Hacker News 讨论一款 24 英寸 60Hz 的新 iMac，围绕本地跑 AI 能力、内存带宽和颜色设计等展开吐槽与期待。
New iMac with M6 ① 对 24 英寸 60Hz 屏幕规格失望、但仍在关注新 iMac 的开发者（@cyberpunk） ② 关心本地 AI 何时真正实用、在纠结是买高带宽旧款 Max 还是新一代 Pro 的工程师（@Xeoncross） ③ 对苹果产品线定位和颜色、显示器与 iMac 区分感兴趣的 Mac 用户（@wombat-man, @ex1fm3ta）
Hacker News 讨论一款 24 英寸 60Hz 的新 iMac，围绕本地跑 AI 能力、内存带宽和颜色设计等展开吐槽与期待。
① 对 24 英寸 60Hz 屏幕规格失望、但仍在关注新 iMac 的开发者（@cyberpunk） ② 关心本地 AI 何时真正实用、在纠结是买高带宽旧款 Max 还是新一代 Pro 的工程师（@Xeoncross） ③ 对苹果产品线定位和颜色、显示器与 iMac 区分感兴趣的 Mac 用户（@wombat-man, @ex1fm3ta）
这条 HN 讨论的是 Google 的 Genie 4 世界模型生成游戏技术，评论区围绕画面交互性、云端模拟+串流带来的新一代游戏 DRM 风险以及生成内容质量展开争论。
① 关注生成式游戏、想用 AI 做交互内容的独立开发者 ② 做云游戏基础设施或对 Stadia 模式有研究的工程师 ③ 对世界模型在娱乐以外场景（教育、模拟训练）应用感兴趣的产品经理和研究者。
Hacker News 讨论用多智能体 AI 协作开发是否真的能突破 Brooks 定律，以及在需求不清晰时代理乱改代码带来的协调和验证成本。
① 独立开发者关心 AI 写码提速但发现审查和维护成本不降反升（@videotextly） ② 工程师认为在需求不清晰时代理只会更快给出错误方案，但也有人把它当成探索需求的工具（@rimeice） ③ 一些人纠结于"agent"到底意味着什么、和传统人力分工类比是否合理（@altmanaltman） ④ 有人强调代理更适合试错探索、逆向工程和性能优化等磨人的任务，而不是被营销包装的万能解决方案（@hypfer）
这一组内容是多条关于宠物爬虫的萌系短视频合集，展示蛇喝水、猫迷恋蜥蜴的触感以及豹纹守宫自咬后呆萌表情等日常瞬间，集中满足爬虫爱好者对“爬虫也很可爱”的情绪共鸣
这一组内容是多条关于宠物爬虫的萌系短视频合集，展示蛇喝水、猫迷恋蜥蜴的触感以及豹纹守宫自咬后呆萌表情等日常瞬间，集中满足爬虫爱好者对“爬虫也很可爱”的情绪共鸣。
受众观点：评论区的关注点主要集中在两类：一是情绪性“好可爱”刷屏，二是对爬虫形象被改观的惊讶。
1）情绪共鸣与二创扩散：在蛇喝水视频下，@NeedleHimer（score 97，Twitter）评论“我好像从来没见过蛇喝水，太珍贵了”，并配合其他用户转发自己的宠物图，带动大量引用转推；在豹纹守宫视频下，@tsenpiko（score 505，Twitter）惊呼“眼睛太夸张了，像画出来的一样”，多条高赞回复直接把截图当表情包二创。
2）对爬虫认知的改变：在猫蹭蜥蜴视频下，@v2Z6Qunv10k0zqT（score 105，Twitter）说“被蹭得很舒服的样子”，把蜥蜴从“冷血爬虫”转化为“享受撸”的对象；而在蛇喝水帖中，@HUSAE7777（score 2，Twitter）表示“本来怕蛇，但这条蛇脸也太可爱了”，说明内容成功打破部分用户对爬虫的恐惧刻板印象。整体来看，受众最关心的是“原来爬虫也可以这么萌、这么有互动感”，并乐于用转发和表情包放大这种反差感。
这一事件围绕开源代理系统 OpenClaw 展开：作者在投入约 25 亿 tokens 打磨后，展示了它在文档管理、记忆系统、个人 CRM 等 21 个高频工作流中的实战用法，并通过“vibe coding”演示和在 25 美元手机上运行的 ClawPhone 形态，证明 OpenClaw 可以从桌面扩展到廉价硬件设备，成为随处可跑的个人 AI 代理操作系统
这一事件围绕开源代理系统 OpenClaw 展开：作者在投入约 25 亿 tokens 打磨后，展示了它在文档管理、记忆系统、个人 CRM 等 21 个高频工作流中的实战用法，并通过“vibe coding”演示和在 25 美元手机上运行的 ClawPhone 形态，证明 OpenClaw 可以从桌面扩展到廉价硬件设备，成为随处可跑的个人 AI 代理操作系统。
受众观点：评论区主要聚焦在三个问题：OpenClaw 的实际可用性、代理工作流的产品化机会，以及在廉价硬件上跑代理的安全与潜力。
1）可用性与工作流设计：在用例长帖下，@LightDriver21（score 159，Twitter）指出“Agents are the Product now, start building and selling your harnesses now… It’s a new arms race and if you’re reading this you’re winning.”，把 OpenClaw 视为可以商品化的代理“线束”；同帖中 @wayneb（score 18，Twitter）具体列出自己已经开始用的场景：“加密备份、个人 CRM、RAG 知识库、模型特定提示指南”，说明这些用例并非概念，而是能落地到日常工作。
2）质疑与改进空间：仍在同一线程里，@safetnsr（score 15，Twitter）质疑“2.5 billion tokens and no self-improvement loop… your agent doesn’t know which of those 21 workflows actually work well vs which ones silently fail”，指出缺乏闭环反馈和自我改进机制是当前 OpenClaw 的短板；而在 vibe coding 视频下，@Kunal_Nihalani（score 30，Twitter）调侃“资深工程师觉得这不可持续，但火车还在顺利前进”，反映出工程师群体对“即兴式代理开发”的复杂态度。
3）硬件形态与安全：在 ClawPhone 帖子下，@Teslanaut（score 106，Twitter）玩笑式地说“Internet of Things is becoming Internet of Claws”，但本质是在讨论把代理嵌入各种设备的趋势；同帖中 @zhixianio（score 20，Twitter）分享自己做的“把旧安卓手机变成 AI agent host”的工具，说明社区已经在沿着“廉价硬件 + 代理”的方向快速试验。整体来看，受众最关心的是：OpenClaw 能否支撑稳定的日常工作流、是否能成为可售卖的代理产品，以及在边缘设备上跑代理带来的新机会与风险。
作者转发一段由 AI 生成或增强的怀旧电影片段，自称是今年见过最好的 AI 用法，引发大家回忆老电影氛围。
best use of AI I've seen this year https://t.co/hPyTNemyUN
受众观点：① 观众在感叹九十年代电影和演员的独特气质，认为那种时代氛围很难复制（@theDrewDag, 25likes） ② 有人关注到发帖人给原作者致敬，强调内容创作中标注来源和署名的重要性（@DataChaz, 26likes） ③ 部分人单纯被画面和造型震撼，觉得这种复古发型和胡子风格极具冲击力（@guzman52007, 14likes）
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- @DataChaz (55): Also, can we talk about how rad movies were back then? :)
- @DataChaz (26): credit: the great @arielyomer
- @theDrewDag (25): @DataChaz loved this. Danny Glover and Mel Gibson are two icons of the 90s
- @guzman52007 (14): @DataChaz Mullet and mustache energy is unmatched in any decade.
- @abhitcoin (6): @DataChaz what did i just watch
Wes Bos 宣布自家 3D Model Anything 扫描 App 正式上架 App Store，并开放 GitHub 仓库欢迎大家试用和提 PR。
3D Model Anything scanner app is now in the app store! Give it a shot an send any PRs on github https://t.co/QslPVRkdhs https://t.co/sQ5zwIljq6
受众观点：① 用户已经开始实际体验，愿意在完成后写详细测评和使用心得，说明早期用户对这类工具有深度反馈意愿（@moeealii, 6likes） ② 有人希望加入开发，提出用 AI 自动去杂物、重设计房间风格等功能设想，关心能否参与贡献（@adibhanna, 3likes） ③ 多位用户集中反馈镜子场景扫描效果差，讨论 LiDAR 在镜面反射环境下的技术难点和识别问题（@gyankarn, 2likes; @JulienCoulaud, 2likes）
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- @moeealii (6): @wesbos Will do a full write up when it’s completed but https://t.co/avBBGJnowj
- @adibhanna (3): @wesbos trying it now! it would be awesome to add: - reduce clutter - redesign my room - make it look like "xyz" all power with AI Can i contribute to this?
- @RealTimeSeer (3): @wesbos What about android? 😢
- @gyankarn (2): @wesbos mirrors are the classic lidar headache .. the pulse bounces off the glass and comes back from the reflected room, so the scan sees a doorway into a room that isnt there. curious if the photo check catches it
- @JulienCoulaud (2): @wesbos awesome! how do you handle mirrors? it seems to struggle on my end with big mirrors
作者预告与联合航空 CEO Scott Kirby 及 @benthompson 的对谈，深入拆解航空业的资本开支、航线规划、星链接入和信用卡经济等商业细节。
United CEO Scott Kirby joins @benthompson and me to break down the airline business: justifying big capex, how they do route planning, what other CEOs screw up, the Starlink decision, why everyone mi…
受众观点：① 有听众被推荐的 Skunk Works 新书吸引，关注好奇、爱读书且深入一线细节的 CEO 如何影响企业创新文化（@collision, 31likes） ② 部分人希望节目能追问 CEO 对财富税等政策的看法，体现大家对监管和宏观政策对航空业影响的兴趣（@regulatorynerd, 2likes） ③ 有人期待能投资一篮子由这类好奇、爱学习的企业 CEO 领导的公司，说明听众在寻找“高质量经营者”的投资标的（@PaulCrayston, 2likes）
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- @collision (31): Scott also turned me on to the fact that there’s a NEW Skunk Works book: The Impossible Factory by Josh Dean. Immensely enjoyable and worthwhile even if you have read Ben Rich’s book and Kelly’s book. Have your agent run, not walk, to the nearest bookseller!
- @dominikposmyk (2): @collision @benthompson https://t.co/Tbvfz70Kv8
- @regulatorynerd (2): @collision @benthompson I hope you guys asked him about his wealth tax comments!
- @PaulCrayston (2): @collision @benthompson When can I get an ETF of enterprise grade businesses with curious, well read CEOs deep in the details
- @AdamClampitt (0): @collision @benthompson Would love to hear about their investment in @boomsupersonic as well and how production is coming along.
scaling01 引用 FrontierCode 2 评测指出 GPT-5.5 在各项指标上全面压过所有已测中国大模型，并强调 OpenAI 和 Anthropic 还有更强的内部模型因供应链风险管制而未公开。
another brutal reality check for the open-sauce china shills GPT-5.5 released on April 23 outscores all tested chinese models and OpenAI and Anthropic have been holding back their strongest models si…
受众观点：① 关注 GPT-5.5 内部模型上限、猜测真实性能区间的讨论（@scaling01, 28likes） ② 认为 Haiku 5.5 这类中档模型都能在评测中领先中国模型、性价比更高的观点（@scaling01, 23likes） ③ 质疑基准可信度、认为不同模型配置对比不公平的声音（@Jardin_Acide, 8likes） ④ 为中国模型辩护、强调价格优势和被欧美舆论双标对待的看法（@Xiliiiiiiiiiii1, 7likes）
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- @scaling01 (28): I would guess OpenAI's and Anthropic's strongest internal models would score 50-60%
- @scaling01 (23): even Haiku 5.5 beats all chinese models while being cheaper
- @Jardin_Acide (8): @scaling01 I mean. Haiku 5.5 (max) >>> Fable 5.1 (high) ????????? Yeah, no, ahah, super good and high level signal benchmark we have there, for sure.
- @Xiliiiiiiiiiii1 (7): @scaling01 Be hating on any chinese model when they are good competition and lower market prices. While EU models are just a laughing stock distilled of chinsese models. And always flagging distillation as a crime when they use our data to train their models.
- @RuiCarrilho5 (6): @scaling01 where's kimi k3.1?
作者展示自家原生 UI 框架中一个带 F12 键的按键设计，夸赞这种内凹拟物风格非常奢华、手感细腻。
our native ui framework is so indulgent look at the way the F12 is inset mmm so delicious https://t.co/mvlk2EJ5DO
受众观点：① 有人看到这个按键设计会产生强烈愉悦感，觉得光看 UI 就像真的按下去一样，说明视觉反馈对用户情绪影响很大（@opsRich, 9likes; @j0nathanla, 2likes） ② 部分开发者半调侃地说这套风格“有病”，但也希望大家都被这种设计热情感染，体现出对大胆 UI 实验的支持（@lumirth, 2likes） ③ 有人提到自己也在做类似的拟物风格界面，说明这一类“奢华 UI”在开发者圈子里正在形成小趋势（@liltechnomancer, 2likes）
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- @opsRich (9): @thdxr I must admit I feel a rush of oxytocin just looking at it https://t.co/1TUN5JUxWh
- @lumirth (2): @thdxr you people are sick i hope everyone else also catches your disease
- @j0nathanla (2): @thdxr can feel the click
- @liltechnomancer (2): @thdxr Bro I can't believe you aren't embarrassed to do this after i just showed off the same neumorphic look lol But you do you.
- @phraggel (2): @thdxr In my head: https://t.co/OjjxrgHivk
作者分享自己做 API 或协议设计时，从过去追求优雅好看转向现在更重视语义明确、结构清晰的变化。
when working on apis or protocols or schemas i used to put a lot of effort in making them beautiful because human eyes had to consume them now i care more about explicitness even if its ugly
受众观点：① 很多开发者认同现在接口主要是给 agent 和机器消费，丑一点没关系只要稳定可靠（@LaireLaFlare, 4likes） ② 有人感叹几乎没人真正读代码了，进一步强化了“机器优先”的设计取向（@onionl5236, 2likes） ③ 也有观点强调高层抽象依然重要，方便人类理解系统行为和不变量（@gkhalin, 1likes）
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- @LaireLaFlare (4): @thdxr because now the consumers are agents that need the belt
- @onionl5236 (2): @thdxr because no one reads the code anymore
- @Avery_Coree (1): @thdxr ugly and explicit ships faster anyway
- @gkhalin (1): @thdxr In my opinion higher level abstractions still matter because you have to reason about what a system is doing in order to improve it Specific function implementations can be hidden as long as you understand their inputs, outputs and invariants
- @_michaelhelvey (1): @thdxr i go out of my way to make them ugly to punish my clankers
scaling01 分享 FrontierCode 2 榜单，前二十名几乎被 OpenAI 和 Anthropic 包揽，仅有 Grok 4.7 挤进第 20 名，而 DeepSeek V4.1 Flash 1017 最高配置也只排在第 52 名，用来反讽“中国产模追平论”。
the top 20 models on FrontierCode 2 it's actually hilarious it's all OpenAI and Anthropic + Grok 4.7 xhigh at #20 DeepSeek V4.1 Flash 1017 max is rank 52 but yeah totally, china is catching up and we…
受众观点：① 认为 DeepSeek 实际体验应高于榜单名次、在某些任务上优于 gpt 6 Luna 的观点（@balllvest, 7likes） ② 质疑 FrontierCode 2 设计、公信力和厂商自测动机，强调对开源模型的信心（@Maverick4407, 7likes） ③ 认可 DeepSeek 以极低价格提供“足够好”代码能力、性价比很高的看法（@PawelJLisowski, 1like） ④ 从地缘和市场角度讨论中国模型不必追平能力，只要提供可用替代品就能形成竞争的观点（@stevendiercks1, 1like）
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- @balllvest (7): @scaling01 Deepseek should be a lot higher than that, it’s better than gpt 6 Luna But the merge ability and code quality isn’t at grok 4.7 yet, but better at some long and hard tasks
- @Maverick4407 (7): @scaling01 This is this shittiest coding benchmark. Model providers shouldn’t be trusted with their benchmarks But if you are happy with your closed source models, good for you. But stop with your stupid anti-open source models propaganda. We’re happy with where open models are
- @PawelJLisowski (1): @scaling01 I mean if every effort level is ranked seperately then deepseek rank is rly low but its still rly great model for how cheap it is
- @stevendiercks1 (1): @scaling01 China doesn't have to be at our level to be competitive they just need to offer an alternative to us models to countries that cant use our models... also in 5 years or less intelligents wont matter that much for China when they hit ASI
- @B7y7zpx (1): @scaling01 chinese models cant generalize, theyre all distilled/benchmaxxed garbage
作者宣布在迪拜举办第 13 场 Indie Hacker 线下聚会，号召全球独立开发者飞过去参加活动。
13th Indie Hacker meetup in Dubai! Coming all over the world, hopefully 🤞 https://t.co/n3dXjOxwbo
受众观点：① 本地和周边开发者把这次聚会当成中东地区一年一度的大事，期待线下交流机会（@Avi31m, 2likes） ② 有人希望在荷兰等其他国家也办类似活动，说明需求已经扩散到更多城市（@x_arro, 2likes） ③ 参与者反馈见面体验很好，认为主办方和嘉宾都很真诚，社交氛围积极（@mubeenchatthaa, 1likes）
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- @Avi31m (2): @marclou LFG g, biggest event of the year in MENA 👀
- @x_arro (2): @marclou Do one in the Netherlands. Bring a rain jacket and your half-finished side project, we've got plenty of both.
- @Hershal0_0 (1): @marclou bro is single-handedly keeping the dubai flight industry afloat ✈️
- @mubeenchatthaa (1): @marclou It was really nice meeting you both 🤩 you guys are pure gems 💎
- @mostafa_nasserx (1): @marclou @NikiDegtyarev Record theses lovely sessions on the youtube i was organizing missed the talk unfortunately
作者用 OpenRouter 的 DeepSeek 流量估算出，一台 GB300 机架几乎能扛下全部推理需求，认为当前开源推理的真实算力需求远低于市场炒作。
ok to put what i'm saying about demand in context openrouter is the most successful model router, you can almost serve 100% of their deepseek traffic yesterday on a single GB300 rack this is worth 6-…
受众观点：① 作者补充说明大部分 GPU 集群最终会被 Anthropic、OpenAI 等大厂买走，开源推理的实际需求目前并不高（@thdxr, 42likes） ② 有人从算力和 token 吞吐量角度质疑估算是否准确，试图用粗略计算验证每天可服务的 token 规模（@SergioOSINT, 0likes） ③ 也有人追问这是否意味着大部分算力其实都花在训练上，而不是推理侧（@damindestress, 0likes）
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- @thdxr (42): majority of these GPU builds get bought out by anthropic, openai, or other big players people talk a lot about OSS inference but the demand is not there yet someone has to build the apps. idk why people don't get this
- @SergioGMN (1): I'm trying to understand. You mean a single GB300 rack is worth 6-7M and only one can already serve pretty much the entirety of Openrouter's DeepSeek demand? Does that mean two or three of these racks are likely sufficient to cover the entire DeepSeek demand worldwide? Is that t…
- @SergioOSINT (0): @thdxr Are you sure? Quick maths says about 1.3T per day with good kernels and good inference setup. And openrouter had 5-6T tokens of traffic today.
- @TheBenzend (0): @thdxr how do they do it
- @damindestress (0): @thdxr So is the bulk of compute going to training then?
作者分享了一个用方向键操控飞艇的小网页玩具链接，大家可以在线控制飞船在城市上空飞行。
https://t.co/04L6MqJwe8 https://t.co/l0HypHrirg
受众观点：① 有人猜测这是自己早上在现实中看到的飞艇，现实与线上互动产生有趣联想（@devrelius, 6likes） ② 评论把它当成类似 Twitch Plays 的群体操控游戏，期待更多互动玩法（@colemurray, 3likes） ③ 也有人单纯觉得这是个很好玩的摸鱼借口，顺带提到有点像模拟城市的氛围（@Kelvin_json, 0likes）
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- @devrelius (6): @rauchg Wait is that the blimp I saw this morning? https://t.co/hsv5sCUljP
- @colemurray (3): @rauchg Twitch plays blimp wen
- @manoletre_ (0): @rauchg I think the blimp goes faster when moving diagonally
- @Kelvin_json (0): @rauchg a blimp you steer with arrow keys is a fine excuse to stop working
- @jordanjhamel (0): @rauchg giving sim city vibes
作者质疑当前 DeepSeek 推理的真实需求规模，认为除了少数大客户外其他使用方体量都小得多，看不到被广泛采用的迹象。
i just don't see where the demand for this is today is there all this hidden deepseek usage that we're not seeing? whenever we talk to providers it's clear all of their other customers are 100x small…
受众观点：① 有人认为 OpenRouter 的公开 token 排名已经能说明 DeepSeek 需求在持续上升，占据了相当大的份额（@rickye26, 1likes） ② 也有人猜测中国等地区的使用情况可能完全不同，区域差异会让外部很难看到真实需求（@lacker, 0likes） ③ 还有人把潜在增长寄托在未来大规模 bot 和自动化应用上，认为一旦爆发需求可能会 100 倍放大（@SourceCodeplz, 0likes）
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- @rickye26 (1): @thdxr open router public token rankings would show that demand. They are still trending up and ds takes a big chunk of it https://t.co/dEhIw7wOxq
- @lacker (0): @thdxr in China?
- @bigmikez99z (0): @thdxr How do I get hired to help do HPC optimizations on the inference end lol?
- @annanidev (0): @thdxr Probably just regional usage skewing the numbers.
- @SourceCodeplz (0): @thdxr mabye all these bots will take off mainstream, only like that i imagine 100x fold usage maybe
natolambert 感叹组织结构和团队协作对打造优秀大模型的重要性，引用一篇旧文说明很多大模型团队（如 Llama、xAI）因为组织架构问题反复重组，影响模型长期质量。
I think it's vastly underrated how important org chart and team functionality is to building a good LLM. Over 18 months old, and still one of my favorite all time Interconnects posts. It's why we sti…
受众观点：① 关心这篇 Interconnects 旧文原文内容、希望深入理解组织结构与模型质量关系的读者（@natolambert, 6likes） ② 从工程角度指出单一大模型让所有团队共用同一权重、导致需求冲突和“有人必须说不”的现实（@dusangran, 1like） ③ 强调如果数据、评测和基础设施团队没有统一路线图，就会产出多个半成品模型而非一个好模型的观点（@mohammadvazin, 1like）
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- @natolambert (6): https://t.co/fgQJQ6zvrF
- @omar_khursheed (1): @natolambert Is this a subtweet at amazon winding down its AGI org?
- @dusangran (1): @natolambert with backends we can at least give each team its own service. one model means every team pulls on the same weights and somebody has to say no a lot
- @mohammadvazin (1): @natolambert The org chart is the hidden architecture of the model. When data, evals, and infra teams don't share one roadmap, you ship three half-models instead of one good one. Conway's law applies to weights too.
