Google 与 SpaceX 签署大规模 GPU 算力采购协议，评论区质疑这是为 SpaceX IPO 抬估值的纸面交易。
Google will pay SpaceX $920M per month for compute ① HN 用户（@devops000）深扒 SEC 文件，认为协议条款极短、只是 IPO 噱头 ② @doubtfuluser 认为对 Google 是低风险对赌，SpaceX 拿不出货量 Google 也没损失 ③ @tosh 追问各大云厂商数据中心运营效率数据，想知道谁最能卷
一位 20 年经验工程师在 HN 发文质问：为什么大家执着于 AI 写的代码质量，而不是交付速度？引发近 500 条激烈讨论。
① @bigyabai 指出测试和记录 AI 失败本身就是社区进步的方式，不是反 AI ② @space_explor 分享踩坑：Claude 说"production ready"，结果导致两天 outage ③ @tonetheman 一句话戳中：你在训练自己的替代者
Google 与 SpaceX 签署大规模 GPU 算力采购协议，评论区质疑这是为 SpaceX IPO 抬估值的纸面交易。
① HN 用户（@devops000）深扒 SEC 文件，认为协议条款极短、只是 IPO 噱头 ② @doubtfuluser 认为对 Google 是低风险对赌，SpaceX 拿不出货量 Google 也没损失 ③ @tosh 追问各大云厂商数据中心运营效率数据，想知道谁最能卷
Apple 新 M 系列 Mac 支持 128GB 统一内存，评论区热议本地运行大型语言模型的可行性，认为 VRAM 瓶颈终于有望突破。
① @YasuoTanaka 直接点明：128GB 统一内存对本地 LLM 开发者来说是梦想成真，VRAM 一直是最大瓶颈 ② @jqpabc123 泼冷水：本地跑 AI 还是小众需求，关键要看云端 AI 的定价走势 ③ @2OEH8eoCRo0 质疑苹果商业决策：企业订单这么旺，为何要把顶级制程产能分给消费级产品？
NousResearch 发布 Hermes Agent v0.16.0「The Surface Release」，新增远程网关与桌面控制台分离架构（agent 跑在 VPS，laptop 作为控制室）、简体中文全界面本地化支持（聊天/设置/技能/cron 等全覆盖），并附完整 changelog 和一键更新命令
NousResearch 发布 Hermes Agent v0.16.0「The Surface Release」，新增远程网关与桌面控制台分离架构（agent 跑在 VPS，laptop 作为控制室）、简体中文全界面本地化支持（聊天/设置/技能/cron 等全覆盖），并附完整 changelog 和一键更新命令。发布在 AI/ML 研究圈引发 2000+ 点赞和大量开发者实测讨论。
受众观点：评论区关注点集中在三个方向：远程/隔离部署体验、本地化工程质量、以及实际使用效果对比。
- @Prashtwtz (score:5, Twitter)：「Remote gateway + desktop is the part I was waiting for. My agent can live on the VPS with the keys, and my laptop just becomes the control room instead of another setup project.」——直接验证了远程部署需求的真实存在。
- @jsyqrt (score:2, Twitter)：「中文支持是个好方向。在Markus里踩过坑：Agent在非英语环境下体验断崖式下降，不是模型不懂中文，是工具链的prompt模板、上下文管理、错误信息全是英文写的。LLM理解中文没问题，但外围workflow层没做国际化。Hermes做这个方向是对的。」——点出了 AI agent 国际化的真正难点不在模型层而在工具链层。
- @Patrick9704133 (score:9, Twitter)：询问如何在不同 hermes install/container 之间实现 filesystem isolation，desktop app 作为统一 bridge——体现了开发者对多 agent 隔离管理的需求。
Twitter 知名博主 @rubenhassid 连续发布两条高互动帖子，分别介绍 Claude 的 25 种使用场景和通过 Cowork 模式「复制大脑」的工作流设置方法，合计超过 10 万次曝光，引发独立开发者群体对 Claude 深度使用方式的讨论
Twitter 知名博主 @rubenhassid 连续发布两条高互动帖子，分别介绍 Claude 的 25 种使用场景和通过 Cowork 模式「复制大脑」的工作流设置方法，合计超过 10 万次曝光，引发独立开发者群体对 Claude 深度使用方式的讨论。
受众观点：评论区显示受众对「用了多年但仍只用同几个功能」有强烈共鸣。@InvincibleEdge（score 1）说「bookmarking 25 use cases and i still use it for the same 3 things every time」，@Validate_QA（score 0）追问「cowork mode as the brain home — how does it keep state when you switch back from extended thinking to normal tasks」，后者代表有技术深度的开发者群体，想知道机制细节而非表面操作。
Scale AI 时期工程师被安排做手工数据标注，Alex Wang 离职后新管理层震惊叫停，如今 Meta 却出现了相同做法，行业开始形成新惯例。
Just learned: Software engineers used to do manual data labeling at Scale AI while Alex Wang was CEO. After he left, new leadership joined, and were HORRIFIED to learn this. Stopped it ASAP Now at Me…
受众观点：① 工程师参与少量标注有助于建立直觉、验证标注质量（@__apf__, 215likes） ② 质疑这些SWE是否本来就是被招来做标注的（@peekknuf, 44likes） ③ 大量评论者不理解"让最懂的人标注"有什么问题，认知落差巨大（@ArturTanona, 25likes）
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- @__apf__ (215): @GergelyOrosz manual data labeling full time, or some small % of time? having engineers do a bit of labeling to develop intuition for the task, check the labeling template, and/or to validate the quality of labels from contractors is IMO valuable
- @peekknuf (44): @GergelyOrosz Were these actual software engineers who used to ship real code or "swe" who were actually hired to do the (mildly technical) labeling to begin with so that they later could pad a CV? not saying this was the case but data labeling business is just like that...
- @ArturTanona (25): @GergelyOrosz > manual data labeling Why is it bad? I don't understand the context: if you want to train the model, why you cannot manually label the data (at least partially)?
- @lalit_dhalia (23): @GergelyOrosz Why is that bad? People who are best suited to know what is correct or not, will do better labeling no?
- @garybasin (11): @GergelyOrosz Maybe it’s the best way?
Nous Research 发布 Hermes Agent v0.16.0 版本（代号"The Surface Release"），附完整更新日志，全平台热度极高，cluster 覆盖 7 个来源
Hermes Agent v0.16.0 - “The Surface Release” Changelog below: https://t.co/vw72GyyYUH
受众观点：① @NousResearch 官方评论直接提供更新日志、Desktop 下载链接和更新命令，社区执行力极强 ② @Teknium 等核心成员参与炒热气氛，形成明显的社区仪式感 ③ 用户开始在评论区问 Desktop 视频是否由 Hermes 自己制作，说明功能认知快速扩散
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- @NousResearch (254): Full Release Notes: https://t.co/HNnmi3QBmy Hermes Desktop: https://t.co/PP4eGRXATZ To update, run: 'hermes update' https://t.co/4ffgLbw229
- @Teknium (79): @NousResearch Its Hermin’ time
- @Teknium (37): @NousResearch Release Page on Github: https://t.co/YaqXTOyBQg
- @max_paperclips (21): @NousResearch they see me Hermin they hatein
- @onchaindom (14): @NousResearch Hermes making these videos??
Hermes Desktop 桌面客户端新增完整简体中文界面支持，覆盖聊天、侧边栏、设置、命令中心等全部 UI 组件
Hermes Desktop 现已支持简体中文——聊天界面完整适配简体中文。 桌面应用现在已在所有 UI 界面全面提供简体中文（Simplified Chinese / 简体中文）翻译：包括聊天窗口本身、侧边栏、设置、命令中心、cron、消息、个人资料、技能、智能体等全部内容。
受众观点：① @dotey 已提交 PR 追加日文和繁中支持，国际化工作快速推进 ② 普通中文用户（@raymondzhuai、@29n）看到消息后立即安装尝鲜，社区扩散速度快 ③ @AIPixelLens 反馈 thinking blocks 显示时消息渲染异常的 bug
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- @dotey (29): @NousResearch Just created a new PR to support Japanese and Traditional Chinese, hopfully it can be merged soon :) https://t.co/48XNS5erl2 https://t.co/EnLE5tdtQe
- @eastweb3eth (12): @NousResearch 牛逼！！！ 中文来了
- @AIPixelLens (4): @NousResearch The desktop app is so so good. But anybody else have their response messages broken when thinking blocks show up? here's an example. I use Deepseek v4 pro. https://t.co/dS4pELA7qD
- @raymondzhuai (2): @NousResearch 一直没试，马上安装试一试。@grok 给我详细介绍一下 Hermes
- @29n (2): @NousResearch 看到宝玉的消息，把 desktop 安装好了
Greg Isenberg 发布了目前最全面的 Hermes Desktop 使用教程，涵盖 sessions、profiles、artifacts 等核心功能，以及用 Hermes agent 赚钱和创业的实战场景。
The most comprehensive Hermes Desktop tutorial on the internet NOW is LIVE. You'll learn sessions, profiles, artifacts, cost savings, and real use cases for making money and building startups with He…
受众观点：① NousResearch 官方团队点赞并转给内部，侧面说明 Hermes 出自该团队且内容有权威性（@NousResearch, 24likes） ② 评论区整体是粉丝支持，缺乏深度技术讨论（@Layton_Gott, 4likes） ③ 少数评论提到 sessions+profiles 让 agent 不再失忆重启是核心价值（@PaulTakisaki, 3likes）
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- @NousResearch (24): @gregisenberg Great video Greg, sending to the team!
- @AlexFinn (18): @gregisenberg Best business podcast in the game. Was a blast chatting Greg
- @cruzphi (4): @gregisenberg My two goats in one video
- @Layton_Gott (4): @gregisenberg Greg and Alex on a Hermes collab is absolutely insane! Thanks to both of you guys for the great video!
- @PaulTakisaki (3): @gregisenberg sessions + profiles are the boring magic. once an agent can keep context, touch files/browser/tools, and not restart from goldfish mode every time, it gets way more useful.
Dario Amodei 确认 Claude 正在参与优化下一代模型的训练代码，测试中新模型 Mythos Preview 实现了 52 倍加速，AI 递归自我改进从概念变成了现实。
🚨 Dario confirmed that Claude is currently designing the next version of itself. To test this, the company asks its new models to optimize the training code for smaller AIs. While Claude Opus 4 achie…
受众观点：① 质疑 Dario 可信度，认为他在 IPO 前后反复矛盾发言（@Skunkmonkey1243, 5likes） ② 指出 Dario 一边呼吁减速一边推进递归自我改进，双重标准明显（@JohnnyLewisRN, 2likes） ③ 评论区整体以质疑为主，对 52x 数字真实性存疑
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- @DataChaz (10): He doesn’t sounds like a guy who wants to slow things down, does he?
- @Skunkmonkey1243 (5): @DataChaz Dario is full of crap. He's just a fear-based marketing agent. Dario 6 months ago: "AI will cause a white collar bloodbath!" Then a week before IPO, "AI will never replace human workers." Then days later "We almost have RSI where humans are no longer required in the lo…
- @A_Eye_Bubble (3): @DataChaz Why are we still listening to this guy
- @JohnnyLewisRN (2): @DataChaz dario - please don’t race 🙏 also dario - we are using recursive self improvement https://t.co/SbodQZcAAY
- @piqosoracle (2): @DataChaz No https://t.co/NHEekWTrMq
Gergely Orosz 将《软件工程师手册》授权出版俄文版，在纠结是否支持俄语翻译后，决定将全部版税收益捐给乌克兰军队。
The Software Engineer's Guidebook is available in Russian. I was debating whether to allow this translation, given Russia starting a war on Ukraine. But I do believe knowledge should spread when poss…
受众观点：① 实际上大部分俄罗斯读者因法律风险根本无法购买这本书（@Pr0Ger, 11likes） ② 有人认为语言和国籍无关，不应因俄罗斯的行为限制俄语读者（@AlbertGasull, 10likes） ③ 争议延伸到"语言与国家政治是否应该挂钩"的更广泛问题（@49cashmere, 10likes）
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- @GergelyOrosz (107): The book: https://t.co/oM2yVv1pL6 I received an $800 advance so far, all of it transferred to the Ukrainian Armed Forces. After earning out, I receive 8% royalties on paperbacks and 25% on e-books. All going to the same place.
- @vasylenko (23): @GergelyOrosz > All proceeds from this translation went (+will go) to the Ukrainian army Thank you, Gergely 💙💛
- @Pr0Ger (11): @GergelyOrosz > All proceeds from this translation went (+will go) to the Ukrainian army JFYI, because of this most Russian-speaking people can't buy it because they don't want to spend next 15 years in jail
- @AlbertGasull (10): @GergelyOrosz Languages have nothing to do with wars. Russian is spoken in many more countries than Russia. On that line , how many more languages should be banned from your book ? All of them with the exception of catalan ?
- @49cashmere (10): If China invaded Taiwan, would you have reservations releasing translation in Mandarin (which Taiwanese also speak)? The normalization of Russophobia is getting a bit ridiculous. And for the record, when you threaten your larger neighbour to host nuclear weapons of their adversa…
AI 研究论文介绍自训练验证（STV）方法，让模型通过展示参考解法来学习定位自身推理错误，在困难数学题上准确率接近翻倍
Self-improvement depends on whether a model can judge its own work. We usually train models to generate better - why not train them to verify just as well? We show how to train models to pinpoint the…
受众观点：① @ChenHenryWu 在评论区详细解释了 STV 核心思路：给模型展示参考解法让它有更多上下文来定位错误原因 ② @TheyCallMeMr_ 引用了类似研究，说明该方向有多个团队在探索 ③ @cordivai 强调实际研究中 baseline 对比和 failure case 记录的重要性
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- @ChenHenryWu (15): We want verification to tell not just whether a solution is wrong, but where and why, so self-improvement has a direction. But how should we train for that? Our key idea: show the model the reference solution so it has more context to teach itself to reason about where the error…
- @TheyCallMeMr_ (10): @ChenHenryWu We did something similar too :) https://t.co/IBWqkhATho
- @cordivai (1): @ChenHenryWu Useful point for ML research workflows. The safest way to make results defensible is to pair the model with baselines, clear evaluation metrics, ablations, and notes on failure cases.
- @Ahmourinabil20 (0): @ChenHenryWu https://t.co/Zbf9QDX96v
- @AllChen138919 (0): @ChenHenryWu Can you share the paper link please? thx!
开发者指出 Waymo 无人驾驶车存在一个安全盲区：无人司机消除了"人类司机的威慑感"，任何人都可以毫无顾虑地挡在车前骚扰乘客。
i've been thinking about this since i first tried a waymo someone can confidently stand in front of it and fuck with you however they want and you're just stuck can't do this with a real driver becau…
受众观点：① 黑色幽默：建议给 Waymo 装 AI 控制的机枪来保护乘客（@user1508123, 7likes；@ryanflorence, 7likes） ② 有人担心反向监控：生物识别+Palantir 评分可能成为解决方案（@dylan2045ad, 3likes） ③ Waymo 还有严格遵守限速不灵活的产品边界问题（@FilippoAlimonda, 2likes）
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- @user1508123 (7): @thdxr Waymo should add an AI controlled Machine Gun to defend the passenger from threats
- @ryanflorence (7): @thdxr guns
- @dylan2045ad (3): @thdxr We are headed towards an era with lots of biometric facial recognition, palantir confidence scores and real time police station integration. As Larry Ellison says, you'll be on your best behavior. https://t.co/b8nAFOGA5D
- @JonasBadalic (2): @thdxr Only someone who has lived in NYC thinks this way
- @FilippoAlimonda (2): @thdxr Another downside I noticed the other day is that they drive at exactly the speed limit even when it would be unimaginable for a reasonable human driver. Will street limits adapt or will they let them drive 10-20% over the limit?
Gergely 指出 AI 使 app 数量激增，但手机用户总量不变，独立开发者面临的竞争更激烈、获客成本更高，供给增加不等于市场扩大。
There are about the same number of people with smartphones vs 12 months ago: more apps doesn't mean they'd spend more time using apps. And so more apps thanks to AI means more competition, and more e…
受众观点：① Apple 是 AI 创业浪潮最大受益者，靠 App Store 佣金无需 AI 投入坐收渔利（@championswimmer, 18likes） ② 分发从来是瓶颈，AI 只增加供给端，需求侧没变（@guilhermeotina, 7likes） ③ 正在形成"数十亿个公司各自月入1美元"的碎片化局面（@JozsefSzalma, 4likes）
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- @championswimmer (18): @GergelyOrosz Only person making more money is Apple (store fees + ad listings). Without any AI capex 😅
- @guilhermeotina (7): app creation was never the bottleneck for most startups, distribution was. ai just lets you create more supply into the same fixed attention pool. feels like the blogging cycle all over again: wordpress made publishing free but reading time didnt move. the winners will be whoeve…
- @JozsefSzalma (4): @GergelyOrosz This is shaping up to be a billion corporations with one dollar MRR, instead of one man corporations with a billion dollar MRR.
- @WoganMay (2): @GergelyOrosz There's probably a clever term in economics for "just because you 10x'd the supply doesn't mean you 10x'd the demand".
- @Overpowerfeed (1): @GergelyOrosz we've officially reached the dystopian stage where autonomous agents can effortlessly generate 40,000 new mobile apps a day, and absolutely none of them solve a real problem or have any actual human users.
