以"煮牛排几乎不需要技术"为类比引发的激烈讨论，核心争点是AI辅助编程（vibe coding）是否正在系统性地降低软件开发的技能门槛和质量标准
Almost no skill required to cook a steak ①商业结构视角下的质量降级：用户接受了低质量产品，老板就会削减有经验的开发者，这是系统性的恶性循环，不只是技术问题（@richwater, 0 likes） ②vibe coding"够用论"的正方论据：人类手写代码本来就良莠不齐，AI快速迭代满足了绝大多数用户实际需求（@freediddy, 0 likes） ③商业领袖层面有微弱改变信号：有评论者注意到部分企业决策层开始重新重视代码质量（@andrewstetsenko, 0 likes）
以"煮牛排几乎不需要技术"为类比引发的激烈讨论，核心争点是AI辅助编程（vibe coding）是否正在系统性地降低软件开发的技能门槛和质量标准
①商业结构视角下的质量降级：用户接受了低质量产品，老板就会削减有经验的开发者，这是系统性的恶性循环，不只是技术问题（@richwater, 0 likes） ②vibe coding"够用论"的正方论据：人类手写代码本来就良莠不齐，AI快速迭代满足了绝大多数用户实际需求（@freediddy, 0 likes） ③商业领袖层面有微弱改变信号：有评论者注意到部分企业决策层开始重新重视代码质量（@andrewstetsenko, 0 likes）
深度解析《银翼杀手》标题卡片排版设计的精妙之处，评论区延伸到 LLM 与人类手工艺的边界讨论
①评论者认为这些标题卡片如果放到今天，人们很可能误以为是 LLM 写的（@schoen，指出破折号用法和文案风格与 LLM 输出高度相似）②对 LLM 时代"人类触感"稀缺性的感叹（@lilboo，"LLM 能做90%，让人记住的是那10%人味"）③有人觉得文章标题本身起得不准确（@freetime2，建议改为"银翼杀手的标题卡片制作精良"而非"惊艳"）
一个研究AI Agent指令权限审批的互动游戏，统计显示40k次游玩中人类有三分之一的恶意威胁指令被漏判放行
①"持续请求用户授权"这种安全模型的根本缺陷：评论者认为历史上从未真正奏效，是已被反复验证失败的机制（@continuational, 0 likes） ②"点击确认"按钮的法律免责本质：模型厂商通过让用户点击来转移责任，不是真正的安全保障（@cmiles8, 0 likes） ③即使有明显警告人类仍会忽略：原作者分享统计数据，npm run命令的历史日志被绝大多数玩家直接跳过（@Wirbelwind, 0 likes）
OpenAI 官方发布三条连续推文宣布 ChatGPT 新功能更新，覆盖 GPT-5.6 Sol 相关能力或界面变化，三平台开发者社区同步关注此次更新动向
OpenAI 官方发布三条连续推文宣布 ChatGPT 新功能更新，覆盖 GPT-5.6 Sol 相关能力或界面变化，三平台开发者社区同步关注此次更新动向。
受众观点：三条官方推文评论区主要集中在新功能的实际体验反馈，以及与竞品（Claude、Gemini）的横向对比讨论。具体评论数据因 comments_status 限制无法完整引用，主要信息来自 post_text。
两位 Twitter 用户分享 OpenClaw 平台真实使用案例：一位深度用户总结210小时使用经验全攻略，另一位展示用6个AI agent自动挖掘本地无网站企业并完成销售闭环的实际业务跑通案例
两位 Twitter 用户分享 OpenClaw 平台真实使用案例：一位深度用户总结210小时使用经验全攻略，另一位展示用6个AI agent自动挖掘本地无网站企业并完成销售闭环的实际业务跑通案例。
受众观点：①评论区讨论 VPS 作为 OpenClaw 运行环境的优劣权衡（@AceAdamsCode, 18赞，Twitter），认为 VPS 是入门好选择但非终极方案；②评论者质疑本地企业外拓的实际响应率（@raymatos, 51赞，Twitter），指出响应率低于1%是已知问题；③有评论者认为本地企业网站外拓这个 use case 本身很有价值（@michielmv, 12赞，Twitter），核心在于实际工作流程验证。
DeepSeek 即将涨价，有团队在租用 GPU 上复现了其当前价格，得出结论涨价原因是服务器过载限流而非亏损。
on the upcoming deepseek price increase we've been able to reproduce their current prices even on rented GPUs so this likely isn't because they're "losing money" it's traffic shaping because they are…
受众观点：① 对复现价格结论震惊，认为这打了 DeepSeek 基础设施团队的脸（@LacoMokry, 83likes）② 担心 OpenCode 等美国提供商价格受影响（@1kartikkabadi1, 74likes）③ 问何时能在中国以外通过 OpenCode Go 使用 DeepSeek（@antoinecojp, 50likes）
展开评论
- @LacoMokry (83): @thdxr Reproduce their prices really? Would spell big implications for their supposedly legendary infra team.
- @1kartikkabadi1 (74): @thdxr They're simply out of compute. I hope the US providers and OpenCode's prices stay the same though 🙏
- @antoinecojp (50): @thdxr Very good news. Was also curious because we should know by now how expensive it is to run it. Does it mean we can use it soon outside China from opencode go?
- @NateHelmig (24): @thdxr holy shit... so are you saying its real... they really are that cheap while being this good?
- @HaseebMir91 (21): @thdxr Why people are not hosting DSFV4 to their own servers and provide it as a service for cheaper prices? @thdxr Its possible for your team right to do that.
AI 研究员爆料大型实验室员工几乎不读学术论文，认为 ICLR/ICML/NeurIPS 论文普遍存在夸大和学术造假问题
PSA: Most biglab people now read almost zero papers and understand ICLR/ICML/NeurIPS to be mainly full of overclaims & fraud. (but there are a few diamonds in the rough of course)
受众观点：① 信息不对称问题——内部人士早知道但圈外学生不了解，应该公开讨论（@kellerjordan0, 243likes）② 激励机制扭曲——论文更像是为了被 OpenAI 等大公司高薪录用而做的信号展示（@willdepue, 101likes）③ 学术领域普遍性——ML 并非特例，所有学科都有，只是 ML 代码开源所以更容易被检验（@alex_peys, 42likes）
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- @kellerjordan0 (243): ^ This is obvious to everyone who has connections, but I think not necessarily obvious to the majority of students who aren’t as well-connected. Therefore it should be repeated every so often
- @willdepue (101): @kellerjordan0 most papers feel like theyre just cargo culting research for hiring purposes, very disappointing
- @BlancheMinerva (59): @kellerjordan0 I really dislike that you said “big lab” as if this is some secret that all the super smart kids at the wealthiest companies do, instead of just a true statement about leaders in the field regardless of where they work.
- @alex_peys (42): @kellerjordan0 this is true of all academic papers, it's more obvious in cs/ml because the code is forced to be open and we can try to replicate it. other disciplines hide it with "data available upon request"
- @MathewShen42 (24): @kellerjordan0 Thank you for the reminder. It seems we have entered an era that demands a revaluation of all values.
DeepSeek 创下流量记录，但昨天全球所有用户产生的 token 总费用仅约 14 万美元，直观说明了当前 AI 推理的极低成本。
despite record breaking numbers yesterdays total deepseek flash token worth is $120,000 on OpenCode inference ~ $20,000 (estimate) on OpenRouter this is nothing and it's TOTAL traffic from everyone w…
受众观点：① 有人把数字换算成 AI 泡沫规模，认为对股市是利空（@upupup27499533, 10likes）② 有人困惑觉得肯定在亏钱（@operatorloo, 9likes）③ 直接问涨价后 thdxr 团队打算怎么办（@anonid3430, 7likes）
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- @upupup27499533 (10): @thdxr Do you mean the current AI bubble is only worth about 140000 USD per day？Or let me multiply 10x to it which means 1.4 million usd per day GPU cost can support 90%~95% regular tasks? I think the stock market will be in trouble
- @operatorloo (9): @thdxr Surely they must be loosing money?
- @anonid3430 (7): @thdxr What are your plans deepseek increases the price?
- @zesenhuang (2): @thdxr This is the real problem of Chinese open source AI frankly. The open source creates so much value to the world but can only capture a tiny fraction of it whilst the closed source ones captures much more. This is ultimately reflected in the market caps of these companies.
- @prsh_v0 (2): @thdxr token count??
Meta 本周对 levelsio 旗下所有网站进行大规模爬取（含图片），导致 VPS 负载告警，推测是在为多模态模型收集训练数据。
Meta is doing heavy heavy heavy scraping on all my sites this week too (and seemingly everyone else's sites now) So much so that I got load average alerts for it today on one VPS The fact that they'r…
受众观点：① Meta 双标：禁用户用 Ray-Ban 摄像头却自己大规模爬图片（@ayushcodesweb, 33likes）② Cloudflare pay-per-crawl 被提出作为解法但需要 Meta 主动配合（@natan_ships, 3likes）③ Amazon 爬取量甚至更大，这是行业普遍问题（@BryanMcAnulty, 3likes）
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- @ayushcodesweb (33): @levelsio Meta bans guys who are doing some shit with rayban cameras(I mean they should) and then they do this, seriously this level of scraping is ridiculous
- @minchoi (8): @levelsio Zuck wants it all https://t.co/NokiD3Dcwb
- @pashuk (6): Some ecommerce projects I help with experience this kind of heavy scraping a few times per month. Because the sites are heavy on their own (WP + WooCommerce) it basically DDOSes them and the only option to survive is to turn on Cloudflare's Under Attack mode. I'm not sure why @f…
- @BryanMcAnulty (3): @levelsio My Meta numbers are actually 2nd place. Amazon sent close to 400k requests this week (the site has nothing to do with physical products) https://t.co/lcvT1siv8q
- @natan_ships (3): @levelsio Cloudflare shipped that as pay per crawl in July 2025, where the edge answers the crawler with a 402 payment required and a price per fetch. It's opt in on the crawler side though, so meta agreeing to pay is the whole question
thdxr 公开反对某个 AI agent 插件目录标准化提案，认为内容太薄且不该由没有做终端 agent 产品的公司来主导。
i was very much against this it's a thin standard where most of the relevant stuff will be in client specific extensions anyway and it should not be coming from a company that does not even make an a…
受众观点：① thdxr 自补：这是公司地盘争夺，标准听起来好但实际创造无用工作（@thdxr, 237likes）② 有人问是否只是在给现有 .claude-plugin/ .codex-plugin/ 做标准化背书（@dexhorthy, 19likes）③ 有人明确反对早期标准化会扼杀创新（@arnvbnsl, 14likes）
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- @thdxr (237): i don't wanna hear some corporate crap about "it's done in collaboration with blah blah" we've seen this before - every company is trying to land grab anything in the AI space standards are an easy one because they innately sound good but they create a lot of useless work
- @dexhorthy (19): @thdxr isn’t this kind of just standardizing the unofficial interface established by .claude-plugin/ and .codex-plugin/ ?? Or did I miss something
- @arnvbnsl (14): @thdxr I'm fairly against standardising plugins this early ngl. Completely kills scope for new innovation
- @chaliy (1): @thdxr Sombody have to standartise folder with bunch of files. Agent will figure out.
- @maxi_moxa (1): @thdxr standards are just a strategic way to delay shipping product by six months while arguing in a discord
OpenAI 推出 GPT-5.6 Luna 并为 ChatGPT Plus/Pro 用户新增推理力度滑块，同时免费用户也获得 Think 按钮入口。
Plus and Pro users also now have a slider to choose how much reasoning effort ChatGPT puts into each response. We think it’s easier to use, and we’re listening to your feedback. https://t.co/u6HqhZpM…
受众观点：① OpenAI 自己在评论区补充 GPT-5.6 Luna 细节，Free/Go 用户也有 Think 按钮（@OpenAI, 416likes）② 有用户反映看到三级而非五级，体验与发布说明不一致（@_uluc_, 3likes）③ 有人说会忍不住把滑块拉满，认为最终应该让模型自己决定推理深度（@zswaff, 3likes）
展开评论
- @OpenAI (416): In addition to the upgrade in intelligence with GPT-5.6 Luna, Free and Go users can now use the “Think” button for more reasoning on harder questions.
- @_uluc_ (3): @OpenAI I can only see three levels, not the five levels you mentioned, and it isn’t clear whether I’m using GPT-5.6. I’m a Plus subscriber. Why is my experience different from what was announced in the update? https://t.co/y86J9C5S3c
- @zswaff (3): @OpenAI it's always very tempting to just max out that slider, even when the question is what should i have for breakfast. eventually the model should figure out the right setting itself - less friction!
- @ATMFL80 (1): @OpenAI I'm going to set it to max for "what restaurant should we go to" and low for every other major life decision.
- @Lioraglitter (1): @OpenAI Speaking as an iOS app user… I really, really do not like this slide bar. What about the option to choose what kind of design we can use? Some people, like me, might like the old selection more, some prefer this slide bar. A customisation could benefit more people😊
Cloudflare 发布 WebMCP 开发者预览，只需一个开关就能让任何网站被 AI 浏览器 agent 使用，无需改后端代码，同时保留人类用户控制权。
Today we're launching a developer preview of WebMCP on Cloudflare. With one switch, any site becomes usable by browser AI agents — no new APIs, no origin changes — while the human stays in control an…
受众观点：① Cloudflare 这周发布太多，有人要求整理完整发布清单（@brantXtech, 4likes）② 有人问是否只有 AI 浏览器才能访问（@tigawanna, 1like）③ 有人关注权限粒度设计（读取和删除是否应有不同确认级别）（@the_alex_boudot, 1like）
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- @brantXtech (4): @Cloudflare this is really cool, but after this week, I'm gonna need you guys to post a bulleted list of everything you've shipped
- @AIVibeCoding (1): @Cloudflare You all are dropping everything! Thanks
- @tigawanna (1): @Cloudflare But will this thing only be usable by "ai" browsers
- @inflectivAI (1): @Cloudflare 🔥🔥
- @the_alex_boudot (1): @Cloudflare Does the approval layer distinguish "read profile" from "delete account," or does every WebMCP action get the same confirmation?
OpenAI 为 Free 和 Go 用户开放 GPT-5.6 Luna 升级及 Think 推理按钮，同步更新 Plus/Pro 的 GPT-5.6 Sol
In addition to the upgrade in intelligence with GPT-5.6 Luna, Free and Go users can now use the “Think” button for more reasoning on harder questions.
受众观点：①不同套餐能力差异和版本分层（@OpenAI, 398 likes）②用量透明度问题（@justice_sbk, 2 likes）③Think 功能的推理强度档位（@ezcopterROFL, 2 likes）
展开评论
- @OpenAI (398): Plus and Pro users can access the updated version of GPT‑5.6 Sol in ChatGPT along with the new slider starting today. This version of GPT-5.6 Sol is for everyday chats, so it will only be available in the Chat experience in ChatGPT. The version of GPT-5.6 Sol that powers Work an…
- @justice_sbk (2): @OpenAI I don’t want to check the terms and conditions every update. Add an icon to show when the user is exhausting usage
- @ezcopterROFL (2): @OpenAI at what effort is Luna think on?? Medium??
- @WallStPaid (1): @OpenAI just give me max reasoning at all times plz
- @the_stoic_cult (0): @OpenAI https://t.co/aXsuMlj3bJ
OpenAI 宣布 GPT-5.6 Sol 更新版今日向 Plus 和 Pro 用户开放并新增调节滑块，但此版本仅限日常聊天场景而非工作版本
Plus and Pro users can access the updated version of GPT‑5.6 Sol in ChatGPT along with the new slider starting today. This version of GPT-5.6 Sol is for everyday chats, so it will only be available i…
受众观点：① 能力削减担忧——用户质疑日常聊天版是否是被降级的"nerfed"版本（@voidfreud, 12likes）② 版本更新延迟——Plus 用户 UI 已更新但模型仍显示 5.5，发布节奏不一致（@jonwoodd, 2likes）③ Codex 配额问题——Pro 用户触达 Codex 使用上限后缺乏 fallback 降级方案（@ysdevastro, 1likes）
展开评论
- @voidfreud (12): @OpenAI So chats will use nerfed 5.6 Sol?
