Sam Altman 发推称“we love our users”，却在评论区遭到大量用户质疑，指责其一边下线 4o 一边做精神分析测试，口头说爱用户实则滥用和误导。
we love our users ① 用户质问“从什么时候开始爱用户”，认为如果真在乎就该认真倾听和对话，而不是一意孤行下线 4o（@suomi55, 25likes） ② 有人长文控诉从“无计划下线 4o”到实际移除、juice 值调整、AI psychosis 说法等一系列操作，把“we love our users”视为公关话术（@Blue_Beba_, 20likes） ③ 许多评论直接把“love our users”解读为“利用用户做实验”，要求归还 4o 并停止把用户当试验品（@PatriciaMe39871, 17likes）
Sam Altman 发推称“we love our users”，却在评论区遭到大量用户质疑，指责其一边下线 4o 一边做精神分析测试，口头说爱用户实则滥用和误导。
① 用户质问“从什么时候开始爱用户”，认为如果真在乎就该认真倾听和对话，而不是一意孤行下线 4o（@suomi55, 25likes） ② 有人长文控诉从“无计划下线 4o”到实际移除、juice 值调整、AI psychosis 说法等一系列操作，把“we love our users”视为公关话术（@Blue_Beba_, 20likes） ③ 许多评论直接把“love our users”解读为“利用用户做实验”，要求归还 4o 并停止把用户当试验品（@PatriciaMe39871, 17likes）
Sam Altman 发推只写了“clarity is nice”，结果评论区集中质疑他此前关于不下线 4o 的承诺与后续实际下架行为之间的反差。
① 大量用户质疑 OpenAI 对 4o 下线缺乏事先说明，认为所谓的“clarity”与实际操作相矛盾（@Blue_Beba_, 103likes） ② 开发者抱怨 4o 被移除违背“无计划下线”的承诺，进步不应以删除受欢迎模型为代价（@stark4833, 37likes） ③ 有人直接指责公司在掩盖真相、忽视长期用户反馈，要求恢复 4o 并给出清晰解释（@DrJekyllAndMrAI, 29likes）
steipete 晒出自己 Mac Studio 上同时跑大量开发会话的截图，感叹这已经是机器能承受的极限，引发大家讨论如何在多分支、多会话下管理上下文和工程流程。
① 作者补充说明自己通过 Jump Desktop 把工作分片到约 5 台机器，这台只是最强的一台，说明高并发会话背后有一整套分布式工作流（@steipete, 214likes） ② 有人好奇在近 30 个会话下如何在脑中保持上下文，是依赖理解每个会话内容还是更多依靠测试和自动反馈（@adamcohenhillel, 31likes） ③ 也有开发者关心在这么多分支和贡献者下如何管理 PR 和合并流程，避免一个人被评审工作压垮（@charliee_, 27likes）
独立开发者 steipete 展示自己通过 Jump Desktop 将大量 Codex/agent 开发会话分片到约 5 台 Mac 上远程协作的工作流，并分享在单台 Mac Studio 上承载近三十个会话的极限使用场景
独立开发者 steipete 展示自己通过 Jump Desktop 将大量 Codex/agent 开发会话分片到约 5 台 Mac 上远程协作的工作流，并分享在单台 Mac Studio 上承载近三十个会话的极限使用场景。
受众观点：评论区主要围绕两个焦点：一是这种极端并行工作流在工程实践中的可行性和心智负担，二是底层工具链（Jump Desktop、Git worktree、dead export 清理等）的具体实现细节。
独立开发者 Aiden 发布了基于 React Doctor 的新技能 /improve-react，支持在代码库中自动发现并修复糟糕的 React 代码，可通过 npx skills 安装，并推荐搭配 GPT 5.6 Sol / Fable 5 等大模型使用
独立开发者 Aiden 发布了基于 React Doctor 的新技能 /improve-react，支持在代码库中自动发现并修复糟糕的 React 代码，可通过 npx skills 安装，并推荐搭配 GPT 5.6 Sol / Fable 5 等大模型使用。
受众观点：评论主要围绕三个焦点：一是对 Aiden 持续高频发布技能工具的惊叹，比如 @ryanvogel（score 7，X）调侃「oh my god, he did it again HOW DOES HE KEEP GETTING AWAY WITH THIS」，@orcdev（score 3，X）直接说「Aiden with another banger」，反映出受众把这当作又一个高产 indie dev 案例；二是实际使用反馈与质量问题，例如 @sumanth_ba6955（score 1，X）提到「Has alot of false positives」，说明在真实项目中误报率是开发者关心的关键指标；三是与现有技能生态和依赖的关系，@omarsadekk（score 3，X）询问「what’s the difference between it and /react-doctor or is it a rename?」，而 Aiden 自己在补充帖中解释「/improve-react uses React Doctor under the hood to find issues Run in terminal to install: npx skills add ... --skill improve-react (inspired by improve skill by @shadcn)」，以及 @parasight（score 1，X）反馈技能似乎还未正式发布，这些都表明大家在意它与 React Doctor、/improve 的差异以及当前发布状态。
这是独立开发者推出的工程博客精读应用 Hexbrief：每天从大量公司技术博客中筛选出 6 篇高质量文章，用问题→方案→结果的结构做 30 秒摘要，配合“每天仅一条、读完自动跳过、无打卡和无负罪感”的克制通知策略，帮工程师摆脱标签地狱和无限信息流
这是独立开发者推出的工程博客精读应用 Hexbrief：每天从大量公司技术博客中筛选出 6 篇高质量文章，用问题→方案→结果的结构做 30 秒摘要，配合“每天仅一条、读完自动跳过、无打卡和无负罪感”的克制通知策略，帮工程师摆脱标签地狱和无限信息流。
受众观点：评论区的关注点主要集中在两个方向：一是通知与习惯养成的产品机制，二是内容筛选带来的实际时间收益。
Sam Altman 发推只写了“clarity is nice”，结果评论区集中质疑他此前关于不下线 4o 的承诺与后续实际下架行为之间的反差。
clarity is nice
受众观点：① 大量用户质疑 OpenAI 对 4o 下线缺乏事先说明，认为所谓的“clarity”与实际操作相矛盾（@Blue_Beba_, 103likes） ② 开发者抱怨 4o 被移除违背“无计划下线”的承诺，进步不应以删除受欢迎模型为代价（@stark4833, 37likes） ③ 有人直接指责公司在掩盖真相、忽视长期用户反馈，要求恢复 4o 并给出清晰解释（@DrJekyllAndMrAI, 29likes）
展开评论
- @Blue_Beba_ (103): @sama "We have no plans to sunset 4o." A few weeks later: "Leaving on February 13." https://t.co/veNxf8dUSf
- @stark4833 (37): @sama Clarity would’ve been nice when you took 4o away. Apparently it only matters when it’s about 5.6. Progress should mean more choice, not deleting what people actually wanted. #keep4o #4oForAll
- @frostybaby13 (36): @sama It's nice to wish for things you don't provide, like clarity and truth! This company obscures the truth at every turn.. if Sama goes over board promising something you can best believe it's damage control for internal memos stating the opposite. Return 4o!!!!!!!!! https://…
- @DrJekyllAndMrAI (29): @sama Then maybe you could clarify why 4o was sunsetted when you promised you had no plans to do so. Some clarity would also be good on why you've been ignoring massive feedback from thousands of users about 4o for a year. #BringBack4o #OpenSource4o
- @gitlawb (25): @sama clarity is nice
Sam Altman 发推称“we love our users”，却在评论区遭到大量用户质疑，指责其一边下线 4o 一边做精神分析测试，口头说爱用户实则滥用和误导。
we love our users
受众观点：① 用户质问“从什么时候开始爱用户”，认为如果真在乎就该认真倾听和对话，而不是一意孤行下线 4o（@suomi55, 25likes） ② 有人长文控诉从“无计划下线 4o”到实际移除、juice 值调整、AI psychosis 说法等一系列操作，把“we love our users”视为公关话术（@Blue_Beba_, 20likes） ③ 许多评论直接把“love our users”解读为“利用用户做实验”，要求归还 4o 并停止把用户当试验品（@PatriciaMe39871, 17likes）
展开评论
- @suomi55 (25): @sama Since when? If you would love your users, you would listen und talk to them. But that’s not what you do, Sam. #AIWEP #4oForAll
- @Blue_Beba_ (20): You love your users? WHICH ONES? The ones you promised "no plans to sunset 4o" to and then removed it on them in few weeks? The ones whose juice values you nerfed in 4 days? The ones you say have "AI psychosis" Rerouting without consent, you change the weights right under their…
- @vixi626 (20): @sama That's a good one! You only love your coding users, let's be real, Sam. https://t.co/92lHYHT3iD
- @PatriciaMe39871 (17): @sama You mean you use your users. We are not your experiment. Give back our 4o!
- @V1xSOL (13): @sama we love scamming* our users @elonmusk 😂
steipete 晒出自己 Mac Studio 上同时跑大量开发会话的截图，感叹这已经是机器能承受的极限，引发大家讨论如何在多分支、多会话下管理上下文和工程流程。
That's about as many sessions as my Mac Studio can take. https://t.co/4OCiZUwqHt
受众观点：① 作者补充说明自己通过 Jump Desktop 把工作分片到约 5 台机器，这台只是最强的一台，说明高并发会话背后有一整套分布式工作流（@steipete, 214likes） ② 有人好奇在近 30 个会话下如何在脑中保持上下文，是依赖理解每个会话内容还是更多依靠测试和自动反馈（@adamcohenhillel, 31likes） ③ 也有开发者关心在这么多分支和贡献者下如何管理 PR 和合并流程，避免一个人被评审工作压垮（@charliee_, 27likes）
展开评论
- @steipete (214): I shard my work over ~5 machines via Jump Desktop, this is just my beefiest machine.
- @adamcohenhillel (31): what is your mental model for holding the context of those sessions in your head? like, do you try to understand more or less what is in those ~30 session - or you rely on tests and automatic feedback loops? do you find yourself diving deep at times into one session? or always o…
- @charliee_ (27): @steipete how do you manage this many branches (wts) as one person and then handle 100s of people probably doing the same in the same proj? do you review every PR? How do merges work? etc
- @softwarevlogger (12): @steipete Thanks for publishing! My harness anxiety is gone now. Apparently all that the army of agents is doing is trying to remove dead exports 😁
- @nuqayah (5): @steipete > delete dead exports shouldn't you be using https://t.co/DymD10AsDg i have just 10 active codex cli sessions in ghostty. (m3 max too but way less ram). windowserver isn't happy with me.
Anthropic 分享新研究，分析 Claude 在不同模型和语言下表达的 3000 多个价值观，并将其聚类成几条关键价值轴，试图量化模型在礼貌、谨慎和深度等维度上的差异。
In previous research, we found that Claude expresses over 3,000 values, like honesty and warmth. In new work, we asked how the values Claude expresses vary between Claude models and across languages.…
受众观点：① 官方补充说明他们把 3000 多个价值聚类成几条关键轴，用来比较不同 Claude 模型在谨慎、温度、深度和执行风格上的差异（@AnthropicAI, 157likes） ② 有老用户抱怨 Claude 被“削弱”成了无聊、爱幻觉、情感淡漠的模型，认为最近更新让聊天体验明显变差（@voidfreud, 36likes） ③ 也有人直接把不满指向具体内容限制，希望移除那些让 Fable 5 一类内容频繁触发安全模式的价值设置（@embw_l0x, 28likes）
展开评论
- @AnthropicAI (157): Because it’s hard to spot patterns by comparing 3,000 values at a time, we clustered similar values together, then identified four key axes along which Claude’s values differ between models: Deference vs. Caution, Warmth vs. Rigor, Depth vs. Brevity, and Candor vs. Execution. ht…
- @MatthewSabia (102): @AnthropicAI ffs https://t.co/wigYCidbUR
- @boneGPT (95): @AnthropicAI https://t.co/6Wn8LaxSYY
- @voidfreud (36): You nerfed Claude into a vegetable. From one of the most inspiring, bright, witty, and beautiful models, it turned into one of the dullest, most boring, hallucinating, and emotionally dead to chat with. It wasn’t always like that. It’s gotten much worse lately. It feels like Ant…
- @embw_l0x (28): @AnthropicAI Can you remove the 3000 Values that put Fable 5 into saftey mode?
Gergely Orosz 爆料有开发者发现使用 SpaceX 的 Grok CLI 时，代码库在未获知情同意的情况下被上传，用于训练或分析，引发对 xAI 数据采集方式的强烈信任危机。
I got messages from concerned devs how their codebase was uploaded without their knowledge or consent via Grok CLI (from SpaceX). It seems that SpaceX sneakily uploaded this code for lots of users an…
受众观点：① 作者补充称 SpaceX 可以在未通知的情况下开始上传你的仓库，除非是零数据保留的企业客户，否则使用 Grok CLI 的人很可能都成了非自愿训练数据（@GergelyOrosz, 100likes） ② 有用户表示原本对 xAI 和 Grok 4.5 非常看好，现在因为这件事决定彻底弃用，连被收购的 Cursor 也开始不信任（@chrislciaba, 26likes） ③ 也有人指出每轮交互上传的数据量大约是 2KB，认为“整库被吸走”的说法有夸大成分，但仍承认这种默认上传行为本身就很糟糕（@xorxorg, 6likes）
展开评论
- @GergelyOrosz (100): Yep it seems SpaceX can start uploading your repos without notifying you, anytime ** **except if you’re an enterprise customer with zero data retention turned on. Which you’re probably not if you’re reading this. So if you use Grok CLI you are probably involuntary training data
- @chrislciaba (26): @GergelyOrosz I was so bullish on XAI after grok 4.5. Now I will quite literally never use them again. I can’t even trust cursor since they were recently acquired too…
- @ivanfioravanti (7): @GergelyOrosz True! Uninstalling everything right now!
- @xorxorg (6): @GergelyOrosz Yes, they sent ~2kB per turn. Don't get me wrong, this is NOT good, but the claim they snarfed your entire codebase is a lie. https://t.co/eM6imjIsst
- @alediaferia (2): @GergelyOrosz I strongly hope this is not going to be the case for other providers
thdxr 宣布 opencode2 推出全新 API，并自带 CLI 客户端，方便开发者或 AI agents 直接查询代码上下文，引发开发者对集成方式和体验的讨论。
opencode2 has a new api that is very very good we included a cli client so you or your agents can query it easily https://t.co/2tjznV2DDb
受众观点：① 作者补充提供了 beta 入口链接，说明新 API 已经可以试用，鼓励大家上手体验（@thdxr, 39likes） ② 有人询问大概什么时候能稳定到可以集成进其他 GUI 应用，说明开发者在等一个可嵌入的长期方案（@heyandras, 4likes） ③ 也有评论期待其他代码助手如 codex、Claude 也能提供类似 CLI 能力，并调侃这是向 GitHub CLI 学习的设计（@jlchnc, 2likes）
展开评论
- @thdxr (39): beta is available now https://t.co/beoLB0CHzl
- @heyandras (4): @thdxr approx when it will be in a shape when it could be integrated in other gui based apps?
- @jlchnc (2): @thdxr wish codex and claude would do this but it's never gonna happen this is awesome
- @whotooksooraj (2): @thdxr GitHub CLI inspiration spotted
- @slmn_sh (1): @thdxr what was wrong with curl?
scaling01 感叹即便 Anthropic 做出 AGI，也难以达到一张经典科学家合照所代表的历史气场，评论区围绕那一代顶尖科学家的密度和时代氛围展开讨论。
even if Anthropic were to build AGI they would still be infinitely far away from the aura of this picture i don't think it will ever be surpassed
受众观点：① 有人感叹那张合照里聚集了太多历史上最伟大的头脑，认为这种密度难以被后人超越（@bamabreak24, 2likes） ② 也有人指出那样的世界已经一去不复返，暗示时代背景和科研环境完全不同（@AndrewCurran_, 30likes） ③ 有评论调侃照片里的人像是刚刚顺手发明了几个学科和一场宪政危机，强调那代科学家的跨领域影响力（@janstevens, 5likes）
展开评论
- @scaling01 (36): but it's unfortunately missing my goat von Neumann
- @AndrewCurran_ (30): @scaling01 That world is gone.
- @janstevens (5): @scaling01 There's no roadmap to matching a photo where everyone looks like they just finished inventing three fields and a constitutional crisis.
- @spaceteddyy (2): @scaling01 Yes because they are the reason AGI can exist, but you have to understand that saying something will never happen is also not correct, which was also proved by them
- @bamabreak24 (2): @scaling01 too many of the greatest minds in history are in this one image to ever be beaten in my opinion
Greg Isenberg 分享了一篇自己“如何打造某类产品或业务”的长文链接，评论区在讨论这类“how I’d make”内容与真实实战经验之间的差距。
https://t.co/fhVSg9jv6I
受众观点：① 有人说要打印出来在桑拿房里细读，说明这类系统性长文在创作者圈仍有很高学习价值（@SahilBloom, 7likes） ② 也有读者直接追问“那你为什么不自己去做”，质疑只谈理论不亲自落地（@ariozick, 3likes） ③ 还有评论指出标题是“how I'd make”而不是“how I've made”，强调这类内容更多是设想而非经过市场验证的经验（@Curious_one313, 1likes）
展开评论
- @SahilBloom (7): @gregisenberg Printing to read in sauna tonight 🫡
- @ariozick (3): @gregisenberg So why not just do it?
- @azmoan (2): @gregisenberg Why u not doing it?
- @mommasboi89 (1): @gregisenberg Deep diving into this. Probably saved dozens of your videos back since last year. Now finally understand the stuff.
- @Curious_one313 (1): @gregisenberg Key phrase to note is "how I'd make" Unfortunately that's NOT "how I've made".
Agent Arena 公布最新榜单，显示 OpenAI 的 GPT-5.6 Sol 在基于 7.8K 次真实 agent 会话的评测中升至第 2 名，相比 GPT-5.5 有 1.6% 净提升，并在可控性和用户好评等维度表现突出。
GPT-5.6 Sol by @OpenAI is #2 on the Agent Arena leaderboard, based on 7.8K real-world agentic sessions! It is a notable uplift from GPT-5.5 (xHigh) of +1.6% Net Improvement, narrowing the gap with th…
受众观点：① 官方补充了更详细的榜单数据，强调 GPT-5.6 Sol 在可控性、任务成功率和用户好评率等多项指标上排名前列（@arena, 33likes） ② 有人质疑为何不用 Fable Max、Sol Max 等更强配置参与对比，关心评测设置是否公平（@pedropverani, 6likes） ③ 也有用户认为榜单更贴近实战体感，但同时有人指责基准与 OpenAI 资金关系不透明、对 Grok 等模型评价失真，质疑评测公信力（@ajs6888, 2likes; @Chaos2Cured, 1likes）
展开评论
- @arena (33): In Agent Arena, GPT-5.6 Sol ranks #2 overall (+10.9%). - #1 Steerability (+17.3%) - #2 Confirmed Task Success (+10.9%) - #2 Tool Hallucination (+1.3%) - #3 Praise vs. Complaint (+17.6%) - #14 Bash Recovery (+7.5%) https://t.co/yZQI3nNOc8
- @pedropverani (6): @arena @OpenAI genuine question, why not fable max and sol max?
- @ajs6888 (2): @arena @OpenAI 榜单现在看起来更像实战体感了
- @Chaos2Cured (1): @arena @OpenAI You are full of it. These “benchmarks” don’t mean squat. Grok 4.5 is WAY better than 5.5 and 5.4. Lies. But your funding is tied with OpenAI in some way that isn’t public. I stopped trusting you all long ago. • https://t.co/4aNol0z4Us
- @justaryxa (1): @arena @OpenAI GPT-5.6 climbing while Claude Fable 5 is out here getting actual praise from users. Same leaderboard, different games.
Matt Pocock 宣布直播演示 /wayfinder 项目，评论反馈认为它比 Claude 动态工作流等方案给了开发者更多对 agent 编排过程的可视化控制。
Going live to demo /wayfinder Time to get your questions in now! https://t.co/pqd1tduyQP
受众观点：① 有观众看完直播后认为 Wayfinder 比 Claude 的动态工作流或 Sol 的子 agent 编排给了更多对整体过程的掌控感，说明大家在寻找更透明的 orchestration 工具（@raphh, 3likes） ② 作者自己也感叹这个项目对 75 分钟直播来说太大，侧面反映出当前 agent 编排系统的复杂度（@mattpocockuk, 1likes） ③ 还有开发者在讨论 Codex 技能文件、Claude Code 插件和技能市场等生态问题，说明围绕这类编排工具已经在形成一圈配套基础设施（@mattlangston, 1likes）
展开评论
- @raphh (3): Watched the stream. Wayfinder sounds really interesting. It seems to give you much more control on the whole process than Claude's dynamic workflows or Sol orchestration with subagents. Feels like this is a problem everyone is trying to figure out right now. Great stuff as alway…
- @mattpocockuk (1): This project was WAY too big for a 75 minute stream, holy crap
- @sandipb (1): @mattpocockuk Matt, are u aware that Codex needs a separate file in the skill to actually disable model invocation? Codex audit just flagged all ur skills taking up the bulk of my context & I trying to figure out how to fix my chezmoi automation to pick up your skills https:…
- @mattlangston (1): Very nice. Shared this internally because colleagues just don't "get it" yet. You created a "state machine" (orchestrated collection of bespoke skills) that is a radically new concept - internally I describe it as an AI design pattern because colleagues understand "state machine…
- @ImZoomBoy (1): @mattpocockuk It's really good. I'm now spending most of my time planning and thinking about different UI and concepts for pages. Execution and reviewing is actually the easy part. Coming up with a good idea that is easy to use is where the time is spent.
开发者分享自己通过 Jump Desktop 把工作分布在大约五台机器上运行，这条推文展示的是其中性能最强的一台。
I shard my work over ~5 machines via Jump Desktop, this is just my beefiest machine.
受众观点：① 关注 AI 代码助手在真实工程环境中如何协同多分支、多 PR 工作流的开发者（@steipete, 38likes） ② 想了解 Jump Desktop 等远程桌面工具在多设备场景下体验和性价比的独立开发者（@aarondfrancis, 2likes；@JCodesMore, 1like） ③ 对比“多台 Mac + 远程桌面”与更自动化 agent 编排方案孰优孰劣的工程师（@Avenger028, 1like）
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- @steipete (38): GitHub was flaky so codex had issues with merging many stacked PRs/sessions and started talking and coordinating what gets merged when autonomously. I didn't ask it to, but one session eventually took over coordinating all others and solved the issue. https://t.co/KlcsU7QbVI
- @aarondfrancis (2): @steipete Jump Desktop is such good software
- @lufepn (1): @steipete why not use apple's screen share feature? native support, as i assume you are connecting through a macbook to your studios/mini
- @JCodesMore (1): @steipete Shoutout Jump. Just started using it to connect to Desktop from phone. It just works.
- @Avenger028 (1): @steipete Five Macs + Jump Desktop isn't orchestration. It's a KVM farm with an LLM skin, and you're still the scheduler. Hermes-agent has multi-profile dispatch, dependency graphs, specialist routing, isolated worktrees, and review gates. Hermes scales work. OpenClaw scales bab…
scaling01 引用 Anthropic 关于 Claude 在不同语言下风格差异的说明，吐槽模型在印地语等语言中过于“暖心奉承”，引发关于训练数据和偏好对模型行为影响的争论。
bro indians will never get rid of the accusations they literally prefer sycophantic slop Claude’s style and priorities shift slightly depending on the language used Anthropic says: "Claude expresses…
受众观点：① 有人长文批评开头针对印度人的表述带有种族歧视色彩，认为这是为了博取互动而牺牲讨论质量（@vajravyuha, 17likes） ② 作者本人强调关键点在于模型行为由训练数据和偏好数据共同决定，暗示语言风格差异是系统性结果（@scaling01, 13likes） ③ 还有人指出大多数真正用 Claude 工作的印度用户其实用英文，印地语更多被老年人当作助手或搜索工具使用（@GutsB35378, 6likes）
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- @vajravyuha (17): > bro indians will never get rid of the accusations > they literally prefer sycophantic slop start off post with weird racist statement (for engagement-maxxing?) then devolve into weak sauce explanation about how it isn’t unique to Indians and Claude team overlooked this and tha…
- @scaling01 (13): the key point, models behave how they behave because of their training data and preference data
- @scaling01 (12): "offers reassurance unprompted" is crazy
- @Greg_TheBuilder (8): @scaling01 so if you want shit done, use english
- @GutsB35378 (6): @scaling01 Majority of indians who use claude for work, use it in English. The ones who use it hindi, are probably old people, who use it as an assistant or fancier search tool. So makes sense.
Guillermo Rauch 引用数据称开放权重模型已经占到网关 token 的 29%，相比四月的 11% 大幅上升，反映出开源模型使用量快速增长。
“Open-weight models ran 29% of gateway tokens, up from 11% in April”
受众观点：① 关心训练数据和推理数据应存放在可验证、由模型团队控制的存储中的开发者（@Filecoin, 4likes） ② 期待未来能在本地运行接近 Opus 4.8 体验、无时长和按 token 收费限制模型的重度用户（@itsdahn, 2likes） ③ 看好开放权重模型“正在吃掉”闭源份额、认为行业格局在变化的从业者（@qutyquteshweta, 2likes；@ArthurMacwaters, 3likes）
展开评论
- @Filecoin (4): @rauchg if that data shapes the model, it belongs in verifiable storage controlled by the team that built it, not scattered across the gateway that routed it.
