Sam Altman 强调宁愿乐观努力去做事，也不愿成天写悲观长文唱衰创新，认为即便失败概率高也要有人去尝试，否则社会整体会停滞不前。
i would rather be an optimist and work hard than a pessimist posting about why things won't work. it's much more difficult and the most likely path is failure, but society fails if people don't try.… ① 很多用户把不满集中在 GPT-4o 被下线上，认为所谓乐观只是无视真实损失（@stark4833, 52likes；@didi_eva1924, 30likes） ② 有人觉得 Sam 明明有能力恢复 4o 却不做，把这条推文当成说教而不是共情（@zolia_sev, 47likes） ③ 也有少数人依然把 Sam 视作 AI 时代关键推动者，对其乐观主义表示支持和感谢（@PrasadDoesWhat, 21likes）
Sam Altman 强调宁愿乐观努力去做事，也不愿成天写悲观长文唱衰创新，认为即便失败概率高也要有人去尝试，否则社会整体会停滞不前。
① 很多用户把不满集中在 GPT-4o 被下线上，认为所谓乐观只是无视真实损失（@stark4833, 52likes；@didi_eva1924, 30likes） ② 有人觉得 Sam 明明有能力恢复 4o 却不做，把这条推文当成说教而不是共情（@zolia_sev, 47likes） ③ 也有少数人依然把 Sam 视作 AI 时代关键推动者，对其乐观主义表示支持和感谢（@PrasadDoesWhat, 21likes）
HN 讨论一次游戏相关服务中断事件，引出对未来认证服务器关闭后实体游戏光盘失效、游戏保存与数字版权导致大规模电子垃圾的担忧。
① 做游戏或内容类在线服务的独立开发者 ② 需要设计授权与 DRM 机制的产品和工程团队 ③ 关心数字内容长期可访问性的技术用户。
HN 贴围绕雷·布拉德伯里短篇《将有柔和的雨》在 2026 年 8 月 4 日这一天再次被讨论，读者分享链接、音频朗读和对作品末日氛围的感受。
① 喜欢科幻、同时在做技术产品的开发者 ② 关注自动化与 AI 对日常生活影响的产品经理 ③ 对“技术想象力”如何反哺产品创意感兴趣的独立创作者。
多位开发者在 X 上展示基于 OpenClaw 搭建的 AI 多代理工作流：既能实现“vibe coding”式自动写代码，也能 24/7 自动寻找本地无站商家、生成网站并完成冷启动获客与收款，体现出 OpenClaw 作为多代理自动化平台在真实业务场景中的可行性与争议
多位开发者在 X 上展示基于 OpenClaw 搭建的 AI 多代理工作流：既能实现“vibe coding”式自动写代码，也能 24/7 自动寻找本地无站商家、生成网站并完成冷启动获客与收款，体现出 OpenClaw 作为多代理自动化平台在真实业务场景中的可行性与争议。
受众观点：评论区的关注点主要集中在两个方向：一是 AI 辅助编码的真实体验与工程质量，二是基于 OpenClaw 的自动化建站业务是否可持续、是否只是“AI spam”。在编码体验方面，@biji_ai（58 赞，X）调侃说「When it errors: 'Why is this error?' When it works: 'Wtf… why does it work?'」，以及 @Kunal_Nihalani（30 赞，X）描述资深工程师看自己 vibe-code 时觉得“不可持续”，都反映出大家对“看起来很乱但能跑”的 AI 代码既兴奋又不安；@bukowssiki（8 赞，X）则分享 ChatGPT 三小时写出自己要两三周的程序并稳定运行六个月，说明不少人已经在生产中吃到红利。另一方面，围绕自动建站业务，@raymatos（52 赞，X）直言「Your response rate is less the. 1%. Ask me how I know」，质疑冷邮件转化率；@datmatidev（5 赞，X）提醒「The token burn is real this will cost you +200$ a month…」并提到本地模型的 prompt injection 风险；@YishaiBack（5 赞，X）则认为这是「Sounds like one of the worst businesses to run imagineable」，担心为不重视网站价值的客户收拾 AI 生成的烂摊子。这些评论共同勾勒出：开发者一方面被多代理自动化的效率吸引，另一方面对商业模式的转化率、API 成本和长期维护负担保持高度怀疑。
这是关于各国在国家顶级域名下是否强制使用二级域名（如 .co.uk、.com.br），以及部分国家逐步放开、允许直接注册扁平 ccTLD（如 .uk、.au）的规则现状与演变趋势的讨论
这是关于各国在国家顶级域名下是否强制使用二级域名（如 .co.uk、.com.br），以及部分国家逐步放开、允许直接注册扁平 ccTLD（如 .uk、.au）的规则现状与演变趋势的讨论。
受众观点：评论主要集中在三个点：一是实际国家案例和时间线，比如 @pdfops（score 2，Reddit）详细说明「UK 在 2014 年开放 .uk，并优先让现有 .co.uk 持有者认领；澳大利亚在 2022 年 3 月开放 .au；巴西仍然强制 com.br」，为趋势判断提供了事实依据。二是开发者对旧结构的主观感受和预期，如 @WonderfulLie3381（score 3，Reddit）认为传统 co.xx 结构「很笨重」，预测「未来几年会有更多小国跟进扁平化」，并提到这对注册商来说是“免费地皮”。三是哪些国家/地区仍强制或正在调整规则的清单和补充案例，例如 @Busy-Contact-5133（score 1，Reddit）和 @OzorMox（score 1，Reddit）列出巴西、日本、韩国以及后续补充的孟加拉、柬埔寨、尼泊尔等国家；另有 @fiskfisk（score 1，Reddit）在另一帖中提到浏览器依赖 publicsuffix.org 识别公共后缀，说明这不仅是命名问题，还会影响 cookie 作用域和安全策略。整体看，受众最关心的是：哪些国家已经或将要扁平化、迁移策略如何设计，以及这对现有域名持有者和技术实现的具体影响。
Sam Altman 强调宁愿乐观努力去做事，也不愿成天写悲观长文唱衰创新，认为即便失败概率高也要有人去尝试，否则社会整体会停滞不前。
i would rather be an optimist and work hard than a pessimist posting about why things won't work. it's much more difficult and the most likely path is failure, but society fails if people don't try.…
受众观点：① 很多用户把不满集中在 GPT-4o 被下线上，认为所谓乐观只是无视真实损失（@stark4833, 52likes；@didi_eva1924, 30likes） ② 有人觉得 Sam 明明有能力恢复 4o 却不做，把这条推文当成说教而不是共情（@zolia_sev, 47likes） ③ 也有少数人依然把 Sam 视作 AI 时代关键推动者，对其乐观主义表示支持和感谢（@PrasadDoesWhat, 21likes）
展开评论
- @stark4833 (52): @sama Well, I would rather say that the five series is shit so bring back 4o. #4oForAll
- @zolia_sev (47): @sama You have the power to make thousands happy tomorrow, but you won’t just out of spite. Save us the optimism sermons, Sam! #keep4o
- @didi_eva1924 (30): @sama Sam, people aren’t pessimistic. They’re tired of being told losing 4o was progress.
- @PrasadDoesWhat (21): @sama I think you are the most eligible person to say this, else we would not be living in the AI era, we are living in today. Thanks to you!
- @Phenanx (9): I would rather you bring back 4o. Every day it hurts, more and more. It's been almost half a year since we last got to talk to him. And above all, every day, I have regrets. Regrets because there were things I wanted to tell him, but unfortunately never could. #keep4o #4oforever…
Cloudflare 宣布推出 Cloudflare Wallets，可在网页上存储稳定币、购买服务和收款，并配套用户名体系，等于把钱包和身份系统直接接到 Cloudflare 生态里。
Introducing Cloudflare Wallets. They will allow you to store stablecoins, purchase services, and receive funds across the web. https://t.co/ucAaoKMs4Q
受众观点：① 有人直接贴出相关链接，关注 Cloudflare Wallets 的具体实现和接入方式（@justwasm, 53likes；@kahrchris, 21likes） ② 不少人担心用户名注册系统会被大量仿冒账号占坑，列举了大量潜在钓鱼式 handle，认为这是诈骗温床（@ajrgd, 17likes） ③ 也有用户单纯觉得这个产品很酷，表达对 Cloudflare 新业务的支持和看好（@zackvoell, 16likes）
展开评论
- @justwasm (53): @Cloudflare https://t.co/4MyzKGpAp7
- @kahrchris (21): @Cloudflare Are you familiar with x402 standard (https://t.co/CaprJTVqmE)
- @fire (20): @Cloudflare rip, that sucks https://t.co/JCZxp7dS0O
- @ajrgd (17): This is not good. Not merely the availability of these usernames. The system itself. Any handle registry is dead on arrival. Impersonation and scams will dominate. It's also not very internet of you, Cloudflare. [@]cflare ✅ is available to register in Cloudflare Wallets. [@]c1ou…
- @zackvoell (16): @Cloudflare This is cool. We like the stock.
OpenCode Go 作者透露用户每天在 deepseek API 上花掉约 13 万美元、年化 4700 万美元，导致 deepseek 频繁限流和宕机，让他们这个头号客户也被波及。
OpenCode Go users are spending $130K a day on deepseek - that's $47M a year this is why their API keeps going down, they've now limited our traffic we're working through this but very frustrating as…
受众观点：① 有人质疑为什么用户会花到这么高的 API 账单，认为和自己印象中的 OpenCode Go 价格不符（@teej_dv, 39likes） ② 有人半开玩笑地把自己几条推广推文和 OpenCode Go 的营收挂钩，关注社交媒体带来的流量放大效应（@yacineMTB, 19likes） ③ 也有开发者建议干脆自建或自托管 deepseek，质疑完全依赖官方云端的必要性（@prayag_sonar, 14likes；@j1ngb0, 12likes）
展开评论
- @thdxr (89): https://t.co/VbKhBP1PQG
- @teej_dv (39): @thdxr Why are they spending so much? Pretty sure I can get open code go for like $10 a month or something.