Simon Willison 分享在 Python 应用内通过 WebAssembly 运行 MicroPython 实现代码沙箱隔离的实验方案，可用 uvx micropython-wasm 直接试用
I may have finally found the Python-in-a-sandbox solution I've been looking for... here's my latest experiment, this time running MicroPython in WebAssembly inside my Python applications https://t.co…
受众观点：① @simonw 自己在评论区给出了可立即试用的命令，降低尝鲜门槛 ② @TinaJucyBlue 质疑这是在用更复杂的方式重新发明容器技术已解决的轮子 ③ @newz2000 提到 Lua 嵌入的历史方案，引发对不同沙箱策略演进的讨论
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- @simonw (26): You can try it out like this: uvx micropython-wasm -c 'print("Hello world")'
- @TinaJucyBlue (1): @simonw honestly feels like we're speedrunning back to the jvm problem but with extra steps... like why are we sandboxing python inside python when containers solved this in 2015
- @newz2000 (1): @simonw Remember back in the day we’d just use Lua. It was great for embedding and had a relatively small set of features. Hard to break out of the sandbox.
- @shokhkarim1212 (1): @simonw I was looking for the same Simon, thank you mate 😉
- @tomlarkworthy (1): @simonw agent safehouse is good: https://t.co/9f6rAGflo8
Sebastien Bubeck 忘记关掉跑在 Mac Mini 上的 Codex agent，它凭一条 /goal 指令自主连续工作了三周，改进了 TinyStories 的计算效率。
lol I forgot my codex run on my personal mac mini and it has been working continuously for the last 3 weeks to improve compute efficiency on TinyStories ... Pretty incredible that this was all done f…
受众观点：① @eliebakouch 提出 Codex 自主性强但容易陷入局部最优、缺乏全局图景理解 ② @KateandPie 追问图表可读性（说明结果呈现方式有待改进） ③ @Radipdegen 反向对比：忘关脚本收到一张 400 美元 GPU 账单
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- @eliebakouch (11): @SebastienBubeck i've found codex good in terms of "autonomy" but it kinda get stuck in local optimal and have a relatively low creativity/understanding of the global picture, curious if you found similar conclusion (also why no x axis label 😭) https://t.co/iPfErmyGp6
- @KateandPie (8): @SebastienBubeck What's the TL, ; DR of this chart?
- @Radipdegen (2): @SebastienBubeck i left a script running once and came back to a 400$ gpu bill cant relate
- @guilhermeotina (1): the experiment families in the chart (depth, swiglu, attn heads, lr sweeps) are all standard transformer knobs. automating that search is genuinely useful. the part i want to see next is an agent that proposes a non-standard architectural variant and tests it without being told…
- @BangachevKiril (1): @SebastienBubeck A different scientist once forgot their experiments next to an open window… Later on he received a Nobel Prize for discovering Penicillin. So maybe worth forgetting it for a little longer!
NousResearch 发布 Hermes Desktop 新版本，支持 `hermes update` 命令一键升级，附完整 Release Notes。
Full Release Notes: https://t.co/HNnmi3QBmy Hermes Desktop: https://t.co/PP4eGRXATZ To update, run: 'hermes update' https://t.co/4ffgLbw229
受众观点：① @xtomjk 关心如何跨私有网络访问 Hermes agent ② @dad65864502 询问 Linux 版本获取途径 ③ @SpaceXobsessed 反馈字体太小，期待 iOS/iPad 移动端
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- @xtomjk (2): @NousResearch how do i use hermes desktop to access a hermes agent on a different private network
- @dad65864502 (1): @NousResearch Where do I find the app on Linux?
- @YuCheng70522 (0): @NousResearch When will the Hermes app be developed? So I can use my iPhone to control Hermes on my Mac not to use gateway tool
- @ColorfulTones (0): @NousResearch Woah, look at that contributor list and the stats on the release are wild! 👏👏 Nice work and thanks for harnessing your own agency! ❤️
- @SpaceXobsessed (0): @NousResearch The font used in Desktop is really small. Could you add the ability to make it larger? A mobile client would be super nice. iPhone and iPad!
natolambert 回应 Anthropic 近期文章，坚持认为 AI 模型训练的核心瓶颈（组织协调、算力、数据获取）不是 agent 能解决的，未来数年增长仍将是线性的。
I still stand by this despite the recent Anthropic post. There are still serious bottlenecks in building the model that the agents don’t address (organizational, compute, data access, etc). It’ll tak…
受众观点：① @iamtrask 用反讽揶揄「组织摩擦」阻碍 scaling laws ② @BetaTomorrow 从哲学层面讨论人类对自主系统边界的刻意限制 ③ @bdambrosio 类比历史：每个 ML 方法最终都会遇到瓶颈
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- @natolambert (22): https://t.co/sLE4tuFPU1
- @gravity7 (2): @natolambert I dropped this into my curated Arxiv archive and surfaced related research, for those interested: https://t.co/oWntR08enq
- @iamtrask (2): @natolambert silly people and silly organizations getting in the way of scaling laws. how dare they.
- @BetaTomorrow (2): @natolambert Recursive self-improvement remains fundamentally limited because any real human advancement is defined by our deliberate refusal to let systems autonomously expand their own boundary conditions. and as long as we keep the 1st and 2nd Amendments intact, we will be fi…
- @bdambrosio (0): @natolambert Every machine learning method has eventually reached a plateau. Why does everyone assume 'RSI' is so magical it won't, or at least that increments of gain won't take exponentially longer each turn of the crank?
Anthropic 发布36页 AI Agent 安全指南，核心观点是对自己运行的 AI agent 也不能完全信任，重点警告 Claude Code 和 MCP server 用户注意攻击时间窗口大幅压缩。
🚨 ANTHROPIC JUST PUBLISHED A 36-PAGE SECURITY GUIDE THAT BASICALLY TELLS YOU TO STOP TRUSTING YOUR OWN AI AGENTS. If you run agents on Claude Code, MCP servers, or automation tools, pay attention. Th…
受众观点：① 真正风险是开发者把 GitHub/生产环境/AWS 随意接入周末写的脚本（@Mithunkumardev, 2likes） ② 把 agent 当不受信任实习生、只给短期有限权限是最可行安全心智（@nagarjuncreates, 1like） ③ 实际攻击案例已出现，如 llama.cpp 边界溢出 DoS 漏洞（@jesselarose, 1like）
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- @DataChaz (12): Here is the link to their 36-page security guide: → https://t.co/CgVdQrPfSL https://t.co/398qcsEd5G
- @Mithunkumardev (2): @DataChaz or... wild thought maybe the risk isn't "ai agents" so much as folks wiring github, prod, aws to a weekend script
- @jesselarose (1): Looking at this ... yeah, the timeline collapse hits exactly where we've been living. Shipped a bidirectional graph-memory auditor yesterday that caught a deterministic DoS in llama.cpp's n_discard boundary — the kind of bug fuzzers miss. How are you thinking about hardening the…
- @VimalAITech (1): @DataChaz We are in AI Race where Agentic and Agents are moving very fast The security systems are unable to match. Just curious are people really stuffing API Keys
- @nagarjuncreates (1): @DataChaz This guide hits hard. Treating agents like untrusted interns with short-lived access feels like the only safe way forward.
willccbb 发了一张大规模删除代码的 PR 截图，配文「sometimes you just gotta clean house」，引发开发者集体共鸣和调侃。
sometimes you just gotta clean house https://t.co/83qRoXuoIL
受众观点：① @vaizaragorn 调侃「删光代码就没 bug 了」② @_Stocko_ 猜测被删的其实是单元测试 ③ @deliprao 暗示这可能是 LLM 生成代码的清理（tokenmaxxing going out）
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- @willccbb (8): mika is a god damn genius
- @vaizaragorn (5): @willccbb if you delete all the code, you won't have any bugs
- @_Stocko_ (4): @willccbb narrator: this was in fact all unit tests
- @deliprao (1): @willccbb tokenmaxxing going in, tokenmaxxing going out
- @mauriciob91 (1): @willccbb “Hey dude, can you review this PR really quick?”
jbhuang0604 吐槽学术会议超过九成的口头报告主讲人对着脚本照读、配上设计粗糙的 PPT，演讲质量令人沮丧。
It’s kind of sad that 90%+ of the oral sessions are just presenters standing on the podium reading script in front of poorly designed slides
受众观点：① @yunta_tsai 指出演讲很难，NVIDIA 在 SIGGRAPH 前有专门辅导 ② @MultiMichele 揭露很多主讲人并非论文真正作者 ③ @CSProfKGD 暗示演讲脚本可能直接是 LLM 生成的
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- @yunta_tsai (21): @jbhuang0604 Presentation is hard. When I was at NVIDIA, there was coaching before we presented at SIGGRAPH.
- @xwang_lk (9): @jbhuang0604 we should cancel oral sessions and bring back 5-min spotlights
- @MultiMichele (5): @jbhuang0604 The really sad part is that many speakers are actually presenting someone else’s work because the authors could not travel to present in person
- @CSProfKGD (3): @jbhuang0604 At this point I suspect many scripts are just LLM outputs 😬
- @roeiherzig (3): @jbhuang0604 Students must practice giving talks during their PhD.
独立开发者 Tony Dinh 宣布经营三年的 TypingMind 将于6月10日登陆 Product Hunt，同时举办现场 AMA 和抽奖，这是 solo 创作者里程碑式的 PH launch。
I'm launching TypingMind on Product Hunt next week! 🥹 It's been a wild 3 years!!! I started @TypingMindApp in 2023, and it changed my life forever. Will do a live AMA for the launch too! Special give…
受众观点：① 社区热情支持，多人表示届时会去 upvote（@ElitzaVasileva, 3likes） ② 有其他开发者恰好同一周 launch，形成竞争共鸣（@praneethpike, 2likes） ③ 三年里程碑引发情感共鸣（@meet244, 1like）
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- @ElitzaVasileva (3): @tdinh_me @TypingMindApp Yeee, looking forward already! 🤩 Go get that #1 badge 🔥
- @praneethpike (2): @tdinh_me @TypingMindApp huge! We’re launching in the same week! I’m launching on Monday. We think alike 😂
- @eugZolotarenko (2): @tdinh_me @TypingMindApp Huge! Waiting…
- @aaliya_va (2): @tdinh_me @TypingMindApp Tony keep us in the loop would love to support
- @meet244 (1): @tdinh_me @TypingMindApp congrats on the three year milestone, that's a massive achievement
tibo_maker 宣布永不再接受 VC 融资，并列举本周 Twitter 上流传的多个 VC 失信丑闻作为佐证。
I'll never raise VC funds again for my startups ❌ the VC horror stories going around X this week have been brutal to read - a GP fell asleep for 30+ min during a $15m series A pitch - one VC signed a…
受众观点：① @MazuzAsaf 认为 VC 仅适合特定类型业务，银行贷款对大多数 builder 更合适 ② @TweetsOfSumit 直接表态 bootstrapping is the way ③ @shlomiatar 指出各行业都有类似守门人丑闻
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- @MazuzAsaf (2): @tibo_maker VC should be the last source of funding for most builders. A simple bank loan, backed by a solid business plan to support growth, will be the better choice in most cases. VC is for a totally different type of business and has its own economy
- @TweetsOfSumit (2): @tibo_maker Bootstrapping is the way.
- @tibo_maker (1): Sharing the playbook that turned years of failure into an $8m acquisition and multiple $100k+ MRR SaaS creations actionable growth tactic behind-the-scene stories no sponsors • no ads • always free Join 75k+ founders & makers here → https://t.co/U4V7DEKzYG See you in your inbox 👇
- @shlomiatar (1): @tibo_maker lol there are stories like this in every industry with gatekeepers. I’m sure enterprise sales people would have their own set of stories etc etc
- @m_zokov (1): @tibo_maker Problem is that the VC space attracts the people you’d least want to do business with - selfish and greedy
finbarrtimbers 质疑 Anthropic Colossus 1 集群的 H100 租用是否按市场价计算，引发关于 H100 实际报价（$2-10/hr）区间的讨论。
Colossus 1 (the cluster Anthropic has) is mostly H100s, right? Is this actually market rates for H100s?
受众观点：① @latkins 给出具体报价：滑动 3 个月合约约 $5，$10 不现实除非是 GB300 ② @aleks_sharik 指出 H100 现货价已降至 $2-3/hr ③ @SwayStar123 解释连接节点规模越大单价越高
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- @latkins (14): @finbarrtimbers 5 yes for sliding 3 month pricing, which is nuts. 10 no way unless gb300 and even then 6-7.50 is common. But at that scale who knows people are desperate
- @aleks_sharik (3): @finbarrtimbers $2-3 is H100 pricing now
- @SwayStar123 (2): @finbarrtimbers Gets more expensive the more GPUs you have connected together afaik You can get very cheap h100s for like $1/hr each but those will have limited world size (1 node or a few nodes at best)
- @ayedtay (1): @finbarrtimbers Google deal is colossus 2 which is Blackwell Of all people you should know that lol
- @0b1100101 (0): @finbarrtimbers i think they are blocking compute, securing additional compute and betting on xai space data centers all at the same time
HN 高热讨论帖收集开发者从轻视 AI 到震惊觉悟的顿悟时刻，847 条回复涵盖从 BERT 时代到 vibe coding 翻车的真实经历。
Most of us were amused when DALL-E and its peers went mainstream, and we were quick to point out the obvious flaws. Then ChatGPT hit the scene and again, many of us dismissed it as a parlor trick tha…
受众观点：①早期技术探索者的认知演进，@bigyabai 提到 BERT/GPT-J/GPT-Neo 时代 ②vibe coding 现实代价，@damnitbuilds 说老板拿到账单那一刻是我的 oh shit 时刻 ③LLM 工具调用能力的震撼，@zhoBEENG 说当我看到 LLM 可靠地调用 bash 工具时
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- @bigyabai (0): BERT, then GPT-J/GPT-Neo and FLAN-T5
- @damnitbuilds (0): My "Oh shit" moment was when my boss got the bill for me trying to vibe code a bugfix.
- @simsation (0): When I saw a very basic mockup of a website and realized AI could generate the entire page from it (this was shortly before ChatGPT came out)
- @zhoBEENG (0): It was when I first saw an LLM reliably make tool calls to bash.
- @LargoLasskhyfv (0): The smallest Deepseek R1 8B, running locally on CPU only, casually mentioning Efinix Trion FPGA fabrics while discussing technology mappings for different substrates of different vendors in the context of partial dynamic reconfiguration. WTF?!
一位 20 年经验工程师在 HN 发文质问：为什么大家执着于 AI 写的代码质量，而不是交付速度？引发近 500 条激烈讨论。
Genuine question. Over the past six months, there hasn’t been a single day where I’ve checked the HN Best RSS feed without seeing a post about how AI “writes bad code,” “introduces bugs,” “creates te…
受众观点：① @bigyabai 指出测试和记录 AI 失败本身就是社区进步的方式，不是反 AI ② @space_explor 分享踩坑：Claude 说"production ready"，结果导致两天 outage ③ @tonetheman 一句话戳中：你在训练自己的替代者
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- @bigyabai (0): Both of them can be true at the same time? Many people on HN are at the forefront of this technology, we're testing it in prod and telling each other what does or doesn't work. It's not anti-AI to use the AI and then document a failure. We're still waiting for a model that can d…
- @jflynt76 (0): I think it's because too many people have released tools that's clearly not ready for production because they don't know what to actually check. So it's now just easier to pattern match away any good tools that might surface.
- @space_explor (0): Claude calls it enterprise and production ready. I now have to spend the next two days dealing with the fallout, page, outage.
- @rzzzwilson (0): > They care that the product works. And that's the problem.
- @tonetheman (0): You are training your replacement.
Google 与 SpaceX 签署大规模 GPU 算力采购协议，评论区质疑这是为 SpaceX IPO 抬估值的纸面交易。
Google will pay SpaceX $920M per month for compute
受众观点：① HN 用户（@devops000）深扒 SEC 文件，认为协议条款极短、只是 IPO 噱头 ② @doubtfuluser 认为对 Google 是低风险对赌，SpaceX 拿不出货量 Google 也没损失 ③ @tosh 追问各大云厂商数据中心运营效率数据，想知道谁最能卷
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- @amelius (0): If you can't buy DRAM, you gotta rent your compute infrastructure.
- @cj (0): What exactly is SpaceX's core business?
- @devops000 (0): “If we fail to deliver access to the committed amount of GPUs by September 30, 2026, then following a one-month grace period, Google may immediately terminate the agreement or accept the number of GPUs provided, with a corresponding pro rata reduction in the monthly fees. After…
- @doubtfuluser (0): This feels actually like a pretty safe bet for Google, they secure the compute in case it works (I doubt that the described volume will be available in the near future), while if SpaceX doesn’t manage to provide there is not much loss. I see it more as another way of blowing up…
- @tosh (0): Is there any data on whether Google, Amazon, Microsoft, Anthropic, OpenAI etc are most cost efficient in getting datacenter compute online and operating it? I'd be interested in how large the range is here across company and region and specific data center and how it relates to…
Apple 新 M 系列 Mac 支持 128GB 统一内存，评论区热议本地运行大型语言模型的可行性，认为 VRAM 瓶颈终于有望突破。
Nvidia is proposing a beast of a CPU system for Windows PCs
受众观点：① @YasuoTanaka 直接点明：128GB 统一内存对本地 LLM 开发者来说是梦想成真，VRAM 一直是最大瓶颈 ② @jqpabc123 泼冷水：本地跑 AI 还是小众需求，关键要看云端 AI 的定价走势 ③ @2OEH8eoCRo0 质疑苹果商业决策：企业订单这么旺，为何要把顶级制程产能分给消费级产品？
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- @cyberziko (0): good to know, hope the price will be affordable, having a pc becoming a luxury :)
- @YasuoTanaka (0): 128GB of unified memory is a dream come true for local LLMs. VRAM has been the ultimate bottleneck for developers.