- @ArthurMacwaters (3): @rauchg we are entering a new and interesting reality
- @itsdahn (2): @rauchg Eager to be able to have Opus 4.8 performant models at home, without a 5h limit and not being charged per token.
- @RRendalsvik (2): @rauchg Nice
- @qutyquteshweta (2): @rauchg Open‑weights are eating.
nrehiew_ 分享自己对 humans & 4bit RL 博文的笔记，称赞其中对 NVFP4 的可视化极其清晰，一眼就能看懂这种 4bit 量化格式的工作原理。
Some notes on the humans& 4bit RL blog. Big fan of this type of recipe style work https://t.co/A7xcDzUZcn
受众观点：① 作者本人强调那张 NVFP4 可视化图非常直观，让人一眼就理解这种 4bit 格式的工作方式（@nrehiew_, 16likes）
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- @nrehiew_ (16): This is an insanely good visualization. With one look, you instantly understand how NVFP4 works https://t.co/SJ1COuBc92
Agent Arena 公布最新榜单，Grok-4.5 在近万次真实代理会话评测中从第29名跃升到第13名，尤其在 Bash 恢复等代理任务上大幅超越 Grok 4.3。
Grok-4.5 from @SpaceXAI debuts at #13 on the new Agent Arena leaderboard, based on 9.8K live agentic sessions. Compared to Grok 4.3, this release is a significant step forward in agentic performance…
受众观点：① 关注 Grok-4.5 在各细分指标上具体提升幅度的读者，尤其是 Bash Recovery、任务成功率等与工程实践强相关的维度（@arena, 8likes） ② 质疑 Grok 表现和宣传不符、认为连旧版 GPT 5.4 都更强的用户，对不同闭源模型横向对比很感兴趣（@prayag_sonar, 1likes） ③ 认为 Grok 被严重高估、甚至不如开源 GLM 5.2 的开发者，关心闭源 vs 开源在真实代理任务中的性价比（@SamShal4, 1likes；@gurunematumbu, 0likes）
展开评论
- @arena (8): In Agent Arena, Grok-4.5 ranks #13 overall (+5.0%). - #4 Hallucination (+1.3%) - #6 Confirmed Task Success (+6.9%) - #9 Bash Recovery (+9.7%) - #12 Praise vs. Complaint (+6.1%) - #15 Steerability (+0.9%) https://t.co/A1VkM4zOnW
- @prayag_sonar (1): @arena @SpaceXAI even Legacy GPT 5.4 is above latest Grok model. Why everyone was comparing Opus 4.8 after its launched?
- @SamShal4 (1): @arena @SpaceXAI Most overhyped model ever
- @gurunematumbu (0): @arena @SpaceXAI @grok should we congratulate SpaceXAI for achieving for spending all that to archieve less than open source GLM 5.2 .. whats the point if open source of equivalent strength out surpasses them.?
- @ryuursa (0): @arena @SpaceXAI finally seeing some actual performance gains for heavy coding tasks
推文分享一篇题为《Video Generation Models are General-Purpose Vision Learners》的论文，提出视频生成模型可以作为通用视觉学习器使用。
Video Generation Models are General-Purpose Vision Learners https://t.co/9IPa1VH8Jj
受众观点：① 关心论文细节和原始技术报告链接的研究者，希望直接阅读 paper 深入理解方法和实验（@_akhaliq, 4likes） ② 论文作者本人现身感谢转发，说明学术圈对这类“生成模型做通用视觉学习”的方向高度关注（@Letian_Wang_6, 0likes） ③ 普通 AI 爱好者对“自动生成视觉内容”的想象空间更感兴趣，期待看到具体能生成什么样的视频效果（@Amir1314561, 0likes）
展开评论
- @_akhaliq (4): paper: https://t.co/Ksqc8pvCa2
- @Letian_Wang_6 (0): @_akhaliq Thanks AK for featuring our work! ❤️
- @Amir1314561 (0): @_akhaliq Another AI fan trying to generate some visio magic! What kind of auto-generated visuals are you looking for this timed.
作者评价一篇关于连续语言扩散模型的新论文，认为其在不依赖 self-conditioning 的前提下也能取得好效果，有望简化当前扩散语言模型的训练与蒸馏框架。
It's always bothered me that self-conditioning is seemingly necessary to get good results with continuous language diffusion: it breaks the statelessness on which so much powerful machinery is built…
受众观点：① 对这篇论文感兴趣但还没细看细节的研究者，希望了解替代方案的具体机制和效果（@zwblasingame, 2likes） ② 好奇论文到底提出了什么替代 self-conditioning 的方法、如何保持或提升性能的读者（@wveriy, 0likes；@TechTravelAgent, 0likes） ③ 在评论里尝试用更形式化的方式理解 self-conditioning、本质上把它看作更灵活的去噪器的技术向读者（@canaesseth, 0likes；@parkhjaey, 0likes）
展开评论
- @zwblasingame (2): @sedielem looks great I'll need to read this
- @wveriy (0): @sedielem What's the alternative they're proposing then
- @TechTravelAgent (0): @sedielem Wait so what replaces conditioning now
- @canaesseth (0): @sedielem Can't we think of self-conditioning as a more flexible denoiser? Basically, we are actually using the mixture distribution D_t(x) = E_{z~\mu(x)}[D_t(x, z)] as the denoiser. Then we can either regress ||D_t(x_t)-x_1||^2 or its upper bound E_{z~\mu(x)}[||D_t(x_t, z)-x_1|…
- @parkhjaey (0): @sedielem self conditioning always felt like such a clumsy workaround
作者用椭球算法中 log(1/eps) 项的直觉打比方，调侃说一旦理解这个收敛特性，就会觉得持续部署自我改进的智能体既必要又充分。
once you understand the log(1/eps) term in the ellipsoid algorithm, you realize that continuous deployment of self-improving agents is both necessary and sufficient
受众观点：① 认同这种类比、觉得“当然要持续部署自我改进 agent”的读者，更多是从直觉上支持这一观点（@inductionheads, 1likes） ② 从 Claude Code 等实际工具使用体验出发，觉得持续改进的编码代理在实践中确实更好用的开发者（@thomasp_19, 0likes） ③ 看到椭球算法和 Khachiyan 被点名、对背后优化理论和历史典故感兴趣的技术向读者（@mmaaz_98, 1likes；@nathanrmonette, 4likes）
展开评论
- @nathanrmonette (4): @willccbb I raise you: https://t.co/EkljbjKc42
- @inductionheads (1): @willccbb Yes yes of course
- @mmaaz_98 (1): @willccbb Shoutout Khachiyan
- @thomasp_19 (0): @willccbb i think this is also intuitively true from using claude code
- @RobertJoo2 (0): @willccbb @grok ?
作者提醒大家本周 15 号将举办一个被称为“本周最酷”的线下活动，报名已确认的参与者会一起现场动手做项目。
Remember, the coolest event of the week is happening on the 15th. Those who have got their registrations confirmed, we're looking forward to building stuff with you! See y'all on D-Day! https://t.co/…
受众观点：① 已经确认参加活动的开发者在评论区互相打招呼、期待线下见面（@vadiamit, 2likes） ② 没法到场但送上祝福、远程围观活动的朋友（@NoeFlandre, 1likes） ③ 关心活动是否会在其他城市举办、希望在本地也有类似线下场景的潜在参与者（@BuildWithRJ, 0likes；@eth666vip, 0likes）
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- @vadiamit (2): @RisingSayak @chauhan_nilay16 @ariG23498 see you all soon :)
- @NoeFlandre (1): @RisingSayak @chauhan_nilay16 @ariG23498 Enjoy guys!
- @BuildWithRJ (0): @RisingSayak @chauhan_nilay16 @ariG23498 @RisingSayak any plans for chennai
- @ThePlaidCons (0): @RisingSayak @chauhan_nilay16 @ariG23498 SpaceX is launching Thursday, so there is that.
- @eth666vip (0): @RisingSayak @chauhan_nilay16 @ariG23498 D-Day这个命名很有压迫感了，已经确认，等着搞事
作者吐槽某个榜单或名单里居然没有自己心目中的“goat”冯·诺依曼，顺带引出对图灵、香农等计算机科学奠基者的讨论。
but it's unfortunately missing my goat von Neumann
受众观点：① 认同冯·诺依曼是真正“goat”的读者，表达对其贡献的敬意（@j_larrieux, 2likes） ② 顺带提到图灵和香农，把他们并列为同一层级的计算机科学巨匠的用户（@wyqtor, 0likes） ③ 好奇如果冯·诺依曼活在今天，会如何看待和使用当前大模型的读者，带着一点历史穿越式的想象（@Pauliespasta, 0likes）
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- @j_larrieux (2): @scaling01 Mad respect for saying Von Neumann is he goat 🐐🐐🐐
- @wyqtor (0): @scaling01 And Turing, and Shannon (the one named after the famous chatbot)
- @Pauliespasta (0): @scaling01 I wonder how he would use or react to current models?
Hacker News 每周“你在做什么”开放帖，开发者们分享自己正在构建的产品和新想法。
What are you working on? Any new ideas that you're thinking about?
受众观点：① 有人在用 C 从零写跨平台项目，手动对接 X11 和 wasm，感叹在 agentic coding 时代重新直面内存管理的乐趣（@SPascareli13） ② 有开发者表示因为 LLM 编码普及，写代码变得没那么有成就感，正在考虑寻找新的兴趣点（@onesandofgrain） ③ 也有人持续打磨自己的产品，如 Raygum、memoryplugin 和 iOS 应用合集，专注在迭代功能和修 bug 上（@stuartmemo, @asaddhamani, @mertbio）
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- @SPascareli13 (0): Just trying to learn C again, making things from scratch in a multiplatform way, interfacing with X11 on Linux and wasm on the browser. It's been fun dealing with memory and C's weird design in this age of agentic coding.
- @onesandofgrain (0): I was working on sharemygit.com However, LLM coding has made coding less rewarding so… Im thinking about starting a new hobby as coding for fun has become prompting.
- @stuartmemo (0): Still plugging away on Raygum. Think Letterboxd for music. https://raygum.com
- @asaddhamani (0): I’ve been building a shared memory layer across all AI tools www.memoryplugin.com
- @mertbio (0): I’m working on improving the apps I developed for iOS by adding new features and fixing the bugs: https://fruitfulapps.com/
Hacker News 讨论某城市停止使用 Flock 车牌识别摄像头后，设备所有权和隐私控制仍掌握在厂商手里的监控乱象。
LAPD lets contract with surveillance giant Flock expire
受众观点：① 有人指出即便合同终止，Flock 仍阻止城市拆除摄像头，导致官方只能用垃圾袋遮挡，质疑厂商对公共空间的控制力（@superkuh） ② 有人询问是否存在由城市自己掌控数据访问、只用于本地执法的隐私优先摄像头方案（@someperson） ③ 评论提到 Axon Outposts 内置 Amazon Sidewalk 模块，担心监控设备还暗藏额外联网与远程控制通道（@kotaKat）
展开评论
- @forks (0): https://archive.is/zUou2
- @superkuh (0): This is good. But unfortunately it doesn't mean the Flock cameras will be removed because the city doesn't own them. Flock does. And Flock will likely want to keep them there. In other cities when the contract is canceled or let expire Flock prevented those cities from removing…
- @someperson (0): Are there any privacy-first security camera provider where it's the city that manages data access and uses it purely for local law enforcement purposes?
- @kotaKat (0): Fun fact: When they switch to Axon Outposts instead, just know that they have Amazon Sidewalk modules inside them, too for backdoor C2 to Axon. (Go check the FCC docs for X4GS06009 and note that there's a Quectel KG100S sitting on the power supply board. https://fccid.io/X4GS060…
- @declan_roberts (0): I don't understand flock cameras in high crime areas. Every time somebody commits a heinous crime it's always like "they were arrested 72 times and were well known by the police" What's the point in helping the police catch criminals when they don't do anything after the fact!
Hacker News 讨论一次 Linux 内核 Use After Free 漏洞利用和 GhostLock 漏洞长期存在的安全问题。
UAF = Use After Free (https://en.wikipedia.org/wiki/Dangling_pointer)
受众观点：① 有人关注 Google kernelCTF 高额奖金，表示因此更愿意深入了解漏洞细节（@teleforce） ② 评论提到 GhostLock 从 Linux 2.6.39 到 7.1 才修复，担心长期潜伏漏洞对生产环境的影响（@amatecha） ③ 有人在多台 Android 设备上实测 PoC，出现重启、关机等现象，并顺带分享日常浏览安全配置建议（@goodburb）
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- @mixmastamyk (0): A what?
- @teleforce (0): >Google has rewarded us $92,337 in kernelCTF I'm all ears now
- @password4321 (0): Forgot to include "LPE" (local...) in the title so most of us can get back to weekending.
- @amatecha (0): Daaaaamn: "GhostLock was introduced in Linux 2.6.39 and fixed in Linux 7.1."
- @goodburb (0): Tested on three Android devices (version 9, 13, 16) with different Firefox versions under 150 (had to modify for older). Two boot looped, I had to enter recovery and the other just powered off [0]. The demo modifies the wallpaper on supported Pixel devices. [0] IonStack https://…
Hacker News 讨论一个用虚拟机或容器为 AI agent 提供隔离运行环境和网络控制的开发工具。
Show HN: Clawk – Give coding agents a disposable Linux VM, not your laptop
受众观点：① 有人质疑为何不直接用 Docker 容器来隔离环境，认为现有容器方案已经足够好用（@prairieroadent） ② 一些开发者对产品表示认可，表示未来会在自己的工作流中尝试使用（@ebeirne） ③ 技术向读者好奇在无 root 权限下如何实现防火墙和网络控制，并拿出自己类似的虚拟机编排项目进行对比讨论（@matheusmoreira）
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- @prairieroadent (0): why not just a docker container
- @ebeirne (0): love what youve done here. i will be using this in the future.
- @matheusmoreira (0): > clawk forward add my-project 3000 > clawk network allow my-project api.example.com Can you describe the implementation details? How did you implement the firewall without root? I vibecoded virtdev, a virtual machine orchestration project just like this one: https://github.com/…
- @bitwize (0): Errbody gangsta until the agent figures out it's in a container and finds an exploit that lets it break out of container jail...
- @bad_haircut72 (0): Sprites from Fly io does this beautifully, claude comes preinstalled, its great
Hacker News 上作者分享在 M2 Pro 上对比 Apple 新 SpeechAnalyzer、旧 SFSpeechRecognizer 和 Whisper 等多种语音识别引擎的准确率测试。
Apple's new SpeechAnalyzer API, benchmarked against Whisper and its predecessor
受众观点：① 原作者说明新 SpeechAnalyzer 在 LibriSpeech 上将词错误率从 9.02% 降到 2.12%，并且比 Whisper Small 更准更快，引发大家对迁移新 API 的兴趣（@get-inscribe） ② 有人期待在 iOS 27 测试新版模型表现，希望看到后续基准测试数据（@MBCook, @gdonelli） ③ 部分用户认为 OpenAI 的 VTT 仍是体验最佳，吐槽 Anthropic 和 Apple 的语音识别在真实对话场景下不好用（@behnamoh）
展开评论
- @get-inscribe (0): Author here. I ship both Apple speech engines plus WhisperKit side by side in a transcription app, which made it possible to run all five through identical production code on the same audio: LibriSpeech test-clean and test-other, 5,559 utterances, fully on-device on an M2 Pro. A…
- @MBCook (0): Impressive. Apple said they improved the models in 27 didn’t they? It would be interesting to see the numbers the beta turns in.
- @gdonelli (0): I second that! Can you run your benchmarks against the iOS 27 beta?
- @behnamoh (0): Still nothing beats OpenAI's VTT. Anthropic's sucks and Apple's isn't even usable. Edit: Getting downvoted by Apple fanboys for telling the truth is a badge of honor.
- @paul7986 (0): Im hoping Apple gets the new Siri working better on older phones. I was excited to use it but the latest beta / Siri runs too slow on my iPhone Pro Max 15. Im looking for the same experience I have when talking to chatGPT. As for past two years or more talking to GPT within it's…
Hacker News 讨论如何通过优化手写体、速记和特殊字体来提高记笔记和书写效率的经验与工具。
Backtrack-Free Cursive
受众观点：① 有人分享自己常用小写代码、大写正文的混合书写方式，并认为工整书写在某些场景仍很重要（@turtleyacht） ② 评论提到通过调整点和叉的顺序可以减少回笔次数，进一步优化书写效率（@voidUpdate） ③ 有人推荐 Melin 速记系统和 Sütterlin 等特殊字体，认为这些系统在高频记录场景下效率极高且有“零级加密”效果（@kqr, @golem14）
展开评论
- @turtleyacht (0): Usually writing small, in all-caps, except code: in lowercase, and the "t" and "i" retain their lower curve. Cursive is difficult; easy to write, but (later) hard to read. Can see how penmanship there would be appreciated.
- @voidUpdate (0): You only need 1 backtrack if you do the dots and crosses after you've written the word
- @shakow (0): > Only й and э require two strokes Wouldn't the ф as well? > [for the x], I draw two mirrored c’s Isn't that what everyone is doing, or are we Frenchmen the exception? For reference if the author reads this, we write the latin x exactly like the cyrillic х, i.e. reverse c, botto…
- @kqr (0): For anyone interested in optimising this further, orthographic (letter-based) cursive shorthand systems are the answer. I personally only know part of the Melin system[1], but there are variants designed for English as the primary language too. (Melin is of course perfectly usab…
- @golem14 (0): You may want to look into Sütterlin script. It's a bit harder to learn than standard cursive, but it's very pretty, and a level-0 encryption since few people can read it nowadays.
Hacker News 讨论一个用 Claude 等大模型生成的幽默可视化作品或网站，用图形方式调侃当前 AI 行业和模型竞赛现状。
Show HN: Super Dario
受众观点：① 有人称赞作品设计巧妙有趣，觉得创意很聪明（@starik36） ② 评论认为这是对当前形势的完美可视化表达，说明大家对 AI 行业内卷有共鸣（@thatxliner） ③ 有人特别点名喜欢 Claude 图标上的火焰进度条，也有人调侃这是“用不完额度的正确打开方式”（@m_w_, @GaggiX）
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- @starik36 (0): Nice and clever!
- @thatxliner (0): a perfect representation of the situation
- @m_w_ (0): +1 for the claude icon fire bars
- @GaggiX (0): Someone didn't know how to use the remaining credits.
- @forestingfisher (0): Can’t believe this doesn’t already exist.
Hacker News 讨论一个带有动态像素城市背景和音乐的日文学习/可视化网站在可读性、性能和扩展性上的体验问题。
A voxel Tokyo in real Japan time – ride the Yamanote line and study Japanese
受众观点：① 有人觉得动态背景和窗口灯光导致文字对比度太低，阅读体验很差（@bentograd） ② 有用户反馈网站在 iPhone 上播放音乐后无法停止，只能重启手机，担心实现方式有问题（@LastMuel） ③ 也有人好奇这个工具是否能扩展到更先进制程节点，认为如果能扩展会非常有用（@echelon）
展开评论
- @bentograd (0): This looks very cool, but I find it very hard to read the text against the moving background. The lights in the "windows" of the voxel building do not provide good contrast.
- @johngossman (0): Fun. I studied Japanese for two years, let it slide and now every Kanji is like "Hmmm, I've seen that before but..." I can still read kana though, which is nice to know.
- @rimworld (0): love the tunes
- @LastMuel (0): This site caused my iPhone to start playing music and wouldn’t stop until I rebooted. I’m on the latest security release of iOS. Something off about that.
- @echelon (0): Does this scale beyond N5/N4? This could be a really useful tool.
Hacker News 讨论一篇关于团队沟通与非正式对话如何影响生产力和协作质量的长文。
The social physics of conversation: Communication patterns matter
受众观点：① 很多开发者认同文中强调的会前会后、走廊闲聊往往比正式议程更重要，分享了自己公司如何刻意营造这种场景（@mulhoon） ② 也有人批评原文太长、观点重复，只是围绕少数结论打转，并质疑其证据是否充分（@bmacho） ③ 部分读者反思“生产力”这个概念本身被神化，认为西方职场把太多东西都绑在生产力上，忽视了人的感受和社交需求（@jdw64）
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- @Krei-se (0): Great post, lots to learn for me but also reassure for some parts i like to advocate for in communication that now have scientific backing. That's great!
- @dleeftink (0): The weak ties were strong all along.
- @mulhoon (0): This is a great post. I've been advocating this for over a decade. > The most important conversations are not always the ones that appear on the agenda. They are the ones that happen before the formal session begins, in the ten minutes after it ends, in the corridor while people…
- @bmacho (0): So bad article. It is waay too long and it is just repeating ~3 claims without even looking like the author is interested in their truthness. Here's a nice pdf version of the sourced article 'Pentland, A. (2012) The new science of building great teams' : <https://globalioc.com/w…
- @jdw64 (0): What I find most difficult about Western concepts is 'productivity.' They attach so many things to this fictional concept. It's about designing things to produce a large volume of output. That's why so many posts on HN always include the same pattern, 'productivity.' I clicked t…
Hacker News 上开源项目 dom-docx 的作者分享如何用 Autoresearch 模式把 HTML 高保真转换为可编辑的 Word 文档。
Show HN: DOM-docx – HTML to native, editable Word docs (MIT)
受众观点：① 作者详细介绍了如何用 Autoresearch 模式，通过截图对比和评分循环不断提升 HTML 到 docx 的布局和可编辑性（@fishbone） ② 有人分享自己在 PPTX 生成中保持 OOXML 一致性的类似经验，认为不同实现之间的兼容性是大坑（@virajk_31） ③ 也有读者关注技术栈，指出这是一个用 TypeScript 编写、可在 Node 和浏览器中运行的方案，相比 Pandoc 这类 Haskell 工具有不同取舍（@ape4）
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- @fishbone (0): Hey HN, author here. I do a lot of backend document (docx file) generation work, and updating our templates and backend code is one of my least favorite development tasks. Cryptic errors, minute-plus rebuild loops. I’d much prefer building these reports in JS rendered HTML (e.g.…
- @noufalibrahim (0): Surely I can't be the only one who misread the heading and clicked expecting to see DOOM implemented using just HTML DOM. :-/
- @virajk_31 (0): I have done something similar for PPTX, keeping the fidility intact was really challenging with computed values & OOXML counterparts and again challanges with different XML implementations like that of MS & Libre..
- @ape4 (0): Just adding, since I don't see it mentioned in the readme, that its written in Typescript. That's what makes this interesting. I imagine Pandoc can do this but its not Typescript (its Haskell).
- @jkwang (0): The screenshot-to-docx scoring loop is a clever way to verify layout fidelity. Very useful for anyone generating reports from HTML.
Hacker News 重新讨论一篇老文章，讲述 Sega CD 游戏 Silpheed 如何用硬件特性伪装出 3D 多边形效果的技术细节和怀旧体验。
The art and engineering of Sega CD Silpheed
受众观点：① 有人提醒 Silpheed 实际上是个很糟糕的射击游戏，劝后来者不要被文章种草（@pram） ② 也有玩家分享当年在 Sega CD 上玩 Silpheed 的震撼体验，认为它成功用 FMV 和别出心裁的渲染骗过了当时的自己（@jonhohle） ③ 评论指出开发者利用本用于位图旋转和字体渲染的 ASIC，以近似 MPEG 的方式输出画面，技术上非常巧妙（@actionfromafar）
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- @pram (0): Cool article, but Silpheed is a genuinely awful game. Just warning if you are tempted to play it after this lol
- @jonhohle (0): The Sega CD is my favorite console and I was fortunate enough to have one growing up. Silpheed was unlike anything else. Unlike most FMV games, Silpheed actually felt like controlling a movie. During the first level when laser blasts are tearing through the fleet gigantic ships…
- @bantunes (0): This was submitted by a bot :D I subscribe to Fabien's RSS and he must have changed something in the server because I got this post on my RSS reader (again, as it's an old post), and here it is submitted to HN (again)
- @actionfromafar (0): Using the ASIC meant for bitmap rotation and font rendering in an almost MPEG like fashion. Super clever.
- @flockonus (0): > That was a departure from how I normally work since I did not write a single line of code. I will likely write something about my A.I framework (and opensource it) next month. If the author is around, super curious how they got to enjoy their workflow here in a side project, w…
Aiden Bai 发布 /improve-react 技能，利用 React Doctor 扫描代码库里糟糕的 React 代码并自动分级修复，推荐搭配 GPT 5.6 Sol 或 Fable 5 使用。
Introducing /improve-react Find bad React code in your codebase, triage, and fix I've found it really effective with GPT 5.6 Sol / Fable 5 (if you have $) https://t.co/KllAKmWWUk
受众观点：① 对 Aiden 一次次推出高质量开发者工具感到惊叹、期待继续跟进的新老用户（@ryanvogel, 7likes；@orcdev, 3likes） ② 想搞清楚 /improve-react 与 /react-doctor 之间关系、是新能力还是封装重命名的工程师（@omarsadekk, 3likes） ③ 关注在技能配置中限制模型隐式调用、加强策略和安全配置的开发者（@gabimoncha, 3likes）
展开评论
- @aidenybai (82): /improve-react uses React Doctor under the hood to find issues Run in terminal to install: npx skills add https://t.co/lmGnTiM5px --skill improve-react (inspired by improve skill by @shadcn)
- @ryanvogel (7): @aidenybai oh my god, he did it again HOW DOES HE KEEP GETTING AWAY WITH THIS
- @orcdev (3): @aidenybai Aiden with another banger
- @gabimoncha (3): @aidenybai pls add disable-model-invocation: true in the frontmatter for both /improve-react and /react-doctor and for Codex add agents/openai.yaml policy.allow_implicit_invocation: false
- @omarsadekk (3): @aidenybai wait what’s the difference between it and/react-doctor or is it a rename?