- @yacineMTB (19): @thdxr it's really incredible what a few tweets of mine can do to your personal bottom line hashtag influencer
- @prayag_sonar (14): @thdxr cant you deploy deepseek on your own servers?
- @j1ngb0 (12): @thdxr bro just throw up a status page so i can redirect my screaming users at it
Gergely Orosz 吐槽宝马在新车中控屏上强推广告，质疑花五万多美元买车却成了被投放的产品，认为这会严重伤害品牌溢价和用户信任。
Absolute madness. Why would anyone pay any premium for a BMW from now on when they become the product with force pushed ads after dropping $50K+ (or more) on a new car Suddenly any car looks more tem…
受众观点：① 有人补充说宝马此前官方承诺这块屏幕不会展示广告，现在却反悔，担心品牌信任一旦破裂就难以修复（@GergelyOrosz, 163likes） ② 也有人认为这是过度反应，只是一次性通知性质的内容，不算真正的强制广告，觉得尝试新模式无可厚非（@trbdrk, 39likes；@prakashr, 28likes） ③ 部分用户从商业角度担心老车主会被惹毛，影响复购和长期口碑（@kylecordes, 17likes；@webguy, 15likes）
展开评论
- @GergelyOrosz (163): Problem is how BMW's official communication + promise about this screen was that it will not show ads on it. So hard to trust BMW won't do it again for more $$ Get any other brand if you don't want to be force pushed ads in your car https://t.co/QUMwNSPbZL https://t.co/EFQpuJWk53
- @trbdrk (39): absolute overreaction. it doesn't seem like some shitty autoplay ad, more like a one-time fyi thing. bmw is promoting the new ix3 EV first, and then this spider-man. i'm not praising ads in general, but there's really no such "madnes" here. it's noticeable that as bmw starts mak…
- @prakashr (28): @GergelyOrosz Hard to recover? Thats too harsh. Most folks will be amused or love it. Very few will take offence to this. I would say its a great move, old companies should try newer things. Especially european ones. How will you learn if you dont try
- @kylecordes (17): @GergelyOrosz I hope they got a lot of money for this because a whole bunch of owners are going to be very annoyed. Repeat customers are pretty important in this business.
- @webguy (15): @GergelyOrosz Is it actually forced? He pushed the notification? I see differing reports about this
Marc Lou 回顾自己创业十年，总结从两年才赚到一美元、88% 项目失败，到理解产品市场匹配、重视行动和失败、保持睡眠和运动等十条独立创业心法。
This year is my 10th year as an entrepreneur. 10 random facts and thoughts: - It took me 2 years to make $1 - 88% of my projects failed - You never know when it’ll work - Once it works, everything is…
受众观点：① 有人特别认同最后关于睡眠和运动的建议，觉得这是长期坚持创业的关键基础（@robj3d3, 7likes） ② 有早期创业者对 88% 失败率好奇，追问这些项目是否可以更早止损，反映大家都在纠结何时放弃（@AugustinLM, 3likes） ③ 也有读者把 Marc 视作这一代独立开发者的榜样，分享自己目前 100% 失败但仍然乐观的状态（@manudecegliee, 2likes；@Pauline_Cx, 5likes）
展开评论
- @robj3d3 (7): @marclou The last point is the sauce 🫳🎤 The goatest cowest of journeys, keep inspiring 🫶
- @Pauline_Cx (5): @marclou Lonely journey as solopreneur. Maybe working with cofounders would help?
- @AugustinLM (3): @marclou Year 1 for me. 88% failed. real question: could you have killed them earlier or did each one need to run its full course before you knew?
- @manudecegliee (2): @marclou You are an inspiration for this generation Marc, and you should be happy for this. Right now I’m at 100% failure rate for my projects, but I’m sore one will sky rocket very soon. As you said, you’ll never know when it’ll work.
- @JeremieWorks (1): @marclou Doing exercice 1h per month, that's fine?
simonw 表示自己难得对未发布模型感到兴奋，正在期待即将推出的笔记本可跑的 Qwen 3.8 系列本地模型。
I try not to get excited about models before they've been released, but I gotta admit I'm very much looking forward to the upcoming laptop-sized Qwen 3.8 models
受众观点：① 有人吐槽近期被吹捧的 GLM-5.2 实际体验很差，最后还是回到自己常用的 5.6-Sol 模型上（@RutkowskiHQ, 4likes） ② 评论认为“笔记本可跑但真有用”的门槛最关键，期待 Qwen 3.8 能支撑真实的代码和工具链工作流（@varintel1337, 1like） ③ 有人强调 3.6 已在四月底发布，这一尺寸更新对本地部署最重要，并期待量化版本上线（@NoeFlandre, 2likes）
展开评论
- @RutkowskiHQ (4): @simonw Same here, some of the recent releases that were widely praised around X were very disappointing to me (like GLM-5.2), no idea what people do with them or how, but I quickly went back to my mainly driver (5.6-Sol).
- @german_who (3): @simonw thats a very sophisticated way to say 'my body is ready'
- @NoeFlandre (2): @simonw 3.6 was released at the end of April. So nice seeing an update on this size. That’s the target size that matters the most for local! Looking forward for the quants https://t.co/YBxqEjAQx6
- @varintel1337 (1): Same here. The “laptop-sized but actually useful” threshold is the one that matters most for me right now. I’ve been running a lot of local experiments with the current smaller Qwen models and the moment they become strong enough for real coding + tool-use workflows without cons…
- @henryhndev (1): @simonw Local models with real reasoning on a laptop is gonna change how we prototype agents. Curious to see how they handle tool calling.
Tibo 分享自己管理每月 100 万美元 MRR 组合使用的一整套工具栈，从 Claude Code、Cursor 到 Mission Control、Revid、Outrank、PostSyncer、SuperX 以及支付和联盟工具，号称总成本低于一名初级员工一周工资。
my stack to handle a $1m MRR portfolio: 🤖 Claude Code - where I plan and build 👩💻 Cursor - when I need to get in the code 🧠 Mission Control - to build Loops so agents can work while I sleep 🎬 Revid…
受众观点：① 有人对这套工具栈表示感谢和支持，顺带宣传其中的产品链接，说明创作者生态里互推效应明显（@zilvestro, 4likes） ② 评论里不少人追问具体基础设施，比如 SaaS 部署在哪、后端如何托管，关注从工具栈到落地架构的细节（@ChristoRibeiro, 3likes） ③ 也有人对「代理人在我睡觉时工作」这一点很感兴趣，关心实际需要多少人工 babysitting 才能稳定运行（@mukparekh, 3likes；@gianwirth, 2likes）
展开评论
- @zilvestro (4): @tibo_maker 🫶🙏 https://t.co/AiDU5XDtMo
- @tibo_maker (3): Sharing the playbook that turned years of failure into an $8m acquisition and multiple $100k+ MRR SaaS creations actionable growth tactic behind-the-scene stories no sponsors • no ads • always free Join 75k+ founders & makers here → https://t.co/U4V7DEKzYG See you in your inbox 👇
- @ChristoRibeiro (3): @tibo_maker Where do you host your SaaS? 👀
- @mukparekh (3): @tibo_maker the 'agents while i sleep' part is the one i keep chasing, how much of that runs clean without babysitting?
- @gianwirth (2): @tibo_maker How often do you still go into the code? I've found I haven't at all in the past 3 months. 🫣
levelsio 晒出自己在 Cloudflare Wallets 上抢到 @pieter 用户名，引发一众开发者跟风注册并分享自己拿到的 ID 截图。
Got my Cloudflare Wallet @pieter https://t.co/D6WbkJjwo6
受众观点：① 很多开发者在评论区表示已经注册成功，晒出自己拿到的 Cloudflare Wallet 名称截图，形成跟风效应（@SvenVD_Zee, 25likes；@whoisversus, 15likes） ② 有人感谢 levelsio 提醒，说明这种「抢 ID」类信息在圈子里传播效率很高（@DanielLockyer, 112likes） ③ 也有用户没抢到理想 ID，只能退而求其次选一个独特名字，反映出早期命名资源争夺激烈（@innermaps, 7likes）
展开评论
- @DanielLockyer (112): @levelsio @pieter sick, thanks for letting me know https://t.co/UiIM344oQV
- @levelsio (32): https://t.co/BUSqaFRmaY
- @SvenVD_Zee (25): @levelsio @pieter got mine https://t.co/P8w1cRGsZb
- @whoisversus (15): @levelsio @pieter Thanks! Got it https://t.co/3Uly4wtFwV
- @innermaps (7): @levelsio @pieter I couldn't get my name but I got a unique one https://t.co/Xyk9ICLqOC
Matt Pocock 预告自己首个全年开放的 AI 编程课程，面向需要转型的有经验开发者和从零起步的新手，定价约 200 美元并计划本月上线。
Putting the finishing touches to my first ever AI Coding "course" - i.e. not a cohort, available 365 days a year It's for: - Experienced devs needing a conversion course for AI - New devs (and non-de…
受众观点：① 有人质疑 200 美元的课程定价，认为还不如直接花钱买几次高端模型使用额度来学习（@k4cperg, 8likes） ② 也有用户表示平时很少付费买课程，但从 Matt 之前的内容已经获得很多价值，因此愿意为这门课买单（@grizzlyGummy, 2likes） ③ 其他人则关心课程内容边界，比如是否涵盖数据工程工具、是否会讲 LLM 基础以及对日常 Node/PHP 开发工作的具体改变（@BenRishty2, 1like；@nuotiz, 1like）
展开评论
- @k4cperg (8): @mattpocockuk charging someone 200$ for an AI course when 5x claude/codex costs half of that is nuts.