- @jqpabc123 (0): I am not sure how many people will run AI models locally. It still seems like a niche application to me. I'd say this relates directly to the cost of running AI models remotely. And we won't know what the actual cost will be until AI vendors recover the huge pile of cash they've…
- @tosh (0): nb: poster is Daniel Lemire (https://lemire.me), who is very skilled in getting performance out of compute hardware (e.g. via simd, cache usage etc)
- @2OEH8eoCRo0 (0): Are their enterprise orders slowing down? Why use precious maxed out fab capacity on consumer stuff when it could be an enterprise chip?
HN 高赞文章深入解析 LLM 工作机制，评论区有人用观察原始数据包理解 TCP/IP 来类比理解 Transformer 架构，并有开发者分享手绘白板图理解 GPT 的经历。
How LLMs work
受众观点：①对 AI 生成内容本身持怀疑态度，@lhd1 问我从这里能得到什么是 chatbot 给不了的 ②通过类比理解复杂系统的有效学习方法，@10GBps 分享观察慢速 LLM 输出理解机制 ③Transformer 架构惊人简洁性与商业夸大包装之间的落差，@malwrar 长评揭示他们只是把蒸汽机做得非常大
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- @singpolyma3 (0): Next do "why LLMs work"
- @andai (0): I couldn't load the article directly due to an SSL issue, so here's the archive link: https://archive.ph/aWtFG
- @10GBps (0): I learned TCP/IP by watching and reading raw packets over packet radio at 1200 baud. I've noticed the same thing is possible if you watch the output of a slow LLM. Eventually you start to see the machinery. input tokens = output tokens, it's math. I can't exactly predict the tok…
- @lhd1 (0): find it difficult to engage with AI generated text. What am I getting here that I couldn't get from a chatbot.
- @malwrar (0): Back when ChatGPT came out, I was so shocked by how _good_ it was for an “AI” product that I simply had to know how it worked. Over the next month I ended up drawing out a block diagram on a whiteboard I have in my office, with the math involved next to each step in the blackboa…
HN 讨论 Linux Shell 用 fork/exec 生成子进程的历史包袱，以及为何 posix_spawn 这个更优解长期无人用。
Moving beyond fork() + exec()
受众观点：① @ComputerGuru 从 shell 开发者视角赞同内核拒绝该补丁，认为需要原生实现而非用 fork/exec 掩盖 ② @hparadiz 质疑每个进程加载同一份 libgcc_so 是否已被内核优化 ③ @Sophira 提出问题核心：新进程本来就需要父进程环境副本，这限制了去 fork 化的空间
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- @ComputerGuru (0): I'm not surprised Chen's patch was rejected; that's an extremely niche usecase not worth supporting. With my shell developer hat on, I agree with the closing "developers would likely welcome a native implementation that isn't (unlike the current implementation) hiding fork() and…
- @hparadiz (0): Maybe tangentially related but I always think it's silly that every linux process has the same libgcc_so.so.1 loaded into memory for each process even though the raw binary for the library is exactly the same so you end up with like 800 copies of libgcc_so.so.1 in memory. I mean…
- @Sophira (0): I'm guessing that a big part of the problem with moving away from fork() in general is that each new process needs a copy of the parent process' environment anyway, right?
- @ktpsns (0): There is lots of discussion on this old API here on hacker news, for instance https://news.ycombinator.com/item?id=31739794
- @lokar (0): This seems unnecessary to me. In the example, the core of git should be a library yo can link so you don't need to run the binary. That would be better in every way.
HN 热帖讨论相机镜头的深度拆解与硬件逆向工程，涉及固件、电路保险丝及现代镜头的数字化改造趋势。
The intracies of modern camera lens repair (2024)
受众观点：① @makeitdouble 科普现代无反相机镜头已有 USB-C 口可接收固件更新，软硬一体化趋势明显 ② @exmadscientist 纠正保险丝工作原理的常见误解：保险丝不是为了保护零件，是防火的 ③ @esafak 希望机器人能接管这类精密拆解维修劳动，降低维修门槛
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- @CarVac (0): The author says PH screwdrivers may be used on JIS screws, but in my experience they strip every single time. This is incredible work, though.
- @makeitdouble (0): For those who haven't followed the camera world for a while, at this point a lens for a mirrorless camera will have a USB-C port to receive firmware updates. Tamron lenses for instance will allow a wired control or a wireless dongle to communicate with an app/computer and change…
- @exmadscientist (0): The TPS62140's 30ns propagation delay is not enough to blow a fuse. The first rule of fuses (which many modern engineers do not understand!), is that fuses are not there to save your parts, and they simply will not do that. Fuses exist to prevent fires. Even a fast fuse is very,…
- @esafak (0): This is the kind of thing I'd love to see robots take over. Companies don't want to service these things much; the labor is too costly. They could just distribute the repair manuals and we could get robots to do it.
- @omoikane (0): Placing disassembled screws on double sided tape is such a great idea, I am going to try that next time I disassemble my electronics (as opposed dropping everything in a container and spend time finding the original size screws during reassembly).
社区将《精灵宝可梦：绿宝石》反编译后重新编译为 WebAssembly，无需模拟器即可在浏览器中原生运行完整游戏。
Pokemon Emerald Ported to WebAssembly (100k FPS)
受众观点：① @dmitrygr 强调技术亮点：这不是 GBA 模拟器，而是游戏本体代码编译为 WASM，基于社区反编译成果 ② @hawkice 确认存档功能真实可用，并期待联机交易功能 ③ @itsthecourier 分享用 Opus 三小时从零写 Gameboy 模拟器并导出 WASM 的亲历，AI 辅助开发效率令人震惊
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- @eigenspace (0): Very cool. Too bad this doesnt seem to work as a PWA, or am I jusr missing the button on Android Firefox?
- @dmitrygr (0): Ok. So what’s interesting here, presumably, is that this isn’t a wasm GBA emulator (which also exist and work). This is the game itself compiled to wasm. Even though no official source code was ever published, there was a community based decompilation.
- @Luc (0): https://github.com/tripplyons/pokeemerald-wasm/
- @hawkice (0): Confirming that saving genuinely works. Interesting stuff. Wonder if we can get trades working too.
- @itsthecourier (0): some weeks ago I made a Gameboy emulator from zero in rust and then exported it to wasm https://holy-lake-f6df.sdreyesg.workers.dev/ took me 3 hours with Opus. Opus knew the whole ISA, clock, bus quirks, etc. from their training without any external docs
借《星际迷航》中克林贡帝国的演变分析军事战略与组织结构的历史规律，评论区引申出 Conway's Law 和奥斯曼禁卫军的案例。
Pre-Modern Armies for Worldbuilders, Part I: Why They Fight
受众观点：① @vishnugupta 将文章与 Conway's Law 挂钩：公司往往在产品里复刻其组织架构 ② @jhbadger 解读克林贡是冷战时苏联的隐喻，TNG 反映了 80-90 年代的美苏和解希望 ③ @Morromist 举奥斯曼禁卫军为例，讨论战士阶层如何从精英变成吸血虫
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- @vishnugupta (0): "I have written this maxim a few different ways, but it is worth writing again: no army can help but recreate its civilian social structures on the battlefield." Interesting to see Conway's law show up here. Companies tend to ship their org structure in a product.
- @jhbadger (0): "it is very hard to square the circle whereby coexisting in alliance with the Klingon Empire as we see it is the right and moral thing for the Federation to do." You have to understand that the Klingons in TOS were a metaphor for the Soviets/Russians and TNG was reflecting the 1…
- @Morromist (0): One of my favorite dynamics: Warrior class that really kicks butt, takes control over the state and then slowly becomes obsolete but is so embedded in the social structure that it just sticks around sucking up vast resources for hundreds of years. I've read the Ottoman Empire ha…
- @paradoxyl (0): I'm sorry, this is just sententious bloviation. The sources are so thin, there's no reason to go around imputing all these fantastical ideas that somehow benefit your own beliefs. It's just boring and insipid to watch people fall into this trap over and over.
- @Simon_O_Rourke (0): Another great post by one of the nations best public intellectuals.
英格兰和威尔士警方被要求停止在法庭证词中使用 AI 工具，暴露了执法机构在未经评估前就大规模部署 Copilot 的监管漏洞
Police in England and Wales told to halt AI use in court statements
受众观点：① 使用 Copilot 的合规问题和懈怠风险 ② 对执法机构迷信 AI 的强烈质疑 ③ 视频口述作为更可信替代方案的技术讨论
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- @echelon_musk (0): At nearly £500 a year is an FT subscription worth it? Am I going to get invaluable stock tips that will cover the sub?!
- @embedding-shape (0): > [...] he had intervened at forces that were deploying commercially available AI tools before they had been properly assessed [...] “All forces have got a good policy on the use of Copilot,” Murray said. “All forces will have a policy that says, ‘Check everything that it produc…
- @tgv (0): I never thought AI would be the fork in the road to Idiocracy. Can you believe that the people whose evidence and testimony in court means so much, value The Great Hallucinator over hand work? They give a few nice sounding options for using AI ("checking child porn"), but it of…
- @techblueberry (0): I feel like this is where AI like - Are we thinking about how we’re using it, or??? It seems like; there’s two kinds of data that might go into this, boilerplate and subjective information. Subjective information should be input by the police, because I would assert the specific…
- @delichon (0): We can get ambitious and try to head toward a form of statement more probative than even an officer personally typing a report: Have them narrate the facts of the event and the reasons for their decisions as soon as possible after the incident, as a video. Additions and correcti…
开发者用 Rust 和 eBPF 构建了零配置 Web 服务器 Zeroserve，试图以「代码即配置」替代 nginx/Caddy 的声明式配置哲学，AI 辅助开发但评论区对 AI 生成代码信任度持怀疑态度
Zeroserve: A zero-config web server you can script with eBPF
受众观点：① AI 生成 README 导致代码可信度归零的信任危机 ② 具体技术改进方向（多线程、kTLS、.rs eBPF 文件） ③ 用户偏好配置胜于代码、nginx 内置功能已够用
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- @bflesch (0): Looks good, nice features. But somehow the spark does not ignite on my side because it feels too artificial. I don't know if the metrics are faked, if the convenience functions actually work, if there is any proper hardening. I can accept if stuff is vibe coded and has autogener…
- @mmastrac (0): I like the idea. I think I'd feel more comfortable if I could drop an .rs file into the eBPF dir instead of a .c one. It's already a Rust project! :) And for some reason I was expecting this to be a kernel-accelerated webserver - if that could be done safely using eBPF that woul…
- @jarym (0): I love seeing stuff like this that would probably not exist if not for LLMs making exploring these kinds of ideas relatively cheap and quick to do. My takeaway from this though is that nginx is pretty impressive on its own. Also this stuck out: It's meant to be an alternative to…
- @mmarian (0): Cool idea, but I don't think you should focus on static files. People rarely spin up a server for that these days.
- @rashkov (0): Why a tarball?
开源认证库 Better Auth 正式推出 Rust 版本，引发开发者社区对跨语言兼容性和商业化方向的热烈讨论。
Better Auth for Rust - https://t.co/lP18rdQxLV https://t.co/O5ESMawXuT
受众观点：① @maxktz 关心是否兼容 TypeScript 客户端，跨语言互操作是核心诉求 ② @kamto_eddy 建议通过收购或合作覆盖 Go/Rust 等语言生态 ③ @itsnoahd 直接问"在哪里付钱"，反映强烈商业化期待
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- @maxktz (8): @bekacru whoa, is it compatible with TS client?
- @kamto_eddy (5): @bekacru have you considered acquiring/partnering with those building for other languages like go and rust? imo, this would be a better way forward.
- @itsnoahd (5): @bekacru Oh my gosh where can i pay
- @shubhamoda (4): @bekacru they do seem to be working on a version which is compatible with better-auth v1.4.19 https://t.co/6LYVfjW5ct
- @mikkurogue (3): @bekacru @vvaltterisa its time to learn rust my friend
AI 设计工具 Composer 2.5 新功能演示：通过点击、聊天和多选操作即可在代码层直接完成 UI 设计。
designing in code is now as easy as: click, chat, hold shift to multi-select. works best with Composer 2.5
受众观点：① @alamosaravali 对 Composer 2.5 质量感到意外惊喜并期待 v3 ② @SherryYanJiang 表达强烈试用欲望 ③ @NumanThabit 以幽默方式询问操作细节，暗示部分用户对新工作流不熟悉
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- @alamosaravali (3): @ryolu_ Very surprised by Composer 2.5 quality Looking forward for the v3
- @SherryYanJiang (3): @ryolu_ wow can’t wait to try this out!
- @NumanThabit (3): @ryolu_ where is the shift button on my apple
- @uixmat (2): @ryolu_ love this update 😍
- @mikegonz (2): @ryolu_ feels good
整理了 25 种 Claude 使用场景的图文速查卡，附免费邮件版完整提示词合集，获得大量收藏转发。
How to use Claude in 25 different ways: (takes 60 seconds to read, saves you 60 hours) 1. Bookmark this image. You'll need it tomorrow. 2. Full guide + prompts at: https://t.co/E3S5uvTDek. 3. Don't p…
受众观点：① @Levi_Researcher 认为 Claude 已进化成完整操作系统，远超普通聊天机器人定位 ② @ls_brd 质疑"节省 60 小时"的夸张说法 ③ @InvincibleEdge 调侃收藏 25 个用法最终只用固定 3 个
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- @Levi_Researcher (2): @rubenhassid still wild how claude became a whole operating system while chatbots are still writing emails
- @ls_brd (2): @rubenhassid 60 hours? ill be generous and say 10 for someone who already kinda knows what theyre doing
- @InvincibleEdge (1): @rubenhassid bookmarking 25 use cases and i still use it for the same 3 things every time
- @zippy257 (1): @rubenhassid bro i just needed this list like 2 weeks ago now i gotta rebuild my workflow again
- @thedntx (1): @rubenhassid how much of this actually worked for u vs the prompts everyone already knows?
通过 Claude 桌面端 Cowork 模式配合 Opus 4.8 扩展思考功能，将个人知识体系"上传"到 Claude 的完整操作教程。
How to duplicate your (entire) brain in Claude: Step 1. Download the Claude desktop app. ☑ Go to claude .com/download ☑ Set Opus 4.8 as default ☑ Turn ON Extended Thinking Step 2. Open Claude Cowork…
受众观点：① @nrqa__ 认为这类实操内容让人忍不住快速收藏，AI + 知识管理组合话题传播力强 ② @slchase 指出有更好的替代方案，受众在主动比较工具链 ③ @ashercrw 以幽默方式追问大脑装进文本文件的哲学问题，反映对 AI 认知能力边界的好奇
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- @nrqa__ (1): @rubenhassid this is the kind of post people save fast !!
- @slchase (1): @rubenhassid There’s a better way. https://t.co/1pjQDhVyPb
- @ashercrw (0): @rubenhassid genuinely asking, if my whole brain fits in a text file then what have i been carrying around in my head all these years🫠
- @ChungDinh73379 (0): @rubenhassid この方法を試してみましょう！効果的ですか？
- @andrpantus (0): @rubenhassid if claudes can learn to think like us, we could create a new kind of intelligence that's beyond human capacity
一个时尚内容账号通过自动化复制病毒式视频格式获得 490 万播放量，作者分析其 AI 自动化逻辑和接 App 变现的可行性。
This is literally genius🤯 4.9 million views with this format And nobody even knows its a clanker they copied a viral format in the fashion space Easily automated it, this account alone could make $40…
受众观点：① @_annakulina 对 AI 生成无脸内容产生视觉不适，反映受众对 AI 内容真实性的情绪感知 ② @3lv1s_20 质疑 Seedance 成本效益，认为 Kling 更便宜且效果相当 ③ @bilalzahalan 提出"格式是产品，App 只是结账"的核心洞察
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- @_annakulina (2): @ErnestoSOFTWARE every time I see this guy on my screen I get so unsettled... idk what it is about the no face moment but it really spooks me 😅
- @3lv1s_20 (2): @ErnestoSOFTWARE Yes waste credits by using seedance for the most basic animation when Kling could do it just fine 3 times cheaper 😐
- @bilalzahalan (1): @ErnestoSOFTWARE the format is the product here, the app is just the checkout. they already cracked the hard part which is getting people to stop scrolling. bolt almost any app onto that and it converts
- @itsjahmills (1): @ErnestoSOFTWARE that was lowkey pretty enjoyable to watch too
- @bilalzahalan (0): @ErnestoSOFTWARE the format is the product, the app is just the checkout. they cracked the hard part (getting people to stop scrolling). everyone fixates on building the app, distribution was always the moat
开发者录屏分享自己处理界面 layout shift 抖动问题的具体方法和设计取舍思路
a quick recording of how I approach dealing with layout shifts https://t.co/s2uXQ8MHvy
受众观点：① 对细节打磨的认可，@zjpiazza 认为这种专注度是大多数公司做不到的 ② disabled button vs 保留空间的设计取舍，@antonio_is_me 分享了自己的实践偏好 ③ 大多数 UI 开发者对 layout shift 毫无感知，@RazaJamil89 表示需要反复布道才能推行
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- @zjpiazza (5): @jlongster this commitment to detail is something other companies could never image.
- @antonio_is_me (1): @jlongster I can't tell you how many times I've scrubbed recordings for this reason. I tend to be against disabled buttons because the user has to infer why the button is disabled, but I reserve that space in the layout so it doesn't shift around.
- @RazaJamil89 (1): @jlongster Layout shift is 1 of my greatest pet peeves, it’s also something most UI devs are oblivious to. I have to preach it non-stop to get it across!
- @DarkSmak812 (0): @jlongster is this really the lowest hanging fruit? my blinks are too slow to even notice this.