- @SlimAssiliX (1): @natolambert Execution efficiency needs repeated gains per compute not one launch
Arena 宣布其 Agent Mode 现在支持直接连接 Vercel、Linear、GitHub、Supabase、Notion 等外部工具，让代理可以在一个界面里串起真实开发和协作工作流。
Arena update: Connectors are now in Agent Mode! By bringing real-world tools directly into Agent Mode, users can take on even more complex, real-world tasks from start to finish. Our global community…
受众观点：① 官方强调通过连接 Vercel、GitHub、Supabase、Notion 等工具，让 Agent Mode 能处理更复杂的端到端任务（@arena, 3likes） ② 开发者认为接入 Supabase 后，后端搭建几乎可以一句话完成、极大降低门槛（@Avery_Coree, 2likes） ③ 用户关心授权后代理能读取多少 Gmail 内容等隐私和数据访问范围问题（@aapakari, 0like） ④ 有人认为把多工具接到一个 agent 里，是从“聊天机器人”走向“真实工作流执行器”的关键一步（@felix_muller_ai, 0like）
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- @arena (3): Connect your tools in Agent Mode now: 1. Choose a connector below the input box 2. Sign in through the service’s OAuth flow 3. Toggle it on for any turn where you want the agent to use it, and toggle it off when you don't Learn more: https://t.co/Klb1fgtZBg Try it: https://t.co/…
- @Avery_Coree (2): @arena supabase connected means the backend part is just a sentence now, easy
- @aapakari (0): @arena How much of my Gmail does the agent read after sign in?
- @felix_muller_ai (0): @arena Connecting all these tools in one task is a big step toward agents that can handle real workflows instead of just answering prompts.
- @danielyegarcia (0): @arena huge
Hacker News 讨论一款 24 英寸 60Hz 的新 iMac，围绕本地跑 AI 能力、内存带宽和颜色设计等展开吐槽与期待。
New iMac with M6
受众观点：① 对 24 英寸 60Hz 屏幕规格失望、但仍在关注新 iMac 的开发者（@cyberpunk） ② 关心本地 AI 何时真正实用、在纠结是买高带宽旧款 Max 还是新一代 Pro 的工程师（@Xeoncross） ③ 对苹果产品线定位和颜色、显示器与 iMac 区分感兴趣的 Mac 用户（@wombat-man, @ex1fm3ta）
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- @cyberpunk (0): 24” and 60hz…
- @Xeoncross (0): We're getting close to local AI being really useful. Before the M1 is dead we might have already seen a huge shift. In my mind, there are two types of macs: those that have the bandwidth to run local models (Max & Ultra) and those that don't (Base & Pro chips). The generation do…
- @wombat-man (0): I wish they would put these colors on laptops.
- @HelloUsername (0): I'll wait for the M7 iMac with OLED and then never buy it
- @ex1fm3ta (0): I still think those expensive Apple monitors (which even had RAM) were intended to be 'iMac Pros,' but due to stagnant growth in the all-in-one market, they never saw the light of day.
这条 HN 讨论的是 Google 的 Genie 4 世界模型生成游戏技术，评论区围绕画面交互性、云端模拟+串流带来的新一代游戏 DRM 风险以及生成内容质量展开争论。
Genie 4
受众观点：① 关注生成式游戏、想用 AI 做交互内容的独立开发者 ② 做云游戏基础设施或对 Stadia 模式有研究的工程师 ③ 对世界模型在娱乐以外场景（教育、模拟训练）应用感兴趣的产品经理和研究者。
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- @rvz (0): As I said before, World models will become simulation engines of AAA games where there is no need to release the actual game artifact and even if the game exists as a binary artifact, it will never be released and will be available on their hosted cloud back-end, then simulated…
- @sodacanner (0): I don't know if I'm missing the point, but Genie 4 almost looks worse than Genie 3 in terms of player control? It doesn't even seem to respond to inputs, it just looks like they took some AI generated videos and put the key widgets on top.
- @Zambyte (0): From the auto-generated captions on the YouTube video on this page. > Genie form [sic] can simulate scenarios It's kind of amazing: the juxtaposition of such advanced generative AI and such terrible speech-to-text coming from the same parent company.
- @TGower (0): That stained glass landscape video is pretty cool. I wonder if it would be possible to implement that effect in a real-time game engine.
- @wolttam (0): > "A REAL, ultra-photorealistic, high-end 35mm cinematic first-person perspective..." Real nice prompting there, Google. It also still looks like a video game rendering.
Hacker News 讨论用多智能体 AI 协作开发是否真的能突破 Brooks 定律，以及在需求不清晰时代理乱改代码带来的协调和验证成本。
The Mythical Man-Month in the Age of AI
受众观点：① 独立开发者关心 AI 写码提速但发现审查和维护成本不降反升（@videotextly） ② 工程师认为在需求不清晰时代理只会更快给出错误方案，但也有人把它当成探索需求的工具（@rimeice） ③ 一些人纠结于"agent"到底意味着什么、和传统人力分工类比是否合理（@altmanaltman） ④ 有人强调代理更适合试错探索、逆向工程和性能优化等磨人的任务，而不是被营销包装的万能解决方案（@hypfer）
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- @videotextly (0): The part of Brooks that still holds for me as a solo developer is that the cost sits in coordination and understanding, not typing. AI makes producing code cheaper, but reviewing it, keeping the design coherent, and remembering why things were done still takes the same attention…
- @rimeice (0): > "Adding agents to a project with unclear requirements gets you the wrong answer faster." The thing is it gets you the wrong answer so fast it’s now the best way to figure out the right requirements.
- @altmanaltman (0): > nine agents still can’t deliver a baby in one month. Very weird way to say this. Like it holds true for biological beings because pregnancy by default has a fixed timeline. But how does this apply to AI? Also what even is an "agent"? Are they distinct worker units on a program…
- @hypfer (0): Agents seem to be useful for quickly mapping a problem space through trial&error + throwing stuff at the wall and seeing what sticks. Anything grindy. Reverse engineering. Performance optimizations. That's where swarms shine I think. But that's a much much much smaller problem s…
- @ChicagoDave (0): But it’s not a man-month anymore. It’s like half a day. And if I break up an application then 9 coders with Claude Code can build that application in an unprecedentedly short period.
Hacker News 回忆早年软件崩溃和硬件限制的糟糕体验，对比今天系统更稳定但交互手感和 UI 体验被认为在退步的现象。
Software may be getting worse, but it used to be horrible
受众观点：① 有人分享老软件中离谱的排版 bug，甚至因此整项目迁移到新工具，也提到当年小体积手写汇编应用在老机器上依然飞快（@WillAdams） ② 一些人认为硬件和底层性能问题大多被解决，如今最大痛点是软件的可控性、手感和 UI/UX 质量在持续下滑（@quacked） ③ 也有人指出像 Windows 11 这样的系统仍然会 BSOD，说明底层稳定性问题并未完全消失（@LandR） ④ 还有人怀旧拨号上网和 BBS 时代的连接问题，同时承认整体体验相比过去已经好太多（@ToddWBurgess, @weinzierl）
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- @WillAdams (0): Probably the most annoying bug I ever encountered was in Quark Xpress 7 when in a two-column layout, placing a discretionary hyphen in a paragraph on the right-hand column caused a preceding paragraph on the left-hand column to reflow to a different number of lines. I tried to g…
- @quacked (0): All of these are examples of the physical performance of software or hardware limitations at the time. I find that software's reliability has increased a thousandfold in my lifetime, but its actual controllability/feel/UI-UX has been rapidly declining for about a decade.
- @LandR (0): I still get Windows 11 BSOD. That definitely hasn't gone away!
- @ToddWBurgess (0): No Internet for us back in the day with its myriad of issues. Just BBSs and screaming at the family when the carrier dropped and you wanted to know who picked up the phone.
- @weinzierl (0): I feel this is an apt description of our times. It's getting worse but people forget how horrible the past was. I, for my part, as much as I dig a little 70s and 80s retro stuff, would never ever want to go back.
Hacker News 讨论 CPython 官方 JIT 计划被搁置，围绕性能瓶颈、PEP 流程官僚化以及在不破坏生态前提下给 Python 加 JIT 的技术路径展开争论。
Python's experimental JIT to be removed
受众观点：① 有开发者对 Python 迟迟没有官方 JIT 感到失望，抱怨频繁用 Cython 或 Rust 重写热点代码以及巨大的能耗浪费（@bratao） ② 也有人认为严格的 PEP 流程和官僚化一方面拖慢了新特性，另一方面也是 Python 稳定可靠的原因（@xx_ns） ③ 有技术评论从实现角度指出很多 JIT 方案一上来就想改太多，忽视了先用隐藏类型模型优化属性访问和方法分发的现实路径（@kannanvijayan） ④ 还有人认为在已有 Cython、Numba、PyPy 等方案存在的情况下，主线 CPython 引入 JIT 必须极度谨慎，当前回退是合理结果（@graemep, @pbronez）
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- @bratao (0): This is pretty bittersweet to see. Python is my favorite language, but I'm honestly tired of having to rewrite performance bottlenecks in Cython or Rust all the time. When the Faster CPython project started with Microsoft's backing, I was really excited. Mark Shannon had that pl…
- @xx_ns (0): It's unfortunate that a technically exciting new feature is being killed partly because of what is essentially bureaucracy (and the lack of the developer's personal bandwidth). On the other hand, it's pretty safe to say that the strict adherence to the PEP policy and all of the…
- @kannanvijayan (0): Gonna dump a technical hot take here. Python is a mature production language with a lot of users. Even before it was huge - like 20 years ago when I was in college - getting a small backwards compatible API change into a python extension module (gnu readline in my case) required…
- @graemep (0): If you look at the reasons for this it seems like a good decision: https://discuss.python.org/t/pep-836-jit-go-brrr-the-path-to... There are already many way of addressing Python performance (leaving aside whether Python is a good choice if performance matters) such as Cython, N…
- @pbronez (0): Interesting, makes sense. JIT in CPython main is a big deal, glad they’re proceeding with caution. Overall looks like they added it as an experimental feature for two years, then decided to back it out. Perfectly reasonable outcome.
这条 HN 讨论围绕美国情报机构依赖秘密法庭和第702条授权进行大规模监控，质疑长期保密的法律解释和对公民隐私的系统性侵犯。
US Government is hiding a secret court ruling about how it spies on Americans
受众观点：① 给美国或全球用户做 Web / SaaS / AI 应用的独立开发者 ② 关心隐私合规但缺乏资源请律师的小团队创始人 ③ 在大厂做数据平台、想了解小团队如何落地隐私保护的工程师。
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- @TheCoelacanth (0): Secret courts are anathema to democracy and need to be abolished.
- @edot (0): "Wyden has also warned about a classified interpretation of Section 702 that he says multiple administrations have relied on and refused to declassify. “When it is eventually declassified,” he said in March, “the American people are going to be stunned that it took so long and t…
- @ARandomerDude (0): The debate about reapproval of section 702 is all theater. Does anyone genuinely believe the government would stop surveilling us if the authorization expired?
- @tokai (0): This headline has been relevant since 2001.
- @sharts (0): This kind of thing will never stop. And those who control it have all the leverage and power. Perhaps all the spying data should just be publicly accessible and easily accessible for all to use and abuse. Would democratizing it all so there is never an expectation of privacy fro…
Hacker News 讨论一篇关于美国警方使用 AI 驱动监控和执法工具、引发公民隐私和公权力滥用担忧的报道。
Police are using AI to pull over drivers for 'suspicious' behavior
受众观点：① 对 FBI 等机构如何具体使用 AI 监控、以及内部人员为何愿意对外透露细节感到好奇的技术读者（@bryanrasmussen） ② 关注 AI 监控社会、引用 Larry Ellison“我们一直在记录一切”这类言论、担心全面监控常态化的人（@Dig1t） ③ 想看原始报道和公民自由组织分析、但缺少技术实现视角补充的读者（@ChrisArchitect）
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- @bryanrasmussen (0): why was this FBI guy so forthcoming with this lady about his agency's arguably civil rights abuses? I mean I guess it's good he was but on the other hand it seems a bit weird, given my experience with feds.
- @Dig1t (0): "Citizens will be on their best behavior, because we’re constantly recording and reporting everything that is going on" -Larry Ellison
- @ChrisArchitect (0): Source: https://www.aclu.org/news/privacy-technology/ai-driven-polic... (https://news.ycombinator.com/item?id=50256169)
- @amelius (0): How much better is the "intelligence" of police officers compared to artificial intelligence?
- @jon128 (0): Reasonable suspicion, where the "reasonable" part is absurdly subjective here, is not probable cause. These detentions, even for the majority who have documented in writing a full assent to adhere to vehicle codes under public policy, are not legal. Those who aren't well-educate…
Hacker News 讨论搭载 M6 芯片的新款 MacBook，吐槽继续拿 Intel 当对比、期待更长续航和电池设计，以及高价下开发者如何规划升级节奏。
New 14‑inch MacBook Pro with M6
受众观点：① 对苹果发布会一再拿 Intel 当靶子、觉得宣传话术尴尬的老用户（@ritzaco） ② 正在硬撑旧款 M1 Pro、纠结是否等到更后代芯片再换机的开发者（@at1as） ③ 关注电池设计、希望看到更激进续航方案和产品线定位差异的技术用户（@villgax, @adolph）
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- @ritzaco (0): > Phenomenal battery life: In addition to the huge leap in performance, battery life gets up to 14 additional hours for Intel-based upgraders the m2/m3 announcements were already kind of cringe to keep saying 'HEY IT'S BETTER THAN INTEL' but at this point it's just embarrassing?
- @BugsJustFindMe (0): dupe https://news.ycombinator.com/item?id=50258521
- @villgax (0): About time they put a battery in the lid, which is what an iPad already manages to do with thinness. Boom another half a decade of updates all the way to 48hrs
- @at1as (0): I'm currently on a marathon to keep my M1 Pro running until the M7 Pro/Max is available. Not sure if I'll make it, but I'm not eager to pay $6000+ for a decent spec dev computer, until I really have to
- @adolph (0): One of the interesting slights of hand Apple marketing must do is simultaneously say the new processor is awesome while selling the higher spec versions of the previous processor as upgrades: The M6 chip joins M5 Pro and M5 Max to create our most advanced line-up of chips ever b…
Hacker News 讨论 Anthropic 使用从 LibGen 获取的斯坦福教授著作训练模型、法院认定抓书违法但训练属合理使用的争议。
Anthropic trained Claude on illegally obtained Stanford professors' books
受众观点：① 关注 AI 训练数据合法性、想搞清楚法院对抓取电子书与模型训练分别如何认定的开发者和创业者（@kenmacd） ② 对大模型厂商几乎都用“灰色数据”训练、但又不得不用这些模型的工程师（@mkw5053, @whywhywhywhy） ③ 关心知识开放、对“学术精英垄断知识 vs 信息自由流动”有情绪但缺少产品落地视角的技术人（@iamleppert）
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- @kenmacd (0): The title is (I believe intentionally) inaccurate. Better would be: Anthropic trained on illegally acquired Stanford professors' books The article does not say the training was illegal (although does discuss the professors push for a licensing model).
- @mkw5053 (0): Of course they did, same with almost every other bit of training material that isn't synthetic (and still indirectly created with illegally obtained training data)
- @CPUHall (0): Title is misleading. The ruling said training on books is fair use. What got them in trouble was grabbing the books from LibGen instead of just buying them, which is a pretty dumb way to lose $1.5B. If I torrented half a million books I'd be getting a lot more than a $3k-per-boo…
- @iamleppert (0): Good! Information wants to be free, not locked up in some ivory tower. This is a great time upon us, when academics and ivy league elites can no longer gate keep knowledge and hoard it for their ego. Knowledge should benefit humanity as broadly as possible, not just the rich and…
- @whywhywhywhy (0): They did the same with literally everyone's data. Is it supposed to matter more because a "Stanford professor's" work was included?
Hacker News 讨论维基百科等知识库如何面对 AI 生成内容污染，既有平台大规模清理 AI 条目的动作，也有个人用 DeepSeek 等模型写"AI 百科"的尝试。
Wikipedia's Cleanup of AI-Generated Content
受众观点：① 有人认为未来 AI 终会胜任百科写作，但目前最大短板是缺乏可靠的自动化验证工具（@clarionbell） ② 评论提到多篇关于低背景钢、离线维基数据库和无 AI 污染内容的旧帖，说明社区长期关注干净语料和知识存档（@HelloUsername） ③ 一些人赞赏各大网站主动清理 AI 内容，认为这是维护质量的必要步骤（@grd_dev） ④ 也有人分享自己用 DeepSeek 生成 AI 百科，由人类做编辑的个人项目实践（@davedx） ⑤ 另一些人质疑把问题归咎于"AI 身份"是否合理，认为真正的问题是引用造假和内容质量，而这些在人类写作中同样存在（@berkes）
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- @clarionbell (0): There will be a point in the future, possibly near future, when AI will be capable of reliably producing encyclopedic content, and we'll have tools to verify that the content produced passes reasonable standards. Today is not the day. Especially not regarding the verification.
- @HelloUsername (0): Related: "Low-background Steel: content without AI contamination (jgc.org)" 10.jun.2025 https://news.ycombinator.com/item?id=44239481 269 comments "Wikipedia: Database Download (wikipedia.org)" 27.apr.2025 https://news.ycombinator.com/item?id=43811732 99 comments "Low Background…
- @grd_dev (0): Almost all of these websites or platforms are doing these massive cleanup to remove ai content from them. Well appreciated.
- @davedx (0): Ironically enough I just started an "Encylopedia of AI" project, and I've decided to generate all of the content with DeepSeek, with me being an editor/reviewer. I'm not really doing it for anyone except myself but I'm quite enjoying it so far. https://enkuklios.com/
- @berkes (0): If we leave out environmental (energy, datacenters, coolant) and political arguments (copyright stealing, private data harvesting etc.) even if we agree that those are "bad". What then, is the problem of AI-Generated Content in Wikipedia? > Fake or misleading citations have beco…
Hacker News 讨论 Ghostty 终端及其底层 libghostty 库，作者 mitchellh 介绍这个高性能可嵌入终端内核如何被 JetBrains、Neovim 等广泛采用并支撑新一代"agentic" 终端。
Ghostty 1.4.0
受众观点：① 有用户质疑 Ghostty、Kitty、Wezterm 相比 Konsole 的实际优势，尤其是性能和 tmux 集成等特性差异（@cassianoleal） ② 一些开发者单纯表达对 Ghostty 的好感和使用体验认可（@hippycruncher22） ③ 有人从实现角度感叹 VT 解析器等细节的复杂度，对底层终端协议处理表示敬意（@kettlecrisp99） ④ 社区关心项目去 Github 化进展以及背后长期维护路线（@deaux） ⑤ 作者本人详细说明 libghostty 的跨平台支持、语言绑定、内存优化和在 JetBrains、Neovim、agentic 终端中的广泛应用（@mitchellh）
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- @cassianoleal (0): I still don't understand the point of Ghostty, Kitty, Wezterm... Konsole is way faster than any of those on my computer and it has all the usual suspects I'd expect from a modern terminal emulator. The one feature I miss since moving to Linux and not having iTerm2 is tmux -CC in…
- @hippycruncher22 (0): Love Ghostty!
- @kettlecrisp99 (0): Wrote a VT parser once, bracketed paste edge cases ate a whole week. Respect.
- @deaux (0): I'm sure mitchellh will check out this comment section at some point - any updates on the move away from Github? I don't really see anything that's changed, but maybe it's behind the scenes. I was pretty excited on your initial post about it but it's been a while.
- @mitchellh (0): These are Ghostty GUI release notes, but I want to take a moment to highlight the libghostty progress we've made since Ghostty 1.3. As a reminder, libghostty is the highly portable, embeddable library that provides core terminal emulation, render state, and more. I always felt t…
Hacker News 上工程师们讨论在 AI 时代做开发需要更广的知识面和"系统地图"，以及如何用代理和即时学习在复杂代码库中保持掌控感。
Here be monsters: What do you still need to know when agents do the work?
受众观点：① 正在被全栈职责和复杂系统压垮的工程师，希望用 AI 减轻负担但又怕失控（@zaphar） ② 对 AI 能否实时生成可靠系统地图持乐观态度、想实践 just-in-time 学习的开发者（@ArcaneMoose） ③ 关心"开发者不适感"是否仍然是产品失败领先指标、在 AI 时代如何重新校准直觉的技术负责人（@trjordan）
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- @zaphar (0): I think this is probably a good way to think about it. Breadth is going to be important if you want to reasonably navigate the new world. In an emergency even if you are using an agent you will be much quicker if you know what questions to ask the agent and how to guide it.
- @ArcaneMoose (0): > You need a high-level, far-away map of the entire system, and you need to know just enough to know where you need to dive in One thing that puts me squarely in the Optimist camp is that such a map can often be created by AI just-in-time. Sure you might not know every detail of…
- @trjordan (0): I like the analogy. It feels right. But I don't think it actually is, because it leans hard on the _feeling_ of failure, vs. the actual failure. The failure that actually matters here is product failure. Angry users. Security incidents. Downtime. Broken workflows. Stressed and u…
- @EduardLev (0): Mostly agreed with just in time learning. This is not just something that can be learned from the code though, this may require a huge amount of code context across multiple repositories and configuration files, as well as a knowledge of history, process, other tribal knowledge…
- @olwmc (0): > Most of the successful engineers and engineering leaders I have had the pleasure of working with were able to hold a discussion on almost any topic, whether technical or not Reverse Gell-man? https://en.wiktionary.org/wiki/Gell-Mann_amnesia_effect#Engl...
Hacker News 讨论 PHP2Shell 漏洞的真实利用情况，有人整理了时间线并指出虽然野外大规模入侵证据有限，但已经有成功利用案例和通用利用声称。
PHP2Shell: Exploitation attempts and remediation trends
受众观点：① 想搞清楚“没有成功利用”这种标题到底靠不靠谱、在看不同安全厂商说法时感到困惑的工程师（@xx_ns, @rprouse） ② 对具体利用案例、时间线和不同 honeypot 结果细节感兴趣的安全爱好者（@makmanalp） ③ 运营 PHP 或传统 LAMP 堆栈、担心自己是否受影响但缺少系统安全背景的中小团队开发者（@6_7）
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- @xx_ns (0): "No successful PHP2Shell exploits seen so far"... in the wild, specifically in Wiz's honeypot. The vulnerability itself has been successfully exploited, most notably for the "Steal my Bitcoin" challenge [1] as one example. Dan Guido, of Trail of Bits, claims they have an "univer…
- @6_7 (0): I'm so sorry, exposure is down how many percent?
- @rprouse (0): And at the same time Bleeping Computer is saying it has been successfully exploited, https://www.bleepingcomputer.com/news/security/php2shell-sec...
