实受众迭代、根据反馈不断调整，而不是指望一次性完美产品（@ScriptureCompanionAI, 3分） ② 有评论指出很多使用这些工具的人并非受过 UX 训练，他们只是沿用工具给的默认方案，希望能看到一些基础设计原则的分享（@Lisbon_Eagle, 2分） ③ 也有人补充说服务和运营者本身是差异点，像淘金时代卖铲子的人一样，通过与用户对话挖掘更深层需求，比单纯堆功能更重要（@TravelsWithHammock, 2分）
展开评论
- @ScriptureCompanionAI (3): Yes, very true. Just like the internet boom, the apps that adapt will survive. YouTube started as a dating service... Create for your audience, adapt with feedback... there's no one and done business out there. Never has been.
- @More_Chemistry3746 (2): Seriously about YouTube , I didn’t know that
- @TravelsWithHammock (2): Well, much like the real gold rush I imagine there were lots of people selling tools to dig gold out and those very often wear shovels and pick axes. Sometimes the niche we’re working within is access to an audience and the hook is service. Users might be able to use other sites…
- @Lisbon_Eagle (2): I agree. The issue is that some people using these tools are not trained on the UX principles. So it's not that they are negligent, lazy or lack taste. They're left to use what's been provided by the tools they're using and assume that's fine. What would be helpful is if you cou…
- @ScriptureCompanionAI (1): Haha, yes! It's one of my favorite pivot stories!
一位 SideProject 开发者怀念过去互联网上那些不求变现的奇怪小网站和博客，吐槽现在所有项目都被逼着做成 AI 初创公司、追求增长和个人品牌，只想单纯做点让自己开心的无用小玩意。
Maybe this sounds stupid, but I kind of miss old internet projects. Tiny weird websites. Messy blogs. Random tools someone made for fun. Now every project feels like it has to become a startup, raise…
受众观点：① 认同互联网被大平台和 AI 叙事同质化、怀念个人小站时代的开发者（@gimperion, 1score） ② 想要重新开始写博客或做小工具、但又被「要不要变现」绑架的独立开发者（@Astronaut6735, 1score） ③ 喜欢折腾自建服务、在 r/selfhosted 一类社区寻找小众项目的技术用户（@illerin, 1score）
展开评论
- @gimperion (1): I think partly because attention is wholly monopolized by apps and walled gardens. You used to be on the internet if you're curious. Now you're pushed into consuming content through specific apps that lock you into infinite scrolling. The only time a normal user will engage with…
- @Astronaut6735 (1): Create the world you want to see! Just do it. I wrote my own static site generator for myself, just because I wanted to. There are hundreds of better SSGs out there, but this one is mine. I recently started publishing one blog post per week (with my SSG). I write about random to…
- @illerin (1): r/selfhosted is a nice place to hang out. Get lots of random cool projects and tools that you can run yourself.
- @Strict_Usual_3053 (1): ai coding making these getting easier
- @2009XboxLiveKid (1): I feel that, pre AI when I've seen a website created by someone - my reaction was: "Wow, you made it, so cool", the worst case scenario was that they forked it. Now... most of what people share is genuine AI slop, nothing exciting, with a giveaways that they had absolute no clue…
Google 的 Stitch 3.0 在 Product Hunt 再次上线，主打用 AI 在画布上从文本生成和迭代移动端与 Web UI，并支持一键导出到 Figma、Netlify 等。
Stitch by Google
受众观点：① 官方介绍强调 Stitch 能从文本提示生成移动和 Web 界面，支持流式编辑、就地 AI 修改以及一键导出到 Figma、Netlify，突出端到端设计到上线链路（@Overview） ② 相关产品区罗列了 OpenUI、Clone UI、We0.ai、v0 by Vercel 等竞品，说明大家都在抢“AI 生成 UI/代码”的入口（@OpenUI） ③ 评论中有人提到 Stitch MCP 与 Antigravity 配合可以让设计更一致，也有人关心之前版本里的动画能力是否被砍掉（@gadimov）
展开评论