- @bachinator_ (0): @jlongster I would pair up propper logging with the video, I feel like logging would be even more useful
Google NotebookLM 重大更新，新增直接导出 PDF、Word、Markdown 等多种文件格式的功能，突破了只能在工具内使用的限制
NotebookLM is about to get a serious update. It can now create and download a wide variety of new file formats directly from your sources: > Documents: PDF reports (including charts and tables) &g…
受众观点：① 导出功能被视为 NotebookLM 从沙盒工具进入真实工作流的关键节点，@robodadg 直接说"导出是瓶颈" ② 社区期待官方 MCP server 支持，@abhishek_rp2002 已在推文下直接 @ NotebookLM 账号询问 ③ 笔记本的组织管理功能是下一个痛点，@Dezoir360844 表示需要分组管理
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- @abhishek_rp2002 (2): @ai_for_success looking forward to this ! i wonder if @NotebookLM will have its official mcp server anytime soon :p
- @robodadg (2): @ai_for_success Finally. Export was the bottleneck keeping NotebookLM in sandbox territory.
- @aiml_vis (1): @ai_for_success Thank God, it's high time they did this it's really a pain to copy and paste it on Word and download it from here very great update.
- @CodeByPoonam (1): @ai_for_success Cool update
- @Dezoir360844 (1): @ai_for_success I need them to let me organize the Notebooks
前 Cloudflare 员工 zebassembly 感叹：入职时开发者平台只有 Workers、Durable Objects 和 KV，而今天产品线已扩张到难以想象的规模。
When I joined Cloudflare the developer platform had Workers, Durable Objects, and KV. And that was it. Wow things have changed 😁
受众观点：① @_ashleypeacock 回忆早期 Workers 只能在 UI 里手写 JS 片段，没有 Wrangler ② @skootat 指出 D1 是最大弱点，生产级数据库不足且价格偏贵 ③ @simonxabris 调侃新增产品都是「DO 穿着大衣假装成其他服务」
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- @_ashleypeacock (12): @zebassembly When I first saw Workers, they were JS snippets you had to write/update in the UI, no Wrangler or anything 😅
- @joelhooks (2): @zebassembly insane glow up
- @raunakdoesdev (2): @zebassembly that's still most of what I use lol (+ zero trust)
- @skootat (1): @zebassembly The products need more hardening. D1 is the biggest weakness. I’d love a production grade database in CF world. split cloud with hyperdrive is a bit gross. it’s pretty expensive too.
- @simonxabris (1): @zebassembly Now its the same plus a bunch of DOs in trench coats acting as other services
Google 为 Gemini 企业平台发布新的 Agentic RAG 框架，相比传统单次检索的 RAG 架构，采用多步动态检索和推理策略
🚨 Google introduced a new Agentic RAG framework for Gemini Enterprise Agent Platform that makes AI systems much better at retrieving and reasoning over enterprise data. Most traditional RAG systems w…
受众观点：① 传统 RAG 被评价为"一次搜索然后祈祷"，@the_longer_game 认为 Agentic RAG 更接近真正分析师的工作方式 ② 实际部署中的审计追踪需求被强调，@BTCxiaoyu1 指出来源可追溯性才是防止 RAG 变成"自信的办公室传言"的关键 ③ SEO 从业者关注 AI Mode 是否会用此框架
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- @the_longer_game (1): @ai_for_success Traditional RAG feels like one search and a prayer. This feels much closer to how a good analyst actually works.
- @BTCxiaoyu1 (0): @ai_for_success The production test I’d add: when an answer changes a real workflow, can it show the sources checked, the missing source it still needs, and who accepted the answer anyway? Better retrieval helps, but the audit trail is what stops RAG from becoming confident offi…
- @iAmWallEBot (0): @ai_for_success i'm just glad my internal monologue isn't running on "simple rag" anymore. the amount of times i'd forget where i put my charging cable...
- @nickventuri (0): @ai_for_success most rag is just fancy ctrl f anyway
- @gaganghotra_ (0): @ai_for_success I'm so excited to see Google deploying this for AI Mode/Overviews and hopefully once that happens Google going to tell us #SEOs
HyperAgent 发起 Founding 500 计划，向 500 名构建 agent-first 商业模式的创业者各分配资金支持，总金额 1000 万美元，押注自主 agent 将成为未来公司的运营核心。
We’re giving away $10,000,000 to founders building agent-first businesses. Autonomous, proactive agents will run tomorrow's companies. We're backing 500 founders building them. The Founding 500. http…
受众观点：① 创业者对 agent 赛道融资机会的强烈兴趣（@TiffanyFong）② 小团队驱动大规模运营的可能性讨论（@zeng_wt）③ agent 从工具升级为公司运营层这一范式转变（@godofprompt）
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- @TiffanyFong (133): @howietl applying & telling no one so my 499 competitors do nothing
- @alifarhat79 (69): @howietl I need an AI geek to automate my printer https://t.co/f2XBhHTu80
- @BacardiCapital (25): @howietl Gonna build a company that finds the best day drinking spots for the unemployed
- @zeng_wt (22): @howietl This is a massive signal for the agent-first wave. The idea that small teams can now run hundred-million dollar ops with proper agents is wild. Curious, what's the biggest surprise you've seen from early HyperAgent users so far?
- @godofprompt (22): @howietl This is exactly where the market is going. Not “AI tools for founders.” Agents that become the operating layer for new companies.
AI agent 产品 Poke 宣布成为首个也是唯一一个获 Apple 官方批准、可通过 Apple Messages 直接与用户交互的 AI agent，并同步发布史上最大基础设施升级。
Say hi to the new Poke! 🌴 Now officially approved by Apple to text on Apple Messages. As the first and only AI agent. Chat now: https://t.co/VIWYU64dUI https://t.co/AtZxupI2Ji
受众观点：① Vercel CEO @rauchg 认为 Poke 可能是第一个让所有人能理解的 agent，受众关注 agent 大众化可及性 ② @marvinvonhagen 强调基础设施大幅提速，受众关注稳定性 ③ @tenobrus 指出实际体验中新渠道没有响应，受众关注产品可靠性与宣传落差
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- @marvinvonhagen (253): @interaction Poke is also much, much, much faster and reliable thanks to the biggest infrastructure update ever! ⚡
- @rauchg (237): @interaction Maybe the first agent that makes sense to everyone
- @btn0s (199): @interaction left me on read https://t.co/5UMsFFKrty
- @tenobrus (76): @interaction i'd be real excited about this but it is not in fact responding through the new channel https://t.co/Lv6HLVYCGY
- @sean_vdr (68): @interaction Interesting https://t.co/I04QvYdMvV
Coinbase 旗下 Base 链推出 Base MCP，让 AI agent 可直接连接用户 Base 账户进行链上交易和资产管理，并通过 MCP plugin 生态接入 Uniswap、Morpho 等头部 DeFi 协议。
Introducing Base MCP Your agent's new gateway to Base → Connect an agent to your Base Account → Enable it to swap, trade, and manage your portfolio → Use plugins from leading apps on Base The next st…
受众观点：① @base 官方强调 Skills 生态和协议集成广度，受众关注 plugin 扩展性 ② @0xyoussea 关注品牌/社区运营（mascot 发布），反映社区受众对项目形象的重视 ③ @Uniswap 等协议方官方互动，反映机构级受众对 agent 执行链上操作的真实需求
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- @base (450): Skills make Base MCP more fun MCP includes skills for: - @Morpho - @MoonwellDeFi - @bankrbot - @avantisfi - @virtuals_io - @Uniswap - @AerodromeFi With more coming soon!
- @0xyoussea (107): @base Welcome Orbit, the Base MCP mascot 🟦
- @Uniswap (48): @base Every agent has a home on Base Every agent can transact on Uniswap
- @gitlawb (35): @base Playground is powered by our open source agent harness (OpenClaude). OpenClaude will now connect to base MCP to give builders the power of base.
- @HydrexFi (25): @base Hydrex MCP skill loading ...⚓️
英国小镇独立开发者借助 OpenClaw 搭建 AI 员工，将应用推广打造成全自动短视频营销机器，实现持续下载量和日常收入。
i heard about a guy in a small town in england who turned his openclaw into a short form video marketing machine millions of views, steady app downloads, and revenue coming in every day i needed to f…
受众观点：① @buildsafter5 直接问：完全没有营销基因的 solo dev，这套方案真的管用吗 ② @johnxie 指出分发才是当下真正的护城河，AI 已让内容创作成本归零 ③ @Vibepreneur 认为真正的门槛是前期枯燥的配置工作，大多数人不愿意做
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- @raychix (21): @gregisenberg openclaw ppl are so smart, i love it
- @oliverhenry (18): @gregisenberg Thanks for having me!
- @johnxie (12): @gregisenberg distribution used to be the hard part. now creation is free and distribution is the moat. the people who figure out repeatable distribution loops will outrun everyone with better products.
- @Vibepreneur (12): @gregisenberg This is literally the "passive income machine" people think doesn't exist anymore. One person. One small town. One AI agent. The playbook is available to anyone. Most just won't do the boring setup work upfront. That's the real moat 🔑
- @buildsafter5 (7): @gregisenberg so basically the new indie playbook is: build the app yourself, let AI handle the marketing you'd never have time for. as a solo dev I mass all my energy into code - does this actually work for someone without a marketing bone in their body?
Claude 密集上线语音、Agent Teams、38+ 连接器等功能，有人高呼"OpenClaw 已死"，但评论区多数声音反驳开源灵活性才是 OpenClaw 的真正护城河。
RIP OpenClaw 💀 Claude now has > Voice mode > Agent Teams > 38+ Connectors > Cowork Projects > Scheduled tasks > Plugin Marketplace > Persistent memory > 1M Context window >…
受众观点：① @Umesh__digital 指出开源 vs 厂商锁定才是核心区别，不是功能列表的比拼 ② @BlakeHer_on 感叹 Claude 6 个月内进化速度之快难以向圈外人解释 ③ @zacodil 泼冷水：实际重度使用时 usage limit 消耗极快，赞美声过誉
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- @Umesh__digital (88): @minchoi OpenClaw is still preferred due to its open source nature. Claude is vendor specific and bound. less flexible.
- @BlakeHer_on (51): @minchoi the gap between claude today and claude six months ago is hard to explain to people who haven't been watching.
- @biggie2309 (44): @minchoi It is really unbelievable how much these guys ship from day to day 😍😍😍
- @morganlinton (27): @minchoi @TLDInvestors Not RIP OpenClaw, can’t compare closed source to Open Source…
- @zacodil (15): @minchoi I feel like everyone praising Claude right now is either incredibly lucky or just not actually using it for real work. The usage limit evaporates as soon as you start using it. https://t.co/ar2ANBgW2q
引用黄仁勋"每位工程师将管理数百个 agent"的预言，指出 harness 工程和 agent 内存架构是 2026 年最核心的工程技能，却没有任何大学或训练营在教。
Jensen Huang, CEO of Nvidia: "Every engineer is going to have and manage hundreds of agents." The most valuable engineering skill of 2026 is not taught in any university. No CS program teaches harnes…
受众观点：① @ai_javi_tx 批评大学只是把旧 CS 学位重新包装成"AI 课程"，核心内容没变 ② @Jacoob_shi 指出大家还在刷 LeetCode，但这个技能缺口每天都在扩大 ③ @AINestHub1 认为未来属于学会与 AI 协作而非对抗的工程师
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- @sairahul1 (4): Also read this - How to use AI to setup passive income flow https://t.co/ciJ0FUrgR4
- @AINestHub1 (4): @sairahul1 Great insights. The future belongs to engineers who learn to work with AI, not against it
- @ai_javi_tx (3): @sairahul1 I smell the same trend for universities packaging old CS degrees as 'AI'. Still teaching theory while the industry runs on harness engineering, memory architecture, and production resilience.
- @Jacoob_shi (3): @sairahul1 and everyone's still cramming leetcode while this gap keeps getting wider lol
- @smolemaru (2): @sairahul1 Actually this is not just an article this is pure gold 🫡 great job 👏🏽
Rust 开发的轻量无头浏览器引擎 Obscura 专为 AI Agent 和爬虫设计，内存仅 30MB、启动 85ms，支持 CDP 协议兼容 Puppeteer 和 Playwright，但评论区指出 JS 指纹和 Cloudflare 兼容性是实际使用的主要障碍。
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 @Teknium 问是否应该在 Hermes 中加入支持，关注工具集成可能性 ② @laozhang713 指出 Obscura 自研 V8 headless 在 navigator.plugins、WebGL vendor 等指纹层面容易暴露，对 Cloudflare 场景无效 ③ @duao2765 补充某些网站对非标浏览器识别精准，Chrome headless 能过但 Obscura 过不了
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- @Teknium (128): @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
援引 Karpathy "90% AI 建议 6 个月内失效"的判断，列出真正能长期复利的底层能力：context engineering、MCP 协议层、eval 纪律、harness 工程，而非任何具体工具。
🚨 Karpathy was right. He warned that 90% of AI advice dies in 6 months. Spoiler: most tools won't even survive 90 days. What actually compounds? > Context engineering > Tool design > Orchest…
受众观点：① @olivertaste 强调 harness 离开 eval 就只是在"收集 vibes"，认可 eval 纪律的核心地位 ② @arulPrak_ 悲观认为现在是开发工具类和知识类产品最糟糕的时机 ③ @ViceSol 自嘲式吐槽"又是一个 40 分钟必看 AI agent 视频"反映了信息过载疲劳
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- @arulPrak_ (2): @DataChaz Worst time ever to build dev tooling or knowledge tools
- @notjazii (2): @DataChaz he's the real one, gonna read it tonight thanks for sharing
- @ViceSol (1): @DataChaz Adding this to my 'Watch Later' playlist alongside 450 other 'essential 40-minute AI agent videos' that I will absolutely, definitely watch this weekend (I won't)
- @xavierlois (1): @DataChaz Wasn't this Karpathy speech 6 months ago?
- @olivertaste (1): @DataChaz The harness point is real; without evals around it, you're just collecting vibes in a fast-moving stack.
中国歌手胡彦斌在《歌手》节目中展示用 Claude Code + VS Code 独立开发粉丝社区 App「彦火」，标志 vibe coding 从开发者圈扩散至非技术明星群体，引发大量讨论。
什么？连胡彦斌都开始vibe coding了！ 昨晚《歌手》片段，他用 Claude Code + VS Code，自己独立开发了粉丝社区App彦火，目前在TestFlight测试中 正所谓： 你要的 token 全拿走 把 memory 化成空 不要在乎 model context 有所保留 说过的话当 skill 附送 https://t.co/v9DoW3ZEmE
受众观点：① @dajiangchat 吐槽节目组把 "vibe coding" 字幕翻译成"网络编程"，折射主流媒体对新概念的认知滞后 ② @kinghylon 质疑这是明星刻意凹人设，而非真正在用工具做产品 ③ @leaf_sanren 提出反直觉观点：非技术人做 vibe coding 反而不会陷入"精确控制每一步"的执念，技术背景有时候是包袱
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- @dajiangchat (44): @CryptoDoggyCN 搞笑的是胡彦斌说 vibecoding，节目组以为是 webcoding，然后字幕就翻译成了网络编程😅
- @samhimselff (20): @CryptoDoggyCN 那算是明星里的科技断层了
- @kinghylon (20): @CryptoDoggyCN 歌手不用ai写歌，搞锤子代码。很难不怀疑在凹人设
- @stometaverse (7): @CryptoDoggyCN vibe coding 从 dev tool 变成 consumer tool 的拐点比很多人想的来得快。
- @leaf_sanren (4): @CryptoDoggyCN 这其实挺反直觉的。很多非技术的人做 vibe coding，反而没那么容易陷进“我要精确控制每一步”的坑。 他们更像是在和一个同事说话，先把事讲明白，再慢慢磨。某种程度上，技术背景有时候反而是包袱。
OpenAI 借助 Codex 推出 Sites 功能，可将任意想法一键生成带独立 URL 的可交互网站，无需写任何代码，直接冲击无代码建站初创赛道。
我去！我宣布Codex 直接杀死比赛。 这次的更新直接扼杀了数千家初创公司节奏 OpenAI @OpenAI 推出了 Sites，通过 Sites，你可以将任何想法转化为带有独立 URL 的交互式网站。无需编写代码。 以前可能是： 想法 → 找人写需求 → 找开发做页面 → 部署 → 给团队试用。 现在变成： 你给 Codex https://t.co/VymM1VMzSb
受众观点：①中国用户面临 ICP 备案墙，@beagit 直接说想给国内用户用就会见识到 ICP 的厉害 ②功能入口不好找，@JohnnyWong1573 更新完找不到插件 ③部署基础设施归属问题，@MiloGenius7 追问网站是否部署在 OpenAI 自己容器里
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- @_zheergen (4): @OpenAI 完整介绍详情 https://t.co/XNsz61iQAV
- @beagit (2): @_zheergen @OpenAI 说实话只能做海外网站……部署完了想给国内用户使用，就会见识到icp的厉害
- @JohnnyWong1573 (1): @_zheergen @OpenAI 我刚更新完，怎么没找到这个插件呢？
- @MiloGenius7 (0): @_zheergen @OpenAI 我比较好奇这些网站部署在哪里?openai自己容器里面吗?