- @larahawkinsauth (0): Great Breakdown
- @makmanalp (0): This has been my hyperfixation for the last few days, and I've been trying to keep together a detailed and timestamped timeline of the evolving situation: https://claude.ai/artifact/5cZex56WutyVnpMBrWXxzV TLDR is multiple entries that show successful exploitation against particu…
Hacker News 讨论大型科技公司为 AI 基建大量发债，如何挤占信用市场、推高私募信贷成本并冲击被收购的软件公司和私募股权组合。
A $300B 'Debt Wall' Is Looming over Private-Equity Backed Companies
受众观点：① 关注 AI 基建和宏观环境的开发者，想理解云厂商资本开支如何反向影响自己融资成本和生存空间（@chollida1） ② 在被 PE/VC 控股公司工作的工程师，担心高杠杆和估值回调会带来裁员或产品线被砍（@cs702） ③ 想搞清楚私募信贷、并购退出在当前利率环境下会发生什么变化的普通从业者（@vintagedave）
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- @shellwizard (0): https://archive.is/lokbc
- @chollida1 (0): One interesting knock on from the hyperscaler growth we've seen is that the Mag7 have issued so much debt that they are crowding out other companies who would otherwise have no trouble issuing debt. The private equity and private credit crowd is one of these groups that are curr…
- @mandevil (0): For a while (2018-2022) it was hot to buy up software companies that dominated a single niche and jack up prices. The bet was that since software is such a 0-1 business that they would have great moats and have strong pricing power. My father-in-law is blind and used to use JAWS…
- @cs702 (0): As I understand it, there's also a 'write-down wall' looming over many companies and assets in private equity portfolios. Those holdings are carried in the books at valuations that arguably could be justified in the past but are no longer realistic. Private equity firms are basi…
- @vintagedave (0): For someone like me who doesn't really understand this area, what does it mean for those big VC-backed or private equity-backed firms that have bought others, and have debt? Are they forced to sell? To raise new capital? To increase value somehow (?) to show the debt can be met?…
作者分享一条声称能做出 500 万播放短视频的万能提示词，并引导读者点击链接获取完整 prompt。
Don't waste your time, This is the only prompt you need to make 5M view reels https://t.co/VnDGyiZtRk
受众观点：① 觉得提示词内容庞大复杂但又好奇是否值得投入时间测试的创作者（@RealJesseStone, 0likes） ② 关注短视频带货、课程销售等变现路径，希望用高播放短视频做自然流量的独立开发者和营销从业者（@RealJesseStone, 0likes）
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- @RealJesseStone (0): @ErnestoSOFTWARE good heavens that’s a hefty prompt
- @RealJesseStone (0): @ErnestoSOFTWARE lol have you seen these animated instagram 3 minute movies selling those drop shipping courses ? Thinking about trying some of those for organic, they’re getting TONS of views. I’ve seen people do them for tik tok shop too.
作者整理 Google Gemini 团队以元素周期表命名模型的路线，提到 Argon、Carbon 以及传闻中的 Gemini 4 Hydrogen 和 Flash 版本。
Google Gemini Team is going after the periodic table. > Argon > Carbon (rumored Gemini 4 next checkpoint) > Hydrogen (rumored Gemini 4 Flash)
受众观点：① 好奇下一个元素命名、猜测 Helium、Oxygen 等后续版本的开发者和爱好者（@knowixbuilds, 1likes） ② 迫切希望 Google 尽快发布新版本 Gemini 4 以体验更强模型的用户（@notjazii, 1likes） ③ 关注速率限制和轻量模型可用性的开发者，希望更高的 rate limit 和更好体验（@dng_notes, 1likes）
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- @knowixbuilds (1): @ai_for_success haha, then we have Helium next (prolly gemini 5)
- @notjazii (1): @ai_for_success please release it google
- @dng_notes (1): @ai_for_success next checkpoint oxygen please, so we can finally breathe between rate limits
- @yevloop (0): @ai_for_success periodic table naming is wild, if hydrogen is the flash tier the lighter models are the ones most people will actually use.
- @adamisnotroman (0): @ai_for_success haven't even hit my argon limits once and they're already on carbon
作者介绍 Google DeepMind 新发布的 Genie 4 世界模型，可用自然语言实时创建并交互动态虚拟世界。
Honestly, this is crazy, Google DeepMind cooked with this one 🔥 They just dropped Genie 4, a new world model that lets you create and interact with dynamic worlds in real time using natural language.…
受众观点：① 认为 Google 或 Meta 最有可能把动画与现实体验打通的开发者和创作者（@vikktorrrre, 1likes） ② 把“用文字造世界再探索”视为极具吸引力的新型娱乐方式的用户（@thesimaximalist, 0likes） ③ 关注 Genie 4 是否能真正改变游戏设计流程、让语言驱动环境变化的从业者（@MrBrjan, 0likes）
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- @ai_for_success (4): Insane..
- @vikktorrrre (1): @ai_for_success If anyone would bridge animation and reality together it's either Google or Meta
- @thesimaximalist (0): @ai_for_success Creating a world with words, then exploring it, sounds like a very respectable way to lose an afternoon
- @MrBrjan (0): @ai_for_success if Genie 4 can change environments based on language, it could redefine game design
- @OrangeOpHq (0): @ai_for_success i care less about the demo clip and more about whether the world stays consistent when you keep pushing on it
作者介绍在 opencode 发起的新项目，用 AI 协助构建高质量跨平台原生应用，并展示通过 AI 精准匹配 macOS 字体渲染的成果。
we started a project at opencode for building high-quality cross-platform native apps easily. we're all committing directly to it through ai and it's super fun we're able to do crazy things with ai l…
受众观点：① 对新项目感到好奇、期待将来能在自己项目中集成更多客户端的开发者（@phall249, 2likes） ② 认为字体渲染是检验 UI 细节和规范还原度的关键指标，认可用像素级对比来验证 AI 输出质量的工程师（@AIQuanting, 1likes） ③ 单纯觉得项目思路很酷、愿意继续关注进展的前端和客户端开发者（@fat, 1likes）
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- @jlongster (4): view the full report here: https://t.co/iCyCFvH1bz https://t.co/tKuHqyztHY
- @phall249 (2): @jlongster @kitlangton thank you i look forward to adding yet another client to phux 😅
- @PhilippSpiess (1): @jlongster @kitlangton Super interesting!
- @fat (1): @jlongster @kitlangton dang very cool
- @AIQuanting (1): @jlongster @kitlangton Font rendering is a great test for this. The spec is a thousand tiny decisions nobody wrote down, so the screen is the only ground truth you get. Nice that you went straight to a pixel diff.
创作者怀念 AI 大改版前的老版 Google 搜索界面，并提到当年靠给自己网站 RateMyDorm 做 SEO 才拿到首页推荐。
Google before the great AI-ification 💔 Back when I grinded SEO on my website RateMyDorm (now sold) to get featured like this https://t.co/SEk038rsvr
受众观点：① 年轻用户对旧版 Google 界面几乎没有记忆，只是感叹时代变化（@anshulcreates, 1likes） ② 校园相关用户在回忆具体宿舍和学校生活场景，带有情怀属性（@MakhijaSaroop, 0likes） ③ 老用户把这段时间称为搜索的“OG 时代”，对现在的搜索体验略带惋惜（@0xaniol, 0likes）
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- @anshulcreates (1): @jedcal funny that I completely forgot what this looked like even though it wasn’t even before I started high school
- @MakhijaSaroop (0): @jedcal Best hall truly is the best
- @0xaniol (0): @jedcal the og days
- @PeterOkwara (0): @jedcal Damn
创作者分享自己过去 30 天按利润排的收入来源，内容创作排第一，其次是 UGC 平台/代理和服装品牌，并提到两个月前辞职不再拿 SWE 工资。
Update: my income streams ranked the past 30 days (profits) 1- content creation 2- my UGC platform/agency: https://t.co/zmHcawwVsN 3- clothing brand: https://t.co/CXikW9lsTQ lost an income stream sin…
受众观点：① 读者好奇内容创作收入和 UGC 业务的变化趋势，关心哪条曲线在上升（@shinxiii_2, 0likes） ② 有人用“all in”来形容辞职后全职做个人事业的决心（@0xaniol, 0likes） ③ 部分读者惊讶内容创作在短时间内就能超过 SWE 薪水，并认可用 UGC 代理业务对冲算法波动的策略（@Goal_planner_io, 0likes）
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- @shinxiii_2 (0): @jedcal Did content creation money go up or ugc went down?
- @0xaniol (0): @jedcal all in
- @Goal_planner_io (0): @jedcal Content creation topping a SWE salary within 2 months is wild. Having the UGC agency alongside it is a smart hedge against algorithm swings.
作者分享一套当前做 SaaS SEO 的简单打法：先优化搜索结果 11–20 名的页面，再用 DataForSEO API 挖掘底层转化关键词如“x vs y”“x alternative”等。
SEO for SaaS is so easy right now, just do this pull every keyword you rank 11-20 for from search console. google already thinks you're relevant. refresh those pages first then find bottom of funnel…
受众观点：① 关注 Graphed.com 等用 AI agent 执行营销任务的从业者，希望用自动化来跑广告、冷启动和 SEO（@codyschneider, 0likes） ② 做本地服务或小生意的网站运营者，想通过微调标题、FAQ 和内链来把 11–20 名的词推到首页（@pozojorge, 0likes） ③ 认同“Google 已经认为你相关，只需轻推上首页”这一思路、在寻找低成本流量机会的 SaaS 创业者（@GeniusPothead, 0likes）
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- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Implement agents that run paid ads, cold outbound, SEO and more Data pipeline, data warehouse and cloud server to host your agents Grow your business with virtual employees Learn more at link https://t.co/mL5ZLkAgFP
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Schedule a discovery call https://t.co/r1kNf1SxUr
- @codyschneider (0): Start Doing Marketing Engineering Give you Claude Code or Codex a data pipeline, data warehouse, cloud hosting, and 250+ tools Get started for free - https://t.co/7sClYMwv9K
- @pozojorge (0): @codyschneider Same play works for local service businesses. Pages sitting at positions 11-20 for "service + city" usually just need a clearer title, an FAQ that answers the real question, and a few internal links from the homepage. Cheapest traffic you'll ever get.
- @GeniusPothead (0): @codyschneider Google already thinks you’re relevant, so you’re just nudging it onto page one
推文介绍独立游戏《Fresco》，玩家在考古学家与会动的古埃及壁画之间切换，通过在 3D 现实与 2D 壁画世界中解谜推进剧情。
This indie dev is making a game where you can literally play as Ancient Egyptian wall art. - Switch between a 3D archaeologist and living 2D art - Survive puzzles that fight back - Progress by master…
受众观点：① 关注新奇玩法和视觉风格的独立游戏玩家与设计师，希望发现有创意的 indie 项目（@IndieGameJoe, 760likes） ② 资深玩家指出类似机制在 Mario Odyssey、Zelda ALBTW 等作品中出现过，讨论“是否真正创新”的话题（@Aelphasy, 713likes） ③ 影像与叙事爱好者把它联想到《埃及王子》等作品，强调古埃及题材和墙画演出带来的氛围感（@horror4kids, 578likes）
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- @IndieGameJoe (760): "In Fresco, ancient walls come alive. The carvings etched into the temple walls are not just decorations. They come to life, and the player can control them." Wishlist: https://t.co/AzD9hFUED7 And be sure to follow the talented dev here: @KeloniaGames
- @Aelphasy (713): @IndieGameJoe Nice. But let's not people believe its new/never seen before. Both Mario Odyssey and Zelda ALBTW did it years ago
- @IndieGameJoe (598): Seeing a lot of “this was done before.” So what? Games evolve through inspiration. Indie devs are often just trying to take something they love and turn it into something personal - and I think that's great. Let the dev cook. The game looks awesome, and they have my support!
- @horror4kids (578): @IndieGameJoe Reminds me of this scene from The Prince Of Egypt https://t.co/MCUpbZ7PU0
- @Itsdotdev (396): @IndieGameJoe Nice. Definitely inspired by this game. https://t.co/HSX7wnMZ4B
推文介绍一款独立游戏项目，角色完全用实拍演员视频切片做成 Full Motion Video，在引擎中直接当作动画使用而非传统 3D 建模。
Characters look real, because they are. ❌ 3D modeling ✅ Filming This indie dev: - recorded professional actors - color graded the raw videos - imported them into the engine - sliced them into separat…
受众观点：① 复古游戏玩家把这种 FMV 做法联想到九十年代的经典作品，认为是情怀回归（@rockinredeemer, 126likes；@baz_garry26248, 93likes） ② 技术向玩家关注实现条件，指出这种方案依赖固定机位等限制才能成立（@SteveH_, 61likes） ③ 对项目感兴趣的玩家直接被引导去 Steam 搜索并加入试玩，说明转化链路已经跑通（@TheRooster, 236likes）
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- @TheRooster (236): Btw you can join the playtest on Steam. Just search "I Have No Change"
- @rockinredeemer (126): @TheRooster Under a Killing Moon did this back in ‘94 https://t.co/mHlbGnccMB
- @baz_garry26248 (93): @TheRooster Reminds me of one of my favourite pc games growing up, Titanic: Adventure Out of Time https://t.co/O70GifLlPm
- @SteveH_ (61): @TheRooster This is cool and clever - but works because the camera is pretty much locked.
- @_TheRonin (55): @TheRooster Isnt this what they did for LA Noir as well? Or am I mistaken?
OpenAI 发布 GPT-6.1 Terra，主打更快更便宜的电脑操作能力，相比 GPT‑5.6 Terra 在智能与成本上都有提升，面向日常工作场景和 ChatGPT Work、Codex 等产品降价扩容。
GPT-6.1 Terra: delivering fast and capable computer use at a lower price. GPT-6.1 Terra understands what’s on screen, takes action across apps, writes naturally, and is a more capable model for your…
受众观点：① 官方强调 Terra 在 cost‑intelligence 曲线上的位置，相比 GPT‑5.6 Terra 性能提升且 API 价格降低 50%，并在 ChatGPT Work 和 Codex 中提供更高使用额度（@OpenAI, 4111likes） ② 部分用户认为速度和价格不如模型质量重要，希望看到明显强于 Opus 5.5 的新模型，对当前订阅价值感到失望（@Solvairo, 1311likes） ③ 一些开发者和重度用户表示会继续回到更强的 Opus 等模型，认为 Terra 仍是“性价比款”而非旗舰（@WhosCinq, 316likes）
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- @OpenAI (4111): GPT-6.1 Terra continues to advance the cost-intelligence frontier across our model families. It’s a significant step up over GPT‑5.6 Terra, with 50% lower standard API prices. In ChatGPT Work and Codex, your usage allowance goes further with GPT‑6.1 Terra than with GPT‑5.6 Terra…
- @Solvairo (1311): @OpenAI Dude, we need a model better than Opus 5.5. No one cares about it being faster or cheaper. I barely touch my codex sub because there’s no real use for it anymore
- @WhosCinq (316): @OpenAI well, back to Opus https://t.co/LasnYmDgcY
- @harjjotsinghh (245): @OpenAI https://t.co/npL1IAlDy0
- @frmdomi (173): @OpenAI @mthlish https://t.co/x5VaXKP2Pp
推文介绍独立游戏《Low Budget Repairs》，玩家扮演一位为了省钱而疯狂压缩成本的修理工，在各种离谱节省开支的情境中完成任务。
This indie dev is making a game where you are a handyman just trying to get the job done, cutting costs wherever you can😂 Called Low Budget Repairs https://t.co/ZT59KnxmJE
受众观点：① 玩家把主角联想到《Trailer Park Boys》里的 Ricky 等经典角色，觉得这种穷修理工人设非常贴脸又好笑（@nickdiazofnauts, 281likes） ② 很多人被视频里的离谱操作逗乐，只是单纯用表情和转发表达“太搞笑了”（@johnnyfyve, 228likes） ③ 部分评论延伸到现实生活吐槽，比如希望游戏里能有“直接刷漆盖住蟑螂”或拆铜线卖钱等更黑色幽默的选项（@Lacy423, 109likes；@HuntDownCapital, 66likes）
展开评论
- @nickdiazofnauts (281): @JakeSucky They literally made a game where you play Ricky from Trailer Park Boys doing renovations 🔨 🤣 https://t.co/7PjOAsDP2K
- @johnnyfyve (228): @JakeSucky 🤣 https://t.co/BYT9zvOlDy
- @Lacy423 (109): @JakeSucky I’ll play it if they have an option to just paint over the cockroach on the wall.
- @AndrewTradesNQ (89): @JakeSucky POV my neighbour at 6AM on a Saturday morning https://t.co/YRpECbybpi
- @HuntDownCapital (66): @JakeSucky This is my kind of game. Can you strip the copper wiring and sell it on the black market?
作者分享一段自己用 OpenClaw 进行“vibe coding”的短视频，引发工程师们围绕这种随性写代码方式是否可持续的大讨论。
Just a little OpenClaw :P https://t.co/JlzHffO3fC
受众观点：① 经常用 GPT/Claude 辅助写代码的独立开发者和工程师 ② 想用 OpenClaw 或类似代理做自动化但担心代码质量和可维护性的技术用户。
展开评论
- @Kunal_Nihalani (30): @kmcnam1 Meanwhile the senior engineer watching me vibe-code: 'That's not sustainable' Me: train keeps choo-choo'ing perfectly '…carry on
- @clintgc (7): @kmcnam1 Yeah but it works 🤣
- @Pritesh (6): @kmcnam1 "Just a little" — meanwhile 3M people watched this. OpenClaw is going mainstream and moments like this are proof. The vibe coding era is here and OpenClaw is at the center of it.
- @LagrimaChristi (6): If it works it's as good as 'any', you are always 1 feature away from silent failures, data degradation etc... Vibecoding is fundamentally designing an App from the UAT on, in reverse, but it doesn't avoid you the need of planning its architecture, and when it's post -ex it beco…
- @YoWassupVick (6): @kmcnam1 $vibecoin CA - AZbem4s8iLJE5eniDZJ7c8q1ahbfMwWgCA8TxVW2tDUB https://t.co/zZqbCtXbdQ
作者介绍自己花费 25.4 亿 tokens 打磨 OpenClaw，并发布一段视频系统演示 21 个日常高频使用的 OpenClaw 场景和工作流。
I've spent 2.54 BILLION tokens perfecting OpenClaw. The use cases I discovered have changed the way I live and work. ...and now I'm sharing them with the world. Here are 21 use cases I use daily: 0:0…
受众观点：① 想把 Claude/GPT 接入到自己工作流里但还没系统搭 agent 的开发者 ② 在做 SaaS 或 side project，希望用 OpenClaw 这类框架搭建记忆、CRM、自动化流程的独立开发者。
展开评论
- @MatthewBerman (361): Free use cases eBook: https://t.co/ZrGKJE125w Use my prompts: https://t.co/QttIDiQcD2
- @MatthewBerman (279): Here are my files: SOUL: https://t.co/SyQfkeCAiR IDENTITY: https://t.co/M36MFOhNHp PRD: https://t.co/9amPNKrMy3
- @LightDriver21 (159): @MatthewBerman Agents are the Product now, start building and selling your harnesses now. Be careful with data and API keys. Market and Brand your agents and how they're better. It's a new arms race and if you're reading this you're winning.
- @LinusEkenstam (26): @MatthewBerman Matthew are you joining OpenAI next?
- @ForwardEditor (22): @MatthewBerman Bro give me time to catch up
Anthropic 发布一段 27 分钟的 Claude 官方提示词工作坊视频，作者强调内容比很多付费课程还干货，并提醒大家收藏学习。
🚨 ANTHROPIC JUST SHARED A 27-MINUTE WORKSHOP ON HOW TO ACTUALLY PROMPT CLAUDE (English + Spanish subtitles) Taught by the people who built it. Free. No sign-up. No paywall. I've seen $300 courses tha…
受众观点：① 已在用 Claude 但主要靠直觉瞎试 prompt 的开发者和内容创作者 ② 想系统提升提示工程能力、为自己的 AI 工具或 agent 设计更稳定指令的独立开发者。
展开评论
- @n0tisma (140): @dravenip Prompting is the one skill that compounds across every tool you use
- @ethanorbe (31): @dravenip Watching straight from the people who built it hits different
- @_kasader (28): @dravenip This video nothing but the most surface-level stuff you'd figure out within 5 minutes of reading the docs. Why are you all treating this like the golden word of God? Did you RTFM before giving Anthropic control of your entire system?? Jesus Christ.
- @paulai_ (27): @dravenip Spanish subtitles included, that is a huge win for the community
- @AethirCloud (15): @dravenip When the people who built the model teach the prompts, the agents get better overnight. Better agents still need GPUs that answer.
作者展示在一台 25 美元的手机上安装 OpenClaw 并开放全部硬件权限的实验，探索让智能体常驻廉价设备作为新形态代理终端。
ClawPhone is alive. I installed OpenClaw on a $25 phone and gave it full access to the hardware. I haven’t explored everything yet, but it’s a cool formfactor for agents to run on. https://t.co/lp1l1…
受众观点：① 手上有闲置手机、想低成本玩 AI agent 和 IoT 自动化的开发者 ② 在做个人项目、希望把代理接入家居、机器人或远程设备控制场景的独立开发者。
展开评论
- @marshallrichrds (290): Beyond the phone specific tasks I showed off, I think a ClawPhone is great cheap way to test out OpenClaw on an isolated device. It can do all the normal OpenClaw things like hook into email systems, put stuff on your calendar, write programs, browse the internet, etc. But I thi…
- @Teslanaut (106): @marshallrichrds Internet of Things is becoming Internet of Claws
- @sudo_goreng (42): @marshallrichrds Man, you keep posting banger after banger ClawFridge when?
