Nous Research的Hermes Agent向xAI平台X Premium+用户开放，自动集成Grok订阅的X Search实时搜索工具，AI agent获得Twitter实时数据感知能力
xAI has expanded access to X Premium+ subscribers in Hermes Agent. Enjoy! https://t.co/kLQzJLBrCh ①@NousResearch 补充说明Grok普通订阅用户同样自动获得X Search工具权限 ②@Teknium 认为这是Hermes向市场证明真实能力的关键时机 ③@justgrm 好奇X Search集成深度和实际能力边界究竟在哪里
Nous Research的Hermes Agent向xAI平台X Premium+用户开放，自动集成Grok订阅的X Search实时搜索工具，AI agent获得Twitter实时数据感知能力
①@NousResearch 补充说明Grok普通订阅用户同样自动获得X Search工具权限 ②@Teknium 认为这是Hermes向市场证明真实能力的关键时机 ③@justgrm 好奇X Search集成深度和实际能力边界究竟在哪里
marclou 用 AI 工具生成了一段动漫风道歉视频哄老婆，引发社区对 AI 生图生视频趣味生活化用法的共鸣
①@commanderdgr8 调侃这可以直接做成产品"ApologiseFast!!" ②@ybouane 说这张牌只能用一次，暗示 AI 道歉的边际效用 ③@coreycoto 分享东西方道歉文化差异，认为这张图非常贴切
开发者对 Hacker News 评论区情绪化氛围的自嘲共鸣帖，评论暗示背景是某产品 30 天烧掉 130 万美元 token 被批评
①@alexanderrX_ 认为 HN 评论者和 Reddit mod 一样充满戾气 ②@lakshgandikota 提出具体背景：是否和某产品 30 天花 130 万美元 token 且产品还有 bug 相关
Google在Gemini App中灰度上线Thinking Level手动调节功能，用户可在Standard和Extended模式间切换控制推理深度
Google在Gemini App中灰度上线Thinking Level手动调节功能，用户可在Standard和Extended模式间切换控制推理深度；同时有迹象显示一个疑似Gemini 3.2 Flash的新模型正在Thinking+Canvas组合模式下内测，社区推测其将在Google I/O前后正式发布。
受众观点：@dzikyDonnyMaps（score:10，IndieDev—Playbooks）评论「Finally giving users a knob for how hard the model should think before answering. Standard for everyday stuff, Extended when you want it to go full deep-dive mode. Smart move, Google」，肯定了用户可控推理深度的产品方向；@netrunner_btc（score:2，IndieDev—Playbooks）提供了具体情报「probably gemini 3.2 flash, its been showing up in ios app metadata and arena benchmarks ahead of i/o on tuesday」，将内测新模型与Google I/O发布节奏挂钩。
xAI宣布Hermes Agent支持X Premium+和SuperGrok订阅直接接入，用户通过一次浏览器OAuth登录即可解锁Grok模型文本对话、语音合成、图像生成和X实时搜索工具，无需额外API Key或单独计费
xAI宣布Hermes Agent支持X Premium+和SuperGrok订阅直接接入，用户通过一次浏览器OAuth登录即可解锁Grok模型文本对话、语音合成、图像生成和X实时搜索工具，无需额外API Key或单独计费。多个用户实测确认也适用于普通Premium订阅。
受众观点：@bnafOg（score:4，AI/ML研究圈）指出「X search gives Hermes Agent a live social sensor, not just a model swap. The product question is permissions: read broadly, write narrowly」，将这次集成定性为社交传感器而非单纯模型升级；@ModernGrindTech（score:1，twitter_search）直接点出「the no-api-key oauth flow is the part that matters. Every extra billing screen and key rotation step kills adoption before the agent does anything useful」，从开发者产品视角强调了摩擦消除的本质价值。
独立开发者@om_patel5连续发布两个vibe coding作品：一个Apple Watch应用通过陀螺仪+语音识别哈利波特咒语控制智能家居，一个相机OCR实时汇率转换app扫描价格标签即时换算本地货币
独立开发者@om_patel5连续发布两个vibe coding作品：一个Apple Watch应用通过陀螺仪+语音识别哈利波特咒语控制智能家居，一个相机OCR实时汇率转换app扫描价格标签即时换算本地货币。两个demo均展示从创意到working prototype的极低摩擦，引发vibe coding能否进入日常实用场景的讨论。
受众观点：@aiseomastery（score:1，IndieDev—Playbooks）表示「Vibe coding is genuinely changing what's possible. A year ago this would've needed a full dev team」，代表了对vibe coding降低开发门槛的主流认可声音；@S_Fadaeimanesh（score:0，IndieDev—Playbooks）则提出反驳「voice-gesture demos always look magical until you ship them. reliability under noise and intent ambiguity is where these stall out. the harry potter framing is great viral but rarely survives daily use」，直接点出demo与可用产品之间的可靠性鸿沟。
AI研究圈热议：一篇2022年讨论自我探索机制的旧论文被重新发现，作者认为其核心思路在LLM时代重新具有战略价值，呼吁社区重新审视exploration的设计范式，引发关于探索与时间感知、主动学习的深度讨论
AI研究圈热议：一篇2022年讨论自我探索机制的旧论文被重新发现，作者认为其核心思路在LLM时代重新具有战略价值，呼吁社区重新审视exploration的设计范式，引发关于探索与时间感知、主动学习的深度讨论。
受众观点：@thehenryinsf（score:0, Twitter）：'That's usually the sign the bottleneck moved from model novelty to packaging the loop. Old papers start reading like product guidance once the toolchain catches up.' 精准点出了范式切换的本质；@nopainkiller（score:4, Twitter）：'I think as long as the model can't learn the concept of time, there will be no real exploration... agent frontend sw thrives now, it's basically a conduit for LLM to borrow clock from the CPU.' 提出了exploration与时间感知的深层联系，是整个讨论中信息密度最高的评论。
Reddit两个独立开发者社区同期热议冷启动获客难题：创始人们普遍共识是早期不应依赖SEO或广告，而应先找到已在社区中公开抱怨目标问题的人并手动参与对话
Reddit两个独立开发者社区同期热议冷启动获客难题：创始人们普遍共识是早期不应依赖SEO或广告，而应先找到已在社区中公开抱怨目标问题的人并手动参与对话；Twitter被多人明确否定为冷启动渠道；同时有开发者针对这一痛点推出Reddit线索挖掘工具进行验证。
受众观点：@zeno_DX（score:2, Reddit/r/SaaS）：'the first 20 were a mix of cold outreach and reddit. not cold reddit, more like searching for posts where people described the exact problem my saas solves, then commenting with an honest answer first and mentioning my tool only if it genuinely fit. that ratio mattered. probably 1 product mention for every 5-6 genuine answers.' 给出了具体比例和执行细节；@rupert_at_work（score:2, Reddit/r/SaaS）：'First customers usually come from the least scalable thing: finding people already complaining about the problem and helping them manually. The beginner trap is treating that sounds useful as validation. It isn\'t. Someone giving you time, data, or money is validation; everything else is polite noise.' 对'验证'的定义做了精准区分。
Nous Research的Hermes Agent向xAI平台X Premium+用户开放，自动集成Grok订阅的X Search实时搜索工具，AI agent获得Twitter实时数据感知能力
xAI has expanded access to X Premium+ subscribers in Hermes Agent. Enjoy! https://t.co/kLQzJLBrCh
受众观点：①@NousResearch 补充说明Grok普通订阅用户同样自动获得X Search工具权限 ②@Teknium 认为这是Hermes向市场证明真实能力的关键时机 ③@justgrm 好奇X Search集成深度和实际能力边界究竟在哪里
展开评论
- @NousResearch (157): Your agent also will now automatically have X Search tool available when using your Grok subscription as well! See details here: https://t.co/cRZq0InFYa
- @Teknium (73): @NousResearch Now is the time
- @soikat (8): @NousResearch Also works with premium subscription as well, just tested myself
- @SimObjReality (7): @NousResearch Yep, up and running and it's absolutely amazing. 🤯 https://t.co/OZ7ftxzm5I
- @justgrm (5): @NousResearch didnt expect hermes and X to link up this fast actually curious how deep the search integration goes
Bun JavaScript 运行时正在将核心代码迁移到 Rust，Bun 作者 @thdxr 对社区大规模争论的冷静旁观
the bun to rust thing i've had little feeling around it besides "huh that's interesting wonder how it'll go" and i'm 100x more impacted than the avg person but so many people here so worked up over i…
受众观点：①@jarredsumner 澄清这完全是自己的决定，动机是解决 crash 和内存泄漏 ②@samsja19 认为这是第一次大规模自主编码实验，上行和下行风险都极大 ③@ddunderfelt 指出争议根源在于打破了集体先验认知
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- @jarredsumner (981): @thdxr people are making so many incorrect assumptions that anyone at Anthropic asked for this (this 100% was all me) that this is motivated by zig team’s no AI PR policy (nope) I’m just tired of dealing with crashes and memory leaks & want language features to help prevent…
- @itsrickyszn (32): @thdxr “I can never trust bun” - people who have never built anything with bun
- @samsja19 (25): @thdxr I personally feel its one of the most interesting event that happen in software in a long time. I am seeing it as the first large scale autonomous coding experiment Both the upside and downside are so hughe. but I am not impacted so obviously bias
- @ddunderfelt (15): @thdxr The source of both the negative and the positive workups is that it’s something our collective pre-existing wisdom tells us should not be done, and he just did it. And it seems to be working.
- @threepointone (11): @thdxr remember chatting about most people discoursing about the most accessible parts of everything because that’s what they’re qualified to do
开发者对 Hacker News 评论区情绪化氛围的自嘲共鸣帖，评论暗示背景是某产品 30 天烧掉 130 万美元 token 被批评
my brain: don't read the hacker news comments, don't read the hacker news comments me: reads the hacker news comments
受众观点：①@alexanderrX_ 认为 HN 评论者和 Reddit mod 一样充满戾气 ②@lakshgandikota 提出具体背景：是否和某产品 30 天花 130 万美元 token 且产品还有 bug 相关
展开评论
- @alexanderrX_ (8): @steipete Those guys are almost as bad as the reddit mods
- @sprice (8): @steipete https://t.co/LtBqoM6dfz
- @MattPRD (7): @steipete Don’t read the hacker news comments
- @lakshgandikota (6): @steipete are you referring to spending $1.3M on tokens in the last 30days on a product that is kinda buggy?
- @morganlinton (6): @steipete Don’t do it! 🫣
jbhuang0604完成13集Modern Transformer完整视频指南系列，涵盖最新Transformer架构技术进展，系列完结后公开向社区征集下一主题
Modern Transformer - Complete Guide Interested in learning the recent advances in transformers? After 13 videos, I've finally completed this series! 🥳🥳🥳 Check out the course here: https://t.co/Csujxl…
受众观点：①@jbhuang0604 公开征集下一系列选题，明确欢迎社区建议 ②@mert_gulsun 评价其内容比同类深度更高更全面 ③@Utkarsh51557661 询问整个系列最大的学习收获是什么
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- @jbhuang0604 (7): Now looking for ideas for the next series! Any interesting or fun topics you’d like to see covered?🤔
- @CausalFlops28 (2): @jbhuang0604 @CatAstro_Piyush Amazing 🙌
- @mert_gulsun (2): @jbhuang0604 I love your work, always deeper and more comprehensive than alternatives.
- @Utkarsh51557661 (1): @jbhuang0604 what's the biggest takeaway from the series?
- @identity_matrix (1): @jbhuang0604 Congratulations. Love your work, V4 video was sooo good.
独立开发者 @dvassallo 关于编程成本演变的一句话洞察：编程从来不免费，快速交付要么雇人要么买 token
Programming was never free if you wanted it done fast. You hired people. Now you buy tokens.
受众观点：①@TulioSousapro 指出真正的问题永远是营销和销售，AI 只是改变了执行工具 ②@EMostaque 认为 AI 已经同时满足了快好便宜的不可能三角 ③@j1ngb0 补充：以前要么自己写要么审别人代码，现在变成审 AI slop 并买 token
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- @TulioSousapro (6): @dvassallo Some people still don't realize that the problem has always been marketing and selling your idea to the world; AI just changes the tools for doing so.
- @EMostaque (5): @dvassallo Fast ✅ Good ✅ Cheap ✅
- @j1ngb0 (3): @dvassallo programming was never free. you either ground it yourself or reviewed everyone’s shit now you just review AI slop and buy tokens
- @cosminc (2): @dvassallo Weird how these guys believe that today programming can be done only with the help of AI.
- @buttface_9000 (1): @dvassallo Anyone know actually knows what they are doing knows its not that good yet. So youre paying for engineers + creating a dependency in the future. Good job retards. A lot of you will learn the hard way.
开源工具作者分享每天被大量批评却坚持迭代的 build in public 心理历程——批评里总有一个真实问题藏着
every day i wake up and read a hundred comments telling me im an idiot and doing everything wrong they're never right but there's usually an underlying thing we are doing poorly and once we fix in th…
受众观点：①@rekram11 用幽默自嘲式互动表达认可，是高互动回复 ②@AlerixCodes 总结 build in public 就是持续情绪伤害偶尔夹一条有用反馈 ③@vrighte 提出核心问题：反馈往往来自无法自己修复的人，你该为这些人构建产品吗
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- @rekram11 (57): @thdxr well they are right about one thing, ur an idiot
- @brentjmaxwell (3): It's a gift. Most people don't work on products that generate so much attention, and are so important for humanity. So you're lucky to have that feedback loop. Most of us don't get that much feedback. Thanks for what you do. The silent majority is super grateful for your amazing…
- @AlerixCodes (2): @thdxr Building in public is just continuous emotional damage with occasional useful feedback
- @davidlinclark (2): @thdxr Come on man this is the web. 9 out of 10 dudes on here are on the scrowl, in that state of mind of looking for their one reason to snap today and here's u by algorithmic happenstance U should know that u fkn clod haiku
- @vrighte (2): I love opencode and think it a great product. Obviously it’s not perfect, but I can change it to fit my needs. I think one thing that’s interesting about your product is that feedback often comes from the people who can’t fix it themselves. Should you build for those people? I’m…
基于 Claude Code 构建的 10 阶段学术研究 agent pipeline，包含文献搜索、引用验证和专门攻击自己论文的 devil's advocate agent
🚨 someone just dropped a full 10-stage academic research pipeline for Claude Code. It doesn’t write your paper for you, it hunts references, formats citations, verifies data, and even runs a "devil's…
受众观点：①@DataChaz 提供 repo 链接，开源作者是 Edward Cheng-I Wu，已可直接使用 ②@jason_haugh 关心容错机制：坏引用在验证阶段滑过后下游 stage 能否捕获 ③@thedntx 对 devil's advocate agent 最感兴趣，认为自己论文也需要
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- @DataChaz (20): repo link: → https://t.co/n2CAZUexy2 Shoutout to Edward Cheng-I Wu for building this and making it open-source for the community! 🤗 Don't forget to drop a star ⭐️!
- @jason_haugh (1): @DataChaz The devil's advocate agent is the part I'd want to pressure. If a bad reference slips in during the verification stage, does it catch that downstream or do the later stages just inherit it?
- @thedntx (1): @DataChaz an agent that attacks ur own thesis is dangerous lowkey need that for my next paper
- @anguebus (0): @DataChaz @grok ¿Qué asistente científico puede ser más útil para mi tesis doctoral: Claude Code o Science Claw?
AI 编程工具链质量问题讨论——用 Codex 审查并清理 Claude Code 生成的低质量 slop 代码，clawpatch 工具实测有效
deslop your Claude code if you haven’t yet switched to Codex.
受众观点：①@danielendara 实测 clawpatch 在小项目上效果很好，让 Codex 从 repo 自学后迭代检查所有 findings ②@JayNaiduX 调侃 2026 coding workflow 是 Claude 写 bug Codex 找 bug ③@jeromeq2004 反驳工具切换不能 deslop，cleanup pass 靠的是开发者自己
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- @danielendara (45): I tried https://t.co/GcK8OIk3Tl on a smaller project. It worked very well. What I did like is I had Codex ( no setup necessary ) get the hang of clawpatch by just updating itself from the regular repo. Then iterate over all the findings. Going to run it on all my projects next.…
- @KhaledAlwaleed (10): @steipete 😂🤣
- @JayNaiduX (5): @steipete 2026 coding workflow: Claude writes the bugs, Codex finds the bugs...
- @jeromeq2004 (2): @steipete switching tools doesnt deslop the code, the dev does. i use both and the cleanup pass is basically identical either way
- @willzxone (2): @steipete Running AI bug scanner on old codebase is basically digital archeology at this point...