- @Overview (0): * [Launches2](/products/stitch-by-google#launches) * [Reviews](/products/stitch-by-google/reviews) * [Alternatives](/products/stitch-by-google/alternatives) * [Team](/products/stitch-by-google/makers) * [Awards](/products/stitch-by-google/awards) * More This is the 2nd launch fr…
- @OpenUI (0): OpenUI – Imagine codelessly, create effortlessly. [Interface design tools](/categories/interface-design-tools)[AI Coding Agents](/categories/ai-coding-agents) [Clone UI](/products/clone-ui) Generate UI components with simple prompts [Interface design tools](/categories/interface…
- @gadimov (0): [@lakshminath\_dondeti](https://www.producthunt.com/@lakshminath%5Fdondeti) not even close Upvote Report Share 6h ago [](/@nico) [Nico Lumma](/@nico) I like how Stitch MCP works with Antigravity - I can finally get consistent design done. Upvote (1) Report Share 10h ago [](/@lud…
ModelHub 在 Product Hunt 上线，作为面向开发者的开源工具，聚合和管理来自 GitHub、LM Studio、Ollama、Hugging Face 等多源本地或云端大模型。
ModelHub
受众观点：① 产品被打上开源、开发者工具、GitHub 等标签，并作为当天排名靠前的免费项目，说明目标用户是深度折腾模型栈的开发者（@Overview） ② 关联产品包括 Ollama、LM Studio、liteLLM 等，强调“本地跑模型 + 统一 API”这一生态背景（@Ollama, @liteLLM, @Invisibility） ③ 还有终端 AI agent、代码编辑器等周边工具被一起推荐，显示出围绕多模型工作流的一整套开发者工具链正在成型（@opencode）
展开评论
- @Overview (0): * [Reviews](/products/modelhub/reviews) * [Alternatives](/products/modelhub/alternatives) * [Built with](/products/modelhub/built-with) * [Team](/products/modelhub/makers) * [Awards](/products/modelhub/awards) * More Free Launch tags:[Open Source](/topics/open-source)•[Developer…
- @Ollama (0): The easiest way to run large language models locally [5.0(33 reviews)](/products/ollama/reviews) [AI Infrastructure Tools](/categories/ai-infrastructure)[LLM Developer Tools](/categories/llm-developer-tools)
- @opencode (0): Your terminal's AI agent, with any model you want [5.0(22 reviews)](/products/opencode/reviews) [AI Code Editors](/categories/ai-code-editors)
- @liteLLM (0): One library to standardize all LLM APIs [5.0(20 reviews)](/products/litellm/reviews) [Unified API](/categories/unified-api)[AI Infrastructure Tools](/categories/ai-infrastructure)
- @Invisibility (0): One copilot for all AI models on Mac [5.0(4 reviews)](/products/invisibility/reviews) [Automation tools](/categories/automation)[AI Coding Agents](/categories/ai-coding-agents) [LM Studio](/products/lm-studio-2) Discover, download, and run local LLMs [5.0(5 reviews)](/products/l…
Freu AI 在 Product Hunt 上发布 Mac 版桌面 AI agent，用自然语言跨任意本地软件做自动化，主打替代传统脆弱的 RPA 和坐标点击脚本。
Freu AI
受众观点：① 关注 GUI 自动化和 RPA 替代方案的开发者，会在意 Freu AI 如何在不依赖固定坐标的前提下保持稳定（@Charles） ② 做桌面应用或 Mac 工具的独立开发者，想了解把浏览器自动化扩展到整个操作系统的技术路线和可行性（@Charles） ③ 对比 Bardeen、Skyvern 等自动化工具的用户，关心 Freu AI 在开源程度、可编排性和价格上的差异（@Bardeen, @Skyvern）
展开评论
- @Overview (0): * [Reviews](/products/freu-cli/reviews) * [Alternatives](/products/freu-cli/alternatives) * [Team](/products/freu-cli/makers) * [Awards](/products/freu-cli/awards) * More Free Options Launch tags:[Artificial Intelligence](/topics/artificial-intelligence)•[GitHub](/topics/github)…
- @Bardeen (0): One-click automations for your repetitive tasks [4.5(17 reviews)](/products/bardeen/reviews)
- @Skyvern (0): Open Source Browser Automation Company [5.0(7 reviews)](/products/skyvern/reviews) [No-code Platforms](/categories/no-code-platforms)[Automation tools](/categories/automation) [View more ](/products/freu-cli/alternatives)