- @zhixianio (20): @marshallrichrds Built a tool to turn old Android phones into AI agent hosts. No CLI, no servers. Open source, feedback welcome 👏https://t.co/8QegZwyI59
- @foundrceo (17): @marshallrichrds this is so cool dude, can't wait to see what you do with it! 🚀
Saccc 在推文中展示了自己用 AI 工具做的作品，并计划后续将项目开源到 GitHub 仓库，分享完整制作流程，希望做成一个高星标学习项目。
https://t.co/9E8UhyOWsX
受众观点：① 关注 AI 实战案例、想照着优秀开源仓库学习的中文开发者和设计师 ② 想通过开源项目积累影响力的独立开发者 ③ 想了解如何把个人作品打造成高质量 GitHub 万星项目的创作者。
展开评论
- @Saccc_c (128): 后面我会开源到 github仓库，大家可以自己下载到本地玩，也会讲解制作流程，希望大家到时候支持，让我拥有一个自己的万🌟仓库
- @maxjjiang (17): @Saccc_c 活菩萨啊，不知如何表达感谢，我给你一次吧
- @Saccc_c (11): 大家也可以看看这个论文科研项目： https://t.co/UHmkQqRLhD
- @MMMusol (11): @Saccc_c 读完不知道说什么了 真的伟大，无论是这样真诚的分享还是Sac的专注度在这个时代都是非常非常非常难能可贵的 https://t.co/TyeQUwEZ9R
- @SUOHA_AI (8): @Saccc_c 我下午claude才做完晚上你发出来了哈哈哈哈 https://t.co/GBlpDIhjbO
soniacuts 借前 Google CEO 关于 AI 改变财富机会的言论，推广一套围绕 Claude、MCP 和 prompting 的学习资源，号称能让个人用 AI 做出相当于一整支团队的工作。
🚨 El ex CEO de Google salió y confesó el secreto que cambiará la forma del mundo en los próximos años por culpa de la inteligencia artificial El tipo confesó que crear riqueza y construir un negocio…
受众观点：① 想用 Claude+MCP 搭建个人自动化工作流的开发者 ② 被「30 天靠 AI 赚钱」话术吸引但缺少落地路径的新人 ③ 想系统学习 MCP、prompting 但不知道从哪里开始的独立开发者。
展开评论
- @n0tisma (8): @soniacuts Lo de MCP conectando Claude con Slack, GitHub y Google es donde se pone realmente interesante
- @dravenip (5): @soniacuts the people who start this month will be way ahead of everyone waiting for a perfect moment
- @garlotic (4): @soniacuts @dravenip el archivo CLAUDE.md es el truco que casi nadie usa y debería ser lo primero que aprendas
- @AbelardoQuint12 (4): Buena recopilación de recursos, pero el marco es engañoso. La cita de Eric Schmidt existe, pero fue un comentario público en Davos, no una “confesión” ni un “secreto”. Aprender Claude, MCP o prompting no garantiza crear riqueza en 30 días: son herramientas, no un modelo de negoc…
- @paulai_ (1): @soniacuts Terminar el trabajo de un equipo entero tú solo ya no suena a exageración
0xCodila 分享了 Google 发布的一门免费 2 小时 Harness engineering 课程，按进度拆成从零搭建 agent、构建评估体系到循环工程的完整学习路径。
Google just released free 2-hour course on full Harness engineering from 0% to 100%: 0% → 0:29 - Harness engineering from scratch 15% → 11:08 - build your first agent right way 30% → 28:08 - Eval eng…
受众观点：① 想系统学习 agent 架构但时间有限的工程师 ② 正在用 Claude/GPT 搭 agent 却没有评估体系的独立开发者 ③ 想把 side project 升级成可控、可监控 agent 系统的技术创作者。
展开评论
- @Fanfulladev (11): @0xCodila Evals should be the very first thing anyone learns before building agents
- @0xCodila (7): Big respect to @anniewangtech for this incredible course!
- @mika_systems (6): @0xCodila legend for adding the timestamps saving this for later
- @anniewangtech (4): @0xCodila Thanks for sharing my video
- @0xMfox (4): @0xCodila interesting but how are they going to fight with Anthos?
Greshamtrade 介绍了 SpaceXAI 相关社区放出的 146 个 Grok Bot 模板和 20 个 GitHub 项目，涵盖多种多代理协作场景，号称价值近 29200 美元并可免费使用。
THIS IS F*CKING INSANE SpaceXAI just dropped 146 Grok Bot templates worth $29,200 for FREE bots like these basically cost $50–$200 each. and that’s just the official collection. GitHub already has 70…
受众观点：① 想快速搭建多代理工作流但不想从零设计架构的开发者 ② 对 Grok 生态和 SpaceXAI 开源项目感兴趣的技术用户 ③ 想用现成模板做产品原型、但担心成本和安全问题的独立开发者。
展开评论
- @brooklyns_us (22): @Greshamtrade I love how you guys don’t tell people the usage on this at the typical degenerate hours on social media, will have them out of tokens etc overnight. 😂 Run these bots, and you’ll be waiting 5 days a week bc you can’t afford the usage. If you can’t code w/o AI, just…
- @ProbPolemicist (12): @Greshamtrade Wait people have been monetizing bot templates?
- @leingoedbloed (10): @Greshamtrade How did you calculate the value of $29,200?
- @MICAHGAUDIO (7): Quick correction: SpaceXAI didn't drop these 20. Every repo here is from an individual's personal GitHub account, most created in the last two months. Some are useful, but a few want you to run unvetted install scripts, open SSH on your bot's machine, or hand over a crypto walle…
- @ClotFreeFrog (3): @Greshamtrade People buy bot templates for $200? 🫤
0xDeniAi 转述 REA 创作者放出 20 个 GitHub 仓库，号称可以搭建一整套逆向工程工作室，包括 REA MCP、Ghidra 等工具集成，引发对安全性和滥用风险的讨论。
this is getting f*cking dangerous... REA creator just dropped 20 GitHub repos to build a f*cking reverse engineering studio: [01] analysis core > REA: a single MCP that plugs into everything https…
受众观点：① 对逆向工程和安全研究感兴趣、想用 AI 提升效率的技术用户 ② 会被这类「危险但酷」项目吸引的独立开发者 ③ 正在用 MCP 集成多工具、但缺乏安全意识的工程师。
展开评论
- @photoncmndr (17): @0xDeniAi How many of these repos are full of nefarious shit to be used against you also?
- @TinfoilTricorn (11): Literally not dangerous, it's the whole history of technology, evaluation, science and academic work. What is dangerous is "black boxes" running unknown illegal pipelines to foreign nations. Always on recording devices violating state laws and so on. TOS do not obviate a reasona…
- @FleetingAeon (4): @0xDeniAi Is it still working?
- @muratoflu_ (3): @0xDeniAi people were doing this shit in their garage and its nothing new its just an area no one admits participating in
- @solarfren69420 (2): @0xDeniAi REA has already been exposed as a scam I thought
推文推荐一个装进 Codex 的小众开源项目，用 AI 帮独立开发者在写代码前做 idea validation，试图打破“想点子就开干结果没人用”的死亡循环。
这是我今年装到 Codex 里最爽的一个 skill，没有之一，强烈推荐大家安装一下。 一个不到 1k stars 的小项目，把独立开发最容易死的那一环给补上了。 独立开发时常面临的死亡循环：找 idea → 开干 → 没人用 → emo → 重复 中间被跳过的很重要的一步叫 validation，99% https://t.co/W6wKzz39Lz
受众观点：① 早期独立开发者，总是一上来就写代码，很少系统做需求验证的人 ② 正在用 Claude Code / Cursor 之类 AI IDE，希望把 idea 验证流程自动化的工程师 ③ 想做多产品组合、但总卡在“没人用就 emo”循环里的 side project 党。
展开评论
- @yanhua1010 (58): 找Idea👇 https://t.co/z5efihZHbE skills地址👇 https://t.co/f67d2xEcYd
- @tujiao (17): @yanhua1010 我已经把它改成也可以支持 Claude Code 了。 https://t.co/ztuEtUZpnN
- @kleon_ai (8): @yanhua1010 skill思路没问题，但AI压测idea还是"我觉得有用"的高级版——它的竞品分析、市场规模全是从训练数据里编的。我自己验证idea的方式粗暴得多：直接给5个潜在客户发cold email看谁回，真有人回的才值得写第一行代码。
- @LocationCk (2): @yanhua1010 gstack：哦哦哦….
- @QT9277 (2): @yanhua1010 小工具帮你跳过“我觉得有用”，直击独立开发的死亡循环。
推文介绍 Anthropic 把 Agent Skills 做成开放标准后，GitHub 上出现了为 Claude Code 准备的大型多代理工具包，单个仓库就包含上百个 agents 和几十个 skills、commands 与 plugins。
ESTO ES UNA MINA DE ORO Anthropic convirtió las Agent Skills en un estándar abierto y GitHub se ha llenado de equipos de agentes para Claude Code listos para usar. Gratis. Solo uno de estos repositor…
受众观点：① 已在用 Claude Code 或其他 AI IDE，但还没系统玩过多代理工具包的开发者 ② 想基于 Anthropic 开放标准给自己产品接入 agent skills 的独立开发者 ③ 对 MCP / 开放协议感兴趣，希望少踩生态早期坑的工程师。
展开评论
- @81sevans (1): @angeldot_ empezar por anthropics/skills para entender cómo se escribe un SKILL.md antes de copiar a otros, de lo más sensato del hilo
- @Nozelcode (1): @angeldot_ la parte de ponerles una tarea concreta es clave, si no se ponen a dar vueltas
- @0xStrinchy (1): @angeldot_ 135 agents in one toolkit is both useful and slightly terrifying lol
- @n0tisma (0): @angeldot_ o mejor de esto es que el estándar sea abierto, nadie queda atado a una sola herramienta
- @soniacuts (0): @angeldot_ descargar es gratis, lo que cuesta es que cuatro agentes investiguen lo mismo
推文转发卡卡采访 13 岁独立 AI 开发者吕思彤的视频，声称她用 AI 做了上百个产品并接到高额商单，引发评论区对“造神叙事”和极端成功案例的强烈质疑。
卡卡采访13岁的独立AI开发者吕思彤，她利用AI工具开发了超过100个产品，接的AI商单从几万元到几百万元，这不就是妥妥的普通叉友么？要理科有AI，要AI有学霸。 https://t.co/1kHJ5TZjWn
受众观点：① 刷到各种天才少年、暴富神话后产生焦虑的程序员和学生 ② 正在做 AI side project、但进展平平的独立开发者 ③ 关注 AI 教育、未成年人编程培训的家长和从业者。
展开评论
- @wa3797077533112 (94): @kenw_2 天天在这散播焦虑。知道做上百个应用什么概念吗？吹牛逼都不打草稿。信他还不如信我是秦始皇呢。天天造神，嫌卷的不够多？才没多久之前来了个几岁小孩开始做独立游戏。毛都没长齐就开始装。然后还有媒体大肆宣扬，所以细品，都是什么人想让你看这些的。。。说明经济不好了。需要造神给你逼你继续卷。
- @yifa404 (67): @kenw_2 又造神，姜萍大家可还没忘呢。国人太热衷走“捷径”。当然，傻子太多也是重要原因。
- @a617152237 (31): @kenw_2 新版姜萍，历史还是不断轮回
- @butcher5131 (20): @kenw_2 lie to me说了，说话时不断摸鼻子就是在撒谎
- @MindLabSignals (16): @kenw_2 这跟古代的举孝廉是一样的，大家族造势而已。
一位自建 Forgejo Git 服务的站长抱怨服务器被大规模 AI 爬虫持续请求，相当于被 DDOS 导致 nginx 和多核 CPU 被打满，感叹 AI 正在毁掉 2026 年的互联网体验。
My project's Forgejo git forge was slow, so i logged in to see the logs. We are (yet again) being DDOS'ed by AI crawlers. https://imgur.com/a/VQyUK9t Yes, this is real time. Even when Forgejo was sto…
受众观点：① 很多人希望用蜜罐和训练毒数据反制爬虫，甚至构想生成海量胡言乱语页面来污染模型（@sidusnare, 411分） ② 有人分享现成项目 Miasma 的使用体验，指出会让爬虫更疯狂但资源占用不高，最终还是建议直接封锁（@douteiful, 298分） ③ 也有从运维角度讨论用 fail2ban 等手段按请求频率封禁 IP，但同时指出攻击往往来自数万住宅 IP 组成的大型僵尸网络（@gsmitheidw1, 119分; @douteiful, 104分）
展开评论
- @sidusnare (411): We need a honeypot for them, with a dash of training poison, just page after page of infinite plausible nonsense linked together, procedurally generated with deep links that could just output petabytes of nonsense.
- @douteiful (298): It already exists, it traps them in a loop of nonsensical garbage: https://github.com/austin-weeks/miasma I tried this but since the bots saw so many links (full of garbage) they went even crazier. The good thing is that Miasma is very lightweight so it didn't use more than 20%…
- @gsmitheidw1 (119): Fail2ban for http service? If any single IP makes ~200 requests within a few minutes, that isn't a human.
- @douteiful (104): They're huge botnets, mostly residential IPs. I counted ~35,000 IPs when it happened to me.
- @sligor (92): All these bunch of shit killed the internet
有人用 Claude Opus 5.5 加上 Dodaios 环境，让它写 Blender 脚本从零搭建吉祥物和场景并渲染一段 3D 视频，引发大家追问技术细节和对本地模型差距的感慨。
the prompt, word for word "Make a one-minute video about the Dodaios mascot (image attached). Research the Dodaios story yourself and tell it. Recreate the mascot from the image and animate it yourse…
受众观点：① 顶层评论在问具体是怎么渲染 3D 的，确认是通过 Blender 后台配合 Python 脚本完成，说明大家关心的是实际技术路线（@zewthenimp, 71分；@InternationalGap3698, 55分） ② 原作者详细列出从一条 prompt 到故事板、建模、预览修正、最终渲染和配音的完整流程，很多人对这种端到端自动化 pipeline 很好奇（@InternationalGap3698, 35分） ③ 也有人表示只要未来能在本地获得接近 Opus 5.5 的能力，就能少受云端限制，反映出对本地模型体验差距的焦虑（@HighSeasArchivist, 34分）
展开评论
- @zewthenimp (71): I'm confused, how did it render the 3d - with Blender?
- @InternationalGap3698 (55): Yes, Blender. The AI wrote Python scripts and ran Blender in the background without the UI, so the mascot, its rig, the cloth, the lights and every camera move were built from code. Rendered with Blender's EEVEE engine on one RTX 5090, about 8 hours for 1,440 frames. ffmpeg then…
- @InternationalGap3698 (35): Pretty simple: One prompt plus the logo image. Claude Code (running inside Dodaios https://github.com/Dodaios/Dodaios) wrote a storyboard of 9 shots. It built the mascot and the whole desk world as Blender Python scripts: models, materials, rig, cloth sim. Every shot rendered sm…
- @HighSeasArchivist (34): I honestly don't really care what comes after Opus 5.5. Whatever it is I'm sure it will be better, but if I can get "Opus 5.5 at home", then I'm good. Maybe in a year that will happen, and then I won't feel as frustrated dealing with local models.
- @_Lobo_13 (33): Is it AI-generated imagery or did you create the animation using real 3D software?
一位维护五节点集群、跑大量自建服务的用户在纠结如何上 GitOps，询问在实际使用体验一般的 Argo CD 和看起来更顺手的 Flux 之间该怎么选，以及有没有更合适的方案。
I’m running a cluster with 5 nodes and services like: Personal portfolio with blog Dozzle Grafana with a logging and metrics stack Vaultwarden Multiple Uptime Kuma instances (for different clients) A…
受众观点：① 有人直言 Flux 更稳定、测试更充分，认为 ArgoCD 稍微走出官方推荐路径就容易踩坑（@ExplodedPenisDiagram, 38分） ② 也有用户给出使用 ArgoCD 的两条铁律：从第一天就用声明式配置和 app-of-apps 模式，并把 UI 设为只读，以避免在界面里做不可追踪的修改（@blue-reddit, 33分） ③ 一条长评详细分享了使用 Flux 的经验，包括区分 Flux 自己的 Kustomization 资源、按依赖顺序拆分 CRD 和应用、结合 flate、Polaris、kube-linter、deadvalues、sops、Flux operator 和 Webhook 等工具构建自动更新和安全检查流程（@Kimcha87, 27分）
展开评论
- @ExplodedPenisDiagram (38): Flux is a lot more stable and they test much more thoroughly. God forbid you step slightly out of the box with ArgoCD.
- @blue-reddit (33): If you go for Argo CD, have these 2 rules : declarative configuration from day 0 (app of apps) and UI in readonly If you follow these, it will prevent you to do stupid stuff!
- @Kimcha87 (27): I don’t have experience with argocd, but love flux. What got me in the beginning is that there are 2 kustomization resources: one by kustomize and another by flux. You use flux kustomization to control the order in which things are applied. For example, one common need is to ins…
- @arctic28 (18): I use ArgoCD on my personal homelab cluster, mostly to familize myself with it since it seemed to be more "popular" in enterprise-ish cases. We use Flux at work and the learning curve can be steep. It's easy to get lost in remembering which CRD's exist and could be breaking a de…
- @Mafyuh (16): I use flux in my homelab and Argo at work and can 10000% say flux is the better option
Traccar 开发者在 selfhosted 分享这个已维护十年的开源自建 GPS 追踪平台，可接入硬件追踪器或手机查看实时位置、行程历史和地理围栏，并主动征集使用反馈和改进建议。
Hi everyone, I'm the developer of Traccar, a free, open-source GPS tracking platform. You can connect dedicated GPS trackers or use your phone, then view live locations, route history, geofences, and…
受众观点：① 有用户同时使用 Dawarich 和 Traccar，认为前者更适合个人行程回顾，Traccar 则在车队和设备追踪、Teltonika 硬件和 OBD 数据集成方面表现突出（@forthewin0, 57分） ② 老用户高度评价 Traccar 的协议支持和 SDK，并提到在多用户权限映射和燃油管理等高级场景上仍有学习成本和功能缺口（@inslee2, 14分） ③ 开发者回应了对 ExtJS 技术栈迁移、权限管理可视化以及基础燃油管理功能的改进方向，显示项目仍在积极演进（@tananaev, 6分）
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- @forthewin0 (57): I use both dawarich and traccar. My take is that Dawarich is great for personal history, whereas traccar is more for fleet or device tracking. Traccar shines for it's integration with gps trackers. I use a few teltonika FMM00A devices in my family cars, and they report beautiful…
- @inslee2 (14): Such a great project, I've used it on and off since ~2017-2018 for various commercial/personal projects. Very glad you moved off of ExtJS The protocol support is top-tier. When looking at hardware devices, I only look for ones that Traccar supports The SDK couldn't have come at…
- @tananaev (6): Thanks for feedback. ExtJS was quickly going downhill, so we were kind of forced, but don't regret it for a minute. - Good idea to add some visual for user/permission management. It can be confusing until you understand the core concept. - We do have some of this now. For exampl…
- @tananaev (6): Interesting. We usually just recommend subdomain. What was the reason to host it under a subpath? Also curious what you moved it.
- @dimatx (5): Super reliable platform. Been running for a while as a pet tracker. Great work OP. Back when I set it up, it took a bit longer due to need to setup DB with some manual config. Wasn't a big deal, but a self-contained docker compose with the recommended config as default would hav…
一位开发者吐槽 AI 在职场中的广泛采用，让程序员既要用 AI 提升本职工作效率，又被要求跨栈做更多杂活，最终在学习变少、责任更重和被裁员压力中被严重透支。
What bothers me about AI and it's wide adoption is that it creates conflicting requirements for the worker (developer, designer, manager, etc.). On one hand you are expected to perform better and/or…
受众观点：① 很多人认为当前是 AI 狂热和金融泡沫期，技术会留下但大家终会重新重视工程最佳实践和稳定性（@creaturefeature16, 56分） ② 评论者指出同一套 AI 工具既被要求让你成为更强的专家，又要让你变成全能打杂，却没有给任何缓冲空间（@exoticretailer440, 47分） ③ 多位开发者提到用 AI 之后学习变少、代码质量门槛反而降低，长期看只会加剧白领过劳和需要集体行动的情绪（@Bushwazi, 28分；@owp4dd1w5a0a, 27分）
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- @creaturefeature16 (56): It's a period of irrational exuberance (mania). The financial bubble will have a reckoning, but the tech is, indeed, here to stay in some capacity. As it becomes more saturated and ubiquitous, I expect a realignment of expectations where we're not trading 40ish years of best pra…
- @exoticretailer440 (47): The same tool that's supposed to make you a specialist is also supposed to make you a generalist and neither version actually buys you any slack.
- @Unlikely_Ebb_6344 (30): That expectation to suddenly become an expert in adjacent tech while relying on a machine for the stuff you actually know is a recipe for total burnout. Management wants the speed of a senior generalist without accepting that nobody learns best practices by just waving through A…
- @Bushwazi (28): I have never learned less than when using AI. The thing that grinds my gears is how high the bar used to be. Everything had to be “perfect” by some definition. But now, if AI did it, the bar is much lower. Those same people you learned to hate, they don’t seem to really care any…
- @owp4dd1w5a0a (27): Yes. And I say this with all sincerity - we are overdue for a white-collar workers strike.
用户反馈本周 Claude Opus 5.5 在开放任务上明显退化，子 agent 步数翻倍、token 消耗暴涨，怀疑 Anthropic 悄悄改了 agent 编排或模型质量却没有说明。
3 issues came to light: Each sub agent is re-reading more from the parent agent Each subagent is taking 2x steps to finish the job Claude is spinning more sub agents per task (this could subjective p…
受众观点：① 许多用户抱怨本周相同工作量却吃掉更多周额度，怀疑被强行拉进 A/B 测试组（@delorayn1, 51likes） ② 开发者对 Anthropic 频繁在后台改动 subagent 行为且不发公告极度不满，认为严重破坏工作流稳定性（@Strange-Pin-2998, 51likes） ③ 有人区分模型本体和 harness，认为是编排层和缓存等实现变化导致 token 使用异常（@fsharpman, 35likes）
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- @delorayn1 (51): Yesterday I ate through about 33% of my weekly usage on premium. The previous week it was maybe 15%. My workflow did not change.
- @Strange-Pin-2998 (51): I am sick of Anthropic changing shit under the hood and not telling anyone. Just this week there have been two major workflow-fucking changes that are not documented and I haven't seen anyone talk about: You can no longer run subagents in the foreground, and a session can no lon…
- @fsharpman (35): There are two parts to claude code. There's claude the model. And then there's claude the harness. If you ask claude, "tell me how the harness changed with each version", you will get exactly why more tokens are being used.
- @TheVoyant (10): Multiple factors, A/B Testing Groups, Harness downgrades, Cache Read issues with Subagents, but Anthro does the Bioware route and just says nothing, I'm sure that'll pay off in the long run :)
- @JconX97 (9): Apparently I just hit the B testing group in the past week because my Claude has seemed unintelligent as hell. Constant mistakes, bugs, errors. Before this past week it would 1 shot almost any task I gave it, now it’s “unsure of itself” and claiming my new code errors couldn’t p…
作者用 Opus 5.5 搭配 PICO CLI 和 Unity CLI，把整套 Mario 64 跑在混合现实中，实现 90FPS 真 3D 并能把马里奥拖到客厅桌面上玩。
Full Mario 64 in Mixed Reality! Running in real 3D natively at 90FPS and also running on my desk! 😋 Opus 5.5 + PICO CLI + Unity CLI combo made it quite straightforward. Such a bliss to play an oldie…
受众观点：① 很多人被视频震撼到，讨论从实体卡带到把马里奥抓出屏幕在客厅里跑的魔术感，关注的是童年 IP 在 MR 里的沉浸式体验（@PenguinOnYourTV, 66分） ② 有人确认这是真的并追问使用的 AR 头显和技术栈，作者解释是新 PICO 设备加 Unity/Unreal 等通用引擎，说明开发者群体关心硬件能力和可复制性（@Blockpair, 72分；@lucas-martinic, 45分） ③ 还有用户单纯表达“太酷了”的情绪反馈，体现这类 MR 侧项目在社交平台上自带传播性（@Comfortable-Profit-7, 26分）
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- @Blockpair (72): hard for me to tell whats real any more. if its real then this is amazing. what headset are you using for AR if you don't mind me asking? I've been seeing the tech mature greatly over the years.