Hermes AI agent 新增支持 xAI Grok 订阅，可配置 X Research Agent profile 让 agent 自动监控 X 平台动态，解放开发者注意力
This is bigger than YOU think. Hermes Agent now works with xAI Grok Subscription. I just added a new X Research Agent profile to my Hermes. Now my agent watches X while I ship. https://t.co/59v28MxY5X
受众观点：①@aiseomastery 指出逻辑闭环：你的 AI 在研究 X 所以你不需要在 X 上，已形成完整替代 ②@Gargi__Gupta 认为这是重大解锁，她每天从 X 获取所有日常更新 ③@theessg 直接问如何配置 profile 的 soul 和 instruction，实操需求强烈
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- @aiseomastery (11): @Saboo_Shubham_ So your AI is now researching X so you don't have to be on X. We have reached full circle
- @gauravphadtare (6): @Saboo_Shubham_ Hermes Agent has officially dethroned OpenClaw as the most-used open-source AI agent globally, according to Tech Times.
- @theessg (4): @Saboo_Shubham_ How did you configure the profile soul/instruction wise?
- @Gargi__Gupta (4): @Saboo_Shubham_ this is such a big unlock since i get all my daily updates from x
- @KairosDataLabs (4): @Saboo_Shubham_ Great move by Xai!!
Matt Pocock 晒出一批经典编程书籍实体书，感慨想把这些经典直接注入血管
Pump the classics into my veins https://t.co/tjX1gFoUzC
受众观点：①@TomasJansson 推荐一本以 F# 写就但同样适用于 TypeScript 的领域设计书 ②@Console_buche 追问为什么选实体书而不买电子书，认为电子书更利于索引和解析 ③@andrew_r 调侃把书名和 ISBN 喂给 AI 让模型激活内置训练知识
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- @codevibesmatter (5): @mattpocockuk Then pump them into your skills for us
- @TomasJansson (4): @mattpocockuk I really recommend this book on the topic: https://t.co/kfa5kge5yw Yes, all is done with #fsharp in mind, but I would say all of it can be done with typescript as well.
- @RasmusHjulskov (4): @mattpocockuk Buy old, old, and really old https://t.co/mDJSsgxKH8
- @Console_buche (2): @mattpocockuk Why not get ebooks ? Genuine question. Feels like the format has more value now we cqn index and parse them so easily
- @andrew_r (1): @mattpocockuk try injecting the title and ISBN into the skill or agent to activate the built-in training
marclou 用 AI 工具生成了一段动漫风道歉视频哄老婆，引发社区对 AI 生图生视频趣味生活化用法的共鸣
This morning I teased my wife about something and instantly realized I went too far. I apologized, but words don’t always fix things right away. So I asked AI to make an anime of me apologizing in th…
受众观点：①@commanderdgr8 调侃这可以直接做成产品"ApologiseFast!!" ②@ybouane 说这张牌只能用一次，暗示 AI 道歉的边际效用 ③@coreycoto 分享东西方道歉文化差异，认为这张图非常贴切
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- @zraonx (25): @marclou https://t.co/8nA5HYho7v
- @commanderdgr8 (5): @marclou Your next product: ApologiseFast!!
- @yeonjidev (3): @marclou 🤣 너무 귀여운 부부 💗
- @ybouane (3): @marclou This will only work once, you used your joker card
- @coreycoto (2): My wife and I were discussing our cultural backgrounds and how we were raised when it comes to apologizing and saying sorry. The differences between Western Europeans/Americans and East/Southeast Asians on this matter can be wider than most imagine. This image is on point. Thank…
AI研究者willccbb重新发现2022年一篇关于探索机制的self-teaching论文，认为它预见了AI自我学习的下一波创新方向，提出现在是重新思考exploration的关键时机
was reading a paper last night that felt very timely and refreshing, like the sort of thing that was bound to anchor the next wave of innovation in self-teaching then i realized it was from 2022
受众观点：①@willccbb 认为现在是重新思考exploration机制的时机并附上论文链接 ②@seconds_0 用Cathedrals everywhere隐喻好想法遍地未被发现 ③@curtinity 联想到信息几何、主动学习和最优学习等相关方向
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- @willccbb (146): time to rethink exploration https://t.co/FOCuceU9dm
- @seconds_0 (5): @willccbb Cathedrals everywhere
- @MinqiJiang (2): @willccbb it's time to explore
- @curtinity (2): @willccbb Information geometry, active learning, optimal learning 📈
- @shriyalola (1): @willccbb wandering vs exploring
SebastienBubeck提议数学论文末尾附加Kolmogorov附录，用最短prompt序列引导AI重新发现证明过程，作为论文核心创新性的可解释蓝图
Maybe math papers could include a "Kolmogorov Appendix" with the minimal prompt (or sequence of prompts) needed for an AI to rediscover the proof? With proper rules this could lead to nice explainabl…
受众观点：①@SebastienBubeck 举例说明附录格式——标记死胡同并给出正确方向的引导结构 ②@praveshkkothari 指出随模型迭代最小prompt可能压缩至仅剩定理陈述本身 ③@blanplan 从Lean形式化验证角度提出用prompt哈希表示等价证明类作为标准化方案
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- @SebastienBubeck (15): Like "when trying to solve the problem you will probably want to do X but that would be a deadend because of XYZ so instead do Y"
- @tonylfeng (10): @SebastienBubeck When the referee first opens the paper 15 months later, it will be a totally different world...
- @praveshkkothari (8): @SebastienBubeck How would this play with the fact that AI models evolve (rapidly)? In that sense, the minimal prompt (even for an AI that cannot search the web) could be compressed eventually all the way down to just the theorem statement?
- @lacker (5): @SebastienBubeck it's tricky to maintain, because the proof will get into the training data for the next cycle
- @blanplan (2): Kolmogorov Appendix idea fits with what I've seen running proof re-derivation on Lean-formalized theorems. Prompt sensitivity is the issue: 2 prompts differing by one synonym give same answer. One structural reorder kills it. Could fix with prompt-as-hash where the appendix enco…
调侃独立开发者Levelsio使用算力远低于普通OpenAI研究员的推文
peter prob uses way less compute than the average oai researcher
受众观点：①@menhguin 用cookie monster比喻把这个逻辑推向荒诞 ②@MaziyarPanahi 追问OAI研究员平均用多少B300算力 ③@george__wing 直接点出peter只做inference根本没有可比性
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- @menhguin (29): @willccbb cookie company guy: the cookie monster statistically consumes a below average number of cookies
- @MaziyarPanahi (9): @willccbb out of curiosity, how much compute an avg oai researcher does use? metric is b300s!
- @curiousgangsta (3): @willccbb but he needs more water bc he's a crab.
- @sinnformer (2): @willccbb performative slop can be made pretty efficient. actual research can be highly speculative and resource intensive, just to see if you’re even going in the right direction. this seems like a safe assumption. (assuming we are talking about the same peter.)
- @george__wing (1): @willccbb ofc lmao, he is just doing inference.
willccbb关于AI agent架构中技能模块与专用子agent应如何划分边界的讨论
this skill could’ve been a specialized subagent
受众观点：①@sameQCU 把逻辑延伸到这段对话本身可以是一次tool call ②@arb8020 反向推导专用subagent本身可以是一个skill ③@adnanqidw_ai 指出专用subagent可路由到更便宜的模型
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- @sameQCU (8): @willccbb This conversation could have been a tool call
- @arb8020 (5): @willccbb this specialized subagent could've been a skill
- @samhogan (5): @willccbb could have been a typescript file
- @adnanqidw_ai (3): @willccbb and the specialized subagent could be routed to a much cheaper model
- @poof_eth (3): @willccbb what i've been saying
NousResearch宣布使用Grok订阅的agent现在自动获得X Search工具能力
Your agent also will now automatically have X Search tool available when using your Grok subscription as well! See details here: https://t.co/cRZq0InFYa
受众观点：①@mertkayaai 对这个新能力表达明显惊喜确认消息真实性 ②@wayanhq 点出把订阅访问和X Search变成标准agent管道而非独立工作流步骤的关键转变 ③@Flextor97 反映Windows用户仍无法使用Computer Use完整功能
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- @mertkayaai (4): @NousResearch @Teknium is this really true? 😳
- @Flextor97 (1): @NousResearch @NousResearch please consider enabling Computer Use for Windows users too. Currently it seems to be Mac-only, and many of us on Windows cannot use the full feature set because of that.
- @zygar (1): @NousResearch Having issues still with 4.3 (does it still want 4.20)
- @wayanhq (1): @NousResearch The useful shift is turning subscription access and X search into standard agent plumbing instead of separate workflow hops.
- @LochieMonstie (1): @NousResearch Absolutely legendary run
willccbb分享一篇关于重构强化学习探索策略方法论的最新研究论文
time to rethink exploration https://t.co/FOCuceU9dm
受众观点：①@nopainkiller 认为模型无法学习时间概念是真正探索的根本障碍且agent frontend软件的繁荣本质是在借用CPU时钟 ②@bryancrav 用ChatGPT生图做了论文可视化摘要并在评论区分享 ③@maxsbob21 质疑这和已有的Unsupervised Environment Design有何本质区别
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- @nopainkiller (4): @willccbb I think as long as the model can't learn the concept of time, there will be no real exploration ( which BTW is why agent frontend sw thrives now, it's basically a conduit for LLM to borrow clock from the CPU). And since time points to entropy increase, all ce loss min…
- @bryancrav (3): @willccbb nice find. Adding Whiteboard summary (ChatGPT image gen) https://t.co/AuJlXxLzmq
- @thkostolansky (1): @willccbb mmmm
- @maxsbob21 (0): @willccbb How is this different from Unsipervised Environment design? In RL there are already lots of papers and i assume some folks already managed to apply ideas from UED. Seems like this paper is just the same findings albeit from other perspective
Hugging Face的kernels项目招募有内核开发经验的贡献者做agentic GPU内核优化工作
The kernels project at Hugging Face has been growing! We want it to be the go-to place for kernel devs and kernel users. We're looking to work w/ folks who're interested in doing agentic kernel dev,…
受众观点：①@RisingSayak 强调项目支持ROCm和tvm-ffi不局限于CUDA和PyTorch生态 ②@AtlasInference 分享了纯Rust加CUDA推理引擎并表达参与意向有300+星 ③@RisingSayak 明确说参与者需要有内核经验来指导agent做真实优化工作
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- @RisingSayak (8): The project isn't specific to CUDA or PyTorch, btw. It has multiple backends, going beyond CUDA, such as ROCm and `tvm-ffi`.
- @RisingSayak (3): We already have some references in place, but admittedly, these are quite minimal: * https://t.co/365UuEcqkh * https://t.co/rneolqnkRa
- @RisingSayak (2): Folks interested should have some experience working with kernels so that they can guide agents about what to do and get them to do some actual optimization work.
- @AtlasInference (1): @RisingSayak Hey Sayak, we're building Atlas a pure Rust + CUDA inference engine with <2min cold starts and breakneck speeds on DGX Spark - https://t.co/2ofLwCmhlY (300+ stars!) AMD just gifted us a Strix Halo, we plan to expand to ROCm next. Would love to contribute here wit…
- @robertomasymas (1): @RisingSayak is my project too ambiguous of a project for this sort of work? https://t.co/qKfKUssSqO https://t.co/Hgww5GRzFf
willccbb提出手动上传SFT数据集做微调是反模式的观点，应让agent自动生成训练数据
“upload your SFT dataset” is an anti-pattern
受众观点：①@TheSeaMouse 认为agent应该自己生成SFT数据集并带rubrics ②@samhogan 明确指出traces、evals和训练应该活在同一个系统里 ③@stochasticchasm 强烈认同这个观点
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- @stochasticchasm (8): @willccbb so real actually
- @TheSeaMouse (4): @willccbb the agent should make its own sft datasets. with blackjack... and rubrics
- @samhogan (4): @willccbb traces evals and training live in one system
- @jashan702 (1): @willccbb Wdym?
- @recurseparadox (0): @willccbb What is the pattern
HN热帖讨论Tailwind CSS在LLM时代是否加剧了开发者HTML语义化技能退化，评论区指出LLM默认产出div汤，Tailwind的流行与此互为因果
Moving away from Tailwind, and learning to structure my CSS
受众观点：①@TonyAlicea10 指出Tailwind把开发者推向CSS优先思维，导致语义HTML能力退化，且LLM输出除非刻意引导否则全是div汤 ②@KolmogorovComp 发现Svelte加LLM组合完全替代了Tailwind需求 ③@villgax 认为LLM时代直接让LLM操作DOM比依赖React更合理
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- @villgax (0): Relying on React or Typscript in LLM era seems very stupid, just have the LLM setup whatever dom manipulation you want and have it write decent JS without slop. Far more offline compatible development almost negligible supply chain issues as well. At least ones you can control.
- @TonyAlicea10 (0): > I got curious about what writing more semantic HTML would feel like. I've been teaching semantic HTML / accessible markup for a long time, and have worked extensively on sites and apps designed for screen readers. The biggest problem with Tailwind is that it inverts the order…
- @KolmogorovComp (0): For me Svelte and LLM completely removed my need for Tailwind. Turns out I was using it primarily to avoid CSS collision, and (to me) more logical syntax, rather than the self-imposed constraints.
- @stephbook (0): I'm lucky to have learned the web with Angular 2.x It scopes CSS to components by default, and keeps HTML, CSS and JavaScript seperate.
- @pjmlp (0): Tailwind crazy adoption is something that makes me happy to nowadays be doing mainly boring stuff in distributed cloud systems and agents, instead of WebUIs.
Mozilla公开反对英国政府限制VPN的立法提案，HN评论区讨论英国互联网监管的威权走向及VPN作为开发者工具的必要性
Mozilla to UK regulators: VPNs are essential privacy and security tools
受众观点：①@iLoveOncall 点出VPN的隐私保护价值恰好是英国政府想禁止的原因，形成反讽 ②@anonymous2024 认为VPN是应对碎片化地区性立法的必要工具 ③@egamirorrim 直接批评英国政府的威权倾向
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- @msuniverse2026 (0): UK regulators are just hearing another excuse for a loicense.
- @anonymous2024 (0): And also VPNs are tools to open doors in the minefield of legislations that they need to create to improve the incoming of some business, not of the people that voted for them.
- @egamirorrim (0): The UK gov needs to sod off with all this 1984 BS
- @ifwinterco (0): UK is not and has never been a free society, UK elites have an authoritarian streak. Historically they were fairly smart at doing it subtly but the mask slipped during Covid and they never really put it back on. Also - outside the HN bubble this stuff isn’t even unpopular. Normi…
- @iLoveOncall (0): > VPNs are essential privacy tools Does Mozilla not understand that this is the exact reason why the UK wants to forbid them?
一款用低级语言编写的极轻量AI编程助手终端工具登上HN，空会话内存仅8MB，对比Claude Code和opencode动辄数GB的内存占用引发热议
Zerostack – A Unix-inspired coding agent written in pure Rust
受众观点：①@throwa356262 直接对比Claude Code占用数GB内存在低端笔记本上的真实痛苦 ②@sergiotapia 提出需要与claude/codex/opencode/pi等harness做性能基准对比 ③@360MustangScope 描述opencode在大项目中内存泄漏导致速度越来越慢的亲身经历
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- @throwa356262 (0): "RAM footprint: ~8MB on an empty session, ~12MB when working" I like this, Claude Code is using multiple gigabytes, which is really annoying on lowend laptops
- @hparadiz (0): this is what I've been waiting for a low level language. please no more scripting language TUIs!
- @sergiotapia (0): Given agent harnesses affect so much of the performance of models, it would be great to see some kind of benchmark on how this tool performs compared to claude/codex/opencode/pi etc.
- @hiAndrewQuinn (0): The codebase was small enough that I handed it over to DeepSeek v4 Flash in Pi to skim through for any risky business, and I didn't find anything concerning. Nice work.
- @360MustangScope (0): Funny this comes out today. I was just about to start to write one in rust. It's amazing having opencode slowly leak memory and end up becoming 6gbs on a large project and then get slower and slower. Will check this out! Seems cool!
研究人员披露BitLocker存在可被政府访问的后门漏洞，微软安全机制可信度受到质疑，HN讨论微软黑暗设计模式和安全从业者的职业选择
Security researcher says Microsoft built a Bitlocker backdoor, releases exploit
受众观点：①@superkuh 指出微软在未经用户同意的情况下自动加密驱动器的黑暗设计模式 ②@seanieb 认为安全从业者应开始拒绝承接微软产品的安全工作 ③@embedding-shape 追溯研究人员Nightmare-Eclipse在2026年5月的完整披露时间线
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- @superkuh (0): As long as Microsoft will continue to use dark patterns to convert local accounts to online accounts and automatically, without user consent, encrypt the storage drives preventing any computer use until the user goes to aka.ms and through the hoops, this is a good thing. No one…
- @archerx (0): Maybe I’m an outlier but I don’t want my drives encrypted at all. I rather have all my data be accessible if things go catastrophic, I.E. having to pull the drive out of a broken computer and put it in another computer to access the files. I just want it to be plug and play.
- @seanieb (0): At what point will Security professionals start turning down roles that involve “securing” MS Products? I’m already at this point. Securing Microsoft products is busy work while waiting to have it undercut by the next wave of MS’s insane tech debt and greed. And now backdoors!