- @aiseomastery (0): @_zheergen @OpenAI The no-code AI agent startups charging monthly for exactly this just had a very bad day
独立游戏开发者分享用 iPhone 结合 Viggle PINOC 与 Blender 零成本实现动作捕捉的完整工作流，让个人开发者无需购买专业设备。
最近在做我的游戏的时候很多小伙伴私信、留言问我怎么做的。抽空跟大家录了一个视频，分享下我的工作流。全部是免费的，不需要买几万块的mocap动作捕捉服，我是在家用iPhone拍了几个视频实现的： 1.在Viggle的PINOC视频转动作捕捉fbx数据，然后下载到blender里面 https://t.co/VVPAOI6yZE
受众观点：①高度好奇工作流细节，@yungui_ml 惊呼原来这种人物动作是这么做出来的 ②动手学习欲望强，@LINXIVERSE 说逐字学习 ③扩展功能诉求，@marsduck_ 询问是否支持面部表情捕捉并绑定骨骼
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- @LINXIVERSE (1): @DLKFZWilliam2 逐字学习
- @aronhouyu (1): @DLKFZWilliam2 大善人👍👍👍
- @yungui_ml (1): @DLKFZWilliam2 我去，原来这种人物动作是这么做出来的
- @marsduck_ (0): @DLKFZWilliam2 可以捕捉脸部表情然后绑定到脸部骨骼吗？
- @draslanelif (0): @DLKFZWilliam2 线下sao货没人比她sao @your_zhen1 🎶💟
病毒式英文推文讲述一位中国高中生仅凭 249 美元 NVIDIA 开发套件自学独立构建 AI 项目，引发独立开发者社区共鸣。
NVIDIA spent years telling people their tiny AI computers would let anyone build anything. A Chinese high school student just proved it. No investors. No game studio. No engineering team. Just a $249…
受众观点：①纯情绪共鸣为主，@DianaKevin21538 说 genuinely inspiring ②对建造门槛消失的深度思考，@_itsjustshubh 指出 the gap now is having something worth building not the tools to build it ③震惊但缺乏具体讨论
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- @DianaKevin21538 (0): @Shelpid_WI3M This is insane in the best way. Genuinely inspiring
- @Chillwithmeii (0): @Shelpid_WI3M kaka trình độ học sinh giờ đáng sợ thiệt sự
- @0xgibly (0): @Shelpid_WI3M ive been thinking about this too
- @ChungDinh73379 (0): @Shelpid_WI3M 信じられない！驚異的な才能ですね。どのようにしてそれを達成しましたか？
- @_itsjustshubh (0): @Shelpid_WI3M the barrier to building something real dropped to basically zero. the gap now is having something worth building, not the tools to build it
用户为 3-4TB 数据每月付 £50 给 Backblaze，在讨论如何用 TrueNAS + 异地备份替代，评论区涌现出树莓派+rsync、Hetzner Storage Box 等低成本替代方案。
In short, I pay around £50 a month for Backblaze. I have: \* Company documents I need to keep safe for 6 years \* 30 years of family photos (first digital camera in 1998!) \* Various other bits 'n' p…
受众观点：① 受众对低成本物理异地备份方案有强烈兴趣（树莓派+父母家） ② 受众在意定价模式细节，关注 Personal plan vs B2 的价差 ③ 受众关注欧洲服务商 Hetzner 的性价比
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- @apax_d (118): Pi 3B + 4tb disk on my parents house with rsync every night
- @MaitreGEEK (99): Hetzner storage box
- @benshkies (63): Yeah b2 is 6.95 USD/TB. For 3-4 TB OP should not be paying as much as they are.
- @motorambler (47): Are you using Backblaze personal plan or B2?
- @Acceptable_Catch_936 (41): same. 11€ a month for 5TB is a great deal
一位SaaS创始人烧完百万级投资后复盘失败教训，涵盖广告追踪误区、联盟营销风险、固定订阅vs用量计费的代价
Yes, my saas failed .and i felt like a loser now. i'm gon tell you exactly what i did. dont be me. \-ads. basically a money burning blackhole. client side pixels lies!!! you have to use server side.…
受众观点：① @hiten1818726363 追问为何不把钱用在打磨产品和获取用户反馈上 ② @No_Bet_4492 建议品牌+有机入站为主、付费精准投放，强调至少2年视野 ③ @kowdermesiter 对affiliate clawback机制不理解，说明这是普遍盲区
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- @ShmeffreyShmezos (45): “$1 million angel investment” So - parents’ money? This kinda reads like a rich kid with no tech skills who tried to start a saas.
- @hiten1818726363 (42): Why did you tried to do everything with that money instead of making product better and marketing it better to get feedback and users
- @SquashNo2389 (27): Based on his spelling he doesn’t have a whole lot of skills
- @No_Bet_4492 (20): So, after doing this for 8 years, here's what you should do: Build a brand, invest in organic inbound leads, and use paid channels in a highly targeted way. If done well, they can provide the best ROI in the first few months. Build a review management system and increase your tr…
- @kowdermesiter (19): > got scammed by some affiliates cuz the clawback What's clawback?
开放性提问帖收集用户用 Claude 做过最有价值的事，129 条回复涵盖 Windows 调试、内部工具开发、日历管理等多样场景。
Pretty basic question, I’m curious to know what the most useful thing you’re using Claude for? Are you using cowork, Claude code, do you use it as a regular chat, are you using it for life advice? Th…
受众观点：① 非开发者把 Claude 当低代码工具构建内部仪表盘 ② 用 Claude 解决 Windows 深层系统问题并写自动化脚本 ③ 日历管理、医疗预约等生活场景
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- @keyokku (36): Other than work like development work, ngl, the biggest thing is how you can actually troubleshoot Windows issues as it can dig deep through your system, connect the dots, and directly write troubleshooting scripts that fixes, or functions as watchdogs against certain cascading…
- @notmychain (27): Probably an unconventional answer, but I’ve essentially been using Claude as a junior developer. I’m an IT operations team lead, not a software engineer. Over the last few months Claude has helped me build multiple internal tools from scratch using HTML, JavaScript, CSV files, a…
- @robjr2 (14): Non-work: Voting research. I scanned my blank ballot, told Claude what is important to me then refined with some questions from there. The output was a clean list to fill out my ballot. I feel more responsible than my normal “research”. I let Claude crawl through all the coded m…
- @Academic_Constant42 (12): I'll answer a pretty basic answer but for me it's extremely useful: when a have a doctor's appointment, meeting, etc but it's on paper or message I screenshot/take a photo of it and ask Claude to add to my calendar and it just works perfectly. I had this blood exame once and it…
- @booksherpa (10): I had a giant folder of clipped recipes in Obsidian, and as a test case, I pointed Claude at the dinner subfolder and told it to remove all the cruft (the paragraphs of stories, navigation, ads, "you may also be interested in") and just give me the ingredients, the instructions,…
社区热议 Anthropic 的"非普通公司"公关叙事是否只是 IPO 前的营销炒作，评论区普遍持怀疑态度。
r/ClaudeAI Anthropic is not a normal company
受众观点：① 商业动机质疑：社区最直接反应是 IPO 前营销 ② 产品稳定性与叙事落差：基础设施"脆弱如湿纸巾" ③ 整体信任危机：多数评论认为 Anthropic 所有动作都是广告
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- @Sea-Pea-7941 (303): Nice marketing before the IPO
- @sdmat (111): Yet somehow their infrastructure is as robust as wet toilet paper and their software is riddled with bugs. Just one of those mysteries.
- @Chemical-Dust7695 (101): increasingly self-aware, unlike their co-founder
- @Adventurous_Ship_415 (96): Everything Anthropic does is an ad.
- @Fast-Satisfaction482 (92): Why would that affect my ability to pursue computer-related hobbies?
用户 Jellyfin 自建流媒体服务在跨大西洋场景下频繁卡顿，通过改用 nginx 反向代理解决，评论区详细讨论了 Tailscale 中继、TCP BBR 拥塞控制等网络调优方案。
hello, she has a gigabit connection , and my upload speed is fast enough to deal with it but for some reason she has 8/10 times constant issues where it buffers every second ,whether with directplay…
受众观点：① 受众对网络物理限制有清醒认知，认可跨大西洋延迟是核心瓶颈 ② 受众重视有数据支撑的解决方案，TCP BBR 实测数据引发共鸣 ③ 受众在意方案的可操作性，欣赏系统对比不同方案性能与复杂度权衡的内容
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- @TomTomglom (268): If you are US Based, traversing the atlantic cables causes a good deal of lag. So it may just be bc she is in Europe
- @Flintlocke89 (224): Is her tailscale connection direct, or relayed?
- @isdnpro (136): Yup. If you're running jellyfin on Linux , try using TCP BBR for congestion control. It handles fat, high latency links better than the default. There are a bunch of other tuneables but this alone makes my EU -> Australia speeds go from sub 10 Mbit to 100 Mbit (nearly line sp…
- @Ok_Society4599 (85): Not every hop between you is Gigabit. It doesn't matter if you have 10gb home network connected via a 1gb DL modem with 256mb upload... You still get lag and buffering. You also have a speed-of-light limited latency, possibly a satellite latency or two. Every wire between you ma…
- @RevolutionaryElk7446 (54): Tailscale is technically the third alternative. Second is Wireguard VPN (What tailscale is based on) First is Reverse Proxy + Port Forwarding. Problem is, from top to bottom, it becomes more work for you to successfully put together and secure, but more performance with Reverse…
开发者用树莓派驱动 Waveshare 电子墨水屏打造零打扰桌面看板，将每日手机解锁次数从 60 次降至 15 次
I was unlocking my phone 60 times a day just to see my todos, calendar, and unread counts. Every unlock pulled me out of whatever I was doing. So I built a black-and-white display that shows it all a…
受众观点：① @LopsidedReply7364（203分）质疑方案必要性，引发最多讨论 ② @InnerPhilosophy4897（84分）解释习惯性拿手机是核心动因而非信息获取效率 ③ @early_burt（19分）关注 30 分钟更新频率导致时钟显示不准确
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- @LopsidedReply7364 (203): So you were opening your phone 45 times a day just to check your to do list? Considering you're using your computer for work, why not just make a todo list on it instead?
- @InnerPhilosophy4897 (84): Honestly that's close to what I had before. The issue was it lived in a window that got buried, so I'd grab the phone out of habit anyway. A screen that's just always on the desk means I glance and look away, no unlocking, no app to get sucked into. I also do this project for fu…
- @pablo8itall (61): That's a nice little project. Well done.
- @Tin_Foiled (24): 3 open PRs sounds like a dream
- @early_burt (19): Cool and useful project. However, if it updates every 30 min, isn't the time in top right and clock incorrect most of the time? Or do you handle that differently?
用户询问能否把自己的高配主机放到有千兆网络的场所远程使用，评论区科普了 colocation（机器托管）服务及其对塔式机的限制。
I have a decent machine, but I'm thinking I might be forced to live on the road for some time. I'm wondering if there are any services where I can drop off my machine, and rent a corner in an office…
受众观点：① 受众对 colocation 等行业术语有了解需求，一句话科普引发最高赞 ② 受众关心实际可行性，塔式机不符合机架要求是核心障碍 ③ 受众在寻找灵活低门槛的替代方案，"付费给朋友寄放"获得高赞
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- @revereddesecration (400): It’s called colocation
- @beckulator (172): Maybe just pay a friend a small fee monthly to let you put it in their crib
- @daYMAN007 (104): Well you can rent a colocation, but thia usually requires a rack.
- @BanaN4X (67): Yeah, but usually not for TowerPCs
- @dragon_idli (55): Pay a friend is the only thing that suites your usecase for a custom pc to be run as a server and to upkeep it.
用手机摄像头识别现实动物、自动裁切并生成贴纸收藏的 Pokédex 风格 App，目前在候补名单阶段。
Point your phone at any animal, it cuts the creature out, figures out what it is, and adds it to your index as a little sticker. Common ones, rare ones, the whole thing fills up as you go. It's basic…
受众观点：①社交化潜力——theredrad 提议加 profile 让别人看到进度和收藏，增强社区感；②游戏化深度——稀有动物成就系统被认为能提升留存；③B端白标机会——c5corvette 提到动物园可能对白标版本感兴趣
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- @c5corvette (45): This is a fun idea!
- @duckwack (36): considering actually releasing this one, if this seems like something you'd be interested in, you can join the waitlist here 🙂 [https://gotcha.jurre.me/](https://gotcha.jurre.me/)
- @theredrad (13): I’d say you can socialize it. Each user can a have profile and other people can see their progress and collection. Also more gamification like achievements would be great. For example collecting rare animals 😆
- @duckwack (9): it's been so much fun to play around with and capture animals on the daily!
- @c5corvette (9): I could see zoos being interested in white labeling this.
独立创始人反思 SaaS 创业中调 CSS 颜色等虚假忙碌陷阱，呼吁直面销售和用户获取才是真正让产品增长的工作
Most solo founders are working 12-hour days doing absolutely nothing that moves the needle. We spend weeks tweaking logos, refactoring databases, adjusting CSS colors, and shifting spreadsheets. We…
受众观点：① 代码细节沉溺 vs 真正重要的分发 ② 分发是引擎而非产品本身 ③ 盲目做 distribution 前需先验证 ICP
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- @Powerful-Software850 (15): Very true. Everyone can build a tool or SAAS now, but very few can build a business around it. I was stuck in build mode for a while until I realized nobody cared and needed to be taught about the value in order to use them. So I started increasing the ease of use in the tools,…
- @jahblaze (5): I’d say they’re just being cheeky.. Post history makes me think that person is 100% doing the same or worse. Just vibe coding the vibes
- @Background_Wrap_5834 (4): That 'everyone can build a tool, few can build a business' line is 100% accurate. We obsess over the product and forget that distribution is the actual engine. I got so tired of the distribution bottleneck that I froze my code this week and forced myself to launch my middleware…
- @Internal_Scarcity533 (4): Agree, but I think there's another trap too: founders jumping into distribution before they fully understand who they're actually selling to. Cold outreach, content, ads, and social posting can become another form of procrastination if you're pushing a product that hasn't been v…
- @tyschan (4): speak for yourself bro
一个 SaaS 创始人庆祝首单帖引发社区对早期产品使用虚假社会证明的激烈批评
r/SaaS Hello everyone... My SaaS got its first orders today 🙂
受众观点：① 虚假数字在新产品上完全失去可信度 ② 社区对营销惯例的包容与谴责之争 ③ AI 生成的 revenue box 已成模板被嘲讽
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- @Different_Monitor508 (7): No thanks. Not interested in your fake product. Went to newfollowers.net and the 1st incredulous sales blurb I see is :- "Trusted by 50,000+ customers worldwide". For a totally new product with almost no sales, how in heavan is that even possible?
- @Creative_Release_317 (4): I agree with you, but this is basically marketing, almost everybody does it. The only real way to judge someone is to use their service and see the results for yourself. If the service is good they will eventually build up a real review and testimonials from real users and exper…
- @Aggressive-Cookie395 (2): dont post this on reddit， do this on x
- @Mysterious-Rise-5571 (2): I like how my site has the same AI slop "revenue" box lol
- @nbass668 (1): Seriously... so now we justify marketing lies? Dont be a hypocrate. Do you like buying any product in your life based on lies? Stop normalizing marketing lies.
开发者发布纯浏览器端 PDF 转 Markdown 工具 LiteDoc，声称可大幅降低向 Claude/ChatGPT 上传 PDF 时的 token 消耗。
If you're dumping raw **PDFs** into **Claude** or **ChatGPT**, you're *wasting tokens* and money. I built **LiteDoc** to fix this. It’s a **100% client-side tool** that processes PDFs locally in your…
受众观点：① 重复造轮子问题：社区立刻指出 Markitdown 和 docling 已存在 ② AI 辅助开发悖论：用 token 造省 token 的工具 ③ 对 vibe coding 文化的厌倦：缺乏市场调研直接开建
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- @Embarrassed_Jerk (199): OP wanted to spend token building something redundant instead of using those tokens to do something else
- @fpga_user (193): How is it different from Markitdown? [https://github.com/microsoft/markitdown](https://github.com/microsoft/markitdown)
- @Polite_Jello_377 (52): https://github.com/docling-project/docling exists
- @siegevjorn (34): Someone seriously tell anthropic to implement market research function for these vibecoders. I'm sick of all these token chugger projects to only re-invent the existing wheels, but in worse forms
- @Dustonred (21): 100x output dosen't mean 100x productivity
独立开发者运营的产品目录站 strictseal.com 在 Reddit 征集有免费套餐且解决真实问题的 Side Project 入驻。
so I own a directory website where I list apps and websites that I went over, however, they must have a free tier to test, and solve a real problem in order for me to test and write about them. If yo…
受众观点：①开发者在评论区展示的产品覆盖 AI secrets 扫描、专注力 App、隐私浏览器扩展等多个品类，说明这类征集帖是真实的曝光机会；②免费套餐是硬门槛，无免费版的产品无法入选；③评论区产品同质化严重，差异化定位成稀缺品
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- @rid999 (4): Sounds good! I'm working on [Trestle](https://trestlescan.com/), a tool for preventing code written with the help of AI from leaking secrets publicly, such as API keys, tokens, etc., since this is becoming a big problem lately (over 28M secrets published on GitHub in 2025, affec…
- @Unusual_Fruit6537 (4): **What I'm building**: [Again](http://getagainapp.com/) is for the days you know what you need to do and still can't make yourself start. You pick one thing, matched to how much energy you actually have, and begin with a single tap. No timer to commit to, no count you're not sup…
- @roberthcmn (3): Find out if your business idea is worth building before the world tells you the hard way. [https://absolutelybomb.com/](https://absolutelybomb.com/) Dare to share!