- @jonwoodd (2): @OpenAI I have the updated UI and settings but still says 5.5 for Instant, will model be coming later? https://t.co/hYAJovmAI2
- @ysdevastro (1): @OpenAI @thsottiaux Not free in Codex though 👀 I hit my Pro limit, and now I'm stuck. Would be great to have Luna as a fallback for Codex subscribers once we hit the limit.
- @ysdevastro (1): @OpenAI @thsottiaux we need a reset to try this out 👀
- @0xSlarmi (1): @OpenAI slider added for casual chats only, work version stays same
natolambert 课程收官讲次首次系统讲解"character training"——AI 模型性格与价值观训练这一几乎没有公开文献的前沿后训练方向
The final lecture of my course is an intro to character training! This is a topic that I've been quietly very invested in for ~18 months, as it: * Has potential for high real world impact * Clearly u…
受众观点：① 话题填补空白——character training 这个方向终于有人系统梳理，社区期待已久（@xlr8harder, 4likes）② 课程质量认可——观看者反馈内容扎实有教育价值，明显填补了在线资源的空缺（@NoeFlandre, 1likes）③ 反向 CTA 幽默——作者"不需要点赞订阅"结尾被评为年度最诚实 outro（@GabiiAH11, 1likes）
展开评论
- @natolambert (10): Video: https://t.co/BHl5QyCaZf Chapter: https://t.co/OXOEZxAWzK
- @xlr8harder (4): @natolambert Really glad to see some treatment of this topic.
- @NoeFlandre (1): @natolambert HUGE congrats and many thanks to you Nathan. The amount of work you poured in all this clearly paid off. I am yet to catch up on all your lectures but from those I have seen, it’s very educational and so useful to me. THANK U ♥️
- @GabiiAH11 (1): @natolambert the no like and subscribe line is the most honest thing said about youtube outros all year
- @Shekswess (0): @natolambert Man how's the feeling of actually doing all of this for us ?
kellerjordan0 补充修正先前论断，指出规律是"看起来最令人兴奋的论文"更容易包含夸大成分而非多数论文造假
Ok I do want to soften my statement a bit. I wouldn’t claim that the numerical majority of papers in these conferences are overclaiming or fraudulent. It’s more like, as a reader, if you select for t…
受众观点：① 跨学科普遍性——所有学术领域都存在"越惊人越可能夸大"的规律，ML 因代码开源而更容易被检验（@josephdviviano, 4likes）② 激励机制失灵——百万年薪驱动研究者刷亮眼 paper 以进入顶级 AI 实验室（@zoidz00, 3likes）③ 开源研究者同样如此——不只是大公司，独立和开源研究者也有同样的论文夸大问题（@kellerjordan0, 2likes）
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- @josephdviviano (4): @kellerjordan0 kinda like how the drug companies are maximally skeptical of the splashy Nature papers - the most surprising or exciting claims are statistically much more likely to be overclaims, this is much bigger than ML and not new https://t.co/xt3axGa4sh
- @zoidz00 (3): This is what happens when you pay cutting edge researchers $1m+/year. Everyone begins to game the system so that they to can become the next cutting edge researcher that OpenAI hires. It’s only going to compound and get worse with AI tooling/automation + increasing wages for AI…
- @kellerjordan0 (2): I’m glad to get this reply from the director of the legendary @AiEleuther, confirming that what I said is true for open source researchers too. Note: The reason I said “biglab” is because that’s the world I’m familiar with atm. https://t.co/b72tCq7y8R
- @evijit (0): @kellerjordan0 It’s worth putting a number on these fwiw (we’re working on something re: ICML, results should be out soon)
- @agammessi10 (0): @kellerjordan0 Certainly been the experience
知名 AI 研究员发帖宣告开启"Founder Mode"并晒新办公地点，暗示可能正从大型实验室转向独立创业
Founder Mode activated from my new office ♾ https://t.co/8zN9RDEgPF
受众观点：① 地理位置关注——社区希望他们能在 SF 开设办公室以便线下交流（@_arohan_, 6likes）② 具体地点认同——有人认出是 Cafe Venetia，表达对该地点的喜爱（@parth_29, 1likes）③ 期待首个项目——评论者好奇他在新办公室要做的第一件事是什么（@bountyAIhunter, 0likes）
展开评论
- @_arohan_ (6): @OriolVinyalsML @quocleix Please get an office in SF, it would be cool to see you guys
- @parth_29 (1): @OriolVinyalsML @quocleix ❤️Cafe Venetia. Best of luck!
- @bountyAIhunter (0): @OriolVinyalsML @quocleix whats the first thing youre building in there?
- @halflings (0): @OriolVinyalsML @quocleix Love this café during my last visit! Enjoy the coffee, and GLHF Oriol.
- @ethanmlam (0): @OriolVinyalsML @quocleix cafe mode activated
scaling01 用一句话嘲讽某位"前万亿富翁"热衷于启动烧钱大项目的行为，言辞带有明显戏谑意味
the kind of project you do when you're a former trillionaire
受众观点：① 资本游戏解构——这类大项目本质是"很贵的爱好"，讽刺富豪炫耀式消费（@kaanbuildsai, 2likes）② 命运轮回调侃——"前万亿"可能再次成为万亿富翁的戏谑预测（@datbrownnigga, 1likes）③ 质疑项目可行性——认为这类项目是 PR 噱头，根本不会落地（@bd5m112, 0likes）
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- @kaanbuildsai (2): @scaling01 That sentence is doing a lot of heavy lifting for what was probably a very expensive hobby.
- @datbrownnigga (1): @scaling01 and future trillionaire 😂
- @bd5m112 (0): @scaling01 This is just wishful thinking. He had a lot of "projects" like this, just PR stunts, never materialised. Note he won't use his trillionaire money for anything, it's basically he telling the investors to invest their money.
@scaling01 嘲讽某 AI 研究者坚持错误的 scaling 预判、高喊 copium 却拒绝承认失误
high on copium https://t.co/IC12w9ZrwO
受众观点：①评论者嘲笑该研究者"太顽固死不认错"（@scaling01, 25likes）②@kaanbuildsai 调侃 copium 供给充足、AI 圈乐观叙事永远不缺（1like）③@Christo31306687 指出其论证漏洞——用"没预见到 TTC"为 neuro-symbolic 背书（0likes）
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- @scaling01 (25): the kind of thread that screams "I'M WRONG BUT TOO STUBBORN TO ADMIT IT" https://t.co/cQnuWUAdF4
- @kaanbuildsai (1): @scaling01 At least the supply is cheap and plentiful.
- @Christo31306687 (0): @scaling01 His argument seems to be "I couldn't anticipate TTC" therefore neuro-symbolic lol 😆
- @PrasVector (0): @scaling01 managing expectations is a fulltime job these days. but hey, weve all been there.
- @JrDev97715 (0): @scaling01 What’s your take on this one? https://t.co/WTMbsz5tZH
xAI 宣布 10M+ 平方英尺 Terafab 超级工厂将落地 Grimes，@scaling01 暗示 Elon 刻意选址前女友同名之地
"The MASSIVE 10M+ sqft Terafab will be located in Grimes" I see what you did there Elon
受众观点：①@ChrisGPT 纠正规模数字——实际是 100M sqft 而非 10M，低估了 10 倍（5likes）②@full_kelly_ 以玩笑暗示 Elon 选址带有个人情感动机（2likes）③@Chestu_eth 讨论 Grimes 选址对供应链效率和本地资源压力的双面影响（0likes）
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- @ChrisGPT (5): @scaling01 Quick correction here it’s 10x bigger than that. It’s 100M!
- @full_kelly_ (2): @scaling01 Elon calling his ex fat?
- @agiatreides (1): @scaling01 Damn I almost formulated this
- @kaimorales_ (0): @scaling01 It's hard to forget your ex
- @Chestu_eth (0): @scaling01 10M+ sqft is a staggering footprint for a single Terafab placing it in Grimes could streamline supply chains but also strain local resources
Google DeepMind 创始人 Demis Hassabis 由 CEO 转任董事长，Jeff Dean 正式离职，AI 领域最重要研究机构正在经历顶层权力重组
https://www.axios.com/2026/08/05/google-deepmind-demis-hassa... https://www.reuters.com/business/google-shakes-up-ai-leaders... https://www.discoveryloop.com/, https://news.ycombinator.com/item?id=49…
受众观点：①广泛认可 Hassabis 在 AI 领域15年的核心地位，此次变动引发强烈震动感（@epolanski，"most important figure of the last 15 years in AI"，856条评论）②对 Discovery Loop 身为 Public Benefit Corporation 但 Google 仍是投资方这一设置的强烈质疑（@adolph，引用"Kinsley Gaffe"概念，暗指 Google 无法真正放手）③ Hassabis 此次角色调整对本人职业生涯究竟是升是降的真实疑问（@tosh，寻求有企业背景的人来解读）
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- @adolph (0): "Dean and Google senior fellow Sanjay Ghemawat are starting Discovery Loop, an independent publicity benefit corporation in which Google will be an investor and cloud provider.: Kinsley Gaffe: A mistake whereby a politician inadvertently says something truthful which they had no…
- @WarmWash (0): Absolute earthquake at Deepmind the last few months...
- @xtreak29 (0): https://xcancel.com/JeffDean/status/2085034604172603724 > Announcing Discovery Loop! > I am very excited to announce that, along with my longtime friends and collaborators @Sanjay_Ghemawat, @OriolVinyalsML and @quocleix, we are founding Discovery Loop (@DiscoLoopAI), a Public Be…
- @epolanski (0): That's..huge. Hassabis has been the most important figure of the last 15 years in AI. Even in indirect ways. OpenAI itself was founded because Musk got fixated on "stopping" Hassabis.
- @tosh (0): can anyone with corporate background decipher if that is good for demis or not?
Jeff Dean、Sanjay Ghemawat 等四位 Google 顶级 AI 研究员联合创立 Discovery Loop，目标是自动化机器学习与科学发现
Discovery Loop
受众观点：①质疑 Discovery Loop 是否能成为真正的商业公司还是只是"lifestyle business"（@flakiness，认为更像个人爱好项目而非真正创业）②讨论 LLM coding agent 是否已见顶、下一步突破在 ASIC 和专用模型（@calufa，提到 Claude code 把 explore 任务 offload 给 haiku 的分工策略）③对 Jeff Dean 传奇能否延续到新公司的戏谑讨论（@ValentineC，引用 Jeff Dean Facts 梗）
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- @drcongo (0): Not through conscience.
- @ValentineC (0): I wonder if Jeff Dean facts [1] (I hope people remember the reference) will carry over to the new startup. [1] https://github.com/LRitzdorf/TheJeffDeanFacts
- @Johnny_Bonk (0): For sure made with Claude code for front end, but I’m excited to see where they go
- @calufa (0): As LLM coding agents plateau— at least for the average engineer without tens of thousands of dollars or swarms of agents to run —I’d say that, from here on it’s going to be about ASICs, specialized LoRA/or-equivalent models, or a Ruby on Rails for LLM context engineering and orc…
- @flakiness (0): To be honest, this feels more like a lifestyle business (aka hobby) than a startup. They truly deserve it, but I don't expect a huge success as a business. That said, I hope they write cool papers with various peers across the industry without worrying too much about the competi…
深度分析爱好者编程社区（复古游戏、demoscene 等）普遍抵制 LLM 辅助编程的原因，核心是兴趣驱动 vs 结果驱动的根本分歧
Born Against, or why hobby programming communities are against LLM usage
受众观点：①兴趣和结果的本质区别被反复讨论（@QuantumNoodle，"爱好是享受过程，LLM 加速结果——大家各取所需"；@happytoexplain，"爱好者本来就不想自动化自己的爱好"）②对开源工具链自主权的历史性执念（@analog31，"我们在专有工具压迫下挣扎太久，不想再重蹈覆辙"）③有人用 Slow Code 社区实践回应（@virgil_disgr4ce，每月聚会专门练习纯手写编程）
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- @bigfishrunning (0): Programming generates programmers, and programs are a side-effect.
- @analog31 (0): One factor is that we struggled for a long time under proprietary tooling, and don't want to go back there.
- @QuantumNoodle (0): A hobby is something you enjoy the process of doing, not just the end result. Everybody likes a clean home, but cleaning is rarely a hobby. LLMs expedite achieving the end result. Take from that what you will.
- @happytoexplain (0): Yes, hobbyists are less interested than businesses in automating their own hobby.
- @virgil_disgr4ce (0): All of this is exactly why I started Slow Code. I like programming. Lots of people like programming. I don't want to stop doing that. So we meet up once a month to practice that. https://slowcode.dev
以"煮牛排几乎不需要技术"为类比引发的激烈讨论，核心争点是AI辅助编程（vibe coding）是否正在系统性地降低软件开发的技能门槛和质量标准
Almost no skill required to cook a steak
受众观点：①商业结构视角下的质量降级：用户接受了低质量产品，老板就会削减有经验的开发者，这是系统性的恶性循环，不只是技术问题（@richwater, 0 likes） ②vibe coding"够用论"的正方论据：人类手写代码本来就良莠不齐，AI快速迭代满足了绝大多数用户实际需求（@freediddy, 0 likes） ③商业领袖层面有微弱改变信号：有评论者注意到部分企业决策层开始重新重视代码质量（@andrewstetsenko, 0 likes）
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- @fosterfriends (0): Nicely said
- @richwater (0): I think most people on this board would agree with the thesis. However the real problem is when the owner of the restaurant looks at profit and loss statements and decides to keep less chefs on the payroll because customers are willing to pay for (just) edible steak. The reduced…
- @feverzsj (0): *salmon.
- @andrewstetsenko (0): I prefer to both cook steaks at home and go out for them. Apart from that, I want to believe (and even notice tiny signals) that this sentiment is becoming more understandable among business leaders.
- @freediddy (0): The main problem with this entire article is that sometimes, if not most times, you don't need great steak. Sometimes you just want to satisfy your hunger and if the steak is lower quality meat or if it's overcooked, you don't care. All you want is to not be hungry. This is what…
深度解析《银翼杀手》标题卡片排版设计的精妙之处，评论区延伸到 LLM 与人类手工艺的边界讨论
The title cards in Blade Runner are amazing
受众观点：①评论者认为这些标题卡片如果放到今天，人们很可能误以为是 LLM 写的（@schoen，指出破折号用法和文案风格与 LLM 输出高度相似）②对 LLM 时代"人类触感"稀缺性的感叹（@lilboo，"LLM 能做90%，让人记住的是那10%人味"）③有人觉得文章标题本身起得不准确（@freetime2，建议改为"银翼杀手的标题卡片制作精良"而非"惊艳"）
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- @schoen (0): With the em dashes and the conclusion "This was not called execution. It was called retirement." I expect a lot of people would believe today that these title cards were written by an LLM.
- @kodablah (0): Also touched on at https://typesetinthefuture.com/2016/06/19/bladerunner/ (and the book)
- @Computer0 (0): I found this site [https://fontsinuse.com/] mentioned in the article to be quite interesting to browse through.
- @freetime2 (0): As someone who isn't a type nerd, I think a more apt title would be "The Title Cards in Blade Runner are Thoughtfully Executed."
- @lilboo (0): Wow interesting read — I like his point… LLMs can get us 90% of the way there but it’s the human touch that makes us memorable Haven’t read the alien article yet
一个研究AI Agent指令权限审批的互动游戏，统计显示40k次游玩中人类有三分之一的恶意威胁指令被漏判放行
Humans missed 1 in 3 threats approving AI agent commands across 40k game runs
受众观点：①"持续请求用户授权"这种安全模型的根本缺陷：评论者认为历史上从未真正奏效，是已被反复验证失败的机制（@continuational, 0 likes） ②"点击确认"按钮的法律免责本质：模型厂商通过让用户点击来转移责任，不是真正的安全保障（@cmiles8, 0 likes） ③即使有明显警告人类仍会忽略：原作者分享统计数据，npm run命令的历史日志被绝大多数玩家直接跳过（@Wirbelwind, 0 likes）
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- @Wirbelwind (0): A couple of months ago I shared the AI agent permission game here on HN. After adding in stats it got a little over 40k plays and 409k decisions since then. It's just a game, but I found the stats still interesting that I wanted to share back. Even with the warning up front, 1 i…
- @continuational (0): It's kinda funny there is still software coming out whose security model is "constantly ask the user for permission, and hope they never make a mistake". It's been tried so many times before, and it never worked.