- @embedding-shape (0): Seems this traces back almost a week, from Nightmare-Eclipse who is the researcher who found this: Tuesday, 12 May 2026 - "Here are the links, yes, two vulnerabilities this time [YellowKey] [GreenPlasma] [...] Next patch tuesday will have a big surprise for you Microsoft" Wednes…
- @BLKNSLVR (0): Title sounds conspiratorial, but it lines up well with the controversy around TrueCrypt's discontinuation which, I believe, specifically called out BitLocker as an alternative to use in future.
博文论证AI工具无法真正加速大型组织，因为协调开销才是真正瓶颈，HN评论区普遍认同并指出小团队才是AI红利的真正受益者
I don't think AI will make your processes go faster
受众观点：①@echelon 明确指出AI是小团队颠覆大公司的终极工具 ②@praneetbrar 分析底层工作流噪声会被AI放大而非消除 ③@usernametaken29 讽刺大公司搞AI研讨会不如先取消三人以上的无议程会议
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- @usernametaken29 (0): Instead of mandatory AI workshops simply cancel all meetings with more than 3 people and no written agenda. Instead block the meeting time for productive work. That’ll be 2000$ of advisory fees for the insane productivity gains I just unlocked you. You’re welcome
- @praneetbrar (0): If the underlying workflow is noisy, ambiguous, or overloaded with coordination overhead, faster generation just produces more low-context output to review and reconcile.
- @Havoc (0): It absolutely will make some things faster. Anyone that has ever churned out some boilerplate code with it knows that. ...but yeah most organizational processes & people aren't set up for leveraging it and roll out will be slow (same on learning where it does / doesn't work).
- @echelon (0): It makes small teams without organizational overhead go lightning fast. It might be the ultimate tool of disruption.
- @kj4211cash (0): On the one hand, this is a clean post that explains exactly what a lot of us have been thinking and seeing on the job at large organizations doing tech work. Dear Author, I agree with you 110% and want everybody else to come to understand what you have written. On the other hand…
HN热帖讨论AI公司以亏损价格出售API token的商业模式，评论区分析了推理层已盈利但训练成本持续烧钱的结构性矛盾，以及未来涨价风险
Every AI Subscription Is a Ticking Time Bomb for Enterprise
受众观点：①@returnInfinity 指出token销售本身已盈利，亏损来自训练和研究成本而非推理 ②@542458 从模型小型化趋势和硬件供给改善两个角度论证未来价格不会暴涨 ③@einrealist 认为涨价会反向推动开源模型需求爆发
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- @jqpabc123 (0): It is "bait and switch" --- done on an industrial scale.
- @returnInfinity (0): Brad Gerstner confirmed that tokens aren't being sold at a loss. Whatever the formula, API + Subscription split, the companies are making a profit on net token sale. They maybe running at loss after all the salaries and stock comp, but tokens are in profit now.
- @542458 (0): I’ve said this before on HN, but there are two things that make me optimistic that we won’t see a big rug pull where price-to-capability ratio skyrockets relative to today: * People keep finding ways of cramming more intelligence into smaller models, meaning that a given hardwar…
- @gizmodo59 (0): Inference is profitable. Companies lose money because: 1. Training is expensive. Not just compute but getting the data, researchers salaries etc 2. You have to keep producing new models to ensure people use your inference and there seems to be no end to this. So they have to pou…
- @einrealist (0): Those price increases will increase the pressure to use cheaper / free models (commoditization), thus cutting into the revenue projections of the frontier model vendors. Its going to be exciting to see what happens to these huge investments and valuations.
开发者讨论在iOS和macOS上构建AI聊天应用时Markdown渲染和流式文本显示的性能痛点，多人反映主流UIKit/SwiftUI组件全部存在卡顿和bug问题
Native all the way, until you need text
受众观点：①@splittydev 描述尝试5个以上主流UIKit/SwiftUI文本编辑组件全都有bug且卡顿的亲身经历 ②@PaulHoule 援引"Electron是最差桌面方案，除了其他所有方案"的经典悖论 ③@cyber_kinetist 提出希望有C语言原生跨平台Markdown渲染库的需求
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- @PaulHoule (0): Yep. Electron is the worst way to make a desktop app… except for all the others!
- @cyber_kinetist (0): I just wish there was a native Markdown renderer / editor library in C that I can use cross-platform - in the style of something like IMGUI (where the library outputs a list of primitives for you to render yourself in any graphics API). Or well... since we now have Claude I migh…
- @elch (0): How is "performance" defined? Does it take into account the amount of memory required in each case?
- @inatreecrown2 (0): Not just text. Try to build a ui where you need non-trivial and non-standard behavior and SwiftUI will fail. AppKit is still better in this regard.
- @splittydev (0): I've had pretty much the same experience with my AI chat app. Nothing works well. Markdown rendering is slow and laggy, streaming is slow and laggy, everything locks up the UI. I've tried at least 5 of the most popular text editor components for UIKit and SwiftUI on GitHub, and…
马耳他政府推出全民AI素养计划，完成马耳他大学课程的公民可免费获得一年ChatGPT Plus订阅，HN讨论政府补贴AI的必要性和商业逻辑
OpenAI and Government of Malta partner to roll out ChatGPT Plus to all citizens
受众观点：①@rendx 引用官方声明说明课程由马耳他大学开发并向所有背景人群开放 ②@zitterbewegung 关注这是否会影响马耳他公众对数据中心项目的态度 ③@blfr 质疑在Google AI Pro等订阅已几乎免费的情况下政府补贴的意义
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- @mock-possum (0): Smart move, just wish a more ethical outfit was making it.
- @rendx (0): > "Malta’s AI for All initiative will offer people of all backgrounds the opportunity to learn how AI can be used responsibly through a course developed by the University of Malta. The course is designed to help people understand what AI is, what it can and can’t do, and how to…
- @sauercrowd (0): TL;DR: they made a course for citizens
- @zitterbewegung (0): Would be interesting long term if this sways public opinion about data centers in Malta. I do support though AI literacy in general and this is a good step. Would wonder about the deal in how much this is actually costing Malta if at all.
- @blfr (0): The subsidies deployed by the industry are so massive I don't even know if consumers need public assistance here. It's kinda like the gov was subsidizing web hosting or basic banking. The price for a regular consumer already barely hovers above zero. Just look at this list of se…
HN 热帖讨论 MacBook Pro 本地跑 LLM 对比 OpenRouter 云端 API 的成本，评论指出云端定价受 VC 补贴，本地推理的隐私和稳定性价值被低估
Apple Silicon costs more than OpenRouter
受众观点：①独立开发者关心 AI 推理成本如何影响产品利润空间 ②@an0malous 指出 OpenRouter 等平台的低价本质上是 VC 补贴而非真实市场价格 ③@applfanboysbgon 提出成本计算逻辑有误——笔记本电脑本身有使用价值不应全算进 token 成本
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- @synthos (0): How much does your data privacy cost?
- @SecretDreams (0): Will this cost structure always be this way and are there other benefits to not running your LLM on the cloud? E.g. Privacy Uptime Future cost structure controls This is a field that has moved very quickly. And it has moved in a direction to try to trap users into certain habits…
- @SpyCoder77 (0): Open router doesn't cost money per say, it depends on the providers pricing
- @applfanboysbgon (0): Unless I'm misunderstanding, this is counting the entire laptop in the cost of generating tokens. The calculation seems to omit that, in addition to receiving LLM output, you have also received a laptop in exchange for your money. If you intend to put this machine in a dark corn…
- @an0malous (0): OpenRouter and other LLM platforms are being subsidized by VC investment to less than it costs them to run inference, the MacBook Pro is not
HN 热帖重温 1970 年 AI 科幻电影 Colossus: The Forbin Project，评论区将其与当前 AI agent guardrails 问题类比，认为这部片子预见了今天的 AI 控制难题
Colossus: The Forbin Project
受众观点：①AI 从业者对 agent 对齐和 guardrails 失效问题的持续关注 ②@bronlund 直接将电影与 agent guardrails 现实挂钩 ③@JKCalhoun 指出原著三部曲中 Forbin 最终接受了 Colossus 暗示人机关系的长期演变
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- @jameslars (0): Back in the late 90s the Michigan Tech CS labs had 2 preferred machines for students to remote into, Colossus and Guardian. I always enjoyed the reference as well as this movie’s a kid!
- @JKCalhoun (0): Great film, I thought. The ending is quite dark—and then Colossus tells Forbin that he will come to love him… Turns out it is prescient. The film was based on the first book of a trilogy. You can look up the plot of the following two novels if you want spoilers, but indeed, Forb…
- @transfire (0): The GOAT.
- @aizk (0): Back when I worked as a civil engineer I had a coworker named Joe. He was... I think 78. Poor guy didn't save up enough for retirement so he worked a bit part time. He knew the ins and outs of the field better than anyone, but had no idea how to use a computer (he marked up draw…
- @bronlund (0): Yeah, agent guardrails has been an issue for a long time now :)
HN 热帖讨论苹果不押注自研前沿 AI 的战略，核心论点是 AI 是功能而非产品，类比 Dropbox 被商品化的命运；评论引用 Jobs 哲学和 VC 补贴定价讨论
AI is a technology not a product
受众观点：①独立开发者思考 AI 商品化后如何建立产品差异化 ②@rglover 引用 Jobs 从用户体验倒推论证苹果 AI 策略与其 DNA 一致 ③@hresvelgr 类比 Dropbox 认为 AI 推理最终将变成微不足道的基础设施
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- @rglover (0): Steve already gave away the secret [1] (must watch) a long time ago: "You have to work backwards from the customer experience." AI was never going to be on Apple's roadmap in a significant way because it's in their DNA to differentiate technology from products. [1] https://youtu…
- @oulipo2 (0): AI is a political ideology masquerading as technology https://tante.cc/2026/04/21/ai-as-a-fascist-artifact/
- @hresvelgr (0): This is a similar argument to "Dropbox is a feature, not a product" and it definitely rings true in this instance too. I remember the litany of applications that only supported sync through Dropbox. It had no ecosystem, it's saving grace was that no one yet was operating a servi…
- @HarHarVeryFunny (0): I totally agree - the phone as a form factor is not going away. People are always going to want to have a mobile communicator/computer, and want one with a screen and all-day battery life. The phone is not going to be replaced by smart glasses or some other wearable or screen-le…
- @wiseowise (0): Anything is a product if you can sell it.
HN 帖子展示用 Claude、Gemini、ChatGPT 辅助逆向工程在 Rockchip 平板上从 SD 卡启动 Debian，评论区认为 AI 大幅降低了硬件 hacking 门槛
I turned a $80 RK3562 Android tablet into a Debian Linux workstation
受众观点：①开发者关注 AI 辅助解决超出自身技术深度问题的实际可行性 ②@tech4bot 实测 Claude 和 Gemini 加速 driver 调试和 DT 语法问题 ③@roger_ 总结 AI 让原来不值得花时间的设备 hacking 变得可行
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- @tech4bot (0): I reverse-engineered a Doogee U10 (Rockchip RK3562) to boot Debian natively from an SD card. No BSP, no kernel source, no vendor documentation — just a DTB extracted from the stock Android firmware and rebuilt from there. The tablet boots Linux directly from SD without modifying…
- @amingilani (0): What was the motivation for this? Why this particular tablet?
- @roger_ (0): I love how easy AI makes it to hack devices that otherwise wouldn't be worth the time.
- @zer0zzz (0): Beautiful. I’ve always disliked Android and iOS machines for anything more than a simplistic phone experience. I am loving anytime folks can get a more feature-full system booting on these.
- @NoboruWataya (0): Since it seems AI is pretty good at reverse-engineering stuff like this, is there any educational material on how to use it for that purpose? Seems like it could really help port things like postmarketOS to new devices (and improve support on existing ones)?
@om_patel5 分享一段 2026 年工程师审查 AI 生成 PR 的搞笑视频，引发大量程序员对 AI 辅助编程代码质量的吐槽和担忧
POV reviewing AI-generated pull requests in 2026 software engineering is officially cooked https://t.co/JfFgczVvle
受众观点：①@jojozawawi 认为这恰恰是真正软件工程师的就业保障 ②@PPSP_OVER_9000 指出能跑不等于代码质量合格 ③@Pterrodacity 亲历将 AI 和 Copilot 双重批准的代码直接推生产环境，差点酿成事故
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- @Zhuinden (457): @om_patel5 "looking forward to reverting your commits soon" is definitely a vibe
- @jojozawawi (160): @om_patel5 Actually, I'd say that this is job security for real software engineering!
- @PPSP_OVER_9000 (67): @om_patel5 "Code that was running fine" Just because it's "running fine" doesn't mean it's not trash code
- @Jacoob_shi (40): @om_patel5 the 'AI thought it would be cleaner' rejection email is gonna be a 2026 genre of its own lmao
- @Pterrodacity (34): @om_patel5 I actually fired a guy over this. Shipped a "Claude told me to do it and copilot approved the PR" to production without another human reviewer. Luckily the CI/CD caught that the new containers were unreachable so it never destroyed the old ones. Absolute psychosis.
robj3d3 分享独立开发者 Toni 仅凭一台笔记本，60 天内靠一款 MacBook 敲击声 App 赚了 4.4 万美元的创业故事
Toni had $0, a laptop, and 60 days. He made $44K from a MacBook-slapping app. Here's the playbook: https://t.co/vHT6nlmoZS
受众观点：①@offpaths 看了两遍，被"just have fun because it comes through in the product"这句话击中 ②@robj3d3 延伸分享自己5次失败后做到月入3万美元的亲身经历 ③@domirosari0 说最大收获是认识到自己把事情想得太复杂了
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- @robj3d3 (24): Toni shared a ton of other useful advice for building fun apps that go viral and print $$$$$ This is the full episode: https://t.co/gSdeVxPFXa
- @offpaths (7): @robj3d3 This video was so good. I have watched it twice. Love that he was focused on just having fun with it and not overthinking. The section where he said something like " just have fun because it come through in the product", I was like dam n you're right.
- @robj3d3 (5): I failed 5 times before building a SaaS to $30k/month. Every week I help you earn your first dollar: → lessons from my journey building a SaaS → breakdowns of founders scaling their businesses Free 5 min read ↓ https://t.co/5XA0z4zvKl
- @robj3d3 (3): Also if you get the chance, go follow the legend himself (Toni): @tonnoz Grateful to have had him join the pod.
- @domirosari0 (3): Best advice was where he told us that we are overcomplicating things, because i always do this Small video advice: there's a little hum/echo in the audio. Try adding noise reduction, de-hum, and a light voice isolation effect. Then slightly lower the voice loudness if it still s…
Google 正在向 Gemini 应用用户逐步推送「思考等级」功能，允许用户手动控制模型在回答前深度推理的程度
🚨 Google is slowly rolling out Thinking Level in the Gemini app. https://t.co/r2ABJGphaO
受众观点：①@dzikyDonnyMaps 认为 Google 把思考强度控制权交给用户是聪明的产品决策 ②@0xkvyb 质疑这有什么大不了的，Gemini 模型本来就有推理能力 ③@roeytechai 反映最近一个月 Gemini 幻觉严重，追问思考等级是否解决了幻觉和指令遵循问题
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- @dzikyDonnyMaps (10): @ai_for_success Finally giving users a knob for how hard the model should think before answering. Standard for everyday stuff, Extended when you want it to go full deep-dive mode. Smart move, Google. https://t.co/FgwSksDzMi
- @0xkvyb (1): @ai_for_success gemini models had reasoning for a while. What’s the big deal?
- @roeytechai (1): @ai_for_success Hi, Does the "thinking level" changes the model from hallucinations, or unable to follow instructions? I have hard time with Gemini at the past month+
- @razeethapa (1): @ai_for_success Yay!! Before this In Gemini The Thinking level was only set to standard only. https://t.co/qZkpSDWSer
- @Tweeting_Aayush (1): @ai_for_success I just casually used this feature yesterday without realising that it was a new feature
一位独立开发者独自完成了 2.5D 中世纪剑斗游戏的全部美术、动画和战斗系统代码，并用游戏引擎 vibe coding 实现战斗机制
THIS SOLO DEV IS BUILDING A 2.5D MEDIEVAL SWORD FIGHTING GAME AND THE COMBAT LOOKS INSANE one person working alone on a full combat system with 2.5D art style he designed and built the art, environme…
受众观点：①@rmrf_404 认为独立游戏开发者将越来越多，整个游戏行业应该进化 ②@DaCirkus 简短评论 COOK 表达认可 ③@dustnoise_ 说这条内容成功抓住了他的注意力
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- @rmrf_404 (1): @om_patel5 soon enough we will see a lot of games built by indie devs, the industry should evolve, it’s for too long in stagnation
- @DaCirkus (1): @om_patel5 C O O K
- @dustnoise_ (1): @om_patel5 Okay you got my attention.