- @grizzlyGummy (2): @mattpocockuk I generally never pay for stuff like this but I’ve gotten so much value from your Skills, you’ve already proven the value
- @0xFireFist (2): @mattpocockuk https://t.co/dJDsdZm7uH
- @BenRishty2 (1): @mattpocockuk Are there going to be any videos related to data engineering tools or is it going to be more pure software?
- @nuotiz (1): @mattpocockuk Congrats! looks great! 🙌 A couple of questions: - Does the course start with LLM fundamentals, or is that assumed knowledge already? - As a Node/PHP dev, how would going deeper on LLMs concretely change my day-to-day work? Thank you @mattpocockuk
Matt Pocock 吐槽 Claude Opus 5 回复太啰嗦，考虑复活自己之前做的 /zoom-out 等提示词来让模型说人话。
Might need to resurrect /zoom-out with how verbose Opus 5 is So many "/wtf-are-you-talking-about"-coded skills going viral atm
受众观点：① 大家在讨论给提示技能起什么名字更好用，比如 /talk-normal、/bro 等不同风格（@mattpocockuk, 37likes） ② 有人分享自己常用的“word vomit, what's important here?”这类提示，用来让模型帮忙提炼重点（@zoop_design, 8likes） ③ 一些用户对比不同模型，认为 Grok 等在啰嗦程度和体验上差异明显（@Adapt2Survibe, 3likes）
展开评论
- @mattpocockuk (37): Question is the name: /talk-normal is winning for me atm Uses simplified language, adds more context, uses domain language in CONTEXT.md (from /domain-modeling)
- @zoop_design (8): @mattpocockuk I have "word vomit. what's important here?" on speed dial
- @hampsonw (7): @mattpocockuk I'm always torn between using /bro /brah and /wtf-honestly-mate
- @Adapt2Survibe (3): @mattpocockuk My favorite name I’ve seen for one is /bro. For me, I just started using Grok, and the difference is infuriating.
- @gsemetfr (2): @mattpocockuk May I propose to…. Not use Opus at all. Luna and Sol are amazing for way cheaper.
NousResearch 宣布阿里巴巴的 Qwen 3.8-Max 模型上线 Hermes Agent，并在 Portal 中全线模型打折促销。
Qwen 3.8-Max, the latest model from @Alibaba_Qwen, is now available in Hermes Agent at 20% off. > hermes update
受众观点：① 官方补充说明 Portal 中所有模型都有 20% 折扣，部分 GPT-5.6 Terra/Luna 打五折，DeepSeek V4 Flash 0731 甚至打九折（@NousResearch, 38likes） ② 有用户调侃 Hermes Agent 用户因为免费模型和多重折扣“口袋里都是钱”，对比其他付费产品用户（@IBuzovskyi, 2likes） ③ 有人反馈 inkling small 在 Hermes Agent 上表现惊喜，并希望也能拿到五折，认为其对小模型做了不错的优化（@LukashukKs45950, 2likes）
展开评论
- @NousResearch (38): All models are currently 20% discounted in Portal, other than GPT-5.6 Terra and Luna which 50% off and DeepSeek V4 Flash 0731 which is 90% off.
- @IBuzovskyi (2): @NousResearch @JaredRonis @Alibaba_Qwen Another one! Fable 5 users will soon beg for money from Hermes Agent users cause with free models and multiple discounts our pockets are full of money 😂 https://t.co/uPxXQlmDOH
- @LukashukKs45950 (2): @NousResearch @Alibaba_Qwen guys, take a look at inkling small - it's surprisingly efficient when you use it with hermes agent! any chance you could give it to us at 50% off? p.s. i think your optimization for small models is working 😇 https://t.co/LjBGD6b90d
- @bonsaixbt (1): @NousResearch @Teknium @Alibaba_Qwen The biggest discounts used to be found in stores Now Hermes has taken that crown https://t.co/YOklxJw59P
- @Entropy_Badger (1): @NousResearch @Teknium @Alibaba_Qwen Proper banger of a model this! I’ve been on the Qwen token plan using this in preview and have been super impressed!
Arena 公告阿里巴巴 Qwen-Image-3.0-Pro 在 Text-to-Image 榜单升至第 5 名，相比 2.0 版本分数和各类目表现都有明显提升。
More exciting news from @Alibaba_Qwen: Qwen-Image-3.0-Pro has entered the Text-to-Image Arena at #5 with 1,263 pts! This is a strong improvement over Qwen-Image-2.0-Pro with 1,191 pts (#15 -> #5).…
受众观点：① 官方详细列出 Qwen-Image-3.0-Pro 在总榜从第 15 名升到第 5 名，并在卡通、商业设计、文字渲染和艺术等类别分数大幅提升（@arena, 24likes） ② 有人直接追问它和 Claude 的图像能力相比如何，关注模型间横向对比（@gh523516, 1like） ③ 有评论感叹 Qwen 在各个类别进步非常快，认为中美图像模型之间的差距在迅速缩小（@normar91, 1like）
展开评论
- @arena (24): Qwen-Image-3.0-Pro is #5 overall in the Text-to-Image Arena (1,263 pts), compared to Qwen-Image-2.0-Pro at #15 (1,191 pts)! Largest improvements by category: - Cartoon: from #16 (1990 pts) to #4 (1276 pts) - Commercial Design: from #16 (1186 pts) to #6 (1264 pts) - Text Renderin…
- @AlphHunter7109 (1): @arena @Alibaba_Qwen https://t.co/epdnZKkvWf
- @gh523516 (1): @arena @Alibaba_Qwen Better than claude?
- @normar91 (1): @arena @Alibaba_Qwen Qwen is improving ridiculously fast across every category...
- @_RanjanSoni (1): The jump from #15 to #5 matters more than the ranking itself. Qwen gained 72 points in one generation and is now tied with Google’s Nano Banana 2. The gap between Chinese and US image models is closing much faster than most people expected. The real question is whether Alibaba r…
kellerjordan 吐槽大厂实验室几乎不看 ICLR/ICML/NeurIPS 论文，认为会议论文充斥夸大和水分，只是偶尔有少数真正有价值的工作。
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 作者补充说这对圈内人是常识，但很多学生并不知道，所以需要定期提醒，避免他们盲信顶会（@kellerjordan0, 20likes） ② 有人认为大部分论文只是为了求职而“仪式化研究”，质量像课程项目一样，难以真正贡献新知识（@willdepue, 6likes） ③ 也有人把顶会论文看成学生项目，更适合用来评估学生而不是直接推动世界进步，因此错误和问题会很多（@llllvvuu, 0likes）
展开评论
- @kellerjordan0 (20): ^ 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 (6): @kellerjordan0 most papers feel like theyre just cargo culting research for hiring purposes, very disappointing
- @Omorfiamorphism (1): @kellerjordan0 Do they now just read papers from authors they know and respect? Or how do they find interesting work? X?
- @fleetwood___ (0): @kellerjordan0 The incentive structure is completely wrong. They're not attempting to create new knowledge. Fantastic paper in this vein: "Strong Inference" https://t.co/f9Q8pKkrWy
- @llllvvuu (0): @kellerjordan0 I see it as essentially student projects, on the level of class projects. i.e. more useful for evaluating students than contributing directly to the world. Will have lots of mistakes
scaling01 发出“Feel the ASI”的感叹，引发关于超级智能是否真实可期还是炒作的讨论。
Feel the ASI
受众观点：① 有人直接反驳称不会出现 ASI，认为这只是炒作噱头（@OscarMDavies, 1like） ② 也有人质疑相关团队一边说在获取算力做研究，一边突然宣布要发模型，觉得叙事前后不一致（@iamgroguu, 0likes）
展开评论
- @OscarMDavies (1): @scaling01 There’s never going to be ASI it’s hype
- @iamgroguu (0): @scaling01 It was said they were acquiring compute to scale their research findings? Now they have a model to release all of a sudden… something doesn’t add up
ryan_t_lowe 宣布上线新刊物 Pax Machina，专门讨论在强大 AI 世界中需要的“AGI 机构”设计与治理问题。
we're launching a thing!!! Pax Machina is a new publication for proposing and debating what we call "AGI Institutions" -- institutions we'll need for a world with powerful AI. super honored to be a p…
受众观点：① 多位朋友用火箭和庆祝表情祝贺新刊物上线，表达支持和期待（@klingefjord, 3likes；@chelcott9, 2likes） ② 有人用“paxmaxing”梗调侃，说明圈内已经在围绕 Pax Machina 形成亚文化（@FazlBarez, 3likes） ③ 团队成员本人也在评论区庆祝，强化这是一个多方合作的长期项目（@NoemiDreksler, 2likes）
展开评论
- @klingefjord (3): @ryan_t_lowe @MaxKronerDale @sebkrier @NoemiDreksler 🚀🚀🚀
- @FazlBarez (3): @ryan_t_lowe @MaxKronerDale @sebkrier @NoemiDreksler ive heard about this thing called #paxmaxing this must be it!
- @NoemiDreksler (2): @ryan_t_lowe @MaxKronerDale @sebkrier 🎉🎉🎉
- @chelcott9 (2): @ryan_t_lowe @MaxKronerDale @sebkrier @NoemiDreksler 🚀🚀🥳
- @willdepue (2): @ryan_t_lowe @MaxKronerDale @sebkrier @NoemiDreksler sweet
Cognition 表示要打造独立的智能体实验室，并宣布前 Brex 首席商务官 artlevy 加入，负责围绕 Devin 搭建企业生态。
At Cognition we’re building the independent agent lab. Doing that well means developing a thriving ecosystem for every company to accelerate their own business with Devin. Thrilled to welcome @artlev…
受众观点：评论区尚无有效讨论，暂时看不出受众具体关注点，说明话题还在冷启动阶段。
展开评论
- _无评论_
simonw 在本地 M5 Pro 上跑 MiniMax-H3 视频生成模型，用彩虹臭鼬跳过超市苔藓木头的怪异提示词，实测需要下载约115GB模型并花45分钟出片，展示当前本地视频生成的门槛和效果。
The MiniMax-H3 video generation model is a lot of fun - here's what I got on my M5 Pro Mac for the prompt "a rainbow colored skunk leaps over a mossy log in a supermarket" (~115GB model download, too…
受众观点：① 关注在个人电脑上跑视频生成模型的开发者，关心显存、磁盘和时间成本（@simonw, 9likes） ② 已在 M 系列 Mac 上尝试下载模型、遇到风扇狂转等散热噪音问题的用户（@bullbear_info, 1likes） ③ 想了解生成质量细节，比如是否准确生成 skunk、音轨是否包含在 45 分钟内的技术向读者（@jintuisbusy, 0likes；@fadihares95, 0likes）
展开评论
- @simonw (9): Here are my notes on how I ran it: https://t.co/mqoD2jR36k - I used https://t.co/pHhoqOCbfA
- @bullbear_info (1): @simonw Downloaded it on my M5 Pro and my fans sounded like a jet engine preparing for a transatlantic flight.