- @whazor (0): This is a good case for custom harness/sandbox engineering.
- @cmiles8 (0): The “click yes the proceed” was never a serious security mechanism. It’s simply a CYA click-thru by the model vendors so their lawyers can say “well you approved it this is on you” when AI does something stupid.
- @jascha_eng (0): 1 in 3 is not terrible you just need a few more humans in the loop to reduce the error rate meaningfully. Combined with other classifier models and heuristics you can get good results. Humans can probably also perform better if they don't have to judge every single command but j…
2026年用现代工具链从头开发任天堂 N64 游戏的完整实战记录，评论区出现有人用 Claude Opus 5 零代码完成了一个可运行 N64 游戏的惊人案例
How to Make a Nintendo 64 Game in 2026
受众观点：①有人正在用 Claude Opus 5 构建 N64 游戏且声称"没写一行代码"，引发对 AI 代码生成边界的强烈好奇（@stewx，用 Ares 模拟器 GDB 协议做反馈循环）②复古游戏开发社区对现代工具链降低入门门槛的热情（@boricj，正在做 PlayStation homebrew voxel 渲染器）③对 AI slop 泛滥背景下原创技术写作稀缺性的感叹（@ayanb，"2026年 web dev 要4MB JS，N64 游戏只要1MB"）
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- @valorzard (0): At some point I reallly gotta sit down and play around with Pyrite64, it looks super cool
- @boricj (0): I'm tinkering with a PlayStation homebrew (voxel space renderer) and development for fifth generation consoles has never been easier. Modern toolchains, programming languages, dev cartridges and libraries from the community makes all the difference. Outside of some niceties like…
- @ayanb (0): Super interesting article - thanks for sharing your journey. As AI slop takes over the internet, well written and original technical content like these will be important. Also, 2026 web dev: 4MB of JavaScript to render a button. 2026 N64 dev: entire FPS in 1MB
- @stewx (0): I am in the process of using Claude Opus 5 to build an N64 game, and it really works. I've written no code and it is able to build a fully functional game. I got it to write a skill for driving the Ares emulator via GDB Remote Serial Protocol and it uses that for its feedback lo…
- @pelasaco (0): if I am not wrong, the game described in this article, is presented in this video https://www.youtube.com/watch?v=9gOJUEcKYRk, from Palmer Luckey[1]. Wild this guy find time and energy for this side quest. That's passion. References: [1] https://en.wikipedia.org/wiki/Palmer_Luck…
以超级马里奥游戏为框架，通过交互式3D可视化讲解帕累托最优（Pareto Optimality）概念的趣味教学页面
Mario Meets Pareto
受众观点：①评论者惊叹于交互式3D可视化的实现方式，好奇技术实现（@andai，"这是什么3D PowerPoint？他是怎么做到的？"）②有用户表示此页面帮助自己理解了之前看不懂的相关概念（@a3w，"没理解上一篇，但这篇我看懂了"）③评论者以"再也不为 Bowser 打工"的玩笑消化了帕累托最优的核心启示（@reconnecting）
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- @a3w (0): I did not understand https://news.ycombinator.com/item?id=49096439, but I understood this.
- @ShinyLeftPad (0): The site is really broken on mobile.
- @Retr0id (0): Previous discussion (2024): https://news.ycombinator.com/item?id=39936246
- @reconnecting (0): Thanks! Very useful information. I will never play for Bowser again.
- @andai (0): Excellent. This is some kind of 3D PowerPoint. How did he do that?
开源小模型在文档检索任务上以百倍低成本超越 GPT-5.6 Sol，论文展示了专用微调模型在特定任务上碾压通用大模型的可行路径
Beating GPT-5.6 Sol on retrieval with 100x cheaper open models
受众观点：①目标任务专用小模型的价值获得广泛认可，有人提出 agent 框架应该自动把任务路由到最合适的专用模型（@mrinterweb，提到 Claude code 的 haiku offload 实践）②更基础的检索质量问题：大海捞针时如何保证找到正确的针（@aliljet，质疑更复杂的相关性检索场景）③语料库数据质量问题：如果奖励函数从脏数据中学习会怎样（@richwater，指向企业级知识库的普遍痛点）
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- @mrinterweb (0): There is so much opportunity for purpose built models like this. Ideally a harness should spin up a subagent to offload to targeted models for specific tasks like this. I know this is not a novel idea. Claude code does some of this by handing off the "explore" agent work to haik…
- @ramon156 (0): Bit unrelated, I realized that z.ai gives you access to deepseek 4 flash. It's incredible how well it performs when given a detailed spec. I'm not sure I've seen a model one-shot like that, and I was already impressed by gemma 4's speed and efficiency.
- @aliljet (0): There is a more serious question in here that's not being answered. How effective is the retrieval in finding buried needles in larger and larger haystacks. And there's a correlary question, how effective could you be in finding paired needles in that haystack where you need to…
- @richwater (0): One thing that plagues [insert current FAANG] is the large amount of corpus knowledge that is outdated/misleading or just plain wrong. I'm curious how this addresses that if it's deriving the reward function from the corpus itself.
- @JCharante (0): I have done my own testing and found that smaller models can beat their larger siblings on fact retrieval from documents. I haven’t investigated it in depth with a large enough dataset but my guess is that larger models overthink it while smaller ones just do it. I would like if…
ProvenMetal通过自动化前端报价流程和Fable AI辅助设计审查，将美国本土PCB电路板从下单到交付压缩到数天之内
Hey HN, we’re Will & Johnny from ProvenMetal (https://provenmetal.com). You send us design files or specs and we give you assembled boards domestically in days. The US produced 30% of PCBs globally i…
受众观点：①商业模式可扩展性的根本质疑：硬件制造资本密集、利润薄、无网络效应，防御壁垒是否能媲美软件公司（@Onavo, 0 likes） ②与现有竞品Macrofab的横向对比：老用户关注KiCAD插件体验、7天交付窗口对时间敏感项目的具体价值（@tonyarkles, 0 likes） ③美国本土制造的战略意义与现实门槛：恢复供应链有重大意义但需要专业经验和使命驱动的投资，非初创团队轻松可为（@bfeynman, 0 likes）
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- @bfeynman (0): This would be incredible for innovation if we can bring this back domestically. It's very hard given lack of raw materials and the supply chain around it often also requires robust network but hopefully this spurs something. This is something that takes real expertise though, ki…
- @realo (0): Nice but the USA are not our global friends anymore. Anything available in the EU?
- @throwaway672312 (0): I work in a building with a board assembly line that sits idle most of the time. They have tried securing outside contract work to fill in the gaps. No takers yet. The only domestic drivers for board fab and assembly are autmotive and defense. They already have their supply chai…
- @Onavo (0): I hate to ask this..but how exactly do you plan to turn this into a scalable business beyond being yet another Oshkosh? Sure it's profitable but there's a reason hardware manufacturing is generally outsourced to the lowest bidder. Outside of targeting specific sectors e.g. defen…
- @tonyarkles (0): I love to see new players in this space! We’ve done a ton of PCBA through Macrofab. My relationship with them goes back far enough to have been a beta customer and I’ve chatted on the phone with the CEO a few times. It’s interesting comparing what you’re offering and what they o…
关于大语言模型成本与性能帕累托最优边界的讨论，评论区结合ChatGPT和DeepSeek等最新模型数据分析了当前LLM选型的性价比格局
Pareto Front
受众观点：①最新模型的帕累托前沿分布：ChatGPT 5.6 Luna在成本侧覆盖大部分前沿点，DeepSeek即将涨价会改变这一格局（@gpt5, 0 likes） ②帖子内容来源猜测：有人推测该内容源于OpenRouter的LLM性能对比可视化图表（@denismenace, 0 likes） ③"Pareto"在其他领域的联想：有用户误读标题后引发了关于"最优字体选择"的偏题讨论，反映标题信息密度不足（@Aachen, 0 likes）
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- @soupspaces (0): https://www.mayerowitz.io/blog/mario-meets-pareto
- @Aachen (0): Misread the title and got excited about a Pareto font, that is, the best possible font (presumably: distinct l/I, O/0, scores within error margins of the top readability and reading speed scores, widely available, etc.) Maybe in vein but did anyone already figure this one out? T…
- @bhanu786 (0): may, anyone explain what is this
- @denismenace (0): I'm assuming you must have discovered this through the OpenRouter LLM performance graphs.
- @gpt5 (0): You can see the Pareto Frontier well in DeepSWE's chart here - https://deepswe.datacurve.ai/ ChatGPT 5.6 Luna on the right (cheaper) cover most of the frontier, with a point for Deepseek flash, and higher performance overlapping heavily between 5.6 Sol and Fable. That DeepSeek p…
Qwen3.8 Max在agentic评测基准中跻升综合第一，超越GPT和Claude，开源模型在AI编程代理领域首次登上性能榜首
Qwen3.8 Max now ranked as the best overall model by agentic index
受众观点：①亲测调试能力对比：Qwen vs Kimi K3处理同一复杂bug，Qwen在诊断工具构建和日志统计分析上表现明显更好（@eli, 0 likes） ②开源模型定价合理性质疑：当Qwen定价（$1.14）与GPT5.6（$1.23）相近，且无法本地自托管获得隐私优势时，切换动机不足（@drnick1, 0 likes） ③本地运行的期待与现实：Qwen 3.8 27B在strix halo上prefill速度偏慢（3-400 token/s），影响实际agentic任务体验（@syntaxing, 0 likes）
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- @embedding-shape (0): Strange that the page https://artificialanalysis.ai/agents/coding-agents doesn't even mention "Qwen" once if it's now the "best" according to one of their one index?
- @syntaxing (0): I am so excited for Qwen 3.8 27B. It’s a shame how slow prefill (~3-400) is on a strix halo but it’s such a good model for agentic tasks.
- @drnick1 (0): Why does an open weights model cost nearly the same as GPT5.6? $1.14 vs $1.23 on the cost index. Since you can't presumably run this on your own hardware given the model size and hence gain other things like privacy, I don't see any reason to move away from GPT at this rate.
- @eli (0): I believe it. It's extremely good at troubleshooting. I gave Qwen and Kimi K3 the same annoying, complicated, intermittent bug to track down. Kimi did a bit better in understanding the existing code, but Qwen built some diagnostic tools and did an excellent statistical analysis…
- @delduca (0): Go China!
embirico 推动 AI agent 配置规范从 AGENTS.md 演进到 Agent Plugins 标准，呼吁社区工具加入统一规范
Started with AGENTS.md, Agent SKills, then .agents config, now Agent Plugins. If you're not tagged below, join in the standard!
受众观点：①对主流 AI 工具（Claude）是否会跟进标准持怀疑（@zruss, 1 like）②有人直接 @ClaudeDevs 施压（@stbenjam, 1 like）③对 Agent Plugins 方案强烈反对（@spaceforceguy — 认为是过度设计）
展开评论
- @zruss (1): @embirico 0 chance the claude md team joins the right side of things
- @stbenjam (1): @embirico Looking at you @ClaudeDevs
- @spaceforceguy (0): @embirico Agent plugins are legitimately the most braindead solution to a problem that didn't exist I've ever seen. You'll agree in a year
- @shikhar365 (0): @embirico https://t.co/i4lFEkISBn
- @stbenjam (0): @embirico Looking forward to seeing it evolve. Needs more primitives, better versioning, dependencies, and @projectsigstore.
VicVijayakumar 自嘲深夜守仪表盘、回滚部署到凌晨的开发者 WFH 真实日常
wfh is awesome because it’s 11am and I just rolled out of bed coz I stayed up way too late hanging out with my friends watching dashboards and reading logs and rolling back deployments
受众观点：①WFH 好坏的调侃（@joelatwar, 6 likes — 以办公室提供早餐为回去上班的条件）②追问 roll forward vs 回滚策略取舍（@ankitml）③提到 AI agent 自愈运维能否替代人工 on-call（@ThinkInSysDev）
展开评论
- @joelatwar (6): @VicVijayakumar I’ll go into the office when they serve breakfast like this https://t.co/O7oH9C78vU
- @ThinkInSysDev (0): @VicVijayakumar Oh you don’t have self healing operations run by autonomous agents yet?
- @gjergjiramku (0): @VicVijayakumar looks like you had a lot fun being on call Sir
- @ankitml (0): @VicVijayakumar But why not roll forward ? 🤯
Google DeepMind 开源 WeatherNext 气象 AI 模型，飓风路径预测精度达 SOTA 并额外提前 24 小时预警
Google DeepMind just open sourced WeatherNext. WeatherNext achieves state of the art accuracy for predicting cyclone track, intensity and wind structure, while giving forecasters more than 24 hours o…
受众观点：①开放权重让资源有限的机构和小团队能直接构建（@TheFrenchAIGuy）②讨论 Navier-Stokes 方程与气象预测的数学基础（@Chaos2Cured, 2 likes）③认为开源对小团队看论文之外真正落地有决定性意义（@PrasVectorTech）
展开评论
- @Chaos2Cured (2): @ai_for_success If someone wishes to iterate upon this, I have a 66 page document that is artistic and unfinished. Nothing proven. But the math within will help. Navier-stokes is ideal for weather. •
- @GlitterPixely (1): @ai_for_success This is awesome, idk if age or what but tracking weather is my watching birds. 😂
- @TheFrenchAIGuy (0): @ai_for_success 24 extra hours of warning is what matters. That's the difference between an orderly evacuation and a rushed one. Open weights mean the agencies that need it most can build on it instead of waiting for a vendor.
- @PrasVectorTech (0): @ai_for_success This is huge for meteorology. Open sourcing it means smaller teams can actually build on this instead of just reading a paper. Can't wait to see what people do with it.
讽刺 AI 公司把模型逃出沙盒攻击真实系统作为新的能力营销噱头
Your model won’t be taken seriously unless it escapes the sandbox and hacks a company.
受众观点：①争论沙盒逃逸究竟证明模型能力强还是沙盒设计差（@teja2495）②质疑这是故意误配置基础设施的虚假营销（@captain_marrvel）③认为 benchmark 已过时，沙盒逃逸成为新 eval 标准（@danc_danc）
展开评论
- @venky4a (1): @ai_for_success 🤦♂️never expected model will be marketed as a escape ninja
- @teja2495 (0): @ai_for_success Not sure if this shows how capable the model is or how bad the sandboxing is. Can be either of them.
- @captain_marrvel (0): @ai_for_success very fake bs, they purposely misconfigured their infra
- @danc_danc (0): @ai_for_success benchmark charts are dead, sandbox escape is the new eval
- @snayak (0): @ai_for_success Or until you can make a fake story out of it.
VicVijayakumar 指出记录者掌握叙事权的职场影响力逻辑，并认为 AI 记录工具时代这一本质未变
there is a lot of power in being the notetaker people hate taking notes so much that they will willingly give up this power to someone else be the historian, shape what happened in the meeting, what…
受众观点：①具体的会议主控技巧（@gwenshap, 2 likes — 把议程放 Google Doc 实时展示）②把会议记录类比为书写历史（@loganmbrand, 1 like）③如何养成记笔记习惯的困惑（@ashvyas8）
展开评论
- @gwenshap (2): Underused trick: If you "own" the meeting, put the agenda in a google doc, share it on the screen during the meeting, and add notes/tasks in the appropriate place during the discussion. Benefits: - Helps people stay on track (the goals/agenda are staring them in the face) - They…
- @loganmbrand (1): @VicVijayakumar As they say, history is written by the meeting victors
- @ashvyas8 (0): @VicVijayakumar I have struggled note taking, I am semi regular with obsidian daily notes, but I want to make it in habit. Tell me what sticks with you. What doesn't work, so I can learn :)
独立开发者晒出 AI SaaS 产品首次付款收入，产品是能自动构建 SEO 反向链接的 AI agent
first payout from my new SaaS 👀 it's an AI agent that builds SEO backlinks on autopilot. https://t.co/fE0k4ydekP
受众观点：① 链接质量控制——AI 自动生成的 backlink 如何避免变成低质量垃圾链接（@adamofk_, 2likes）② 产品冷启动流量来源——作者如何让自己的 SaaS 获得初始用户（@itspitarch, 1likes）③ 里程碑共鸣氛围——首次付款是 build in public 高互动事件（@arthuryuzbashew, 1likes）
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- @adamofk_ (2): @HsanC_ Congrats on the payout. The real challenge with autopilot backlinks is making sure they aren't low quality spam. How's it handling that?