- @Charles (0): [Freu AI](/products/freu-cli) Maker 📌 Hi Product Hunt! 👋 I'm Charles, founder of Freu AI. A while back, we teased that we were working on extending our browser automation tech to the entire operating system. Today, we are officially launching Freu AI for Mac—an AI agent that aut…
- @Charles (0): [Freu AI](/products/freu-cli) Maker [@boyuan\_deng1](https://www.producthunt.com/@boyuan%5Fdeng1) Great question! This is the exact edge case that separates real engineering from demo-ware. Here is the honest current state: If a random dialog pops up, our engine fails gracefully…
WhatCable 是一款面向 Mac 用户的菜单栏小工具，帮助识别和管理不同充电线缆，解决设备充电速度异常却难以判断是哪根线的问题。
WhatCable
受众观点：① Mac 重度用户和开发者，经常插满显示器、集线器和充电器，对能快速判断哪根线拖慢充电很感兴趣（@Ruchella, @Alexander Aukam） ② 有多台设备、会专门留出“好线”的用户，希望工具能帮他们系统化管理线缆而不是靠记忆（@Dima Rozhkov） ③ 使用 Android 或其他非苹果设备的用户，也希望有类似工具支持更多平台（@Raymond Zhu）
展开评论
- @Overview (0): * [Reviews](/products/whatcable/reviews) * [Alternatives](/products/whatcable/alternatives) * [Team](/products/whatcable/makers) * [Awards](/products/whatcable/awards) * More Free Options Launch tags:[Hardware](/topics/hardware)•[Menu Bar Apps](/topics/menu-bar-apps)•[Apple](/to…
- @BetterDisplay (0): Unlock your displays on your Mac! Resolutions, HiDPI, … [5.0(4 reviews)](/products/betterdisplay/reviews) [Volta Charger](/products/volta-charger) The Strongest Universal Magnetic Charging Cable. [3.6(19 reviews)](/products/volta-charger/reviews) [Mobile editing apps](/categorie…
- @Lunar (0): Intelligent adaptive brightness for your external display [5.0(1 review)](/products/lunar/reviews) [View more ](/products/whatcable/alternatives)
- @Ruchella (0): [Tacet](/products/tacet) Cool! only for mac? Upvote (1) Report Share 11h ago [](/@alexanderaukam) [Alexander Aukam](/@alexanderaukam) That's a cool idea, I struggled with this issue a few times before and wondered why my device was charging slower than usual. Upvote Report Share…
Edgee 在 Product Hunt 推出 Fallback Models 功能，为 Claude Code 等 AI 编码助手提供备用模型路由，在 Anthropic 宕机或配额用尽时自动切换到 Kimi K2.6、Gemma、GLM、Qwen 等模型保证不中断。
Edgee
受众观点：① 依赖 Claude Code 等云端助手的工程师，担心单一供应商宕机导致开发中断，希望了解多模型 fallback 的实际效果（@Overview） ② 搭建 AI 基础设施或网关的开发者，关注如何在不同模型之间路由请求、统一接口并监控质量（@Langfuse, @Context Gateway） ③ 在意 API 成本和失败调用浪费的团队，希望借助 Edgee、ReliAPI、Puddl 等工具减少超时和计费损失（@ReliAPI, @Puddl）
展开评论
- @Overview (0): * [Launches5](/products/edgee#launches) * [Reviews2](/products/edgee/reviews) * [Alternatives](/products/edgee/alternatives) * [Customers](/products/edgee/customers) * [Built with](/products/edgee/built-with) * [Forum](/p/edgee) * More This is the 5th launch from Edgee. [View mo…
- @Langfuse (0): Open Source LLM Engineering Platform [5.0(45 reviews)](/products/langfuse/reviews) [AI Infrastructure Tools](/categories/ai-infrastructure)[AI Metrics and Evaluation](/categories/ai-metrics-and-evaluation) [Context Gateway](/products/context-gateway) Make Claude Code faster and…
- @ReliAPI (0): Stop losing money on failed OpenAI and Anthropic API calls. [AI Infrastructure Tools](/categories/ai-infrastructure)[LLM Developer Tools](/categories/llm-developer-tools)
- @Puddl (0): Get Complete Breakdown of OpenAI API Usage for Free [5.0(3 reviews)](/products/puddl-3/reviews) [AI Infrastructure Tools](/categories/ai-infrastructure)[AI Metrics and Evaluation](/categories/ai-metrics-and-evaluation)
- @Velvet (0): AI Gateway & Platform [5.0(2 reviews)](/products/velvet-3/reviews)