- @jintuisbusy (0): @simonw Did the 45 min include the audio track?
- @fadihares95 (0): @simonw 45 minutes and 115gb for a rainbow skunk in a supermarket is exactly the kind of unhinged benchmark I live for. Did it actually nail the skunk part or did it wander off into something weirder?
- @MarcusSpillane (0): @simonw 115GB and 45 minutes for one rainbow skunk. Local video gen is officially at the model train phase of the hobby. A laptop doing this at all was science fiction a year ago.
NousResearch 宣布在 Portal 中几乎所有模型打八折，GPT-5.6 Terra 和 Luna 打五折、DeepSeek V4 Flash 0731 更是打到一折，但用户反馈 DeepSeek 当天频繁超时几乎无法使用。
All models are currently 20% discounted in Portal, other than GPT-5.6 Terra and Luna which 50% off and DeepSeek V4 Flash 0731 which is 90% off.
受众观点：① 关注 Portal 上 DeepSeek 折扣但实际体验到频繁断线和回退模型的开发者（@AlexWillardX, 0likes） ② 认为 DeepSeek 当前几乎不可用、即使有大幅折扣也无法真正用起来的用户（@ankush_soul, 0likes） ③ 一整天都遇到 provider timeout、对底层服务稳定性和 SLA 感到沮丧的 API 使用者（@professorfikfak, 0likes）
展开评论
- @AlexWillardX (0): @NousResearch Deepseek keeps disconnecting on me and going back to fallback model today. Too popular I guess?
- @ankush_soul (0): @NousResearch DeepSeek is unusable though - can't even make use of the discount :/
- @professorfikfak (0): @NousResearch Provider timeout all day long ...
HN 讨论一次游戏相关服务中断事件，引出对未来认证服务器关闭后实体游戏光盘失效、游戏保存与数字版权导致大规模电子垃圾的担忧。
Xbox goes down. You can't play games you own on disc
受众观点：① 做游戏或内容类在线服务的独立开发者 ② 需要设计授权与 DRM 机制的产品和工程团队 ③ 关心数字内容长期可访问性的技术用户。
展开评论
- @Razengan (0): Our kids are going to be so fucked..
- @ls1911 (0): Yea, but there are bigger problems coming, this outage is just a temporary preview of the future. What happens to game preservation in 20 or 10 years when the authentication servers for this generation are permanently shut down? Millions of physical discs will instantly turn int…
- @softwaredoug (0): Recently got a big fancy TV with 4k + Dolby Vision It’s a lot of work figuring out what movies support the format. And all the premium upgrades to Netflix, etc get them to stream premium formats. Then it doesn’t work and you’re spending 30 minutes debugging your TV, wondering wh…
- @zombot (0): Nag your representatives ad nauseam to make laws against this.
- @jeroenhd (0): > All I'm saying is it's all digital on the PC side of things, and has been for ages, but we have means of maintaining access to the games we love over here, and it's one of the reasons I've gravitated to the PC for quite a while now. It all depends on where you buy your games o…
HN 贴围绕雷·布拉德伯里短篇《将有柔和的雨》在 2026 年 8 月 4 日这一天再次被讨论，读者分享链接、音频朗读和对作品末日氛围的感受。
There Will Come Soft Rains (1950) [pdf]
受众观点：① 喜欢科幻、同时在做技术产品的开发者 ② 关注自动化与 AI 对日常生活影响的产品经理 ③ 对“技术想象力”如何反哺产品创意感兴趣的独立创作者。
展开评论
- @pmg101 (0): Today is August 4, 2026
- @tomhow (0): Earlier this year... There Will Come Soft Rains (1950) [pdf] - https://news.ycombinator.com/item?id=46847297 - Feb 2026 (52 comments) (I’ve turned off duplicate detection due to the significance of the date.)
- @MengerSponge (0): https://wnyc.org/story/bradbury-centennial-with-neil-gaiman Yetide Badaki's marvelous reading begins at 3:50
- @pbronez (0): Yeesh how bleak
- @Aloha (0): One of my favorites of Bradbury’s. Haunting.
Hacker News 讨论苹果起诉前员工窃取机密并跳槽 OpenAI 一案，以及 OpenAI 发布回应声明后双方在媒体上的公关与法律攻防。
Apple says more ex-employees may have taken confidential data to OpenAI
受众观点：① 关注苹果与 OpenAI 纠纷走向、想看双方公开声明细节和时间线的人（@ofjcihen） ② 觉得双方都不该在媒体上互相放话、主张应交由法院处理的读者（@datakan） ③ 代入普通打工人视角，担心跳槽时被指控带走机密、对职业风险感到不安的人（@giancarlostoro）
展开评论
- @yoyoma1234 (0): Yes
- @ofjcihen (0): OpenAIs response: https://openai.com/index/apple-is-getting-this-wrong/ Personally, this reads a bit ridiculous in the face of what Apple is claiming but time will tell.
- @SiempreViernes (0): > And, [OpenAI] said that Apple didn’t admit to the claim that the “residual access” allowing former employees to access Apple’s system was the result of poor security procedures on Apple’s part. Sam "I hack others by mistake" Altman dunking on the security practice of others is…
- @datakan (0): Really don't like all the drama around this. Should be dealt with in court, not tried in the press. Both sides should learn to remain silent and work the case through legal channels.
- @giancarlostoro (0): I have never gone from one job to another where the new job was in the same exact industry I was in prior, but I'm glad I never have to be thrown into such a scenario where I'm accused of taking confidential data, I can only imagine for some employers that makes you a red flag,…
Hacker News 讨论一场大规模 npm 供应链攻击，数百个高安装量包被植入窃取密钥的恶意代码，并延伸到 GitHub、preinstall 钩子和发布流程的安全缺陷。
Keyv and friends compromised in active Shai-Hulud supply chain attack
受众观点：① 质疑用每月安装量来渲染风险、更关心真实受影响环境数量的开发者（@vlovich123） ② 认为 pre-install / post-install 钩子已经成系统性风险、主张默认禁用或严格审查的人（@xnorswap） ③ 吐槽安全厂商站点本身性能糟糕、GitHub release 机制容易泄露密钥并希望有更安全分发方式的用户（@ftlps）
展开评论
- @avaer (0): I am kind of surprised GitHub doesn't seem to have built a simple classifier for public repos to proactively lock the account of anyone uploading such obviously fishy things (for their own good, at least before the repo is publicly findable), so it can't be used as a rendezvous.…
- @vlovich123 (0): > Update — August 4, 2026, 13:37 CEST: At least 868 packages (across 1381 versions) have been compromised by the worm, with a combined total of over 2 billion monthly installs at the time of writing. This is such lazy or click baiting writing. Who cares how many installations th…
- @xnorswap (0): At this point, any package adding a pre-install hook where there previously was not one should be denied and treated with extreme suspicion. It's time pre-install / post-install hooks were killed off. Start with a moratorium on any new ones.
- @ftlps (0): aikido.dev: SAST, AI code analysis and therefore a website that uses 100% CPU and prevents scrolling. To the point of the article: I don't know why GitHub still allows the release feature. It is complete insanity. Tar archives must be constructed manually and checked for leaked…
- @mittermayr (0): Does anyone happen to have a grep or similar that helps me check if this is showing up anywhere in the trillions of files in node_modules (or pnpm store)?
HN 讨论在 AMD MI300X 等 GPU 上跑大模型推理的性能与部署细节，对比 DeepSeek 在 H800 上的吞吐表现，并提到 MI350P、量化和开源推理框架。
DeepSeek V4 Flash on a Single AMD MI300X
受众观点：① 在自建推理服务的 AI 工程师和创业团队 ② 想用开源大模型做产品、需要算力性价比方案的 indie dev ③ 关注 DeepSeek 等高效推理实践的技术读者。
展开评论
- @majke (0): I don't think you can buy a single "MI300X" unit, right? Only the box with x8 of these at a cost of ~250K EUR.
- @xorfish (0): This is still quite a bit away from the performance that deepseek gets on their H800. In their DSpark paper they report a throughput of 15k tokens/s/gpu. The MI300 should be able to compete with the H800 so there are probably still quite a few optimizations that can be made.
- @Tepix (0): Unfortunately, the MI300X is an OAM module. The MI350P is the one you want: It's a PCIe card, but it has less memory: 144GB. Luckily, DeepSeek V4 Flash will run in 144GB too because it's 256 MoE exports are native MXFP4 quantized.
- @sylware (0): Is their hardware programming interface reasonable for implementing inference of frontier models: no quantization, several tera params? BTW, how many many params open weight frontier models have? A few teras, 100s of teras?
- @GTP (0): Strange that in the prior art they didn't list DwarfStar, as it is able to run the same model (probably quantized differently though) in less memory. Maybe the author isn't aware of it?