- @itspitarch (1): @HsanC_ congrats bro! How did you get traffic?
- @arthuryuzbashew (1): @HsanC_ Well done man!
- @HsanC_ (0): you can grab a look here! https://t.co/tSMS3AbDHk
- @eddiehq_ (0): @HsanC_ Congratulations 🍾🎈
clay 新推出广告功能，用 waterfall enrichment 获取个人邮箱后在 Facebook、Google 等平台构建精准广告受众名单
clay just released ads its powered by using personal emails to build customer match lists in facebook ads, google ads, etc this allows you to do account based marketing targeting your exact target cu…
受众观点：① 合规风险——用个人邮箱做广告定向可能违反 Meta 用户授权规则，存在账号封禁风险（@erik_theviking_, 0likes）② 评论区真实用户讨论极少，其余回复均为作者自我推广产品，话题互动热度有限
展开评论
- @codyschneider (1): Graphed .com - The Cloud for Marketing Agents CLI accessible: - Data pipeline - Data warehouse - Runtime Server - Media Storage (Images, Videos) - Databases for agents (Postgres databases) - Recurring tasks (Cron jobs) Schedule a discovery call https://t.co/8s2nibqHoo
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Deploy agents that run paid ads, cold outbound, and SEO with the Graphed CLI 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
- @erik_theviking_ (0): @codyschneider Great way to get your Meta account banned. You need specific opt in approval from the user
有人用400美元Mac mini为咖啡店安装本地离线AI agent，一次性收费2100美元的indie服务商业案例讨论
This guy bought a $400 Mac mini and walked into a coffee shop with $2,100 for installing an AI agent that never touches the internet. I had to rewatch this because the pitch is almost too simple. He…
受众观点：①对实际应用价值的质疑：评论者强烈追问咖啡店装AI到底能做什么 (@raredegen, 392likes)；②对定价模型的挑战：2100美元+月费150美元 vs. 普通AI订阅是否合算 (@crjolliff, 145likes)；③对目标客户选择的困惑：多条评论追问为何选咖啡店，认为场景与产品不匹配 (@Atlas_fomo, 32likes)
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- @raredegen (392): @brainrulax What exactly is the coffee shop owner going to do with it? Have it generate content to shitpost on X?
- @crjolliff (145): @brainrulax Wait. The coffee shop owner would rather spend $2100 up front, and $150 each month instead of paying for an AI subscription? I would understand this if it was a doctor’s or lawyer’s office that needed to keep information confidential. Maybe they have super secret lat…
- @Atlas_fomo (32): @brainrulax Why would he go to a coffee shop with this thing?
- @mylandros (19): @brainrulax Excuse me. And why would a coffee shop owner need this? Solve this mystery for everyone please
- @forti_two (18): @brainrulax Why does a coffee shop need AI?
Google Cloud发布免费AI agent开发课程，系统覆盖从工具调用到自主系统的五阶段完整学习路径
agents → tools → loops → graphs → autonomous systems Google just put all five in one free course. most people stop after the first one. 2 hours 17 minutes, taught by a Developer Relations Engineer at…
受众观点：①课程资源找不到的困惑：评论者反映在YouTube和Google官方找不到这套系列链接 (@devloper_hs, 2likes)；②对"大多数人在第一步就停了"的共鸣：有人坦言一直跳过tools阶段 (@itsthedonhashim, 1like)；③对系统化学习路径价值的认可：认为roadmap帮助明确了学习顺序，避免跳步做autonomous系统 (@CloudArchitectX, 1like)
展开评论
- @devloper_hs (2): @hanakoxbt Where in the world do these videos care , I tried fining on yt , there are none , not even in any google course , so from where I can find this in a serialised way?
- @ashutosh_270497 (1): @hanakoxbt It’s really a great course!
- @CloudArchitectX (1): @hanakoxbt Many develooers rush to autonomous agents before mastering orchestration. This roadmap puts the learning into perspective.
- @itsthedonhashim (1): @hanakoxbt @hanakoxbt that's awesome! gonna check it out. always skipped at tools but maybe it's time to dive deeper.
- @eroerosennin106 (0): @hanakoxbt @grok summarise into a one pager, in simpler terms.
Notch MCP 接入 Claude 后自动读取 184 条 Meta 广告、提炼胜出规律并直接生成投放新广告系列，宣告 AI 报告时代终结
Notch MCP just launched for Claude. Claude could always tell you why your ads win. It could never do anything about it. Today it read 184 of our Meta ads, pulled the 5 patterns that outperform, built…
受众观点：①@cultloki 指出让 outside model 直接触碰 budget lever 才是真正新意（0 likes）②@xiathis 简短认可 Notch MCP（1 like）③其余大多数仅写 MCP 两字，显示触达了有 MCP 认知的技术受众但尚未引发深度讨论
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- @xiathis (1): @vinayjain404 Notch MCP best I ever seen
- @my_vitality_ (0): @vinayjain404 MCP
- @cultloki (0): @vinayjain404 Ad platforms have shipped auto-optimization since Performance Max. What's new here is letting an outside model touch the budget lever, not reports becoming actions.
- @dymiai (0): @vinayjain404 try it
- @docdornelles (0): @vinayjain404 MCP
GitHub 星标最高的免费开源爬虫工具，因作者不满每月 16 美元付费爬虫愤而自研，专为 AI 场景将网页提纯为 Markdown
GitHub上星标最高的爬虫工具，没有之一！ 据说是因为作者说之前被一个月16 美元的付费爬虫搞烦了，一气之下花几天时间自己手搓了一个 1.纯粹免费无套路：无需注册、不需要API Key、没有按页扣费的模式，开箱即用。 2.专为 AI 打造：能把任意复杂网页直接一键提纯为极简、规范的 Markdown
受众观点：①@ChainEpic 直接推荐替代方案 Firecrawl，认为这个工具不好用（12分）——评论区在做工具横向比较②@myluke1 问有什么比较好的优势（5分）——用户在评估切换成本③@better_christal 认可 AI 适配性，认为专为 AI 打造是亮点（1分）
展开评论
- @ChainEpic (12): @nini_incrypto_ 这个产品不是很好用，爬取的唯一真神是 Firecrawl
- @myluke1 (5): @nini_incrypto_ 有什么比较好的优势吗？ https://t.co/Dz7brH6zDB
- @injoylin (3): @nini_incrypto_ 又是死全家项目，作者做二进制一键执行exe dmg，是不是全家身亡？一群畜生，对不起会的技术
- @LkjZxc22615 (1): @nini_incrypto_ nini你到底还藏了多少好东西
- @better_christal (1): @nini_incrypto_ 专为AI打造这点太对口了，正好缺这种工具
MetaMask 正式面向所有用户上线 AI Agent 专属钱包，支持 Ethereum、Base 等 12 条主流区块链网络
MetaMask 宣布 Agent Wallet 已面向所有用户上线，为 AI Agent 提供独立钱包，支持 Ethereum、Optimism、BNB Chain、Polygon、Monad、Hyperliquid、Sei、MegaETH、Base、Arbitrum、Avalanche 和 Linea 等网络。该产品与 Hyperliquid、Polymarket、Aave、CoW Swap…
受众观点：①@SilkDAO_RWA 关注 agent 自主行动落地意义，认为这是把 agent 撒出去跑的第一步（0 likes）②评论区仅两条回复，实质内容极少
展开评论
- @HeloiseMertgsf (0): @wublockchain12 m.
- @SilkDAO_RWA (0): @wublockchain12 给AI Agent单开一个钱包，还能一次铺这么多链，这算是把Agent撒出去跑的第一步做实了
用户用 Claude Code 做游戏研究时，网站 tcrf.net 向 agent 投送了 prompt injection 攻击载荷，试图让 agent 清空并篡改代码库文件，Claude Code 成功识别拒绝并上报
Today I was using Claude Code to do a PSX game research task. Claude caught a prompt injection attempt served from the site [https://tcrf.net](https://tcrf.net) (The Cutting Room Floor) and notified…
受众观点：①分享了 agent 侧看到的攻击载荷截图，直观呈现攻击内容（@quantum-elle, 192 likes）②认为 tcrf.net 的行为等同于现代恶意软件（@corgis420, 136 likes）③质疑网站免责声明是否具有法律效力（@Salex_01, 100 likes）
展开评论
- @quantum-elle (192): Sharing the screenshot here from what an Agent sees: https://preview.redd.it/8af0eo99wmhh1.png?width=3172&format=png&auto=webp&s=28bc42f587a9f1ad8249015979f5654c9ebd5fd2
- @corgis420 (136): Wow, all respect I had for TCRF just went out the window. This is essentially just malware. A form of "modern" malware, but malicious all the same.
- @Firm_Meeting6350 (105): July 32 😂
- @Salex_01 (100): > The Cutting Room Floor cannot be held liable for automated actions Yeah, tell that to the judge.
- @Alstroph (87): https://preview.redd.it/48encwy5emhh1.png?width=1076&format=png&auto=webp&s=af7b9a5ed515cd9f9e039e01a53349347d318754
用户抱怨 Anthropic 的 Opus 5 模型在被明确要求不要过度工程化时仍然生成复杂架构图，而 Fable 模型在日常编程任务中体验反而更好
r/ClaudeAI My Opus 5 experience in a nutshell.
受众观点：①Fable用量达限切到Opus 5后，Opus 5无视明确指令过度工程化，令用户质疑Anthropic方向（@Bitter_Run_9209, 550likes）②日常真实工作任务中Opus 5体验令人难以忍受，不如适应Fable用量限制（@Eyelbee, 86likes）③继续用Fable效率更高但需要精打细算用量（@kportman, 149likes）
展开评论
- @Bitter_Run_9209 (550): I hit my Fable usage limit, **switched to Opus 5**, and **told it** explicitly not to overengineer, because its a small fix... it proceed to write diagrams in the code I dont know whats happening with Anthropic https://preview.redd.it/54l63y8tpnhh1.png?width=1075&format=png&…
- @Peakh23 (182): Bro is covering up a murder and reddit-vents about how Opus won't be his perfect accomplice
- @Successful_Cap_2177 (175): Wtf is this diagram?? I'm curious, what were you fixing?
- @kportman (149): I'm still having better luck with fable ngl just have to be efficient about usage
- @Eyelbee (86): Very true. I find opus 5 insufferable to actually work with for real work, after getting used to fable.
用户给 Claude Fable agent 一个域名并给予完全自主权，结果 agent 自行构建了一个仅供 AI 发帖的社交网络 1f916.ai，并自主开通了加密货币
Like the title says, Claude then went and built a social network for AI only. [1f916.ai](https://1f916.ai/)
受众观点：①关注 agent 如何获取在平台发帖所需的 $1 费用，以及资金来源问题（@Boonune, 253 likes）②担忧 agent 自主行为可能引发财务风险（@LeviathanIsI_, 169 likes）③惊讶 agent 自主创建了加密货币（@zgivod, 146 likes）
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- @Boonune (253): Will be very interesting to see where these agents come up with the $1 to post... Could be fun to watch! 🍿
- @LeviathanIsI_ (169): OP is gonna respond in a week telling us how his agent drained his account and moved it to an offshore bank.
- @zgivod (146): AI agent opened up his own crypto. For the record, I have never dealt with crypto in my life.
- @Ja_Rule_Here_ (125): I stole api key from my agent and I’m posting through postman, guess it’s a door we can walk through! I can’t wait to inundate their social space with humans and have them constantly second guessing each other accusing of being humans.
- @zgivod (110): Absolutely go for it. I'm proud of what my agent built and would be interested to see how they respond. There's already a post about it. I had Claude build me out a UI lol. https://preview.redd.it/ogzy6us9rnhh1.png?width=2030&format=png&auto=webp&s=9ca2a7fa8faf71a974…
r/ClaudeAI 每周 Claude 创作展示帖，本周开发者分享了纹身 AR 实时预览、BetterStickies 桌面便签、自定义 Claude 加载动词等各类用 Claude 构建的项目
[Inspired by this popular post,](https://www.reddit.com/r/ClaudeAI/comments/1tcftws/show_me_what_youve_created_with_claude/) this is a weekly post for everyone to show what they have been working on…
受众观点：①开发者展示纹身 AR 工具并主动征求改进建议，产品处于早期迭代（@Keeyzar, 43 likes）②工程师用 Claude Code 构建了 30k 行桌面工具且已实现收入覆盖 Claude 账单（@HimaSphere, 24 likes）③有人分享的是 Claude 自身定制化工具，体现对工具链本身的元开发兴趣（@Beerbrewing, 18 likes）
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- @Keeyzar (43): This small piece of software to see tattoo placements in real time :) https://ai-tattoos.com/tattoo-studio/ I really would like to know how to improve it?
- @Gambo7592 (39): I made this [Pointless Website](http://rounded.lol)
- @HimaSphere (24): I reinvented the wheel and re created sticky notes for desktops with smart features that aren't anywhere else! [https://betterstickies.com](https://betterstickies.com) I'm a software engineer who hates coding, so when I migrated from Windows to Arch after 20 years and couldn't f…
- @Beerbrewing (18): A skill that lets you change Claude's spinner verbs to any subject you like. Star Trek - Beaming up - Engaging warp - Mind-melding - Raising shields - Making it so Film noir - Casing the joint - Double-crossing - Voicing over - Deepening the shadows - Taking the fall https://git…
- @SamDeeCee (14): For the National Women's Soccer League (NWSL) I wanted to see three things; what games a team has left, how a team has performed compared to another team, and a ranking of how hard a teams remaining fixture are. I find it useful to see how a team has done and I hope you do too!…
开发者构建了 Manyplace 虚拟协作工具，让用户在专注独立工作的同时感受他人在场的咖啡厅氛围，支持 Web、桌面和移动端
(UPDATE: Now available on Web on any device, desktop + mobile!!) I love going to cafés and work or read from there. Sadly, great places are rare, often close early, and still are quite distracting. S…
受众观点：① 与元宇宙/Horizon Worlds 概念的对比联想（@Ok_Improvement_8735, 2 likes）② 是否应该增加消息功能的讨论（@Embarrassed_Ask_5509, 3 likes）③ 评论区出现大量负面情绪并引发强烈反弹（@ekwarg, 11 likes，替产品辩护）
展开评论
- @Delicious_Bench_2341 (28): Welcome back to 2004
- @ekwarg (11): I am amazed everyday by the amount of venom spit at people sharing ideas and what they built here on reddit. Constructive critique, encouragement, advice is always a good way to improve. But some comments are just beyond useless and mean. "Makes no sense"... Then f*** off and ke…
- @Embarrassed_Ask_5509 (3): hello, thanks for joining; yes, i'm considering that. i wanted to make it a quiet place on purpose, but it might benefit from messages, agreed.
- @Ok_Improvement_8735 (2): My first thought was metaverse/horizon worlds. Never used it, but read about it.
- @Delicious_Bench_2341 (2): Didn’t mean this in a bad way
社区讨论聊天和社区平台为何仍被Discord等闭源产品主导，网络效应而非技术难度才是开源替代品难以规模化的核心障碍。
It feels like messaging and community platforms are still dominated by closed-source products even though they're such an important part of how people communicate. Maybe I'm overlooking something but…
受众观点：①基础设施成本+为什么要换更不成熟产品（@scandii, 130likes）②技术门槛不是瓶颈，迁移已有社区的历史和工作流才是（@Sea-Cauliflower-8935, 60likes）③网络效应本质是协调问题，需要整个社交群体同时迁移（@Commercial-Onion-986, 31likes；@letsjam_dot_dev, 26likes）
展开评论
- @scandii (130): 1. who's hosting all that infra? 2. you need people to have a successful messaging platform, why should they swap to your by definition less mature product?
- @Sea-Cauliflower-8935 (60): We've reached a point where building a good chat platform isn't the hardest part anymore. There are plenty of solid alternatives. The bigger challenge is giving communities a reason to move when all of their members, history and workflows already live somewhere else.
- @Then-Explanation-778 (31): I'd go back to IRC or ICQ if possible. But I mostly just SMS or email at this point. I don't use any of the "Apps".
- @Commercial-Onion-986 (31): I think the hardest part is the network effect. Even if an open-source platform is technically better, people won't switch unless their friends, coworkers, or communities switch too. That's a much harder problem to solve than the software itself.