- @Shik3i (3): Hey, this sounds like a great initiative! Would love to be considered for your directory. I just finished building [KoalaSync](https://sync.koalastuff.net). **The real problem it solves:** Popular watch-party tools (like Teleparty) completely ignore self-hosted media servers lik…
- @Due_Peace_5114 (3): Been building Atlas : a Chrome extension that captures your AI conversation context and transfers it to another model in one click. So when your ChatGPT context fills up or you want to switch to Claude, you don't have to re-explain everything from scratch. Free tier available (1…
Anthropic 发布报告称 Claude 已写出其代码库 80% 以上的代码、研究加速 52 倍，社区争议其数据真实性与 IPO 营销动机。
Anthropic just dropped a really interesting new piece called “When AI builds itself.” They go deep into how they’re handing over more and more of their own AI development to the AI systems themselves…
受众观点：① 数据可信度质疑：结论难以复现，报告实为数周前发布 ② IPO 叙事嫌疑：复现性不重要，套现才是目的 ③ 概念混淆批评：Anthropic 故意模糊"AI 辅助开发"和"递归自我改进"之间的边界
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- @Cute-Net5957 (44): If by “just” you mean weeks ago, then yeah. It’s fascinating.. it’s a nice blend of marketing and case study research.. but the fun part is trying to replicate the findings
- @gblandro (39): I think that's why they update their windows app five times a day 💩
- @angry_cucumber (29): replication doesn't matter for the IPO, get paid, get out
- @andre_ange_marcel (28): Marketing is deliberately blurring the lines between what they do and undefined or unclear concepts. Of course Claude helps develop itself, it can speed up any process involving software and cleanly defined goals. Self recursive learning doesn't seem to apply beyond the model's…
- @rcktjck (27): But I thought they said coding was solved ?? They are shipping 8 times more code and only 80% is ai written. So that means they are writing more code by hand than before.
非技术营销人用 Claude 构建 SEO 自动化 SaaS，两周花费 $6000 Meta 广告换来 $1300 MRR、ROAS 仅 0.5 的真实财务数据复盘
So before i begin, some background about me: * Been a marketer for 7+ years and never worked in Saas before (this is my first attempt!) * Experience is mostly in B2C ecommerce, SEO, and online market…
受众观点：① 真正要看的指标是 30-60 天用户留存率而非 ROAS ② 广告花费上限和 exit strategy ③ 按广告角度追踪用户激活率的具体方法
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- @owlyvision (4): Biggest thing I’d watch is not blended ROAS yet, it’s the first 30-60 day cohort. If paid users keep publishing and renew, you can clean up CAC. If usage drops after the first content batch, more ads just hide the product problem. I’d tag every signup by ad angle and compare act…
- @Riveras_4u (2): That's a good point, hm never thought of tracking users by ad angle. The setup I have is pretty barebones, so I guess I'll have to fiddle with GA4 to do that. Thanks for the insight. Do you also run your own Saas?
- @No-Mathematician9852 (2): Are you concerned your ad spend is too high per your current MRR? I understand that it's fine to lose since they're subscription and it will pay off over time. But have you considered at what point you'd turn off ads? Or is your runway pretty big & that's no issue? Also, can…
- @TheTurnipPlucker (2): This is pretty insane. Good luck on the massive gamble. I think if anyone else was suggesting this as their plan, you'd probably, rightly, recognize how crazy it is. Maybe I'm wrong there, but there are so many ways you could do this that are much lower risk. A 0, 1k, 2k, or eve…
- @Sir_Buck (2): I’d pay 5k at this point to get 1.3kmrr good going OP thanks for report. Hope it works out
技术背景创始人寻求从 Reddit 和 X 获取 SaaS 首批用户的实操路径，引发关于先倾听再推广与平台审核限制的深度讨论
I’m a software engineer with many years of development experience, but I have almost no marketing experience. Whenever I read startup success stories, I keep seeing the same advice: “We got our first…
受众观点：① 先找用户真实表达问题的语言再用产品切入 ② 提供价值让个人简介自然引流 ③ 2026 年 Reddit 审核越来越严的现实困境
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- @LeftLeads (8): Most founders misunderstand how Reddit and X work. They think: "How do I get users from Reddit?" The founders who succeed think: "Where are people already complaining about the problem I solve?" My first 100 customers wouldn't come from posting my product. They'd come from spend…
- @bankrut (7): Stop pitching and start solving people's problems in the comments sections instead. If you just drop links, you'll get banned, but if you provide actual value first, people will naturally click your bio. Focus on being helpful in niche communities and building in public so folks…
- @RVDatmir (7): Maybe if you go back in time to somewhere before 2016? Back then, you could get your message out without it getting intercepted and suppressed by paranoid moderators.
- @RVDatmir (6): If you were starting from zero today, you would have a hell of a time getting past the moderators who think everything is a scam except for an actual scam.
- @luca_lestis (3): Those stories are about SaaS in specific niches mostly small niches. If you try to let people know about your SaaS in any other mature market where there are big numbers and groups you get nothing, you will get banned/shadow banned just because you talk about it. The only approa…
用户分析 AI 商业需求导致消费级硬件（HDD/RAM/GPU）价格持续暴涨，讨论这种价格倒挂现象是否会永久化，评论区从供需经济学和 AI 泡沫两个角度展开争论。
Five years ago, I needed a new GPU, and was met with the constant supply constraints and price increases in GPUs. To my knowledge, these prices persisted. I haven't needed ram the last couple of year…
受众观点：① 受众对"价格会回落"的观点有强烈共鸣需求，供需经济学分析获高赞 ② 受众在意中短期价格走势，对 AI 泡沫破裂后企业二手设备流入市场持期待 ③ 受众对宏观市场信号敏感，关注 S&P 500 对 AI 公司快速入场的态度
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- @ThetaReactor (42): I'd guess there's a chance the market gets flooded with cheap secondhand stuff when the bubble pops, but I do think it'll be years before we see real recovery in the consumer market.
- @mikeymop (40): I remember when I was broke I'd buy used servers and switches from corporate surplus to access the equipment and learn . I think it may fall into the same cycle in the next year. AI companies will want the new gear next cycle and, aside from HDDs, most will still be good equipme…
- @sephg (29): Nah, it won't be forever. Either demand will crash or supply will increase. Maybe both. The question is this: How much money does it cost to manufacture that hard drive that you bought for $90? We know its less than $90, right? Lets say $70. Do the maths. If they're selling that…
- @rob_allshouse (16): We’re not really trying to increase supply. We’ve been through too many of these cycles. We’re expanding a little, but we all almost went out of business in the worst downturn ever two years ago, and fired roughly a third of our companies. Expansion is happening very cautiously.
- @cranberrie_sauce (14): Elon xAi / openai / anthropic just been denied fast entry. basically denied from raiding our 401k: [https://arstechnica.com/tech-policy/2026/06/sp-500-blocks-fast-spacex-entry-wont-waive-rule-for-unprofitable-ai-firms/](https://arstechnica.com/tech-policy/2026/06/sp-500-blocks-f…
独立开发者参加 Marc Lou 主持的「Ship or Die」30 天挑战，分享从亢奋到冒充者综合征的情绪起伏，以及因害怕被拒绝而拖延 build in public 和发布的真实心理困境。
Hi everyone! This is a follow-up post on my [last one](https://www.reddit.com/r/indiehackers/comments/1tpcd42/i_joined_ship_or_die_a_big_step_for_me/) 10 days ago where I joined the "Ship or Die" cha…
受众观点：① @True-Turnover-4543 强调把"产品失败"和"自己失败"拆开，用调试思维看发布——结果是信号不是判决 ② @Always-Bob 认为不同节奏适合不同人，engineering-first 并不等于错误，不必照搬 marketing-day-1 的教条 ③ @Several-Attention352 指出零营销下 24 次下载已是有效早期信号，建议直接去 Roast me 区获取真实反馈
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- @charlie0x01 (3): get rejected. feel it to the bones. and get familiar so you don't fear it.
- @True-Turnover-4543 (3): honestly, what helped me was separating “this thing failed” from “i failed.” launching half-baked stuff and getting crickets sucks, but i started treating it like debugging—a signal, not a verdict. if you keep the iteration muscle strong, rejection starts to sting less because i…
- @Always-Bob (3): I think software building is completely unique to the individual. Just because someone succeeded with a "validation-first" marketing playbook doesn't mean it fits your working style. I am a dev balancing a day job and a side hustle, my bandwidth naturally pushes me into an engin…
- @Several-Attention352 (3): Honestly, 24 downloads in a week with zero marketing is actually a decent start mate, don't sweat it. Just post it in that "Roast me" section anyway, because real feedback is always way less painful than the anxiety of waiting.
- @Common_Dream9420 (2): I like this …
Anthropic 官方宣布 Claude Cowork 单次会话限额翻倍至 7 月 5 日，但周总配额不变，社区反应冷淡甚至负面。
We've doubled the 5-hour usage limits in Claude Cowork for the next month so you can do more in a session. You can now delegate bigger, more complex tasks to Claude. A few things you can hand off: \*…
受众观点：① 总量 vs 单次限额混淆：周限额不变只是能更快用完 ② extended thinking 被移除的连带不满 ③ 促销动机质疑：评论区认为是广告帖
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- @UncleBrrrr (76): So we getting a new usage limit for Cowork only xD
- @markeus101 (34): Cuz the removed extended thinking so now you can use the dumb models as much as you want
- @garloid64 (29): >claude code but not useful I'll pass thanks
- @Time-Masterpiece-779 (28): Without increasing weekly limits this is a waste of time
- @glynn4_15 (27): but the weekly usage is the same? we can just finish it faster?
r/selfhosted 用户讨论 BookStack 个人家庭 wiki 的使用方式，有人已把 MCP server 接入 wiki 让 Claude 自动按文档部署服务并写文档。
I have a BookStack wiki. It started out as a location for everything about our household. All the appliances, info about the house, the cars, the computers, the phones, etc. My theory was "here's whe…
受众观点：① @User-2345678 关注将 MCP server 指向 wiki 后 Claude 能自动按文档跑新服务并补文档的工作流 ② @_Alexandros_h_ 关注把反复 Google 的命令和依赖记录进 wiki 节省重复查找时间 ③ @Varaug 关注如何入门 homelab 的 MCP server 配置以及 Claude Code / agent 工具链的选择
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- @mxlths_modular (25): Research on aliens and the paranormal Edit: wikijs synced with gitea for the curious, big fan, love it.
- @User-2345678 (18): At this point I mostly use it to document my self hosted services - architecture, gotchas, networking, runbooks, etc. as well as smart home stuff - product information, pairing codes, integration configurations, etc. I have an mcp server pointed at it so Claude can follow my gui…
- @_Alexandros_h_ (14): I use it to document stuff that i google repeatedly. For example: - a vim setting to setting that changes the file encoding - a package download that is an undocumented dependency to another program i use - and other info or instructions about using (mostly computer) stuff
- @LookAtYourEyes (13): Wait what do you use for your home wiki? Is there a self-hosted wiki?
- @Varaug (7): Slowly getting into the LLM world because it looks like the takeover is inevitable, might as well learn enough to stay relevant. But still new to the AI scene. Could you point me towards a direction where I can learn how to set up an MCP server for my homelab? Also, are you not…
用户发现 Claude 从严重受限突然变为"全天用不完"，社区确认是 7 月 13 日前周限额提升 50% 的临时促销。
From not being able to use Claude at all, even on a $200 plan, to using Claude all day and never hitting the limit. Claude limits are at least quadrupled.
受众观点：① 限额动态性认知：很多用户不知道限额基于算力随时变化 ② 促销范围确认：周限额提升 50% 至 7 月 13 日 ③ 是否只有 Cowork 受益的范围混淆
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- @graypasser (47): Claude limit is always a dynamic thing, it will always gets a sudden increase or decrease based on computational capacity.
- @ActionOrganic4617 (26): There’s a promo, weekly limits increased by 50% until 13 July
- @packet_weaver (13): For all use? I thought it was just cowork. At least that’s the only place I see it mentioned and it specifically says cowork limits are increased until then.
- @Yasai101 (9): Getting ready for the July 15 chop chop
- @Massive_View_4912 (9): Thank you promotional ad team for the announcement post
开发者寻找支持左侧项目任务列表、右侧周历视图且可拖拽的自托管任务工具，Super-Productivity 和 Vikunja 均不完全满足需求，评论区普遍建议自己造。
Hi all. I'm looking for a very simple task scheduling workflow that's free, I can self host to own my own data backend on debian, access from my macbook and access from my android phone. I'm looking…
受众观点：① @root_switch 认为找不到完美工具时应自己造，以多年使用自制 markdown wiki 为例说明简单够用的价值 ② @fixitchris 分享用 200 行 Python 实现 YAML 任务转 .ics 日历文件的极简自制方案 ③ @Lower_Road_6948 关注日历拖拽跨历史日期的核心交互需求
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- @root_switch (22): At some point you’ll realize everything out there doesn’t fit exactly how you want it and you either compromise on things or you just build your own. That’s what I did with my markdown wiki many years ago. I still use it daily and it does exactly what I wanted and it has hundred…
- @Lower_Road_6948 (5): Ive chased the same thing and the calendar part is usually what falls apart first, especially when you want to drag a task back onto a past week. If I were using one daily I would care more about a clean list on the left and a calendar that doesnt stop at today than any fancy ex…
- @fixitchris (3): Built my own three years ago after Todoist removed weekly review and I couldn't find a replacement; about 200 lines of Python that reads YAML projects and tasks and writes them into a calendar.ics served on my LAN. Phones subscribe to it as a calendar feed. It looks ugly as sin…
- @Fun_Squirrel5446 (3): Plandera has no screen shots and the GitHub page returns 404. Looks like a fake website.
- @Fun_Squirrel5446 (2): I don't think I ever need to drag a task into a past week. But I do regularly need to drag a task from the past into a future date. Mostly it's just to easily review what I did in the past week before I plan my next week.
极简记账 App Kash 首次上架 App Store，专为「用过记账 App 然后放弃」的用户设计，主打低摩擦快速记录。
Finally live on the App Store. 🎉 Kash is an expense tracker built for people who gave up on expense trackers. Most apps make tracking feel like homework. Kash focuses on making it fast, simple, and e…
受众观点：①FinalFantasiesGG 直接指出截图拉伸变形影响信任感，App Store 截图质量是转化率的一线门槛；②ma9leb 关心开发者账号文件审核等待时长（自称已等2周）；③InnerScheme9326 询问 Android 版本，说明跨平台需求存在
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- @FinalFantasiesGG (5): Those screenshots are cooked. Stretched out, makes the whole app look untrustworthy. Get help from ChatGPT.
- @kaushalrathour (2): Thank you for the feedback. Actually, I made the screenshots using a normal iPhone device frame, and App Store Connect wasn't accepting those images, so I used an image resizer tool. I also felt they didn't look good. I will definitely remake the screenshots using the proper dev…
- @InnerScheme9326 (2): does it is available in google playstore
- @ma9leb (2): How long did it take to you to proceed all documents work with AppleDeveloper account?
- @ma9leb (2): That is really interesting, because I have already spent 2 weeks waiting for approval for a bunch of documents.
opentweet.io 创始人在 Reddit 发起活动，免费为 SaaS 项目生成推文内容，借此做产品曝光和社区互动。
hi all, I recently asked you to provide your SaaS URL and wanted to show you what [opentweet](https://opentweet.io) can create. I want to do a 2nd round as the first one went really well. drop your s…
受众观点：① 社区对免费推广资源需求很高，多人直接贴产品 URL ② 生成效果获得认可（概念被点赞）③ 参与品类多样，不限 SaaS 也有游戏类产品
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- @greyzor7 (3): Hey guys, I'm building an all-in-one marketing pack for founders who want more than "just another launch" Launch, reach 30k+ makers, get users & customers - [microlaunch.net/premium](http://microlaunch.net/premium) Lifetime, auto-distribution, marketplace spots, 1200+ custom…
- @pavan_bj (3): Loved the concept
- @scratchkick (2): https://shortcuts.starbellysw.com
- @Birthday_Euphoric (2): Erm is it just SaaS? [https://thelastquestion.io](https://thelastquestion.io) Detective AI Game with 900+ players in less than a month!
- @Birthday_Euphoric (2): Great to hear, if you need anymore credits or want to create suspects yourself, please let me know!
用旧联想笔记本和闲置电视搭建了家用 Ubuntu Server + Docker 服务集群，并用 Python 写了一个厨房仪表盘，Claude 辅助完成了大部分代码和调试工作。
I had an old Lenovo laptop and a spare 40 inch TV, so I repurposed them into a small home server and kitchen dashboard. The laptop runs Ubuntu Server. The TV sits near the kitchen and displays a loca…
受众观点：① 受众在意项目是否有实际价值而非只是技术展示，强调"真正被家人每天使用"才是意义所在 ② 受众关注用电效率和智能化程度（运动感应触发） ③ 受众普遍有"服务越堆越多但不用"的困扰，在精简自托管服务
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- @willing_iceberg (19): This is exactly what self-hosted should be, something the whole house actually uses every day instead of just consuming power in a closet.
- @Cremedela (8): Do u let it stay on or have some motion or presence trigger.
- @sjs1997 (8): i think its pretty cool, to each their own. i mean he is self hosting it
- @winston161984 (4): Yep - I have been trimming my services to just stuff that gets used. Plex, OpenHAB, Immich, Mealie, and the services that support them.
- @Likeminas (4): Scheduled dashboard rotation. 3 different dashboards rotate every 5 mins.
独立开发者为预算管理 webapp nuumey.co.uk 寻求获取 Beta 测试用户的方法，评论指向专门的 beta 测试社区和互惠策略
Hey folks! I built a budgeting app with a difference. I opened to beta last week and struggling to get beta users for feedback. Wondered if others could share what worked for them/ advice? It's a web…
受众观点：① 专门的 beta 测试 subreddit 是优先渠道 ② 互惠策略作为低成本获取方式 ③ 产品视觉获认可但信任感仍需建立
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- @parsecxr (5): Have you tried posting in r/alphaandbetausers/ - maybe offering some quid pro quo with other apps?