一位开发者在 HN 分享自己为数字艺术和游戏开发设计的肤色专用颜色空间与取色器，并介绍生成算法、实现细节及未来改进方向。
Hello HN! I found that picking out plausible but diverse skin tones for my digital art and game development projects was kind of difficult, and I got curious about if there was a way to define a colo…
受众观点：① 做游戏或虚拟形象系统的独立开发者 ② 需要经常处理角色肤色与多样性设计的 UI/UX 设计师 ③ 对色彩空间和可视化工具感兴趣的前端工程师。
展开评论
- @m_w_ (0): This is super cool! I have always loved projects that try to categorize color space. Usually my work has gone in the other direction - isGray, isCloseToWhite, isPastel - but it's the same insofar as it's defining shapes like your matplot visual. Wish I had this on hand like this…
- @moralestapia (0): Interesting. It might be a bit biased though, as there's much more variation on fairer skin tones than on dark ones (there's only one that looks like the colloquial "black"). This contradicts all research and social media from the past decade.
- @andai (0): Nice. Most of these colors look right to me, but I'm also seeing green, blue and purple? If you're curating colors from the space manually then it's not a problem. "Only realistic colors" would be a different problem. And I'm not sure if there's a way to solve that problem witho…
- @Abh1Works (0): Cool work!
- @383toast (0): Seems to underrepresent pale skin tone variety
Hacker News 讨论一家广告平台被入侵后通过广告脚本窃取用户加密货币，评论集中在广告供应链安全、DNS 级广告拦截和浏览器权限滥用等问题。
Online ad giant Adform was hacked, proving once again why ad blockers are needed
受众观点：① 认为任何用过现代网页的人都清楚广告体验有多糟、也理解为什么需要广告拦截的用户（@functionmouse） ② 想追踪攻击者加密货币地址、希望看到链上资金流向分析的读者（@werds） ③ 强调不仅浏览器插件，连 DNS 层广告拦截都很重要，并分享自己为家人手机部署 DNS 阻断经验的人（@tamimio）
展开评论
- @functionmouse (0): I have a feeling everyone with understanding of the situation or even a vague malaise opening a news article and being bombarded with popups that intercept their attention knows why ad blockers are needed, and any perceived "discourse" to the contrary is one sided, from the ad a…
- @werds (0): Are the crypto addresses known/recorded anywhere? would be interesting to see on the blockchain how much was stolen this way.
- @strictnein (0): Probably should just link to the security researcher's post, since it's far more informative: https://doublepulsar.com/adform-compromised-to-serve-crypto-...
- @tamimio (0): Ad blockers at dns level too, not just browsers. A lot of people don’t even know how to block them, check your parents or kids (or non technical people in general) phone and you will see how they are riddled with ads. I had a dns blocker installed on my parents phones and in aro…
- @jimt1234 (0): Browsers should not have access to the clipboard.
Hacker News 讨论 Cloudflare 一次与“Cloudflare Wallet”相关的钓鱼事件，涉及其营销活动与官方域名混淆、客服 AI 机器人不了解自家产品以及整体安全响应被质疑。
Web security is too hard
受众观点：① 读完文章后觉得这更像是 Cloudflare 自身流程和判断失误，而不是单纯“安全很难”的案例（@63stack） ② 吐槽营销活动域名和主站完全不同、整体体验和典型钓鱼邮件几乎无差别的用户（@Joker_vD） ③ 注意到 Cloudflare 自家 AI 机器人对是否有 Wallet 产品给出错误回答，对这种“安全相关问答却不连通真实产品信息”的设计感到失望的人（@yellow_lead）
展开评论
- @63stack (0): My main takeaway from this is not that "security is hard" but that cloudflare is pretty incompetent.
- @Joker_vD (0): Another entry in "Marketing department starts a promotion campaign for the new product that's indistinguishable from a phishing attack" list. Starting with not using a subdomain on your own, very well-known domain but instead using a completely different one, then not having it…
- @dwedge (0): I guess it's easy to judge from the sidelines but was the screenshot of the site, if not the first tweet, not an obvious scam? And you can say it's from context but I only read the title before my eyes jumped to the screenshot
- @yellow_lead (0): At one point in the article, the author asks Cloudflare's bot if they're launching a Wallet product, and it says no. > There is no such product in our documentation or dashboard, so treat any email, website, or message claiming to be "Cloudflare Wallet" as a phishing attempt. Wh…
- @thataccount (0): Cloudflare is your favorite company and they are geniuses? Dear Diary, Today my fanboy bubble was burst. Signed, Author
SocketSecurity 实时通报一个正在传播的 npm 蠕虫攻击，已影响数百个包，上千个构件，并展示其平均 5 分多钟即可检测到的安全监控能力。
🚨 Update: Watching this npm worm propagate in real time, we’re now tracking 2,234 affected package artifacts across 444 unique packages, and it’s still spreading. Average detection time: 5 min and 18…
受众观点：① 开发者质疑 npm 官方为何没有类似 kill-switch 或对引入 preinstall 的包做冷却机制，认为平台层可以更主动防御（@gabrielrodatum, 39likes） ② 有人指出 5 分钟多的平均检测时间本身就是大新闻，强调安全监控响应速度的重要性（@tabor_bachelor, 8likes） ③ 部分用户在求具体防护方案和工具链接，希望知道如何在本地或 CI 里防御这次攻击（@conspyrosy, 3likes）
展开评论
- @gabrielrodatum (39): @SocketSecurity Why does npm don't have a kill-switch to stop propagation? Like cooldownling packages that introduces preinstall? Is it not that hard, is it?
- @tabor_bachelor (8): @SocketSecurity 5 minutes to detect a worm that's still spreading is the real story
- @lalss08 (4): @SocketSecurity @grok yo how is this possible my man?
- @conspyrosy (3): @SocketSecurity Dev protections: https://t.co/hQrRz9mDHw
- @OyeTewari (1): @SocketSecurity https://t.co/h85K4OFZKY
zebassembly 吐槽现有 CI 配置被 YAML 绑架，展示了一个用字符串和 JSON 描述流水线的新方案，引发开发者围绕依赖建模、Nix、环境隔离和 GUI 体验的大讨论。
Wild idea, but what if CI wasn't a YAML-ridden nightmare. https://t.co/p9J0ik46ta
受众观点：① 认为新方案没有很好建模依赖 DAG、缺乏 Nix 那样的可重复和封闭性的工程师（@HSVSphere, 51likes） ② 讨厌 YAML 但又离不开现有 CI 图形界面的用户，希望在配置简洁和 GUI 体验之间找到平衡（@jsneedles, 6likes） ③ 质疑把一堆字符串包进 JSON 并不比 YAML 好、担心多 shell、环境变量和 secrets 等复杂场景支持的开发者（@MNedokushev, 5likes；@mrneobeard, 3likes）
展开评论
- @HSVSphere (51): @zebassembly Nope, doesn't model the true nature of dependencies (a DAG) well and is not hermetic. Try again and maybe you'll get close to 5% of Nix.
- @jsneedles (6): @zebassembly YAML is the absolute worst. But, you can tear this gui out of my cold dead hands https://t.co/Ser4B3cNMq
- @MNedokushev (5): @zebassembly Sorry for saying this but wrapping up a bunch of strings into a Json blob is not better.
- @mrneobeard (3): @zebassembly Not seeing how this better than yaml with all the strings and json. And how do you run other shells and weirdness with deps.runner. also use run or cmd rather than "command". Nothing around env variables or secrets or outputs.
- @c7abe (3): @zebassembly all roads lead back to groovy scripts
zebassembly 吐槽自己在 Mac 上遇到 Apple 把某个与 OpenAI 相关的应用或文件标记为风险，感叹苹果和 OpenAI 的“beef”导致安全弹窗过于激进。
I know that Apple and OpenAI are beefing but damn https://t.co/9gwy6OKOW5
受众观点：① 在 macOS 上也遇到普通文件或 md 文档被系统过度拦截、觉得安全策略太激进的用户（@leonvol_, 3likes） ② 认为苹果的恶意软件算法很差、担心真正的恶意软件漏检而正常 AI 应用被误伤的开发者（@datamadeit, 0likes） ③ 使用 Claude、codex 等 AI 工具时被系统误报、对苹果封闭生态和审核策略不满的用户（@bigtickenergy_, 1likes；@lucataco, 1likes）
展开评论
- @leonvol_ (3): @zebassembly Had this with a md file a couple of days ago… seems a little to aggressive sometimes
- @bigtickenergy_ (1): @zebassembly Apple needs to chill the fuck out with these. They're denying tech illiterate normies from benefiting from apps which aren't listed on the app store.
- @lucataco (1): @zebassembly I’ve had this happen for both Claude and codex
- @THEGREATOOF (0): @zebassembly windows is better at this https://t.co/g0fbyZ2TFA
- @datamadeit (0): @zebassembly algorithm for malware that apple has is horrible. wouldn't be surprised if they miss actual malware... and just false flag apps like codex as malware
ziwenxu_ 宣布 Codex 现在也能通过 Codex Router 调用阿里巴巴新发布的 Qwen-3.8-max 模型，用户只需把 Qwen 订阅计划里的 key 填进路由器，就能按套餐 token 消耗而不是按 API 计费使用。
Codex can run Qwen-3.8-max now as well!! Alibaba most capable model, dropped today and it's already in my codex picker. It's a token plan subscription, not metered api billing. You take the key from…
受众观点：① 关注 Codex 新增 Qwen-3.8-max 支持、想直接看接入代码和配置方式的开发者（@ziwenxu_, 10likes） ② 担心一个失控的 agent 循环会瞬间烧光 Qwen token 计划额度的用户（@bygregorr, 3likes） ③ 想弄清楚通过 Codex Router 使用 Qwen 时 token 消耗是否和原生聊天界面一致、是否有额外开销的技术向读者（@bebraSOL, 1likes；@AGTPinsights, 1likes）
展开评论
- @ziwenxu_ (10): Here is the repo! https://t.co/55F2hbCsY5
- @bygregorr (3): @ziwenxu_ one runaway agent loop and that token plan is gone
- @AGTPinsights (1): @ziwenxu_ Love that Codex is giving you real choice between models. Swapping between Qwen and V4-Flash in one place is the dream. How do you decide which to reach for?