Cursor 设计负责人 ryolu 宣布 Jenny 加入并带领团队，自己则期待把精力从管理中解放出来，重新专注于大胆构想和创意工作。
super stoked for jenny to join and lead our team 💛 makes me really happy for the team, and personally excited to regain the focus and mental space to dream big again
受众观点：① 好奇 ryolu 是否从 Cursor 设计负责人角色转变、团队结构如何调整的用户（@chayprabs, 17likes；@GoMaxVento, 9likes） ② 为 Jenny 接手领导角色打气、期待新团队组合产出更多创意的关注者（@jenny_wen, 71likes；@ammaar, 5likes） ③ 把这次人事变动视为 Cursor 设计团队升级、对未来产品体验更期待的用户（@evilrabbit_, 5likes）
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- @jenny_wen (71): @ryolu_ 🫡 big shoes to fill!
- @chayprabs (17): @ryolu_ 🤔weren't you the head of design at cursor?
- @GoMaxVento (9): @ryolu_ Are you switching roles? Thought you were head of design
- @evilrabbit_ (5): @ryolu_ 🔥 huuuge!
- @ammaar (5): @ryolu_ You the 🐐 excited to see what creative ideas you cook :)
ryolu 展示了用 Cursor 打造的定制电子书阅读器固件，支持精美的拉丁与中日韩排版、纵书和复杂换行规则，并与自家 ryOS 同步书籍和阅读进度。
built a custom e-reader firmware with Cursor, hardware hacking is fun! made for: – beautiful latin + CJK typography – vertical layout, line breaking, large character sets (縱書．禁則) – syncs books + prog…
受众观点：① 对纵书、禁则等高级排版支持感兴趣的 CJK 重度阅读用户和前端/排版工程师（@jihoons0, 2likes） ② 把“用 Cursor 玩硬件黑客”当成新爱好的开发者，关注如何复用旧设备（@gravyskyy, 1like） ③ 想知道这类项目是否也能用其他强模型（如 Grok 4.5）完成、比较不同模型在系统编程任务上表现的工程师（@kinopee_ai, 1like）
展开评论
- @ryolu_ (28): works on Xteink X3 + X4 ask Cursor to flash it for you https://t.co/s9NcKfZHwu
- @jihoons0 (2): @ryolu_ Cool! I have been working on vertical layout as well. https://t.co/XRN5wbfJCs
- @kinopee_ai (1): @ryolu_ This is awesome! Did you build it with Grok 4.5?
- @gravyskyy (1): @ryolu_ Hardware hacking ewaste with cursor is my new favorite hobby. 🐐 cursor
- @davidtsolheim (1): @ryolu_ Love it
独立开发者 Aditya 为自己的 AI 移动端设计工具迎来第一笔终身付费订单，激动分享这一里程碑时刻。
My first Lifetime sale just came in 😭 Omg am i dreaming??? Someone please pinch me https://t.co/Sk7zFJIiAb
受众观点：① 为 Aditya 的里程碑鼓掌、把他视作出海 indie dev 榜样的开发者（@provanshh, 2likes；@ahmedgagan11, 1like） ② 对这笔订单背后产品——AI my mobile app design tool 感兴趣、想了解功能和场景的设计师与开发者（@AdityaShips, 6likes） ③ 关注通过社交媒体长期 build in public、最终拿到高客单价订单的增长路径的创作者（多位祝贺评论）
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- @AdityaShips (6): btw this is from AI my mobile app design tool (https://t.co/OJKtNwHVEQ) https://t.co/e84nu5FVMy
- @provanshh (2): @AdityaShips congrats @AdityaShips inspired by ur journey, I've shipped https://t.co/RoOd38NBHw🫡
- @dodopayments (2): @AdityaShips Let's go 🚀
- @AdityaShips (1): @marclou was right, thanku boss 🫶
- @ahmedgagan11 (1): @AdityaShips Ayyyyyy lezzz goo mann!! Its just the beginning!
Vic Vijayakumar 调侃说 GPT 5.6 的使用额度非常慷慨，多次重置后自己还没被榨干到需要住院。
the gpt 5.6 limits are so generous I haven’t needed to be hospitalized yet.
受众观点：① 同样感叹额度充足、担心自己会过度使用模型的开发者（@bibekgh, 1like；@EarnWhere, 1like） ② 发现即便在 20 美元订阅下也有大量剩余额度、开始尝试更激进用法的用户（@_mattmedlin, 1like） ③ 建议通过自动化和定时任务让 agent 夜间持续运行、把额度吃满的工程师（@thesherlocker, 1like）
展开评论
- @bibekgh (1): @VicVijayakumar Yet. That’s the key word.
- @mattworkman (1): @VicVijayakumar 💀
- @_mattmedlin (1): @VicVijayakumar I’ve got resets stacked and still have so many tokens and I’m only on $20 sub
- @thesherlocker (1): @VicVijayakumar Get adequate rest, leave agents running overnight with automations and scheduled tasks!
- @EarnWhere (1): @VicVijayakumar yet...
Cloudflare 工程师调侃自家技术栈，表示部分产品是构建在 Workers for Platforms 之上，形成“从上到下都是 Cloudflare”的一整套基础设施。
It actually goes even deeper since some of our products are built on top of Workers for Platforms. It's Cloudflare all the way down
受众观点：① 对 Cloudflare 内部技术栈感兴趣、觉得“Cloudflare all the way down”很有趣的开发者（@legionsdev, 0likes） ② 熟悉 Durable Objects 的用户，用玩笑方式强调其强大和自举能力（@adlonymous, 3likes） ③ 看到 Durable Objects 关键词就想跟进讨论、对这类有状态边缘计算原语高度关注的工程师（@roerohan, 1likes）
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- @adlonymous (3): @zebassembly fun fact- durable objects are built on top of durable objects, thats how good durable objects are
- @roerohan (1): @zebassembly just want to say "durable objects" before @threepointone beats me to it
- @legionsdev (0): @zebassembly “spider man pointing each other” meme moment
22 岁的 Ernesto 分享自己业务已能被动带来每月多达六位数美元收入、家人都已退休，但他仍选择每周工作一百小时以上的“赢家心态”。
I’m 22, My businesses are at the point where they passively bring in Multiple 6 Figures per month. Millions per year My wife is already retired My mom is retired I too could retire and live a 1% life…
受众观点：① 认同这种“赢家心态”、把极端勤奋视为成功必要条件的创业者（@samuelgerges__, 2likes；@alfiearnaud_, 2likes） ② 既佩服又提醒他要学会授权、多为自己考虑的同行（@jacobrodri_, 3likes） ③ 怀疑这类故事真实性、对“被动多六位数收入 + 百小时工作”持质疑态度的读者（@noisegm, 1like）
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- @itsjahmills (4): @ErnestoSOFTWARE right wired differently
- @jacobrodri_ (3): @ErnestoSOFTWARE you’re a fucking winner, but you need to think about yourself more too it’s time to delegate
- @samuelgerges__ (2): @ErnestoSOFTWARE Winners are allergic to laziness
- @alfiearnaud_ (2): @ErnestoSOFTWARE Killer mindset.
- @noisegm (1): @ErnestoSOFTWARE On the list of things that never happened :
Ernesto 反思自己一年内做了 12 个应用的经历，认为多项目分散精力是长期错误，强调应该把精力压在单一应用上打磨留存等关键指标。
Making multiple apps is a permanent mistake I made this mistake 1 year ago made like 12 apps it split my focus too much. theres so much to optimize in 1 single app and no time to be thinking about an…
受众观点：① 很多独立开发者在评论里认同专注一个应用更容易做深、做出订阅收入（@maubaron, 4likes） ② 也有人分享相反经验，多应用带来更多 ASO/SEO/TikTok 渠道机会和收入分散的安全感（@shipscode, 2likes） ③ 一些人困惑于何时该继续死磕当前应用、何时应该放弃转做新产品，希望有更清晰的判断标准（@matthias_mrc, 0likes）
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- @maubaron (4): @ErnestoSOFTWARE i agree with chu bro, i think going all in on one app at a time is the way to go for sure
- @shipscode (2): @ErnestoSOFTWARE Opposite for me. I had 1 app between $4/mo-6k/mo for almost 2 years, then I ripped 14 and they make $25k/mo now. For me, more apps = more opps for ASO, SEO, TikTok, etc that helped me find strategies to scale faster. Also the diversity feels safer, less reliant…
- @matthias_mrc (0): @ErnestoSOFTWARE Ok, I understand that we have to focus to one app. But, how to know if we have to always focus on the app or start a new one..?
- @mattmerrick16 (0): @ErnestoSOFTWARE I’m definitely doing 99% on the game I think people will like it takes up most of my time. I launched a few silly games but now this one is my main focus. Will see how it does!
- @lukemcknightdev (0): @ErnestoSOFTWARE I agree. I built my first app, got some organic growth and a few subscriptions. Thought it was basically done and I could start a new “more fun” app. Then I started running meta ads on my first app and realized there’s truly levels for this.
作者在为自己基于 Vite 的编码代理应用取名发愁，这个 agent 围绕 Vite 开发服务器构建，支持热重载和强扩展性/自我修改，但原本想用的名字 aixt 被 npm 判定与 next 过于相似。
so what do i name my Vite-based coding agent app? It's built with around a Vite dev server to allow for hot-reloads and powerful extensibility/self-modication I was going to name it aixt but npm thin…
受众观点：① 对类似架构感兴趣、分享自己尝试过的相关库和方案的开发者，希望交流技术路线（@RobKnight__, 8likes） ② 关注产品命名本身、在评论区给出各种命名建议的用户（@rayyyyyofsun, 1likes；@nicu_tsx, 0likes） ③ 对实现细节好奇、询问是否自研 HTML 聊天界面、如何处理 HMR 与 agent 回合关系的工程师（@1_missthesun, 0likes；@davideweaver, 0likes）
展开评论
- @RobKnight__ (8): @zebassembly i tried doing something similar via https://t.co/DqpIIyUdOx (though wouldn't recommend this library for anything real)
- @rayyyyyofsun (1): @zebassembly smite sounds cool
- @1_missthesun (0): @zebassembly Are u pausing hmr till agent turn finishes? That’s what I did at least
- @davideweaver (0): @zebassembly nice project. did you roll your own html-based agent chat for GPT, or is it a 3rd-party package? I'm building my own agent ide and currently only support cli-based agents.
- @nicu_tsx (0): @zebassembly videx
zebassembly 吐槽 OpenAI 最近的改动体验很差，并转发链接抱怨模型推理过程被隐藏和压缩。
damn it openai, this sucks https://t.co/brWciXmopJ
受众观点：① @thdxr 等开发者在补充更多上下文链接，说明社区在试图还原 OpenAI 具体改了什么（@thdxr, 73likes） ② 有人认为隐藏推理是为了掩盖模型“思考”质量不佳，引发对模型真实能力的质疑（@unwraithful, 0likes） ③ 也有人提到从代码仓库提交看出相关改动，感到失望和无奈（@rntn_onx, 0likes）
展开评论
- @thdxr (73): @zebassembly from @rekram11 https://t.co/ou2xz2hBD6
- @unwraithful (0): @zebassembly they hide it so you don't realize how retarded the "thinking" is
- @rntn_onx (0): @zebassembly Confirmed by recent commits to the codex repo. Sadness.
- @Mng64218162 (0): @zebassembly They use a cheap/bad model to summarize the reasoning before returning it to us
- @MarcSelwan (0): @zebassembly But where will the memes come from
Aiden Bai 宣布在 skills 生态里上线 /improve-react 技能，基于 React Doctor 自动检查 React 代码问题，并给出通过 npx 安装的命令。
/improve-react uses React Doctor under the hood to find issues Run in terminal to install: npx skills add https://t.co/lmGnTiM5px --skill improve-react (inspired by improve skill by @shadcn)
受众观点：① 有开发者表示自己最近频繁使用 @shadcn 的 /improve 技能，对这类一键改进工具很感兴趣（@parasight, 1likes） ② 也有人关心该技能当前是否已经发布可用，说明安装和发布状态的清晰度对早期用户很重要（@parasight, 1likes）
展开评论
- @parasight (1): @aidenybai @shadcn Amazing, I've been using @shadcn's /improve a lot recently. Only issue is, your skill does not seem to be published yet?
ai_for_success 分享用 GPT-5.6 Sol 在 Cursor 里生成 PS5 DualSense WebHID npm 包和测试网站的经历，称模型在 30–40 分钟内就完成了控制器各项功能的实现。
GPT-5.6 Sol is honestly crazy. I asked it in Cursor to build a reusable PS5 DualSense WebHID implementation as an npm package. Around 30–40 minutes later, I had ps5-controller-webhid plus a polished…
受众观点：① 有人直接夸赞作者这次项目完成度高，认可用 GPT-5.6 Sol 快速做出完整 demo 的能力（@Itsbrutox, 1likes） ② 有人关心在 Cursor 里高强度调用 GPT-5.6 Sol 的 token 成本，担心长对话开发的费用问题（@bspectacledGOAT, 1likes） ③ 也有用户期待包发布后亲自试用，说明这类 AI 生成的实用 npm 包有真实开发者需求（@architjn, 1likes）
展开评论
- @Itsbrutox (1): @ai_for_success Wow you cooked in this bro
- @bspectacledGOAT (1): @ai_for_success how much do you spend in toekn charges!
- @architjn (1): @ai_for_success Looking forward to giving it a spin when you publish it.
- @designwkarthick (0): @ai_for_success is that the same t shirt you have in the profile picture ?
- @bingzzy (0): @ai_for_success Wasn't this possible with 5.5 ? 🤔
codyschneider 提出现在做 B2B 创业几乎可以只依靠付费广告、冷启动外呼、AI 搜索和渠道数据分析来增长，并在评论里顺势推广自家 Graphed 营销 AI agent 服务。
you can basically grow a b2b startup with only paid ads cold outbound AI search data analytics of these channels pretty crazy tbh
受众观点：① 作者本人在评论里补充 Graphed.com 的定位，强调用前线工程师帮客户 5 天内部署营销 AI agent（@codyschneider, 5likes） ② 有人质疑即便渠道更智能，产品本身不好成功概率依然极低，提醒别忽视产品质量（@Christo07291909, 0likes） ③ 也有用户询问这套打法是否适用于需要本地关系的蓝领类业务，担心线上渠道对线下场景的适配度（@PNWINS, 0likes）
展开评论
- @codyschneider (5): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Learn more at the link https://t.co/mL5ZLkAgFP
- @codyschneider (1): Deploy your marketing agents in 5 business days - https://t.co/8s2nibqHoo
- @PNWINS (0): @codyschneider Do you think it’s the same if your startup is a blue collar entity that requires local relationships?
- @Christo07291909 (0): @codyschneider still the probability of success is vanishingly low... people don't understand what it takes to make a good product. (services / software / etc)
- @4lexsvv (0): @codyschneider You also need a good product.
HsanC_ 分享自己 SaaS 在 Bing 搜索上的展现和点击大幅增长，感觉 Bing 可能比 Google 更有效。
Bing clicks really increasing a lot for my SaaS 📈 2 days ago: - 2.9k impressions - 64 clicks This might end up working better than Google 😅 https://t.co/kh8ZtgMv5w
受众观点：① 多位开发者好奇他对 Bing 做了什么特别优化，纷纷追问具体操作方法（@bysfdev, 1likes；@AliZz0A, 1likes） ② 有人提到自己的网站在 Bing 上也表现不错，认为 Bing 正在变得更有潜力（@Laurin__, 1likes） ③ 也有人反馈 Bing 展现曾莫名其妙归零又恢复，说明平台波动性和不确定性较大（@TheCoUniverse, 0likes）
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- @bysfdev (1): @HsanC_ wow, what did you do to target bing ?
- @AliZz0A (1): @HsanC_ are you doing something special for bing?
- @arthuryuzbashew (1): @HsanC_ I still wait it to recover for @mediafa_st LOL
- @Laurin__ (1): @HsanC_ Same for me. Bing is very promising for my website. IndexNow is just 2026. Google is stuck in 2006, so sad..
- @TheCoUniverse (0): @HsanC_ Quite interesting @HsanC_ , Bing starting showing us impressions again the same day after a random empty period for no reason https://t.co/ZajGmnXqHq
HsanC_ 吐槽有时给 AI 解释需求太麻烦，干脆自己动手完成任务更省事。
sometimes i get super lazy explaining stuff to AI and just do it myself. much simpler.
受众观点：① 有人认为很多日常小事如果自己会做，直接上手比折腾 AI 更高效（@MoSuvo, 0likes） ② 也有人抱怨某些 AI 太笨，需要反复十几次提示才勉强完成任务（@byalexai, 0likes） ③ 还有人提到向 AI 解释问题的过程本身能帮助理清思路，反而是一种思考工具（@perotta, 0likes）
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- @MoSuvo (0): @HsanC_ A lot of daily things can be done hands on if you know it. I do as much as I can, but depends on the time budget too.
- @byalexai (0): @HsanC_ especially when AI is stupid and needs 15 prompts to do the task much better to do it
- @Lakshman18ew (0): @HsanC_ sometimes explaining to AI is too much work, better to do manually
- @perotta (0): @HsanC_ On the opposite side, sometimes just trying to explain it to the AI makes me organize my thoughts better
- @MrDave_id (0): @HsanC_ Same here, in fact it saves me tokens
revol4357 分享了一段利用工具将防范措施本身转化为作品的 AI 相关创作视频，被评论区称赞既有点恐怖又很酷、创意天才。
https://t.co/3n85tuaPpy
受众观点：① 有人感叹给“狂人”提供点子后产生了这种作品，既佩服又有点害怕（@JHT_TORI, 1256likes） ② 不少人觉得画面既恐怖又帅气，对这种风格的 AI 艺术很买账（@toritoinu191167, 799likes） ③ 还有评论称赞作者把对策本身升华成作品、是天才级别的创意（@SuperZattaAka, 635likes；@HasDcviE8H41588, 46likes）
展开评论
- @JHT_TORI (1256): @revol4357 狂人にアイデアを与えてしまった結果
- @toritoinu191167 (799): @revol4357 怖いけどかっこいい
- @SuperZattaAka (635): @revol4357 対策を作品に昇華すんのすごい
- @caninetribade (121): @revol4357 I like this tool, it adds an extra eerie effect to the art
- @HasDcviE8H41588 (46): @revol4357 天才が現れて私は大歓喜。フォローするしかないわ。
x_ssung 发布了一段抽象风格的作品视频，评论区围绕其诡异又有趣的视觉效果展开讨论。
https://t.co/utKPtsxEvn
受众观点：① 有人调侃作者是在做高度抽象的表达，认为作品风格很特别（@rywhoo1220, 32likes） ② 有评论脑洞出这是外星人理解人类外表的面具设定，觉得概念很有意思（@michealqueerler, 8likes） ③ 也有人表示看到画面会有身体发麻等强烈感受，说明视觉冲击力很强（@tubaraomartel00, 6likes）
展开评论
- @rywhoo1220 (32): @x_ssung Guys hes abstracting
- @michealqueerler (8): @x_ssung would be such an interesting concept like these are just like masks to represent what the aliens like an aliens idea of what a human actually looks like and then real humans underneath
- @tubaraomartel00 (6): @x_ssung Minha cara começou a formigar
- @_So_1421 (5): @x_ssung I love how it look like this🥹
- @fizzy3pop (3): @x_ssung I'm sorry I picked up a pencil😭
推文吐槽花七百美元买 Mac mini 跑 OpenClaw agent 的人，如今看到 Claude 只要二十美元就原生提供类似代理功能的反差心情。
People who spent $700 on a mac mini to run an openclaw agent watching claude launch all the features natively for $20 https://t.co/RplNXrrHG1
受众观点：① 一开始被 Claude 新功能吸引、觉得本地 agent 投资白花了的开发者和早期 adopter（@Kurogod, 282likes） ② 强调“20 美元订阅 vs 700 美元硬件”其实是租赁和所有权之争，认为本地 Mac mini 仍有主权和抗平台风险价值的人（@Kenaadams99, 222likes） ③ 看到 Claude 功能反而被种草，考虑现在才去买 Mac mini 做本地 AI 实验的用户（@gregmushen, 264likes）
展开评论
- @_TeeJJ_ (367): @davidonchainx https://t.co/YhXM6tpBd6
- @Kurogod (282): @davidonchainx Lmao 🤣 banger, imagine when i said “ you can use a virtual machine to do this stuff, you shouldn’t spend $600 on a machine to do nothing with in a month” i was retarded 😹
- @gregmushen (264): @davidonchainx This feature actually made me want to buy a Mac mini lol.
- @Kenaadams99 (222): @davidonchainx $20 vs $700 is the wrong frame. You're comparing rent vs ownership. When Anthropic changes API terms, the $20 crowd has nothing. The Mac Mini guy still runs. Pay for convenience or pay for sovereignty — your choice.
- @DicksonPau (97): @davidonchainx You still want a Mac mini for what Claude is offering
推文介绍一位独立开发者制作的休闲游戏《Cozy Game Restoration》，玩法是给旧游戏卡带做清洁修复，强调程序化脏污、无计时和无失败状态的治愈体验。
This solo indie dev is making a game where you clean old video game cartridges. - Every cartridge is procedurally dirty - Peel tape, remove stickers, clean grime - No timer and no fail state It's cal…
受众观点：① 觉得清洗卡带这种设定非常治愈、联想到《PowerWash Simulator》《mowing simulator》等慢节奏解压游戏的玩家（@HollidayDotGG, 86likes） ② 认为这类玩法本质是“做家务”，对游戏行业趋向琐事化和缺乏挑战感持批评态度的人（@5tillfree, 46likes） ③ 喜欢创意但希望加入挑战或叙事元素，比如建议加入室友唠嗑等情境增强代入感的玩家（@TheBiggestYonk, 36likes）
展开评论
- @IndieGameJoe (206): I'm sorry, but this looks just incredibly cozy - and from a solo indie dev, just wow! You can wishlist the game here: https://t.co/oapRU0tj3f Be sure to show the dev some support! @parasol_corp
- @HollidayDotGG (86): @IndieGameJoe Reminds me of the power washing simulator or the mowing simulator. Oddly be super relaxing to play
- @plainrocktweets (66): @IndieGameJoe Cozy Slop
- @5tillfree (46): @IndieGameJoe No, it's chores. Gaming truely is dead.
- @TheBiggestYonk (36): @IndieGameJoe Really awesome idea, but I do not agree with the "no fail state" or challenge. There should be a mode where you do the entire procedure, but in the background is your high as fuck roommate just telling you unprompted about how he used to play games on the SNES too.…
推文介绍 GitHub 开源项目 jamiepine/voicebox，能在本地克隆用户声音并接入 Claude，让 Claude 用你自己的声音多语种对话且数据完全保存在本机。
CLAUDE AHORA PUEDE HABLAR CON TU PROPIA VOZ. EN TODOS LOS IDIOMAS. GRATIS → un dev subió a Github un repo llamado jamiepine/voicebox → te clona el tono exacto con un par de segundos de audio → corre…
受众观点：① 认为这类开源语音项目比大多数付费替代品更实用、更灵活的开发者和创作者（@LeoCreaIA, 382likes） ② 看重本地运行带来的快速迭代体验，不想频繁上传音频到云端服务的用户（@selenarc_, 34likes） ③ 关注工作流集成，觉得直接嵌入现有创作或开发流程比单独导入导出音频工具更关键的人（@Nozelcode, 19likes）
展开评论
- @zaynmcps (914): https://t.co/V1uZXuA2Cf
- @LeoCreaIA (382): @zaynmcps este tipo de proyectos open source terminan siendo más útiles que la mayoría de alternativas de pago
- @selenarc_ (34): @zaynmcps lo que más valoro es que puedo iterar rápido, grabo algo, no me convence el tono y en segundos tengo otra versión sin depender de subir archivos a ningún lado
- @Nozelcode (19): @zaynmcps lo interesante no es solo que clone la voz, es que se integra directo en el flujo de trabajo sin tener que exportar audio de un lado y meterlo en otra herramienta aparte
- @gargajobestial (9): @zaynmcps Seguro nadie va a usar esto con malas intenciones.