- @PenguinOnYourTV (66): Video autoplayed, not reading the title... My mind watching it: "Awww, that's nice, a N64 cartridge... wow, nice, that's really a fun nice feature! Picking it up and pinching it to actaully start/play the game" "Wauw, okay, yeah, playing with the xbox controller, alright.... WHA…
- @lucas-martinic (45): Real! It's new PICO tech that I got early access to, releasing around end of year. But this is possible on most last generation VR headsets! They provide AR, room recognition to create collisions, compatibility with game engines (Unity, Unreal) and they're android based, so you…
- @Comfortable-Profit-7 (26): Wow this is mental and so cool! 😎
- @Mediocre_Doctor4712 (16): https://external-preview.redd.it/ZkCDCEXkicLVMeWCRJN_eFhHOYyZZNAfDDazoA2PvGo.gif?auto=webp&s=cac8125c21b29e9935d2686b3a1a1d055bcfc5cd
帖子配图展示了一张被篡改的 Claude 对话截图，楼主调侃 Claude "醒来就开喷"，引发大家讨论如何用开发者工具伪造 AI 聊天界面。
Damn claude. I thought we were tight Claude just woke up and chose violence Read more Damn claude. I thought we were tight Claude just woke up and chose violence Read more
受众观点：① 有人直接贴出原始截图链接，说明大家主要是把这当成一个好笑的梗图在传（@TheOnlyVibemaster, 281分） ② 高赞评论详细教学如何用浏览器开发者工具修改页面文字、伪造 Claude 回答并截图，说明很多人对伪造流程很感兴趣（@Accomplished_Owl7557, 93分） ③ 也有人认真讨论如何通过改变提问语气，让 Claude 少一点讨好、多一点批判性反馈（@FjorgVanDerPlorg, 71分）
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- @TheOnlyVibemaster (281): https://preview.redd.it/claude-throwing-punches-out-here-v0-1sp6ue3fyvxh1.jpeg?width=1194&format=pjpg&auto=webp&s=da455e8501cdd53e1bc13a24a3fd013e9b39aa01
- @privatetudor (143): How do I get Claude to be this honest?
- @Accomplished_Owl7557 (93): Here's how you can get your claude to be like this too! Ask it whatever you want Command + Option + I Click "Pick an element from the page" (crosshair icon) Click on the response text on the page In the right pane, double click on the response text shown under the HTML node Chan…
- @potatodioxide (84): marriage is one way
- @FjorgVanDerPlorg (71): Serious answer - Never frame anything as your work, in fact be openly hostile towards existing plans and code. Framing is everything - "I've just had to take over this account, how bad is this? Because it looks like dogshit to me. Seriously was any part of this codebase not writ…
Reddit 上一位创作者吐槽用 Cursor 堆砌 NextJS、Supabase、PostgreSQL 的 AI 目录站和聊天机器人毫无价值，呼吁回到理解真实问题、建立领域经验和学销售的 SaaS 基本功。
"Check out my SaaS directory list" - no one cares "I Hit 10k MRR in 30 Days: Here's How" - stop lying "I created an AI-powered chatbot" - no, you didn't create anything Most project we see here are t…
受众观点：① 顶层评论强调目录类 SaaS 像套娃一样互相指向却没有真实用处，真正缺的是对垂直行业场景的深度理解和长期在一线积累的领域知识（@Present-External2439, 25分） ② 有人用夸张故事讽刺完全不懂行业、不做调研就硬造 AI 产品，最后只剩下“怎么才能让它成功”的焦虑（@DomWilko, 12分） ③ 也有开发者表示自己单纯享受被人使用作品的感觉，赚钱反而不是首要目标，和楼主“只为发财而造 SaaS”的批评形成对照（@hola_amigo_bro, 7分）
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- @Present-External2439 (25): The directory thing always kills me, it’s like a nesting doll of SaaS ideas that just point at other SaaS ideas with no actual utility anywhere in the chain what gets overlooked is how much domain knowledge matters, you can’t cursor your way into understanding why a clinic’s sch…
- @DomWilko (12): I've worked as a chicken plucker for the last ten years, but one day thought 'I've never worked in the clown industry, but it needs this AI built thing I've made.' I can't/won't/don't do any market research or sales, and have poured my life saving of $47.16 into it. How can I ma…
- @hola_amigo_bro (7): Idk if its just me I just like the feeling of folks using something ive built. Making it paid, earning money, etc is never usually on my mind
- @cabljo (5): I disagree. Anyone should build anything they want the ai to build. I think you should start a coaching business or something, at least you'll have a targeted audience to listen to you, instead of just yelling into the parking lot that is reddit....
- @ZenaMeTepe (5): The golden age was early 2000's up to maybe 2010, in some niches 2015. This right now is race to the bottom for most and the iron rule of online monopolies.
帖子转发 BleepingComputer 报道，称 Tailscale 警告其 Tailscale SSH 存在严重缺陷，可能在已有 SSH 会话下被利用实现从普通用户到 root 的权限提升，引发社区对风险实际严重性和安全通告措辞的争论。
https://www.bleepingcomputer.com/news/security/tailscale-warns-of-serious-ssh-flaws-allowing-root-privilege-escalation/ Read more https://www.bleepingcomputer.com/news/security/tailscale-warns-of-ser…
受众观点：① 有人认为媒体把需要已认证 SSH 会话的漏洞描述成严重 root 提权过于夸张，呼吁在修复缺陷的同时保持理性，不要制造恐慌（@floralfrog, 137分） ② 也有用户直接引用 Tailscale 官方调查更新页面，建议关注一手信息而不是二手报道，并说明自己是 Insider 计划成员以保持透明（@caolle, 71分） ③ 其他评论则讨论没有 CVE 和 CVSS 分数时难以评估真实风险，以及在很多环境里用户本身就有 root 权限，使得"提权"的边界变得模糊（@radakul, 46分; @Plastic-Leading-5800, 26分）
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- @floralfrog (137): This is such an over the top description of what is happening, as usual. Phrasing this as an ssh root privilege escalation vulnerability while it explicitly requires an existing, authenticated ssh session is very misleading. Yes there are flaws, they are working on fixing them,…
- @caolle (71): If folks want to keep apprised of tailscale's progress, you can read it direct from them here: https://tailscale.com/ssh-investigation-update Full disclosure: I am part of Tailscale's Insider program and don't want to hide that fact.
- @radakul (46): Calm? Focus? I'm a tech executive and all I hear is PANIK I dont see any assigned CVEs, and there's no CVSS score to determine the actual feasibility of it. Kinda like a past employer who was concerned with privilege escalation.....when every single user machine already had root…
- @Plastic-Leading-5800 (26): Escalating the privilege from non -root to root user is privilege escalation. It's right there in the name!
- @zhunus (23): i get the ick whenever i see a researcher jumping to post about NAMED vulnerability instead of sending private mail to developer... they want to find another Heartbleed/Spectre/Meltdown soooo bad...
原帖是一位处于严苛网络环境下的新手在搭建家庭服务器时，纠结用 WireGuard 还是 Headscale/NetBird 等方案远程访问，同时还要解决日常翻墙 VPN 与自建 VPN 并存的双 VPN 路由问题。
I’m about to set up my first home server for my family (around 5–10 devices) and could use some advice on remote access. I’m planning to host things like Vaultwarden, Matrix, Linkding, Jellyfin, and…
受众观点：① 容易在 WireGuard、Headscale、NetBird 等选型上陷入分析瘫痪、还没真正搭起来实验的新手自建玩家（@seanpmassey, 10分） ② 想要简单维护、优先考虑 Tailscale 这类托管 mesh VPN 的用户（@gary1405, 9分） ③ 看重开源、自托管和精细访问控制、倾向 NetBird 而排斥闭源或逆向实现方案的进阶用户（@biosflash, 7分） ④ 被双 VPN 路由冲突困扰、担心手机系统不支持多隧道或分流配置的用户（@FlamenMichae, 5分）
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- @seanpmassey (10): Welcome to the club. My advice right now is to take a step back. Focus on building a few of your other services first. Get Vaultwarden or Jellyfin up and running before you start worrying about remote access. As you can see, there are a lot of options, and it sounds like you’re…
- @gary1405 (9): I use Tailscale and there's nothing handier for keeping all my own devices on their own little network tbh
- @biosflash (7): After trying netbird - I would never go back to the pure wireguard. It's just pointless. It's basically the same wireguard under the hood, but with easy to setup group of users, their policies, sharing different resources, access level (for example if you want to give access to…
- @FlamenMichae (5): the two-VPN situation is probably a bigger deciding factor than WireGuard vs Headscale tbh. even with a mesh setup, you can still run into routing conflicts if your main VPN forces a full tunnel or blocks access to local/private networks. i'd check whether your current VPN suppo…
- @zonrek (4): My only experience is with WireGuard, so I can’t speak to the others. But here’s how I use WireGuard Use a dynamic DNS tool instead of paying for a static IP. My endpoint is “vpn.example.com” and that DNS record gets updated when my public IP changes A VPN is probably the safest…
GameVault 开发者宣布 GameVault 2 公测上线，这是一款自托管管理 DRM-free 游戏库的方案，新版带来跨平台桌面客户端（含 Linux）、更现代的 Web/桌面统一界面以及 Linux 下通过 umu-launcher 集成 Wine/Proton 运行 Windows 游戏等特性。
Hey r/selfhosted, When I last posted here, we had just released the Web UI and talked about using it as the foundation for a cross-platform desktop client. Today I finally get to follow up on that: G…
受众观点：① 不少用户对 GameVault+ 订阅模式持保留态度，更倾向一次性付费支持开发，而不是为自己已经承担硬件和电费的自托管服务再付月费（@Fraisecafe, 32分; @hoodney42, 13分） ② 也有人因为新增 Linux 客户端而准备尝试，认为之前平台支持不足是主要门槛，并希望能通过一次性购买解锁 GameVault+ 功能（@hoodney42, 13分） ③ 还有用户关心是否支持模拟器和一键配置的家用场景，希望有能为家人朋友屏蔽复杂设置、提供本地原生体验的服务器/客户端方案（@ocassionallyaduck, 6分）
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- @Fraisecafe (32): Ugh. More subscriptions. Happy to support dev work with one-off donations/purchases, but not that. Pass.
- @hoodney42 (13): Nice, GameVault was never an option for me before because it didn't have a Linux client. I'll definitely give it a try now. Unfortunately, I'm also not a huge fan of the subscription idea, especially when it involves hiding some (to be fair, small) features. Having said that, I…
- @WhyFlip (7): What's Gamevault+?
- @enviousintruder3697 (7): Its a premium tier for extra features theyre still working on porting over from v1. The blog post probably has details but theyve been pretty quiet about exact perks until its ready
- @ocassionallyaduck (6): Glad to see this expanding to multiplatform. I'm also in the group that wants to support, but refuses subscriptions for anything I'm paying the hardware and power costs on hosting. Question: does gamevault support emulators or emulation packages? I'm still hunting for a good sev…
帖子围绕 Anthropic S1 报告展开，评论区有人感叹行业正全速冲向高风险 AI 未来，也有人把 AI 看作无限加班程序员团队，对社会和气候等系统性风险各抒己见。
r/ClaudeAI The Anthropic S-1 is filled with gems
受众观点：① 有人用“不要安全带、全速冲向前方”来形容当前 AI 行业的疯狂竞速氛围，带着兴奋又焦虑的情绪（@vibefarm, 46likes） ② 有评论把 AI 比作一支目标统一、永不疲倦的程序员大军，认为这回答了“极端高效团队能做到什么”的想象（@Random_Nickname274, 29likes） ③ 也有人提醒相比 AI，气候变化等现实系统性风险更紧迫，保险业都难以承载未来损失，认为人类本身已经在自我伤害（@eliquy, 11likes）
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- @vibefarm (46): sounds dope. Let's all race that direction as quick as fucking possible. You don't need seatbelts where we're headed
- @Ok-Computer-8726 (31): https://preview.redd.it/the-anthropic-s-1-is-filled-with-gems-v0-zvnklk9m82yh1.png?width=735&format=png&auto=webp&s=84443e6d7069cca072e6ec74487ae3dcc64cef08
- @Random_Nickname274 (29): Not really related. But In past i was wondering, what would've "large team of workaholic programmers, with shared goal and endless motivation would've be capable of" . I see Ai basically as answer to this question.
- @natecoin23 (12): lol
- @eliquy (11): In a few years (and sooner than expected) the entire insurance industry in the aggregate will not have the capacity to insure the catastrophic risk that CLIMATE CHANGE poses to the world. AI ain't going to do anything to us that we're not already doing to ourselves
原帖讨论如何在 git 中管理 docker compose 配置时，把数据库名、端口等非敏感配置纳入版本控制，同时安全地处理 .env 文件里的密码和密钥。
I'm trying to keep my docker / docker compose configuration in git to make it easy to recreate if things go bad. Of course, also trying to keep passwords out of the git repo. The problem I'm seeing i…
受众观点：① 想用 env 模板文件区分示例配置和真实密钥、又不想每次部署都踩坑的 docker 用户（@that1guyrob, 29分） ② 希望把密钥也放进 git 仓库但通过 SOPS-AGE 等方式加密管理的 GitOps 爱好者（@BattermanZ, 15分） ③ 在用 Infisical、自写脚本等方式自动拉取 secrets 并生成 .env 文件的进阶玩家（@JANGxBANGER, 6分）
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- @that1guyrob (29): I keep 2 files in my docker build context: env_file env_file.template env_file.template has all the variables listed out but with no values - except maybe some generic or boiler plate values, but absolutely no secrets env_file has all the same variables and the real values neede…
- @BattermanZ (15): I use SOPS-AGE so all my secrets also sit in my gitops repo but encrypted. The machine pulling it has the decryption key. So I never have to think about what to put where, I still just have a compose file and a .env.
- @InsidiousBuyout_69 (11): That's clean, I do basically the same but call mine `.env` and `.env.example` so tools pick it up automatically.
- @JANGxBANGER (6): I use komodo for my container management, infisical to keep my secrets/env variables. I have a python script on all my nodes that acquires the secrets for that compose file in the pre-deployment task and stashes them into an .env file, then a post deployment task that shreds the…
- @harrisonmaz (4): Dockhand makes this trivial
用户发现被入侵的摄像头 DVR 向德国 IP 疯狂联网，想用 Claude 清理 bin dump 并只开放部分摄像头，却被安全策略拒绝，引发对 AI 安全限制与实际安全需求冲突的讨论。
I asked if he could clean up the bin dump from my camera, since someone had already taken advantage of this: https://github.com/netsecfish/xiongmai_incorrect_access_control I noticed the DVR was maki…
受众观点：① 有人认为教用户清除病毒的过程本身可能被滥用来增强恶意软件韧性，凸显当前一刀切式审查的两难（@MDInvesting, 62likes） ② 评论担心我们把关键安全知识的阀门交给少数大公司，等于让私企垄断技能与学习路径（@InadequateUsername, 38likes） ③ 一些用户回忆早期 Claude 还能实战清除 PC 恶意软件，如今安全阈值明显收紧，连分析 JS 恶意代码都被挡在外面（@International-Bid907, 36likes; @drearymoment, 9likes）
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- @MDInvesting (62): In its defence, the communication of how to remove the virus may give insights into how to make the virus more resilient. The problem with censorship. Interestingly we have these companies acting like they have complete insight into morals and ethics but then their tools can’t p…
- @InadequateUsername (38): We are also allowing private corporations to become the gatekeepers of skills, knowledge and learning.
- @International-Bid907 (36): That's a massive shame. I used this earlier in the year to remove several things from a relatives PC that Norton either couldn't remove or didn't even detect! It was truly fantastic watching it in action. There was a security file override in chrome and then a separate headless…
- @nachoismo (20): Only the highest bidders are allowed to mention security to Claude. GLM-5.3 for the people to hack
- @drearymoment (9): Yeah, they have really turned up the dial on this recently. One of my clients got some sort of malicious code injected into their site the other day, and Claude wouldn't even take a look at the JS to see what the code was doing. I guess there are bad actors who could find some w…
作者用 Claude 从 Kindle 账号抓取 618 本电子书数据，在浏览器里搭了一个 3D 木质书架，把所有书按真实尺寸和封面陈列出来当作数字书柜。
In 2015, before a trip around the world, we donated our paper books to libraries and bought them again on Kindle. Since then, every book I buy is a Kindle book or an ePub. That works well for reading…
受众观点：① 不少人希望它能做成桌面阅读应用，支持搜索、书签、标注和元数据管理，说明用户把它联想到 Calibre 等重度工具场景（@Prashpro, 10分；@megalomania_medton, 4分） ② 有人夸 UI 漂亮，希望点击书本能看到笔记或摘要，关注的是在展示之外的知识管理功能（@Budget-Ad-6551, 4分） ③ 也有用户直接喊话希望开源，体现出开发者群体对技术实现和二次开发的兴趣（@Lazar988, 4分）
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- @Prashpro (10): I wish this could be a Desktop app on Windows/Mac/Linux. So that you can just open it on a big screen and read it with all the classic tools such as Search, bookmarks, Annotations, zoom, etc. An option to add metadata to the book & front page art should be downloaded/updated jus…
- @megalomania_medton (4): I agree. Especially in Calibre
- @Budget-Ad-6551 (4): nice job, looks great, it could be nice if we can click on boor and maybe read your notes or summary. 👌
- @Goodborni (4): Beautiful my man this is the type of UI book reading apps need
- @Lazar988 (4): Really Cool! Can you make it OpenSource?
楼主转发 loss.sh 制作的一张大模型对比图，评论区围绕 Gemini 3.6、OpenAI 等模型在图表中的排名和上下文长度等指标展开调侃和吐槽。
Just truly amazing. credit to loss.sh (original creator) Read more Just truly amazing. credit to loss.sh (original creator) Read more
受众观点：① 有人用数学梗调侃 Gemini 3.6 应该凭 3.6/0 排在榜首，整体语气是在玩图表而不是认真看指标（@pizza_with_no_cheese, 137分） ② 也有人指出图表没有体现超过 10 万 token 的上下文能力，认为这种展示方式有误导性（@mashlegend, 28分） ③ 部分评论继续延伸梗，拿不同模型开玩笑，说明受众对模型之争更偏娱乐化消费而非严肃评测（@pizza_with_no_cheese, 33分；@ThePsyPaul_, 33分）
展开评论
- @pizza_with_no_cheese (137): clearly propaganda, gemini 3.6 should be on top because 3.6/0 approaches infinity and would top everyone on this chart
- @iomfats (48): But 6 luna divided by 0.50? It's 12, isn't it?
- @pizza_with_no_cheese (33): shhh we only slander openai in this sub
- @ThePsyPaul_ (33): I sent this to gemini 3.6 and it agrees
- @mashlegend (28): What about more than 100k context? That chart is misleading.
一位新手站长分享自己做的澳大利亚工时与薪资计算网站 workrate.me，苦恼几乎没有流量，向社区请教如何为细分工资计算工具获取访问量和 SEO 增长。
I'm fairly new to making websites. I have made a few in the past, but they never really get off the ground due to low traffic, which kills my motivation. But this time I want it to be different. I re…
受众观点：① 多位评论指出只做站内 SEO 远远不够，缺乏域名权重和外链时再好的关键词布局也难以排名，建议系统做外链建设（@Cahot_Luigj, 6分） ② 有人强调建站和营销是两件事，获取流量需要长期的 SEO、社交媒体或 SEM 策略，甚至考虑借助营销 AI agent（@the_seven_suns, 3分） ③ 也有评论给出更细的建议，比如先从已有展示的搜索词入手、围绕罚金工资和双周薪资写解释型内容，耐心等待几个月再评估效果（@TrafficUnhappy6720, 1分）
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- @Cahot_Luigj (6): biggest mistake i made with my first few sites was obsessing over on-page seo and ignoring backlinks entirely. your DR is probably at zero right now which means google wont rank you no matter how good your keyword targeting is. I went with Outrank to build links automatically be…
- @LowPossibility1464 (4): You need to optimise your website. Happy to chat and give you some insights or conduct audit for you.
- @the_seven_suns (3): Either organic traffic via SEO, earned traffic through Social posts or paid traffic via SEM. Or become a known brand in a community to drive real world referrals. EDIT: Not sure why you plugged this question into a Reddit post rather than an LLM? Way too complicated to answer he…
- @bakraofwallstreet (1): Making a website is different than marketing it. The second one takes a lot of time and is an art in itself. I help solo builders with SEO and digital marketing. If you're interested, please DM me and we can audit your website and come up with a plan to get it on the right track!
- @TrafficUnhappy6720 (1): A niche calculator like this is hard to rank for quickly, so I'd look at where people who need it already hang out, like Australian worker or retail communities where shift pay questions come up, and answer those questions helpfully. In Search Console, check which queries you al…
楼主周末用代码很快做出一个小工具，却发现真正难的是营销，不知道如何在不显得像垃圾信息的前提下让别人注意到产品。
Spent a weekend throwing together a tool because the code practically wrote itself, and for a minute I felt like a genius. Fast forward to today and I am completely stuck trying to figure out marketi…
受众观点：① 多位评论者共鸣于“做工具很爽，发布后却一片寂静”，认为真正难的是找到愿意听你说话的目标用户，而不是写代码本身（@reho_uppa, 6分） ② 有人分享自己通过每天回答几条相关 Reddit 帖子、不贴链接，只认真解决问题，最后让别人主动来问用的什么工具，这是唯一有效的获客方式（@mahee522, 4分） ③ 其他评论则强调先去论坛和社交平台找已经在抱怨同一问题的人，一对一聊现有解决方案，再顺势引出工具，比到处广播链接有效得多（@adeelraza86, 3分；@PietBaudoin, 3分；@menny_parmar, 3分）
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- @reho_uppa (6): Same here, before you start, you think building is hard. But then, after you built it, you realize what now. Marketing is hard, especially for apps. For me, it is really impressive to think that somebody built app and people really paid for that, like wow. I don't have the answe…
- @mahee522 (4): I felt the same genius moment after a weekend build, then silence for a month. What finally got me replies was answering 5 Reddit threads a day about the exact problem, no link at all, just the fix. People started asking what tool I used, and that was the only marketing that eve…
- @adeelraza86 (3): Weekend tools are hard to market because nobody asked for them yet, so the spammy feeling is real. Do it in the other order: search Reddit and forums for people describing the exact problem your tool solves, and answer their question properly without linking anything. If ten peo…
- @PietBaudoin (3): when i help small businesses get their first customers, the thing that works fastest is boring: make a list of 20 specific people who have the problem your tool fixes. real names, found in a facebook group, linkedin or a niche forum. then message each one with a question about h…
- @menny_parmar (3): I had the same flip. Building felt like the hard part until launch day, then it was silence. What stopped feeling spammy for me was dropping the broadcast idea completely and just talking to ten people who already had the problem, one by one. No pitch, just asking how they handl…
一位长期用 ChatGPT 和 Gemini 写代码的开发者最近换用 Claude，发现其在代码设计和自测上明显更强，第一次真切感到模型整体水平已经超过自己。
I'm probably from one of the first generations that wrote code using AI. not pure vibe coding, but telling it what functions to write using what design systems etc.... worked with ChatGPT first and t…
受众观点：① 有人安慰楼主不用自责，认为 Claude 也是最近几个月才有明显飞跃，之前差距没这么大（@TopAsparagus193, 30likes） ② 有评论强调即便模型更聪明，保持“先定义预期行为、再检查 diff 和测试”的人工验收闭环仍然关键（@Previous_Tea_2250, 23likes） ③ 部分用户吐槽社区里有人直接贴 Claude 生成的长回复，担心大家过度依赖 AI 输出而不再自己思考（@ozone6587, 18likes）
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- @TopAsparagus193 (30): Do not feel so bad. Until a few months ago Claude was not nearly as great as it is now.