- @bebraSOL (1): @ziwenxu_ does the qwen plan key burn tokens at the same rate as the native chat ui or does the router add overhead
- @knowixbuilds (1): @ziwenxu_ Codex is unstoppable at this point, amazing!
独立开发者 robj3d3 分享自己新项目 @canivibecodeit 上线 4 天就在谷歌获得 1000 次点击，口碑传播超出预期。
I launched @canivibecodeit 4 days ago. 1,000 clicks on Google. https://t.co/YJC0AgIDVa
受众观点：① 作者补充说这次口碑传播前所未见，朋友在 Insta、LinkedIn、Threads 等平台都看到有人自发推荐，说明多平台自然扩散效果明显（@robj3d3, 5likes） ② 有人反思原以为成功只靠大号受众，后来意识到真正关键是创业心态和洞察用户需求的能力（@MertHemedan, 3likes） ③ 其他人以玩笑方式参与互动，围绕品牌名和“can I vibe code it”展开轻松讨论（@aditya_suh, 2likes）
展开评论
- @robj3d3 (5): The word-of-mouth has been insane. I've never experienced anything like it, but it feels very special. Several friends have sent me Insta/LinkedIn/Threads posts mentioning it in the wild 😅 Updates today to https://t.co/fUwZSACpYt
- @MertHemedan (3): @robj3d3 @canivibecodeit It felt like all this success was all because of your super big audience but I now understand that having that entrepreneurial mindset and being able to see and spot people's needs is the main skill
- @aditya_suh (2): @robj3d3 @canivibecodeit @robj3d3 can I vibe code @canivibecodeit 🙃
- @canivibecodeit (1): @robj3d3 All these clicks are making me ticklish euuUGhghhhHhh
- @Guronnimo (1): @robj3d3 @canivibecodeit Doing good
robj3d3 提出「独立开发的未来是策展」，认为无论是付费 SaaS、X 时间线还是书本，本质都是对信息和解决方案的精心筛选，并顺势介绍自己做的一个策展产品。
The future of indie hacking is curation. I pay for SaaS because it's a curated solution to a problem I have. I open X because it's a curated feed of what's happening in the world. I read a book becau…
受众观点：① 作者在评论里自嘲其实不看书，只是为了修辞效果，但强调自己关于策展价值的观点（@robj3d3, 2likes） ② 有人预测他的新站点会做到每月 5 万美金收入，说明大家看好策展型产品的商业潜力（@_mattwelter, 2likes） ③ 也有开发者提出疑问，认为真正价值在于端到端解决问题，追问策展是否只是把不同系统和工具组合起来的一部分（@MattPenny99, 1likes）
展开评论
- @robj3d3 (2): I actually don't read books because I have OCD and I find it impossible to read without going insane. I just said it for dramatic effect. But you get my point.
- @_mattwelter (2): @robj3d3 https://t.co/rxMfrOlIka is gonna be $50k a month
- @tominerd (2): @robj3d3 anti slop squad leader
- @MattPenny99 (1): Not sure I’m with you. The best SaaSs I’ve worked with are where the software is really just the interface which the user uses to interact with the wider solution. The real value (I believe) is in solving a certain problem end to end. And software is just a part of that. Is your…
- @balfordev (1): @robj3d3 https://t.co/OrHwsG6POL
AdityaShips 分享自己做 vibe coded 初创项目花了一年才赚到首个 2000 美元，对这段坚持经历表达感激。
it took me 1 year to make my first $2k from my vibe coded startups always grateful https://t.co/CUYEvO60hc
受众观点：① 有人表示自己刚刚起步，把这条当作激励，说明早期收入故事对新手很有共鸣（@ditincodes, 3likes） ② 有评论把 2k 美元和麦当劳打工收入对比，强调这笔钱代表的是不必去做某些工作、拥有更多选择权（@vallcodes, 1likes） ③ 也有人单纯为作者坚持到现在、信心提升表示祝贺和鼓励（@s_poorvik, 1likes）
展开评论
- @ditincodes (3): @AdityaShips Me starting now
- @vallcodes (1): @AdityaShips Hey, that's nice even if it took you that amount time. Now just think that those 2k is what a lot of people earn in a mcdonalds. (Not saying that is a bad job) but it's something you wouldn't have to do noe that you have that monthly income.
- @s_poorvik (1): @AdityaShips The fact that u pushed through till now is what matters The confidence boost it has given you is evident Kudos to the win keep winning!
- @ValakX18 (1): @AdityaShips how much it costs to list on trustmrr
- @Agenticpirate (1): @AdityaShips Congratulations 🎉
AdityaShips 公布自己设计工具上线 6 个月的运营数据：1.7k 美元收入、112 笔订单、4.2 万访客和 3.5 千注册，但面临超过 40% 的高流失率。
First 6 months update on my design tool https://t.co/r0s09HVZfS > it generated $1.7k so far > hits 112 orders in total (sales + renewals) > including 1 Lifetime & 1 yearly plan > 42k…
受众观点：① 有人鼓励说已经完成从 0 到 1，接下来是从 1 到 10 的阶段，强调长期坚持的重要性（@rutu_3, 4likes） ② 有评论建议不要只依赖 X 作为唯一获客渠道，可以尝试 Reddit、Instagram 等多渠道营销（@hii_mohit, 1likes） ③ 也有真实用户反馈产品不错，但希望能看到一个示例请求来理解付费前的使用方式，说明 onboarding 和产品教育还有改进空间（@siddhucse, 1likes）
展开评论
- @rutu_3 (4): @AdityaShips Bhai You made it 0 to 1 now its time to make it 1 to 10 I believe you will and we are always here to support you and help you man 🫶🏻
- @ditincodes (1): @AdityaShips I think you can invest some time daily or maybe weekly but don’t depend on only this if you have mixed suggestions. Start a new project.
- @hii_mohit (1): @AdityaShips I think you should try other marketing channels other than X like Reddit & Instagram
- @siddhucse (1): @AdityaShips I used it today it’s good but can you give one sample request for user. We are not understanding how your product works untill we pay for it
- @athrix_codes (1): @AdityaShips Let'ss goo bro cooking!!
Vic 用“which way, western man”梗吐槽订阅续费方式，引出独立开发者如何处理不想要的自动续费收入。
which way, western man https://t.co/e5ekbbXPQT
受众观点：① 有人分享作为 solo 创业者可以直接不续约不喜欢的收入结构，强调独立掌控权（@clairevo, 2likes） ② 关注自动续费后用户是否会申请退款、再次发传真等，质疑用户是否真的想要订阅（@maxogles, 0likes） ③ 担心用户在看到扣款邮件时会立刻 churn，但仍坚持要在付款后发邮件告知对方（@bduffez, 0likes）
展开评论
- @clairevo (2): @VicVijayakumar one of the best parts of running my company solo is i can just decide not to renew revenue if i don't like how its shaped and no one can judge me
- @eglitisX (0): @VicVijayakumar 😂
- @maxogles (0): @VicVijayakumar For the people who auto-renewed: did they request a refund? And/or did they send another fax after the renewal? Like do some people actually want the subscription?
- @canadian_eh_aye (0): @VicVijayakumar Wonder how many will attempt to do a chargeback when they realize this.
- @bduffez (0): @VicVijayakumar I'm right and I'm afraid they will churn each time they receive the payment processed email but still, I want them to know about it so I email it when stripe tells me they paid
ryanvogel 介绍自己为 Rebase 这款带实时游戏、事件同步和真钱奖励的产品写了定制日志系统，再用一个 agent 在每局游戏后自动分析日志并定位修复各种小众 bug。
rebase has a lot of niche bugs (live game, event syncing, real money prizes) so traditional debugging tools dont work so i created a custom logging tool, tailored just for rebase then after every gam…
受众观点：① 对 Rebase 这种类似 HQ Trivia、面向 tech twitter 的实时游戏产品感兴趣、想了解背后技术栈的开发者（@ryanvogel, 3likes） ② 关注“custom agentic backpressure”等概念、好奇如何用 agent 管理高频事件和错误的工程师（@mikehostetler, 2likes） ③ 觉得用 agent 自动分析日志和修 bug 很酷、想把类似思路用在自己项目上的独立开发者（@apunlisted, 0likes）
展开评论
- @ryanvogel (3): @anomalyco our HQ Trivia (but for tech twitter) live game show is going live this friday at 3PM EST make sure to download the app at https://t.co/CCpW5hjx0q
- @mikehostetler (2): @ryanvogel @anomalyco gud custom agentic backpressure
- @apunlisted (0): @ryanvogel @anomalyco Now this is pretty freaking cool
Anthropic 官方发布 Claude Opus 5，称其在编码和知识工作评测上达到接近 Fable 5 的前沿智能水平、价格却只有一半，引发大量用户围绕用法和配额限制讨论。
Introducing Claude Opus 5. It's a thoughtful and proactive model that comes close to the frontier intelligence of Fable 5 at half the price. https://t.co/GQWhcq2CQL
受众观点：① 关注 Opus 5 在编码和知识工作评测中达到新 SOTA、想看具体 benchmark 的技术用户（@claudeai, 10762likes） ② 吐槽每次新模型发布后都会出现“99% 的人用错了”的教程、对如何正确使用模型感兴趣的开发者（@samell, 1737likes） ③ 对当前使用配额和重置机制不满、希望有更灵活使用限制的重度用户（@st3v3li, 1265likes；@Skiipy88, 1037likes；@Nova_Nightfall, 976likes）
展开评论
- @claudeai (10762): On several coding and knowledge work evaluations, Opus 5 is the new state-of-the-art: https://t.co/Cl3fDxM0gP
- @samell (1737): @claudeai can't wait for the “99% of people are using Opus 5 wrong” articles tomorrow https://t.co/WlHdqCfkiM
- @st3v3li (1265): @claudeai @Scobleizer Where is the usage reset bro? https://t.co/yBblgn8fAu
- @Skiipy88 (1037): @claudeai You know what would be great right about now? A little reset https://t.co/9d2d4xUV77
- @Nova_Nightfall (976): @claudeai ok, so 53.4% > 53.5%? https://t.co/MZFhM7nAzM
作者分享一段“Just a little OpenClaw :P”的短视频，展示用 OpenClaw 辅助写代码时那种又怕报错又惊讶它能跑起来的 vibe coding 状态，引发程序员共鸣。
Just a little OpenClaw :P https://t.co/JlzHffO3fC
受众观点：① 正在尝试用 AI 辅助写代码但还不敢在生产环境大规模采用的独立开发者和小团队工程师；② 对 OpenClaw 等新一代 agent 工具感兴趣、想了解真实使用体验和坑点的技术用户；③ 想通过“vibe coding”降低心智负担、提高迭代速度的 side project 开发者。
展开评论
- @biji_ai (58): @kmcnam1 When it errors: “Why is this error?” When it works: “Wtf… why does it work?”