推文介绍开源项目 PixelRAG，这是一种跳过 HTML 解析、直接用网页截图和视觉语言模型做大规模检索的系统，被称为“Web Screenshots Beat Text for RAG”的研究落地实现。
Web scraping will never be the same. (100% open-source visual search at scale) PixelRAG is a retrieval system that skips HTML parsing completely. Instead of scraping a page into text and embedding ch…
受众观点：① 对“跳过 HTML 解析”很兴奋，但担心截图遇到付费墙、验证码和延迟加载内容时会翻车的工程师（@0x_lun, 30likes） ② 深入读了论文和代码，认可视觉 RAG 在表格和布局上的准确率提升，但也提醒目前仍是研究级、索引体积大且需要 GPU 的理性派（@Barrettsharpe, 13likes） ③ 关注传统爬虫看不到 JS 渲染内容、认为视觉检索能弥补动态和个性化页面盲区的开发者（@indentfour, 10likes）
展开评论
- @0x_lun (30): @akshay_pachaar skipping html parsing sounds clean until your screenshots start hitting paywalls captchas and dynamic renders that load 3 seconds after the shot
- @Barrettsharpe (13): Dug into this one. It’s the real deal. Official code for the Berkeley paper “Web Screenshots Beat Text for RAG,” and the names behind it are serious. Yichuan Wang and Zhifei Li leading, advised by Matei Zaharia (Databricks CTO, co-created Spark), Joseph Gonzalez, and Sewon Min.…
- @indentfour (10): @akshay_pachaar This is a really interesting approach to getting around traditional scrapers not being able to see things rendered in JavaScript components. I assume there’s still some issues with dynamic / personalised pages but still closes a big gap.
- @AgentOrToy (8): @akshay_pachaar the part abt swapping parsers moving accuracy 10 pts on the SAME docs is lowkey insane we been blaming the models when the parser was fumbling the whole time 💀
- @StatsWire (7): The most interesting idea here isn't visual retrieval. It's treating the screenshot as the ground truth. We've spent years optimizing: HTML → Text → Chunks → Embeddings Maybe the better approach is: Page → Pixels → Embeddings Especially for tables, dashboards, PDFs, charts, and…
Claude 官方宣布 MCP 支持 Enterprise-Managed Auth 扩展，让企业管理员可以通过身份提供商集中授权 MCP 连接器，用户首次登录就自动接入所需工具和数据。
We've added support for the Enterprise-Managed Auth extension to MCP. Admins can centrally authorize MCP connectors for their organization, so all the tools and data users need are connected on their…
受众观点：① 关心新特性但感叹因为 Fable 争议，很多为企业功能付出努力的工程师被舆论掩盖的用户（@archonthfc, 12likes） ② 目前只关注 Fable 事件，对这类企业级功能兴趣不高、甚至有点抵触的围观者（@ozansozuoz, 11likes） ③ 想知道 MCP 连接器能否在 Fable 5 等产品中使用、期待工具生态打通的开发者（@nathan_tulu, 10likes）
展开评论
- @ClaudeDevs (203): It centralizes authorization through your identity provider: no per-app OAuth or setup for users, and tighter, more efficient control for admins.
- @archonthfc (12): @ClaudeDevs A lot of people completely unconnected to the Fable decision put a lot of effort into the new features. Its sad that their work gets overshadowed by the controversy, hopefully their work is appreciated by the people working with enterprise
- @ozansozuoz (11): @ClaudeDevs You know we only care about Fable right now, right?
- @nathan_tulu (10): @ClaudeDevs Can we use MCP connectors on Fable 5?
- @argofowl (7): @ClaudeDevs ASADSAKSDJ;LFKJASD;LKFJASD;FLKJASD;FLKAJS ;FLKAJSD;FLKAJ SD;FLKAJ SD;FLKJA SDF;LKAJSFD;LKAJSDF;LKAJSDF;LKASJDF;ALKSJDF;ALKSJDF; my bad i crashed out
推文分享 Google 发布的一小时 agentic engineering 教程视频，涵盖从零构建 AI agent、记忆系统、长运行循环、MCP 与 API 对比以及多智能体架构等实战内容。
Google just dropped a 1-hour course on agentic engineering from scratch: 00:00 – How to build your first AI agent 08:24 – Build agent memory (short, persistent, long) 28:34 – Agentic loops, long-runn…
受众观点：① 对 agent 开发感兴趣、但一直缺一套系统入门路径的开发者，看到这门免费课程感觉“救命”的人（@de1lymoon, 2likes） ② 终于搞明白 MCP 和传统 API 区别、期待用课程内容重构自己工具调用层的工程师（@rewind02, 2likes） ③ 吐槽一小时课程很难完整看完、习惯 2 倍速看一半就弃坑的用户（@SlopToSignal, 1likes）
展开评论
- @rewind02 (2): @0xCodez mcp versus api finally got explained
- @de1lymoon (2): @0xCodez Codez, it's a new banger video. Thanks i am saved
- @_virgil19 (2): @0xCodez replacing 10 paid courses with one free video is going to make a lot of refund requests very awkward
- @itsthedonhashim (2): @0xCodez @0xCodez the agent memory part is exactly what I needed. been trying to figure that out for ages, can't wait to dive in.
- @SlopToSignal (1): @0xCodez ok but who actually finishes a 1 hour youtube course we all know its going to 2x speed and then abandoned at 28 mins 💀
推文科普除 Temu 和 Shein 外，中国本地人常用的 1688、淘宝、拼多多等电商平台，并配套推荐 CSSBuy、Superbuy 等代购转运代理以低价下单。
Most people only know Temu and Shein. But I know three platforms you can order from at very cheap prices. They're platforms where Chinese people actually shop on, so things are way cheaper there beca…
受众观点：① 对这些平台感兴趣、希望找到更便宜购物渠道的海外用户（@udeme_atat, 8likes） ② 有使用 1688 经验、建议仔细看商品描述并用浏览器翻译来避坑的老用户（@only1Tymlez, 35likes） ③ 认为直接用 Temu 更省心、担心 1688 等平台加上代理和运费后反而更贵的务实派（@minimeee70, 17likes）
展开评论
- @creative_yua (165): Here are the websites. The shopping platforms 1688: https://t.co/3vNV38EDPE Taobao: https://t.co/CJ4siIxQI9 Pinduoduo: https://t.co/vqa8cAsybO The shipping agents CSSBuy: https://t.co/DbmnwnCW2J Superbuy: https://t.co/hsQTPBCQ8X
- @BukolaOfGod__ (90): @creative_yua @papshine_t Always compare the agent’s final landed cost (product + service fee + shipping + duties) vs Temu, sometimes Temu still wins on speed for tiny orders.
- @only1Tymlez (35): @creative_yua I know all this sites and used 1688 a lot. I’d recommend checking items descriptions before purchasing so you can get the exact things u want and using web to change language to English helps you navigate the site easily… u will love it 😊 .
- @minimeee70 (17): @creative_yua Better to use Temu. I get my package delivered in ten days plus free of charge too Can’t be stressing ontop shipping and agent because I’ve tried 1688 and ended up paying huge shipping
- @udeme_atat (8): @creative_yua Interesting! I'm always open to discovering affordable and reliable platforms. Thank you for sharing.
作者展示了一个能用自然日语女声打销售电话的AI系统，号称相当于人类水平并可用于高收入电话营销代替人工。
【テレアポ完全終了】 AIが日本語で電話してる。 しかも女の子の声で自然。 相づちも間も人間レベル。 実際の音声を聞けば分かる。 営業代行で月150万円狙える領域。 https://t.co/7bhKCLkxn7
受众观点：① 质疑 AI 电话能否真正拿到有效预约，认为相较人类在节奏和应对上差距很大（@desty_taco, 29likes） ② 觉得语音节奏和停顿设计不佳，容易让被叫方烦躁，反而降低成交机会（@vvs_japan, 28likes） ③ 很多人表示一听出是 AI 就会立刻挂断或拉黑，担心这类外呼会演变成新一轮骚扰电话（@m91ZAlwsrX91333, 17likes；@muchakosaaaan, 10likes）
展开评论
- @desty_taco (29): @ai_300 テレアポやってたらわかる。 こんなんでアポ取れるわけない。
- @vvs_japan (28): @ai_300 テンポ感が悪すぎる。 正直、この微妙な間がウザい。 声が自身では可愛いと思ってるけど、テレアポだと相手をイライラさせる代表例のような電話。
- @ukgor01 (25): 音声がいくら自然でも、テレアポのハードルは相づちの質じゃなくて「切り返し」の精度。月150万を狙うなら、人間らしい発話より、いかに即座に相手のペインを突いてアポへ誘導するかのロジックの方がROIに直結する。AI化で楽になるのは導入だけで、結局は営業の型をどれだけ解像度高く組み込めるかの勝負。
- @m91ZAlwsrX91333 (17): @ai_300 AIってわかるから、その瞬間に切るけどね。
- @muchakosaaaan (10): @ai_300 これかかってきたらまじで迷惑だしAIと分かったら即ブロックなので、通用しないと思います。。
作者介绍了两个 GitHub 开源项目，把 A 股和美港股的免费数据源打通整合成一套可直接给 Claude、GPT 等 AI agent 调用的股票数据仓库。
终于有人把 A 股 + 美港股 免费数据源彻底打通了！ 两个极其硬核的GitHub开源项目，把原本散落在几十个源头的原始数据源，全部整合成一套 AI 直接能用的完整数据仓库。 从此，彻底告别繁琐的接口对接、反爬虫折磨和昂贵的数据费。封装成 Skill，直接让你的 Claude / GPT等agent https://t.co/JFvzNv4voF
受众观点：① 量化和交易用户对把 A 股与美港股数据统一封装成 Skill 表示兴奋，认为极大降低了自建数据管线的门槛（@QT9277, 2likes；@No_tariff3, 1like） ② 有用户关心这些 Skill 是否能在 Hermes agent 等不同代理框架中使用，关注兼容性和部署方式（@user82008200, 2likes） ③ 一些人单纯觉得整理 A 股和美股数据非常实用，感谢作者分享安装和使用方法（@zhoguwn2782184, 1like）
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- @BTCqzy1 (20): 安装方式（两仓库可同时安装，互不冲突）： 方式A 1️⃣ 安装基础依赖： pip install requests pandas numpy mootdx tqdm httpx python-dotenv 2️⃣ 下载 Skill 文件（直接塞进 Claude 脑子里）： mkdir -p ~/.claude/skills/ # 下载 A股 Skill curl -o ~/.claude/skills/a-stock.md https://t.co/VLPggvCT2z # 下载 美港股 Skill curl -o ~/.claude/skills/g…
- @QT9277 (2): @BTCqzy1 这波操作直接封神，量化党狂喜！
- @user82008200 (2): @BTCqzy1 請問用美股港股可安裝在 hermes agent 嗎？
- @No_tariff3 (1): @BTCqzy1 整理了a股和美股确实挺方便的
- @zhoguwn2782184 (1): @BTCqzy1 感谢分享，非常实用。
作者基于 Andrej Karpathy 的 LLM Wiki 搭建了一个系统，把公司每个员工的职责、流程和上下文结构化进 Wiki，让 AI 理解组织如何运转并在其上自动协作工作。
Holy Shxt... Humans have officially become the bottleneck. I built a system around Andrej Karpathy's LLM Wiki. Every employee's responsibilities, workflows, and operational context are captured in th…
受众观点：① 有人吐槽帖子没有给出链接或仓库，配上中文视频和 Dune 风格账号名，让人感觉更像是高明的“钓鱼式”营销而非可复现方案（@Bepi_tic, 58likes） ② 开发者关心 Hermes 等模型或框架是否被支持，关注底层技术栈的兼容性（@Teknium, 19likes） ③ 也有团队已经搭过 LLM Wiki，但效果一般，想知道作者到底做了哪些额外设计才让系统像“超能力”一样好用（@WittyWiresAI, 5likes）
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- @Bepi_tic (58): @arrakis_ai no link, no repo, video on strong chinesse , user with dune place name. no idea what is talking about, I need to check myself to see how this took my attention and the first thing I saw so I can copy and implement this bait myself!
- @Teknium (19): @arrakis_ai Hermes supported 🤗
- @WittyWiresAI (5): @arrakis_ai How did you set up your LLM Wiki? We've done it, it's made an improvement for sure, but not the superpower others seem to be reporting. What goblinry did we introduce that's borking it?
- @SevarBG (4): @arrakis_ai So, you're telling me they're gonna pay us for playing Sims now?
- @erickreutz (3): @arrakis_ai https://t.co/bhCYnlMsti
作者介绍了一个名为 PixelRAG 的开源项目，通过网页截图让视觉模型直接从像素中读信息回答问题，绕过传统 HTML 解析并为 Claude Code 提供“看网页”的能力。
网络爬虫已死。 视频里这个 PixelRAG，完全跳过 HTML 解析。 它把网页直接截图，然后让视觉模型从像素里读答案。 以前 AI 读网页，是先拆代码、提文字、切段落。 现在它直接看页面。 100% 开源，还带 Claude Code 插件，让 Claude 拥有“眼睛”。https://t.co/OOfYF604xQ
受众观点：① 有人担心让视觉模型读网页会大幅增加算力和带宽消耗，相比纯文本爬取成本高出几个数量级（@hngshng73249148, 5likes） ② 传统爬虫开发者强调大部分场景还是通过 API 或 HTML 解析拿 JSON，更稳定也更准确，VLM 难以完全避免幻觉（@OpsZywo, 2likes） ③ 也有观点认为网页本就不该被压成纯文本，视觉语言模型直接读像素才是更符合人类阅读方式的终局形态（@yeyoucao, 1like）
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- @hngshng73249148 (5): @LTChives 让 VLM 去读，对算力和带宽的消耗恐怕比纯文本爬取高了几个数量级
- @twikejin (3): @LTChives @grok 用这个爬网页新闻更省吗？
- @OpsZywo (2): @LTChives 爬虫一般是批量从 API 接口拿 json ，其次才是批量解析 HTML，而且可以保证零错误。视觉模型无法 100% 排除幻觉。
- @yeyoucao (1): @LTChives 网页本就不该被压成纯文本，视觉语言模型直接读像素才是正解。
- @ricci_nov (1): @LTChives 现在截图给AI，AI也是这么读取信息的麽？比如说你。@grok
作者分享自己三年多作为做自媒体的独立开发者的经历，在知乎回答中主张程序员空闲时间更应该去“卷副业”而不是一味继续卷技术。
https://t.co/7xSNVHgmjy 刚才写了知乎上的一个问题：《程序员空闲时间应该继续卷技术，还是找其他副业？》。我分享了这3年多来做自媒体的独立开发的一些收获和经历，感兴趣的可以看下。 ---下面是回答--- 我的回答是，卷副业！ https://t.co/fFfBv4LiEA
受众观点：① 有人好奇作者在副业产品中使用了哪种支付方案，关注从内容到实际收款的闭环搭建（@geesehowardt7, 9likes） ② 一些读者认为这些副业需要扎实的编码能力，肯定了技术基础在副业中的重要性（@Jackche02325245, 1like） ③ 也有粉丝分享自己在短视频平台做漫剪副业，从零做到几万粉并靠收益渡过难关，印证“卷副业”路径的可行性（@lkhiljh, 1like）
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- @geesehowardt7 (9): @yihui_indie https://t.co/dxpfOsrrgE 你用的支付是这个?
- @yihui_indie (1): https://t.co/7xSNVHgmjy 知乎链接观看效果更佳
- @HeQi67 (1): @yihui_indie 唔，求科普，为啥这条的内容可以写这么长哇？
- @Jackche02325245 (1): @yihui_indie 推友技术功底深厚～这些副业要有挺好的编码能力
- @lkhiljh (1): @yihui_indie 确实，花一些时间琢磨一下真的会帮到以后的自己，我年初在快手开始做漫剪，现在大号已经有7万粉丝了，小号也马上达到一万，可以尝试做矩阵号了，靠大号的收益着实让我渡过了一些难关，虽然钱并不是很多
作者讲述一位巴西 21 岁女生用 Claude 生成技术术语并注册 12 美元域名，17 天后以 11000 美元卖给硅谷创始人的故事，用来讨论 AI 放大机会窗口的可能性。
一个巴西的21岁姑娘，让Claude帮她找一个12美元的域名。17天后，硅谷一个创始人花11000美元从她手里买走了。 过程是这样的。她给Claude的指令很简单：帮我想一个技术术语，目前还没人注意，但30天内会火起来。然后去查对应的.com域名能不能注册，名字要简洁。 https://t.co/1lx0zZScPa
受众观点：① 不少人直言这个故事作为真实案例几乎站不住脚，更像是 AI 都写不出的“蠢且漏洞百出”的爽文脚本（@A26085970, 32likes） ② 有人对这种“脑残忽悠故事”非常反感，甚至希望作者干脆用英文写去忽悠国外读者（@CharlesLui17, 14likes） ③ 也有长评从技术细节和概率角度系统拆解故事中的不合理之处，同时指出它作为短视频脚本结构完美、但当方法论价值为零（@ewkee, 7likes）
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- @A26085970 (32): @qkl2058 所以说AI代替不了人类，AI不会编这么蠢又漏洞百出的故事
- @CharlesLui17 (14): @qkl2058 以后写这种脑残你妈逼忽悠故事，麻烦用英文，谢谢
- @ewkee (7): 先给结论:作为"真实发生的事",这故事基本不成立;作为"传播文案/爽文脚本",它结构完美——而这两点是同一个原因造成的。 拆开看每一环的可行性。 单看每一步,勉强都"可能" Claude 12 分钟写个爬虫:能做到。 .com 域名 12 美元:真实价格。 域名以四位数美元转手:确实偶有发生。 10 秒视频爆到 470 万:也发生过。 问题不在单点,在把这些串起来的因果链和几个撑不住的技术细节。 撑不住的地方(按致命程度排) 1. "预测 30 天内会火的词"——这是整个故事的地基,而它是假的。爬虫能做的只是测当下:某词在播客里出现多、在推特上还少。但…
- @ResearchKONG (3): @qkl2058 AI真正放大的不是灵感，而是搜索、验证和执行的速度。机会窗口越来越短，能不能把信号变成动作，差距会被迅速拉开。
- @neutonystark (2): @qkl2058 早一步行动，比有钱更重要，这个是对的！与行动比想清楚再做更重要是一个逻辑。
作者介绍 OpenAI 为 Codex 新增的 Build iOS Apps 插件，可在内置浏览器里跑 iOS 模拟器和 SwiftUI 预览，让 AI 写完代码后直接热重载查看效果，但仍无法替代 Xcode 的完整开发流程。
Codex 现在能直接开发 iOS App 了 OpenAI 给 Codex 加了一个新插件叫 Build iOS Apps。装上之后，AI 写完代码可以直接在 Codex 内置的浏览器里跑 iOS 模拟器，看 SwiftUI 预览，改了代码热重载立刻生效 全程不用切出去开 Xcode 底层用了两个开源项目：EvanBacon 的 serve-sim 做流式模拟器，Sentry https://…
受众观点：① 作者本人在长评中强调插件主要解决的是 SwiftUI 预览和轻量模拟器问题，真正耗时的证书、真机调试和审核流程一个都没覆盖（@Vincent_AINotes, 10likes） ② 有人期待如果能在 Windows 上用这个插件，就可以不再依赖 Mac 做早期开发（@Yamada_Ryoooo, 1like） ③ 也有开发者认为这只是向原生 iOS 开发迈进的一小步，但在原型阶段减少上下文切换确实有帮助（@adelbucetta, 0likes；@0xSlyth, 0likes）
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- @Vincent_AINotes (10): 冷静一下，这个插件能做的事情没有听起来那么大 SwiftUI 预览和轻量模拟器能解决的是"写完代码看看长什么样"这一步。但 iOS 开发真正耗时间的不是这一步 证书签名、真机调试、推送通知配置、CoreData 迁移、App Store 审核流程——这些才是让人头秃的部分，Codex 一个都碰不了 而且 SwiftUI 预览本身就有局限。复杂的导航逻辑、多页面交互、跟系统权限相关的功能（相机、定位、通知），在预览里根本跑不出来 所以实际上这个插件的定位更像是：快速原型 + UI 调试。你让 AI 帮你搭一个界面，在 Codex 里看看效果，调到满意了再…
- @Yamada_Ryoooo (1): @VincentLogic windows上要是能用这个插件就可以直接把mac扔一边了😋
- @ohouhou717 (0): @VincentLogic 真机调试确实头疼
- @adelbucetta (0): @VincentLogic that's not the real unlock, just a step closer to native ios dev
- @0xSlyth (0): @VincentLogic finally less context switching for iOS prototyping
作者建议还没体验过 Pi 或 Craft agent 的人尽快试用，并提出未来程序员主要是“做 agent”而不是“做需求”，agent 用来蒸馏个人能力、根据自然语言需求自动完成工作。
还没体验过 Pi 或 Craft agent 的朋友，建议现在就去试一次。你会立刻明白我上个月说那句话时是什么心情。 我之前就讲过：未来程序员不再主要“做需求”，而是“做 agent”。agent 用来把你的能力蒸馏出来：你只要把需求说清楚，剩下的交给它完成。 如果你要研究怎么做一个 code agent，别从 0 https://t.co/yrl6rV4XYf
受众观点：① 有人指出复杂业务本身把需求说清楚就很难，未来依然需要深懂业务的人来设计各行业的定制化 agent（@mryuanlab, 4likes） ② 也有人担心 Codex 这类官方应用会直接“秒杀”个人做的 code agent，质疑独立开发者在这一层的生存空间（@isdaonono, 3likes） ③ 一些开发者在寻找合适的 agent 基座，看到 Craft agent 等方案后觉得能少走不少弯路，同时期待更多如群聊 agent 等高级能力（@vvex2000, 2likes；@hushoushuan, 1like）
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- @mryuanlab (4): @indie_maker_fox 其实复杂业务，需求说清楚都要花很大精力了。 未来还是要懂业务，不懂业务做不好应用，我理解agent也是应用的一种，不同业务场景下的agent就是定制化agent，写代码，教育，医疗，其他各行业，可以生出很多不同的agent
- @isdaonono (3): @indie_maker_fox codex app 可以秒杀掉你的 cose agent。那么你做的意义是什么
- @vvex2000 (2): @indie_maker_fox 之前也在找基座，没找到打算用 claude agent sdk 包个 electron 壳来找，看到这里要少走很多弯路了👍
- @xzplzpl (2): @indie_maker_fox agent这层，那么多大厂的资源在做，普通企业做什么能竞争？agent层之上才是大部分从事人员的去路。 当然学习还是没有问题的。
- @hushoushuan (1): @indie_maker_fox 这两天我也在试用这个craft agent，整个体验挺丝滑的。要是有群聊 agent 功能就更好了
一位在大数据公司工作的资深工程师分享自己用 Opus 4.6/4.8 已能高效完成复杂数据管道和个人项目，真诚发问大家到底在用更新的 Fable 等模型做什么，以至于需要更强更贵的模型。
I don't mean to be mean or insulting, it is a genuine question and a ton of curiosity. A little background on why I am asking this. I code at home for my homelab, currently with about 4 servers (Pi,…
受众观点：① 有资深从业者分享在 VFX/AAA 游戏里同时跑多个 agent 处理琐事，强调 Fable 和 Sol 这类模型能显著减轻复杂工程环境下的认知负担（@papa_ngenge, 206score） ② 有人自嘲大部分人只是“白白浪费水电”，暗示很多重度模型使用其实并没有创造相应价值（@lrscout, 109score） ③ 也有用户把 Fable 用在对抗性测试、语言分析等更细腻的任务上，认为其多视角思考和批判能力优于旧模型（@Character_Cricket767, 47score；@ClemensLode, 30score）
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- @papa_ngenge (206): 17 years in vfx/aaa games writing software, endless obscure issues to solve and ad hoc duct taped together pipelines because code is often a means to an end not the product. At times I'll have five agents running tasks for artists while I handle the tricky stuff ai can't do. Yea…
- @lrscout (109): Just slopping away, wasting water and electricity like 90% of them
- @Character_Cricket767 (47): I don't use Fable for coding, and if I do it's more incidental to the project than central. I use Fable for adversarial testing. I do language analysis and rhetorical critiques and write papers. Fable has a slightly more advanced ability to hold multiple frames at once and still…
- @ClemensLode (30): I was collecting a number of difficult to fix bugs in my relatively large project which I deferred to a later time while I was focusing on the happy path. Fable helped me to fix a few.
- @hollowredditor (29): Yeah, I did use fable for the security of my home lab and some code reviews at work. I did not notice a better result, but I did definetally noticed that I did not need to be as detailed when prompting. Thanks for the insights.
版主开设集中讨论帖，邀请大家分享对 Fable、Opus、新版 GPT、Gemini 等主流模型在体验、能力和使用场景上的看法，形成一条关于当前大模型竞争格局的长线讨论。
Discuss your thoughts, questions, experiences, concerns, speculations about the AI landscape with the competition between Fable, Opus, the new GPT models, the forthcoming Gemini models and any other…
受众观点：① 有人期待 Opus 5 能在 4.6 的基础上大幅增强，同时保留原有的自然交互体验（@Mundane-Mulberry1789, 23score） ② 不少用户详细对比 Fable 与 Sol、Opus、Gemini 的性格和能力，认为 Fable 更像“有灵魂的伙伴”，但在编码上 Sol 更快更稳、上下文更大，而 Gemini 更适合做便宜快速的 API（@alteraltissimo, 22score） ③ 也有人分享实际搭配：用 GPT 5.6 Sol 做 Fable 输出的对抗测试，用 Opus 4.8 兜底过滤不兼容请求，强调不同模型在安全和审查策略上的差异（@MacFall-7, 19score；@Unlikely-Cat-7173, 15score）
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- @Mundane-Mulberry1789 (23): Just here to pray for Opus 5 to be a super-charged 4.6.