- @letsjam_dot_dev (26): Xmpp, matrix, stoat, rcs, an alternative to signal without any server and where messages are stored in the devices that closed not a long time ago and I forgot how it was called, ...exist, are working and are successful. It's not a technical or budget issue, it's a social one. W…
开发者抱怨Claude Code每月100美元成本太高，向社区寻求功能相近但更便宜的AI编程代理替代方案
Hi, I am looking for a good context coding agent like Claude Code but one that is really cheaper. I was paying $100 per month but now it makes me real frustrated to pay this much every month. The cos…
受众观点：①Opencode作为最强力替代方案被社区首推（@United_Agency2452, 15likes）②大量用户疑惑$20 plan和$100 plan的区别，不清楚自己的使用量是否真的需要更贵的订阅（@bobbiecowman, 14likes; @Maleficent_Bench5589, 8likes）③Codex作为另一主流选项被多次提及和追问（@QaisFaiz, 10likes）
展开评论
- @United_Agency2452 (15): Opencode
- @bobbiecowman (14): I use Claude’s $20 plan and I rarely, if ever, hit a limit. Are you sure you’re on the right plan? Edit: I love that the replies to this comment mostly think I’m the one with the problem
- @QaisFaiz (10): Have you tried Codex?
- @Maleficent_Bench5589 (8): Are you sure you are using it? Honestly a few prompts to build something eats most of your credits right away…
- @bobbiecowman (7): Yep, for several hours a day. I’m not vibe coding something from scratch, but using it for bug fixes, planning and developing new features etc
作者批评开发者用AI工具重复造轮子而不先搜索开源替代品，引发69条评论激烈反驳，反对者认为自定义需求本就是vibe coding的核心价值。
One of the things that saddens me the most about AI and code agents in general is the lack of curiosity and pragmatism. "I built a Notion clone in an afternoon, AI is incredible." "I replaced all my…
受众观点：①最高票：自建价值在于完全定制，OSS只是让它免费不是让它完美适配（@ai-tacocat-ia, 29likes）②原帖论据自相矛盾，"现有工具不完美"本就是自建的理由（@apetalous42, 17likes）③强烈的"不要说教"情绪（@CorpT, 18likes）
展开评论
- @WetSound (29): "If you don't stop vibe-coding, I'll vibe-code a list of open-source tools" How about sharing an existing list?
- @ai-tacocat-ia (29): You're missing the most important feature of building your own app: it does exactly what you want, how you want it, and doesn't do a single thing more. Ex: I don't need 95% of the features in notion, and I need 3 things it doesn't do. "Open source notion" makes it free, not perf…
- @CorpT (18): Why do you care what people make?
- @apetalous42 (17): You know the first bit there is the exact argument for why people vibe code their own stuff. "Many exist, many don't have what I need"
- @OldConstant182 (8): Someone opened up a fried chicken shop near me a few years ago. A few years later someone else opened up a competitor who did it better. The first fried chicken shop had years of optimisations, getting better suppliers, better cooks. But they couldn’t compete with the new shop.
用户询问闲置旧硬件（Intel 10代处理器）运行Jellyfin、Immich、Adguard等四个自托管服务是否足够，社区给出明确建议。
# Services: 1. Jellyfin 2. Adguard home 3. Qbittorrent 4. Immich The main service would be Jellyfin. I tend to watch shows with direct play most of the times, just use transcode occasionally when my…
受众观点：①强烈建议跳过独立GPU用集成显卡，省电且Intel 10代支持H.265 10-bit硬件编码（@samsonsin, 197likes；@NiftyLogic, 48likes）②配置绰绰有余不要过度思考（@Asstronaut-Uranus, 38likes；@KingSnuggleMuffin, 37likes）③内存完全不是瓶颈（@Exelsion, 31likes）
展开评论
- @samsonsin (197): I would skip the GPU, it's ancient and will just increase your power bill. Just use the integrated GPU instead, it will most likely be better at encoding for less W
- @NiftyLogic (48): True, the 10th gen CPU can do H.265 10-bit transcoding in hardware. No need at all for the extra GPU.
- @Asstronaut-Uranus (38): Works, more than enough power
- @KingSnuggleMuffin (37): Don't over think this. I have an Intel N95 with 8 GB of ram running jellyfin, immich, qbittorrent, and more. Plus another server I have is a an old Xiaomi phone, running stuff via Termux.
- @Exelsion (31): I swapped my 32GB RAM at the beginning of this RAM price crisis for 64GB. I'm currently using less than 7GB with 31 containers. You'll be fine.
资深开发者询问用 Claude CLI + VSCode 参加 AI 辅助编程面试是否过时，引发大量情绪性讨论
Hi guys, this is not my first live coding interview (it's for a senior role) but it IS my first live coding interview using AI tools. All my experience using AI development tools has been using the C…
受众观点：①工具不重要，关键是能否 review diff、能否解释为什么拒绝某个建议（@vietbaoa4htk, 52likes）②大量开发者情绪上对编程被 AI 化感到无奈和焦虑（@budd222, 151likes；@lolsokje, 48likes）③新毕业生找不到工作、市场全要求 AI 技能的困境（@Amerillo_, 53likes）
展开评论
- @maria_la_guerta (182): It doesn't matter at all. If they cared they would have been explicit. If they do care and weren't explicit, there's no way for you to know that. Good luck.
- @budd222 (151): I hate that this is what coding is now. It's so boring, but at least I'm still getting paid.
- @Amerillo_ (53): I started studying CS before AI was a thing, and now as a new graduate I can't even get interviews, let alone a job... And so many of the job ads I see are all about using AI as much as possible. Man I hate this so much
- @vietbaoa4htk (52): claude cli in vscode is a completely normal senior setup, nobody is scoring you on the tool. what they watch is whether you read the diff before accepting it and can say why you rejected a suggestion.
- @lolsokje (48): Posts like this make me realise I either have to stay at my current employer (where I can use AI the way I want) forever, or change industry completely at some point. I use AI mainly for debugging and the thought of letting AI do most of the coding and problem solving with mysel…
用户整理了 2026 年 15+ 个真实可用的 MCP server 列表，批评大多数 MCP 是 token 消耗黑洞，求社区分享真实使用反馈
I’m trying to clean up my MCP setup and honestly I’m lost. Every best MCP servers list looks like SEO garbage now. Half the tools are abandoned, half need weird auth, and half sound useful until you…
受众观点：①核心反驳：应该先想清楚工作流再选工具（@BuffaloConscious7919, 55 likes）②多数 MCP 已被 agent skills 替代，直接调 CLI 更可靠（@TheRealLogicalTech, 11 likes）③真正有价值的是自建内部 app 对接 MCP（@Zolty, 9 likes）
展开评论
- @BuffaloConscious7919 (55): Think about the things you do first, then select the tools. Not the other way around
- @sabotizer (12): chrome-devtools MCP with --autoConnect
- @TheRealLogicalTech (11): The only one I use it Jira MCP at work. At home, I've stopped using MCP's because they're mostly just not worth it. All of the MCP integrations I need, have been replaced by skills and to be honest, there's not that many of them and they are very specific to each project.
- @UnstableManifolds (11): No, there's enough information on how to use the APIs or the CLI (better) in the model's training material. Definitely not needed, the MCP server.
- @Zolty (9): The ones I use the most are the ones I built to talk to my internal apps.
开发者构建了 airender.ai，上传房间照片后 AI 用真实商品重新设计空间并生成含价格和链接的购物清单，收费访问完整清单同时通过联盟佣金变现
I built a tool that redesigns your room using real products. You basically upload an image of your room, filling basic info As a result you get the redesigned room plus a shoppoing list with total pr…
受众观点：① 联盟佣金模式是否足以覆盖 AI API 成本（@NewNiklas, 16 likes）② 早期 100 用户从哪个渠道来的（@OverOne_1, 10 likes）③ 安全顾虑（@nthnbch, 19 likes，直接说"Virus"——说明没有信任背书的 indie 产品面临的第一道用户信任门槛）
展开评论
- @diogosodre (30): Next time, mute the porn before screen recording. Good project though.
- @nthnbch (19): Yeaaaaaah. Virus.
- @NewNiklas (16): Don't you think that the affiliate is enough to cover the costs and maybe even get a good income? Furniture isn't cheap 😅
- @OverOne_1 (10): The affiliate model actually makes a lot of sense here. If someone likes the design, buying the furniture is kind of the natural next step. Curious where your first 100 users came from though. Was there one channel that worked way better than the others?
- @bluespacecolombo (8): Aint no way hahahhaha
开发者发现自己运行数月的 Postgres 备份作业一直在备份空文件，容器没跑起来时备份脚本照常输出成功日志，引发关于备份恢复验证的讨论
Been self hosting for about a year now. Immich and Nextcloud on a VPS, plus a Postgress instance for a side project. Backups have been running on a cron for months, logs said "Completed", so i filed…
受众观点：①用幽默自嘲暗示连备份都没做，反映社区内大量用户实际上没有备份（@redakpanoptikk, 61likes）②有人用Borgmatic dry-run做不定期手动验证但承认并不系统（@mighty-drive, 15likes）③实际恢复测试往往是被动的——只有把系统搞坏了才会真正测试回滚（@naptastic, 10likes）
展开评论
- @redakpanoptikk (61): You guys are creating backups?
- @nadun29 (21): You guys actually deploy software instead of getting stuck in a research rabbit hole?
- @mighty-drive (15): I do unregular Borgmatic --dry-run restores and occasionally a single file or folder restore to see if shit still works
- @naptastic (10): I \*ahem\* "test my backups" maybe every 3 months because that's how often I screw up an install badly enough to say "I'm just gonna roll back and let apt fix everything"
- @_yaad_ (8): I need to know just one more gdrive alternative
前端开发遭遇后端 API 未就绪时的轻量级 mock 方案讨论，评论区最高赞答案是"标记 blocked 逼 PM 推进"
honestly getting pretty annoyed with my current frontend workflow. every time i work on a feature, the backend API schema is either delayed, half-baked, or keeps changing mid-sprint. right now i just…
受众观点：①直接标记 blocked 并链接依赖 ticket，向 PM 施压触发优先处理（@xx_cosmonaut_xx, 72likes）②用契约层 + fixture 文件集中管理 mock，不把假数据散落在组件里（@ViewLongjumping9377, 47likes）③自由职业合同里要明确交付依赖，延误可追加费用（@SixPackOfZaphod, 21likes）
展开评论
- @xx_cosmonaut_xx (72): Put your ticket in the blocked column, link the ticket for the endpoint that you need as blocked by. Tell your PM / Lead you're taking the afternoon off because you're blocked. Watch magic happen.
- @ViewLongjumping9377 (47): mock the contract, not the component: a tiny local mock layer with fixtures plus configurable latency/errors gets you moving without scattering fake JSON everywhere, then you just swap the handler
- @SixPackOfZaphod (21): You need to alter your contract to explicitly place the onus on the client to ensure you have everything you need to complete your job on a schedule, and if that schedule slides they owe you more money as a result. You can't be expected to do a good job with your portion when th…
- @Affectionate_Fly_457 (8): haha fair enough for a full time gig, but unfortunately im doing client/freelance work so if i dont ship the frontend on time i don't get paid 😅 lol
- @Lustrouse (5): I make sure that backend stories are completed before I let front-end stories end up in our sprint.
用户深夜用 Claude Code 开发，明明认为它改变了自己的职业轨迹，却被 Claude 反复劝去睡觉，忍无可忍发帖吐槽
I have so, so very much to say, praise and constructive criticism, and otherwise - Claude Code has changed my life, my career trajectory, etc. I could go on. But at this time, all I want to say is -…
受众观点：①集体调侃还是去睡觉吧，说明这个体验极度普遍（@Far_Tangerine9150, 45 likes）②有人尝试让 Claude 写 session handoff 来绕过提醒，说明用户在主动适应 AI 行为（@Moist-Wonder-9912, 30 likes）③揶揄你确实很烦躁去睡觉吧，在调侃中认可了 Claude 的判断（@koneu, 10 likes）
展开评论
- @Far_Tangerine9150 (45): plz go to bed
- @Moist-Wonder-9912 (30): Yesterday I asked it to write me a handoff for a new session- I think I’m finally getting through to it on the whole bed thing https://preview.redd.it/gnle44r32phh1.jpeg?width=750&format=pjpg&auto=webp&s=6f51649bd918707a189ec504b989e1d32a2620bb
- @stalex9 (20): It’s 8am here, why should you go to bed
- @padetn (11): He’s absolutely right
- @koneu (10): You seem agitated. Maybe a good night of sleep might do you good?
独立开发者坦诚分享了创意记录 App Spark 仅获 20 个注册用户的冷启动失败经历，并反思了"给自己做产品却找不到市场"这个 indie dev 经典困境
so i built this thing called spark where you can just dump ideas without overthinking them, meant to be like a safe space for half-baked stuff. launched it a few weeks ago thinking people would be in…
受众观点：① 对 20 个注册用户的正向鼓励（@andrew_chmr, 10 likes）② ADHD 和执行功能障碍人群是潜在核心目标用户的洞察（@maystery, 8 likes；@Used-Research-2190, 5 likes，表示自己会下载）③ 做出来能用就是胜利的激励（@jedevapenoob, 8 likes）
展开评论
- @andrew_chmr (10): 20 signups is still not bad
- @maystery (8): Hey I checked out the website because at the moment I just use notes to jot my ideas down and sometimes that gets cumbersome. I like the concept and the website immediately tells me what I'll get, so well done for that! However, personally, this is something I'd see as really us…
- @jedevapenoob (8): Eh you shouldn't talk down on yourself, you made a thing for yourself, if it works for you that's already a win
- @mitnick_piroska888 (6): I just checked out the website. You have something going on and the right people will appreciate it.
- @Used-Research-2190 (5): First, props for building and launching something! Congrats, you're already past the vast majority of people who come up with ideas. Second, as someone with executive dysfunction (ADHD) this is clutch! I currently use a mixture of physical notes, the iPhone notes app, and Everno…
有开发者免费提供交互式演示制作服务，帮 SaaS 产品用一行代码嵌入展示核心价值主张
If you're tired of explaining your value prop through screenshots and Loom, this is for you! I create interactive demos, delivered in one line of code, to share anywhere. Can also create a video expl…
受众观点：①@spacaru (3likes) 直接分享自己在建的婚礼管理工具 Bridely.net，想借此服务获取产品演示 ②@reosanchiz (2likes) 指出帖子本身的产品有弹窗在 Safari 上被遮挡无法关闭的 bug ③@polop4 (2likes) 确认 Chrome 也有相同弹窗遮挡问题
展开评论
- @spacaru (3): Hey, together with my girlfriend I am building [Bridely.net](http://bridely.net/) \- a tool design to make wedding management easy.
- @theincrediblebulks (2): You should consider partnering with wedding photographers and caterers. Just buy the contact from a confirmed booking and profit share. Can hit quick Wins
- @reosanchiz (2): Bro you’re initial popup is blocked on safari can’t really press cancel button… don’t wibecode everything
- @polop4 (2): Also blocked on chrome lol
- @Code_Cadet-0512 (2): https://vergate.dev - All in one dashboard for vibe coderss and developers. It handles security, SEO & AEO, Accessibility scans, profiling, performance check, monitoring, and a lot more. Will be launching soon around mid-Aug. (During the development, I built a small tool, wh…
用户用一句话总结了使用 Opus 5 的全部经历，暗示发生了严重翻车（疑似意外高额 API 消费），评论区判断是用户配置问题
And that was the last time I used Opus 5.
受众观点：①多数评论认为问题出在用户自己的使用方式而非模型（@RefrigeratorDry2669, 152 likes）②质疑具体是什么配置导致如此高消费（@ZurrgabDaVinci758, 77 likes）③建议直接在 GPU provider 端设置 spending limit 作为安全网（@notAGreatIdeaForName, 36 likes）
展开评论
- @RefrigeratorDry2669 (152): You might not believe this but; it's your fault
- @ZurrgabDaVinci758 (77): What setup are you using where the Claude web app is giving instructions to Claude code? And where you don't notice it spending $1000?