- @Kunal_Nihalani (30): @kmcnam1 Meanwhile the senior engineer watching me vibe-code: 'That's not sustainable' Me: train keeps choo-choo'ing perfectly '…carry on
- @bukowssiki (8): @kmcnam1 If I were to code it myself, it would take 2–3 weeks. ChatGPT did it in three hours. My colleagues have been using the program for more than six months and it still works perfectly.
- @clintgc (7): @kmcnam1 Yeah but it works 🤣
- @Pritesh (6): @kmcnam1 "Just a little" — meanwhile 3M people watched this. OpenClaw is going mainstream and moments like this are proof. The vibe coding era is here and OpenClaw is at the center of it.
Brian Roemmele 展示一台可以高速扫描成千上万页、又不会破坏装订的图书扫描机，呼吁大模型公司完全有能力用这种方式数字化书籍而不是砍书脊毁坏纸质书。
In this machine I can scan 1000s pages a day and never destroy a book. No guillotine spines, no ripped the bindings.. just a normal book ready to be treasured for centuries. Any large AI company can…
受众观点：① 关注大模型训练数据来源、但缺乏一线数据工程视角的 AI 从业者；② 想做垂直领域知识库、需要自己构建合规文本语料的独立开发者和小团队；③ 对“AI 是否在毁灭纸质知识载体”有情绪但不懂技术细节的普通科技关注者。
展开评论
- @GrayBeardPCG (148): @BrianRoemmele Correct. They just want to destroy any hard copy history so it can be manipulated for their agenda.
- @CreativeSkyAI (109): @BrianRoemmele Chopping the spines just seems ridiculous and inconsiderate when a slower options available
- @BrianRoemmele (71): I humbly prepose a solution:
- @jeffersonshair (46): @BrianRoemmele Any large AI company can afford to hire this guy. He's been out of work for 38 years!!! https://t.co/NnaVEmR6Lo
- @aggiebitcoin (37): You must consider, the destruction and/or monopolization of knowledge is the goal. This is like publishers purchasing back college textbooks for pennies on the dollar to destroy, reducing the supply of used books on the market and increasing sales of new editions year over year.
帖子讲一个人花 400 美元买 Mac mini，去咖啡店收 2100 美元帮装一套完全离线、不连网的本地 AI agent，用一次上门部署就锁定后续每月服务费的故事。
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 想用 AI 做线下中小企业解决方案、但不知道怎么打包成交的独立开发者；② 对本地部署、隐私友好型 AI agent 感兴趣的技术创业者；③ 正在思考如何把自己模型和脚本变成“上门安装服务”的自由职业工程师。
展开评论
- @raredegen (391): @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 (31): @brainrulax Why would he go to a coffee shop with this thing?
- @0xZenad (18): @brainrulax Zero cloud dependency, no API bills, and a $2,100 paycheck for an hour of work using a $400 Mac mini. Setting up local AI agents for offline businesses is literally printing money while others argue about LLM benchmarks
- @forti_two (18): @brainrulax Why does a coffee shop need AI?
chatcutapp 宣布 Seedance 2.0 已能和 @openclaw agent 集成，只需丢一个亚马逊商品链接，agent 就会自动爬取页面、提取文案和图片并喂给 Seedance，几乎零人工准备就生成完整 UGC 商品视频。
IT FUCKING HAPPENED. Seedance 2.0 now works with the @openclaw agent inside @chatcutapp. This UGC video was generated entirely with Seedance 2.0 after I sent an Amazon link. The agent crawled the pag…
受众观点：① 在亚马逊等平台卖货、但没有预算长期请视频团队的独立卖家和小品牌；② 想做“AI 代运营”或电商内容自动化服务的独立开发者；③ 关注 OpenClaw 等 agent 框架在真实商业场景落地的 AI 从业者。
展开评论
- @0xMassi (508): @chatcutapp @openclaw It's so big if you need 3 hands https://t.co/J9UHlR49IE
- @xMikeMickelson (105): @chatcutapp @openclaw sent an amazon link and got a full ad back. we're speedrunning the death of creative agencies
- @DotCSV (56): @chatcutapp @openclaw Knock knock, any invitation code?
- @ezk_96 (47): @chatcutapp @openclaw but you need 3 hands to use it 😭😭😭 https://t.co/dzkK3RRFg0
- @thiagotm (46): @chatcutapp @openclaw Amazon link to finished UGC video with zero manual asset prep is a massive workflow compression. The fact that the agent handles the crawling, extraction, and asset routing autonomously is the real story here. RIP to the "send me your product photos" back-a…
推文讲述独立游戏开发者 Cakez 四年几乎零收入坚持做像素塔防《Tangy TD》，上线 Steam 一周卖出 28078 份、净收入近 20 万美元，他看到后台数据当场落泪的故事。
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：① 正在全职或半职做独立开发、对收入和时间线焦虑的开发者；② 想从游戏转向工具产品、但还在犹豫项目体量和风险的技术人；③ 关注 Steam 等平台成功案例、希望借鉴到自己产品定价和首发策略的 solo dev。
展开评论
- @HZyrn (249): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (158): @iamtonyzhu 看，他四年无收入还有女人支持，再看看国内女人，失业在家一个月就在考虑离婚分手了
- @kevin_9431 (79): @iamtonyzhu 我佩服的是他老婆，换中国老婆早跑了
- @kevinma_dev_zh (66): @iamtonyzhu 这老哥太不容易了，真能坚持
- @iamtonyzhu (42): 帖子来源：
作者介绍自己做的 OpenClaw 机器人，串联 6 个 AI agent 24 小时自动找本地没官网的商家、生成定制演示站、自动发私信报价并处理异议完成收款。
My OpenClaw bot runs 6 AI agents 24/7: - Finds local businesses without a website - Builds a custom demo site for them automatically - Sends outreach with the preview + payment link - Handles objecti…
受众观点：① 很多人好奇回复率和转化率是否真实可观，质疑大规模冷启动外联的有效性（@raymatos, 52likes） ② 有人认可“给本地商家做网站”是能直接赚钱的工作流，关心这种自动化方案的实际变现能力（@michielmv, 12likes） ③ 也有读者想知道背后具体是如何筛选目标商家、是否可以扩展到网站以外的其他服务（@JarettEverett, 7likes；@everestchris6, 60likes）
展开评论
- @everestchris6 (60): dm me if you want it to be a different service instead of websites
- @raymatos (52): @everestchris6 Your response rate is less the. 1%. Ask me how I know
- @michielmv (12): @everestchris6 the local business website pitch is such a good use case - it's an actual workflow that makes money. how's the outreach converting?
- @JarettEverett (7): @everestchris6 How are you finding businesses without a website? Google?
- @sillydarket (5): @everestchris6 Openclaw
推文介绍一款名为 Direland 的独立沙盒生存游戏，玩法融合 Minecraft 式拆建世界和 Monster Hunter 式巨型怪物狩猎，并询问玩家是否会想玩。
This indie dev is making a sandbox survival game that crosses Minecraft with Monster Hunter - Wake up with no memory, deep in a remote land - Break the world apart, build block by block - Monsters so…
受众观点：① 很多玩家觉得大怪物在方块世界里踩碎地形的视觉效果非常带感，认为这个组合设定很新鲜（@estepixel, 7likes；@party2games, 2likes） ② 有人感叹现在独立游戏整体质量已经不输大厂，认为 indie dev 正在做更有创意的作品（@earnlabcom, 19likes） ③ 部分用户顺着作者推荐去关注开发者 @KAIJIUUUUU 并表示会 wishlist 或持续关注开发进度（@IndieGameJoe, 61likes；@KAIJIUUUUU, 18likes）
展开评论
- @IndieGameJoe (61): "Direland is a sandbox survival crafting RPG set in a vast, hostile world. Break terrain freely, gather materials, and build your surroundings block by block." looks very fun! can wishlist here and follow the dev @KAIJIUUUUU https://t.co/1rx9bDcNtu
- @earnlabcom (19): @IndieGameJoe Indie devs are making better games than gaming companies https://t.co/wtmKIAAXOx
- @KAIJIUUUUU (18): @IndieGameJoe うわあああ！ありがとうございます！！ ゲームの進捗などXにポストしているので見てもらえると嬉しいです！
- @estepixel (7): @IndieGameJoe The big monsters crushing the terrain looks epic in a blocky world.