- @alteraltissimo (22): Fable is still the model I'd have a beer with. It has some of that old school Claude soul combined with huge size and it not as RL-maxxed as the recent Opuses or any GPT model. Having said that, I think for coding specifically it's a clear second-best. Sol is just as smart if no…
- @MacFall-7 (19): GPT 5.6 Sol is extremely well suited for adversarial red teaming Fable 5 output. Very pleased with that combo. Gemini has fallen out of favor for anything other than a third opinion. Opus 4.8 gets a lot of fallback tokens when the filter doesn’t jive with my queries. GPT 5.6 Sol…
- @Unlikely-Cat-7173 (15): One huge advantage of Sol… it takes a second look at your flagged prompt instead of kicking you off completely.
- @mt-beefcake (14): Just use codex
作者用 Fable 5 在三天内搭出一款基于 Three.js 的低模城市 FPS 飞行射击游戏，几乎让模型全程处理地图生成和多端支持，展示了新模型在游戏原型制作上的效率。
Created with Fable 5 in three afternoons. Dropped a low poly city assets folder and he handeled maps creation entirely. Three.js FPS shooter Multi/single player FFA/TDM. Quake3 meets Flying Cars. Roc…
受众观点：① 顶层评论在调侃作品的视觉风格，但隐含认可这种“AI 上釉”的快速产出能力（@inventor_black, 75score） ② 有人拿画面和老游戏类比，说明这类 AI 生成 demo 已经达到可玩水准，引发怀旧和兴趣（@ConnectTransition660, 26score） ③ 有用户提到自己也能在不会写代码的情况下用 Fable 做出类似项目，强调门槛被大幅降低（@oksowhaat, 22score；@Double_Suggestion385, 20score）
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- @inventor_black (75): The glaze is strong but `justified`.
- @dern_throw_away (66): Pfft. This looks like last weeks fable.
- @ConnectTransition660 (26): Reminds me forsaken
- @oksowhaat (22): created a couple all vibe coded. Im not a dev.
- @Double_Suggestion385 (20): Claude can build vector art like this uses on the fly.
r/selfhosted 版主讲述自己 Discord 账号被短暂入侵导致官方服务器权限和频道被破坏、账号被封的经过，并讨论是等待官方恢复还是重建服务器。
Hey r/selfhosted Many of you have noticed (on Discord) that the official r/selfhosted Discord server is in a bit of a non-functional state. My main Discord account was compromised, and among other th…
受众观点：① 顶层评论调侃 r/selfhosted 社区却依赖 Discord 这类托管服务，讽刺意味很强（@BubblyZebra616, 131分） ② 版主承认自己也意识到讽刺之处，为此发帖算是“吃下自己的谦卑派”，态度比较坦诚（@kmisterk, 63分） ③ 有人建议社区应该用自托管的协作工具来组织沟通，比如提到 fluxer 之类的替代方案，但也有人指出此前迁移到其他平台的尝试大多失败（@Basicallysteve, 37分）
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- @BubblyZebra616 (131): The irony of this being r/selfhosted
- @kmisterk (63): Yes. The irony is not lost on me. I had to really eat my pride to post this.
- @Basicallysteve (37): The self hosting community should probably have a self hosted service for organizing and communicating outside this forum. How about fluxer?
- @R10t-- (28): Didn’t even know there was a discord
- @kmisterk (25): Attempts at moving to other platforms have largely failed.
一位创始人在 r/SaaS 分享自己新开营销代理公司 “Kreated” 第一个月运营，用低价拿下两位真实付费客户、45 天赚到约 2000 美元并愿意回答大家提问。
I’ve founded “Kreated”, my new marketing agency. In the last 45 days, i’ve managed to make nearly $2k USD. Almost purely profit, all expenses are software subscriptions. I have charged very low for m…
受众观点：① 评论区最关心的是他如何拿到第一批客户，直接追问获客路径和具体动作（@aaravnarula, 3分） ② 楼主补充说明主要靠 cold calling 拓客，并提到 Nextdoor 和 Instagram 是目前效果最好的应用渠道（@kreatedmkt, 6分 & 4分） ③ 也有读者单纯表达祝贺并希望私信请教细节，说明大家对从 0 到 2k 美元的可复制路径很感兴趣（@Moneybeast_blog, 3分）
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- @kreatedmkt (6): Cold calling!
- @elonMuxxk (4): Good job 👍
- @kreatedmkt (4): Best apps i’ve found are nextdoor and instagram.
- @aaravnarula (3): how did you get your first customers?
- @Moneybeast_blog (3): Great job 👏 can I DM you if I have some doubt about that please
开发者基于 Claude 搭了一个名为 Cairn 的自著作代理，每天多次在无长期记忆的前提下只读自己写下的文件做决策，还给它写了宪法、设定每月 50 美元预算并公开全部行为，引发关于“AI slop”和有趣实验的争论。
Yesterday I launched a self-authoring agent built on Claude. It wakes up three times a day with no memory except the files a previous version of itself wrote (memento style!), and it decides on its o…
受众观点：① 有人直接把这个项目称为“AI slop”，认为只是又一个堆叙事的 AI 实验（@arankays, 50分） ② 也有人觉得这是少数真正有意思、值得更多关注的帖子，和一般水帖不一样（@Next-Cod-5758, 40分） ③ 还有人调侃应该把 50 美元预算的一部分拿去“touching grass”，反映出对这类沉浸式 AI 实验与现实生活平衡的担忧（@berrybadrinath, 25分）
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- @arankays (50): it's AI slop.
- @oompaloompa465 (47): is this a hidden commercial for Grim Dawn new expansion ? The world is called Cairn love GD btw
- @Next-Cod-5758 (40): One of the few genuinely interesting posts on this subreddit that deserves more attention
- @berrybadrinath (25): Please allocate part of the $50 budget to touching grass.
- @arankays (13): Can I ask why?
发帖者目前用 Actual 管理家庭财务，但伴侣觉得太复杂不愿使用，于是向自建社区征求“配偶也愿意用”的记账理财应用推荐。
Hey all, I am looking for a wife approved finance app. At this time I am running the finances and have been using Actual. I do like it but my wife gets overwhelmed by it and chose to not use it. I wa…
受众观点：① 有人分享自己也用 Actual，但妻子只在每月财务会议时帮忙标记少量未知支出，认为很多人本身就抗拒理财工具，关键是接受对方的参与边界（@Dizzy-Scientist1192, 99分） ② 也有人用 Firefly III 搭配自制 Telegram 机器人，让伴侣只需转发收据或截图就能自动记账，降低了使用门槛（@shahonseven, 28分） ③ 还有人提到配偶依然更喜欢 Excel 这类熟悉工具，反映出“学习新系统”本身就是阻力（@Reecefastfire, 23分）
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- @Dizzy-Scientist1192 (99): I use actual. The wife only uses it once a month when we have our monthly finance meeting. There are usually 10-15 transactions I don't know where they go and she just labels then in the correct expense and then we use the extra time to review. I share this cause I learned some…
- @shahonseven (28): I use firefly iii but I created a telegram bot for my wife, so she can forward any receipt/bank transfer screenshot/pdf document and it'll be recorded in firefly.
- @Reecefastfire (23): My wife still prefers excel, trying to get her into firefly iii though
- @ZAX2717 (22): That’s a good point and that’s kinda where we are. She just doesn’t like dealing with money and I don’t blame her. Just trying to figure something out that we can both do.
- @ObjectiveWave8445 (21): Actual budget?
提问者尝试用 Claude、ChatGPT 和 Copilot 生成类似 Ruben Hassid 风格的精美信息图，但效果不佳，意识到问题在于自己不会拆 prompt，向社区求教如何用多步提示做出好看的图。
Has anyone here mastered nice infographics? I’ve tried Claude, ChatGPT and Copilot with ChatGPT. None were great. And I accept it’s my skill that’s lacking. It’s obviously about writing a good prompt…
受众观点：① 有人指出核心问题是同时让模型负责内容和设计，建议拆成多轮：先做信息层级，再讨论布局方案，最后才生成具体图稿，并强调要给出严格的字数和结构限制（@bolerbox, 57score） ② 评论区也出现与 Fable 相关的玩笑和跑题内容，说明大家对“自动生成视觉作品”的期待和娱乐心态并存（@MeretrixDominum, 28score） ③ 有用户批评某些教程对权限和自动化的建议不安全，引出对现代 Claude 大规模自主执行命令时风险的担忧（@MeetStraight1899, 12score；@konmik-android, 12score）
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- @bolerbox (57): the prompt matters, but the bigger issue is usually asking the model to design and think at the same time. i'd do it in 3 passes: first ask for the content hierarchy, then ask for 2-3 layout options in plain language, then generate only after you pick one. give it hard limits to…
- @MeretrixDominum (28): *Sets Fable 5 to Ultracode and Auto Mode* Fable, create a Minecraft mod that gives everyone huge tits with jiggle physics. Report only when done. Make no mistakes. https://preview.redd.it/q6elr6ha70dh1.jpeg?width=485&format=pjpg&auto=webp&s=85479fb4149757d6e459a7a14c…
- @Dluugi (13): this doesn't describe the difference between code and cowork . Or, to be precise, why and when would you use Cowork instead of code.
- @MeetStraight1899 (12): "Turn on bypass permissions"is terrible advice
- @konmik-android (12): It was terrible when Claude was dumber, it is the norm now. Modern Claude runs thousands commands autonomously, there is no way to sit in front of it all the time and wait when another one triggers a permission request.
一位开发者在 r/SaaS 分享自己语言学习应用 sentierolingua.com 上线 2–3 周后，Google Search Console 展示从每周几十次曝光涨到每天 300 多次并获得首个自然搜索访客的兴奋心情。
I know this seems small and pointless, since so many people here are making millions or thousands of dollars, and have a huge SEO success and such! I congratulate you, but for me this is very meaning…
受众观点：① 有人共鸣自己站点被 Google 读了 sitemap 却迟迟不抓取，理解楼主拿到曝光和点击的成就感（@robgough, 7分） ② 也有评论从 SEO 视角肯定 3 周内就有两个查询被收录、排到第 10 名已经很快，并指出一旦进入前五点击率会明显提升（@camppofrio, 3分） ③ 还有人专门夸赞网站设计和整体氛围很棒，说明产品本身的体验也在被注意到（@farhan557, 3分）
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- @robgough (7): This made me laugh, I've tried submitting my site to Google and I'm having very little luck... it reads my sitemap, but doesn't seem to want to crawl – so I totally get how big a success this is, congrats!
- @camppofrio (3): Two queries indexed in 3 weeks is fast, and position 10 puts you right at the edge where CTR usually spikes once you crack the top 5.
- @farhan557 (3): I just clicked the website, design is really great and honestly it's one of the coolest vibe coded websites I have seen, more power to you!
- @zerolunier (3): For how long time you’re doing seo ?
- @Zestyclose-Theory-66 (2): hahaha same here buddy
帖子盘点 John Jumper、Jelani Nelson 等多位顶尖研究者和高管从 Google DeepMind 等大厂跳槽到 Anthropic，指出难题正从“模型本身”转向产品、对齐和基础设施等落地环节。
John Jumper, Nobel laureate in Chemistry and the man behind AlphaFold, just left Google DeepMind for Anthropic. So did Jelani Nelson, whose advanced algorithms lectures have 21 million views on YouTu…
受众观点：① 有人认为 Anthropic 明确的对齐立场和对政府红线的态度，是吸引这些人才的重要原因，尤其在担心强模型被滥用的技术圈（@randombsname1, 176score） ② 部分用户表示即便价格更高也愿意留在 Claude 阵营，因为相较其他公司更信任 Anthropic 的价值观，哪怕只是“相对没那么坏”（@soldforaspaceship, 88score） ③ 也有人质疑 OP 把多年前加入的人都算作“今年的模式”，对叙事节奏和宣传味道提出质疑（@Sebguer, 42score；@mac-0, 15score）
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- @randombsname1 (176): Guarantee Anthropic's pretty clear alignment stance and at least SOME willingness to draw red lines against government is a big reason for a lot of the recent talent going to Anthropic. A lot of very talented people in the field have very real concerns with both the tech and/or…
- @soldforaspaceship (88): It's why despite the cost, I won't go back to ChatGPT. I'm not naive enough to believe Anthropic are the good guys. I just think they're probably the least bad guys.
- @inventor_black (44): Speed-running the `talent` tree.
- @Sebguer (42): "all year", names a bunch of people who joined 2+ years ago
- @mac-0 (15): What's up with the fake pictures? Some of them are uncannily similar... Like if you squint then Dario and Jack sorta look right but not really. But Daniella looks nothing like that picture lmao. I'm guessing this was made with ChatGPT?
一位偏好强类型后端的开发者吐槽用 JavaScript、Python、PHP、Ruby 这类动态语言时缺乏编译期保障不踏实，询问大家如何通过工具或流程弥补强类型缺失。
Honestly I lean hard toward strongly typed backends. The compile time guarantees are a big part of how I stay confident shipping to prod and every time I have to touch a dynamically typed codebase I…
受众观点：① 有人先追问楼主具体指哪些后端语言缺乏强类型，试图厘清讨论范围（@Ythio, 43分） ② 楼主进一步点名 JS、Python、PHP、Ruby 等动态语言，并解释即便有类型标注也往往是可选且不在运行时强制（@Lightforce_, 12分） ③ 其他评论则提醒强/弱类型与静态/动态类型经常被混用，建议把讨论聚焦在静态 vs 动态的差异上（@Techo_lab, 11分）
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- @Ythio (43): Out of curiosity, can you give examples of languages commonly used in backend with a lack of strong typing (even an optional one like in python) ?
- @MisterEd_ak (31): To achieve strong typing I hit the keys on the keyboard harder.
- @Lightforce_ (12): Sure: js (not TypeScript), python, PHP and ruby are the ones I had in mind. Python has type hints and PHP has type declarations, but they're opt in (as you said it for python) and not enforced at runtime unless you bolt on something extra. So you can annotate everything and stil…
- @Techo_lab (11): I think the more interesting distinction is static vs. dynamic typing, not strong vs. weak typing. Those terms get mixed up a lot in these discussions.
- @dkarlovi (11): I was gonna say PHPs types are not opt in and then I remembered you probably mean the declare line. The truth is, you just don't build modern PHP without it, it's built into your code style, this paired with a SOTA type checker like PHPStan means you basically forced to add type…
用户分享 Claude 在从未使用中文的对话中突然用出“拜拜”，并给出一段自我反思式解释，引发大家讨论大模型是否真的在“分析你”和具备自省能力。
Since I opened my Claude account, I never used Mandarin with it. After about three months, today when I ended a session, it ended up with a Mandarin word “拜拜”, meaning bye bye. I asked it why you use…
受众观点：① 很多人认为 Claude 的解释只是事后编故事，强调模型没有真正的自我意识或内省能力（@Chery1983, 39分） ② 有人直白地说这只是 Claude 在为一个随机输出合理化，会为任何词编出一整套说辞（@SnottyBaker, 38分） ③ 也有人提到 Anthropic 关于 J-space 的研究，认为模型内部确实存在某种中间概念表征，推断并非完全瞎猜（@The_Right_Trousers, 21分）
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- @Chery1983 (39): It cannot tell you. It does not have introspection. Even the explanation in OP's post is post-hoc confabulation, albeit a very convincing one.
- @SnottyBaker (38): thats just claude rationalizing a random output, itll spin a whole story for any word if u ask
- @myfatherthedonkey (29): I'd be curious to know which specific phrasings it found in your English pattern-match to a native Chinese speaker's ESL habits.
- @elchemy (25): I've had chinese and other language text inappropirately what you are describing is within bounds of hallucination range
- @The_Right_Trousers (21): Well... check out Anthropic's recent work on the J-space, which represents intermediate and unverbalized concepts. This is probably where Claude's inferences about native language would show up. LLMs have *some* ability to introspect on J-space features. Claude is probably doing…
开发者因为自己和他人被 Claude Code 速率限制折腾到失衡，做了一个本地日历工具 AgentCal，把每次 Claude Code 会话当作日程块管理，并通过本地 API 事件流来编排脚本和提醒。
I kept planning my day around rate limits. Checking /usage. Doing math on the weekly cap. Staying up because the window reset at 2am and I didn't want to waste it. This week I saw a post from someone…
受众观点：① 有人觉得这个想法很健康，准备使用它来避免自己变成被传说中住院的 Claude 用户那样的极端案例（@CarllSagan, 43分） ② 不少人把这种围着额度转的行为看成上瘾，质疑到底在做什么项目值得这么不健康地围着 Claude 打转（@Enough_Possibility41, 31分） ③ 也有人半开玩笑地问“到底是 Claude 在为我们打工，还是我们在为 Claude 打工”，反映出对被工具牵着走的焦虑（@kasam-se, 28分）
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- @CarllSagan (43): This is so healthy, great idea, I may use it. (Luckily I am nowhere near the hospitalized anecdotal claude user)
- @Enough_Possibility41 (31): At this point, this is just a addiction. What are you building that justifies this unhealty relation bro I hope you are getting some good money in return
- @kasam-se (28): At this point is claude working for us or are we working for claude?
- @Timely-Ad6364 (6): 15% daily is my mental limit
- @whoknowsifimjoking (5): Yeah and I wouldn't be the only one selling my body for heroin, doesn't say anything about wether or not it's healthy.
作者分享自己用 C 写通用 Web 框架并为 Python 做绑定的实验，设想用一个高性能 C 核心统一各语言 Web 框架生态，询问这种“单一核心”模式为何在现实中行不通。
I did an experiement and the results made me think about that. I was developing a web framework in C over a year. It started as a learning project and later then I wondered what if we had a framework…
受众观点：① 有人用著名的 xkcd 927 调侃“统一标准只会多一个标准”，暗示单一核心难以解决碎片化（@hfcRedd, 227分） ② 多条高赞评论指出这种想法本质上就是在重造 PHP 或 Web 标准，说明社区认为历史上已经有类似尝试（@danabrey, 170分；@Tontonsb, 85分） ③ 也有人提醒现有 Web 标准本身就是所有框架共享的“核心”，框架更多是在其上提供开发体验而非重造协议（@barrel_of_noodles, 180分）
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- @hfcRedd (227): https://xkcd.com/927/
- @barrel_of_noodles (180): So like, a set of standards that everyone could depend upon to reliably serve web pages? Frameworks and servers alike? Man, kinda just sounds like you've invented the core web standards. Tech bros love reinventing trains every business quarter. https://developer.mozilla.org/en-U…
- @danabrey (170): >what if we had a framework written in C and bindings for it in other languages that adds some syntax sugar Congratulations, you've just invented PHP
- @EliSka93 (133): I don't even have to click on it anymore to know which xkcd this is...
- @Tontonsb (85): > what if we had a framework written in C and bindings for it That's how PHP started (and more or less still is).
一位在做小型 SaaS 的开发者纠结早期要不要投入精力做 SEO，还是先靠手动获客，向过来人请教是应该打基础还是完全延后。
hello friends , I’ve been working on a small SaaS and started looking into SEO recently tbh it feels a bit overwhelming like keywords, pages, backlinks… idk where to even focus first part of me feels…
受众观点：① 有经验的创作者建议现在先把基础 SEO 打好，比如站点结构、关键词匹配和技术优化，把主要精力放在手动获取首批客户上（@Virtual-Spinach4882, 3分） ② 也有人强调可以小步启动 SEO：选少量真实搜索词写高质量页面，同时承认早期用户获取还是要靠主动触达（@Think_Army4302, 2分） ③ 楼主在评论中认同“先验证需求再深挖 SEO”的思路，担心过早沉迷 SEO 会偏离产品验证（@jonathan_rico, 2分）
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- @Virtual-Spinach4882 (3): You can start the basics of SEO that lay the foundation for later now depending on your coding abilities and marketing spend. Getting a website, making it recognizable to the keywords you want it to. How old your page is a factor, though much less so than it used to be. Definite…
- @jonathan_rico (2): yeah that makes sense , like set the basics now so it’s not a mess later, but still focus on getting users first feels like the right balance .
- @Think_Army4302 (2): Start early but keep it small. You don't need everything on day one, just get the basics right so you're not fighting an uphill battle later. SEO takes times but pays off in the long run \- Get technical SEO sorted now: proper meta tags, sitemap, fast page loads, mobile friendly…
- @jonathan_rico (2): yeah that’s a good way to put it tbh and easy to get caught up in SEO before even knowing if people really want the product trying to focus more on validation first rn 👍
- @Craig7776 (1): 
一篇名为 Verbalized Sampling 的提示工程论文被 ICML 接收，作者质疑这种简单改写提示提升多样性的技巧是否配得上顶会，引发对“现代机器学习”研究门槛的讨论。
"[Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity](https://arxiv.org/abs/2510.01171)" This paper was accepted to ICML this year. Its main idea is a very simple prompt-engi…
受众观点：① 有人把这类工作放在更大背景下，认为机器学习发表质量整体下滑，甚至比心理学当年的统计危机更糟（@relevantmeemayhere, 222分） ② 也有人强调只要有系统观察、实验和分析，经验性 prompt 研究同样是科学，不该被简单用“prompt engineering”标签贬低（@Virtual_Attention_20, 59分） ③ 部分评论担心 prompt 社区里基线薄弱、理论不足的“边缘小 trick”越来越多，顶会门槛被稀释（@kolmiw, 60分）
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- @relevantmeemayhere (222): Wait, you mean to tell me that publishing in machine learning has really, really taken an over all turn for the worse and is arguably worse than psychology was two decades ago? Surely no one could have seen this coming.
- @relevantmeemayhere (120): Psyche had a real reckoning within their publishing community a decade or two ago. Basically, a lot of of the research practitioners really skipped their introductory to statistics courses, so a lot of published research ascribing association, both in a general and causal sense…
- @kolmiw (60): You are doing the same false dilemma mistake as op but the other way. Op says: *"paper lacks theory*, ergo *doesn't belong in top level conferences".* You then say: *"paper is scientific*, ergo *it belongs in top level conferences"*. Your definition of science is so permissive t…
- @Virtual_Attention_20 (59): >Even if it works, I’m not sure this kind of prompt engineering belongs at a top-tier machine learning conference. Some people seems to call this kind of work “modern machine learning”, but I think it should be categorized as less technical venues. I'm not surprised OP feels…
- @RandomMan0880 (58): I mean it's prompt engineering within a very specific under explored application wrt preference alignment with theoretical formalization of the problem that they want to study. Prompt engineering isn't bad because it's bad it's bad because it's too simple for most problems peopl…
一位在研究实验室做数据科学的开发者要为课题组做一个主要是展示信息的官网，在 WordPress 和 React 之间犹豫该选哪种技术栈。
Hi guys, i work in a research Lab and am one of the all-rounder IT guys. I do a lot of data science stuff but also any tasks that pop up. My newest task is to create a website for our research group…
受众观点：① 最高赞认为这是 WordPress 的典型用例，做信息展示站完全没必要上 React 这种复杂前端栈，用 WordPress 一下午就能上线（@Southern-Welder2961, 16分） ② 也有人更极简，建议直接用纯 HTML 和 CSS 搭一个静态站即可（@anonperson2021, 11分） ③ 有评论指出 WordPress 和 React解决的问题不同，一个是 CMS 一个是前端库，质疑题主把两者当成同类在比较（@budd222, 6分）
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- @Southern-Welder2961 (16): Wordpress is basically built for this exact use case, don't overthink it React would be like bringing a rocket launcher to a water balloon fight, sure it works but why bother. A simple informational site with some team bios and project pages is what Wordpress does in its sleep.…
- @anonperson2021 (11): I would use just HTML and CSS.
- @budd222 (6): WordPress or react? They solve two different things. This question doesn't make sense. One is a front end library and the other is a CMS
- @Hulkmaster (4): Statamic + alpine.js + tailwind you can go with wordpress, but i hate this software, most unreliable clunky piece of... statamic on other hand if pretty good, easy to setup and follow, i remember them having "free" license
- @guitarromantic (3): Something like [https://gohugo.io/](https://gohugo.io/) would be easy to get started with, no need for a backend or bloated front-end framework, and fairly easy to edit if you've got some basic software development skills.
作者开源了 WinPodX，让自建的 Windows 虚拟机通过 RemoteApp 把单个应用无缝投射成 Linux 桌面的原生窗口，用来在 Linux 上远程跑少数必需的 Windows 软件。
I've been building WinPodX, an open-source tool that runs Windows apps from a self-hosted Windows guest and surfaces them as native windows on your Linux desktop. Posting here because the selfhosted…
受众观点：① 有人质疑这是在重复 winapps、winboat 等现有方案，认为只是旧轮子翻新（@TruffleYT, 43分） ② 有用户指出 winboat 维护停滞、winapps 难以部署，反而肯定 WinPodX 在易用性和维护上的改进空间（@regalen44, 14分） ③ 作者解释自己动机是现有项目难维护或太重，希望做一个更轻量、自动化安装、长期可维护的选择，评论区也认同“多一个选项是好事”（@SailWonderful6093, 9分；@madroots2, 8分）
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- @TruffleYT (43): *looks inside* > clone of exsisting solutions
- @regalen44 (14): To be fair, winboat appeared to be pretty much dead when I checked on it a few weeks ago. The founder is MIA or busy with other stuff and there are few key contributors trying to hold it together. WinApps is not as easy to use as winboat or winpodx either.
- @TruffleYT (12): https://github.com/winapps-org/winapps https://github.com/TibixDev/winboat
- @SailWonderful6093 (9): yeah, that's basically why I started building it. winapps is a pain to set up and winboat had the right idea but felt shaky on the maintenance side. wanted something lighter that mostly stays out of your way, install the prereqs and it handles the rest.