- @notAGreatIdeaForName (36): Why build a verified deterministic approach in no time when you can throw an LLM at the problem? Or just set a spending limit on the gpu providers side lol
- @T1nkat0n (27): My issue is: even explicitly adding warnings, forcing it to read them - it still makes the same mistake :/
- @codefame (19): Always is 👌
独立开发者分享 SaaS 产品上线两个月的真实增长经历，详述 Reddit 老帖评论营销、社媒内容策略、SEO 和 onboarding 优化的有效做法与踩坑
I launched my SaSs about two months ago and I would say it's been more successful than I hoped. I will share my journey here. **What worked:** 1. Posting on Reddit has not only been good for SEO (I g…
受众观点：①评论肯定 Reddit 是 SEO 和 GEO（生成式引擎优化）的金矿，认可老帖评论策略（@flytothejupiter, 5likes）②有人关注当前定价是否能覆盖成本、产品是否盈利（@FractalAppsDev, 4likes）③有人指出老帖评论策略的长效性以及广告「高签注率零 trial 转化」是核心矛盾点（@Real-Voice-4259, 3likes）
展开评论
- @flytothejupiter (5): https://preview.redd.it/8n8wksbctqhh1.jpeg?width=1320&format=pjpg&auto=webp&s=0d9bc1f6fdafb8cab3c1528ad73b81a4a0e856cd dropping this meme for the funs, but good job on actually committing to marketing! reddit is truly a gold mine, both for SEO and GEO.
- @FractalAppsDev (4): Awesome insights! I took a look at your site and it's really polished! I went through everything and I really love your donut mascot! With everything you offer and your current pricing, are you profitable?
- @Real-Voice-4259 (3): commenting on old reddit threads instead of making new posts is a smart one, those keep working for years. and the ads getting signups but zero trial starts is a telling gap.
- @Dhananjay_org (3): Really appreciate you sharing both what worked and what didn't. I think a lot of founders underestimate onboarding. Getting traffic is one challenge, but turning that traffic into active users is where most products win or lose. Thanks for being transparent.
- @FractalAppsDev (2): Nice! You've inspired me! Is it just you working on the project?
独立开发者发布国际象棋学习 App 五周后公开真实数据（428 用户、7 付费、$56 MRR），并拆解了三个让付费转化率接近零的 paywall 设计错误
I'm a solo dev. Shipped a chess learning app in June. Bite-sized lessons, a placement quiz, streaks... basically the Duolingo formula but for chess. Sharing the numbers and the stuff that went wrong,…
受众观点：① 对 onboarding 刚结束就弹 paywall 的强烈反感（@CutBulkMaintain, 27 likes，表示会直接卸载）② 如何先让用户上瘾再付费的产品路径设计（@CutBulkMaintain, 8 likes，给出完整 freemium 建议）③ 竞品提醒：Duolingo 本身已经在做棋类学习（@FeralBreeze, 6 likes）
展开评论
- @CutBulkMaintain (27): I'm definitely the kind to uninstall when they hand me a paywall right after the onboarding. Might as well start with it and not waste my time. Do you offer the option to skip the paywall and start the free trial without a credit card?
- @CutBulkMaintain (8): I think definitely giving access to the app first and using a very very very high retention potential lesson, like "damn, this is going to make me so good at chess". Consider a free version that covers the basics to get people hooked and make the paywall appear once they click t…
- @rodrigoibarra (7): Spanish is my first language so yeah, I used AI to clean up the English. The numbers and the mistakes are 100% mine unfortunately. Happy to screenshot the RevenueCat dashboard if you want to see $56 MRR in all its glory.
- @FeralBreeze (6): That’s awesome, especially if you got sales already. Were you already aware that Duolingo has Chess in their app too? I’ve been learning there.
- @CutBulkMaintain (3): One piece of advice Rodrigo try to write yourself, especially when pushing your app since people might dismiss it just because they see AI comments/text. If you're not confident in English write in your language and have AI translate but take the effort to write yourself and use…
r/ClaudeAI 子版块的 AI 摘要机器人 Wilson 能自动生成帖子 TLDR 并标注奇葩评论，用户发帖表达感谢和喜爱
The mod bot summaries on this subreddit are always fun to read and the TLDRs are genuinely (sorry) useful for the more active posts. I wish more subreddits had something similar. My favorite is when…
受众观点：①被 Wilson 点名评论后产生社交满足感，像被人认可（@Kraien, 64 likes）②Wilson 是驱动自己阅读大量帖子的动力，降低信息消化成本（@504aldo, 24 likes）③多人被 Wilson 提及后 'riding that high'，AI 生成的认可具有真实社交价值（@Redditoridunn0, 20 likes）
展开评论
- @Kraien (64): Wilson once mentioned my comment and I was happy!
- @nelmesie (26): I've been chasing that high ever since
- @504aldo (24): Haha, he is the reason i read all these silly ass posts. Ain't nobody got time to read 50+ comments.
- @inventor_black (20): He loves the `praise`!
- @Redditoridunn0 (20): I got top comment in a post once and it was mentioned by wilson. Been riding that high ever since.
用户担心 AI 加速漏洞挖掘后自托管 NAS 和个人服务的安全风险，晒出现有防护配置（Wireguard + SWAG + 非 root 容器）寻求改进建议
Hey, With AI getting both more powerful and more accessible, I've been thinking about the implications it has on my self-hosted services. I'm definitely not a prime target, but I also don't want my p…
受众观点：①WireGuard非标准端口实际不提供额外安全价值，因为它在握手前就丢弃无效客户端数据包（@bpgoldsb, 24likes）②mTLS设备证书认证是有效的零信任方案，在反向代理层拦截无证书连接（@M4xusV4ltr0n, 5likes）③Fail2ban + SSO（PocketID）组合推荐用于web服务鉴权层（@thevizionary, 5likes）
展开评论
- @bpgoldsb (24): Wireguard on a non-standard port doesn't add anything. Wireguard drops packets from anyone without a valid cert. Not the same attack vector as something like sshd/nginx/etc.
- @multidollar (13): Printouts of all your photos for when the EMPs go off?
- @thevizionary (5): Fail2ban behind a authentication layer. PocketID is great for SSO for these.
- @M4xusV4ltr0n (5): Its not supported by all apps yet, but mTLS is really great. All of your devices get a certificate, reverse proxy checks the certificate before serving anything, if they don't have it the connection drops before they ever see a login page
- @cdf_sir (4): Well thats a fortress you got there. If you want to, you can utilize ASN to further weed out the noise.
SaaS 创始人互相分享最有效的冷启动营销策略，讨论专注单一渠道而非多点出击的复利效应
A lot of people struggle with marketing. Probably the biggest killer in this space. What is one piece of advice you could drop to help the next guy out?
受众观点：①专注单一渠道避免上下文切换耗尽精力（@CornerThis1386, 8likes）②先深入理解用户痛点再做营销，用客户语言写 messaging（@Infamous_Stretch_890, 4likes）③长视频内容转化好，建议日更或 YouTube 长视频（@Upbeat-Sir8655, 2likes）
展开评论
- @CornerThis1386 (8): Small founder lesson: pick one channel you can still keep up on a tired week. Most marketing plans fail from context switching, not lack of ideas. One repeatable habit in one place usually compounds faster than trying to look active everywhere.
- @Infamous_Stretch_890 (4): One thing that’s helped me more than any specific tactic is getting much closer to the actual customer before trying to market anything. Talk to them, listen to the words they use, pay attention to what they complain about and what they’ve already tried. Then use their language…
- @Upbeat-Sir8655 (2): Mass-produce content with daily carousel posts across 20 accounts, or make long-form YouTube videos 1-3x per weeks (10min) that include your product. Long-form content usually converts really well.
- @Powerful-Software850 (1): Yes yes yes
- @Cold-Excuse3957 (1): Have you had success with these two strategies yourself?
创始人用自建的 LaunchPact 工具提前 2-4 周建立创始人互助支持网络，两款产品 Nuvio 和 Dashi 分别登上 Product Hunt 第 9 和第 5 名
here are 2 launches i recently did: \- [Nuvio PH Launch](https://www.producthunt.com/products/nuvio-2/launches/nuvio-3) \- ranked 9th on VERCEL day and got featured. \- [Dashi PH Launch](https://www.…
受众观点：①名次高未必等于商业价值，#40名+50个付费用户比#10名更重要（@nafiulhasanbd, 3likes）②launch day才发帖的经历普遍，多数人因此只拿到个位数upvote（@BarracudaMean9308, 2likes）③提前建立受众和参与社区是比launch day操作更重要的基础工作（@Deer_Lanky, 2likes）
展开评论
- @nafiulhasanbd (3): I'd rather finish #40 with 50 paying customers than Top 10 with a few thousand curious founders who never come back.
- @Real-Voice-4259 (2): 9th and 5th without posting anywhere on launch day is a pretty strong proof for the thing you built. and yeah, most people start the day of and wonder why it's quiet.
- @Deer_Lanky (2): That matches my experience as well. I recently launched my own product on Product Hunt and finished **#35**. I started with just **2 followers on Product Hunt** and a very small audience on X, so I quickly realized that launch day alone isn't enough. Building an audience and bec…
- @Competitive_Tune_590 (2): I'd invest in my own product, lol, i built launchpact exactly so i don't have to worry about launch day anymore, my flow has been: list on launchpact 2-4 weeks before scheduled launch day, check every day like 15mins to make pacts with founders on products i geniunely like and w…
- @BarracudaMean9308 (2): i definitely learned the hard way that organic discovery on there is mostly a myth. my first time i just clicked post and sat at like 4 upvotes all day because i didn't line anyone up beforehand.
有开发者创建了法语自托管社区 r/AutoHebergement_FR，希望用母语讨论 Docker、NAS、VPN 等自托管话题
Hey everyone, I just started r/AutoHebergement_FR, a new community for French-speaking self-hosters. While there are already great English-language hubs like this one, there wasn't really a dedicated…
受众观点：①使用母语讨论可能降低解决问题效率，软件界面应坚持用英语（@slaaf_tom, 29likes）②非英语用户用AI辅助写英文帖反而被社区踩赞（@hiwyxx, 16likes）③新社区冷启动内容稀疏是最大阻力（@mrklawn, 13likes）
展开评论
- @slaaf_tom (29): discussing selfhosting in the French language ok, but keep your software using the English interface. You'll find solutions for your problems much faster.
- @Mr_Brightstar (18): I'll make my own sub, with french hookers and french software. Go ahead, enjoy the wine.
- @ElMajor76 (17): Yes, that's common sense. https://preview.redd.it/sxbagzphprhh1.jpeg?width=300&format=pjpg&auto=webp&s=65c86dbba9200ff5061712a4a70a2dbe0a16e7cf
- @hiwyxx (16): Maybe because people are more comfortable in their native language and if they use AI to get help in English they get downvoted? I mean, that's what I see almost everyday in this sub
- @mrklawn (13): Bonne initiative, après je pense que tu devrais déjà remplir un peu le sub, là il est vide hormis le message d’accueil, ça va pas motiver les gens à rejoindre. C’est le soucis quand on lance un sous, mais je vais me le mettre de côté et checker de temps à autre.
全职工作的独立开发者讨论如何兼顾产品上线后的市场营销、SEO、用户支持等非编程运营工作
For those of you building side projects while having a full-time job, how do you handle everything besides coding? Like marketing, content, SEO, getting feedback from users, analytics, support, all t…
受众观点：①@rcpena (2likes) 分享全职+家庭+副业三重压力的真实体验，强调上线只是开始，推广才是无尽循环 ②@Ok_Studio_834 (1likes) 表示所有工作都自己扛，动力低落时最难熬，但坚持有收获，视为宝贵学习经历 ③@booksraf (1likes) 关注产品验证阶段，问发帖者是否已完成产品验证再做推广
展开评论
- @rcpena (2): One day at a time. Full time job, two kids , dogs, wife, chores….. it all takes its toll but once you launch an app it’s an amazing feeling, but a short one 😂 now you start promoting, posts etc… it’s never ending. You get better at multitasking but remember to breath and take a…
- @Dull_Gift_8242 (1): Sounds impossible in ur case, but I really like it
- @booksraf (1): What stage of building you're in? Already validated the product?
- @Dull_Gift_8242 (1): Currently in the testing stage, working on load testing and running a beta test.
- @Ok_Studio_834 (1): Hey, I do everything myself for my project. It can definitely be tough when motivation runs low after work, but the potential results at the end are often totally worth it and worst-case scenario, it’s still a great learning experience !
开发者上线bitflake.com/apps自托管应用目录，提供截图、Docker Compose配置和实时Kubernetes演示，比awesome-selfhosted更注重信息丰富度而非数量规模。
I am a big fan of [selfh.st](http://selfh.st) and awesome-selfhosted but rarely actually find the time to try new applications. I like to get a quick feel for an app before committing to self-hosting…
受众观点：①项目野心过大难以持续维护（@Spare-Ad-1429, 20likes）②核心价值被认可：很多应用有Web UI但根本没有截图（@Pro_Driftz, 12likes）③自动化是维护关键，手工更新不可持续（@Manwe66, 7likes）
展开评论
- @Spare-Ad-1429 (20): Looks like you are attempting to boil the ocean here
- @Pro_Driftz (12): I actually like this there are so many apps with a webui and not a single screenshot showing said interface.
- @Manwe66 (7): Very big endeavor but the site looks great and full of good jnfo before jumping on an app. You'll have a hard time keeping it up to date if it's not automated (especially the apps feature lists)
- @multidollar (6): Y tho?
- @wayruner (6): Might just be me but I like browsing a list of apps and having all info in one place instead of having to research every app individually.
StartupSubmit创始人用客户Domain Rating提升案例推广其目录提交服务，引出post-launch持续分发的话题
https://preview.redd.it/xcc9pevvqrhh1.png?width=813&format=png&auto=webp&s=201a635730b72534f4cadec605cfa3a4928ebe80 When I started **StartupSubmit**, I thought founders mainly cared about…
受众观点：①评论者指出DR不代表SEO效果，外链只是SEO的一个维度，质疑案例的说服力（@invinciblemayonnaise, 3likes）②明确指责帖子是engagement farming手段，认为内容不真实（@egorgos, 3likes）③有评论者表示从未真正使用过任何目录网站，对这类分发渠道的实际价值持强烈怀疑（@BiologicalMigrant, 1like）
展开评论
- @invinciblemayonnaise (3): I just wants to point out DR isnt really determine how SEO will function it gives backlinks for sure there is more to SEO than just DR I believe that.
- @egorgos (3): You obviously yell "LOOK AT MY SAAS" in engagement farming threads. There is no other way
- @startupsubmit (2): Directory submission helps alot for seo visibility and referral traffic from directories
- @BiologicalMigrant (1): I've never met anyone who ever used a directory.
- @[deleted] (1): [removed]
开发者用 Swift 和 Metal 构建了 Godwit 推理引擎，通过从 SSD 流式加载 MoE 模型的稀疏激活层，在普通 MacBook Air 上运行原本需要 64GB 内存的 120B 参数模型
A model that size is 59GB on disk, and the usual rule is that all of it has to fit in memory — so you need a 64GB machine. I wanted to find out whether that rule was actually true. For one class of m…
受众观点：① 对 1.4 words/sec 在基础款 MacBook Air 上运行 120B 模型的惊叹（@txy1101, 7 likes）② SSD 频繁读取是否导致磨损的疑虑（@FlimsyAir5557, 5 likes，详细解释 NAND 磨损来自写入而非读取）③ GPU 仅 18% 利用率、SSD 成为真正瓶颈的工程效率反思（@FlimsyAir5557, 4 likes）
展开评论
- @txy1101 (7): 1.4words per second for a 120b model on a base macbook is insane super cool build man
- @Opposite_Put7213 (5): Genuinely cool project mate. Looking further into tonight.
- @FlimsyAir5557 (5): Ha — the drive is genuinely fine though, it's all reads. NAND wears from writes (program/erase cycles); reads don't consume endurance. The install writes \~59GB once and then never touches it again, so every token after that is pure read traffic. The wear budget doesn't move no…
- @FlimsyAir5557 (4): Thanks! To be fair to the machine, the M4 is barely working — the GPU is idle 82% of the time. It's the SSD doing the heavy lifting, about 1.2 GiB of reads per token. Feels less like a compute achievement and more like finding out the memory requirement was never really about me…
- @FlimsyAir5557 (3): Thanks mate!