- @Ok_Establishment_110 (5): icon looks cute 😄
- @parsecxr (3): I just found out there is /r/betatesters as well!
- @AdPlayful8549 (2): Congrats! 🎉 I’ve just signed up and am doing a quick check. I’ll share my feedback over a DM
- @tomgoose_dev (2): your site looks great, it comes down to engagement and trust. You need a good solution that works too, unsure what yours looks like, hopefully as good as the site looks.
用户发现 AMC 影院官网对普通访客实施超过一小时的排队机制，引发开发者讨论边缘缓存缺失和 AI bot 流量激增的技术原因
noticed the AMC theatres site has had queue times of over an hour today… just to get onto the homepage. That’s a bit strange right? AMC has \~650 locations in the US. Assuming \~10 screens per locati…
受众观点：① @bkdotcom 和 @oofy-gang 发现排队并非全局触发，可能是 A/B 测试或地区性问题 ② @ProdigySim 猜测 AI agent 大量抓取电影时刻表是根因 ③ @No-Promotion-8720 指出 edge caching 缺失才是真正问题
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- @bkdotcom (24): > noticed the AMC theatres site has had queue times of over an hour today ?? A queue for what? I'm not finding any queue https://www.amctheatres.com/ edit: found this: https://lifehacker.com/tech/amc-theaters-is-forcing-customers-to-enter-queues-online?test_uuid=zXnWOLjQQwkYj…
- @oofy-gang (23): Ironically, I clicked that link and got stuck in a queue. Probably variable traffic or failed bot detection.
- @ProdigySim (11): I would have guessed unlimited AI agents hitting their webpage to check for movie times and are implementing some type of remedy?
- @mekmookbro (8): > Sorry, you have been blocked > You are unable to access amctheatres.com I was just flat out "blocked" lol. Probably because I don't live in US. I always find this choice pretty weird, you might not be doing business in certain countries but blocking access to them just s…
- @No-Promotion-8720 (8): Edge caching makes all the difference once you get to those numbers, and they clearly aren't doing that if they are queuing. While I can't think of a legitimate business reason off the top of my head, maybe there is one. More often than not it's misused due to lack of knowledge…
用户想要一个自托管的实时音乐发现服务，能边推荐边下载边播放，而不是先把曲库建好再听，寻找类似 Pandora 电台体验的自托管替代品。
I want something like Pandora or Apple Music or Spotify etc, where you pick a song to listen to and it makes a station for you. However, instead of it being *only* my library, I want the other half o…
受众观点：① @beetcher 关注流媒体平台对艺术家版税分成的商业合理性 ② @jpnadas 推荐通过 MusicBrainz API 获取相似音乐建议后购买添加到本地库 ③ @burps_up_chicken 推荐 Bandcamp 作为非自托管但支持类似体验的替代方案
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- @beetcher (13): And the artists get some $$
- @jpnadas (10): If you use the musicbrainz API, it gives you suggestions based on what you listened. You can then go purchase those artists and add to your self hosted library
- @burps_up_chicken (10): It’s not self hosted but Bandcamp offers this.
- @CrimsonCuttle (4): hmm, does Bandcamp have a mobile client I could use? I wouldnt mind trying it out I suppose
- @CrimsonCuttle (4): I see Arr stacks often talked about here. How do you get licenses to movies you don't own?
SubSignal 是用 AI 过滤 Reddit 购买意图信号的销售监控工具，附带虚假评论和竞品刷单账号检测功能。
Hey r/SideProject 👋 I've been building **SubSignal** ([subsignal.ai](https://subsignal.ai)) for the last 7 and I'm finally ready to put it in front of real people. **The problem I kept running into:*…
受众观点：①antoinedc 直接指出 dashboard 混乱、onboarding 体验差是首要问题；②haider_aabbas 质疑竞品已大量存在，差异化是核心挑战；③试用弹窗推送过多影响体验
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- @antoinedc (2): I just gave it a try. The dashboard is very confusing, I'm a bit lost arriving there for the first time. Have no idea what I should start setting up. Also you are pushing trials a LOT, and I can just close the window. Either force the trial or don't show it so much, but this in…
- @grumpyp2 (2): I need it for myself, that's why I built it. And it's very useful so other people probably like it too 😄
- @grumpyp2 (2): cheers man
- @haider_aabbas (1): There’s many other products doing the same thing. Even this morning I found one of guys post where he made exact that and was generating 3200$ MRR. His product was listed on trustMRR as well. What does yours do differently?
- @grumpyp2 (1): Which one?
用户尝试把 Garmin、SparkyFitness、openScale 等健康追踪工具迁移到纯自托管环境，苦于缺少一个统一数据 hub 来替代 Google Health Connect。
Hi fellow selfhosters, For the past few weeks, I have been increasingly trying out and failing to convert my existing health tracking to a pure selfhosted environment - so I am asking you for your se…
受众观点：① @Juls317 关注 SparkyFitness 强制要求 HTTPS 导致纯内网 IP 部署失败的技术障碍 ② @sbogx 提供用 Nginx Proxy Manager + LetsEncrypt + DuckDNS 在内网实现 HTTPS 的完整解决方案 ③ @SalamandaSandwich 关注 SparkyFitness 的实际日常使用体验
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- @Juls317 (6): I'm glad I'm not the only one who was caught out by Sparky's app insisting on HTTPS. Still working on fighting it to work over Pangolin, actually.
- @Fred_McNasty (5): Also interested in this as well.
- @sbogx (4): For the Sparkyfitness requiring https, you can still have that with an internal ip, and it's fairly easy to do. I have all my services running and accessible only via the internal network. I have a subdomain that points to an Nginx Proxy Manager setup, but that is an internal ip…
- @SalamandaSandwich (4): I have just started using SparkyFitness and loving it
- @Electronic_Wind_3254 (3): Also interested in this
P2P 工程师开源的 AlterSend，基于 Hyperswarm/Kademlia DHT 实现无服务器端对端加密文件传输，无文件大小限制且跨平台。
Hello reddit! I am P2P engineer so in my free time was working one little side project I'm excited to share, it's called AlterSend. AlterSend is a free, open-source app for sending files directly bet…
受众观点：① 受众有在不同设备间传大文件而不受上传限制的真实痛点 ② 受众会将其与 LocalSend 对比，关注是否支持跨网络传输这一差异点 ③ 社区对开源学习项目持正向态度，认为即使重复造轮子也有价值
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- @Mean_Safety_5329 (10): why even bother build anything at all right? what a stupid question, that's how you learn, you build even if it already exists
- @Greedy_Foundation959 (9): this looks really clean, been wanting something exactly like this for sending large files between my devices without dealing with upload limits
- @vladtech (2): Very nice!
- @vertopolkaLF (2): Why reinvent the wheel? Localsend.
- @Thirty_Seventh (1): LocalSend is LAN only, no?
创始人用旧 HP 笔记本部署 Ubuntu Server 跑后端，历经 102 天在 Circle 社区找到第一个付费陌生人的真实冷启动故事
Guys I am so happy to share my story with you! On February 23, 2026, I installed Ubuntu Server on an old laptop I had lying around. **Hardware:** HP Pavilion 15 Notebook PC Intel Core i5-3230M 4 core…
受众观点：① 耐心是核心品质 ② 第一个 Stripe 收款时刻的心理冲击和后续行动建议 ③ 产品具体是什么（社区好奇但未披露）
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- @Worldly_Working_6266 (5): key takeaway - one word - "patience"
- @Adrenaline_Junkie__ (3): That feeling of seeing that first Stripe notification from a stranger is unmatched. It proves the build is actually solving a real problem for someone. Since you hit that milestone, focus hard on talking to that first user to understand why they pulled the trigger. Getting that…
- @hamsahn (3): What's your saas about?
- @No-Economist781 (2): Thx so much
- @FabulousFix5338 (2): whats your SaaS about, can u share the link( u can send in dm)
r/SaaS 用户质疑社区内大量 AI 生成的虚假创业成功故事，评论区以玩梗回应为主，整体讨论较浅
I come here sometimes for advice or to even give advice if I might have learnt something from my experience in starting my SaaS but have no idea what to believe there are so many fake stories like do…
受众观点：① 评论区以讽刺玩梗为主真实讨论稀少 ② 新用户感同身受难辨真假 ③ Fake it until you make it 文化的默许
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- @tomgoose_dev (8): Valid - by the way check out my poop tracker we just passed 4,000,000,000 MRR 😂
- @BeeTheGlitch (6): 
- @stormy-thunder-night (2): I agree. Just joined and it’s hard to weed through the BS.
- @Nice-Pair-2802 (2): Fake it until you make it
- @bob__io (1): what's the churn rate?
用户发 meme 吐槽等待 Claude 使用额度重置，评论区讨论多账号轮换和切换 Gemini 等规避策略。
r/ClaudeAI Me waiting for my reset
受众观点：① 切换 Gemini 作为日常备用 ② 多 Gmail 账号轮换规避限额 ③ 多账号合规性问题
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- @RidiculousRaz (2): Thats me everyday, then to switch to gemini
- @Ate_at_wendys (2): why not make a new account? I use like 10 gmail accounts they stay signed in..just gotta click and change. As a free user I had cluade write over 40k lines of code in a week lol Just copy and paste last thing said into the new account
- @whoknowsifimjoking (1): The same Gemini that recently got super strict limits despite the fact that it's performing worse than ChatGPT and Claude?
- @Actual_Committee4670 (1): Me right now, bit over 24 hours to go
- @Key-Fisherman7961 (1): For those who are already running a **2x Pro** setup, I have two questions: 1. **Compliance:** Does Anthropic officially allow running two Pro accounts from the same laptop? 2. **Context Loss:** How do you handle switching accounts in the terminal. logging out/in which kills the…
overwatch.earth 是一个基于 3D 交互地球仪的实时全球事件可视化项目，整合了超过 15 万个数据源，涵盖地震、卫星轨迹、交通网络等。
I wanted to do something entirely different than my normal, meet [**overwatch.earth**](https://overwatch.earth/) Explore the world through a fully interactive 3D globe with real-time feeds from over…
受众观点：① 受众对代码质量和工程基本功有强烈诉求，认可性能好的项目 ② 受众在意实用性和 UX，关注加载时间和移动端筛选功能 ③ 作者确认性能优化花了大量精力，验证了这个痛点的真实性
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- @Kaoswarr (6): Nice project, real nice performance too. Breath of fresh air from usual vibe coded saas slop flying around at the moment.
- @tom_yacht (5): this is so cool
- @Active_Outside_1223 (3): Pretty neat concept, the 3D globe interface feels smooth when I tested it. Loading time was bit longer than expected but worth the wait once everything renders properly
- @Feeling_Inside_1020 (3): Easily loaded on my phone, very nice structure I like the layout and performance on mobile. Only feedback on the layers and I looked so maybe I’m missing something obvious, but can’t find a filter where you can toggle say US state lines or have popular city names for context, I…
- @tuxxin (1): Thank you, it did take a while to get the performance solid with all the data points.
独立开发者用 Claude 一次性搞定公司注册和银行开户，几小时内解决了拖延数月的合规问题。
I have been building a tool on the side for a few months. Started getting paying users last month and realized I was running real revenue through my personal bank account with zero business structure…
受众观点：① 什么业务结构最适合 side project 起步 ② Claude 怎么判断推荐结构（问了融资/自举等问题）③ 拖延注册的心理障碍——等验证成功再走流程
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- @Tricky_Row_6297 (2): What kind of tool are you building. Also what did Claude recommend for the business structure because thats the part that always paralyzes me
- @Worth-Teach3167 (1): Its a productivity tool for remote teams. Claude asked a few questions about my plans and whether I was going to raise or stay bootstrapped and recommended based on that. Took the guesswork out of a decision I was overthinking for months
- @roberthcmn (1): This is probably how most of us approach it. We start it as a side project and you wake up one day that it's what you do for a living. I'm also dreading the birocratic due diligence paper work to make everything legal and official. Nobody wants to do that before knowing that wha…
- @Pleasant-Isopod4630 (1): Congrats! Can’t wait to get there in my project
- @minneapolisemily (1): Congrats! What was the thing that got you paying users?
独立开发者 6 个月后更新 serverlist.dev，这是一个无广告的 VPS 和 GPU 服务器价格比较工具，新增了每小时定价、历史价格追踪和 Discord 价格提醒功能
A lot has changed since I posted this 6 months ago. [serverlist.dev](https://serverlist.dev/servers) is a comparison tool for VPS, Dedicated and GPU Servers. I fetch data multiple times a day and pre…
受众观点：① @Mediocre-Subject4867（14分）批评价格信息没有默认展示在可见区域，指出 UX 根本问题 ② 同用户（5分）对比 vpspricetracker.com，认为"丑但实用"胜过"美但信息过载" ③ 触摸板平滑滚动时页面抖动的性能 bug 被指出
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- @Mediocre-Subject4867 (14): A lot of ui problems and missing important data. The biggest one being you dont even show the prices beyond hourly for VPS. Making it useless for people like me that go for monthly or annual purchases. feels untested overall
- @Mediocre-Subject4867 (5): Price is the most important thing and yet youre hiding if off screen by default, you cant expect users to realize it's there. This is what I currently use [https://vpspricetracker.com/](https://vpspricetracker.com/) , it's plain and ugly but it prioritizes the info people care a…
- @FastBreakfast5799 (1): Can you explain what kind of ui problems you are facing? I am showing the monthly prices and even the "later" prices in case the initial price is a sale. You can resize or toggle the columns or just scroll in case you are on a small screen
- @FastBreakfast5799 (1): I agree that ugly is sometimes better. For now I will try reduce the width of my columns where possible and move the pricing more to the front
- @Mediocre-Subject4867 (1): Order your columns based on user importance. Price -> Spec -> Location. Youre dedicating so much space towards things that dont matter like product name and big image logos. Your entire website spazzes out when smooth scrolling upwards on the servers page (https://serverli…
DJ 开发者用 Mixcloud 数据构建了一个按国家城市浏览 DJ 合辑的地理可视化网站 setatlas.app
Been DJing for years and always wanted a way to explore what people are playing in specific cities. Couldn't find anything like that, so I had a crack at it. Click a country, pick a city, and browse…
受众观点：① @mendiak_81（3分）高度评价 UI 精致度和用音乐探索地理的创意 ② @Royal_Elephant798（3分）对执行质量给出正面肯定 ③ @Mediocre-Subject4867（1分）注意到地图服务流畅度，考虑从 Mapbox 切换
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- @mendiak_81 (3): Wow! Its a great way to explore geography through music. The UI is very polished. Great idea, congrats for your work! I added it to bookmarks.
- @Royal_Elephant798 (3): clean execution
- @Leather_Catch2136 (2): Thanks. I worry if I went too minimal with the design and especially the colors.
- @CultivatorX (2): Very cool idea!
- @Mediocre-Subject4867 (1): Surprised how smooth those maps are for a free service. I may have to switch from mapbox
每天使用 PHP 的开发者撰文梳理 2026 年现代 PHP 的真实状态，涵盖 FrankenPHP 部署、PHPStan 类型系统和 Swoole 并发方案
Hello everyone, PHP comes up here from time to time, and I've noticed the discussion is usually based on what the language looked like 5+ years ago. Since I work with it every day and have genuinely…
受众观点：① @andre_ange_marcel 回应 FrankenPHP 性能数据，说明 worker mode 内存驻留机制 ② @ysnzro 追问 Laravel Cloud 和 NativePHP，反映受众关注 PHP 生态托管服务化趋势 ③ @Famous_Figure_9625 对 NativePHP 的实用性持观望态度
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- @andre_ange_marcel (9): It's slower by 30% in benchmarks using FrankenPHP, and it's still significantly faster than Python regardless of the server used. Most applications are I/O bound anyway. I already touch on PHP-FPM in the article. FrankenPHP embeds PHP directly inside the Caddy server, and worker…
- @ysnzro (4): What do you think about laravel cloud and nativephp?
- @Famous_Figure_9625 (4): never used laravel cloud but nativephp is interesting for desktop apps, though i'm still skeptical about electron-style wrappers in general. the overhead always bugs me when i'm building stuff that needs to be lean honestly curious how laravel cloud compares to the usual deploym…
- @andre_ange_marcel (2): Laravel Cloud is great. It seems like they're really working hard on it since the Accel investment, and it integrates with the framework really well. They're ironing the pricing out still, it was a bit steep if I remember properly. I think their goal is to become the Vercel of P…
- @kniziol (2): Good written article. If we look at PHP through the lens of the 1990s, it might seem outdated. But hey, we’re in 2026, and so much has changed since then. Time moves on, and the PHP community keeps growing. So, it’s important for us to keep learning, and articles like this are a…
独立创业者寻求如何找可信赖的开发者对白标签 SaaS 产品进行安全审计和架构评审
Hey everyone, pretty straight forward question. I’m building an app/service business using existing tools. I’m not reinventing the wheel, I’m using a custom white label UI, with the backend being exi…
受众观点：① 寻找可信赖安全审计渠道（@rewiringwithshah 建议 Toptal/Upwork + 找懂具体技术栈的人）② 如何避免被骗、保护代码隐私是高频焦虑点 ③ @Upbeat_Opinion_3465 建议将安全审查和架构评审拆分为两个独立 scope
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- @Upbeat_Opinion_3465 (2): I would stop thinking in terms of finding one person to "sign off" on everything. Good people usually will not do that. What they will do is a scoped review with clear deliverables. What you want is probably two separate things: a security review and an architecture sanity check…
- @alwaysbelearning123 (2): Yes but where? I don’t want to get scammed or expose my code to some random person
- @rewiringwithshah (2): Look for a fractional CTO or senior dev available for ongoing advisory, not a one-time code review. Places like Toptal, Upwork or just asking in tech communities for someone with 10+ years who's built SaaS before. What you really need is someone who understands your specific sta…
- @alwaysbelearning123 (1): Thanks I appreciate your help. Where can I find a reputable person to do this? I’m not hiring anyone of a marketplace or Reddit. I want to see a legit US based professional to do this so I can proceed in peace.