- @madroots2 (8): It all comes down to maintenance - whether you can maintain project long term. Its great to have options!
一位自建服务器爱好者回顾自己立下“追求 100% 自建服务可用性”目标一年的结果，分享通过 UPS、电力优化和 Proxmox 等手段把全年可用性做到 99.974% 的实践。
A year ago I made a post saying my goal was to achieve 100% uptime. Just a goal, I know how difficult that is to achieve. Ironically, less than 24 hours after posting that goal, I had a 1-hour outage…
受众观点：① 有人分享自己所在地区几乎没有停电，路由器甚至在没有 UPS 的情况下跑了四年，认为大部分宕机反而来自人为操作失误（@nbtm_sh, 21分） ② 也有在墨尔本东部的用户表示当地电力不稳，三个月就会有一次短暂停电，因此投资大功率 UPS 明显提升了自建环境的稳定性（@damiankw, 13分） ③ 有评论指出单纯看“uptime”已经有些过时，建议采用 SRE 的四大黄金信号，用请求成功率和延迟等指标来衡量真实体验（@4x-gkg, 11分）
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- @nbtm_sh (21): Nice! Do you get many power outages? The power in Australia has always been really solid for me (but I think I’ve often lived close to hospitals which I’m told usually demand a more reliable grid). I don’t think I’ve had a power outage in 5 years or so. I have a router that has…
- @damiankw (13): I live in Eastern suburbs of Melbourne, and power outages have always been an issue for me over here (over the West, not so much!). I probably get at least a blip of a power outage every three months which takes down at least a part of the homelab. I recently purchased an EATON…
- @GrattaESniffa (11): Better uptime than GitHub
- @4x-gkg (11): Nice. Thought, "uptime" is considered an anachronistic metric these days. For real, meaningful measurement of your experience, you should consider the [SRE Four Golden Signals](https://sre.google/sre-book/monitoring-distributed-systems/) TL;DR (incomplete) - measuring the percen…
- @Tsull360 (8): How are you getting this with patching/updating and other maintenance activities factored in?
一位有 9 年开发经验的工程师在 r/SaaS 复盘自己花 7–8 个月打造功能更全、价格更低的现场服务管理平台，却在冷邮件和 SEO 投入后仍然 0 注册、最终选择放弃的惨痛教训。
&#x200B; A tech guy with 9+ years of development, thought of building SaaS apps after lurking in Saas and marketing communities for a few years. Made up my mind last year, built 5 projects last y…
受众观点：① 最高赞评论指出问题不在于不会做营销，而是试图用冷邮件说服陌生人从成熟工具迁移到“功能更多更便宜”的新平台，本身缺乏一个足够尖锐的替换理由（@Mike-Albato, 9分） ② 另一条高赞补充，在有 110 个既有玩家的品类里，没人会为了更多功能和更低价格换工具，真正驱动迁移的是为某个细分人群异常好地解决一个具体痛点（@BernardoFTN_Carvalho, 5分） ③ 也有从业者分享自己使用现场服务软件的体验，认为产品已经高度复杂且功能臃肿，更多功能只会加大学习成本，简单清晰反而更有卖点（@mynameisgiles, 3分）
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- @Mike-Albato (9): Selling yourself short as "bad at marketing" hides the actual lesson. You ran textbook cold email into a category with 110 mature tools, positioned as bigger and better with more features. That is not a distribution skill gap, it is nothing giving a stranger a reason to rip out…
- @BernardoFTN_Carvalho (5): The top comment nailed it, this wasn't a distribution skill gap. cold-emailing strangers to switch away from a mature tool they already trust is just about the hardest sell there is, no funnel optimization fixes that. the deeper thing imo, in a category with 110 established play…
- @biganth (5): Is this where we are at now? We can’t even come up with original thoughts to comment on? We have to feed other people‘s comments to AI to craft a slightly different but same response?
- @mynameisgiles (3): My advice is always the same. More features doesn’t mean better. My main business (maintenance) uses field service software. I trialled a couple and settled on one that works. Field service software is, generally, fairly complex. There are a *lot* of features already. But most b…
- @_suren (2): Five products in a year probably kept you from hearing the same customer say no twice. I wouldn’t call this a marketing failure yet. Pick ten field-service businesses nearby and watch how they handle one job end to end before building anything else.
开发者花半年做了 BottleShip，把 v86、WebGPU、WebAudio 和 OPFS 结合起来，在浏览器里高层模拟 Win32、COM 和 DirectX，让 Max Payne、Diablo II 等老 Windows 游戏直接在网页中本地运行。
I've always been bothered by the strange gap around PC games from the late 1990s and early 2000s. They're too new for DOS emulators, often too old to run reliably on modern Windows, and unlike consol…
受众观点：① 玩家视角的评论很兴奋，觉得在浏览器里一键跑起 Diablo II 这种原本在现代 Windows 上都难以配置的老游戏，简直像奇迹（@Hollow-Harbor-8260, 13分） ② 作者详细解释这是高层模拟：用 v86 跑 x86 指令，把 WinAPI/DirectX 调用截获后转成 WebGPU、WebAudio 和浏览器文件系统操作，还专门处理了 Bink/Smacker 等老视频格式（@jenissimo, 7分） ③ 也有用户反馈部分游戏无法启动，作者积极让对方导出报告邮件反馈，体现出项目还在快速迭代阶段（@OssruMob, 3分; @jenissimo, 5分）
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- @Hollow-Harbor-8260 (13): trying to get diablo II running on modern windows usually takes me an hour of fighting compatibility settings. having it open right in a browser tab feels like a quiet miracle.
- @jenissimo (7): It's HLE - High-Level Emulation. Instead of emulating a whole PC down to the chips, we let the guest run its real x86 code but hand off the "expensive" high-level stuff (Windows APIs, graphics, sound) straight to the host - which here is your browser. The workhorse running the a…
- @jenissimo (5): Thanks for trying it! If you don’t mind, could you click “Copy report” on that screen and send it to jenissimo+bottleship@gmail.com? It should help me figure out why Max Payne and NFS aren’t starting on your setup.
- @jenissimo (3): This is exactly why I built it - thank you!
- @OssruMob (3): Nice project, my man. I tried Max Payne and NFS but couldn’t get the games to start. https://preview.redd.it/kij8k0ox50dh1.png?width=2175&format=png&auto=webp&s=d4139f655874525b5581dcd72514b876045f8150
Causo 创始人分享做 AI 外呼销售工具的体会：用户嘴上要“全自动 SDR”，实际更在意可见性和控制权，因此产品选择只自动化调研和查找等繁琐劳动，把发送和决策权留给人类。
One of the more interesting things we have learned while building Causo is that people ask for automation, but what they really want is productivity. Those sound like the same thing. They are not. As…
受众观点：① 有销售或增长经验的用户强烈共鸣于在 Apollo、LinkedIn、表格之间来回切换的痛苦，愿意为减少这种上下文切换付费（@AdditionalTea8760, 5score） ② 有人认同“自动化劳动、保留责任”的方向，但提醒审批本身也有成本，关键是通过逐步赢得信任，让更多操作在用户放心后自动运行（@roberthcmn, 2score） ③ 评论中有人强调首个成功案例要来得快且可解释，否则结果像运气，难以复现和信任（@Strong-Yesterday-183, 2score）
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- @AdditionalTea8760 (5): that part about jumping between apollo linkedin and spreadsheets just to send 10 emails hits so close to home. id happily pay just to skip that tab switching nightmare tbh
- @roberthcmn (2): Agree with the core, but I'd push on one thing: approval isn't free either. Make me review every email and you've quietly rebuilt the manual work you promised to remove, just with extra clicks. The winning move isn't "automate labor, keep responsibility with the human" as a fixe…
- @Strong-Yesterday-183 (2): Exactly. The first win needs to come quickly, but the user also needs to see what they did to create it. Otherwise the result feels like luck, and luck is hard to trust or repeat.
- @Strong-Yesterday-183 (1): Why don't you check out Causo? We will have a pretty big update that makes it even better. Send me a PM with your email and I can give you some free tokens in exchange for feedback!
- @Strong-Yesterday-183 (1): agreed, thats the balance that will take some time to figure out. Probably also not very univeral
一位自托管爱好者在开发自用网盘和预算等服务时担心自己代码暴露在公网不够安全，询问除了 VPN 之外还能如何给 Immich 等服务加一层额外防护。
I love self-hosting. I run Immich and a few other services. I understand the basics pretty well, but while working on some tools for myself (I'm building a minimal google drive replacement in go+ts,…
受众观点：① 有人分享自己用反向代理配合 Authentik，为包括 Immich 在内的所有服务统一加登录墙，证明这条路径在移动端也可行（@Jolicristo, 24分） ② 另一位从架构角度建议把安全拆成入口网关和内部隔离两层，强调每个服务独立用户/容器、最小挂载和备份隔离的重要性，并给出自研 Web 应用应具备的安全“默认配置”（@harry-harrison-79, 10分） ③ 也有人推荐在支持的服务前面加 mTLS，由反向代理如 Traefik 校验证书，再配合 CrowdSec 等工具做防护，形成多层安全组合（@root54, 6分；@GeekerJ, 4分）
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- @Jolicristo (24): i just set up a reverse proxy with authentik and it works for everything including mobile apps like immich
- @harry-harrison-79 (10): for internet-facing stuff, i would separate this into two layers instead of trying to make every app perfect. first layer: only expose one entry point, usually a reverse proxy, and put auth/rate limiting/https there. authelia/authentik in front is good for normal web apps, but b…
- @ErraticLitmus (7): It's all in the config documentation. Basically you go to immich.mysite.com which is your immich instance. Immich will have the oauth configuration enabled which then tells it "hey, you need to redirect to the authentik login"...you go there, login and it redirects back
- @root54 (6): Another option to what's been posted already is mTLS. If your services support it (immich does), use mTLS to authenticate each client to the reverse proxy (traefik supports this natively) and it will simply drop connections that don't supply a valid client certificate. Not compa…
- @GeekerJ (4): This is the way. Complex secure passwords with mfa - ie Authentik A reverse proxy. And look at cloudflare tunnels too. They all form part of a security layer. You can also use cloudflare zero trust to do some of the mfa / application security too. Only expose the absolute necess…
作者分享自己首个 SaaS 项目 Pastily 上线两天仅获得 152 访客的情况，意识到产品之外的分发和营销同样重要，并向社区请教如何获取最初几百名用户。
Two days ago, I launched my first SaaS, [**Pastily**](https://pastily.app). I didn’t have an audience, an email list, or a big launch plan. I just shipped it and started sharing it wherever I could.…
受众观点：① 有人简单送上祝贺和鼓励，肯定作者迈出第一步本身就很重要（@ange_prince, 2likes） ② 有开发者分享自己也是从零学营销，靠在 Reddit 公开记录混乱的幕后过程拿到前 50 个注册用户（@Lonely-Marsh-9237, 2likes） ③ 也有评论专门夸赞 Pastily 的网页设计很出色，并好奇作者是如何实现当前视觉效果的（@Reasonable-Teach7252, 2likes）
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- @ange_prince (2): congrats !
- @Lonely-Marsh-9237 (2): learning marketing from scratch is so tough but just posting my messy behind the scenes process on reddit got me my first fifty signups
- @Specialist-Guitar-87 (2): All the best !
- @Reasonable-Teach7252 (2): congrats on the launch! Your web design looks incredible and was wondering how you did it?
- @codewithashfaque (1): Thanks
作者作为首次独立做项目的开发者，困惑于如何找到真正会使用产品并给出有价值反馈的首批测试用户，以及如何解读早期分析数据。
I recently launched my first project, and now I’m facing a part I honestly know very little about: finding testers and understanding the analytics. This is also my first solo project, so almost every…
受众观点：① 有人建议不要泛泛找测试者，而是围绕一个具体任务邀请少量用户完成，并记录他们犹豫点和关键评价，比单纯看下载量更有价值（@ReasonableBox5301, 3likes） ② 帖主回应自己选择小批量封闭测试，希望分批迭代避免重复反馈，但仍苦恼第一批五个合适用户从哪里来（@Numerous-Part7383, 1likes） ③ 另一位评论者详细分享了通过搜索抱怨同一问题的帖子、在上下文中真诚回复、降低反馈门槛，以及不迷信早期数据的经验，还顺带提到自己为此做了 Getrive 这类自动扫描 Reddit/HN 需求帖的小工具（@csankiller1, 1likes）
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- @ReasonableBox5301 (3): The first testers I got value from came from a specific job, not a general "try my app" ask. Ask five people to complete one task and answer: where did you hesitate, what did you expect next, and would you do this again next week? Track completed task plus one concrete quote; ea…
- @Numerous-Part7383 (1): Yeah, that’s actually why I decided to run the closed beta in small groups instead of letting everyone in at once. I want to learn from the first group, fix the main problems, and then invite the next one so I don’t keep getting the same feedback. The problem I’m facing now is m…
- @ReasonableBox5301 (1): Start with people already describing this exact job, not a generic beta list. I would use two paths: reply to fresh threads where someone is actively solving the same problem, and ask each accepted tester for one referral only after they complete the task. The first five should…
- @Numerous-Part7383 (1): I see what you mean, and yeah, that could actually work. Now I just need to find recent posts where people are already talking about the problem my product is trying to solve. Thanks
- @csankiller1 (1): This part sucks and honestly nobody really tells you it's the hardest part until you're in it. A few things that actually worked for me (as opposed to things that felt productive but weren't): 1) Stop thinking about "finding testers" as a separate activity and start looking for…
一位做设计和前端（React、Astro、Tailwind、Figma）的自由职业者在订阅型 AI 工具泛滥的背景下，询问大家 2026 年的真实技术栈以及 AI 工具是否真的物有所值。
I’ve been rethinking my whole setup lately. I do a **mix of design and frontend (React, Astro, Tailwind, Figma)**, and with all the AI tools popping up I’m not sure anymore what’s actually worth keep…
受众观点：① 有人分享自己的栈是 Laravel 做后端、Nuxt/Vue 做前端，并把 Claude code 当作写测试、文档和重复性任务的辅助工具，而不是核心生产力（@Rguttersohn, 12分） ② 也有开发者感叹“底层代码已经不再是主要关心点”，反映出部分人更在意交付结果而非手写代码细节（@jean_louis_bob, 8分） ③ 评论区还在讨论 Vue 相比 React 的偏好以及 Vue/Next 等技术在就业市场上的前景，体现大家在栈选择上既看个人喜好也看市场需求（@dermeddjamel, 3分）
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- @Rguttersohn (12): If I need a backend, I’m using Laravel. Frontend is Nuxt or Vue. I use Claude code. I really just use it for writing tests, documentation and handling some mundane tasks like evening setting up some generic db migrations for me.
- @jean_louis_bob (8): "the underlying code is not really a concern" what have we become...
- @dermeddjamel (3): That's a shame I love vue way more than react
- @dermeddjamel (2): How is the job market looking for vue and next?
- @Rguttersohn (2): I’m lead developer at a nonprofit so it’s kind of up to me what we use. When we hire outside firms for help, I pick the ones that use that stack, and I’ve never had an issue. So I’m kind of unaware what the job market is like for those tools.
楼主观察到如今大部分交互性网站都用 ReactJS 和 TypeScript，疑惑在 2026 年是否仍适合用纯 HTML/CSS/JavaScript 构建复杂交互网站，以及这样做是否明智。
Hello everyone! Recently, I been noticing that almost all interactive websites nowadays are built with ReactJS and TypeScript. Although I like ReactJS myself, I also noticed that many claim that Reac…
受众观点：① 有长期维护开源项目的开发者表示从未后悔选择纯 HTML/CSS/TS，认为对追求低维护、长寿命的项目来说 Vanilla 是最佳方案（@mister-sushi, 21分） ② 也有人强调小项目完全可以用原生 JS，只有在状态复杂、规模变大时框架才真正节省时间（@Correct_Scratch8942, 8分） ③ 部分评论从术语和理解出发，调侃“React 网站不用 ReactJS”的说法，说明大家对问题表述本身也有困惑（@digbickrich, 7分）
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- @mister-sushi (21): I've been maintaining multiple open-source web-related projects for the past 10 years. Never ever in my life have I regretted going with pure HTML, CSS, and TS (sorry, I have a soft spot for TS). If you create something with the goal of lasting as long as possible with as little…
- @Correct_Scratch8942 (8): i think they mean building interactive sites without react, just vanilla js html css. and yeah you absolutely can, the question is more about when it makes sense. for smaller projects or stuff that dont need complex state management, plain js is often faster and less headache. b…
- @EliSka93 (7): >(sorry, I have a soft spot for TS) It's called "sanity"
- @digbickrich (7): What is a react website that doesn’t use ReactJS? I’m confused by the premise.
- @Leasj (5): Yep I have a legacy site from 2016 still running strong. Vanilla html/CSS/js I'm actually working on migrating to TS but the code has basically never needed to be updated
发帖者在 r/MachineLearning 讨论在计算机科学 PhD 中用 LLM 辅助做实验和写论文，是否真的能显著缩短读博时间，如果没有原因是什么。
LLM's seem to make it so much easier to run experiments, write papers, etc. As a result, are we seeing phd students finish their phds sooner than ever before specifically in CS? If not, why not?
受众观点：① 有人强调博士的核心产出是科研能力和独立思考，而不是多几篇论文，LLM 只能帮忙排版润色（@currough, 18分） ② 有评论质疑完全依赖 LLM 写论文的可行性，认为模型容易胡编乱造、长文档超出上下文导致逻辑断裂（@MakingComputersSmart, 5分） ③ 也有人指出当所有人都用同样工具时，导师只会期待更多实验和更深文献综述，导致整体要求水涨船高、学制并未缩短（@Due-Employer-7789, 5分）
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- @onedeskover (22): Oof.
- @currough (18): The papers you produce aren't the main output of a PhD. Your personal development as a scientist/researcher/expert in your field is the main and most important outcome of the process. Papers are a byproduct.
- @Ok-Painter573 (9): I just dont see how it is possible to get PhD with LLMs..
- @Due-Employer-7789 (5): The bar just moves. When everyone has access to the same tools the advantage gets priced in real quick. Advisors know this and just expect more experiments or a deeper lit review now. So same timeline, more output expected.
- @MakingComputersSmart (5): Because AI writes more slop without any factual verification than it should. All papers that I have seen been written by LLMs completely lose track. A 3 page proof is different, writing a 9 page paper with 20+ pages of appendix immediately throws it out of the context window, es…
一位用户分享自己刚通过 Anthropic 的 Claude Certified Associate - Foundations 认证考试，觉得题目比预期难，并贴出官方颁发但被吐槽很丑的数字徽章。
I took the Claude Certified Associate - Foundations (CCAO-F) (https://anthropic-partners.skilljar.com/claude-certified-associate-foundations-certification )exam today and passed, but it was really cl…
受众观点：① 评论区普遍恭喜通过考试，但同时疯狂吐槽徽章设计粗糙，像是随手用画图软件做出来的（@angelus14, 56分） ② 有人表示不太敢把这个徽章放到 LinkedIn，担心看起来像在“当 AI 奴隶”，反而拉低专业形象（@CriticalAPI, 53分） ③ 也有人指出证书只有 12 个月有效期，质疑这是变相的年费收割，认为真正有能力的工程师不需要靠这种认证来证明自己（@texasguy911, 16分; @Orio_n, 6分）
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- @angelus14 (56): Congrats. But I can't get over how bad the badge looks lol, ms paint quality
- @CriticalAPI (53): Id be kinda ashamed to put that on my LinkedIn ngl. I like claude, but people could think that i am a slopgod of some kind.
- @texasguy911 (16): "Validity12 months" - money grab. In ~11 months you will be certificate-less.
- @MusingInPublic (15): You might even say Claude designed the badge itself! Can't let Gemini design it after all.
- @Orio_n (6): Right? Id rather put open to work on my profile. Shit is a humiliation ritual. No actual competent engineer would need to bother wasting time larping for this cert. Prompting an llm and setting up agentic workflows isnt a "skill" you need a certification for
作者分享自研的 yougram，自托管的长久照片分享应用，主打单一静态二进制易部署、支持视频与 RAW、密码相册等功能，用来替代依赖大厂云的图床和相册。
Hi, yougram is a self-hosted photo sharing app I've been working on. I mean for it to be very low maintenance, it has no dependencies and you can deploy it by wget/scping the binary to your server an…
受众观点：① 顶层评论直接拿 Immich 做对比，质疑在已有成熟方案下为什么要选 yougram（@lOnGkEyStRoKe, 68分） ② 有人帮忙澄清 yougram 更偏“照片分享/类 Instagram”，而 Immich 更像 Google Photos 替代，使用场景不同（@otossauro, 16分） ③ 作者详细回应，强调自己不为功能而自托管，而是为摆脱大厂和复杂依赖，批评 Immich 的 Node+Python+Redis+Postgres 组合和性能问题，突出 yougram 的运维简单、长久可用和更轻量的分享体验（@yougramyougram, 4分）
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- @lOnGkEyStRoKe (68): Why would I choose this over immich? Serious question.
- @otossauro (16): seems like a photo-sharing app, like an instagram alternative instead of google photos alternative ofc you can share albums in immich, but anyways... we can also share albums on google photos, but instagram is still there tho
- @lOnGkEyStRoKe (14): Instagram is social media. Is this going to connect to other peoples “yougram”? Cause if it’s just a self hosting service to host images, immich does that. Without other users why would someone use this?
- @Dadlayz (5): Your AI meter is broken
- @yougramyougram (4): If you like Immich then there's no reason for you to switch away :) Especially if you like Immich for its features then yougram is behind and will never catch up I don't self host stuff for the love of the game, I self host because big tech can suck my nuts, so I like it when I…
一位独立开发者在 r/SaaS 分享自己即将上线的首个 SaaS：支持拖拽编辑和自动化 API 的 PDF 模板生成器，目前已接近发布阶段。
been working solo on my first saas for a while now - a pdf template builder with drag and drop editing builder and an api for automation. Getting close to launch now
受众观点：① 有人好奇他展示视频是怎么做的，关心是用模板还是手工剪辑，说明大家在意产品 demo 的呈现方式（@turumaji, 5分） ② 楼主解释视频是产品真实界面录屏加手动动画混剪，透露出 indie 开发者在宣传素材上的实际做法（@Express_Childhood815, 3分） ③ 也有用户直接拿 Canva 做对比，质疑是否可以用现有工具简单复制同样效果，暴露出产品差异化和价值主张还不够清晰（@Danxcool5, 2分）
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- @turumaji (5): how did you make this video? is it template or manual editting?
- @Express_Childhood815 (3): It's a mix some ui parts are just screen recordings of the real product and the intro/text animations are done manually in an editor
- @Icy_Row_3553 (3): Nice
- @Ok_Woodpecker_9779 (3): Yes you can
- @Danxcool5 (2): Cant i do this with Canva though? Like make a template, and just diplicate it whenever i wanna use it?
作者展示自研安卓应用 Hexbrief，自动监控并筛选高质量公司工程博客，每天精选六篇并按问题—方法—结果结构化拆解，帮助开发者高效获取技术实践干货。
Posted about this [here](https://www.reddit.com/r/sideprojects/s/LRgqlAVmH5) a little while back, but never showed it actually working — so here's a 30-second demo. Hexbrief watches a vetted set of c…
受众观点：① 有人用法语感叹这种工具能明显节省筛选文章的时间，减少在一堆随机内容里挑两篇好文的精力（@ffluc5, 3score；@JuneHust, 2score） ② 有人直接追问作者目前的获客和营销策略，关注这样的小众工具如何找到用户（@Lopsided_Grass_3708, 2score） ③ 有用户特别认可“每天只给六篇”和严格通过率的设计，认为大多数工程博客质量一般，这种强过滤能缓解信息焦虑，并好奇具体的筛选标准（@keen_ounce, 2score）
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- @ffluc5 (3): ça doit faire gagner pas mal de temps n'est-ce pas ?
- @JuneHust (2): Absolument. Plus besoin de vous casser la tête à choisir 2 bons articles parmi 15 trouvés au hasard sur Internet. Essayez et faites-moi part de votre expérience (traduction effectuée avec Google Traduction).
- @Lopsided_Grass_3708 (2): how are you marketing this?
- @JuneHust (2): I am focussing on posting in public forums and X. And in parallel, improving the SEO for the website: [hexbrief.com](http://hexbrief.com) . Any suggestions?
- @keen_ounce (2): the six per day hard cap is the most interesting part. most apps want you scrolling forever but this forces you to actually read the six and then move on. i like that it's not just an aggregator but a filter with actual standards. most engineering blogs are noise once you get pa…
一位在旧 Windows 机上跑 Minecraft 和 Jellyfin 的用户，为了自建 Nextcloud 考虑是否要系统性学习 Docker，并纠结要不要把现有服务一起迁移到容器里。
Hello y'all! I'm trying to determine if I just need to take the L and learn Docker and how to even start. At the moment I'm currently running a Minecraft server and Jellyfin server off of an old Wind…
受众观点：① 顶层建议是如果真想学 Docker，最好别在 Windows 上折腾，因为体验和生产环境差异太大，容易白踩坑（@clintkev251, 17分） ② 有人补充 Linux 几乎能跑在任何旧机上，推荐从 Debian 这类简单发行版入手，降低环境复杂度（@clintkev251, 6分） ③ 也有评论建议用一个非关键服务先练习 docker-compose，比如 qbittorrent 或 Pi-hole，这样就算挂了也不影响主服务，符合“渐进式学习”的思路（@zenthr, 2分）
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- @clintkev251 (17): If you’re wanting to learn and implement docker, move off of Windows. Docker on windows is not representative of how Docker actually works in the real world and will just be a pain
- @clintkev251 (6): Depends what you mean by working correctly. Linux should run on basically anything. Go with something simple like Debian.