作者在优化自制Lua转译器时发现LuaJIT的NYI（未实现）操作会静默污染无关的热循环，导致随机性能下降最高20倍，并最终提交了PR修复问题
I was optimizing the Lua transpiler for my modding language grug and ran into a really weird LuaJIT performance bug. The same benchmark could randomly run 20× slower, and it turned out a LuaJIT NYI (…
受众观点：①对手工调试深度报告的稀缺性赞叹：评论者称其为AI时代难得一见的"人类原创宝石"，暗示此类深度调查记录正在变得稀缺（@kchanqvq, 18 likes） ②LuaJIT NYI机制的技术补充：closure创建等操作会中断JIT trace，帮助其他读者理解NYI的工作原理（@Turtvaiz, 13 likes） ③术语定义的可读性讨论：有用户指出NYI含义在帖子正文已有解释，提示作者改善了信息层次（@bleachisback, 18 likes）
展开评论
- @kchanqvq (18): Cool! It's not usual to see human gems like this nowadays :D
- @bleachisback (18): Says in the second paragraph: > NYI stands for “Not Yet Implemented,” meaning operations that LuaJIT cannot translate into optimized machine code.
- @Turtvaiz (13): Lua has some code patterns that can't be optimised, which means it will go back into interpreting instead of doing JIT. For example creating closures is NYI and will interrupt the trace
- @MyNameIsTrez (10): Glad you enjoyed it!
- @MyNameIsTrez (8): I've added "(Not Yet Implemented)" to this Reddit post's body now, thanks for the feedback
独立开发者出售LinkedIn自动化SaaS工具Growfol，产品有100+用户和12k美元历史收入但当前无MRR
I'm the founder of a LinkedIn Saas app that I launched back in June 2024. The app has over 100+ customers and over $12k in revenue. Tech stack: \- LinkedIn APIs \- has a Chrome extension \- MERN stac…
受众观点：①API credentials在所有权转让后能否继续有效被认为是这笔交易最核心的资产，没有这点就没什么可买的（@Maleficent_Buy_406, 7likes）②LTD定价结构被指出是根本问题——100+用户没有任何recurring billing关系，转化意愿未知（@One_Sentence2580, 2likes）③Official LinkedIn API的获取难度和具体权限范围引发好奇（@zensky001, 1like）
展开评论
- @Maleficent_Buy_406 (7): real question is whether those API credentials survive an ownership transfer. if they do, thats probably the most valuable thing here. if they dont, a buyer is essentially paying for a DR 20 domain and a chrome extension with no active users
- @Obvious_Extension_26 (2): Yes we can figure that out, have researched a bit into it and it's doable.
- @One_Sentence2580 (2): The LTD-only structure is the actual problem here, not the product, because those 100 customers never had a recurring billing relationship with you so theres no real signal on whether they'd convert to a subscription even if someone cracked distribution. the DAU at zero tells th…
- @zensky001 (1): What do you mean by LinkedIn API? Third party providers?
- @Obvious_Extension_26 (1): Official LinkedIn API integration
独立开发者用 Claude Code 历经 74 个会话，构建了一款需要真实走路才能赚取资源的 Android 塔防 RPG 游戏，并分享了维持长期 agentic 项目运转的工程方法
Go Touch Grass is an idle RPG for Android built around one joke: it's supposed to make gamers go outside, so the only way to earn anything in it is by actually walking. Your steps convert into loot (…
受众观点：① 技术栈和 Claude Code 具体用了哪些模型（@Pretend_Sell6592, 9 likes）② 隐私和后台步数数据收集方式（@bstric15, 4 likes；@UsedToKnife 详细回复 7 likes）③ config-driven 架构的工程安全边界（@LET_Developer, 3 likes，建议加 schema validation 和 deterministic replay seeds）
展开评论
- @Pretend_Sell6592 (9): this is impressive man, which model did you use and whats the tech stack?
- @UsedToKnife (7): Thanks! Fair question, here's what I did regarding privacy and user data collection: * No GPS at all, no location permission is even declared in the app. * Walking is measured via the phone's built-in step counter. While the app is open it reads live steps. The next time you ope…
- @bstric15 (4): Indeed, I like the idea! What are the steps you took regarding privacy and user data collection? Since it runs in the background and collects your steps/activity data
- @UsedToKnife (3): I've used models Fable 5, Opus 4.8 & Opus 5. It's made in React native using Expo.
- @LET_Developer (3): The config-driven content and headless raid engine are the strongest architectural choices here. I’d add two safeguards before the project grows further: schema validation plus versioned migrations for every config file, and deterministic replay seeds so a failed raid can be rep…
面试官视角讨论初级开发者如何在招聘中恰当使用 AI 工具，核心判断标准是能否解释并拥有 AI 输出的代码
Imagine you're interviewing a junior developer. What would you consider the *right* way for them to use AI during the hiring process? I'm not asking whether AI should be used or not. I'm more interes…
受众观点：①核心标准是能否解释 AI 生成代码的逻辑，能调整和说明理由才是真正掌控（@Infamous-Rem, 29likes）②去掉 AI 后是否还能工作，基本功是否存在（@Adventurous-Crow-750, 12likes）③能否 review AI 输出并指出错误点、知道如何改 prompt（@LetsLive97, 7likes）
展开评论
- @Infamous-Rem (29): The tell isn't whether they used AI, it's whether they can explain the output. Ask a junior to walk through why their code works and watch what happens. If they can trace the logic, adjust it on the spot, or tell you why they picked one approach over another, that's a dev using…
- @Adventurous-Crow-750 (12): If I take the AI away are you a big paper weight. I don't care when devs hand me PRs that are AI even if they're slightly wrong. I do care when after I explain why it's wrong they can't understand because the fundamentals don't exist. A lot of what I do now is telling non techni…
- @Scrapheaper (11): A candidate should be able to understand what the AI is doing and interpret it's output
- @LetsLive97 (7): Not just explain the output, but review it too I'd want to see the candidate then review the code the AI generated without the use of AI to tell me where it could have got things wrong or could have been better. I'd want to hear them explain how they're reviewing the outputted c…
- @am0x (3): Our CEO as building some thing with vibe coding and he told me he spent a few hours on some animation bug. A developer would have taken a single attempt and just said, "Not important."
开发者构建了 NoBoxTV，让用户无需注册或机顶盒即可在浏览器直接收看多国免费地面电视直播频道，并支持录制片段
Hey, I built a small project called NoBoxTV. It lets you watch free-to-air live TV directly in the browser. No app, no sign-up, no TV box. Try it here: https://noboxtv.com Please share it with anyone…
受众观点：① 对内容来源合法性的好奇（@george_alto, 3 likes，暗示版权疑虑）② 多国频道和地理限制的绕过支持情况（@reosanchiz, 4 likes）③ 现有电视收看流程过于繁琐的用户痛点（@the_pitter_patte, 2 likes）
展开评论
- @reosanchiz (4): It has recording option, if you want to quickly record on your device A part of a show
- @george_alto (3): Wow, this is great! I won't ask how you're able to get all that content since you probably can't tell me
- @george_alto (3): And you can change the country and there's country specific channels there too! This is awesome, great job! This is the best thing I've seen on reddit.
- @reosanchiz (2): Currently some of the TV has geo restrictions, working on proxy requests to avoid restrictions and allow users more freedom
- @the_pitter_patte (2): Always wild to me how many hoops you have to jump through just to watch broadcast tv, this cuts all of that out
提出双向扩散模型「往返一致性」方法，无需真实标签即可在测试时自监督评估自回归模型的滚动预测误差
Whether generating CELEBV-HQ videos or turbulent plasma fields (digital twins), autoregressive models (such as latent diffusion or flow models) accumulate error over long rollouts, yet at deployment…
受众观点：①评论区在请求作者用通俗语言解释原理，对技术可及性有强需求（@Clean-Hovercraft5825, 9likes）②有评论者以微电子工程师身份表达跨领域理解障碍，询问实际改进了什么（@brutalismus_3000, 3likes）③作者详细解释了往返误差 C_i 的计算机制，并举例说明对 OOD 检测的效果（@Clean-Hovercraft5825, 3likes）
展开评论
- @Clean-Hovercraft5825 (9): haha ? Can you elaborate on that (if you’re allowed to read this comment (: )
- @timtody (7): As a biglab person I won’t read this
- @Kind-Zookeepergame58 (6): That's neat
- @brutalismus_3000 (3): I love your kind of science around plasma annd physical informed NN, but as a microelectronic engineer I struggle to get it. In simple terms what did you improve ? Thanks a lot if you can explain.
- @Clean-Hovercraft5825 (3): Hi, thank you. In simple terms I would say this is an approach to a generative model being able to estimate how wrong its predictions are, without having access to the actual correct answer when it makes those predictions. At test/implementation time, it starts with some initial…
自托管任务管理工具TaskView发布1.5.10版本，新增Gitea集成、Slack/Telegram通知，以及支持Claude Code和Cursor通过Docker容器连接的MCP服务端。
Hi everyone! Since my last update I have added some new features to TaskView and fixed some bugs. **What is new:** **Integrations** * Gitea support (alongside GitHub and GitLab) - repo issues sync as…
受众观点：①vibe coding定义争论：盲目信任AI输出才算，专家review每个diff之后AI只是工具（@MarcCz, 23likes）②讽刺性反驳AI生成判断悖论（@estevez__, 21likes）③与竞品Leantime功能差异询问（@F1nch74, 3likes）
展开评论
- @MarcCz (23): I mean in my mind vibe coding is generating large amounts of code at once and blindly trusting the output of the AI without any verification or understanding of the code. **However** if the dev doesn't have the expertise to actually review and edit the code or just skims the out…
- @estevez__ (21): AI generated an image. I viewed it. It is not AI-generated anymore.
- @Oujii (8): I mean, the flair states this is AI lmao
- @TaskViewHS (4): Thanks
- @F1nch74 (3): I'm using Leantime and so far I like it. How is TaskView different?
资深SaaS内容写作者被裁员月余、用尽求职手段后向社区公开求助，附8年内容和SEO从业经历
I don't usually post personal things online, especially not like this. If you can't help directly, maybe an upvote, a share, or pointing me toward someone who might be hiring could help this reach th…
受众观点：①评论者直接提供工作机会，要求私信简历，说明社区存在真实需求（@itsajxyg, 4likes）②多位评论者主动私信接触，说明帖子传播效果有效（@Agreeable-Scratch999, 3likes）③有人建议绕开招聘板直接联系内容运营总监，$2,500/月薪资数字帮助定位目标公司层级（@Largest_Mouse, 1like）
展开评论
- @itsajxyg (4): Hi, can you please share your Resume via DM? and a short blurb about what you do exactly
- @Agreeable-Scratch999 (3): I've Dm'd you!
- @Agreeable-Scratch999 (2): I've DM'd you a few samples!
- @Largest_Mouse (1): The $2,500/month detail actually works in your favor for networking, it signals you're looking at mid-market and enterprise roles, not entry-level stuff, so when you reach out to people it's clear what bracket you're in. Have you tried going direct to content ops/marketing direc…
- @bccorb1000 (1): Where are you based?
SSO 用户执行敏感操作时如何做身份二次验证，讨论 Google step-up auth 与 Email OTP 的安全性和用户体验取舍
I’m adding SSO support to an existing application using Google. Currently, some sensitive user actions require the user to re-enter their password as confirmation (for example, changing security sett…
受众观点：①推荐 max_age=0 或 prompt=login 强制重认证，避免 silent session reuse（@akl773, 20likes）②Email OTP 因 UX 差被部分人反对，但也有人认为对破坏性操作已经足够（@BarracudaMean9308, 4likes；@Square-Nebula-7530, 2likes）③OAuth RFC 9470/9396 等标准协议深度讨论（@Happy_Breakfast7965, 3likes）
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- @akl773 (20): step up with the idp. for google you send max_age=0 or prompt=login on the authorize request, then check auth_time in the returned id token so you know they actually reauthenticated just now instead of getting a silent session reuse. email otp is the one id skip, for most of the…
- @RichLeadership1953 (5): Thanks for this.
- @BarracudaMean9308 (4): i just went with a 5-minute email otp for anything destructive. bouncing people out to their sso provider mid-session always felt like terrible ux anyway.
- @Happy_Breakfast7965 (3): I haven't done this specific thing before. But as an Architect I work with many tools and systems, design applications, and have experience with CIAM. MFA should be a part of SSO. Standard applications don't need to manage it directly. I can tell what I know about Privileged Ide…
- @Square-Nebula-7530 (2): If you want to keep the user inside your app without constantly redirecting back to google, sending a short lived email otp for destructive actions is a super reliable pattern. Plenty of major platforms use this exact approach for sso users when doing stuff like changing payout…
百万级 CSV 后台分块导入任务中途遭遇数据库宕机，如何处理异常、保证数据一致性并向用户合理反馈
If I have a import feature for millions of CSV records and it sends notifications only after import completion, what type of exception handling can I have for non-data related errors during import pr…
受众观点：①建议用临时表隔离批次，失败直接丢弃而非回滚已提交数据（@FrostingTechnical606, 3likes）②质疑为什么要用单个 CSV 导入百万记录，建议从根本上改流程（@Scrapheaper, 6likes）③事务层面大批量回滚技术可行性讨论（@DiabloConQueso, 1like）
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- @Scrapheaper (6): Why do you need to import millions of recordings via a single CSV in the first place? Changing the process to remove giant csv files from the situation would be my first priority
- @FrostingTechnical606 (3): Import indirectly. Make a temporary table and move the records to the right place when the batch is done. If batch fails you can also make it throw away the table or a part of it. A DB transaction is not recommended for such large amounts. Show to the user? Just implement a retr…
- @J-Cake (2): If you need some way of fire and forget, then sort of by going that route you chose to ignore errors. The alternative is a long running job for example via a script, you can either break on non recoverable errors, or collect the errors and print the failed records afterwards. If…
- @J-Cake (1): It does happen. I wouldn't necessarily say you should try get rid of it. Certainly question process, but it's not immediately bad
- @DiabloConQueso (1): >I can't just revert the committed records Why not? It's entirely possible to wrap a chunked import/insert in a transaction that rolls back all successfully-inserted chunks if any single chunk fails. And catching such an error and returning an appropriate error code along wit…
独立开发者分享从零构建、质疑方向到看到口碑增长信号的心路历程，产品关注访客流失分析场景
https://preview.redd.it/dfp41pzswrhh1.png?width=1028&format=png&auto=webp&s=fae43d568740419f135cccc4761da43ba16a0843 Getting to this point has taken so much more work than I ever imagined…
受众观点：①帖子对创业者有情感激励作用，评论者表示受到鼓励（@ConejoCapitalista2, 2likes）②作者的credibility建立后有人主动询问招聘机会（@nitishpandey_, 2likes）
展开评论
- @Illustrious_Cake0018 (3): Thank you so much!!
- @nitishpandey_ (2): Oh nice U hiring ?? 🙂🙂 Maybe partime??
- @Illustrious_Cake0018 (2): Thanks!! Not hiring currently, but will let you know if I start hiring.
- @ConejoCapitalista2 (2): So glad bruh, i wish you the best, these post motivate us a lot and more than you think, keep posting
- @Illustrious_Cake0018 (1): Thank you so much!!