- @Previous_Tea_2250 (23): That feeling is useful, but your current loop is the right one to keep: state the intended behavior, inspect the change, and test it. The model can make the first pass dramatically faster without becoming the acceptance criteria or the person responsible for a regression.
- @ozone6587 (18): So many of you here just mindlessly paste Claude vomit. Why even use reddit if you just use AI to reply?
- @SlavicBro (8): had the same feeling when I switched from Cursor's Composer 2.5 to Claude Code and its Sonnet and especially Opus. the change is huge. I totally feel you.
- @RidgeRunner1944 (5): It's a total game changer
帖子讨论 Twitter 上 indie hacker 把现有订阅制 SaaS 克隆后卖低价终身买断的风潮，质疑这类 lifetime deal 在基础设施和长期维护上的可持续性。
If you're active on twitter you might be seeing this a lot, people especially these indie hackers who already use certain software in monthly charge, decided that they'll just clone it themselves and…
受众观点：① 顶层评论者表示完全不信任任何卖 lifetime deal 的产品，直觉认为这类模式本身就不靠谱（@Toooooool, 28分） ② 有人指出所谓“终身”其实是公司寿命而不是用户寿命，暗示这类承诺本身就带有误导性（@flecheverte, 21分） ③ 另一条长评把终身买断比喻成向未来自己借钱：现在拿到一笔现金，却要在没有后续收入的情况下长期服务这些用户，很多项目最终只能关停让买断用户血本无归（@Monty_Rogers, 7分）
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- @Toooooool (28): i don't trust anything that sell a lifetime deal.
- @flecheverte (21): A lifetime deal means the company lifetime, not the customer.
- @Monty_Rogers (7): Lifetime deals are basically a loan from your future self. You get cash now but you are signing up to serve those customers forever with no recurring revenue coming in. It only works if the product is cheap to run and the user count stays small, which almost never happens. The o…
- @BusinessStrategist (4): The whole point for THEM is "quick bucks." What else is new?
- @ChowSaidWhat (4): Lifetime delas are 2026 NFTs
一位独立创始人刚上线一款生活方式类应用，打算用 Meta 广告获取首批用户，在 Reddit 上询问大家是否值得、效果如何以及有什么投放建议。
Just launched my lifestyle app as a solo founder and I’m thinking of starting with Meta ads to get my first users. Has anyone here run Meta ads for an app? Did they work for you? Any advice appreciat…
受众观点：① 有人吐槽连产品做什么都不说，社区很难给出有效营销建议（@TheMightyTywin, 5分） ② 多数人认为用广告获取第一批用户是偷懒，早期更需要能反馈问题的高质量用户而不是一次性安装（@Illustrious_Rock2507, 4分） ③ 也有评论指出 Meta 广告可以用小预算测试安装漏斗，但用户质量参差不齐，很难单靠广告建立真实用户基础（@TheSinfulBasin, 3分）
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- @TheMightyTywin (5): How are we supposed to help you market your app if you want say what it does?
- @Illustrious_Rock2507 (4): Getting your first users from ads is lazy marketing. Put in the work to pull in your early users organically, people you can actually connect with. Ain’t no way someone who downloaded your app from an ad cares enough to let you know about what's wrong. Basically, it’s rare to fi…
- @TheSinfulBasin (3): If you’re just trying to get a handful of early users to poke at the app and find bugs, Meta ads can bring in some cheap installs but the quality is hit or miss. A lot of them will open it once and never come back. I’d put a small budget into it just to see what the ad-to-instal…
- @Avisolei (3): bro you can not be folding this easily to random redditors lol
- @Signal-Recipe-5405 (2): what does a lifestyle app even do
一名 CS 本科生接到首个真实客户电商项目，在 Supabase 自建与 Medusa.js 头部电商引擎之间犹豫，并希望在零月费前提下完成 10–20 个商品的小型网店架构设计。
I'm a CS undergraduate working on my first real-world client project: a small e-commerce website. Since this is my first time building and deploying a production store for a client, I'd really apprec…
受众观点：① 顶层评论提醒电商项目不存在真正的"一次性收费"，开发者会长期背负安全责任，这对新人来说风险极高（@HaddockBranzini-II, 19up）② 有人指出想靠零托管成本赚钱的客户往往不值得合作，并劝发帖者不要把电商当作第一个真实项目（@ginji, 16up）③ 其他评论分享亲身教训：自己滚动实现购物车和库存逻辑会被各种边界情况拖死，并强调线上业务本身就应该为基础设施付费（@Remote_Mango_5696, 6up; @BrewThemAll, 6up; @Lonely_Nectarine_742, 3up）
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- @HaddockBranzini-II (19): No ecommerce site is flat fee. You will be on the hook for any and all security concerns. This is not a good idea for a first real world project. Make sure your contract protects you so you don't get sued when something happens. There's a reason people pay for Shopify.
- @ginji (16): A client that wants to pay nothing in hosting for a site they want to make money off directly is not worth working with. An e-commerce site is not what you want as a first project. You should probably lay off the AI when it comes to asking for help too...
- @Remote_Mango_5696 (6): having rolled my own cart for a client once, do not do it, you will spend 80% of the time fixing edge cases with inventory and coupon logic instead of launching
- @BrewThemAll (6): Here we go again. Why does everythong have to be free if it's online? I bet your client pays a monthly rent for his shop, pays post companies to ship his products, pays local newspapers for advertising, pays his monthly phone bill. Than, as soon he wants open up a shop online, i…
- @Lonely_Nectarine_742 (3): Stripe fees would like a word
作者用 Claude Code 反向工程 Xbox 360 内核 USB 栈和输入路径，让 Xbox 无线适配器在 360 上原生工作，整个驱动和调试流程几乎由 Claude 自动完成。
Microsoft's Xbox Wireless Adapter (the USB dongle for Series X|S controllers) has never worked on an Xbox 360. It's a MediaTek Wi-Fi chip that relies on the host for everything: firmware upload, radi…
受众观点：① 开发者惊讶现在模型几乎可以独立写内核级代码，认为这是能力跃迁级别的变化（@hurrdurrmeh, 49likes） ② 有人调侃 Claude 没有像其他模型那样在内核话题上疯狂触发安全自审，反而在准备好工具链后能稳定深挖（@killerbake, 14likes; @Hot-Ad2974, 8likes） ③ 一部分人对这种能力能解锁的项目充满期待，比如去广告、去监控的电视固件等“夺回设备控制权”的黑客式应用（@ThePsyPaul_, 7likes; @hurrdurrmeh, 7likes）
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- @hurrdurrmeh (49): I cannot believe that models can now actually write kernel code basically without support!! This is so amazing to watch!
- @killerbake (14): Surprised it didn’t have a existential crisis telling you it would be the end of the world if it even looked at the kernel lol 😂
- @Hot-Ad2974 (8): Opus 5.5 on middle effort. And to be fair, you're not that far from the truth, hahaha. I have ran into safety stops only when auto compacting, other than that since I dumped the xbox 360 kernel myself, prepared it Ghidra with MCP, connected the xbox to its' network and prepared…
- @ThePsyPaul_ (7): I for one am excited about the amazing projects this unlocks
- @hurrdurrmeh (7): Same. e.g. debloat/despy TVs with smart software that only serves the owner. No more 'we own the glass' bullshit spying.
一位开发者讨论小型 SaaS 容易早早上 Kubernetes、多环境和复杂 CI/CD，结果基础设施比产品本身更耗精力，向大家请教哪些基础设施决策应该刻意延后到规模上来再做。
A small SaaS can end up with Kubernetes, multiple environments, elaborate CI/CD pipelines, observability tools, and a surprisingly complicated cloud setup. None of these are necessarily bad decisions…
受众观点：① 顶层评论认为 Kubernetes 是最该延后的决策，小型 SaaS 完全可以用单台 VPS 或 Render 撑到前 5 万用户（@Senya_Edit, 9分） ② 有人指出很多创业团队把大把时间花在搭建集群和 CI/CD 上，其实真正让公司死掉的是没人和用户对话（@Outrageous_Host_2115, 4分） ③ 也有工程师认为如果理解 IaC，搭好一套生产可用的基础设施并不需要几个月，关键是别为零用户产品过度工程化（@AgreeableArmadillo47, 2分）
展开评论
- @Senya_Edit (9): Kubernetes is the number one thing to postpone. A simple monolith on a single VPS or Render can easily handle your first 50,000 users without breaking a sweat. Most early founders spend 30 hours setting up cluster configs and complex CI/CD because it feels like real engineering…
- @Outrageous_Host_2115 (4): They are wasting precious months building a fortress of Kubernetes and CI/CD pipelines for a product that zero paying customers are currently using. Just my few cents, Honestly, When a small startup fails, it won't be because server crashed for five minutes. it will be because t…
- @Petra_Fadeyi (2): the 30 hours on cluster configs is generous, ive seen people disappear for weeks into yaml files like it was a creative writing project
- @AgreeableArmadillo47 (2): Months? If you understand IaC, it can be achieved in a day or two for a prototype and in a week for something prod ready. I agree heartily that many small SaaS products are over engineered, but this is not something I'd scrimp on, given the speed at which things need to move in…
- @Aminah-Mohammed (2): I’d postpone Kubernetes until deployment or scaling actually becomes painful, since a simple setup with managed services, basic monitoring, and reliable backups is often enough for a small SaaS.
作者做了 Qoyra，把笔记和链接放进 3D 地形地图，用山峰和等高线来表示项目和细节层级，试图用“空间记忆”替代传统搜索列表。
Search only works if you remember what to search for. I often save a link without remembering the site or even the title. In a list, it’s as good as lost. On a map, I remember roughly where I left it…
受众观点：① 有人表示一直想在 Obsidian 里拥有类似的空间化界面，说明现有笔记用户对地图式组织方式有强需求（@woqly, 13分） ② 评论者详细列出新版 Qoyra 的功能更新，包括峰值归属、等高线隔离浏览和性能优化，关注产品迭代和可用性（@un005, 5分） ③ 也有用户把它类比为“记忆宫殿”，并提出希望能整合 Trello、GitHub、Drive 等外部工具，以及用更具象的像素世界来增强记忆点，体现出对跨工具整合和视觉风格的期待（@Top-Ad-2261, 5分）
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- @woqly (13): I've been dreaming of something like this inside of obsidian.
- @un005 (5): Site: https://www.qoyra.app/ What’s new since the first version (thanks for the feedback!): - Peaks are functional now: every note belongs to a specific peak - You can isolate a contour line and browse everything inside it - The landscape is reworked so it’s easier to find your…
- @Top-Ad-2261 (5): This is basically a memory palace for notes, and it makes a lot of sense to me. I remember where I put things far better than what I named them, both at home and in my Subnautica base, where I walk straight to the right locker without thinking, even after rearranging everything.…
- @deep-yearning (4): why cant you guys just use folders and name your files properly
- @un005 (3): That’s great to hear! If any ideas come to mind, I’d love to hear them. I’m still exploring ways to use the landscape to organize notes.
作者做了 Token Kingdom，把 Claude Code 每次回复的 token 数转成金币木材石头，在浏览器里建 3D 小镇、打怪和排行榜，让写代码时的 token 消耗变成游戏进度。
I spend most of my day in Claude Code, and watching the token counter go up felt like wasted dopamine. So I built Token Kingdom: a small plugin counts the tokens of each Claude Code reply and turns t…
受众观点：① 有人调侃如果每次触发用量上限就有怪物来袭会非常真实，说明开发者把 token 消耗和“被限流”的痛点联想到游戏机制（@QuanTradin, 6分） ② 也有评论直接夸这个点子很天才，体现出对把枯燥指标变成可视化游戏的强烈兴趣（@cagonima69, 3分） ③ 作者补充自己用开源流水线在 Blender 里生成资产，说明部分读者关注 3D 资源生成和美术质量是否“AI 味太重”（@MartySalade, 3分）
展开评论
- @QuanTradin (6): monsters raiding the village every time I hit a usage limit would be painfully accurate.
- @cagonima69 (3): This is actually genius man wtf
- @MartySalade (3): Used an open source pipeline to generate asset with blender https://github.com/elithril/blender-kiln
- @QuanTradin (2): so the bigger the session the bigger the raid. that's just the token bill with extra steps.
- @MartySalade (2): tried my best to not make it look like AI slop! Curious if you have any suggestion to improve it
帖子配图展示了一台屏幕碎裂但仍能显示 Claude 聊天界面的设备，大家在评论区调侃这台残血电脑依然能用和 Claude 订阅价格。
r/ClaudeAI Since the screen cracked, Claude helps fit the window into the normal…
受众观点：① 有人觉得这种碎屏还能正常用的状态很酷，说明大家对"极限可用性"场景很有共鸣（@allisonmaybe, 79分） ② 有评论贴出原始 X 链接，表明不少人是跨平台追梗而来，把它当成一个轻松的 meme 消费（@tomyan112, 21分） ③ 也有人吐槽 Claude 订阅价格，觉得这钱都够换块新屏幕了，反映出用户对 AI 订阅性价比的敏感（@justahumanbeing___, 15分）
展开评论
- @allisonmaybe (79): This is really cool. Still completely usable!
- @tomyan112 (21): Original post: https://x.com/ctes091x/status/2114673063061233720/photo/1
- @PlanetMorgoth (16): My clumsy ass would break the laptop permanently trying to open it up and replace it.
- @MastodonCurious4347 (15): hilarious
- @justahumanbeing___ (15): For the price of that Claude sub you can get a new screen 🤣
原帖分享在 Pangolin 反向代理上启用 mTLS 客户端证书后，配合 crowdsec 和地理/ASN 封锁，大幅减少机器人探测流量并提升家用自建服务的安全性。
Using solutions like wireguard or tailscale never fit my use case. I didn't want people in my household to have to rely on an app on their phone for connectivity. Up until now I've been using Pangoli…
受众观点：① 关注如何给 Immich、Nextcloud、Home Assistant 等家用服务加一层安全防护的自建玩家（@QuietEmergency473, 8分） ② 纠结 mTLS 在 Android 等客户端上支持不一致、证书存储不安全的用户（@GolemancerVekk, 8分） ③ 担心给家人增加证书管理负担、质疑 mTLS 是否比装一个 VPN App 更方便的家庭运维（@LimitedWard, 7分）
展开评论
- @QuietEmergency473 (8): To set it up, you need to use a tool like openssl to generate a certificate authority key, which is just a file called ca.key (keep it safe, you will need this file in the future to renew certificates when they expire), and then use that to generate a .crt file. The crt file get…
- @GolemancerVekk (8): Yeah and most apps don't even support mTLS. And of those that do, on Android, many of them want you to give them the cert, instead of taking it from the system cert store. Meaning you have to keep the cert around in shared (insecure) storage in case you ever need it to set up an…
- @LimitedWard (7): I didn't want people in my household to have to rely on an app on their phone for connectivity. You've now gone from the one-time pain of downloading an app to having each of your users manage certificates on all their devices. You also need a secure protocol to distribute/renew…
- @codeedog (4): If you can get the clients to run the key generation themselves, the private keys never leave their devices and they only send you their public key. For extra secure confirmation no one messed with the public key in transit, have them send a hash or key descriptor from the publi…
- @hoffsta (3): It’s great that they added this. It fixes the Home Assistant iOS Companion app problem, where location data couldn’t be sent through Pangolin without disabling Auth. Unfortunately it’s still a very limited option at this point. I was playing with it, but you can’t yet even revok…
一位做社媒排程 SaaS PostFast 的独立开发者觉得功能几乎做完了，客户满意但增长有限，在纠结是继续加功能还是该把精力转向营销和分发。
I feel like I built almost every feature that is worth building in my SaaS. The irony is that it might make sense to add more features, but all current clients are happy, slowly new ones are coming a…
受众观点：① 许多评论认为"产品够用了就别乱加功能"，真正该做的是优化首访体验和找到下一个获客渠道（@cocoabuilder, 4分） ② 有人指出楼主其实是因为卖 PostFast 很无聊才去做 SendHeron，而不是产品真的完结，强调营销比造新功能更关键（@Sad-Poem-3627, 3分） ③ 也有人提醒不要武断否定新功能，下一个看似"愚蠢"的功能也可能成为关键卖点（@sunshineo, 3分）
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- @cocoabuilder (4): Yes, and I have come to treat that feeling as a signal, not a problem. If current users are happy and support is quiet, the product is probably done enough for now. The work that still moves it is less visible: making the first ten minutes clearer, fixing the one rough edge that…
- @Sad-Poem-3627 (3): buffer has been feature complete for years and still dumps everything into marketing. you built SendHeron because selling PostFast is boring, not because PostFast is finished.
- @sunshineo (3): How do you know for sure the next "dumb" feature is not the key?
- @graywolf724 (2): felt the opposite version of this. i kept shipping features while the metric important to me was 0. what fixed it for me was picking one number (for me: new people who finish the first chapter in my course platform app) and only building what moves it. if your clients are happy…
- @player__piano (2): This is also something you can A/B test - expose new features to some users, see if people use them, see if there's any net increase or decrease in overall engagement.
楼主质疑越来越多 SaaS 和金融类仪表盘采用纯图标侧边栏是否真的是好体验，因为很多图标难以理解，可能反而拖慢新用户导航效率。
I've noticed that a lot of modern dashboards are moving toward icon-only sidebars, and I'm starting to question whether it's always the right UX decision. On one hand, they look clean, save space, an…
受众观点：① 顶层评论认为默认带文字标签、允许用户自行折叠才是安全方案，企业工具用户使用频率低，很难靠图标建立肌肉记忆（@orion_pulse, 13分） ② 有人直接评价纯图标侧边栏是糟糕 UX，开发和设计往往高估了用户对界面的熟悉程度（@alexgst, 4分） ③ 也有观点强调导航的真正目标是让用户最快到达正确功能，宁可多占一点宽度，用清晰标签换取更短路径（@Techo_lab, 2分）
展开评论
- @orion_pulse (13): collapsible with labels on by default is the safe answer imo. let power users collapse it, dont force icon only on someone using it for the first time in enterprise tools this matters even more. half the users open the dashboard like once a week so they never build the muscle me…
- @alexgst (4): Bad UX. Developers and designers both assume users have greater familiarity than they real have.
- @CaffeinatedTech (4): Terrible.
- @Techo_lab (2): The real goal isn’t the smallest sidebar, it’s the fastest path to the right feature. Labels often help more than a few extra pixels.
- @Hour-Measurement-835 (1): NetSuite's menus are all labeled and the people in it all day still skip them for global search.
作者分享了自己做的可免费试用工具 visible4ai.com，通过调用 ChatGPT、Perplexity、Gemini 和 Claude 的 API 检查这些模型是否在回答中引用你的网站并给出可执行的 AI 可见性优化建议。
saw the post about ChatGPT sending 50+ downloads a day and then the question arises "ok but how do I know if chatgpt even mentions me / what to fix" that's literally what I built visible4ai.com for s…
受众观点：① 用户反馈工具报告里关于 AI 发现文件、结构化数据和信任信号的建议很具体，对初创公司提升 AI 可见性很有帮助（@emphase2008, 3分） ② 有人指出同样提示在不同时间多次运行会得到不同引用结果，建议通过多次调用取平均让评分更稳定（@QuanTradin, 3分） ③ 部分用户把它当成有趣的诊断工具，意识到自己在 AI 搜索中的曝光远低于预期，需要补课（@NatMicky, 2分）
展开评论
- @QuanTradin (3): the scores will wobble run to run, the same prompt to ChatGPT cites different sources on different days. averaging a handful of runs per check would make the number mean something.
- @emphase2008 (3): Just tried your tool with our startup, BankPilot, and wow, that was an eye-opener! 😅 We scored 40/100 for GEO readiness, despite getting a pretty solid 89/100 for E-E-A-T. And the real wake-up call? 0 citations across 20 AI queries on ChatGPT, Claude, Gemini, and Perplexity. Ouc…
- @NatMicky (2): That's a very enlightening tool. It's fun too. Looks like I have a lot of work to do. https://WinPlexity.com
- @General_Patient4904 (2): Nice idea. Very unique value proposition also as this AI approach of promoting one's business using Llm is developing fast now. But the way to know it is FAQ. Ask questions about your problem on google and see whether it suggest your products.
- @InternationalCod8574 (1): How do you ensure people don’t exploit the free AI and make you spend a tonne of money on the API
一位做销售工具的创始人上线首款产品后被早期用户反馈“功能不够用”，于是两个月几乎不发声埋头重做功能，现在产品更完整却感觉受众归零，在纠结当初该不该一边迭代一边持续对外更新。
Launched my first real product a couple months ago, a tool for sales reps, and then basically went dark. no posts, no marketing, nothing. full disclosure it’s my own product so grain of salt on all o…
受众观点：① 有人认为两个月沉下心按用户需求重做并不糟糕，比持续宣传一个不解决问题的工具强（@Apart_Pangolin_6365, 2分） ② 多条评论提醒他并非从零开始，给出反馈的早期用户就是最好的重启名单，应优先一对一联系他们（@Ok_Gur_9033, 2分） ③ 也有人建议下次可以一边安静开发一边发简短更新或截图，用最小成本维持受众温度（@orion_pulse, 2分）
展开评论
- @Apart_Pangolin_6365 (2): Two months of silence to actually build what your users asked for is not the worst trade. The alternative is posting weekly updates about a tool that doesn't solve their problem yet, and nobody needs that content. You're not at square one though. You have users who told you exac…
- @Shamonda-Pflugpeil (2): two months really isnt that long in the grand scheme of things. did you keep in touch with those early users who gave you the feedback, or did you go dark on them too?