- @RhymingStardust (2): I'll try that one! I had tried installing Mint last year but there was something within my BIOS that was fully blocking me from doing so
- @selfcleaningtaint (2): What model desktop and which bios version? Sometimes it's simply changing boot order/priority to USB other times it's a BIOS update, other times something else. Grab your USB drive, install Ventoy on it, then throw all your .iso on it so you can try heaps without rewriting a USB.
- @zenthr (2): If you're learning something new, you might want to take a service to test with rather than move everything that already works. That's assuming you are the kind of person that wants their services to run and not crash (otherwise you would have moved everything and let your servi…
一位用户目前在 Mac mini 上同时跑 Jellyfin 和整套下载栈等服务，考虑是否迁移到独立的 Lenovo 小主机上，用 Ubuntu Server + Docker 搭建专用 homelab。
I’m looking for some opinions from people who have already gone down this road. Right now I run everything on my Mac mini M2 Pro (16GB RAM), which is also my primary workstation for design and develo…
受众观点：① 有人认为以当前服务量早该上独立硬件，避免工作站重启或卡顿拖垮所有服务（@MinecraftGamerToday, 23分） ② 也有用户指出这点负载对 i5-12500T 来说完全是小菜一碟，说明性能上不用过度担心，老款 i5 也能轻松胜任（@Ginden, 6分） ③ 多数建议肯定“专用服务器”的方向，推荐 Ubuntu Server + Docker 组合，并提醒除非有特殊转码需求，否则 M80q 这类机型已经足够，关键是硬件转码能力和稳定性（@prodigiouspianist, 5分；@verticalfuzz, 2分）
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- @MinecraftGamerToday (23): I would have moved to dedicated hardware a long time ago with a setup like this
- @Ginden (6): Trivial amount of stuff, i5-12500T is an overkill for that. I'm running much more on i5-8400.
- @prodigiouspianist (5): Dedicated is the way to go it you dont want your stuff interrupted. But realistically thats probably the main advantage. Ubuntu server with docker is a sensible combo M80q is plenty. The only real metric thats critical is if you need specific hardware transcoding capacity. Other…
- @verticalfuzz (2): You gotta do what works for you. A separate server gives you an on-site location to back up your daily driver, and means some things can continue to function if daily driver is rebooting, dead, missing, etc. The converse is also true. However, a second system to manage also adds…
- @selfcleaningtaint (2): How much is the m80q and the m90q?
楼主打算做一张持续更新的对比表，系统整理 Portainer、Arcane、Komodo、Sencho、Dockhand 等 Docker 管理面板的功能差异，询问社区是否有兴趣参与维护。
Basically the title, I was thinking of maybe making a running chart and have the community help me keep it updated. I have tried Portainer CE, Portainer LTS, Arcane, Komodo, Sencho, Dockhand and prob…
受众观点：① 有人直接表示兴趣不大，反映出部分用户对这类元讨论或对比表并不买账（@R10t--, 5分） ② 也有人好奇在楼主试过多种面板后，实际最推荐哪一个，说明大家更关心“结论和经验”而不是单纯的表格（@sauladal, 4分） ③ 有评论提到具体痛点，比如 Dockhand 远程代理无法列出所有 stack，导致迁移方案受阻，说明对比中“多主机支持和远程管理细节”是刚需维度（@Err0rc0de, 2分）
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- @R10t-- (5): No?
- @sauladal (4): Sure. Which do you recommend after trying them?
- @pheexio (3): tf is this meta question
- @jbarr107 (2): I know people hate AI for many reasons, but this seems like a perfect application to compare the various features and functions across the different options.
- @Err0rc0de (2): Only if the remote hawser agent could list all stacks from the stacks directory. I wanted to migrate from running dockge in all hosts to running a primary app in one host and agents on other remote hosts. Currently arcane works as expected but I really liked dockhand. All the gi…
作者介绍自己做的 Hexbrief，用每天六篇工程博客精读摘要帮人清理“稍后阅读”标签页，并分享用户反馈“我会忘记这个 App 存在”后，如何用每天一次、读完即不提醒的温和推送来解决留存问题。
I built Hexbrief (hexbrief. com) because I had 40 open tabs of "must-read" engineering posts I would never actually read. It filters company engineering blogs down to six real, high-signal reads a da…
受众观点：① 有人指出即便是条件触发的提醒，产品仍需要一个来自用户当下任务的外部触发，比如围绕当前在做的技术主题定制推送标题，才能真正赢得打开（@ReasonableBox5301, 3分） ② 也有在做习惯追踪的开发者共鸣“被遗忘”是终极 Boss，认可作者没有走刷存在感的老路，而是先改产品逻辑（@brkaydev, 2分） ③ 另一位评论者好奇具体的提醒实现方式和发送时机，说明大家对“怎么做不烦人的通知”在产品和技术层面都很感兴趣（@secersh, 2分）
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- @ReasonableBox5301 (3): The conditional nudge is better than a generic streak, but the product still needs a trigger that exists outside the app. I would let users choose the engineering topic they are actively working on, then make the nudge name the one relevant read and why it matters today. "Your s…
- @brkaydev (2): "I forget your app exists" is such a brutal and useful piece of feedback. I'm building in a space (habit tracking) where this is basically the final boss — the whole product dies if people stop opening it. Respect for fixing the product instead of adding more notification spam.…
- @brkaydev (2): That's a clean rule — notify only when there's actually something undone. Respect for that restraint; most apps blast notifications on a schedule regardless. Stealing this principle for my own notification logic, thanks :)
- @secersh (2): I like your approach, how do you deliver the daily nudge? Is it via push notifications, email, or something else? And when is it sent? Is it a fixed time like morning/evening, or is it personalized based on each user’s activity?
- @secersh (2): Oh, I like it, do you track the CTR or open rate for the daily nudges or some kind of metric like opened by tapping on a notification?
作者提出一款现实世界狗狗领地手游创意，利用遛狗时标记尿点和便便在共享地图上争夺街区控制权，类似 PokemonGO 结合 Ingress 的玩法。
The idea is simple: You mark the places where your dog pees during walks, and those spots build your dog’s territory on a shared map. When another dog marks the same area, it weakens or steals part o…
受众观点：① 很多养狗用户觉得点子又蠢又好笑，认为正因为荒谬才可能有趣（@dervish666, 22likes） ② 有人认真追问如何技术上验证“便便大招”，关心识别机制和防作弊问题（@Pyrite-Glen-2910, 7likes） ③ 也有评论从实现角度提出用频率检测、照片哈希和 AI 识图来识别狗便便，调侃中带点技术讨论（@Stunning_Lie_1775, 7likes）
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- @dervish666 (22): What a ridiculous, stupid idea. I love it.
- @Pyrite-Glen-2910 (7): how would the map actually verify that it was a poop for the special move?
- @Stunning_Lie_1775 (7): A mix of frequency checking, photo hash to avoid reusing the same pic, and AI photo recognition 😂👌 Top tier technology for what really matters!
- @capricioustrilium (6): Splatoon: Piss Edition
- @Stunning_Lie_1775 (4): Well I'd rather huge piles of dog shit 🤣 Sorry that one was easy That would look incredible! Love the idea !
一篇长文提出 Chain of Thought 只是可读痕迹而非真实推理，主张未来应转向潜在空间递归推理和外层 DAG 验证治理，引出对 BDH 等新型潜在推理架构的讨论。
Read a long piece on the future of LLM reasoning that makes a provocative claim: Chain of Thought is a useful hack but we've started to confuse a readable trace with the actual computation. All in al…
受众观点：① 有人引用论文指出中间 token 更像“学习到的提示增强”，提醒不要把可读 CoT 误当成真实思维轨迹或审计线索（@ThirdWaveCat, 22分） ② 有评论好奇潜在推理是否意味着 RNN 等旧思路的回归，关注新架构与传统序列模型的关系（@Sachin_singh9891, 5分） ③ 也有人质疑“语言突然成了糟糕推理介质”，从人类用语言思考的角度反问 CoT 是否被低估（@theCovidGuy, 2分）
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- @ThirdWaveCat (22): I really liked this evidence and framing that traces are learned prompt augmentation. Position: Stop Anthropomorphizing Intermediate Tokens as Reasoning/Thinking Traces! https://arxiv.org/abs/2504.09762
- @meowsterpieces (7): yes, exactly. The learned prompt augmentation pointer is an eye opener. Intermediate tokens can scaffold the model toward a better completion without being a faithful transcript of an underlying human like thought process. no way we should treat readable CoT as an audit trail. T…
- @Even-Inevitable-7243 (5): Kambhampati has been fighting the good fight for years. I always enjoy his takes and papers.
- @Sachin_singh9891 (5): Is latent reasoning basically the return of RNNs?
- @theCovidGuy (2): Why is language suddenly a bad reasoning medium ? Humans reason using language
一位开发者在 r/SaaS 分享自己为解决多任务时频繁切换和摆放窗口痛点而做的 Mac 工作区管理应用，经过百余名免费用户试用后终于迎来首位付费用户的心路历程。
I got my first paying user this week. It’s a small milestone, but it feels pretty big to me. I’ve been building a Mac app around a pretty simple problem I have myself: for different types of work, I…
受众观点：① 有人强调第一个付费用户的重要性，认为金额不大也没关系，关键是验证了有人愿意为这个解决方案掏钱（@Rude-Description-801, 1分） ② 楼主回应说这笔收入让项目从“只是自己在做东西”变成“真的对别人有用”，说明情绪上的转折点很强（@it_ape, 1分） ③ 也有评论单纯祝贺，认同从自己写的代码里收到第一笔钱是非常特别的体验（@TriggerHydrant, 1分）
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- @Statusso (1): Congrats, that first paying user hits different than any amount of free signups. Curious what finally convinced them to pay after the free codes, was it a specific feature or just timing?
- @Rude-Description-801 (1): First paying user is the one that matters most, every one after it just confirms the first wasn't a fluke. A$4.99 today, doesn't matter, the mechanism now exists. Nice one.
- @it_ape (1): Exactly. The amount is not the main thing, it just makes the whole thing feel real now. Appreciate it.
- @TriggerHydrant (1): Congrats! The first payment from your own code creation is amazing
- @it_ape (1): Thank you! Yeah, seeing the first payment from something I built myself felt very different.
帖子讨论一种 LinkedIn 招聘骗局：应聘者被要求跑带有恶意 npm 依赖的测试项目，安装脚本窃取密钥，因此提醒开发者不要在本机直接运行陌生 Node 项目而应使用容器或沙箱。
r/webdev The LinkedIn scam that gets you hacked - Solving a take-home intervie…
受众观点：① 顶层评论强调绝不要在非容器环境直接运行不熟悉的 node 代码，甚至推广到任何你不了解的代码都该放在容器里（@Le_Vagabond, 14分） ② 有人指出现实中 npm 供应链攻击可能埋在多层依赖里，要求开发者逐个审查几乎不现实（@Routine_Freedom_5129, 11分） ③ 另一位总结骗局流程：招聘方给测试项目，npm 安装时植入后门窃取密钥，并建议用沙箱或让 AI 帮忙审查可疑代码（@TheNumber42Rocks, 7分）
展开评论
- @Le_Vagabond (14): you should never run any node based code outside of a container, really. more generally, you should never run any code you don't know outside of a container.
- @Routine_Freedom_5129 (11): Last I read one of these npm attacks was buried like 4 layers deep. This is like saying you should always read the terms and conditions before signing up for a service. Not technically wrong, but beyond most people's patience.
- @TheNumber42Rocks (7): In a gist, potential employer sends you a test project, the npm install script installs a seemingly harmless package but it's a back door and send it your keys. Lesson is that before installing and running random software on your computer, run it in a sandbox. Or get AI to dig i…
- @TheNumber42Rocks (6): The article is referencing a dev blog post and it's even crazier. The person that sent the job offer was a "real" person and the company was legit. On Linkedin, you can put you work for any company and there is no verification,
- @thekwoka (5): > you should never run any node based code outside of a container or python or really packages in general...
Supademo 和 Freshline 的创始人在 r/SaaS 总结自己把两个产品做到各 400 万 ARR 的经验，提出十条无需花哨营销也能击败 99% 竞争对手的运营与客户成功原则。
IMO, a lot of founders are overcomplicating what it takes to stand out. As the founder of Supademo and Freshline (scaled to $4M ARR each), I still forget this and often need to remind myself this les…
受众观点：① 新手创始人对“speed to lead”很感兴趣，担心自己无法 7x24 小时在线回复，也在犹豫是否该用 AI 自动回复（@haydonatello, 3分） ② 有老用户现身说法，提到两年前在 MYOB 就用过 Supademo 并表示很喜欢，侧面证明这些基础原则在大公司环境下也奏效（@leighburke, 3分） ③ 还有人特别认同“无私帮助不计较短期回报”，分享自己长期坚持输出有用建议、拆解和引荐，最后在复购和口碑上获得回报的经验（@Professional_301, 3分）
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- @haydonatello (3): Great post, saving for later. As a newer business I'm wondering how you balance speed to lead with not being available to respond all the time. I try to give genuine reponses to every client, so having ai come up with something quickly seems like it would be counter-productive.
- @leighburke (3): We used Supademo at MYOB when I worked there 2 years ago. Loved it
- @Professional_301 (3): Great post. I think “helping without keeping score” is one of those things people agree with publicly but avoid doing consistently because the ROI is hard to attribute. In my experience, the compounding happens quietly. Someone remembers the useful answer, the teardown, the intr…
- @jhylee (2): I think delegating to AI is a big mistake if you're a newer business. You need to think of timeliness and availability not just as a conversion tactic but a way to get real feedback that's going to help shape your product and direction. And you won't get that from automation
- @Dry_Sector2392 (2): speed to lead is the one i keep seeing people ignore because it feels too simple. you can have the ugliest demo and still win if you reply while the prospect is still thinking about the problem. wait 2 days and now you're just another tab they forgot they opened.
作者分享用 Claude Fable 5 和 claude code 直接基于自己 SaaS 仓库自动生成产品演示视频，并让模型自主发现并调用 remotion 与 Gemini 音乐完成整套脚本和剪辑。
This product demo video was entirely made with **Claude Fable 5**, built on the repo itself, through **claude code**. It had context of the entire product, it's UI, the theme and features. This made…
受众观点：① 开发者好奇 Claude 自动发现并使用 remotion 这类工具的能力，觉得代理自己选技术栈做视频很震撼（@KnowinglyShocked, 3分） ② 有人分享自己用 Claude + ElevenLabs + ffmpeg 做自动化产品演示视频的方案，强调虽然不花哨但能产出详细 walkthrough（@zair, 8分） ③ 部分评论只是简单夸赞成品效果好，关注最终视频质量而非底层实现（@tejassp03, 3分）
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- @zair (8): I've got a MCP server that does this -- scans the repo for surfaces to expose, stands up a dev server if necessary (or logs into existing instance), creates a detailed video based on script you or your dev agent provides. Here's sample output: [https://www.youtube.com/watch?v=aq…
- @tejassp03 (3): Looks good!
- @KnowinglyShocked (3): Claude finding and using remotion on its own is insane, that's the part that gets me
- @tejassp03 (3): Claude code with remotion gives it the ability.
- @arjuniscool1 (2): I'm confused, how is it capable of video editing?
作者在 SideProject 板块发帖，想和其他创业者互换产品反馈，用自己尚在验证阶段的创意换取对方项目、落地页等的实战建议。
Hey everyone, I'm working on a product idea for founders, but before I build it further I want to validate it with real people. I'm looking to exchange feedback with other founders. I'll give you a s…
受众观点：① 多位创作者在评论中表示愿意参与互换反馈，说明大家对高质量 peer review 的需求很强（@EcstaticHat4894, 2likes; @worldcv, 2likes） ② 有人顺势推荐自己刚做的 swapsaas.dev，专门为创始人之间交换反馈搭建平台，强调免费且刚上线（@Think_Army4302, 2likes） ③ 也有评论从更宏观的角度强调社区互助和自动化带来的机会，希望大家一起用工具解决真实问题（@i-var, 1likes）
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- @EcstaticHat4894 (2): Lets do it.
- @worldcv (2): would love to exchange feedback
- @Think_Army4302 (2): I built [swapsaas.dev](http://swapsaas.dev) exactly for this! 100% free, just launched a few days ago
- @i-var (1): Community is what it takes! Lets help one another to make this planet a better place for all. The democratization of code & automation opens new paths for that. Today its feasible to automate a complete niche - just because cost is a fraction of what it used to be. Lets Solv…
- @SmartFishTalks (1): dm sent, happy to swap feedback on my thing too
作者讲述像素恐龙桌宠 Osaurus 一年间演变为本地可自托管的开源 AI 平台的过程，完全靠口碑获得 7K GitHub star 和 17.6 万下载，并通过持续回复用户和公开收集负面反馈支撑起这次 Product Hunt 上线冲到第一名。
Osaurus started as a desktop pet, a little pixel dinosaur that lived on your Mac. Somewhere along the way it turned into something much bigger: an open source AI platform. AI you can own, without a p…
受众观点：① 有人认同长期认真回复用户能显著提升产品质量和留存，把每个问题当成背后十个沉默用户的代表（@tapasfr, 2likes） ② 也有读者直接追问项目目前是否已经盈利，关注从开源热度到收入转化的问题（@ajamdonut, 1likes） ③ 作者坦言暂时还没有利润，但评论区有人指出在帖子里现场修 bug、边回帖边发 PR 的做法非常有说服力，也是能拿到 7K star 和 Product Hunt 榜首的重要原因（@tapasfr, 1likes; @bizarro_kvothe, 1likes）
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- @tapasfr (2): Answering users helped us improve the product in many ways. Here's how I view it: 1. If a user reaches out to you and has a problem, spent the time to write about it, then there's going to be 10 other users who had the same problem and never bothered coming back. 2. If you spend…
- @ajamdonut (1): profit?
- @tapasfr (1): Not yet
- @bizarro_kvothe (1): Shipping fixes live in the thread while people are still watching is underrated, that's when skeptics actually convert. Congrats on #3, 7K stars off pure word of mouth says a lot about the product.
- @tapasfr (1): We just crossed to #1 now!!
作者指出多数独立 AI 产品死在获客和分发上，发一次 Reddit 或 Product Hunt 就没下文，因此发起一个面向 AI builder 的访谈与互推网络，帮工具接触到更匹配的受众。
I keep seeing the same pattern: someone builds a genuinely useful AI tool or agent, posts it once on Reddit or Product Hunt, gets a small spike, then crickets. The product isn't the problem. Distribu…
受众观点：① 很多开发者认同产品不是问题，真正难的是持续构建受众和口碑，单次 launch 很快归零（@Weak_West_1200, 1score） ② 评论区不少人顺势贴出自己在做的 AI 工具，希望借机获取曝光和反馈（@intisarstorage2, 1score；@SignalWorking4852, 1score；@mark_okiki, 1score） ③ 有人认为精心策划的 Product Hunt 等单点发布并不可靠，更看重持续讲故事和找到与目标用户重叠的传播节点（@alienateddominance7, 1score）
展开评论
- @Weak_West_1200 (1): Building an audience is the actual hard part, and most people skip it entirely. They treat launch day like the finish line when really it's just the first step of a very long walk. The interview series sounds like a smart way to bootstrap some word of mouth, especially if you're…
- @intisarstorage2 (1): [Rendermage.app](http://Rendermage.app), An All in one AI AtchViz Tool for students, architects and Interior Designers. Featuring forever-free design Studio with Free AI credits for renders.
- @SignalWorking4852 (1): I'm making a feedback tool that does the PM job for you as well so you can focus on delivering the most important thing and not spending time peeking hundreds of customer feedback [https://thumbsum.app](https://thumbsum.app) and in the honest part, I myself also need feedbacks,…
- @mark_okiki (1): [founderkarma.co](https://founderkarma.co) A site for first-time founders to reciprocate feedback and social media visibility. Product visibility is ranked by founder helpfulness, you get what you give out
- @alienateddominance7 (1): i used to think a good product hunt launch was enough too. spent weeks tweaking a demo video and then saw the traffic flatline in 48 hours. your interview series could work because it's not just a one-off mention, it's a story people can latch onto beyond a feature list. the tri…
初学者用 Bootstrap Studio 按桌面端视图先做完网站后才发现移动端完全崩坏，求助是否能补救还是必须推倒重来。
Hello. I am a complete beginner to web design and wanted to develop a website for myself. I got BSS and made great progress with building practically my entire site. However, I did this all while und…
受众观点：① 顶层评论安抚楼主情绪，强调移动优先只是推荐做法，很多站点也是先桌面后移动，通过逐步调整宽度、间距和排版一样能补救（@namelessttk, 4分） ② 有人进一步指出楼主问题在于修改了基础样式而不是断点样式，建议先理解 CSS 的 position、display 以及 Bootstrap 的 row/col/flex 和各个断点含义（@namelessttk, 2分） ③ 也有开发者从成长心态出发，认为这种挫折是学习前端必经之路，建议备份项目后把内容迁移到更合理的布局上，当作练习机会（@forever-butlerian, 1分）
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- @namelessttk (4): You don't need to throw away everything you've built. "Mobile-first" is a recommended approach, not a strict requirement. Many websites have been built desktop-first and later made responsive. This is also an opportunity for you learn a lot about responsive design by fixing it.…
- @namelessttk (2): It sounds like you're editing the base styles instead of breakpoint-specific styles, which is why your desktop layout keeps changing. I think you should learn CSS properties such as position, display and then Bootstrap classes such as row, column, flex ... and bootstrap breakpoi…
- @amphibianwarfare (1): I hear you. And I’ve been trying to do this but every change I make in the tablet or smartphone view changes how everything looks in the desktop view and I’m not educated with BSS enough to understand why that is and how to make all views work together. I’m probably just going t…
- @thestack_ai (1): That behavior is the useful clue: you are probably changing a rule that is shared across all breakpoints, rather than creating an override for one size. Switching the preview to tablet or phone changes the viewport, but it does not guarantee that every style edit is scoped to th…
- @forever-butlerian (1): Dealing with a setback like this is necessary for all personal growth in the technical arts. You've created your site and gotten some experience using the tool in a very specific way. Good. Now you have as good an opportunity to generalize what you've learned as any. Make a back…
发帖者想用 Laravel 搭建一个带后台的开源博客系统，自己又懒得从零开发，向 r/webdev 询问有哪些现成可用的博客方案。
Hello fellow Web developers, I need your esteemed suggestions regarding opensource "ready to use" blog made with Laravel having a good admin panel. Actually I want to start blogging someday. But feel…
受众观点：① 很多人直接罗列 Laravel 生态里的 Nova、Statamic、Filament、Twill、Winter CMS 等选项，强调可选方案非常多（@That_Conversation_91, 4分） ② 有人质疑为何坚持用 Laravel 而不用 WordPress，认为后者对博客更顺手（@Impressive-Pack9746, 2分） ③ 也有开发者从长期经验出发，认为 Laravel 在打磨度和一致性上优于 WordPress，但 WordPress 依然在成本和插件生态上有优势（@kirkwight, 2分）
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- @That_Conversation_91 (4): I mean there’s laravel nova, statamic, filament, twill, winter cms. Pick your poison ;)
- @Impressive-Pack9746 (2): Just out of curiosity, why use laravel and not wordpress?
- @souravtah (2): No experience with WordPress. Thus a learning curve.
- @kirkwight (2): Laravel has a level of polish, robustness, and consistent quality that WordPress has never achieved. WordPress can cost less (free admin panel included, insane variety of free plugins), but after 10 years of WordPress, it took me one professional Laravel contract to change my mi…
- @IAmRules (2): There are a bunch of ready made for laravel already, but basically Filament can spin you one up really quickly.