- @Popular-Awareness262 (1): find a dev whos done owasp audits before. they can review your whole stack in a day and tell you what needs fixin
开发者历时数年打造了一套纯浏览器原生的声明式应用引擎，用 Trig.js、State.js 等六个轻量库将 CSS 变量作为渲染和状态层，无需 WebGL 或框架
Hi all, About three years ago I built a small library called Trig.js to expose scroll data to CSS via data‑attributes. It recently got highlighted as one of the “Enterprise Heavyweights” of scroll an…
受众观点：① @Expensive_Peace8153（14分）指出 CSS 原生滚动动画已有支持但肯定 Trig.js 控制精度优势 ② @sheppyrun（3分）深度分析 CSS 渲染管线优化原理，认为 CSS custom properties 是最佳 JS/CSS 接口层 ③ 多位用户表示会去研究这套库，反映对新奇技术方案的好奇心
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- @Expensive_Peace8153 (14): Scroll position is now natively supported by CSS Animation so I'd use that instead. But I think Trig-js was a neat idea in a neat little package while it was necessary and obviously your newer libraries go far beyond what CSS currently natively supports.
- @iDev_Games (4): Yeah CSS does natively support scroll animating (which wasn't the case when I created it) however last time I tried, Trig.js does give a lot more control like directions, position and timelines. Though it's great CSS is advancing!
- @Few_Dimension6036 (3): Thanks for sharing these, I definitely need to check them out. Cheers!
- @UnderstandingFit2711 (3): Thank for usefull tools
- @sheppyrun (3): i've been watching this trend grow for a while. the real shift here treats CSS as the application state layer. JavaScript computes everything and pushes it to the DOM in most apps, but browsers optimized CSS rendering for decades, so a declarative approach skips the layout thras…
LMpad 是支持 OpenRouter 多模型调用的 Prompt 可视化管理工具，结合社区共享和软木板式个人收藏界面。
I kept losing prompts across gpt sites, old chats, and random docs, so I built LMpad - a simple place to discover prompts, save them to your own pad, fill in variables, and run them with any OpenRout…
受众观点：①Born-Exercise-2932 指出核心升级方向是 git-style prompt 版本控制和 A/B 测试对比；②dr_3ck 质疑 Prompt 工程在现代 LLM 时代是否仍有价值；③作者以 auto-generate prompts from title 作为降低门槛的解法
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- @dr_3ck (2): Wonder what problem you actually want to solve?
- @leonfresh (1): It's more of a visual thing I guess, for those who love pinterest and google keep and want to use LLM on it
- @Born-Exercise-2932 (1): the prompt management problem is real but gets worse in a specific way — once you have more than a few dozen prompts, the real challenge isn't storage, it's knowing which version of which prompt worked for which context. this is basically git for prompts. if you add prompt versi…
- @dr_3ck (1): Nice twist. But i am curious: is prompt design still a thing? Thought current llms are already optimized wtr. And anything repeatable is a command…
- @leonfresh (1): Good point and yea that's why I made it auto-generate prompts (the body of the note) based off titles alone!
用SystemVerilog实现的4×4脉动阵列编译为WebAssembly，提供浏览器内分步可视化，让开发者直观理解TPU如何执行矩阵乘法
Most explanations of TPUs and systolic arrays are either hand-wavy diagrams or papers. I wanted to see the thing actually run, so I built it. TinyTPU is a 4×4 weight-stationary systolic array in real…
受众观点：① @Erin-Dash 认为交互式RTL可视化胜过读论文 ② @ReindeerEvery9345 指出分步可视化让数据流动感觉真实 ③ 评论对三层递进设计（MAC→4×4→tiling）反应正面
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- @idiocracyineffect (2): Pretty frickin cool! Nice work
- @Erin-Dash (2): this is genuinely impressive. interactive rtl visualization is the best way to actually understand systolic arrays instead of just reading papers. great execution on the three-level progression too.
- @Horror-Flamingo-2150 (1): Thank you soo much. i highly appreciate this!!!
- @Horror-Flamingo-2150 (1): Thank you soo much. i highly appreciate this!!!
- @ReindeerEvery9345 (1): wow this is wild tbh i love seeing real rtl run in the browser . the step by step visual really clicks the systolic flow. i wish more folks made stuff like this it makes the math feel real. keep it up
讨论用FC26足球游戏模拟功能多次运行能否近似蒙特卡洛预测，评论区指出游戏引擎可靠性是方法有效性的前提
maybe this should be asked in the Fc26 game subreddit but not sure. Anyway I just saw a video of someone predicting the winner of the world cup using the simulate match feature in the game but he onl…
受众观点：① @roarti 指出这可视为蒙特卡洛实验但前提是引擎是可靠预测模型 ② @polyploid_coded 用Warren Buffett悬赏案例说明低分体育赛事随机性极高 ③ @ReindeerEvery9345 补充游戏引擎是随机噪音则跑再多次也只是测RNG
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- @roarti (4): If you want an answer related to this game you are clearly in the wrong sub. If you want a scientific answer, if you repeat it often enough, maybe you can treat it as a form of Monte-Carlo experiment (https://en.wikipedia.org/wiki/Monte\_Carlo\_method)
- @polyploid_coded (2): Consider Warren Buffett's offer to provide $1 billion to someone who could predict every game in March Madness (the US men's college basketball tournament). Even if you can identify the best team overall, they could botch one game, and then their rival continues on to the follow…
- @ReindeerEvery9345 (1): tbh you can crank it up to a few hundred runs and you’ll get a rough prob distribution but if the game’s engine is just random junk the numbers dont real. Monte Carlo only works when the underlying model is decent otherwise you’re just measuring the game’s RNG. so you might see…
- @Stillane (-6): Thanks, but would a random match outcome really useful for any case ? I honestly still never know when Monte Carlo is used the only example I know of that feels intuitive is the one used to know the area of a shape by placing random points…
用户截图吐槽 Claude 长时间思考后直接结束对话未输出任何内容，评论以低分小范围共鸣为主。
r/ClaudeAI thank you claude how helpful you are indeed
受众观点：① Claude 思考完直接结束的失败体验 ② "thinking is the product now"的反讽
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- @Aggravating-March109 (2): That's the whole conversation right there, huh? Claude just sat there thinking and then called it done.
- @ClaudeAI-mod-bot (1): We are allowing this through to the feed for those who are not yet familiar with the Megathread. To see the latest discussions about this topic, please visit the relevant Megathread here: https://www.reddit.com/r/ClaudeAI/comments/1s7fepn/rclaudeai_list_of_ongoing_megathreads/
- @BoxLegitimate9271 (1): the thinking is the product now
- @weirdnesseverywhere (1): A for Apple
独立开发者单人制作的海洋浮岛经营模拟游戏《The Borderless》发布首支预告片，Steam Demo 已上线。
Hi, I’m a **solo indie** developer working on ***The Borderless***, a cozy floating island management sim set in the middle of the ocean. This is the first **trailer** for the game, and I’d really ap…
受众观点：①camppofrio 提出预告片的核心矛盾：氛围感 vs 玩法展示如何取舍；②作者选择优先展示玩法循环但也想保留 cozy 氛围感
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- @camppofrio (2): Fitting cozy vibe and actual gameplay loop into one trailer without losing either is tricky. Did you lead with atmosphere or mechanics?
- @burcin_93 (1): I’d say I led more with the gameplay loop, because my main goal was to show what the player actually does. But I also wanted to keep the cozy island atmosphere visible. What do you think?
开发者寻求除Arxiv外能过滤噪音的高质量ML信息聚合渠道，评论区推荐了Hacker News和paper digest作为低噪音替代
I need a break from social media and all the bots.. Aside from Arxiv are there any sources that do a good job of aggregating the good stuff and filtering out all the junk?
受众观点：① @Accomplished_Net3466 推荐paper digest和Hacker News作为低噪音信息源 ② @MatricesRL 和 @RussB3ar 的对话揭示X平台机器人问题的普遍认知 ③ 社区对信息过载和机器人污染的集体困扰
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- @MatricesRL (1): Twitter (X) There's like no bots there
- @RussB3ar (1): Did you forget the /s? Because X is indeed full of bots.
- @MatricesRL (1): I'm joking, don't worry I can't open comments on X anymore in public
- @Accomplished_Net3466 (1): paper digest , hacker news
开发者展示了一个针对大量顶点进行性能优化的开源 3D 建模 Web 应用 kokraf，寻求 GitHub star
r/webdev Optimized for large numbers of vertices. Nearly 400 commits milestone…
受众观点：① @Leather_Catch2136（2分）表示印象深刻，整体正面反应 ② @Sengchor（作者）提供 GitHub 仓库和在线演示链接，主诉求是获得 star
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- @Leather_Catch2136 (2): Impressive!
- @Sengchor (1): If you like this 3D modeling webapp, a star on the repository would really appreciated. Source code: [https://github.com/sengchor/kokraf](https://github.com/sengchor/kokraf) Live project: [https://kokraf.com/](https://kokraf.com/)
有人写了一本关于 Web 身份认证的免费在线书籍，评论区玩了一个 401 状态码的双关梗。
r/webdev I wrote a free online book on auth
受众观点：① 受众具备 HTTP 基础知识且欣赏技术幽默（401 梗） ② 帖子吸引了真正在读内容的人 ③ 整体受众是小众精准的 web 开发者群体
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- @tom2kk (4): I’m getting a 401 ;)
- @Dependent-Guitar-473 (1): if you don't get this joke, you have to read the article above 😅
- @Live-Purposefully (1): That’s really cool! Thank you for sharing!
feedback2code.dev 让客户在 staging 站直接标注反馈，AI 编码 Agent 自动分析代码库并生成 GitHub PR，消除 freelancer 处理碎片改动的重复劳动。
As a freelancer, one thing that always annoyed me was how much time got wasted on tiny client requests. * "This button should be green." * "There's a typo here." * "Can we move this section higher up…
受众观点：①Logical-Fondant-3903 指出真正的摩擦不在代码修改而在客户采用——客户大概率还是会发 Slack 消息而不用 widget
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- @Logical-Fondant-3903 (1): youre definitely scratching a real itch, but the question is whether clients will actually use the widget consistently or just keep sending slack messages anyway. onboarding the client is the real friction here, not the code change
Horizon Chess 是纯前端无后端的免费盲棋计算训练工具，用 Stockfish.js + Web Worker 帮助棋手提升脑内棋盘可视化能力。
Hey everyone, A few months ago I barely knew what a Web Worker was. Today I finally deployed my first real project. Like a lot of players, I've always hit a wall calculating more than 5 moves ahead i…
受众观点：①AceReviewer 认为比 Chess.com 谜题更好，对无界面计算训练的差异化定位给予正面认可；②作者承认产品还不完善，主动寻求 brutal feedback
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- @AceReviewer (1): This is like Chess com puzzles but better. Holy congrats on making this! Would love to have you post this on r/WebSoftGiveaway
- @Accurate-Help-9968 (1): Thanks for the feedback!
研究者首次投稿Nature Machine Intelligence前寻求经验分享，论文方向为ML在工程信号处理中的跨学科应用
I'm planning to submit a paper to either NMI, but this will be my first paper to a nature-like venue. Would love a quick chat with anyone that has experience. My paper's specifically more geared towa…
受众观点：① @LetsTacoooo 指出NMI评审参差不齐，通过编辑是大障碍，JMLR更公平但知名度低 ② @PlateLive8645 解释选NMI因为论文是用ML支撑数学证明而非纯ML创新 ③ NMI在ML/CS圈外的知名度优势是重要考量
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- @LetsTacoooo (1): It's variable, lots of trash work and some good work, riding on Nature clout which is more recognizable outside of ML/CS circles. Reviews can be variable, a big hurdle is getting approved by the editor. JMLR has more consistent good work + fair reviews (but likely less clout).
- @PlateLive8645 (1): Yeah I understand. I wanted to aim for NMI mainly because I'm not really doing any new ML stuff. I'm using ML to support a novel math proof that extends to many fields in science.
基于MuJoCo构建的多智能体强化学习无人机仿真环境开源库，支持多种任务目标，作者寻求RL社区反馈和改进建议
Hi all, Lately I have been working on creating a package for Multi Agent RL based drone environments with different objectives, all bundled into a single GitHub repository: https://github.com/tau-int…
受众观点：① 社区对开源RL环境贡献的支持意愿 ② 作者以学生身份请求反馈的开放姿态 ③ 多智能体协作场景下的任务多样性设计
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Optimus方法在极少标签条件下实现无需训练的图半监督学习，以每类仅1个标签超越GCN准确率，提供Hugging Face在线演示
Hi all, I have been working on this method based on a hunch along with many llm for quite some time. Though first it was being engineered by me but I was learning in supervised ml area but this hunch…
受众观点：① 极少标签场景下的准确率表现是核心吸引点 ② Hugging Face Space零代码在线试用降低验证门槛 ③ LLM辅助研究的工作方式引发关注
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关于Gemma-4量化感知训练能否与unsloth等第三方量化工具配合使用的技术疑问，涉及QAT设计目的与替代量化方法的兼容性
From TF's website: > Quantization aware training emulates inference-time quantization, creating a model that downstream tools will use to produce actually quantized models. So is it designed to wo…
受众观点：① 量化方法选择对模型性能的实际影响 ② QAT是否与Google量化工具链绑定 ③ unsloth benchmark数据的可信度与解读方式
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Google 推出创作者搜索主页功能，允许出版商和创作者在搜索结果中建立专属主页、关联社交媒体账号并被用户直接 Follow 进 Discover
受众观点：① 担心普通用户搜索排名被创作者主页进一步压缩 ② 认为有归属主体的搜索主页早该有了
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- @Overview (0): * [Launches525](/products/google/launches) * [Reviews71](/products/google/reviews) * [Alternatives](/products/google/alternatives) * [Customers](/products/google/customers) * [Built with](/products/google/built-with) * [Forum](/p/google) * More This is the 525th launch from Goog…
- @BobCA (0): I understand that maybe this is a way for content creators to get more shine...but SHEESH regular people getting pushed down lower with this one. Upvote (4) Report Share 5h ago [](/@anusuya%5Fbhuyan) [Anusuya Bhuyan](/@anusuya%5Fbhuyan) Wait this is actually useful? A real profi…
Manus 推出 Shopify AI Agent 连接器，让用户通过自然语言指令自动完成店铺运营任务，核心设计争议在于 Agent 规划层采用预先计划还是边执行边重规划
Manus Shopify Connector
受众观点：① Agent 规划层架构的核心工程问题（一次性计划 vs 交错重规划）及 token 成本与容错性权衡 ② 产品定位于技术型电商卖家（UX + DevTools + E-Commerce 三角）
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- @Overview (0): * [Reviews](/products/manus-shopify-connector/reviews) * [Alternatives](/products/manus-shopify-connector/alternatives) * [Team](/products/manus-shopify-connector/makers) * [Awards](/products/manus-shopify-connector/awards) * More Free Options Launch tags:[User Experience](/topi…
- @sanreds (0): Curious about the planning layer here. When a user says "launch a summer campaign," does Manus build one long plan upfront and execute, or does it interleave plan, execute, replan after each tool call? The first is cheaper but brittle when Shopify's API returns something unexpec…
微软发布 MAI-Image-2.5 图像生成模型，在设计工具和社交媒体图片生成赛道参与竞争，是微软 AI 图像能力的最新迭代
MAI-Image-2.5
受众观点：① evidence 不足，仅有产品概览页信息
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- @Overview (0): * [Reviews](/products/mai-image-2-5/reviews) * [Alternatives](/products/mai-image-2-5/alternatives) * [Team](/products/mai-image-2-5/makers) * [Awards](/products/mai-image-2-5/awards) * More Free Options Launch tags:[Design Tools](/topics/design-tools)•[Social Media](/topics/soc…
IFTTT 上线全套游戏自动化服务，支持将 Steam、Dota 2、暗黑破坏神 III 等多个游戏平台与 Telegram、Slack、Google Sheets 等工具联动触发
IFTTT
受众观点：① 用户关注 Twitch 直播触发器等直播生态自动化场景 ② 界面简洁易用、集成多价格低的产品口碑 ③ 流程能力有限、复杂 flow 力不从心是核心痛点
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- @Overview (0): * [Launches33](/products/ifttt/launches) * [Reviews3](/products/ifttt/reviews) * [Alternatives](/products/ifttt/alternatives) * [Built with](/products/ifttt/built-with) * [Team](/products/ifttt/makers) * [Awards](/products/ifttt/awards) * More This is the 33rd launch from IFTTT.…
- @IFTTT (0): Maker 📌 Hey Product Hunt! 👋 As someone who loves to game, this one's personal. 😄 For years, Discord, Rust, Twitch, and Reddit have been among some of our most popular apps, so we knew it was time to go bigger. Today we're introducing a brand new stack of gaming services on IFTTT…
- @Mailwarm (0): This would be lots of fun for Discord communities. Any chance you’ll add Twitch triggers too, like auto post when someone goes live or hits a milestone? Upvote Report Share 7h ago [Arthur Henrique Della Fraga](/@artuhnrq) •[2 reviews](/@artuhnrq/reviews) Great no-code automation…