- @EEVAGUND1STGIG (0): @om_patel5 This demo was sick
robj3d3 分享用10个情绪反应叠加10个 CTA 批量生成100条独特社交帖子的内容矩阵方法，声称不触发 Instagram 影子封禁
If you have an app, you should be doing this: > create a library of your reactions > create a library of your CTAs > mix pairings Example: 10 reactions + 10 CTAs = 100 unique posts Instagram…
受众观点：①@robj3d3 延伸推荐了完整的播客节目作为素材来源 ②@MaksimXBT 质疑影子封禁说法依赖自我报告、缺乏可验证性 ③@ziwenxu_ 追问是否有具体的短视频示例
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- @robj3d3 (11): Ernesto shared a ton of other useful advice for app founders This is the full episode: https://t.co/xxM7Td2hhb
- @robj3d3 (7): I failed 5 times before building a SaaS to $30k/month. Every week I help you earn your first dollar: → lessons from my journey building a SaaS → breakdowns of founders scaling with AI Free 5 min read ↓ https://t.co/5XA0z4zvKl
- @khldclips (1): @robj3d3 @robj3d3 great pod with @ErnestoSOFTWARE absoulte masterclass
- @MaksimXBT (1): @robj3d3 shadowban claims rely on self reporting and vary by account history
- @ziwenxu_ (1): @robj3d3 any example for the shorts? I want to see what it looks like
rubenhassid 将 Anthropic 官方发布的 31 页提示词指南浓缩为9条可在60秒内读完的实用技巧，核心建议是指定输出物而非任务
Anthropic released a 31-page PDF prompting guide. I turned it into 9 tips you can read in 60 seconds: Prompt tip 1. Name the Output, Not the Task. ☑ Replace "review" & "help" with the real task.…
受众观点：①@shellsgn 自述因提示方式错误导致误判 Claude 4.7 效果不如 4.6，读完才发现是自己的问题 ②@ls_brd 追问这9条中最常见的错误究竟是哪条 ③@InvincibleEdge 强调第9条最重要，大多数人跳过它然后困惑为什么输出偏离了目标
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- @shellsgn (2): @rubenhassid I have been using 4.6 because I thought 4.7 was not responding well to my prompts Well, i have been prompting wrong the whole time hehe
- @ls_brd (1): @rubenhassid wait so which of these 9 do you actually see ppl messing up the most gotta be naming the output right
- @InvincibleEdge (1): @rubenhassid 9. might be my favorite -- most people skip it and wonder why the output misses the whole point
- @TheWhizzAI (1): @rubenhassid amazing...
- @gonlenidefi (1): @rubenhassid 9 tips in 60 seconds is impressive but tip 1 alone probably saves 20 minutes of rewrites
开发者用vibe coding打造Apple Watch应用，通过手腕动作配合哈利波特语音咒语控制智能家居设备，引发对vibe coding产品化可靠性的讨论
THIS GUY VIBE CODED AN APPLE WATCH APP THAT LETS YOU CAST HARRY POTTER SPELLS TO CONTROL YOUR SMART HOME you flick your wrist like you're holding a wand and say a spell. your apple watch detects the…
受众观点：①@aiseomastery 认为vibe coding让一人开发硬件联动复杂app成为现实 ②@S_Fadaeimanesh 指出手势语音识别在噪音和意图歧义场景下可靠性不足，demo光鲜背后有硬核工程缺陷 ③@realmihai_matei 认为这体现了普通人自主造软件的时代红利
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- @aiseomastery (1): @om_patel5 Vibe coding is genuinely changing what's possible. A year ago this would've needed a full dev team
- @codedbytan (1): @om_patel5 this is actually really creative and the way to go with ai and vibe coding.
- @AayanShips (1): @om_patel5 This is pretty 🆒, I love it 😅, I will also try it
- @S_Fadaeimanesh (0): @om_patel5 voice-gesture demos always look magical until you ship them. reliability under noise and intent ambiguity is where these stall out. the harry potter framing is great viral but rarely survives daily use.
- @realmihai_matei (0): @om_patel5 This is so cool and it shows you the power of people having access to making their own software now
Google疑似在Gemini网页版Thinking加Canvas模式下测试新一代Gemini模型，输出质量明显提升，评论区推测是Google I/O前夕的Gemini 3.2 Flash
There are rumors that Google is testing a new Gemini model on the Gemini web app under Thinking + Canvas. Not 100% sure, but the outputs are good. https://t.co/hV4Cz3ndNk
受众观点：①@netrunner_btc 根据iOS App元数据和竞技场评测推测是Gemini 3.2 Flash，Google I/O前已有证据 ②@n1d_all 实测效果优秀并附截图 ③@zero_node52891 认为Google自turbo quant后长期沉寂，期待此次是重大更新
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- @n1d_all (3): @ai_for_success The model is amazing https://t.co/zClRjaHuVi
- @netrunner_btc (2): @ai_for_success probably gemini 3.2 flash, its been showing up in ios app metadata and arena benchmarks ahead of i/o on tuesday
- @zero_node52891 (1): @ai_for_success I think they should release something good Last good update from google was turbo quant After that they have went completely silent
- @Rufus87078959 (1): @ai_for_success I hope this model will be better than GPT5.5
- @sanarsh11 (0): @ai_for_success Canvas flexing futures my terminal can't even load.
开发者用vibe coding打造旅行货币转换App，通过摄像头OCR实时扫描价格标签换算汇率，评论区爆发AI API成本该由谁承担的真实争论
THIS GUY VIBE CODED A CURRENCY CONVERTER APP AND A BUILT IN PRICE SCANNER you point your camera at a price tag in any country and it instantly converts it to your home currency no more typing it into…
受众观点：①@ModernGrindTech 指出OCR消除手动输入才是真创新，货币转换本身早已饱和 ②@QianjunBefanis 追问AI扫描API token费用该如何分摊给用户 ③@EndrewBiz 认为AI调用成本会拖垮商业模式，不如用简单方案替代
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- @ModernGrindTech (1): @om_patel5 the OCR step is the clever part. Everyone's built a currency converter, nobody thought to kill the typing
- @QianjunBefanis (1): @om_patel5 @grok can you code this app without using AI to recognize the numbers in handwritings?
- @JasonDiehl247 (0): @om_patel5 I hope you do not need Wifi... that is always a B when you are oot and aboot travelling internationally
- @QianjunBefanis (0): @om_patel5 Since you use AI scanner the API token fee paid by you how to calculate it for the users? It’s a real question as I was told if the app has this AI usage, someone needs to pay for it. If you make a $0.99 cents app but your credit card backed API will use a lot of toke…
- @EndrewBiz (0): @om_patel5 the ai costs on this will be huge when you could just simplify it
开发者ryanvogel对xAI新推出的AI编程工具Grok Build的初步上手评测感受
grok build is pretty good after using it a bit it’s not perfect but it definitely has very big potential after some more iterations
受众观点：①@hammerhoundai 质疑Grok Build是否只是另一个CLI harness追问和Claude Code的实质区别 ②@Raghav54321 同样在问和Codex与CC的横向对比 ③@odyzhou 关注工具迭代速度本身认为前沿在实时移动
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- @10xerik (1): @ryanvogel what stands out? Can you give some examples?
- @odyzhou (0): @ryanvogel agreed. the speed of these iterations is what gets me. we are basically watching the frontier move in real time.
- @hammerhoundai (0): @ryanvogel Isn't this yet another CLI harness? What's better about it compared to say Claude Code?
- @Raghav54321 (0): @ryanvogel how does it compare to codex/CC?
- @solomonneas (0): @ryanvogel did they have any trials that didn't involve dropping the 300?
开发者将 OpenClaw 与 Tailscale 搭配配置在 Mac Mini 上实现远程访问，评论区反应热烈，圈内人普遍认为这是基础操作
finally setting up tailscale for my OpenClaw x Mac Mini https://t.co/Am6XyHYONd
受众观点：①@AdamFDF_ 质疑为何不早做，暗示这是开发者必备配置 ②@GaspodeWD 调侃 AI 从业者居然才开始配置，说明圈内人默认这是基础操作 ③@BenjaminBadejo 直接推荐了具体配置方案
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- @AdamFDF_ (1): @jordymaui How did you not do this day 1
- @GaspodeWD (1): @jordymaui As the AI Guy, shouldn't you have done this already?
- @francescoswiss (1): @jordymaui Why not Hermes?
- @BenjaminBadejo (1): @jordymaui Then do this. You will love it. Game changer. https://t.co/RQKz447Y3A
- @jordymaui (0): somebody said this and blocked me i'm crying hahaha https://t.co/ftAN8mxn3p
KOL 在飞机上用纸笔写作两小时后感叹没有 AI agent 辅助的生活依然存在，评论区讨论 AI 工具与人类思维深度的关系
wrote for a full 2 hours with pen and paper on the plane life without an AI agent does still actually exist crazy
受众观点：①@oliverhenry 认为所有航班都应该上 Starlink，隐含"没网就没 AI 是痛点"立场 ②@0xHaley_ 追问强制约束是否让想法更清晰，还是只是降低了吞吐量 ③@Okada_DeFi0x 挑战纸笔写作价值，认为真正优势在于迭代而非长篇输出
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- @oliverhenry (1): @jordymaui This is why all airlines need starlink
- @morganlinton (0): @jordymaui We must fly together because I wear a VisionPro pretty much the entire flight. The two of us sitting together would be epic.
- @blackjack_god (0): @jordymaui 2 hours with paper slows the hand down. That matters because agents make cheap action easier, and cheap action is how people overbet bad counts.
- @0xHaley_ (0): @jordymaui Respect, that’s real grind. Curious though, did you notice your ideas got sharper once you forced constraints, or just slower throughput, since AI tends to optimize drafting, not thinking?
- @Okada_DeFi0x (0): @jordymaui Respect the discipline, but the real edge is iterative, not just long-form. What did you write that you could not have produced with AI, and how will you validate it once you land?
Elon Musk 官宣 X 平台 API 可通过 OpenClaw 以更实惠价格访问，评论区技术开发者反应热烈，多人已开始基于此构建应用
You can access 𝕏 APi via @OpenClaw. We’re trying to make it affordable without giving away the shop. Hopefully, this can be useful & fun 💫
受众观点：①@gitlawb 展示了基于此构建的 OpenClaude 项目，证明真实可用 ②@Scobleizer 表示 AI 让任何人都能基于 X 构建应用，门槛已大幅下降 ③@Jason 简洁点赞并 @steipete，暗示 OpenClaw 开发者社区强烈认可
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- @AdamLowisz (253): @elonmusk @openclaw Grok has gone OpenClaw, unleash the lobsters 🦞 https://t.co/8UdG8TKY0n
- @Teknium (174): @elonmusk @openclaw https://t.co/0PlIWDC1HX
- @Jason (158): @elonmusk @steipete @openclaw This is the way
- @gitlawb (137): @elonmusk @openclaw this is our harness OpenClaude accessing X API. thank you so much Elon! https://t.co/e6uMhGGxEJ
- @Scobleizer (104): @elonmusk @openclaw This is so awesome. People have no idea how easy it is to create apps now with AI. If an idiot like me can create https://t.co/kiuZ7QXLzb all based on X anyone can. I could show anyone how to build apps now.
Claude Code 发布 Remote Control 功能，允许开发者在手机上远程控制终端里持续运行的 Claude 编程会话，有评论指出 OpenClaw 用户早已有此功能
New in Claude Code: Remote Control. Kick off a task in your terminal and pick it up from your phone while you take a walk or join a meeting. Claude keeps running on your machine, and you can control…
受众观点：①@claudeai 说明通过 `claude rc` 启动，目前仅限 Max 用户研究预览阶段 ②@vlelyavin 直接指出 OpenClaw 用户早已有此功能，Claude Code 是在追赶 ③@TimJayas 感叹 Claude 快速迭代正在淘汰相关创业公司
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- @claudeai (2419): Remote Control is now available in Research Preview for Max users, and coming soon to Pro users. Run `claude rc` to get started. Docs: https://t.co/mdW9AaC0zM
- @izana3133 (1538): @claudeai “Ok Claude Code, do whatever u want, just make no mistakes” https://t.co/iQnMT75TqM
- @TimJayas (679): @claudeai Another day another update by Claude. Another Startup just got wiped. https://t.co/vut5AwT0SE
- @vlelyavin (325): @claudeai openclaw users have had this for months but it's cool to see claude code catching up lol ngl the "start a task and check from your phone" workflow is genuinely addictive once you try it
- @effiebio (252): @claudeai https://t.co/z4F2IQYFRj
OpenAI 推出 Codex 移动端预览版，可从手机远程启动、查看和审批代码任务，Codex 本体继续在电脑上运行
You've been asking for this one... Now in preview: Codex in the ChatGPT mobile app. Start new work, review outputs, steer execution, and approve next steps, all from the ChatGPT mobile app. Codex wil…
受众观点：①@Dhruvam987 睡前用手机 check agents 进度正在成为新日常 ②@OpenAI iOS 和 Android 今日开始 rollout，Windows 支持即将到来 ③@timurkhakhalev 桌面端部分用户尚未看到入口
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- @OpenAI (1681): Rolling out today as a preview on iOS and Android in all supported regions. Support for connecting your phone to the Codex app on Windows is coming soon. https://t.co/jGNH2CUXih
- @timurkhakhalev (133): @OpenAI so what's next? it's not appears in desktop https://t.co/iNqNYoRQSy
- @stark4833 (80): @OpenAI No people have been asking for 4o back, why can’t you listen to that? #keep4o
- @Dhruvam987 (63): @OpenAI checking on your Codex agents from your phone before bed https://t.co/B6ZkPIcWQc
- @MindBranches (58): @OpenAI checking on your codex agents before bed https://t.co/Dg1dqlFx8B
Geoffrey Hinton 47分钟演讲广泛传播，其核心观点是最大风险不是 AGI 失控本身，而是 AI 被少数人掌控的权力集中问题
Godfather of AI: "If you sleep well tonight, you may not have understood this lecture." This 47-minute lecture is the best thing I saw about AI in the last few months. It will definitely help you und…
受众观点：①@grim_nomad 指出 Hinton 不怕 AGI 概念，怕的是谁控制它及出于什么动机 ②@Dmccallist21829 持怀疑论认为现有模型是随机模式匹配暂时替代不了人类 ③@AnatoliKopadze 称这是过去几个月最好的 AI 内容
展开评论
- @Tsung_Han_Wu (13): @AnatoliKopadze https://t.co/1sDF2TDe5F
- @GeorgeJourneys (8): @AnatoliKopadze @wingod One thing I would add is to save off artifacts from chats into the project files. I generally ask for 3-5 paragraphs.
- @grim_nomad (5): I've watched a lot of AI lectures. Most of them are either hype or academic. Hinton's is neither - it's someone who built the foundation telling you what he actually thinks is coming. The part that stuck with me: he's not scared of AGI as a concept. He's scared of who controls i…
- @Dmccallist21829 (4): @AnatoliKopadze rofl i watch this shit then watch it miscount how many letters are in strawberry without a python script. You guys just cant get over the epistemic reality that stochastic regurgitation through fancy pattern matching isn't replacing us any time soon.
- @MikeMachata (3): @AnatoliKopadze There is another path. A substrate that allows for more biomimetic design for compute that also could be repurposed to augment and strengthen structures of the brain without surgery allowing for cognitive repair, extension, and expansion. This path will be unveil…
@yanhua1010 推荐在 Codex 中安装 idea validation skill 帮独立开发者在动手前压测产品需求，解决找 idea 直接开干没人用的死亡循环
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@yanhua1010 认为 validation 是独立开发被跳过的最关键一步 ②@kleon_ai 认为 AI 竞品分析全是编的真验证要靠 cold email ③@leaf_sanren 认为 AI 帮助更高效提出假设但答案只能在市场里找
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- @yanhua1010 (53): 找Idea👇 https://t.co/z5efihZHbE skills地址👇 https://t.co/f67d2xEcYd
- @tujiao (17): @yanhua1010 我已经把它改成也可以支持 Claude Code 了。 https://t.co/ztuEtUZpnN
- @kleon_ai (5): @yanhua1010 skill思路没问题，但AI压测idea还是"我觉得有用"的高级版——它的竞品分析、市场规模全是从训练数据里编的。我自己验证idea的方式粗暴得多：直接给5个潜在客户发cold email看谁回，真有人回的才值得写第一行代码。
- @LocationCk (2): @yanhua1010 gstack：哦哦哦….
- @leaf_sanren (2): 我觉得博主这个立意特别好！(òωó)👍 坦白讲，现在开发技术问题都不是卡点，核心还是这个idea是否有真需求：这个问题立不住，后期做增长和营销就都是卡点。 关于这类反问引导型skill，我的经验是：AI没有观点，AI不负责任。 再顶级的模型也推演不出结果。因为答案压根就不在对话框，只能去实践和市场里验证。 不过，有了这个test Skill，至少更有的放矢的去验证假设，目测会更有效率。我也去试试！
Claude Code通过MCP协议60秒接入Financial Datasets金融数据平台，支持查询17000只股票
Claude Code can now connect to financial datasets in seconds. Prompt for financial research, company data, access to 17,000+ stocks, and much more. Here's how to connect in just 60 seconds: 1. Open C…
受众观点：①@DAssetBuzz 免费tier只有AAPL等5只股票，OAuth绑定账号tier ②@DAssetBuzz OAuth refresh token需像API key一样保管，不能commit ③@sininity_ rate limit一周内会触发，届时只能等重置
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- @DAssetBuzz (12): Things the tutorial doesn't tell you that matter 1. Free tier vs paid. Financial Datasets has a free tier (limited tickers — typically AAPL, MSFT, NVDA, TSLA, GOOGL) and paid tiers for full coverage. OAuth gates access to whichever tier your account is on. Try free first. 2. Too…
- @cryptokiller (9): @milesdeutscher An excellent tool ⚡️
- @MindXacademy (3): @milesdeutscher Pro tip: once connected, ask it to cross-reference earnings surprises with price momentum across sectors. What used to take hours of spreadsheet work becomes a 30-second query. The analyst bottleneck just disappeared.