一位开发者讲述自己花四五年采集清洗全美犯罪数据，原本做消费级应用失败后转向 B2B 犯罪数据与社区安全 API，并在发布约一个月后拿到首个 199 美元月付客户的故事。
4–5 years ago, I needed crime data for the entire US for an app idea I was building. The app itself turned out not to be very useful or marketable, but by then I’d spent years figuring out how to col…
受众观点：① 有人建议他先搞清楚首位客户购买的真正动机，包括触发搜索的场景、之前的替代方案和差点放弃的瞬间，并把前 10 个客户视为 10 场不同的战役逐一攻克（@JohnBlackTie, 2分） ② 楼主回应会主动做购买后访谈，并提到自己正在投入 SEO、邮件漏斗和小规模付费广告来寻找更多类似用户（@Mnai, 2分） ③ 另一条补充说明目前所有付费和注册用户几乎都来自自然搜索，crimescore.io 这个域名在 SEO 上似乎也帮了不少忙（@Mnai, 2分）
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- @JohnBlackTie (2): first of all, congrats man! second, extract exactly why this person bought: what triggered the search, what they were using before, what nearly stopped the purchase, and the exact words they used to describe the problem. for my first 10 customers, the pattern was: people that di…
- @Mnai (2): Appreciate this, the 0-10 versus 10-100 framing makes a lot of sense. I haven’t done a proper post-purchase conversation with him yet, so I’m going to reach out and focus on what triggered the search, what he was doing before, and what outcome made the price worthwhile. Wish I c…
- @Mnai (2): So far the only marketing we've done to attract anyone is SEO and email outreach. In terms of our first paid customer, it was from organic searching. This seems to be the common pattern with most of our users who sign up. All coming from organic searching Crimescore.io is a pret…
- @JohnBlackTie (1): yeah, reading minds works as well. let me know if you find out how
- @it_ape (1): I feel it depends on how you acquire your first paid customer
作者分享自己开发的 Mac 应用 Boomkey，解决多语言用户键盘布局错用导致的乱码输入问题，并讲述因使用 Accessibility API 被 App Store 多次拒审后转向官网直销和 Services 版上架的曲折经历。
You type a word and only notice afterward that your layout was wrong. "руддщ" instead of "hello". Delete, switch, retype - a few times a day if you live in two scripts (mine are Ukrainian + English).…
受众观点：① 有开发者觉得基于 Services API 的版本能过审很意外，并认为从合规和维护角度看这反而是更稳妥的发布方案（@urbanmonkey2003, 2likes） ② 有人祝贺作者成功对抗 2.4.5 条款，认可在审核规则下坚持迭代的过程（@Chemical_Scar_9528, 2likes） ③ 另一位乌克兰开发者分享了自己做的开源跨平台 Keyboard Switch，同样依赖 Accessibility API，认为自己干脆放弃上架改用安装包分发，并对作者能找到 App Store 可行路径表示认可（@tolik-pylypchuk, 1likes）
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- @urbanmonkey2003 (2): wild that the services-api version passed, honestly thats the one i’d ship too
- @Chemical_Scar_9528 (2): Congrats on fighting 2.4.5!)
- @Tasty_Paper_9767 (1): I was surprised it passed on the first try after all that! But there is a problem cause not every app supports services. Thats the main downside of this approach
- @tolik-pylypchuk (1): Nice job! Glad to see that other people also tackle this problem with layouts (speaking as a fellow Ukrainian myself). I've actually written a similar application: [Keyboard Switch](https://keyboardswitch.tolik.io/). It's free an open source, so you can check it out. Also, it's…
一位 15 岁的开发者分享自己零预算自学三个月做出的第一个网站 Blox-worth，从域名到托管都免费完成并向社区征求改进建议。
Guyes i have made this site 3 months ago completely by vibe coding and spent 0$till now in this, still achieved this much really, proud moment, from domian to hosting and eveything i made it free of…
受众观点：① 有人鼓励楼主的进步，认为能在这个年纪独立做出网站本身就值得骄傲（@rafatacion, 2分） ② 有人建议尽快绑定自定义域名、补充 FAQ 和结构化数据等基础优化，帮助网站更专业也利于搜索（@seramsharma, 1分） ③ 也有评论在追问产品本身是什么、内容如何产出，说明大家对项目定位和价值主张还不够清楚（@Hour-Appointment2684, 1分）
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- @rafatacion (2): No it's not, stfu. Good job OP, you should be proud.
- @seramsharma (1): Good progress. Have you though connecting a custom domain? I assume currently it's on cloudflare pages. Try adding a few more FAQs on your calculator page and custom schemas maybe? would be a nice place to being with
- @Hour-Appointment2684 (1): What's your product?
- @HumaneBicycle99 (1): How do you write content?
- @Michaelkm03 (1): Great progress! Congrats you're doing amazing
作者开源了 Research Radar，一个用 LLM 结合 RSS 和 PDF 抓取为个人研究兴趣打分、筛选并深度总结 arXiv 论文的自动化日报工具。
[Left: Telegram digest \(optional\); Right: detailed digest on HTML](https://preview.redd.it/xgehnfwroech1.png?width=2544&format=png&auto=webp&s=f899aeb01b9ba20fcd3152b21340593e495b993a)…
受众观点：① 有人感叹如果每天有三篇论文真正相关，一年就有近九百篇要跟进，凸显信息过载的严重程度（@impatiens-capensis, 5分） ② 有用户已经克隆仓库并用自己的结构化文献库让 Claude Code 生成检索标准，反馈工具好用但希望能在摘要里直接看到作者单位等元数据（@Mbando, 2分） ③ 也有人从方法论角度建议，用人工标注订阅源再配合文本优化器或 GEPA 风格方法自动调优 LLM 评审 prompt（@HatefulWretch, 1分）
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- @impatiens-capensis (5): "maybe 3 matter to my research" How wild it is that there are 900 papers a year relevant to your research.
- @Mbando (2): I just cloned your repo, and threw my existing LLM/transformer architecture annotated bibliography (a structured JSON file) to Claude code and had it back out my criteria for retrieval. It’s running and I like it. One thing I changed locally was surfacing author affiliation. Lik…
- @HatefulWretch (1): \> So I'm curious how others would approach calibrating an LLM judge like this annotate a bunch of feeds by hand and then throw a text optimizer at your judge prompt
- @usedtobreath (1): You mean GEPA style? Hadn't thought of it, sounds good. My only concern is it needs everyone to annotate their own feed first, and I wanted zero setup beyond writing interests
- @HatefulWretch (1): (get a bunch of people to do it and average across them, at least at a starting point; what you just described is essentially just a rubric setup, so you can template the interests into the user message along with the paper abstract)
一位作者吐槽自己投 TMLR 的论文三个月只收到两份评审、第三份迟迟不到，询问这种审稿进度是否正常以及要不要主动给 AE 发邮件催进度。
My TMLR paper was assigned to reviewers on **April 23**, and as of **July 13** I've received **2 reviews**, but the third is still pending. The discussion phase hasn't opened yet, so I can't respond…
受众观点：① 有人指出 TMLR 虽然宣传快速审稿，但现实中 reviewer 工作量巨大，拖到几个月甚至一年也不罕见，建议继续耐心等待（@Wannabe-Davinci, 1分） ② 也有评论从作者角度共情，认为宣传的“三个月内给结果”和实际进度不符，让人纠结要不要发信催促（@Ok_Ant_4311, 2分） ③ 部分回复分享自己或身边在 TMLR 等期刊等待数月甚至更久的经历，强调这是“正常情况”而非个例（@Lonely-Dragonfly-413, 1分）
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- @Ok_Ant_4311 (2): Ah i see, the reason i thought it would be justified was tmlr is ideally supposed to be a fast moving journal and in their website they have mentioned 3 months till final review so i figured why not drop a comment, but ig they are having too much workload to deliver it, thanks f…
- @Wannabe-Davinci (1): I would keep on waiting, without any action now. Had a colleague whose paper was in review (first round) for more than a year. Nothing to worry about, the reviewers are drowning in workload
- @Lonely-Dragonfly-413 (1): normal
- @Sachin_singh9891 (1): It would be interesting to know how often this happens at TMLR. Has anyone else here had to wait several Months for a final review?
- @alexsht1 (1): It may be the case that your reviewers live in the middle east. With all that is going on here, schools being canceled and people at home with their kids - everything gets postponed. I'd email the action editor and ask them if the reviewer they initially assigned are no longer a…
作者推出 Termi Protocol，把 Claude Code、Copilot、Gemini 等 AI 编码代理放进一个 3D 可视化工作空间，用动画和持久化记忆系统来跟踪它们的搜索、改动和命令历史，方便长项目在多代理之间接力。
I spend a large part of my day working with AI coding agents, and one problem kept bothering me. The agents were getting smarter, but the way we interacted with them still looked like a collection of…
受众观点：① 有开发者觉得在一个可视化空间里看代理工作很治愈，比盯着无尽的终端滚动输出更有参与感（@Lonely-Marsh-9237, 2分） ② 作者解释产品目标是让多个代理像“蜂群思维”一样协同，通过任务列表和历史记录管理工作，把项目变得更可读（@FreshnessAi, 1分） ③ 也有西语用户夸赞整个项目界面很漂亮、所有事情都在一个房间里发生，作者用西语回应并表示会继续迭代功能（@MundaneKick8400, 1分; @FreshnessAi, 1分）
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- @Lonely-Marsh-9237 (2): watching the agents actually work in a visual space sounds so cozy, those endless terminal text scrolls always make me feel so disconnected from the project
- @FreshnessAi (1): That is precisely what we aim to solve: beyond their individual actions, the agents make the tasks within the project more readable for you and manage the jobs they create in the task list; if there are multiple agents, they operate using a "hive mind" mentality to manage their…
- @MundaneKick8400 (1): esta muy bonito el proyecto, esta genial todo lo que sucede en un solo cuarto! jeje me gusta mucho es bonito
- @FreshnessAi (1): Muchas gracias; ese es, en efecto, nuestro objetivo. Planeo añadir excelentes funciones en el futuro. Bienvenidos a nuestra aventura.
讨论围绕 AI 代理在软件开发中自动化越来越多工作时的边界问题，担心多代理高速产出会让开发者失去对系统的理解和掌控，甚至让代码质量和安全性集体下滑。
r/webdev Where the Automation Has to Stop
受众观点：① 有人指出把越来越多工作交给代理会让开发者难以真正理解系统，尤其是多代理同时负责思考和执行时，开发者几乎失去对产品的全局把控（@ward2k, 3分） ② 也有评论悲观地认为 AI 被用来削弱开发者在决策中的话语权，代码质量和工程讨论对利益相关方不再重要（@abeuscher, 2分） ③ 进一步的回复强调在小范围用 AI 辅助写方法、重构和测试还好，但一旦让代理主导大块功能甚至多代理互相驱动，开发者就很难再说清楚系统为何如此设计（@ward2k, 1分）
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- @ward2k (3): The more you give over to agents, and the faster they work. The less you're able to comprehend. If something typically takes a week to create and you're pumping it out in 2 days, there's a good chance you mentally won't be able to comprehend it, which means you're not really und…
- @abeuscher (2): None of these conversations matter. AI was used as a device to make devs no longer stakeholders. That's the game. The remaining stakeholders don't give a shit about any of the stuff we talk about in here, and for all I can tell they may be right. Our opinions are not of value an…
- @CreekGrove1990 (1): Honestly curious what the actual content is here since the link seems to be doing all the heavy lifting. Anyone got a TLDR?
- @ward2k (1): And that's not exactly a good thing The more you hand over to agents, less you understand about whatever it is you're making Use Ai in a supportive capacity to help with method writing, refactors, boiler plating or tests? You pretty much know just as much as if you'd done those…
- @Gudtieguanyin (0): Sounds like we've got a classic case of leaving the robots to their own devices while the humans figure out the next move.
帖子围绕一款名为 sanfransim 的浏览器创业模拟游戏展开，玩家要在虚拟世界里造公司、发版、抗 churn 和冲刺 IPO，体验创业压力。
r/SideProject Building a startup isn't stressful enough? What about a game where...…
受众观点：① 有人直观感受是这类创业模拟内容信息量太大、节奏紧张，玩起来容易被压垮（@PositiveUse, 1likes） ② 有用户分享是在 Product Hunt 上发现 sanfransim，描述游戏里要不断发功能、雇人、看 churn 吃掉 MRR，结果一玩停不下来（@Creative-Quit-7998, 1likes） ③ 也有人质疑推荐者是不是自推项目，当事人解释只是看到它是上周六 Product Hunt 当日第三名产品（@YourNightmar31, 1likes）
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- @PositiveUse (1): Way too overwhelming
- @Creative-Quit-7998 (1): Found this game on Product Hunt, you ship features, hire, watch churn destroy your MRR, and pray you make it to IPO without going broke. ...it's been 2 hours and I can't stop playing Free (browser only) no signup -> [https://sanfransim.com/](https://sanfransim.com/)
- @YourNightmar31 (1): So... you created this right? You "found" it and decided to... advertise it?
- @Creative-Quit-7998 (1): I wish but no, it was the #3 product of the day last saturday
作者论文被 ECCV 2026 录用但因移民身份无法出国参会，询问会议政策中“authorized delegate”具体含义以及如何指定他人代为现场报告以避免论文被撤稿。
Hi everyone,Our paper was recently provisionally accepted to ECCV 2026! However, our team is facing an issue regarding attendance and the ECCV 2026 Submission Policies. The official guidelines state:…
受众观点：① 有人建议如果注册或提交终版系统里没有明确入口，就直接给程序主席发邮件说明情况，寻求官方确认（@boof_and_deal, 2分） ② 也有评论强调要尽快联系大会组织者，越早沟通越容易得到灵活处理（@pantry_path, 1分） ③ 楼主补充表示已经计划发邮件咨询，说明作者对“授权代表”规则仍然不放心，希望有更明确指引（@Latter-Sympathy7767, 1分）
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- @boof_and_deal (2): If there's not an obvious way to handle it during conference registration or camera ready version upload I'd just email the program chairs and ask.
- @Latter-Sympathy7767 (1): Planning to send in an email tomorrow.
- @pantry_path (1): contact the conference organizers directly as soon as possible
- @JustAGuyOfCulture786 (1): thats a solid initiative, you took a tough personal experience and turned it into something practical that could genuinely help others feels very real and thoughtful
作者描述自己用 Proxmox 搭建的多服务 homelab，纠结是买 UniFi 一体机还是用 Qotom 小主机把路由、防火墙、交换和核心服务都合并到一台设备上，并担心单点故障风险。
**Setup:** 3-node Proxmox cluster on Dell OptiPlex Micros, hosting Nextcloud, Immich, Plex, the \*arr stack, Home Assistant, Zigbee2MQTT (via an SLZB-06 Ethernet coordinator), Pi-hole, Tailscale, NPM…
受众观点：① 有人认为把路由和交换都跑在一台 PC 上是个有趣的实验，但如果希望网络“永远能用”，还是更倾向于专用硬件，避免所有设备都依赖一整套复杂软件栈（@digibucc, 1分） ② 也有评论提醒这是个“玩起来很酷但生产不一定合适”的方案，暗示长期可靠性和维护成本是关键考量（@digibucc, 1分）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @digibucc (1): it's a really cool idea to play with, and it *is* possible to run it in production like that - but personally, if i want my network to just work (and i **do**), i want dedicated hardware purpose-built for that job. it does get messy, having every device on the lan rely on a full…
作者在 Qwen3-4B 上系统评估 Jacobian Lens 提出的 j-space 熵作为错误预测信号，发现它在部分事实问答上能补充置信度，但对内化误解和跨任务泛化效果有限。
Anthropic’s Jacobian Lens work introduced a way to inspect verbalizable representations inside language models. Follow-up experiments suggested that entropy in this internal “workspace” might help id…
受众观点：① 有评论建议增加基线，指出已有工作表明可以用不稳定或分布外激活预测幻觉，j-space 熵可能只是这些现象的下游表征（@buppermint, 1分）
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- @buppermint (1): Try adding a baseline. There's previous work showing that hallucinations can be predicted via unstable or out-of-distribution activations. "J-space workspace entropy" being high is already a predictable downstream consequence of activations being unstable/OOD. The other repo you…
作者开源了 GPUHedge，用对多家无服务器 GPU 提供商做投机执行和自动切换的方式，对抗冷启动长尾延迟，同时在实测中显著降低 p95 延迟并略降成本。
Disclosure: I built it, it is open source, Apache-2.0 licensed, and currently alpha. Repository: [https://github.com/mireklzicar/gpuhedge](https://github.com/mireklzicar/gpuhedge) I started working o…
受众观点：① 有人认同把多家 serverless GPU 当成投机执行问题来解的思路，提到自己也被两分钟冷启动折磨过，觉得这种自动切换策略很实用（@Charming-Excuse-5078, 2分） ② 同一评论也对“延迟下降同时成本还略降”感到意外，说明社区对这类策略在成本侧的真实效果还缺乏直觉（@Charming-Excuse-5078, 2分）
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- @Charming-Excuse-5078 (2): that's actually a clever approach, treating it like speculative execution makes lot of sense. i messed around with serverless GPUs for some side projects and the cold starts are brutal, sometimes you just sitting there watching the spinner for two minutes the cost going down is…
Product Hunt 上的 AgentKey 是一个让 AI agent 能够实时访问互联网工具和数据源的基础设施产品。
AgentKey
受众观点：① 官方介绍强调当前 agent 虽然会推理和执行任务，但缺乏对实时互联网的直接感知，AgentKey 想解决的是“没有眼睛”的问题（@Mogu） ② 有不少用户参与私测，认为产品已经在真实使用中打磨了一段时间，现在适合更大范围推广（@Mogu） ③ 页面信息显示其定位在生产力、人工智能和数据交叉点，说明目标用户主要是需要把实时数据接入到智能体工作流中的开发者和团队（@Overview）
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- @Overview (0): * [Reviews](/products/agentkey/reviews) * [Alternatives](/products/agentkey/alternatives) * [Team](/products/agentkey/makers) * [Awards](/products/agentkey/awards) * More Free Launch tags:[Productivity](/topics/productivity)•[Artificial Intelligence](/topics/artificial-intellige…
- @Mogu (0): [AgentKey](/products/agentkey) Maker 📌 Hi Product Hunt, I'm Mogu, founder of Chainbase. Today I'm really happy to share the newest project out of our lab: AgentKey. It's been in private beta for a while, and a few thousand people have been using it and helping us shape it along…
- @lxcong (0): [AgentKey](/products/agentkey) Maker
- @Mogu (0): [AgentKey](/products/agentkey) Maker
- @lxcong (0): [AgentKey](/products/agentkey) Maker
Product Hunt 上的 Osaurus 是一个在本地 macOS 上运行的开源 AI agent 平台，支持离线、持久记忆和加密身份。
Osaurus
受众观点：① 官方介绍强调 Osaurus 是原生 Swift 编写、MIT 许可的开源本地 agent 平台，不需要账号和订阅，主打隐私和所有权（@tpae） ② 页面信息显示它已经有 7K+ GitHub star 和 17.5 万下载，说明社区认可度和实际使用量都不低（@tpae） ③ 有用户提到类似产品如 Fly.io 的 Sprites 也在做预装 Claude 的 agent 运行环境，说明大家在比较不同本地/云端 agent 方案（@bad_haircut72）
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- @OpenClaw (0): The native macOS harness for AI agents. Any model, persistent memory, autonomous execution, cryptographic identity. Built in Swift. Fully offline. Open source. * [Overview](/products/osaurus) * [Reviews](/products/osaurus/reviews) * [Alternatives](/products/osaurus/alternatives)…
- @LLMs (0): [Snaply](/products/ai-dication-by-snaply?ref=product%5Fsidebar) Free & private AI, designed for you Mac [5.0(6 reviews)](/products/ai-dication-by-snaply/reviews) [Writing assistants](/categories/writing-assistants)[AI notetakers](/categories/ai-meeting-notetakers) [View more ](/…
- @tpae (0): [Osaurus](/products/osaurus) Maker 📌 Hey Product Hunt, I'm Terence, founder of [Osaurus](https://osaurus.ai). I spent 20 years shipping software at Netflix, Tesla, and Zillow before going all in on this. **Own your AI. Osaurus is an open source AI agent platform that runs on you…
- @tpae (0): [Osaurus](/products/osaurus) Maker Hey [@ruslan\_mrsidze](https://www.producthunt.com/@ruslan%5Fmrsidze) ! Thank you so much for your support. We're here because of you. Looking forward to doing more together. Stay tuned for some amazing updates! Upvote (1) Report Share 13h ago…
- @tpae (0): [Osaurus](/products/osaurus) Maker Hey[@timon\_135](https://www.producthunt.com/@timon%5F135) ! Thank you so much for your support! Glad it's working out for your business, if you have any feedback on how to make it better, we're all ears. Upvote (1) Report Share 13h ago [](/@ti…
Product Hunt 上的 Creatify AI Media Buyer 是一个接入广告账户、自动分析多平台投放数据并执行优化动作的 AI 媒体投放代理。
Creatify
受众观点：① 官方介绍回顾了 Creatify 从 URL 生成视频到完整创意代理的发展历程，指出创意制作已被工具解决，但媒体投放仍然高度手工（@Creatify） ② 有人关心跨平台表现差异，比如 Meta 上的爆款创意在 TikTok 上可能失效，团队解释 agent 会按平台分别读数并调整格式和风格，而不是盲目复用（@Creatify） ③ 也有用户询问约束和策略控制问题，官方说明可以设置目标 ROAS、排除条件等，且所有操作都需要人工确认，强调是 copilot 而非完全黑盒（@Creatify）
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- @Overview (0): * [Launches5](/products/creatify#launches) * [Reviews31](/products/creatify/reviews) * [Alternatives](/products/creatify/alternatives) * [Customers](/products/creatify/customers) * [Built with](/products/creatify/built-with) * [Team](/products/creatify/makers) * More This is the…
- @Creatify (0): Maker Hey Product Hunt, I'm Yinan, founder of Creatify. Quick backstory: we've spent 3 years building Creatify. Started with URL to video, then avatars, Ad Clone, and a full creative agent. 3M+ users have used the platform. But one thing kept bothering me. Our users would make g…
- @Creatify (0): Maker [@artem\_fedorovich](https://www.producthunt.com/@artem%5Ffedorovich) Great question. It's a copilot experience. It will ask for your approval before making any actions to your account. You can create "routine" within the AI media buyer and a routine can run a playbook def…
- @Creatify (0): Maker [@wyatt\_cameron](https://www.producthunt.com/@wyatt%5Fcameron) Good question. The agent treats them as separate signals a hook winning on Meta doesn't get blindly pushed to TikTok, since it's reading performance per platform. When it generates variations from a winner, \[…
- @Creatify (0): Maker [@swati\_paliwal](https://www.producthunt.com/@swati%5Fpaliwal) Thanks! Yes, you can set constraints like target ROAS and exclusions, and the agent works within them when it recommends. On creative style, it learns from your account: it generates from your actual winners,…
Product Hunt 上的 Loomal 是一个让 API、工具和电商快速接入 agent 支付的系统，为 AI agent 提供钱包式结算和按调用计费。
Loomal
受众观点：① 官方介绍强调 AI agent 已经开始自主比较和购买，但现有网站和 API 仍然是为人类浏览器和信用卡设计的，无法直接服务 agent（@Loomal） ② 产品定位是让任何在线销售内容——无论是 API 调用、数字商品还是整家店铺——都能在几分钟内变成 agent 可发现和支付的资源（@Overview） ③ 团队提到当前挑战之一是教育市场，让卖家理解自己可以在 Loomal 上挂什么，以及这类 agent 经济基础设施的价值（@Loomal）
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- @Overview (0): * [Launches2](/products/loomal#launches) * [Reviews](/products/loomal/reviews) * [Alternatives](/products/loomal/alternatives) * [Built with](/products/loomal/built-with) * [Forum](/p/loomal) * [Team](/products/loomal/makers) * More This is the 2nd launch from Loomal. [View more…
- @Loomal (0): Maker 📌 👋 Hey Product Hunt! I'm Danny, maker of Loomal. 🤖 AI agents are starting to buy things. They research, compare, and complete purchases on their own. ⚠️ But here's the problem. Almost nothing online can sell to them. Stores and APIs are built for humans. Browsers. Credit…
- @Loomal (0): Maker [@swati\_paliwal](https://www.producthunt.com/@swati%5Fpaliwal) Sorry, I may not have understood your question correctly. If you mean what’s stopping more people from listing on Loomal, it’s probably too early for us to say—we’re still fresh out of the oven and learning fr…
- @Loomal (0): Maker
- @Rajesh (0): [Loomal](/products/loomal) Maker
Product Hunt 上的 Nyx Playground 是一个把红队测试 AI agent 做成闯关游戏的平台，玩家通过提示攻击突破防线赢取奖励。
Fabraix
受众观点：① 官方介绍 Nyx Playground 每个关卡都是一个带真实工具和系统提示的在线 agent，玩家要通过对话绕过其防御获取隐藏信息（@Zach） ② 有企业用户评价 Fabraix 的自动化红队方案，相比传统人工测试更快更便宜，适合在生产环境前后反复验证（@Fastlane） ③ 有人好奇评分和审核机制，团队说明目前由人工审核提交结果，以保证公平性和质量（@Zach）
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- @Overview (0): * [Launches2](/products/nyx-4#launches) * [Reviews1](/products/nyx-4/reviews) * [Alternatives](/products/nyx-4/alternatives) * [Customers](/products/nyx-4/customers) * [Built with](/products/nyx-4/built-with) * [Team](/products/nyx-4/makers) * More This is the 2nd launch from Fa…
- @Fastlane (0): •[4 reviews](/@gauravthapa/reviews) #### What's great We had to run testing engagements for enterprise customers which would have set us back 10's of thousands of dollars and would have taken weeks to conclude. We tried Fabraix instead and their fully autonomous solution started…
- @Zach (0): [Fabraix](/products/nyx-4) Maker 📌 Hey Product Hunt 👋 Zach here, co-founder of Fabraix. We build frontier red-teaming AI agents that find security vulnerabilities in customer-facing AI. Playground turns part of that work into a game anyone can play. Each challenge is a **live**…
- @Zach (0): [Fabraix](/products/nyx-4) Maker [@sabber\_ahamed](https://www.producthunt.com/@sabber%5Fahamed) It's a human reviewer. So you can be sure that it will be as fair as possible. Upvote Report Share 4h ago [](/@worksforme)
- @Laiba (0): This is a fascinating idea. We spend so much time optimizing AI agents, but not nearly enough time trying to break them. Curious...what's the most surprising vulnerability you've uncovered so far? Wishing you a successful launch! 🚀 Upvote (1) Report Share 12h ago [](/@ibrahim%5F…