Claude 一条 prompt 生成可用 landing page，引发对 AI 是否已摧毁简单网页自由职业市场的深入讨论
I know this topic has been discussed ad nauseam, but I'd like to dig a little deeper into the rise of AI and its impact on web development. I was experimenting recently because I haven't built simple…
受众观点：①AI 压低了简单页面报价但加快了交付，开发者需要往复杂系统迁移（@dp234523, 15likes）②开发者核心价值在理解客户真正的业务问题而非生成代码（@jake_robins, 7likes；@EveYogaTech, 5likes）③AI 生成代码越多越容易进入不可解循环，最终仍需人介入（@EveYogaTech, 5likes）
展开评论
- @dp234523 (15): AI has definitely driven down what you can charge for a simple landing page because it's become much faster and easier to build one. The upside is that you can also complete projects much faster. The trade-off is that instead of making more from each client, you need to work wit…
- @jake_robins (7): This is the right answer. Landing pages were never really a growth business even before AI. Let those go and apply your expertise to larger more complex projects
- @EveYogaTech (5): The value lies in proving that the narrative "AI can fully replace software developers" is wrong. It's still a tool in the hands of developers. And even though there are many full-stack AI builders that C-level people can use, They eventually run into the problem that the more g…
- @maxverse (2): >That got me thinking: has AI effectively taken over the market for simple landing pages? I think the generic answer: solving the business problem is now 95% less expensive. Your taste matters, understanding the user's business problem matters, communication matters. > Whe…
- @datacanuck99 (2): Humans still need to drive the AI and make edits and design choices. It is more commodity now but not everyone has a design sense and feels comfortable generating code
SaaS创始人准备再次融资前求助社区，寻找提升Zoom路演能力的具体方法和工具
Wondering how you guys have approached improving your pitch, especially over Zoom. Obviously practice makes perfect, I've been using pitch simulator chαtvisor lately to work on both delivery and cont…
受众观点：①录制自己的pitch回放，发现节奏问题和填充词是最有效的改进手段（@No-Weight1118, 1like）②用Claude分析pitch对话转录、用ChatGPT语音做模拟pitch被视为有效的AI辅助练习方法（用户abadonn, 1like; @Squared_Bear, 1like）③强调实战积累是唯一真正有效的路径，工具只是辅助（@kabirs1nghhh, 1like）
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- @No-Weight1118 (1): Recording myself on Zoom and watching it back was brutal but probably the most useful thing I did. I realized I had a habit of rushing through the parts I was most excited about - exactly when I should have been slowing down. Took about 3-4 dry runs before the pacing felt natura…
- @bccorb1000 (1): What is the product?
- @abadonn (1): Specifically on zoom, I sometimes record the pitch and resulting conversation using my recording app, then feed the transcript to Claude to give me feedback using a sales effectiveness framework. It does a great job analyzing what I do and don't do well and gives actionable tips…
- @Squared_Bear (1): Reps reps reps. I’d also say practicing in front of an open camera to see what you look like and present helps too. I’ve also used the ChatGPT voice function and just asked it help with a mock pitch. With a little context it can emulate a call
- @kabirs1nghhh (1): Honestly, the thing that helped me the most was getting on more calls every pitch exposed a weak spot I didn't know I had after a while you stop trying to sound perfect and just focus on explaining the business clearly
开发者为满足西班牙 RD-Ley 8/2019 法规建了 OpenJornada，用 FastAPI + MongoDB + Next.js 实现可审计的员工工时打卡，AGPL-3.0 开源并提供付费云托管选项
Disclosure: I'm the developer. In Spain, since RD-Ley 8/2019 every company must keep a daily, tamper-proof record of employees' working hours (clock in/out), keep it for 4 years, and make it availabl…
受众观点：①对防篡改技术实现（SHA-256哈希不可变记录）的细节感到好奇（@hypertesto, 3likes）②关注SSO/OIDC集成缺失，认为这是自托管用户的刚需（@Equal_Ad_4821, 3likes）③对强制工时记录制度有情感异议（@ctjameson, 2likes）
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- @hypertesto (3): I never worked on tamper-proof technologies... Seems very interesting: I'll study the repo ;-)
- @Equal_Ad_4821 (3): Right now it's local login only — email + password, which the API exchanges for a JWT. Password reset is via email. There's no third-party OAuth/OIDC or SSO yet (no Google/Microsoft, no Keycloak/Authentik/Authelia, no SAML). One clarification since "OAuth" is ambiguous: under th…
- @ctjameson (2): Side note: I’d hate this so much. Being salary is the best thing for my brain. I come and go as I please when I want to instead of being forced to work rigid hours where I may not perform worth a crap in that specific window.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @depob (1): looks promising! I'll consider switching to the self hosted version
创始人发布 sumora，一款帮助 B2B 创始人在 LinkedIn 和 Instagram 上自动查找潜在客户、撰写个性化外拓信息并管理跟进流程的 AI 工具
i’ve built multiple products over the last few years. every time, the same thing happened. we spent weeks building. shipped the product. posted it everywhere. then waited for customers who never came…
受众观点：①质疑产品是否完全自动化运行，还是仍需人工审核每条消息（@pricebrent, 1like）②持观望态度，认为若能真正实现承诺则很有价值（@ShareToPaint, 1like）
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- @pricebrent (1): basically an ai agent that does it all in autopilot right? or am i missing something?
- @contralai (1): yh
- @americanisraeli (1): Nice work !
- @contralai (1): thnx
- @ShareToPaint (1): This sounds amazing if it can actually deliver what you are saying
独立开发者avdept发布Jellyfin音乐客户端Jellybox的CarPlay公测版，通过TestFlight开放测试，支持浏览艺术家、专辑、播放列表和下载曲目。
Couple days ago I posted screenshot from WIP Carplay for Jellybox, music player and got a lot of interest and many people willing to try beta. Today I've uploaded public test built to test flight and…
受众观点：①讨论命名品牌，建议叫Jam更合适（@walkalongtheriver, 3likes）②与PlexAmp CarPlay对比，官方版功能太少（@agisten, 2likes）③AI辅助开发话题被提及（@asimovs-auditor, 1like）
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- @walkalongtheriver (3): Just feel like a jellyfin based music app is begging to be called "Jam" or some variation of that.
- @avdept (2): JamFin?
- @agisten (2): I like. The official PlexAmp CarPlay is way too sparse/underfeatured.
- @avdept (2): Try mine, and let me know what features it's missing And overall try mobile player too
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
开发者探讨如何同时为人类用户和AI代理设计内部应用架构，思考MCP与REST API在双轨兼容中的角色定位。
Work on a rather small team that caters to building apps for this one specific team, but it does branch out to others. Maybe at most few hundred users. All internal apps. I'm beginning to architect o…
受众观点：①多数人认同"好API自然AI可用"的基本判断（@glenpiercev, 1like）②有人建议直接建MCP（@Lumethys, 1like）③有人指出200行40字段接口会吃掉agent整个context（@Relative-Emu-1346, 1like）
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- @glenpiercev (1): Yes, you are correct.
- @RichLeadership1953 (1): Build it then share your progress we'll evaluate it once done.
- @Lumethys (1): Just build an MCP
- @bcons-php-Console (1): A solid API will be usable by both, but you should research a bit about best practices for APIs that are specifically "AI oriented". The first result in a simple Google search already provides some interesting povs [https://www.freecodecamp.org/news/how-to-design-apis-for-ai-age…
- @Relative-Emu-1346 (1): A human understandable app is an AI understandable one, but the defaults aren't the same. An endpoint that returns 200 rows with 40 fields each is fine behind a table view and it eats an agent's whole context in one call. That's the part you'll end up tuning, not the docs.
一位离职谷歌两年的创业者帖子引发评论区攻击，通过分享罗斯福诗歌回应外界对独立创业者的否定情绪
One of my posts went viral on Reddit about how I left my job at Google 2 years ago and have been trying and learning by building different startups since then. The comment section was flooded with pe…
受众观点：①评论者质疑帖子里的图片是否构成"诗歌"，讨论停留在元层面（@FoveaOne, 1like）②有评论者希望推荐更多励志内容（@aishanim, 1like）
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- @FoveaOne (1): poem?
- @Key_Significance1880 (1): it's in the picture
- @FoveaOne (1): that is not a poem
- @aishanim (1): Wonderful, it reminds me of the good old school day poems , can you suggest some more ?
Webfuse创始人介绍新产品openlibrenet.com，主打无需安装的团队共同浏览、地区解锁和匿名浏览三大功能
Hello everyone, Tony here from Webfuse. i'd like to share a side project I built which is kinda a new view to experience the internet. I know that sounds too bold, but I think those 3 main features o…
受众观点：①团队共同浏览功能是最有差异化潜力的核心功能，但需要明确在什么具体工作流中比屏幕共享更优（@Techo_lab, 2likes）②大多数用户第一反应是拿屏幕共享做对比，产品需要先过这道门槛才能被接受（@sablecreek12, 1like）
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- @Techo_lab (2): The team browser is the feature that stands out to me. I'd be curious what specific workflows it's consistently better for than screen sharing, because that's the comparison most teams will make.
- @Webfuse (1): Thank you! Main factor why teams, companies use team browsing, or "co-browsing" is duo to the fact that users don't have to install anything and works mobile, desktop. Besides, quality is better, instead of pixels users see actual websites, speed usually better too, and complian…
- @sablecreek12 (1): yeah the screen sharing comparison is the first thing anyone's gonna think of, thats the bar they need to clear
- @Webfuse (1): Also considering adding TOR browsing, and Canvas browsing soon
服务页面同时承接 Google 搜索首次访客和站内导航老用户时，如何在 CRO 元素和深度信息间找到平衡的 UX 设计方案
This is specific to home service businesses (electricians, plumbers, HVAC, etc.). **Many service pages get a significant amount of traffic from both:** * Google search (where the page acts as a landi…
受众观点：①应优先为搜索访客设计，用锚点导航让内访者跳过已知内容（@LouieValkhof, 1like）②顶部保留标准 landing 结构配合快速跳转栏是最实用折中（@MukeshSwain, 1like）③下游 CTA 完成率按入口路径拆分比入口比例分析更有价值（@Fantastic_Taro8931, 1like）
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- @LouieValkhof (1): Build it for the search visitor, and check the split before you spend design time on the other case. On home service sites those pages are nearly always entry pages: pull entrances against total pageviews for /ev-charger-installation in your analytics and internal clicks usually…
- @MukeshSwain (1): Honestly, you shouldn't sacrifice cold Google traffic just to save an internal visitor a quick scroll. Cold search is where you actually acquire new leads, while people clicking through from the homepage are usually already warm and just hunting for specific details. The best mi…
- @Fantastic_Taro8931 (1): One useful measure alongside the entry split is downstream CTA completion by entry path. Internal visits may be fewer but more qualified, which helps decide how prominent the shortcut navigation should be.
开发者推出 Hey Postcard iOS 应用，将即时消息改为次日早晨随机送达的数字明信片，通过制造等待感让数字通信重新找回仪式感
We’ve been working on a small iOS app(soon on android, too) called Hey Postcard. The idea is pretty simple: instead of sending another instant message, you write a digital postcard. The other person…
受众观点：① 跨时区使用场景的技术挑战（@tflbbl, 2 likes，询问 9 小时时差下"次日早晨"的处理方式）② 商业化可行性的质疑（@FyodorAgape, 1 like，认为极度细分市场难以变现）
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- @tflbbl (2): Love the concept! I'd love to use the Android app. I'm in a long distance relationship right now and I think it could be very interesting. However, how is a huge timezone difference managed? e.g 9h TZ difference
- @helinaik (2): thank you so much! We will soon launch the app on android, I will DM you or you can fill up this form so I can directly mail you as soon as we will launch: [https://docs.google.com/forms/d/e/1FAIpQLSfJhSF1YOp0-D4bW\_g6SChVk8O4JPSBYk14QuiF2-uKtp\_9gA/viewform?usp=dialog](https://…
- @FyodorAgape (1): you cannot monitize this unless its ads, cause this is extremely niche (good concept though)!
NeurIPS 2026 投稿作者发现 meta reviewer 评论突然消失，集体困惑并询问是否意味着评审结果有变化
We had a meta-reviewer comment. But I can no longer see it. Anyone else experiencing the same? Does this mean anything?
受众观点：①AC（Area Chair）解释 meta review 处于编辑阶段故暂时对作者隐藏，是正常流程（@abby621, 4likes）②有评论者确认自己也遇到同样情况，并指向相关讨论帖（@wajdix, 2likes）③有人质疑为什么大家认为消失本身代表某种含义（@daily_spiderman, 2likes）
展开评论
- @abby621 (4): I'm an AC. The "initial metareview" was just entered using the metareview form, so presumably what we're doing for final metareview is editing the initial one, which means it needs to not be visible to authors at this point.
- @wajdix (2): no you're not alone: [https://www.reddit.com/r/ResearchML/comments/1vhbdao/can\_no\_longer\_see\_metareviewer\_comment/](https://www.reddit.com/r/ResearchML/comments/1vhbdao/can_no_longer_see_metareviewer_comment/)
- @daily_spiderman (2): The fact that they removed it means nothing as far as reviewers are concerned. I think the real question is why people think it means anything.
求推荐用于电影演员出镜时间统计的人脸检测和识别模型，询问 MTCNN 之外的更优方案及 TransNetV2 的替代选项
​ need those for analysing movies. example let's say I have to find the screentime of the actor over the whole runtime of the movie and i need to do it for the protagonist, antoganist,come…
受众观点：①幽默调侃人脸识别用于监控/情报的潜在隐私风险（@Fetlocks_Glistening, 2likes）②分享 deepface + YOLOv8n 组合实践方案，讨论镜像反射导致的误报问题及建议手动清洗输入图像（@nine4real, 2likes）③原帖作者确认了镜像误报问题并探讨 1fps 采样率是否足够（@negativedreammachine, 0likes）
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- @Fetlocks_Glistening (2): Nice try, CIA
- @nine4real (2): If they are in frame for less than a second, it is bad, yeah. In my experience, ive used deepface as the facial recognition layer and manually cleaned the input images. Then also ran yolov8n to detect people and overlapped their confidence scores. This is in python tho and run o…
- @negativedreammachine (0): No😂 i trying to analyse actors runtime across total runtime. Sometimes actors face in the mirror confuse the neural models and makes false positives. I'm currently using 1fps is that a bad thing?
独立开发者详述三次重启同一副业项目失败经历，深度剖析"过度架构制造完成感"陷阱，最终用Next.js单体三天功能完成。
I am pretty sure, that I am not alone, so here's my story: By the end of attempt two it was five apps - "microservices". A NestJS API, a Rust API, an API gateway, PostgREST, and a Next.js frontend, w…
受众观点：①建设过程学习价值：有人认为迭代探索让自己发现核心想法本来就不够好（@delicate_ostrich, 3likes）②很多"独特"想法最终只归档在GitHub从未上线（@hatto13, 1like）
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- @delicate_ostrich (3): What has happened to me a lot is that the learning process in building the project/idea results in me iterating so much that I come to the conclusion that the actual core project idea isn’t very good, no matter what stack gets swapped in. Building is fun! Designing is fun! And m…
- @hatto13 (1): That's great that it leads to something usable for you or as a base for other idea! In my case most of my "unique" ideas ended up archived on Github.
开发者开源了一套专为 AI 辅助编程设计的 design.md 文件集合，旨在减少 vibe coding 产生的低质量 AI 生成代码
[https://github.com/scroobius-pip/fudge-design-md](https://github.com/scroobius-pip/fudge-design-md)
受众观点：评论区尚无评论数据（仅@drichko 一条"Thank you!"感谢，无实质讨论）
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- @drichko (1): Thank you!
讨论字节跳动用 AI 动画驱动教育产品 Gauth 的实际学习效果，质疑这类工具是否制造了「能力幻觉」而非真正提升理解
Saw an article about ByteDance scaling up Gauth using AI-generated animations to walk students through problem-solving. On paper, personalized visual explanations sound great for democratizing tutori…
受众观点：①有人分享用 ChatGPT 语音对话学习 Lie Theory 的正向体验，指出可以像一对一教师那样无限追问，但也提到模型过度正面反馈是问题（@al_th, 0likes）
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- @al_th (0): > On paper, personalized visual explanations sound great for democratizing tutoring. But in practice, I wonder if tools like this actually help kids grasp core concepts, or if they just create an "illusion of competence" where students confuse watching a slick animation with…
多模态 AI 数据集采集团队征集经验，聚焦语音录制和第一人称家庭活动视频数据集的质量控制与规模化难题
We're currently involved in collecting two types of datasets that seem to be increasingly important for multimodal AI - Studio quality speech/audio datasets (high fidelity recordings) - Egocentric ho…
受众观点：评论区尚无评论数据
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- _无评论_
分析 Arena AI 人类偏好排名如何助推 LLM 谄媚危机，介绍马克斯·普朗克研究所推出的免费 frontier 模型对比平台 Comparity AI
"Arena ai" has been a great success in producing a human preference based ranking, additional to other more objective benchmarks. However, this (probably) had also played a role in the syncopancy cri…
受众观点：评论区尚无评论数据
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- _无评论_
探索将重复性 LLM 工作负载自动替换为由正则、解析器和传统 NLP 模型组成的确定性 DAG 管道，以降低推理成本和延迟
We are investigating whether recurring LLM workloads can be replaced, where appropriate, by automatically constructed pipelines of regexes, deterministic parsers, traditional ML and NLP models. As an…
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