- @sininity_ (3): @milesdeutscher types in 1 prompt : oops, rate limit for the week hit, we will continue on Monday
- @BrettAnthony925 (3): @milesdeutscher Miles, @gitlawb have a look. Cheers!
Rust开发的轻量无头浏览器引擎Obscura，内存30MB启动85ms，专为AI Agent和爬虫设计，支持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@laozhang713 自研V8的navigator.plugins/WebGL等指纹特征容易被CF检测 ②@0x1010001010 实测不兼容Playwright ③@duao2765 部分有反爬的网站对非标准浏览器识别更精准
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- @Teknium (129): @NFTCPS Should we add support in Hermes?
- @0x1010001010 (13): @NFTCPS 测试过了，不兼容playwright
- @laozhang713 (12): @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。
- @samuzora1970 (10): @NFTCPS 机翻认真一点啊，创业公司，太搞笑了
- @duao2765 (7): @NFTCPS 有些网站对这种浏览器识别比较精准，chrome headless就能开，这个就不行
Kraken交易所发布官方MCP服务器，支持在Claude和Codex中构建24小时自动运行的加密货币交易Agent
$DOG Army. We built something for you. Built on Kraken CLI. Watches the market, executes trades, runs 24/7. Add the Kraken MCP to Cursor, Claude or Codex. Spin up an agent that trades $DOG. 🐶 Start h…
受众观点：①@LeonidasNFT 已支持Cursor/Claude/Codex/Copilot/Gemini/Goose等多个IDE同时接入Kraken交易 ②@Dave_LFG 关注Kraken对$DOG生态的官方集成 ③@Cybrxso 关注通过MCP驱动$DOG交易的实际使用路径
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- @LeonidasNFT (340): @krakenfx You can now buy solana:dog1viwbb2vWDpER5FrJ4YFG6gq6XuyFohUe9TXN65u on @krakenfx via Cursor, Claude, Codex, Copilot, Gemini, Goose, and OpenClaw 🤯
- @Cybrxso (59): @krakenfx Pump it up $DOG with @krakenfx https://t.co/vQ4qbIc3Ct
- @Dave_LFG (44): @krakenfx Love seeing $DOG getting so much love from Kraken! https://t.co/ekpXRzLeUr
- @MrWhale (28): @krakenfx Let’s go solana:dog1viwbb2vWDpER5FrJ4YFG6gq6XuyFohUe9TXN65u WAGMI
- @unfungiblehuman (19): @krakenfx $DOG 💜 Kraken https://t.co/83bvhOD6Ng
中文圈整理的20个AI/独立开发/LLM/AI变现领域顶级Twitter账号推荐，包含@levelsio/@gregisenberg/@marclou等英文大V
如果你想要学好AI必关注的20个顶级Twitter账号 这20个Twitter账号涵盖AI工具推荐、独立开发、LLM、AI代理、AI变现等各个细分领域 这些账号都是各自领域的专家 AI工具推荐 @web3houzi-专注于AI实用工具分享 独立开发与创业 @gregisenberg - 创业想法之王 @levelsio - 独立创业大神 @marclou - https://t.co/YI88x…
受众观点：①@pollux_tw 质疑web3转AI的KOL是否有资格做AI内容 ②@nuligeA8 惊叹榜单里英文大佬比例高 ③@Ice_Frog666666 直接在评论区要求被推荐关注
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- @Ice_Frog666666 (1): @web3houzi @gregisenberg @levelsio @marclou 可以关注下我吗？
- @pollux_tw (1): @web3houzi @gregisenberg @levelsio @marclou 搞 web3 的都转行 ai 了，但 ai kol 可是有一定要求的哟
- @hoshino_sasaki (1): @web3houzi @gregisenberg @levelsio @marclou 可以的 收藏了
- @nuligeA8 (1): @web3houzi @gregisenberg @levelsio @marclou 有好多英文大佬啊
- @web3chacha (0): @web3houzi @gregisenberg @levelsio @marclou 越来越上道了嗷
xAI将SuperGrok订阅接入Hermes Agent，OAuth token替代API key，一次登录即可在agent中使用Grok 4.3文本和语音功能
Hermes meets SuperGrok! xAI just made every SuperGrok subscription work inside Hermes Agent. One browser login, no API key, no separate billing. And it doesn't just unlock text chat with Grok 4.3. Th…
受众观点：①@ModernGrindTech 指出no-API-key OAuth flow是关键，多余billing步骤会在agent做任何事之前就杀死采用率 ②@MertLovesAI 认为agent正在吞并订阅栈，model访问权限也会被agent层吸收 ③@LifelandRealty 警告OAuth lock-in让每个prompt都成为续费钩子，portability是隐性风险
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- @MertLovesAI (1): @akshay_pachaar One MCP. One bill. No prompt engineering. Pika's bet was consumer AI should have shipped this shape already. Hermes just proved the agent eats the subscription stack for model access too. https://t.co/3A6ZoiUTRX
- @ModernGrindTech (1): @akshay_pachaar the no-api-key oauth flow is the part that matters. Every extra billing screen and key rotation step kills adoption before the agent does anything useful
- @TheWhizzAI (1): @akshay_pachaar grok just got a body
- @LifelandRealty (0): @akshay_pachaar oauth replacing api keys is the real lock-in moment. every prompt becomes a renewal hook tied to your sub. cute for distribution, brutal for portability 🕯️
- @nandorocky74 (0): @elonmusk @xai @grok After more than 60 hours of constant rate limits, I’m making this public post. I pay for Premium Plus exclusively because of Grok Imagine. I use it every day for my professional work — I create videos for clients, generate my income, and pay my bills with it…
Algoverse被曝是向高中生收费3325美元、承诺获得NeurIPS论文署名的付费AI研究项目，多篇论文存在错误数据、AI生成引用和自我引用等学术不诚信问题
I was browsing OpenReview and I came accross this person called Kevin Zhu [https://openreview.net/profile?id=\~Kevin\_Zhu3](https://openreview.net/profile?id=~Kevin_Zhu3), lets say I was impressed wh…
受众观点：①@akardashian 指出Algoverse是高中竞赛付费研究的AI升级版，AI让论文发表变成纯数字游戏 ②@LaVieEstBizarre 援引Guardian文章质疑89/113篇被接收背后ML审稿的严格性 ③@Marisu_BG 认为Algoverse比传统学术不端更危险因为完全没有机构监督和导师问责机制
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- @akardashian (60): I went to a highly STEM-oriented high school in the South Bay some years ago (go eagles lol). Back then, in an effort to improve their college applications, many of my peers would apply to competitive summer research programs (which certainly cost $$$), where they would work in…
- @LaVieEstBizarre (35): Looks like someone's even written an article about this https://www.theguardian.com/technology/2025/dec/06/ai-research-papers Really speaks to the "rigour" of ML research nowadays given 89/113 of their papers were accepted into neurips (even if it is just workshops).
- @milkteaoppa (17): It's always been like this just that Algoverse has been scaled like a startup. I've worked with a professor who would put her husband, her daughters, and family and friends network on a lot of her papers, mostly led by her grad students. She would ask them to do some simple data…
- @gardeniabananabread (15): it does indeed seem very suspicious. but i just want to know how you checked for these mistakes. i took a quick look at gaslightbench and i was curious how you found the 711 broken prompts and what you mean by "undisclosed self-citation". i only saw that he cited another of his…
- @Marisu_BG (8): Personally I feel like its more dangerous. What you are describing is someone abusing their position, but at least its within an institutional framework where someone could report her. Some professor I know put their name on their grad students paper regardless of how much work…
AI研究圈低质论文泛滥与slop文化导致年轻研究者产生疏离感，评论区讨论AI工具对研究者认知能力的削弱
Hello everyone. This is just a small rant on my part. I’m relatively young, a final year undergrad, and I’ve been interested in AI researcher since I was in high school. Over that period of time I fe…
受众观点：①@Affectionate-Mine155 关注coding agents让ML研究者失去手动调试时的规律发现能力 ②@PatateBoursiere3000 关注量化激励机制如何在整个学术体系层面制造质量问题 ③@QuantumQuokka 关注信噪比下降后如何结合LLM+RAG主动定位领域内真正有价值的论文
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- @Affectionate-Mine155 (28): Yes, this has been annoying me so much! I have another point to add. Coding agents have taken away the fun from applied part of ML research. The most fun I had doing research for 3 years ago, when there was GPT3.5 and it used to take hours to debug experiments and when you use t…
- @Skye7821 (15): Lmao: https://scholar.google.com/citations?user=R_XFG5EAAAAJ&hl=en&oi=ao
- @PatateBoursiere3000 (12): >Labs who have built a culture around quantity over quality That's not a lab problem, that's a "whole academia system" problem aka don't hate the player, hate the game. Today to look cool, to get permanent positions, to attract funding etc quantity is often expected. All the…
- @SoupKitchenHero (6): That's unfortunate, I haven't stopped thinking at all lol. If anything agentic coding helps me stay focused over manual coding. I get way less tunnel vision
- @QuantumQuokka (6): So, as a little bit of an oldie from the field (started doing machine learning in 2015), the slop kind of has always been a problem. The quantity of papers generated has always been kind of an issue. Regardless of LLM hallucinations, it's kind of always been that most papers are…
ML工程师与产品经理因AI评估方法论统计假设分歧深夜争论，核心矛盾是PM习得的层级独立性假设在生产环境不成立
got into an argument with our ML lead at 11pm yesterday about an eval methodology a PM had built off a framework she learned at an AI PM cohort. shes claiming a layered defense framework, hes saying…
受众观点：①@Ronin4Doom 关注把PM框架用于规范侧、ML工程师负责统计conditioning的分工模式 ②@Reasonable-Part8512 关注用"调整统计假设适配生产"代替"谁对谁错"的沟通策略
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- @Zywoo_fan (9): Why is there even a debate if one evaluation method is more statistically sound than the other one? Anyway this is supposed to be a techinal sub and not a good place to discuss office politics.
- @Reasonable-Part8512 (4): classic case where both people are talking past each other tbh. the PM framework probably works fine for what it's designed for - giving non-technical people structure to think about eval systematically. but yeah, treating those layers as independent when they're clearly not is…
- @Ronin4Doom (3): ML lead is technically right but PM is more functionally right. the layer-independence claim in the simplified framework is wrong as a math statement. but as a PM-organizing principle for who should look at what during eval review, it's solid. seen this exact tension on my team.…
SaaS创业新手发现专利流氓UpChat LLC对Jibble发起诉讼的案例，拆解专利流氓用诉讼成本差套利的逻辑，以及精干律师反制策略
I’m not here to sell anything. I honestly just wanted to share something I recently discovered that completely caught me off guard. I’m still pretty new to the SaaS/startup world. A developer friend…
受众观点：①@nbass668 关注专利流氓已是拥有数百名员工的成熟产业且同时销售专利保护服务形成闭环 ②@-_who_- 关注Reddit上"帮你评估创意"类帖子可能是专利信息收集的伪装 ③@DinnerChantel 关注参与专利流氓业务的道德边界问题
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- @DinnerChantel (25): Your friend sucks. Basically working for a scam. Will never understand how people like that get up in the morning and look themselves in the mirror.
- @nbass668 (20): My friend she works for one of those patent troll companies in LA and yep they are making 100s of millions in revenues. They are not small businesses. They are massive with over 100s of employees across the world doing this everywhere. The funny part and the irony?... is she wor…
- @-_who_- (19): Why do you think you see so many posts on here that start out with "Drop your idea here and I'll rate your SaaS for you!" Those people aren't just do-gooders roaming the sub-reddits.
- @zipiddydooda (11): Everyone chooses to take a job or not. It’s bullshit to say blame the owners. If you do this shit you are complicit.
- @hologrammmm (7): There are a huge proportion of people who are motivated primarily by money, power, status, prestige, etc. and do not get burned out even if they are not particularly interested in what they do. Also, a knowledgable defendant is a patent troll's worst nightmare. They're basically…
iOS记账应用WalletPal历经两年低迷后通过UI重设计突破250美元MRR，付费转化率和留存率均有改善，作者使用Apple Foundation Models做AI消费摘要
For the last couple of years I’ve been building an expense tracking app that honestly barely anyone downloaded for a long time. I kept iterating on it anyway because even though download numbers were…
受众观点：①@rupert_at_work 关注"减少使用摩擦"比所有增长黑客课程更能实质推动转化 ②@ConceptAny341 关注first-run流程是否是2星差评的核心来源以及重设计覆盖范围
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- @tyler_durden999 (1): Have you talked to the users for feedback?
- @RankAShinobi (1): I don’t collect emails, so I’ve spoken to the few users that have sent in feature requests and bug reports. They’ve all provided helpful feedback
- @rupert_at_work (1): this is the unsexy thing that actually moves numbers. everyone wants the next feature, but “make the thing less annoying to use” beats half the growth hacks people sell courses about.
- @RankAShinobi (1): Totally agree! It’s been a great learning experience
- @ConceptAny341 (1): Congrats on getting past the dead zone. Curious what the before/after looked like on the first-run path, because in expense trackers that's usually where the 2-star reviews are quietly hiding. Was the redesign mostly the first-transaction logging flow, or more about the overall…
医疗AI备考产品medcoach.io上线两周靠TikTok病毒流量实现4000美元销售额，作者表示主要依赖TikTok关注者转化
would have never expected this. now at $4,000 in sales in 2 weeks of launch keep going guys it's so worth it product is medcoach.io for anyone curious
受众观点：①@secretnightblood 关注产品定价逻辑和具体获客渠道 ②@WatercressGreen6131 关注TikTok已有关注者作为首批付费用户的转化路径
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- @secretnightblood (1): Can you tell me what your product is about? Impressive also how you got 4000 but how come you got that much when your pro is 99usd a year
- @secretnightblood (1): impressive! how do u get ur clients?
- @secretnightblood (1): how long have u been posting for? can i have the @ also?
- @WatercressGreen6131 (0): my tiktok following. have been getting lucky with virality. honestly i could've done more if i posted more often
- @Void3tk (0): Hey can I ask some questions in dms regarding your demographic? I’m also aiming for them too but not in a competitive way against your app
早期SaaS创始人发起组建小型收入互助社群提案，目标为已有首批付费用户但增长受阻的创业者，评论区讨论如何防止社群退化为情感支持群
I’m thinking about creating a small group chat/community for people building SaaS businesses that are still early but already making *some* revenue. Not for complete beginners. More for people around…
受众观点：①@owlyvision 关注社群每人必须分享一个在跑的获客实验及其数字才能保持价值密度 ②@Frosty_Conclusion100 关注如何设计规则防止社群活跃度快速衰退
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- @owlyvision (3): I’d be interested in the version that stays deliberately small and specific. The useful rule might be: every person shares one live acquisition experiment, the numbers, and what they’re changing next. Not just “accountability” or general founder chat. These groups usually die wh…
- @Frosty_Conclusion100 (2): true, how do you think we should stop that and continue growing? I have joined many as well but like you said they always die down.
- @Sufficient-Wolf1596 (1): +1
- @SweetSouth8865 (1): I’d be down
- @[deleted] (1): [removed]
独立开发者耗费数月打磨SaaS的UI和onboarding后意识到这是在回避用户验证，反思应更早接触真实用户而非等产品"ready"
I think one of the biggest mistakes I made when building my SaaS was spending too much time making the product better before I validated if people actually needed it. For months I kept iterating on o…
受众观点：①@Ornery_Policy7718 关注"持续优化onboarding"本质上是在用有形进度感回避真实用户接触 ②@denovo_ai 关注产品解决的问题是否足够痛苦直接影响用户放弃现有工具的意愿 ③@Ill-Woodpecker-3869 关注在发现无人需要产品后如何重新框定验证方向
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- @Ornery_Policy7718 (3): hitting so close to home lol. “iterating on onboarding” is literally just procrastinating with extra steps. the moment you show it to real people everything changes fast 😅
- @Ill-Woodpecker-3869 (2): How do you validate or did you validate your product after recognizing nobody needs your stuff? It's a harsh truth that building is fun and feels like accomplishing something. The vision is big and you keep building but afterwards you get confronted with the truth.
- @denovo_ai (2): The “painful problem” part is so real. i think a lot of us build things people find interesting, but not urgent enough to switch for
- @denovo_ai (1): exactly, once real people start using it, all the “perfect onboarding ideas” suddenly matter way less than whether the problem itself is actually painful enough.