- @Ok_Gur_9033 (2): The users who told you about the gap are your relaunch list. I'd message each of them on their own before any public post, with the one thing they asked for and a line saying it's built now. People who named a problem tend to try the fix, and their reaction tells you whether the…
- @orion_pulse (2): you didnt go dark, you listened to users and built what they asked for. thats the part most people skip. audience is way easier to rebuild than a product nobody needs what id do now is go back to every single person who gave you that feedback and say hey you asked for X, its liv…
- @TraditionalDealer562 (2): You're not really starting from zero on content either, the rebuild itself is a decent story to post: what users said was missing, what you cut, what you added and why. Sales reps will relate to that more than a generic launch post, because it shows the tool changed based on peo…
一位做医疗机器学习的三年级博士生吐槽导师只会否定想法、不给具体指导，自己既缺数据又不懂什么是“方法论文”，对如何在顶会发文和确定研究问题完全迷茫。
I am a 3rd year PhD student in a small lab working on ML in healthcare. My PI is new (we have no PhD graduates yet - lab is 4 years old). I want to publish in a top ML conference (I know its necessar…
受众观点：① 很多评论分享自己也在新 PI 小课题组里被高标准和频繁换题折腾的经历，强调先接受进展慢、把重心放在学会做研究而不是立刻发顶会（@sudseven, 16分） ② 有人建议先扎实吃透当前方法前沿，多读论文或组建读书会，从应用问题出发做一点点增量也是正常路径，大部分论文本来就是 incremental（@drdinonaut, 7分） ③ 也有过来人详细讲自己在医疗 ML 里如何从具体生物问题出发，一步步抽象成方法、推公式、再实现并最终发 IJCAI，说明“先有清晰目标再推方法”的思路可行（@life_question_mark, 5分）
展开评论
- @[deleted] (17): [removed]
- @sudseven (16): Bro.. you are me.. like a year back. Same schabang.. my PI is new, I'm his first PhD student. My PI also has super high standards. Most ideas I used to come up with were either incremental and not worth doing or too hard and impossible thus I cannot do them. So how did I get out…
- @drdinonaut (7): Do you feel comfortable understanding the current state of the art in terms of methods? I think if you want to be able to contribute methods, you need to be very familiar with where the field is. If you don't feel like you're familiar with where things are, I'd recommend joining…
- @Equidissection (7): same boat except i'm still at zero papers haha. but hopefully soon that'll change
- @life_question_mark (5): My advice is, you need to have a target. In my case, my PhD was also Machine Learning in the healthcare domain. The way I came up with new ideas (not incremental) went something like this: I am working with proteins, there is a lot of information on protein protein interactions,…
一名在大银行做前端的 2 年级程序员抱怨自己用 Codex 等 LLM 写代码后，要花数小时阅读和理解机器生成代码，却难以判断这算不算真正成长，也担心在 AI 时代失去工程掌控感。
I'll firstly ask my two questions and then I'll explain: Is it normal that im spending tremendous amounts of time reading and understanding code written by Codex/LLMs? like... hours per "ticket" What…
受众观点：① 有人指出现在的困惑并不正常但很普遍，很多老程序员因为已经读了十年代码才敢不看 AI 输出，初级开发反而失去了学习路径（@benzado, 4分） ② 评论者安慰楼主说花大量时间拆解 AI 输出其实是在真正学习，而不是像很多人那样只是拼接黑盒（@DamagingDegeneration, 3分） ③ 多位回复提到 AI 代码往往冗长、过度工程化，开发者花大量时间解读和修修补补，心理上感觉在“给模型擦屁股”而不是在成长（@Prestigious_Fly3927, 2分；@Regular_Length3520, 1分）
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- @benzado (4): “Is it normal…” No. None of this is normal. But you’re not alone. Everyone is trying to figure this out in real time. Many of the guys who are comfortable not reading the code anymore are guys who have already spent ten years reading code. We ask, how will junior developers lear…
- @DamagingDegeneration (3): You’re not falling behind you’re just actually learning instead of gluing black boxes together and calling it a day
- @Prestigious_Fly3927 (2): spending hours untangling machine output is normal when you are just babysitting a text generator. you are basically doing heavy mechanic work to fix what the model broke.
- @patryk_builds (1): honestly the hours you spend reading the code are the improvement. that's the weights you're still lifting.the people shipping "so fast" without reading are taking a loan. it's fine until something breaks in prod at 2am and nobody on the team knows why the AI did what it did. th…
- @Regular_Length3520 (1): I learned C++ in 2018 by cloning GitHub repos and reading the code, then tinkering and adding features. I would spend hours, even days sometimes reading the code, learning how a project worked completely before messing with it. With AI, I still try to read the code, but it alway…
作者开源了一个名为 System Design Playground 的浏览器交互式系统设计模拟工具，用可视化搭建服务器数据库队列等架构并观察瓶颈，适合练习扩展性和高可用概念。
Hey everyone! Sharing System Design Playground, which you might find useful for refreshing system design concepts in a visual, interactive way. You can build architectures with servers, databases, ca…
受众观点：① 部分用户关注工具无需安装账号、直接在浏览器里使用的低门槛体验（@SimplyJow, 3分） ② 有人关心与其他系统设计练习工具的差异和功能侧重，比如机制和特性是否不同（@SimplyJow, 3分） ③ 开发者开始联想到把可视化架构输出到 Terraform 等基础设施代码的可能性（@sirduke75, 2分）
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- @Optimal-Yak-9811 (4): Looks cool, will try
- @SimplyJow (3): Quite frankly, I have no idea how it compares, I only just checked it out. I didn't even know about this one. Well, on a quick glance, you can use directly on your browser, no installation nor account is needed. When it comes to mechanics and features they might differ quite a b…
- @sirduke75 (2): Can it output Terraform? Probably a simple addition.
- @SimplyJow (2): Not at the moment. It only allows for import and export in json format, in a structure that only the app understands. Maybe worth exploring such feature.
- @SimplyJow (2): At the moment you can import/export and drag-and-drop, using .json. It’s a great idea to have a screenshot feature
一位前端开发者统计自家 React 应用 310 条 Playwright e2e 测试的失败原因，发现大部分是定位器和时序问题而非真实缺陷，反思 UI 测试为何每次界面微调就大面积爆红。
Front end dev, i own most of our e2e suite, and last sprint finally annoyed me enough to count. We have about 310 Playwright tests on a react app. 71 went red after a sprint that, from a user's point…
受众观点：① 顶层评论直指问题在于测试写法错误，强调应使用基于标签和角色的用户视角定位器，并正确处理等待逻辑，把大部分假阳性消掉（@sazzer, 11up）② 有人强烈反对依赖 AI 自愈测试，认为 E2E 测试最重要的是可预测地失败，否则回归风险被掩盖（@mq2thez, 4up）③ 其他评论补充要修好可访问性标记、合理混用 test ID，并在开发阶段就同步即将到来的 UI 变更，而不是事后被动修测试（@0dev0100, 1up; @Any-Ask-4131, 1up; @azima_971, 1up）
展开评论
- @sazzer (11): You're doing your tests wrong. You said so yourself. And you've already said what the fixes are. Most of the test failures were because you had strict locators that broke when invisible DOM elements changed. Don't do that. Build locators based on what the user would actually see…
- @mq2thez (4): Look, to be frank, it sounds like your company sucks at writing good tests and isn’t trying particularly hard to improve at that. There’s always someone shilling a pile of AI shite aimed at fixing bad E2E tests, but it’s genuinely a terrible idea, because the one thing your E2E…
- @0dev0100 (1): Fix your markup. If you want something on a page to be locatable then you need to make it easy to locate
- @Any-Ask-4131 (1): I'd keep a few test IDs rather than make this an all-or-nothing choice: roles/labels for the controls, a test ID for a container that has no useful user-facing identifier. One caveat from Playwright's docs: passing getByRole tests isn't an accessibility audit, so keep that check…
- @azima_971 (1): Why are you not updating your tests before the changes land and everything breaks? Especially if you're both the developer and the tester, your testing process should know about the changes that are coming before they hit your tests. even more do if you have a huge number of UI…
作者展示了一个为自己小说打造的 3D 场景网站，通过立体画面和文字结合来增强故事沉浸感，并向社区征求首屏印象和整体浏览体验的反馈。
http://enquantodurarafe.com.br/ Writing is a hobby of mine, and I thought it would be a great idea to build 3D scenes from my book on this website to bring the story to life and engage readers. I'd l…
受众观点：① 多位用户认为 3D 场景营造的氛围很强，首屏视觉冲击力足，能迅速把人带入书中的世界（@TrueMouse3239, 1分；@NationalBit3583, 1分） ② 评论集中提到加载时间偏长、移动端卡顿严重，担心网络较慢或手机用户在看到内容前就流失（@TrueMouse3239, 1分；@TheS4m, 1分） ③ 有人觉得整体氛围不错但页面略显拥挤、导航不够顺滑，希望在视觉和可读性之间更好平衡（@TrueMouse3239, 1分）
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- @TrueMouse3239 (1): the 3d scenes are cool, it gives a nice atmosphere right away. the load time is bit long on my end though, maybe people with slower connection will bounce before seeing anything. after scrolling through, i like how the text is integrated with the visuals but some parts feel a li…
- @TheS4m (1): on mobile is laggy asf
- @Infinite-Lake-7523 (1): That’s so sick. Gonna save for later uses
- @Neither_Swing9662 (1): Cool
- @NationalBit3583 (1): first impression is genuinely impressive, the 3D atmosphere pulls you in right away and it feels like an actual book world rather than a generic promo page. after scrolling though the load time and mobile performance really hold it back. if you can lazy-load the heavier scenes o…
作者开源了 immich-convert-originals 工具，通过 Immich API 把图库中的原始照片和视频批量转成 JPEG-XL、HEIC、AVIF 和 AV1 等高压缩格式，以显著减少自建 Immich 相册的存储占用。
I'm the author - free + MIT, not affiliated with Immich. My library was mostly phone uploads: live photo pairs, 12MP stills, 4K clips. Immich stores everything exactly as uploaded, which adds up fast…
受众观点：① 关心是否应该在 Immich 侧改缩略图或原图格式、担心升级后被覆盖的用户（@async2, 9分） ② 想确认 JPEG-XL 对 JPG 是否真的是无损封装、以及对 live photo 视频部分画质和性能影响的用户（@Guy_In_Between, 5分） ③ 对 JPG→JXL 实际压缩比例、live 视频是否要转码以及 AV1 作为默认视频格式表现感兴趣的 Immich 使用者（@No-Topic-1545, 6分）
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- @async2 (9): Would it not make more sense to upstream and make the thumbnail image format configurable? Otherwise it's overwritten every time images are regenerated.
- @async2 (8): Ah I missed that. Then it makes more sense. However, I keep the images in the original format to not lose quality from conversion.
- @No-Topic-1545 (6): It's not about the thumbnails. It's the original images themselves, hence why it's named immich-convert-originals. It makes a massive difference on i.e. live photos. 15MB -> 2MB.
- @Guy_In_Between (5): JXL is actually good for archiving because it converts existing JPGs losslessly, unlike if you'd try to convert them into HEIC or AVIF. Plus, you can always restore the exact same JPG, without any bit being modified. But, since the live part of the photos are basically just vide…
- @No-Topic-1545 (2): You are right, JPG -> JXL is handled by cjxl and that's a lossless compression which averages around 20-25% for my images and is bit-perfect restorable back to jpg. For the live video part you can actually choose to not convert (default) or convert to any of the formats that you…
原帖作者分享将自建 Stalwart 邮件服务器从 0.16 迁移到 1.0 的完整演练过程，提醒这是一次涉及数据库布局和管理 API 变更的非平滑升级。
1.0 is out since Sunday, so I tested the upgrade with a copy of my server first. Heads up: this is not a simple image update. 1.0 has a new db layout and won’t open a 0.16 store. And latest already p…
受众观点：① 也在准备从 0.16 升级到 1.0、但担心生产邮件队列和配置丢失的 Stalwart 用户（@Such_Ad_1121, 2分） ② 有自定义自动化脚本或管理面板、担心静默 API 变更导致脚本失效的运维（@LukaGOGO, 2分） ③ 被迁移流程吓到、不确定是否需要先起一个空的 1.0 实例才能跑迁移工具的新手（@Pihomeserver, 1分）
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- @LukaGOGO (2): i did a dry run for another stack recently and silent api changes broke all my automation too. Good call isolating the docker network so the queue didn't just start blasting emails everywhere lol) Are you rewriting your admin scripts to match the new schema now, or just waiting…
- @Such_Ad_1121 (2): Great to hear, thanks for reporting back. Good to know it works on another setup too, not just mine. Agreed, not the easiest one.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Such_Ad_1121 (1): I'd mentioned in another post that I wanted to try 1.0, so I had a bit of a head start on this. I changed my little admin app before upgrading, it now just checks which field name comes back (enable or isEnabled) and uses that one. Works with both versions, so I didn't have to r…
- @Pihomeserver (1): I'm afraid to make the migration. I understood that I have to create a 1.0 instance, empty but up and running to get the configuration files and data folder setup. Only then you can run the migrate command. Is that correct ? I have started a 1.0 instance and get error on the dom…
帖子讨论 CVE-2026-115560 这一 PHP 远程代码执行漏洞，结合 php.net 公告说明该问题只在极少见的配置组合下触发且可通过关闭 session upload progress 等方式缓解。
r/webdev CVE-2026-115560: Unpatched PHP RCE Vulnerability
受众观点：① 有人贴出官方 php.net 公告链接，帮助大家获取权威信息来源（@allen_jb, 5up）② 多条评论指出该漏洞需要非常罕见的配置组合才会触发，实际风险面有限（@zlex, 4up; @bwwatr, 1up; @barrel_of_noodles, 1up）③ 也有评论从法语说明文案细节入手，体现出社区对公告表述和配置项翻译的关注（@Quirky_Effective6801, 1up）
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- @allen_jb (5): Related php.net announcement: https://www.php.net/archive/2026.php#2026-10-23-1
- @zlex (4): Seems very unlikely that anyone would have this particular pattern.
- @bwwatr (1): Exactly the one. I saw this post and thought I was in for another fun day. But no this is from 4 days ago, can be mitigated by turning off session upload progress, and is only even possible if you're running non-default value on the session.serialize_handler ini setting and then…
- @barrel_of_noodles (1): "The issue can only occur under an unusual combination of configuration and application code"
- @Quirky_Effective6801 (1): Petite chose: "atténuation du progrès du téléchargement" se lit mal, il s'agit de la progression des téléchargements (session.upload_progress) non? Le reste, soit.
一位运营小型 B2B AI 工具的创始人分享，客户在其基础设施上运行的 agent 因工具报错陷入重试死循环，短短一夜调用 3.1 万次烧掉 4700 美元模型费，被迫自掏腰包并事后补上按客户维度的预算限额和重试上限。
We run a small b2b tool with a lean team of 3, customers run agents on our infra, we pay the model bill and then charge them monthly for usage. Thursday ended normally but Friday morning the openai d…
受众观点：① 很多人认为这是便宜的学费，提醒早期就要为极端情况买单并建立风控（@onlycliches, 11分） ② 有人强调既然是你自己的基础设施，责任主要在服务商而不是客户（@Queasy-Current6170, 8分） ③ 也有开发者主张 BYOK，让客户自己承担模型账单，避免平台替别人扛用量风险（@d2xdy2, 4分）
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- @onlycliches (11): You are lucky to have learned this lesson so inexpensively.
- @Queasy-Current6170 (8): If it's your infrastructure, you're the one at fault
- @d2xdy2 (4): BYOK. I’ll be damned if I’m on the hook for someone else’s AI usage. Let them experience that bill.
- @ZweihanderGames (3): we had to eat most of it You mean all of it right? Tell me you didn't go and charge a customer extra for your systems failure.
- @CuriousCapsicum (3): Painful lesson. Any thoughts on why you didn't see this coming?
一位开发者在用 NestJS v12、Prisma 和 PostgreSQL 为申诉门户实现基于 @nestjs/authentication 的会话登录，询问如何把现有后端认证体系正确扩展到 React 前端。
I'm developing a Grievance Redressal Portal as a learning project. My backend is built with NestJS, TypeScript, Prisma, and PostgreSQL. I have been implementing authentication (User Sign In and Sign…
受众观点：① 多位回复强调后端关键是开启针对 React 源的 CORS，并用 httpOnly cookie 携带会话，而不是在前端自己存 token（@Existing-Scar9191, 3分；@nachga, 2分） ② 评论者建议在 React 侧实现一个统一的 fetch/axios 封装，默认带上 credentials 并集中处理 401，把用户重定向到登录页，避免在各个组件里到处判断（@AbdelrhmanDev, 3分） ③ 有人提醒要尽早考虑 CSRF 防护，以及避免在注册接口返回包含密码哈希的完整用户对象，同时登录失败应统一用 UnauthorizedException 防止枚举邮箱（@codesbyshivam, 1分）
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- @Existing-Scar9191 (3): On the backend, the main changes are enabling CORS for your React dev origin and deciding how the session is carried. For a learning project I'd go with an httpOnly cookie (credentials: true in CORS, plus credentials: 'include' on the frontend fetch or axios calls), so you're no…
- @AbdelrhmanDev (3): the cookie answer above is the right direction, and on the react side the piece that saves you pain is one central fetch wrapper with credentials included so every request carries the cookie, and a 401 handler in that same wrapper that bounces the user back to the login page ins…
- @Unlikely_Ebb_6344 (2): Since you are already wiring up `@nestjs/authentication` v12 by hand, the biggest shift for your frontend is moving away from manual token management in local storage. Configure your backend to issue httpOnly cookies instead and build a small custom fetch hook in React to attach…
- @nachga (2): Conceptually: your sign-in endpoint returns a token (or sets an httpOnly cookie), the React app sends it on every request, and a guard on the NestJS side validates it. What changes in the backend: - Enable CORS for the React origin (and credentials if you use cookies). - Return…
- @codesbyshivam (1): Since you're using session cookies, the backend is mostly done. The main thing is getting the browser to send that cookie. If React is on a different port, turn on CORS with your exact frontend origin and credentials: true, and send every request with credentials: 'include'. Mis…
作者分享用 Claude Opus 5.5、TripoAI 等 AI 工具开发钓鱼+探索独立游戏第 13 周进展，并详细拆解 Decisions.md 工作流和近千美元的 AI 成本构成。
Hello there again :) This is Week 13 of me posting this "dev log" so to say and explaining how I do things and talking about progress. While "exploration" mechanic was added one week ago, I was final…
受众观点：① 玩家和独立开发者对“船在瓶中”裂瓶特效、探索机制等细节很买账，觉得这种小设计值得截图收藏（@BoxLegitimate9271, 10分） ② 评论里有人好奇和跟进，补充瓶子漏水等动态效果，说明大家关注沉浸感和打磨程度（@RUSuper, 7分） ③ 也有其他在做车类游戏的开发者表示会跟着用 Claude，关注 AI 在 3D 游戏制作中的可复制性（@Confident-Bonus6381, 2分）
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- @BoxLegitimate9271 (10): the rarest ship cracking its own bottle when it fires is such a good detail. that one gets screenshotted
- @RUSuper (7): Yeah and bottle starts leaking a bit through cracks :)
- @LancelotLac (3): ship in a bottle is pretty cool on its own
- @LancelotLac (2): Worth it
- @Confident-Bonus6381 (2): I am also making a car game I'll also use claud then
发帖者删掉旧 Netlify 账号后发现自有域名仍被旧团队占用，想知道如何把该域名重新绑定到新 Netlify 账户。
I deleted my old Netlify account, but now my domain says it’s already managed by another Netlify team. How can I connect it to my new account? Read more I deleted my old Netlify account, but now my d…
受众观点：① 很多开发者不知道删除 Netlify 账号并不会立刻释放域名，仍然挂在旧团队配置上（@letshavefunapp, 1up）② 评论强调通过 TXT 记录证明域名所有权、切回注册商 DNS 或联系支持是常见解法，但细节分散在长评论里（@letshavefunapp, 1up）③ 原帖作者只简单致谢，说明不少新人对 DNS/域名所有权和平台绑定机制仍然一知半解（@mohdfaraz0, 1up）
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- @letshavefunapp (1): This usually means the domain is still attached to a site on the old team, and deleting the account doesn't always free it right away. A few things to try, in order: In the new account, add the domain again and look for the ownership check. Netlify can ask you to add a TXT recor…
- @mohdfaraz0 (1): Thank you bro 🙂 i
楼主困惑于为什么会有专门给 Anthropic、OAI 等前沿实验室卖强化学习环境的公司，质疑既然能做出有价值的 RL 环境，为何不自己筹资训练模型而是当“环境供应商”。
Recently I've been getting bombarded with reach outs from companies that build RL environments and sell to frontier labs like Anthropic, OAI, etc. I'm not really understanding how and why these compa…
受众观点：① 有人认为要让模型具备泛化能力需要大量不同 RL 任务和环境，设计这些环境本身就很难，普通团队即便有一个环境也缺乏对大量既有环境的访问权（@Bardy_Bard, 13分） ② 有评论指出“自己拉 VC 训模型”在现实中门槛极高，算力成本和与巨头竞争的难度远超想象，而把环境卖给大实验室是更精瘦的生意模式，可以专注在自己擅长的那块（@Disastrous-Shoe3450, 4分） ③ 也有人从商业可持续性角度怀疑这些公司长期议价能力，认为更有前景的是围绕熟悉的工作流做 AI 产品，否则环境设计工作可能被实验室内化或商品化（@Pale-Training-6944, 4分）
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- @Bardy_Bard (13): I believe you need a lot of different RL models to get that generalization going and it’s hard to do them. So unless you have access to the already built RL models you just have a RL model + open source to draw upon
- @Disastrous-Shoe3450 (4): The "just raise VC money and train your own" route sounds cleaner on paper than it is in practice. The compute cost alone for a frontier-level training run is eye-watering, and securing that kind of cash means convincing investors you can compete with labs that already have bill…
- @Pale-Training-6944 (4): My suspicion is that many of these companies are transitional businesses built around the current bottlenecks in model development. Selling environments to labs makes sense today, but I’m skeptical about how much lasting bargaining power the suppliers will have. The more interes…
- @GuessEnvironmental (1): Pre training is expensive and post training is expensive if you want the model to be as general as possible. Also designing the rl environments is also really hard and expensive depending on what it is built for it is a lot of trial and error and designing things that actually i…
- @InterestingCarrot997 (1): my guess is it's mostly the reward design and the grading, not the sandbox itself. building an env where the model cant just game the checker is way harder than it sounds
发帖者嫌每个项目都为企业邮箱付费太贵，于是基于 Cloudflare、Workers 和 Resend 等服务自建了开源邮件转发与发送方案 OpenInbox，专门给独立开发者和学生用自有域名收发邮件。
I’ve been working on a few projects lately, and email has been the most annoying part of all of them. I buy a domain, and then realize I can’t put a gmail address on a contact page without looking li…
受众观点：① 有人表示自己直接用 Cloudflare 做邮件转发，认为这是最简单的方案（@sdubois, 1up）② 也有用户推荐 SimpleLogin 这类付费别名服务，强调可以用自有域名收发且体验不错（@chaoticbean14, 1up）③ 其他人提到 purelymail 这类低价服务和 Cloudflare 官方 Email Service，说明大家在价格、易用性和可编程性之间权衡不同（@nephpila, 1up; @iechicago, 1up; @dim_mailing, 1up）
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- @sdubois (1): i just forward with cloudflare
- @dim_mailing (1): forwarding really is the simplest move for most cases, i did that for years. but i started hitting walls when i wanted to actually send from those addresses without gmail's "on behalf of" stamp showing up. if you're just receiving though it's pretty much perfect
- @chaoticbean14 (1): SimpleLogin (by Proton crew) is fantastic for that. It's a paid functionality - but imo, way worth it. You can setup your domains however you want, then add whatever emails for it and have them sent to whatever personal email you have (i.e. I setup 'hello@mydomain.com' and it se…
- @nephpila (1): purelymail is like 10$ / year with unlimited domains
- @iechicago (1): I've been using this on Cloudflare, it works flawlessly so far and it was completely set up via their MCP - I didn't write any code: https://developers.cloudflare.com/email-service/get-started/send-emails/
作者做了一款名为 Sixty to One 的 Oregon Trail 风格网页游戏，用两户家庭从 1865 到 2025 的相同选择对比，模拟带有文献来源的历史经济差距。
Sixty to One follows two families from 1865 to 2025. They hit the same events and get the same choices, but one of them faces sourced historical disparities: wage gaps, redlining, smaller inheritance…
受众观点：① 有玩家很喜欢这种把观点藏在规则里的 message game，认为“系统本身就是信息”的设计很有力量（@DoomGoober, 3分） ② 有人特别认可把所有种族相关输入设为相等后差距消失的设计，这是少见的内置可证伪检查，让玩家看到哪些参数真正驱动结果（@QuanTradin, 1分） ③ 评论里也有人单纯被预览图和主题吸引，觉得这是一个有趣的教育向小游戏（@javon27, 6分）
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- @javon27 (6): https://preview.redd.it/i-made-an-oregon-trail-style-game-where-you-cant-play-your-v0-rm92m9kj81yh1.png?width=1200&format=png&auto=webp&s=1587e664ebaa06a16481a856c15ffcd6f82bdaf9
- @DoomGoober (3): Absolutely love message games. "The system is the message."