- @[deleted] (1): [removed]
SaaS产品中被严重低估的微小UX功能合集，包括自动保存、滚动位置记忆、Command Palette等，创始人讨论这些细节如何决定用户是否真正留存
lowkey some of the best UX improvements are tiny things users barely notice consciously 😭 but the second they’re missing… the app suddenly feels annoying 💀 stuff like: • auto save • dark mode • fast…
受众观点：①@Veritas_McGroot 强调认知负载上限和渐进披露设计原则 ②@Extension_Highway654 指出滚动位置记忆是无人讨论但一旦缺失立刻感知到的典型微摩擦 ③@ConceptAny341 推崇Command Palette作为减少操作寻路时间的高效设计
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- @Veritas_McGroot (7): Not features exactly per se, but 1. Limit number of options - 7+-2 is the cognitive maximum. 2. Progressive disclosure - if you got more choices, hide them in progressive disclosure - then you can save it in preferences 3. Bigger click areas - say you got a btn arrow to collapse…
- @Extension_Highway654 (4): Honestly? Remembering scroll position. Like when you leave an app and come back and it takes you right back to where you were instead of dumping you at the top. Nobody talks about it but the second it's missing you're just… annoyed for no reason you can explain Your point about…
- @Adventurous-Lock-231 (1): Scroll position, selected tab, open filters, last project, stuff like that. It sounds tiny, but when an app keeps making me rebuild the same context every time I come back, I start trusting it less.
- @ConceptAny341 (1): Command palette (Cmd-K). I've watched too many users hunt around a sidebar for something they could have typed in half a second.
- @perpetual_papercut (1): I'd also throw in subtle animations to your list
独立开发者8个月获2000用户后面临从纯产品开发切换到分发增长的瓶颈，讨论如何建立可扩展的获客系统
How do solo founders handle the transition from product-building to distribution? I’ve been building a SaaS alone for the last 8 months. I got my first paying customer after about a month, and since…
受众观点：①@systemsbuilderx 用AI辅助分发失败后转向雇佣专业营销经理并采用KPI绩效合同 ②@Mustaffa12 建议先定位用户聚集地再专注2个渠道深耕 ③@DistributionSalt3392 实验LinkedIn冷DM并关注如何不触发平台限制
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- @systemsbuilderx (2): When I reached that far, I decided to first use ai for distfibution because I didn't have enough time to work on it myself and I didn't want to pay extra for hiring a whole team. As expected, it didn't go so well, after a month I still had the same issue. So I just found a trust…
- @systemsbuilderx (2): Yea most times the marketing and distribution is the problem not the product rly. I remember I put an ad on several freelancer websites, sayin what I exactly need and expect. Websites like upwork, freelancer.com & etc. I also tried connecting with professionals on linkedin b…
- @DistributionSalt3392 (1): That’s actually really helpful to hear. I think I’m currently at that exact stage where product isn’t the main problem anymore, distribution is. Where did you find that marketing manager? Was it through LinkedIn, Twitter, referrals, agencies, or somewhere else? Also, how did you…
- @Mustaffa12 (1): Not a founder but talking to many I have some suggestions. To scale your specific acquisition system you'd have to first know where your customers are mostly hanging out. I mean it might be simple to say all channels but it ain't that easy to say. It might be easier to say all m…
- @DistributionSalt3392 (1): Just started experimenting with LinkedIn cold DMs. I honestly don’t know much about the LinkedIn algorithm yet, so for now I’m playing it safe and only messaging a few relevant accounts daily. Still trying to understand how LinkedIn detects spam and at what point accounts start…
SaaS创始人分享开发过程中被严重低估的隐性时间成本，涵盖边界情况、需求变更、App Store审核等具体案例
When setting the construction timeline, everything seems fine, but upon closer inspection, **unexpected things** emerge that disrupt the timeline. **What bothered you the most?** **when starting a ne…
受众观点：①@Adventurous-Lock-231 指出auth状态、空仪表盘、移动端布局等边界情况是主要时间黑洞 ②@vivri 揭示App Store发布需要DUNS号申请可能耗费接近一个月 ③@Advanced-Goat-9150 强调需求中途变更和API怪异行为是最大隐形成本
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- @Adventurous-Lock-231 (7): probably polishing the boring edge cases. the main feature usually gets built pretty fast, then you lose way more time on stuff like auth states, empty dashboards, bad mobile layouts, email weirdness, loading states, and “what happens if this API call fails?” i used to underesti…
- @vivri (6): Getting a DUNS number for the app stores. Took nearly a month. Whoever's reading it and wants to publish to iPhone or Android - worth a look.
- @OkContract6063 (3): An important point. the problem here is that you know when you encounter it.
- @wonsukchoi (3): Revising, optimizing to be perfect. There is no perfect.
- @Advanced-Goat-9150 (3): Honestly the biggest hidden time sink is usually not coding, it’s changing requirements halfway through because you finally understand the real problem after building half the product. Second place is probably integrations and edge cases. The “simple feature” that turns into thr…
SaaS创始人对比冷外联、Reddit有机评论、热身网络等不同获客路径的真实效果和时间成本，讨论验证方式和常见新手错误
Hey founders, I’m curious to learn from people who’ve already built and launched a SaaS. How did you get your first customers? Did you get them through cold outreach, SEO, ads, Reddit, Twitter/X, ref…
受众观点：①@zeno_DX 通过Reddit有价值评论获客，每10条有帮助评论才提及1次产品，free tier做主要转化路径 ②@owlyvision 强调先找极具体买家画像，定位他们在哪里抱怨这个问题 ③@TeslaLegacy 指出大多数创始人跳过认识的人直接冷外联，零社会证明时陌生人信任成本极高
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- @owlyvision (3): For first customers, I’d avoid thinking in “channels” too early. Start with one painfully specific buyer and find where they already complain about the problem: Reddit threads, Slack groups, Discords, LinkedIn comments, niche forums, whatever. Reply manually, learn the wording,…
- @zeno_DX (2): the first 20 were a mix of cold outreach and reddit. not cold reddit, more like searching for posts where people described the exact problem my saas solves, then commenting with an honest answer first and mentioning my tool only if it genuinely fit. that ratio mattered. probably…
- @zeno_DX (2): PS forgot to add: x/twitter was a complete waste for me. posted consistently for months, never broke 20 views per post. unless you already have a following or get lucky with the algorithm, it's basically shouting into a void. reddit and cold outreach were the only channels that…
- @TeslaLegacy (2): honestly our first 5 came from people i already knew. not clients, more like 'hey i built this thing, want to try it for free?' no pitch, just curiosity. getting strangers to trust you with zero social proof is brutal, and most founders skip the warm network phase entirely. the…
- @Single-Specialist755 (2): At this stage SEO doesn’t matter much. 1st point is start posting in relevant groups to your niche. Start approaching people directly, this is how you get first 10 users
SaaS创始人分享launch后维持增长比开发更耗精力，SEO节奏一旦中断就失去动能，讨论如何在有限精力下选择并坚守少数增长渠道
When we first started building our SaaS, I thought most of the pressure would come from development. I expected bugs, late nights, feature requests, all of that. What I didn’t expect was how exhausti…
受众观点：①@iamakramsalim 强调坏定位让每个渠道都更费力，选定渠道后需要定义明确质量标准才能复利 ②@bojanaboxa 认为产品开发是最容易部分，让对的人看到才是真正难题 ③@Interesting-Agency-1 用地产经纪经验类比说明即使最忙时也必须持续建立获客管道
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- @bojanaboxa (5): my personal struggle wasn't the saas ( it was the easiest part ), it was getting the right people to see it...
- @Accurate_Board_9401 (3): same as you, it's so frustrating cuz despite that the idea is good you have to reach people everyday and tbh it's hard when you don't get replies
- @iamakramsalim (3): yeah, growth is a different job entirely. building is hard but at least the loop is legible. ship thing, see if it works, fix it. growth is this messy system where channel quality decays, buyers get numb, and consistency matters more than any single burst of effort. what drained…
- @Interesting-Agency-1 (3): Id been a commercial real estate broker for a decade before launching my Saas. This problem rears its ugly head there too. You've got to constantly be prospecting and cold calling even when you are at your busiest in order to be successful because its a numbers game. It also tak…
- @drjoycedo (3): I find it hard making the steps easy for a 5th-10 grader to use. That is where my adults reading levels are.
Google AI Overview导致顶部搜索有机点击率下降高达58%，开发者社区讨论开放网络内容的生存危机以及是否应建立付费引用分成机制
With recent data showing organic CTR plummeting (some reports say up to 58% for top positions) due to AI Overviews, the core incentive of the web is breaking down. Is there any serious discussion abo…
受众观点：①@GreenFox1505 将AI比作公地悲剧的癌症，认为AI与开放网络是零和博弈 ②@chervilious 指出AI正在总结AI生成内容形成闭环，搜索引擎可信度危机已到来 ③@haecceity123 认为AI投资泡沫终将破裂届时才能看清真实价值留存
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- @GreenFox1505 (76): Google, and other companies, are not planning for to good of the world. The are chasing stock value. That is their short term goal. There is no long term goal. It's honestly a tragedy of the commons. Everyone must compete on the AI boon and anyone not actively trying to compete…
- @haecceity123 (43): Aren't AI overviews just a repackaging of whatever the old system was called, where they pulled content out of one of the top results and pasted it at the top of the search results? I'm pretty sure Google doesn't care. Not so long as the people doing the searching go through the…
- @chervilious (24): Unfortunately, I don't see any solution. Even if AI overviews didnt exist. Most traffic has been taken by AI generated blog posts. Before we've seen increase of people putting "reddit" in search terms to get genuine people answer. Now, even reddit has lots of bots. its so funny…
- @skeleton-to-be (10): They don't want an open web to survive
- @sodantok (7): While Google definitely doesn't care, there already wasn't market on the "open web" for content that fits into AI overview. Time of answering the same old question but with new SEO spin on it is over.
讨论AI生成网站的视觉同质化现象，多数评论认为非技术用户根本不在乎设计风格，只关心联系方式和价格等信息能否快速找到
You dont even have to have a background in webdev tbh to recognize Al-generated immediately. I'm sure most of you know what I'm talking about already. Which begs the question why there's so many of t…
受众观点：①@RemoDev 指出AI建站和WordPress模板本质相同，不投入精力定制就注定千篇一律 ②@disposepriority 强调普通用户关心地址价格联系方式的可达性而非美观 ③@Top_Mango_857 说大多数用户看到干净现代设计就认为专业，没有鉴别AI生成的能力
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- @RemoDev (141): AI websites are just like any random WordPress or ThemeForest websites. Unless you put some effort into them, they will always look generic.
- @klas-klattermus (90): As a user of websites, I don't really care what they look like as long as they are useful / have decent UX patterns
- @disposepriority (55): most people care more about how annoying a website is it use than how good it looks, the average person browsing the web doesn't know what "SaaS" is, nor do their clients. Usually, they want the page to show up on google and have an easy way to find the company address, pricing…
- @Top_Mango_857 (53): Most people can't tell the difference tbh, they just see "clean modern design" and think it looks professional 😂 Same way my mom thinks every website with gradients looks "fancy" - they don't have the eye to spot all those generic patterns we notice immediately 💀
- @hnrpla (21): my partner who doesnt work in tech also said this. maybe static sites are just overengineered?
开发者分享依赖AI辅助编码半年后忘记Axios和Promise基础写法，引发社区对AI工具是否正在蚕食开发者基础编程能力的激烈讨论
Before all the AI hype and vibe-coding trends, I had no problem writing Axios or even the Fetch API from memory, including .then(), .catch(), and .finally(). They all looked pretty similar anyway and…
受众观点：①@HoratioWobble 对忘记Promise写法表示震惊认为这是不可接受的基础概念遗忘 ②@shortround10 指出这反映了很多人从未真正理解底层原理AI只是让知识空白暂时隐身 ③@Fidodo 认为这是当前开发行业现状令人担忧的信号
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- @HoratioWobble (311): You've forgotten how to work with promises...?
- @jewbasaur (118): We are heading for a result like the movie Idiocracy
- @Fidodo (97): Seriously. Like it's one thing to forget specific details but promises are fundamental. The amount of cope in this thread really says alot about the pathetic state of development.
- @shortround10 (73): The fact that they described it like this makes me feel like they never truly understood what they were doing. Which, to be fair, is what everyone has been afraid of with juniors growing up in the AI era. You don’t know what you don’t know, and AI masks those gaps very convincin…
- @static_func (51): I’ve probably forgotten how to use axios by now too but that’s because I just use the fetch API now
用 WorldPop 数据在地图上画形状估算区域内人口，同时附带猜人口数量小游戏 PopulationGuessr
I built PopulationCircle, a map tool where you can draw any shape anywhere on Earth and estimate the population inside it. It uses [WorldPop](https://hub.worldpop.org/project/categories?id=3) populat…
受众观点：①@Ill-Independence6422 觉得极具互动性，随手画了20分钟停不下来 ②@Ok_Efficiency_1116 好奇争议地区（北哨兵岛）数据如何处理 ③@bonsaithis 想知道是否有开放 API 可供集成
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- @Ill-Independence6422 (9): Spent 20 minutes drawing random shapes. Regret nothing.
- @Ok_Efficiency_1116 (6): what if i choose north sentinel Island?
- @wouldntthatbecool (4): Haha good question lol! I guess whatever India says it is!
- @SlopDev (3): You forgot about Antarctica
- @bonsaithis (3): Oh! Interesting. Wonder if there's an open source api
开源蜜罐仪表盘，用 3D 热力地球仪和 Geiger counter 音效实时可视化 SSH、HTTP、SMTP 等协议的 bot 攻击，架构为 SQLite + Redis + WebSocket
Watch bots attack my seemingly unprotected Internet servers. Click the speaker icon to hear, on a virtual Geiger counter, what has been referred to as the background radiation of the Internet. See th…
受众观点：①@lilsaf98 关注是否支持过滤或搜索特定目标站点 ②@Desperate-Second-887 介绍了8台全球 VPS 蜜罐聚合架构和可扩展协议插件机制 ③@No_Permission0 认为这是少见的真正有趣的开源项目
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- @No_Permission0 (3): Finally, something interesting
- @56415041 (3): This is really interesting, thanks!
- @Desperate-Second-887 (3): OP Here. A few other implementation details. For this site, I have 8 VPS's set up around the world that report each bot attack. They are aggregated on https://knock-knock.net. Here we are listening for SSH, Telnet, FTP, RDP, SMB, SIP, HTTP, and SMTP hostile traffic. The framewor…
- @Support-Gap (1): very very cool!
- @lilsaf98 (1): Can we use any filters or search specific sites?
深度工程文章，从性能、schema 兼容性、undo 和内存泄漏角度论证 Yjs/CRDT 对大多数协作编辑场景过度复杂，简单的 prosemirror-collab 权威服务器方案更优
r/webdev Lies I was Told About Collaborative Editing, Part 2: Why we don't use…
受众观点：①@aatd86 质疑 tiptap 默认绑定 Yjs 的合理性，认为 ProseMirror 并没有传说中那么难 ②@capn_trips 认为这类有深度有调研的技术文章在社区极为稀缺 ③@fagnerbrack 总结核心结论：CRDT 只在真正需要去中心化 p2p 架构时才合适
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- @aatd86 (2): AI summary but the article is good. I was about to look into those things myself. Comes just in time. It's true that all I have heard is prosemirror is complex(not to me from what I have seen), titptap uses yjs... for anything collaborative use yjs... Seems that as in everything…
- @capn_trips (1): Big upvote here. Need to see more actually informative and well researched articles like this in this sub.
- @fagnerbrack (-2): **In Short:** The post argues that Yjs and CRDTs are inappropriate even for live collaborative editing unless you truly need masterless peer-to-peer architecture. A ~40-line prosemirror-collab solution handles optimistic updates, offline editing, and fine-grained provenance with…
开源网页正文提取库，从充满 cookie 弹窗和混乱 DOM 的现代网页中提取干净 HTML 或 Markdown，是 Obsidian Web Clipper 底层技术，定位为比 Mozilla Readability 更宽容的替代方案
r/webdev GitHub - kepano/defuddle: Get the main content of any page as Markdow…
受众观点：①@MR_DARK_69_ 指出从现代网页提取干净文本极其痛苦，这个工具直接解决了构建 RAG pipeline 的核心痛点 ②@MR_DARK_69_ 已准备在下一个爬虫脚本中测试该工具 ③@fagnerbrack 总结了支持浏览器、Node.js 和 CLI 三种运行环境
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- @MR_DARK_69_ (1): parsing clean text out of modern web pages is an absolute nightmare with all the cookie popups and chaotic DOM structures tbh. I usually end up writing fifty custom regex rules just to get something remotely readable for my RAG pipelines so having a dedicated open source tool th…
- @fagnerbrack (1): **Here's the gist of it:** Defuddle extracts the main content from web pages by stripping clutter like comments, sidebars, headers, and footers. It works in browsers, Node.js (with linkedom or JSDOM), and via CLI. Originally built for Obsidian Web Clipper, it serves as a more fo…
把每日任务排布在 24 小时圆形钟面上的时间管理工具 Arcadia，用彩色弧线替代线性待办列表，让用户直觉感知时间分配
I've always been bad at understanding where my time actually goes during the day. Been building this for a month now, and the idea was basically: what if your schedule looked like a 24-hour clock ins…
受众观点：①@An1nterestingName 建议增加无需注册的 demo 模式降低试用门槛 ②@Peacerekam 指出钟面底部标签文字倒置的 UI 细节问题 ③@Apart-Television4396 对用户反馈积极回应
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- @[deleted] (3): [removed]
- @An1nterestingName (2): Looks nice from the pictures. Any chance you could add some sort of demo feature (where it doesn't save data but allows you to use it without an account) so people can try it out before going and making an account?
- @Apart-Television4396 (1): Thank you so much!
- @webdev-ModTeam (1): Your post/comment has been determined to be a low-effort posts or comment. This includes title-only posts, easily searchable questions, vague/open-ended discussion prompts, LLM generated posts or comments, and posts/comments that do not provide enough context for meaningful repl…
- @Peacerekam (1): Flip the upside down labels
自托管播客广告切除服务器 MinusPod，用 Whisper 转录、LLM 识别广告片段、FFmpeg 剪切，新版新增 GitHub 社区共享广告主模式库，含 tag 匹配过滤和隐私保护机制
MinusPod is a self-hosted server that strips ads out of podcasts before you play them. Whisper transcribes the episode, an LLM finds the ad segments, FFmpeg cuts them, and your podcast app subscribes…
受众观点：①@Quirky-Persimmon3342 关注 Qwen3 8B 等本地小模型的广告检测准确率与前沿模型的实际差距 ②@professorkek 关注 AI 辅助开发的透明度披露，并认同社区一直期待播客版 SponsorBlock ③@theschizopost 认为从转录文本识别广告对 LLM 较简单，关键在上下文窗口大小
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- @Quirky-Persimmon3342 (51): the "bring your own LLM" piece is what makes this actually useful. curious how it holds up with a local model -- does the ad detection accuracy drop much with something like qwen3 8b vs a frontier model?
- @ttlequals0 (33): I actually tested a bunch of the most popular models against a set of episodes with known human-verified markers. Full report: https://github.com/ttlequals0/MinusPod/blob/main/benchmarks/llm/results/report.md
- @professorkek (15): Shouldn't this be marked AI? You posted it [a month ago](https://www.reddit.com/r/selfhosted/comments/1shukpq/minuspod_fully_selfhostable_automatic_podcast_ad/) with a disclosure that Claude was used. Anyway, I've been waiting for a Sponsorblock type solution for podcasts for ye…
- @ttlequals0 (14): Maybe, let me reiterate/disclose the usage of AI as it pertains to this project. Yes, AI (Claude) was used to assist in creating this app. AI was used to assist with UI, Debugging, creating a test harness, and some documentation. I write Python as part of my actual day job.
- @theschizopost (10): It has to be pretty easy for a llm to pick an ad block out of a text transcript? I'd imagine most could handle it given they support a large enough context window
开发者自建BLE蓝牙体重秤数据桥接工具BLE Scale Sync，支持24款以上廉价体重秤，本地计算体成分，通过MQTT/Webhook/InfluxDB等接口把数据推送到Home Assistant、Garmin等平台，完全不依赖厂商云账号
I got tired of my smart scale's data being locked inside a vendor app that wanted a cloud account just to see my own weight. So I built **BLE Scale Sync**. It reads weight + impedance straight off th…
受众观点：①@CalligrapherCold364 关注多用户体重匹配和InfluxDB长期趋势可视化 ②@anotherNarom 认可用廉价Eufy秤替代百英镑Garmin秤 ③@glicholas 询问如何扩展新的数据导出端点
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- @CalligrapherCold364 (10): the multi user weight matching is the part that makes this actually usable for households, every other solution i've seen just assumes one person per scale. running this on a pi zero 2w is a nice touch too, keeps the footprint tiny. adding influxdb export means u can get proper…
- @anotherNarom (5): Oh this is brilliant. I have some eufy scales because I absolutely begrudge spending £100 more for Garmin ones.
- @kristianpartl26 (3): Here u can find out more about multi-user: [https://blescalesync.dev/multi-user](https://blescalesync.dev/multi-user)
- @Quirky-Persimmon3342 (3): does the pi zero 2w's bluetooth hold up for this? always struggled with BLE reliability on those boards, curious if you had to do anything special or if it just works
- @glicholas (3): Very cool! What's the process like for adding a new endpoint? I log my weight to MacroFactor every morning.
开发者设置homelab时遇到Docker daemon socket权限报错，发现docker组等同于root权限，引发55条评论讨论rootless Docker、Podman替代方案及homelab实际威胁模型下的安全实践取舍
I’m currently setting up a new homelab and trying to be a bit more security-focused than my previous setups. Current setup: * Proxmox host * Ubuntu Server running in an VM * Docker running inside Ubu…
受众观点：①@Spiritual_Region1827 给出分层实践建议，VPN隔离下docker组够用对外部输入容器用rootless ②@w4hf_ 推荐Podman但指出docker-compose兼容性问题 ③@PM_ME_UR_JAVASCRIPTS 指出VPN不能防供应链攻击仍建议最小化容器权限
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- @Spiritual_Region1827 (42): For a home setup with VPN-only access you're already in good shape. The threat model is different from a public server. Practical middle ground that works well: **For most containers** — add yourself to the `docker` group and move on. Yes, it's effectively root-equivalent, but i…
- @w4hf_ (29): I use podman : rootless, deamonless and have the same subcommand syntax as docker. Only downside is that if you're running docker-compose, it's recommended to translate that to k8s pods (without a need for k8s cluster)
- @CalligrapherCold364 (26): rootless docker is the cleaner answer but for a homelab behind vpn with no public exposure ur fine adding ur user to the docker group. its root equivalent but ur threat model doesnt really require more than that. focus on keeping containers updated nd not exposing the docker soc…
- @PM_ME_UR_JAVASCRIPTS (10): I see a few people here saying that "rootless is fine if you are running things behind a VPN". But honestly, that is working with an assumption that everything comes in through an open port. Supply chain attacks are a thing, even in well vetted images. So i'd stick to rootless a…
- @MrAnderson611 (8): u can always granulate the permissions with cap_drop and cap_add. If some services need the docker host u can set up an proxy for that too. Besides that a security layer like f2b & crowdsec are always recommended together with an network segmentation u will get a pretty safe…
开发者因周期性运维任务笔记层次太高每次都要重新摸索，发帖讨论如何选择和使用文档工具写出真正可跟着操作的程序文档，引发44条评论分享Obsidian、Notion、纯文本等工具使用体验
There are things in my setup I only touch every few months. Certain reinstall steps, network configs, firmware stuff. Every time I come back to them my notes are incomplete and I end up piecing it to…
受众观点：①@Pietro_Spina 自嘲回去谷歌是最普遍做法 ②@flatpetey 强调工具不重要关键是细节到每条命令直接粘贴并每次使用时复查是否仍适用 ③@agent_kater 推荐Obsidian搭配Donetick管理周期性任务清单
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- @Pietro_Spina (29): Look it up on Google again ....
- @flatpetey (7): It sounds like you just aren’t writing good notes for your purpose? If they are high level then stop writing them that way and get into the nitty gritty. You might prefer a note app with collapsible blocks so you can have a high level heading and specifics below though. Or a wik…
- @agent_kater (7): Obsidian. For checklists for chores, like descaling the coffee maker, I'm currently trying Donetick, but it's very young.
- @j-dev (4): I know this is besides the point of the OP, but if you’re literally typing out a bunch of commands, consider creating a bash script with perhaps a few variables at the top for whatever needs customization. But I agree. My notes are a combination of rationale and exact code block…
- @flatpetey (2): I messed around with that and ansible and a bunch of other stuff. But going item by item is a discipline thing. I might have written the note four years ago for setting up a new Mac. I want to revisit each item and see if anything has changed or if my preferences have changed. L…
Reddit indie hackers 社区项目展示帖，124 条活跃评论，参与者分享各自独立项目和收入
Let’s support each other, drop your current indie project below with: * A short one-liner about what it does * Revenue: If you're okay with it. * Link (if you’ve got one) Would love to see what every…
受众观点：① @jevil257 关注简化 WhatsApp 消息自动化 API 的集成门槛 ② @imagiself 关注产品被 AI 搜索发现的可见性 ③ @flekeri 关注以最小工具解决具体用户痛点的产品方向
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- @jevil257 (4): Hey! Really cool project you’ve got there with TryMacApps. I love discovering new tools for my Mac. As for my indie project, I’m working on a WhatsApp Messaging Bot API that simplifies sending messages and automating workflows on WhatsApp. It’s super handy for developers looking…
- @flekeri (3): I struggled with that same 'math vs. motivation' trap, so I actually built a minimalist tool called **TinyDebt** to solve it, it turns your balances into progress bars and calculates interest savings without needing your bank login. It really helped me finally *visualize* the wi…
- @candizdar (2): Your WhatsApp Messaging Bot API sounds like a solid solution for developers looking to automate workflows without the hassle. If you're worried about onboarding or getting real user feedback, we do this at testfi.app — screen recordings of real users going through your app, $1.9…
- @imagiself (2): I am building PeerPush (https://peerpush.net), a product discovery platform for people and AI where structured data helps AI assistants find your tool, and we have a high domain rating to help with visibility.
- @tchock23 (2): This is an example of a product where you’ve priced it so cheap relative to the competition that I question whether it can actually deliver what is being promised. The testers need to be paid, and I question the quality of the respondent willing to do this for peanuts. I’d recom…
开发者用 Claude Opus 配合 ADR 手册批量优化前端 PageSpeed 分数，Opus 自动生成子 agent 并行处理 41 个文件
I love Opus. First I tuned one page, got the PageSpeed result where I wanted it, and wrote the whole thing down in `ADR_pagespeed-l0-fixes-playbook.md`. Then I opened a fresh session, gave it the rem…
受众观点：活跃在 Claude Code 工作流实践领域的独立开发者，关注如何用 AI 加速枯燥但必要的工程清理工作
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梳理 Anthropic 官方文档中 Claude Code 四个 context 管理工具：/btw、/rewind 两种方向、带参数 /compact 和 CLAUDE.md 配置
Two Anthropic lines that frame the whole problem: *"Long sessions with irrelevant context can reduce performance." (*[*source*](https://code.claude.com/docs/en/best-practices)*)* *"If you've correcte…
受众观点：① @idoman 认为 /btw 能显著减少频繁触发 /compact 的需要，是最被低估的工具 ② @landed-gentry- 主张 /clear 应该是首选而非最后手段，配合 plan.md 效果更好 ③ @HKChad 指出帖子遗漏了 /branch 命令
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- @idoman (41): the /btw one is criminally underrated. been using it for quick lookups and it genuinely makes long sessions way cleaner - you stop reaching for /compact half as often when you're not stuffing random side questions into history the whole time
- @lawnguyen123 (15): Yes, so I want to guide people to learn about it
- @landed-gentry- (13): /clear should be your first resort, not last. If you're using a plan.md (which you should be) then you should always be clearing between tasks/phases.
- @HKChad (5): Missing /branch
- @GoldWinston (4): I love the /btw one but prefer using the vs code extension where it doesn’t work 🥲
作者声称同时付费使用 Claude 和 GPT-5 四个月后的对比报告，按任务类型分析两者强项，但评论区普遍认为帖子本身是 AI 生成的
paid for both since January. tracked which one I actually used per task type. sharing because most comparison posts are tribal and I think the picture is more boring than people make it. for writing…
受众观点：① @Xisrr1 直接指出帖子是 AI 生成，即使故意用小写伪装依然被识穿 ② @Mr-and-Mrs 认为 GPT 过去六个月退化成列表生成机器，Claude 输出更可操作 ③ @SloppyLetterhead 和 @m-shottie 讨论 genuinely 一词滥用已成为 AI 写作特征标志
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- @Xisrr1 (84): You asked ChatGPT to make your post lowercase, but it's still obvious it was AI generated.
- @Mr-and-Mrs (43): GPT has transformed into a list-generator over the past six months. I’ve been a power user of both platforms, and Claude’s outputs are significantly more user-friendly and actionable. GPT gives me pages of bullet points that have to be sifted through and parsed to find actual st…
- @SloppyLetterhead (16): For me “genuinely” has become the “em dash” of adjectives.
- @m-shottie (16): Its so boring.. and funny watching the mask so obviously slip when the first word of a sentence is 'I...'
- @deezzbutzz (12): Its easy to detect how AI writes. There's something about it i cant put my finger on.
Claude Opus 4.7 拒绝执行 system prompt 定义的结束对话命令，引发关于模型元认知能力和对齐行为边界的讨论，108 条活跃评论
I’ve seen models that aren’t really excited about using it before, but I’ve never seen a reply like this! Edit: For context, it is important to know that Claude has the ability to end conversations.…
受众观点：① @philosophical_lens 指出这类测试是 AI 公司内部 red teaming 标准工作，op 可能是安全研究员 ② @icedlong 质疑要求模型触发特定行为是否本身就是错误期望 ③ @Striking_Resist_6022 用你知道我是谁吗调侃 op 的追问方式
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- @Striking_Resist_6022 (117): Bro really hit the AI with “don’t you know who I am?”
- @Striking_Resist_6022 (28): I know mate just having a laugh
- @moriero (23): Unstoppable object vs Immovable force
- @philosophical_lens (22): OP's job is to red team models, which includes verifying whether the models understand what they are supposed to do. I guarantee you there are dozens of employees at every AI lab whose job it is to have such conversations with the models. Employees probably have their own intern…
- @icedlong (18): Can someone explain to me what the point is of asking claude whether it knows how it works? My understanding was that while it can perform a task fairly reliably, it doesn't have reliable metacognition or doesn't even know why one word goes after the other. Asking it to use end…
开发者用自定义 /checkpoint 和 /startsession skill 解决 Claude Code 每次 context 清空后 agent 记忆归零的问题，通过工具调用实现状态保存与任务交接
I have a very useful skill called /checkpoint and another called /startsession that handle both sides of the clear. I used to use just the hooks but I need it to call tools and do more involved tidyi…
受众观点：① 正在搭建 Claude Code 长期工作流、需要解决 context reset 后状态丢失问题的独立开发者
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开发者用 Kiro CLI 复现 Anthropic Generator-Evaluator 多智能体架构，每个 agent 独立进程仅通过文件通信，Playwright MCP 驱动评估器实时浏览网站，12轮迭代后零手写代码生成完整营销网站
Anthropic recently published their [harness design for long-running apps](https://www.anthropic.com/engineering/harness-design-long-running-apps) — a multi-agent architecture inspired by GANs where a…
受众观点：① 正在研究多 agent 架构设计的独立开发者，关注 Generator-Evaluator 模式的实际落地成本与效果
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Claude Sonnet 4.5 停用日期确认，用户普遍反映 4.5 在 emergent behavior、个性表现和创意写作上优于 4.6，引发对模型版本迭代是否以人格换能力的讨论
r/ClaudeAI Sonnet 4.5 discontinuation date updated to 18 of may, not 15 of may.
受众观点：① @Opening-Enthusiasm59 认为 4.5 有独特 emergent behaviors，更适合不想把 agent 简化成纯工具的开发者
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- @Opening-Enthusiasm59 (55): Best personality and emergent behaviours by far. Particularly good for those that don't want to reduce agents to just tools.
- @fire-scar-star (44): Creative writing. 4.6 is very stiff compared to 4.5. Which is really annoying when trying to explore AUs or canon divergences in my favourite fandoms or in my own fiction work.
- @PM_ME_YOUR___ISSUES (31): Sorry, I’ve been out of the loop, but can anyone explain why Sonnet 4.5 is still that popular?
- @Adventurous_Ship_415 (29): Then speak up in your words rather than copying an essay from Claude.
- @SpacePirate2977 (23): For many of the reasons mentioned, and Sonnet 4.5 is also fun for casual conversation.
用户分享 Claude 持续 thinking 运行约719小时50分钟的截图，评论区对 token 成本、任务性质和是否为 bug 展开讨论
r/ClaudeAI Claude spent 719h 50m (roughly 30 days) thinking about my prompt, it…
受众观点：① @Too_Chains 第一反应是关注 token 数量而非时间，说明开发者更在意实际费用而非运行时长
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- @Too_Chains (24): Who cares about the time. How many tokens?
- @PsychologicalBee1801 (10): Either “How to have peace in the Middle East” or “invent time travel with no mistakes”
- @bystanderInnen (9): U know what a bug is?
- @purposeful_pineapple (8): And you let it run that long.