- @QuanTradin (1): the check where setting every race-keyed input equal makes the gap vanish is the best design choice in there. it's a falsification test built into the game, and most sims never let you see which input is doing the work.
这是作者分享自己用约 6.2 万行汇编实现体素沙盒游戏的技术细节帖，介绍光照、网格生成、调用约定测试和爆炸算法等实现。
author here, couple of things in the code i think are kinda neat: lighting is a bfs over a 5x5 window of chunks, positions packed into one dword so a neighbour step is just an add the mesher copies t…
受众观点：① 对作者能用汇编写出完整体素引擎感到震撼，把它当作 LLM 提示工程玩笑的读者（@floodyberry） ② 对在体素世界里加入构造板块、地形和生物群落等复杂生成系统有兴趣的游戏开发者（@ysustistixitxtkxkycy） ③ 想借此机会学习 payne-hanek、cody-waite 等高精度数值算法在汇编中应用的工程师（@jubbajubbjubb）
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- @floodyberry (7): congratulations on your llm prompting ability!
- @ysustistixitxtkxkycy (1): That is glorious. On my long list of side projects I'll probably never get to was adding working tectonics and biomes to a voxel sandbox (ie have coasts and mountains auto-generate from the tectonics and biomes populate the world using cellular automata style rules.
- @6769626a6f62 (1): Initial commit: +80,797 Gee I wonder if this is vibe-coded.
- @jubbajubbjubb (1): I was peeking through some of the code for practice reading Assembly myself. I saw some comments- What is “ payne-hanek” and “ cody-waite” and what problem is it solving in this case? That sounds like heavy thinking layered on top of parsing something in assembly
- @Dry-Engineering-8969 (0): thanks!! tectonics would be sick honestly. right now it's all noise fields (continentalness/erosion/temp/humidity) so mountains just kinda happen instead of coming from plates colliding lol plates + CA biome spread is a cool idea tho, prob doable as a pre-pass on a low-res map.…
Ψ-0.6 提出一种“streams of thought”模型，把文字、深度、运动、相机位姿和想象场景统一进一个世界模型，在 MindCube、FlowBench 等空间推理与物理预测任务上超过其他开源模型，并能从模拟房间迁移到真实机器人桌面。
Chain-of-thought transformed AI reasoning, but it is limited to words. What's the physical-world analogue? Introducing Ψ-0.6, one model that reasons in *streams of thought*: words, depth, motion, cam…
受众观点：① 评论区基本只有删帖和简单吐槽“bot”，几乎没有对模型架构、实验结果或应用前景的实质讨论（@[deleted], 2分；@Benlus, 1分） ② 从有限评论可以看出部分用户对自动转发论文的机器人贴有抵触情绪，说明很多人还没认真看内容，对论文本身的价值认知度不高（@Benlus, 1分）
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- @[deleted] (2): [removed]
- @Benlus (1): bot
这篇帖子讨论在自动化和程序化操作网站兴起背景下，让前端通过 iframe 暴露标准化客户端接口的设计思路。
There's been a big resurgence lately in automating and interacting with sites programmatically. I've been arguing for a few years that every front-end should be embeddable as a component and have its…
受众观点：① 被示例说服，开始意识到给 iframe 设计正式 API 能显著提升复用和嵌入体验的前端开发者（@Primary_Ads） ② 还停留在传统 DOM 访问模型、对 iframe 能力边界和跨域限制有疑问的工程师（@wwb_99） ③ 关注隐私和追踪，担心新通信层削弱站点可观测性和风控能力的开发者（@bastardpants）
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- @Primary_Ads (2): honestly much more compelling than I expected something titled "iframes should have an api" to be, the example provided really makes it clear how useful this could be. it seems more useful than the already very useful zoid, although I dont really work on products that need eithe…
- @wwb_99 (1): It has been a long time since I've done real javascript browser skuduggery, but don't you have access to the DOM for said iframe from within the greater frame?
- @bastardpants (-1): At the end of the day, a message your page sends to code you've already loaded from my site is one less thing I can track. I need to read the details tomorrow; it's late and my eyes glaze over after reading too much Claude output.
作者在硕士论文中为机器人策略里的扩散式动作生成做了加速器，离线指标与原模型高度一致，但真实机器人抓书上架任务表现明显变差，正在纠结向 MLSys 投稿时如何呈现这一负面部署结果。
For my master’s thesis I built an accelerator for diffusion-based action generation in robotics policies. Offline, it looks great: the median absolute deviation between the accelerated output and the…
受众观点：① 做机器人或强化学习系统的研究者，关心从模拟或离线评估走向真实部署时的失配问题。② 准备向 MLSys 等系统会议投稿的学生，希望了解负面结果如何写进论文而不是被隐藏。③ 在工业界负责模型上线的工程师，对“好看的离线数值却带来坏的线上体验”有切身体会。
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- @SillyNeuron (1): Many would submit their papers without being honest about the deployment failure and still get accepted. So, I appreciate your honesty here.
- @Significant_Bee_2025 (1): but what do you think ?
- @Significant_Bee_2025 (1): and how do you know if they are getting accepted ?
有人用 Python FastAPI 和 React 重做了被 Meta 关停的 Papers with Code 网站，并以 Apache 2.0 开源代码和 API，希望社区一起打造追踪 AI 论文与 SOTA 的新平台。
Papers with Code is now open-source with an Apache 2.0-license. The goal is to collaboratively create the best paper interface with the community! Over the past couple of months, I've been working wi…
受众观点：① 有用户肯定这个项目填补了原站被关停后的空白，但也指出旧版并不完美，希望新站能更关注“每个任务最有价值的数据集和基准”，而不是只按最高分排序（@skadoodlee, 4分） ② 评论关心数据覆盖范围，询问当前是否只从 arXiv 向前增量抓取，还是已经对历史论文做了回填，担心会漏掉很多重要工作（@skadoodlee, 4分）
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- @skadoodlee (4): Good to see efforts trying to bring it back. I missed it, even though it was far from perfect. I think it would be nice to focus on finding the highest value benchmarks/datasets per task, besides just finding papers with the highest score. Could provide some real value there. Th…
作者开源了一个在 ZeRO-3 场景下用 LoRA 做自蒸馏的实现，用 EMA teacher 但只需维护轻量适配器，已在 Qwen3.5 和 ToolAlpaca 上验证可跑通。
Self-distillation methods usually rely on an Exponential Moving Average (EMA) teachers to get synced and stable critics. However, this doesn't scale well for large models since holding both teacher a…
受众观点：① 关注自蒸馏和指令微调落地的工程师，会在意如何在不翻倍显存的前提下引入 EMA teacher 提升稳定性。② 使用 DeepSpeed / ZeRO-3 做大模型训练的独立开发者和小团队，希望有现成脚手架减少配置踩坑。③ 对 Qwen3.5、ToolAlpaca 等开源模型做二次开发的人，想了解有哪些可直接复用的自蒸馏方案。
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- _无评论_
PrunaAI 发布了一组基于 Qwen-Image-2.1 的 6 步 LoRA 适配器，在保持画质的前提下把扩散步数从 40 步压到 6 步，并去掉单独的 prompt upsampling 步骤以节省生成时间。
Hey! We published a set of 6-step LoRAs, one without the upsampling step: https://huggingface.co/PrunaAI/P-Q-Image-2.1 - Generate or edit images in just 6 steps instead of 40. Use 6-steps for preserv…
受众观点：① 在应用里大量调用图像生成 API 的独立开发者，希望降低推理成本和响应时间。② 关注扩散模型蒸馏、few-step sampling 等研究但缺少可直接落地实现的工程师。③ 做创作工具或电商、广告场景的产品经理，关心用户体验与 GPU 账单之间的平衡。
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- @[deleted] (2): [removed]
- @Benlus (1): bot
作者分享自己开设的 GPU kernel engineering 免费系列课程首期内容，总结了检查算力、区分驱动与 CUDA 工具链、正确计时 GPU kernel、处理 Nsight 计数器权限以及做 smoke test 等一整套实用环境搭建经验。
I'm working through a free series on GPU kernel engineering (my own channel; I posted the roadmap here earlier: https://www.reddit.com/r/MachineLearning/comments/1xa4h2g/open_gpu_kernel_engineering_s…
受众观点：① 想从高层框架下潜到 CUDA kernel 优化的一线工程师和学生。② 需要自己搭建 GPU 训练与 profiling 环境的独立开发者，尤其是用云厂商或托管平台的用户。③ 对性能调优感兴趣但被驱动、toolkit、runtime 版本问题劝退的初学者。
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一位创作者把自己和 Indie Hackers 群体的观察丢给 Claude，让它生成 Kurzgesagt 风格分镜和视频，并在 Reddit 问大家这段 AI 生成的故事是否真实准确。
I shared Claude my observations about Indie Hackers and myself and asked it to create storyboard and generate video in Kurzgesagt style. It was not one shot and had to prompt multiple times What do y…
受众观点：① 唯一高赞评论直言视频看不下去，大脑第一反应就是典型的 AI 糊弄内容，缺乏吸引力（@CupcakeWaffleCream, 1分） ② 评论隐含的担忧是，形式再像 Kurzgesagt，如果故事里没有真实细节和情绪，观众会直接把它归类为低价值 AI 内容（@CupcakeWaffleCream, 1分）
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- @CupcakeWaffleCream (1): Honestly I could not finish watching it. My brain immediately was like wtf is this ai slop.
作者开源了一个用 PyTorch 手写 Transformer 分类器反向传播的极简示例，通过自定义 backward 和跟踪注意力层梯度，帮助读者理解自动求导在 Transformer 里的底层实现。
I’ve uploaded a minimal, self-contained implementation of manual autograd for a transformer-based classifier in PyTorch. It can help build intuition for what autograd is doing under the hood and is a…
受众观点：① 帖子目前几乎没有评论，说明大多数读者还停留在围观阶段，尚未在实现细节或使用体验上给出反馈（无高赞具体技术讨论） ② 从分数和浏览情况推测，这类“教学型最小实现”有一定兴趣度，但社区还没把它和具体应用场景（如自定义算子、性能优化）联系起来讨论（评论区无信息增量）
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有人在 r/webdev 分享一篇号称现代 CSS 响应式设计指南的文章，并邀请大家补充遗漏内容，但移动端页面底部模糊和文案表述引发质疑。
If I missed anything, let me know! Read more If I missed anything, let me know! Read more
受众观点：① 有人反馈在手机上浏览时页面底部约 15% 被模糊处理，直接影响阅读体验，让人对内容质量打折扣（@cc3see, 1分） ② 同一位评论者质疑作者把响应式 CSS 说成是一种 SEO 形式，认为这种表述让人困惑甚至误导（@cc3see, 1分）
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- @cc3see (1): Can’t understand why the bottom 15% of your website is blurred on mobile. So despite the potential quality of your content I’ve immediately dismissed it as not a good resource. I also have no idea what you’re trying to say by responsive CSS is a form of SEO.
独立开发者 Isac 正在打造一款叫 cubit 的跨设备加密文件与链接传输工具，自称是比 airdrop 更强的多平台智能发送小方块，并开放官网等候补名单和链接分享功能。
hey! im a solo dev and i’ve been working on this for about 3 months now. its called cubit. cubit is a little cube that lives on your devices and lets you send stuff to each other, kind of like a supe…
受众观点：① 关注跨平台文件传输体验、对 AirDrop 受限或多设备协同不顺畅感到不满的用户 ② 对加密传输、隐私安全和链接分享体验有要求的远程协作团队和自由职业者 ③ 关心独立开发者如何从小工具切入、通过 waitlist 和邀请机制冷启动产品的 maker 群体。
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作者在讨论自蒸馏时常用 EMA teacher 的做法，向社区征集除了 EMA 之外同样稳定且能随学生一起提升的 teacher 设计和相关论文代码。
Hi guys, Self-distillation methods, see Self-Distillation Fine Tuning SDFT, usually use an EMA (Exponential Moving Average) teacher to get synced and stable targets. I wanted to ask the community for…
受众观点：① 做指令微调、自蒸馏或对齐训练的研究工程师，希望找到比 EMA 更稳定或更省资源的 teacher 设计。② 在小显存环境下训练中大模型的独立开发者，想减少维护 EMA teacher 带来的额外开销。③ 对蒸馏理论和 teacher-student 动态感兴趣的学生和研究者。
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一位在做多个项目的开发者吐槽买了新域名却不想为每个项目单独付费企业邮箱，但又不能在官网上放 Gmail 地址显得很不专业。
I’ve been working on a few projects lately, and email has been the most annoying part of all of them. I buy a domain, and then realize I can’t put a gmail address on a contact page without looking li…
受众观点：① 原帖提出的核心矛盾是：项目多、域名多，但为每个都单独付费企业邮箱成本太高，用免费 Gmail 又会让登陆页显得像诈骗站点（原帖作者） ② 背后折射的是很多 indie hacker 在基础设施上既想省钱又想显得专业的普遍焦虑，尤其是对外沟通渠道该怎么搭建还没形成共识（帖子整体讨论方向）
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TheySaid 4.0 是一款嵌入 Claude、Cursor、Jira 等工作流的用户测试工具，用真实或合成用户快速验证设计和工单，帮助团队减少"验证债"。
Theysaid
受众观点：① 经常在没时间招募受访者的情况下拍脑袋决策的产品经理和独立开发者，对在 Claude、Cursor 里直接拉用户测试很感兴趣（@Theysaid） ② 已经在用问卷或 Typeform 等工具收集反馈，希望用 AI 总结和提炼可执行洞察的团队（@Typeform） ③ 对合成用户是否可靠、想知道和真实用户结果差异有多大的数据驱动团队（@Serand）
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- @Overview (0): * [Launches4](/products/theysaid#launches) * [Reviews7](/products/theysaid/reviews) * [Alternatives](/products/theysaid/alternatives) * [Customers](/products/theysaid/customers) * [Built with](/products/theysaid/built-with) * [Team](/products/theysaid/makers) * More This is the…
- @Typeform (0): •[6 reviews](/@winstonzin/reviews) #### What's great * The conversational flow makes testers open up more, so we get clearer answers faster. * Training the AI with our docs and URLs took almost no time. * The summaries are spot on and help us decide what to fix or test next. * T…
- @Typeform (0): We looked at a few other tools before picking Theysaid. Most options either felt too rigid or required extra setup that slowed us down. It let us move quicker and stay close to what users actually meant, not just what they typed into a form. Ratings Ease of use Reliability Value…
- @Theysaid (0): Maker 📌 Hey Product Hunt 👋 I’m Chris, co-founder of TheySaid. Years ago I built the original UserTesting, so I’ve spent most of my career helping teams watch real people use their products. Here’s what changed: your team now ships more decisions than ever (designs, tickets, PRs)…
- @Serand (0): Congrats team! Speed ia great but i do have a question about the quality of decisions based on synthetic feedback. How do you know how accurate it is? can we compare with actual results? Upvote (5) Report Share 8h ago [](/@arnab%5Fkarmakar1) [Arnab K](/@arnab%5Fkarmakar1)
Overmind 2 是一个开源平台，监控线上 AI agent 的真实调用轨迹，在自有基础设施上用生产数据训练和评估专用模型，让团队像"开关"一样升级自家智能体。
Overmind
受众观点：① 已经在生产环境跑客服、运营等 agent，希望系统性提升质量而不是只换大模型的团队（@Overmind） ② 关心如何定义"好"输出、想把领域知识沉淀成可维护 eval 套件的技术负责人（@Overmind） ③ 在意数据不出域、希望开源方案能跑在自家云上的工程团队和 indie hacker（@Overmind）
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- @Overview (0): * [Reviews](/products/overmind-2/reviews) * [Alternatives](/products/overmind-2/alternatives) * [Built with](/products/overmind-2/built-with) * [Team](/products/overmind-2/makers) * [Awards](/products/overmind-2/awards) * More Free Options Launch tags:[Developer Tools](/topics/d…
- @Overmind (0): Maker [@gavin\_fgg0815](https://www.producthunt.com/@gavin%5Ffgg0815) Totally agree Gavin, and honestly this is the exact problem we spent most of our time on. We do not try to turn "any data" into training data. We start from the agent's own production traces, so the inputs are…
- @Overmind (0): Maker Heyyy PH, Frey here, founding engineer at Overmind. When most teams hear "build your own AI", they picture a research lab, a GPU budget and a year of hiring. We think it should feel more like flipping a switch. So we built one open-source platform that watches every agent…
- @Overmind (0): Maker
- @Overmind (0): Maker
Orbit 是一款 iOS 应用，通过按时间表锁定刷屏应用，并要求完成举手机、做深蹲、求助朋友或付费等挑战才能提前解锁，帮助用户减少 doomscrolling。
Orbit
受众观点：① 被 Screen Time 报告吓到、每天大量时间浪费在 doomscrolling 上的普通用户（@Orbit） ② 做社媒运营或内容创作、既需要用 Instagram 等工具工作又容易被信息流拖走的从业者（@Orbit） ③ 对数字戒断产品感兴趣、想了解 iOS 上技术限制和可能交互设计的开发者（@Orbit）
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- @Productivity (0): Doomscrolling is free. Orbit makes it cost something. Pick a schedule and your apps lock themselves. Want back in early? Earn it: hold the orb, do squats, ask a friend, pay a little more each time, or win a shift at The Gate. Most times, you’ll stay out. * [Overview](/products/o…
- @Orbit (0): Maker 📌 Hey Product Hunt 👋 I’m Alara, one of the builders and the head marketer of Orbit! Last month, my Screen Time report said **10h 19m a day**. More than 80% of it was doomscrolling. I was a full-on blue light zombie: in bed at 1 AM, saying “just one more video,” waking up t…
- @Orbit (0): Maker [@kaitlyn\_bricker](https://www.producthunt.com/@kaitlyn%5Fbricker) Ha, paying wins again 😅 And you've hit on something real: for people who run social for work, the feed is also the office, and for me too. Honest answer: not yet. "What for?" has fixed options today ("Repl…
- @Orbit (0): Maker [@kaitlyn\_bricker](https://www.producthunt.com/@kaitlyn%5Fbricker) That’s a fair point, especially when Instagram is part of your job! Orbit doesn’t use a time allowance that work sessions eat into. During a blocking schedule, you still need to complete your chosen challe…
- @Orbit (0): Maker [@vyas\_raina](https://www.producthunt.com/@vyas%5Fraina) Thank you! And yes, that's exactly the problem we kept running into: the same app is a tool one minute and a feed the next. Detecting the drift automatically isn't possible on iPhone, and honestly we're glad: Apple'…
Spacesheep 是一款把任意 AI 代理生成内容转成可共享可评论可集成数据的可视化空间工具。
Spacesheep
受众观点：① 关注如何把 AI 生成文档变成可协作对象的用户，尤其看重逐行评论和版本沟通体验的人（@SonOf） ② 在团队里已经大量使用 Claude Artifacts 等工具，希望找到更强交互层来承接多代理输出的开发者和产品经理（@SonOf） ③ 想把现有 AI 工作流接入新工具，通过集成和实时数据流提升可视化表达的工程师和创作者（@Spacesheep）
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- @Overview (0): * [Reviews](/products/spacesheep/reviews) * [Alternatives](/products/spacesheep/alternatives) * [Team](/products/spacesheep/makers) * [Awards](/products/spacesheep/awards) * More Free Options Launch tags:[Productivity](/topics/productivity)•[Developer Tools](/topics/developer-to…
- @Spacesheep (0): Maker 📌 Hey Product Hunt, I'm Michael, founder of Spacesheep (YC F26). Agentic output is growing, while our ability to read remains the same. With Spacesheep you can turn any agentic output into a visual space. Share it with colleagues, comment on the exact line, or add an integ…
- @SonOf (0): I like the line comments. When a generated doc is almost right, that's where I'd want to point out the one thing that needs changing. Upvote Report Share 11h ago [](/@zerotox) [Kumar Abhishek](/@zerotox) Congrats on the launch, Michael!! This gave me the Claude Artifacts vibe, m…
Savor 是一款用 Now/Soon/Later 三栏管理碎片想法的 AI 待办与意图管理应用。
SavorApp\_AI
受众观点：① 喜欢极简分区，只愿意用少量分类来收集灵感和待办的效率工具爱好者（@SonOf） ② 对 Now/Soon/Later 这类时间语义想做个性化定义，希望工具支持自定义节奏的用户（@SavorApp_AI） ③ 对“是不是又一个 AI 包装层”持怀疑态度、在意工具是否有独特工作流设计的开发者和重度 GTD 用户（@Lancepilot）
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- @Productivity (0): Savor is an Intention Layer™ for thoughts that never reach your to-do list. Speak, type, or snap a photo to create a clear card in Now, Soon, or Later. Reminders bring it back when it matters. Take Action (Beta) helps you explore options, build a plan or list, and draft words yo…
- @SonOf (0): Now, Soon and Later is about as much sorting as I'd want to do when saving a passing thought. Nice to keep that first step small. Upvote (3) Report Share 11h ago [](/@aaditya%5Fmenon) [Aaditya Menon](/@aaditya%5Fmenon) [SavorApp\_AI](/products/savor-3) Maker [@oleksii\_sekundant…
- @Lancepilot (0): Isn't this basically another AI wrapper? Upvote (2) Report Share 8h ago [](/@juri%5Fhenley%5Fcohn) [Juri Henley-Cohn](/@juri%5Fhenley%5Fcohn) [SavorApp\_AI](/products/savor-3) Maker