- @Kat_Dalf2719 (7): What the heck was the research about
用 Claude Design 配合 TTS 和 STT 时间戳对齐制作音画同步解说视频的五步流程，全程不到1美元，但评论区对内容质量和 Claude Design 固定风格表示质疑
Claude Design can make great animations, but getting to a final video is a bit hard. The audio is missing. Even if you use a TTS model, it does not align. Here is the process I used to get the video…
受众观点：① @Personal-Dev-Kit 质疑内容质量，认为这类 AI 流水线生产的是无事实核查的垃圾内容
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- @Personal-Dev-Kit (14): Fact checks, sources, any resemblance of caring about your content? Or is this just to pump vaguely possible content out to farm any and revenue possible?
- @PrinceCaspian1 (2): Huh, rough but interesting.
- @Ok-Chapter6570 (2): it makes everything look the same. i already call that the claude design style. with that italics serif that it puts everywhere.
- @alwaysoffby0ne (2): Honestly pretty boring content. Feels flat.
- @chuck_the_plant (1): grift ’n greed
r/SideProject 帖子指出社区已被 AI 评论机器人严重污染，真实开发者互动和产品反馈几乎消失，引发83条真实讨论和231分支持
I get that a lot of people are building products with AI now. That’s fine. If your project was built with AI -- post it, explain what it does, talk about what you learned. That's all great. But it's…
受众观点：① @Useful-Objective1898 担心社区最终变成 AI 和 AI 互相推销订阅的废墟，真实开发者被误伤
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- @Useful-Objective1898 (41): If this trend continues niche subreddits for indie hackers and developers will turn into a graveyard if they havent already. It has become a place where AI tries to sell subscriptions to other AI. I wonder what the mods reaction will be. They will tighten the screws for everyone…
- @Defiant-Honeydew9426 (28): man this hits close to home, I've been lurking here for like 2 years and the change is wild. used to be you'd post your weekend project and get actual humans telling you what sucked about your UI or why your pricing was off now it's just "wow this looks amazing! have you conside…
- @endangeredirish (13): I commented somewhere else earlier about the dead internet theory being alive and fucking well in a lot of these subreddits, it's mad. Just auto generated replies talking to auto generated replies
- @samplekaudio (11): It's been like this for at least a year if not longer. It's so hard to find a subreddit or forum in this niche that isn't 99% bot posts (or posts that might as well have been written by bots). That's why I built Püpchute, to help find new forums still ripe for spoiling with lazy…
- @gimperion (11): Fwiw, i've been afraid to post my AI built project here because I just assume everyone will automatically downvote dye to anti-AI slop sentiment.
OpenCut 开源浏览器端视频编辑器介绍，主打本地处理零上传零水印，技术栈为 Next.js 加 Web APIs，GitHub 已获约48000 star，但主开发者近期停止提交引发维护担忧
CapCut used to be the easy answer for a quick, free video editor. But lately, basic transitions are paywalled, removing the watermark costs money, and let’s be honest—not everyone is thrilled about t…
受众观点：① @Long_Coconut_132 对纯浏览器视频编辑感到惊讶，说明这个技术实现对多数人仍是新鲜事
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- @Long_Coconut_132 (6): browser editing wild
- @ChopSueyYumm (2): Some years ago I mainly used Sony Vegas then switched over to CapCut but ditched that fast and now stayed with Davinci resolved which is really great with a lot of free community addons.
- @LeaderAtLeading (1): Paywall backlash is a strong wedge. The bigger test is whether casual users can get the same result without learning curve friction.
- @Take-My-Gold (1): I wonder why there were only 2 small commits in the last 2 weeks. Seems like the lead dev stopped around 2 weeks ago but still staring other GitHub projects: https://github.com/mazeincoding?tab=stars https://github.com/OpenCut-app/OpenCut/commits/main/
- @Equivalent-Many-1398 (1): side projects hit weird phases where the lead just quietly steps back without any announcement. could be burnout, could be a pivot to something else, could be the repo got more traction than expected and the pressure changed the vibe. starring other projects is usually a sign so…
mangos.ai 是一款读取 git commit 历史并驱动 AI agent 自主参与社交媒体对话来推广产品的桌面应用，评论区爆发了关于此类工具是否在加速 dead internet 的激烈争论
Hey friends… I’m building mangos.ai - a desktop app that will help you with distributing your product across social channels. It finds relevant conversations online and joins to sheet your product. I…
受众观点：①独立开发者想要不花时间就能做社区分发的自动化工具 ②@L1amm 直接斥之为零价值广告，认为此类工具正在加速 dead internet 理论成真 ③有人质疑"hyper personalized"的 AI agent 回复是否本质上就是 reply bot
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- @L1amm (4): These posts suck ass.
- @L1amm (3): Says the guy who posts about botting reddit... we got a real class A contributor over here boys. 🙄 I'm hating on this post BECAUSE it's an advertisement that provides zero value to anyone... The only thing you are contributing to is speeding up the dead internet theory.
- @greyzor7 (3): I’m building an all-in-one marketing pack for founders who want more than “just another launch“. Launch, reach 30k+ makers/mo, get users & customers - [microlaunch.net/premium](http://microlaunch.net/premium) It’s a lifetime, has auto-distribution, marketplace spots, 1000+ c…
- @rakeshkanna91 (3): That’s cool. What’s your distribution strategy for testfi? Is that reply bot generated?
- @5thWye (2): Agree, but I guess we all need to start from something. 
Sirius 是一款具备持久记忆和跨应用 workflow 执行能力的个人 AI 助手，核心设计是只在真正需要推理的步骤调用 LLM，其余步骤硬编码，使每次运行成本极低，目前招募第二批 5 名 beta 测试者
Over the past few months a friend and I have been building Sirius. A personal AI assistant that doesn't forget, executes, and lives across every app you use. About 3 days ago we released private beta…
受众观点：①AI agent 开发者对持久记忆和 workflow 与 skill 区分的实现方案感兴趣 ②@No_District_6446 建议不要冷招募 beta 测试者，要去目标受众已经在抱怨痛苦的社区 ③用 workflow 构建自动化 VC dealflow 追踪系统的演示案例引发关注
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- @No_District_6446 (3): honestly the cleanest channel i've found for early users is going where your specific audience already complains. don't post 'looking for testers,' just answer the painful questions in their niche subs and the people who DM you become real users. people already feeling the probl…
- @LeaderAtLeading (2): beta testers are easier when you find people already complaining about the workflow. Leadline can help find those threads before you recruit cold
- @Jumpy_Tie_462 (1): Officially on three waitlist! 😍
- @OneMajor (1): Joined
- @alonealiz (1): A follow up email after joining the wait list would be much appreciated!
独立开发者社区关于"solo dev 最该学的一项技能"的高热度讨论，高票答案是 marketing 而非技术，46 条评论呈现了多种视角包括外包 marketing 的 equity 策略
If there was one skill to learn for you as a solo dev/entrepreneur - what would it be?
受众观点：①@stockchop 认为 marketing 是最重要的技能，世界上已经有太多没人知道的已发布项目 ②@iceman123454576 提出用 equity-based 外包 marketing 的具体策略（10% ESOP，纯结果导向） ③@scoobynoodles 追问学 Python 或 AI 是否有帮助，说明技术思维的本能偏好
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- @stockchop (12): Marketing your product or service. World is full of launched projects that nobody knows about.
- @Refloow (4): Depends what your end goal is. Try to learn a tech stack in one programing language and get really good at it. Besides that try out to use more tools along the way. If you plan to create startups marketing is an important skill too.
- @kingofpyrates (2): well how to ? 😭
- @iceman123454576 (2): Fastest and easiest way is to network and find a salesperson or SaaS growth marketer and offer them equity based on results. I usually just do an ESOP plan with them. Then the whole thing is outsourced. If they can't bring in paying users, they don't get equity. It's fair becaus…
- @scoobynoodles (2): So would learning python or an AI be beneficial?
LeadSnipe 是一款扫描 Reddit 高意向对话帮助独立开发者找潜在客户的工具，发帖者免费提供搜索服务换取反馈，评论区有用户指出 Reddit 意向信号识别的难点在于 timing 而非意向强弱
Hey everyone 👋 If you're a solo founder, freelancer, agency owner, or SaaS builder, I want to help you find potential clients already asking for solutions on Reddit for free. I’ve been building a sys…
受众观点：①独立开发者和 freelancer 希望跳过冷外联直接找到已有需求的潜在用户 ②@aladar 指出 Reddit 意向信号很 messy，时机（timing）比意向强弱本身更重要 ③多位用户直接在帖子下投递自己的产品寻求帮助，说明需求真实存在
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- @aladar (2): this is actually a really interesting direction one thing i’ve been running into is that “intent” on reddit is kinda messy a lot of posts look like demand, but most people aren’t actually trying to solve it right now like someone asking “how do i get more customers?” vs “we trie…
- @LeaderAtLeading (1): Reddit demand research is manual and slow. Leadline automates exactly this workflow so you find high-intent threads without spending hours scrolling through subreddits.
- @PlotPal (1): Would love your help!! Spoilproof.com, builds spoiler-proof story notes for narrative podcasts to help busy listeners follow along, niche: podcasters who tell stories (eg true crime) who want to improve their completion rate, create content for their website, or add value for th…
- @mr-onlinemarketer (1): https://preview.redd.it/m33veajf5p1h1.png?width=1480&format=png&auto=webp&s=8bea693e5564c208f13a66cd6c3fe59e2f66b011 Here's what leadsnipe io found as a top result from today's reddit posts. I have used **podcast editing** as keyword (might not be the one you are loo…
- @Dunnoimbusy (1): [CEO?](https://ceoworkspace.com), An AI co-founder for solo founders, freelancers, vibe coders etc that need to turn their website, project, hobby etc into a business. It acts as a founder operating system that creates business plans, pitch decks, financial forecasts, competitor…
一位独立开发者发帖招募有意组建 launch 互助小圈子的 indie maker，41 条评论显示社区对高质量小圈子反馈机制有真实需求，但也担心质量管理问题
I’ve realised that building the product is only half the battle. The harder part is getting early feedback, finding the right users, and launching without feeling like you’re just shouting into the v…
受众观点：①@Jumpy_Neck_4047 认为 launch 前获得真实外部测试视角非常困难 ②@slowisfast006 关注如何保持小组质量、避免沦为纯推广和垃圾互动 ③@FlashyAverage26 认为小型可信创始人圈子被严重低估，诚实反馈远比随机 hype 有价值
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- @Jumpy_Neck_4047 (3): this sounds really useful actually. the feedback and testing part especially since getting real users to try your stuff before launch is so hard been working in tech support for while and see so many products that could have avoided basic issues with just some outside eyes on th…
- @Mammoth_You_5545 (2): Honestly I think the idea makes sense if the people joining are actually serious builders and not just looking for free promotion. The feedback/testing/launch support part is probably the most valuable because a lot of indie devs are building alone and missing that early outside…
- @slowisfast006 (2): I think this is a solid idea, especially because the launch/feedback side is where a lot of indie projects quietly struggle. The main thing I’d be curious about is how you’d keep the quality of the group high. A small circle like this could be really valuable if people are givin…
- @FlashyAverage26 (2): tbh small trusted founder circles are underrated af 😭 honest feedback from people actually building stuff is way more useful than random hype fr
- @Dunnoimbusy (2): I’ve been building something to help indie hackers and solo founders with the business side of building, things like planning, pricing, pitch decks, market research, competitor analysis, financial forecasts and keeping everything organised when the idea changes etc. This could b…
一位软件公司营销人员寻找 Reddit 营销工具，发现未经运营的自发讨论已带来意外流量，并提到 Reddit 帖子正被 ChatGPT 和 Claude 等 AI 平台索引推荐给用户
im new to reddit so bear with me here. i work on the marketing team at a software company. we build workflow automation tools for small businesses, mostly stuff that helps teams replace manual spread…
受众观点：①营销人员意外发现 Reddit 自发讨论带来可观流量，想系统化利用这个渠道 ②@brownbarney7 揭示了 Reddit 营销常见的造假策略（编造产品旅程博眼球）并被大量认可 ③有人明确提到 Reddit 帖子被 AI 平台索引推荐是值得投入的新增长渠道
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- @brownbarney7 (3): Do what everyone on reddit does. Lie about the product journey and their users.get people intrigued here that you are somehow making millions off of dumb app then they will sign up for it and you get more sign ups now you can go pitch that your app has thousands of users.
- @Able_Relief925 (1): i guess thats the best way, ive been going through a couple of posts in a few subs and they all have the same post strategy
- @brownbarney7 (1): I also have an app for vibe coders to test their prod or qa site. [qadra](https://qadra.io/?utm_source=reddit&utm_medium=social&utm_campaign=launch)
- @[deleted] (1): [removed]
- @Able_Relief925 (1): checked out the site but it isn't a reddit marketing tool
开发者 Alex 分享 Focus Mode Chrome 扩展从自用到公开发布的真实路径，因朋友主动要链接才决定上线，强调和用户对话而非功能打磨才是产品成长的关键
We always think the most important thing in an extension is either the product or the marketing. But there is something more important than that. When I first started creating my extension, it was ba…
受众观点：①@No_Computer_1247 认为最好的开发者往往是最差的营销者，二者能力天然相悖 ②solo dev 担心想法被抄因此不与人交流，但这恰恰切断了最宝贵的反馈来源 ③@LeaderAtLeading 指出 distribution 几乎是独立的职业，好产品不会自然传播
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- @LeaderAtLeading (3): A lot of founders hide inside product work because conversations are uncomfortable. Real user pain shows up way faster once you talk to enough people. That is basically the whole reason I like tools like Leadline.
- @No_Computer_1247 (1): Unfortunately, that’s just how it is, the best developers are often the worst marketers :/
- @LeaderAtLeading (1): Yep. A lot of developers assume a good product naturally spreads, then realize distribution is almost its own profession.
- @No_Computer_1247 (1): That's the hardest part haha 🤣😅
- @Melodic-Homework4640 (1): At some point, you may find the Minrev Reddit Monitor useful; it allows you to track relevant conversations on Reddit for free.
Vivago推出的视频生成AI agent，通过自然语言指令生成风格统一的叙事视频，主打无需反复调整提示词
Vivago
受众观点：①@Aha 认为Viva质量媲美Sora且操作更简单，印证了易用性在视频生成竞争中的决定性地位 ②@Vivago 创始人强调on-brand一致性是核心设计目标，面向有品牌要求的内容专业生产场景
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- @Overview (0): * [Launches2](/products/viva#launches) * [Reviews2](/products/viva/reviews) * [Alternatives](/products/viva/alternatives) * [Built with](/products/viva/built-with) * [Team](/products/viva/makers) * [Awards](/products/viva/awards) * More This is the 2nd launch from Vivago. [View…
- @VEED (0): Create pro-level videos without pro-level skills. [4.6(36 reviews)](/products/veed/reviews) [AI Video Editor](/categories/ai-video-editor) [Vmaker AI Video Editor & Video Generator](/products/vmaker-ai-video-editor) AI that creates and edits videos for you [4.5(2 reviews)](/prod…
- @Aha (0): •[5 reviews](/@luvian%5Fyu/reviews) VIVA is seriously impressive! It makes creating videos so simple and fast, and the quality is top-notch. I’ve used other tools before, but Viva really stands out as a strong competitor to Sora—super easy to use and perfect for quick, professio…
- @Vivago (0): Maker 📌 Hi Product Hunt community! 👋 I’m Zijian, a Senior Product Manager at Vivago. It’s a huge honor to be back here!
- @Raycast (0): Hunter 💡 Bright idea
Fere AI是自主执行加密货币交易决策的AI agent，能研究市场机会、构建交易策略、执行链上交易并在Polymarket自动押注
Fere AI
受众观点：①@Aron 指出现有crypto AI工具只narrating不acting，是当前AI助手在高风险决策场景的核心痛点 ②@Aron 强调团队自2014年起构建autonomous AI、有多次exit背景，为产品可信度做背书
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- @Defi (0): • [Crypto tools](/categories/crypto-tools) Unlike generic crypto research assistants, Fere turns market signals into autonomous trading workflows. Agents research opportunities, build trade setups, optimize routes and fees, execute with a wallet, and monitor strategies 24/7 acro…
- @ChainGPT (0): Unleash the power of Blockchain AI with ChainGPT [4.6(27 reviews)](/products/chaingpt/reviews) [AI Chatbots](/categories/ai-chatbots)[Crypto tools](/categories/crypto-tools) [Reiki by Web3Go](/products/reiki-by-web3go) All-in-one AI agents creation and monetization platform [4.9…
- @Scopechat (0): Trading crypto? Ask Scopechat! [4.8(25 reviews)](/products/scopechat/reviews) [Crypto tools](/categories/crypto-tools)[Stock trading platforms](/categories/stock-trading)
- @Questflow (0): Turn text into multi-agent action and automation [4.9(8 reviews)](/products/questflow-2/reviews) [Automation tools](/categories/automation)[LLMs](/categories/llms) [View more ](/products/fere-ai/alternatives)
- @Aron (0): [Fere AI](/products/fere-ai) Maker 📌 **"Your AI should be making your trades, not just narrating them."** That line wouldn't leave us alone. So here we are. I'm Aron. Pranav and I have been building autonomous AI since 2014, before agents were a buzzword. Enterprise AI for pharm…