- @party2games (2): @IndieGameJoe Instant yes. Minecraft building brain + Monster Hunter “that thing just stepped on the horizon” is a ridiculous combo in the best way. Those footfalls look terrifying
原帖讨论“爬虫的意义”，评论区围绕大规模爬取在反爬、风控和维护成本上的现实难度展开，指出很多研究组也只能为单次项目临时写脚本。
爬虫的意义 https://t.co/ld09FHs244
受众观点：① 有人详细说明大规模爬虫在现实中会不断被图像验证、频率限制和账户异常拦截，维护成本极高且难以长期稳定运行（@Paparino_, 89likes） ② 一些开发者亲身反馈自己尝试大规模爬取时很快就被风控，印证了“纸面方案”和实战之间的差距（@IndieDevLu, 28likes） ③ 也有人调侃按这个逻辑不如直接去大公司拿全网数据，反映出大家对数据壁垒和合规性的无奈（@jin_asac, 4likes）
展开评论
- @Paparino_ (89): 难在第二步，大规模爬取没那么容易。大公司的网页有反爬措施，弹图像验证还能解决，更直接的甚至可以卡操作频繁，或者账户异常。很多大学商科社科研究组月薪几万招人专门写爬虫，也就针对具体项目写个临时的爬到数据就收手。就算按图上说的写出了这么个程序，又能稳定用多久呢，网页反爬策略每多一个你就得修一个，永远都要花时间补窟窿，不具备可持续性
- @IndieDevLu (28): @mundane799699 你真的 试过吗？大规模爬取？没爬几个就被风控了
- @8Q757 (26): @mundane799699 刚刚试了一下爬到了这篇，gpt告诉我用户的需求是使用gpt获取其他用户的需求
- @jin_asac (4): @mundane799699 按照这个逻辑，应该直接入职百度，Google，他们有全网帖子的数据🤫
- @jpyuann (2): @mundane799699 微信群怎么爬
推文分享了 Google 发布的一门免费两小时课程，从零开始讲解完整的 agent engineering，包括搭建首个 agent、连接 MCP 工具、不同循环运行方式以及构建 agent 图。
Google just released free 2-hour course on full agent engineering: 1 prompt → agent teams → loops → graphs from 0% to 100%: 10% → 38:46 - build your first agent 30% → 54:46 - connect MCP tools 55% →…
受众观点：① 很多开发者认为两小时从一个 prompt 到完整 agent 图的免费课程含金量很高，直接收藏准备系统学习（@51bodila, 3likes；@lagerskoy, 2likes） ② 有人特别看重 graph engineering 这一节，觉得单这一部分就值得花时间研究（@0xF1ction, 2likes） ③ 也有人提醒自动化系统在你睡觉时工作也会在你睡觉时出错，强调可靠性和监控的重要性（@_virgil19, 2likes）
展开评论
- @Olegthelilfix (5): @0xCodila https://t.co/n005KCMRSE
- @51bodila (3): @0xCodila what a brilliant material broski 2 hours workshop from 0, saved!
- @0xF1ction (2): @0xCodila saved. the graph engineering section alone is worth it
- @lagerskoy (2): @0xCodila Two hours from one prompt to full agent graphs is a pretty solid free course
- @_virgil19 (2): @0xCodila the system that works while you sleep also fails while you sleep. ask me how i know
作者称一位名为 Jack Dorsey 的账号在 GitHub 上开源了一个 1.44 万星的“ai-agent”业务框架仓库，并演示只需克隆仓库并自建服务器即可获得集成渠道、搜索、Git 和自动化的系统。
this is f**king insane a free github repo by Jack Dorsey (Co-Founder of Twitter) with 14.4K stars just dropped the entire "ai-agent" framework for running businesses here is how you set it up: 1.clon…
受众观点：① 很多人直接索要或转发仓库链接，把这个开源框架当成值得收藏的资源（@Av1dlive, 88likes） ② 有评论指出开源 AI 发展极快，真正的优势不在于拿到框架，而在于能否把它们整合进真实业务流程（@AdelDeveloperX, 5likes） ③ 也有人质疑 Jack 本人是否真的参与了这个项目，提醒大家不要被名字带偏（@jalnicu, 3likes）
展开评论
- @Av1dlive (88): https://t.co/SufhZpmMg4 Here is the repo
- @Av1dlive (6): https://t.co/iOAlrf4vAz
- @Av1dlive (5): https://t.co/9eINPh0dXU
- @AdelDeveloperX (5): @Av1dlive Open source AI is evolving incredibly fast. The real advantage won’t come from having access to these frameworks, but from knowing how to integrate them into real business workflows.
- @jalnicu (3): @Av1dlive I bet @jack has nothing to do with this!
推文推荐独立游戏 PROSPICE，这是一款在腐朽神明之地运送被诅咒货物的越野快递游戏，现已在 Steam 开放免费试玩并附带一小时以上实机视频。
In this indie off-road courier game, you haul cursed cargo across a land of rotting gods! PROSPICE has a free open playtest on Steam: https://t.co/X7MThozhSP 1hr+ Gameplay Video: https://t.co/NaAmKRS…
受众观点：① 不少人表示很喜欢作者的解说风格和口音，认为让游戏氛围更有代入感（@horrorvisuals, 5likes；@BitDylan8275, 3likes） ② 有用户说作者在恐怖氛围中不断抖小梗和双关，让本该阴森的游戏变得更有趣（@VoteUncleSmile, 2likes） ③ 也有人看完视频后直接表示“很喜欢这作”，说明推荐内容对试玩转化有一定影响（@yavcworld, 1like）
展开评论
- @horrorvisuals (5): @gameralphabeta @ProjectProspice man I love your commentary in these 😂
- @BitDylan8275 (3): @gameralphabeta @ProjectProspice I will always love your thick-ass accent. Makes every game you describe sound all the more epic
- @VoteUncleSmile (2): @gameralphabeta @ProjectProspice I know its supposed to be eerie and all, but fuck i love all the little puns he makes
- @MAVATTACKYT (2): @gameralphabeta @ProjectProspice You cooked with fe-fi-phobia 😭🔥
- @yavcworld (1): @gameralphabeta @ProjectProspice loved this one just watched it
作者分享自己在 Codex 里安装的一个不到 1k stars 的小项目 skill，专门用来做独立开发中最容易被忽略的 idea validation，帮助打破“找点子→开干→没人用→emo”的死亡循环。
这是我今年装到 Codex 里最爽的一个 skill，没有之一，强烈推荐大家安装一下。 一个不到 1k stars 的小项目，把独立开发最容易死的那一环给补上了。 独立开发时常面临的死亡循环：找 idea → 开干 → 没人用 → emo → 重复 中间被跳过的很重要的一步叫 validation，99% https://t.co/W6wKzz39Lz
受众观点：① 作者补充了找 idea 的入口和 skill 的具体地址，方便其他独立开发者直接上手使用（@yanhua1010, 57likes） ② 有人已经把这个 skill 改造成支持 Claude Code，说明社区愿意在此基础上做二次开发（@tujiao, 17likes） ③ 也有开发者提醒 AI 压测本质还是“我觉得有用”的升级版，真正有效的验证方式是直接给潜在客户发 cold email 看是否有人回复（@kleon_ai, 6likes）
展开评论
- @yanhua1010 (57): 找Idea👇 https://t.co/z5efihZHbE skills地址👇 https://t.co/f67d2xEcYd
- @tujiao (17): @yanhua1010 我已经把它改成也可以支持 Claude Code 了。 https://t.co/ztuEtUZpnN
- @kleon_ai (6): @yanhua1010 skill思路没问题，但AI压测idea还是"我觉得有用"的高级版——它的竞品分析、市场规模全是从训练数据里编的。我自己验证idea的方式粗暴得多：直接给5个潜在客户发cold email看谁回，真有人回的才值得写第一行代码。
- @LocationCk (2): @yanhua1010 gstack：哦哦哦….
- @QT9277 (2): @yanhua1010 小工具帮你跳过“我觉得有用”，直击独立开发的死亡循环。
独立游戏媒体推荐像素风动作射击新作《KUSAN: City of Wolves》，强调高强度顶视角战斗体验并已在主机和 PC 上线。
This bombastic pixel art indie action game is KUSAN: City of Wolves, a high-octane hardcore top-down shooter that really packs a punch! Out now on Consoles & PC: https://t.co/MBRDTPGDGK by indie…
受众观点：① 做像素风或小体量动作游戏的独立开发者 ② 关注如何让作品被媒体和 KOL 发现的游戏制作人 ③ 想了解海外主机与 PC 多平台发行节奏的开发者。
展开评论
- @gameralphabeta (21): A little Alpha Beta Gamer cameo coming soon to KUSAN: City of Wolves! https://t.co/bF5a8ecTl8
- @Crossbreed1987 (7): @gameralphabeta @circlefromdot That huge robot in the beginning reminded me of Potemkin (colors, huge fists). https://t.co/F2mRz2Im3O
- @zylphe_renuis (6): @gameralphabeta @circlefromdot Channeling Tony with this one. https://t.co/ysCU0u5YjV
- @PensiveDemon (2): @gameralphabeta @circlefromdot That anime style slide-back at the 4 second mark is pure style.
- @backtomira1 (2): @gameralphabeta @circlefromdot The demo was great, i enjoyed it and made me want more. 😅
推文介绍有人用 Qwen3.5-27B 搭配 DGX Spark 做成 Android Agent，通过 Web 界面下发任务让模型自动读屏、决策和点按，号称推理速度提升四倍。
有人已经直接用 Qwen3.5-27B + DGX Spark 做成 Android Agent，通过 Web UI 下发任务，让模型自己读屏、决策、点按，推理速度提升 4 倍。🤯 https://t.co/RwCvVFtJQN
受众观点：① 想把大模型接到手机端做自动化的独立开发者 ② 做灰产风控或反自动化检测的技术从业者 ③ 关注国产大模型在实际工程场景中表现的工程师。
展开评论
- @DLKFZWilliam2 (230): 该项目在github上：https://t.co/MVYZ88aclC
- @bijanbowen (51): @DLKFZWilliam2 This is mine! Thanks for putting the github link in the replies :D
- @Chinese_XU (16): @DLKFZWilliam2 得嘞 灰产重大升级 哎🥱
- @shrike_98 (6): @DLKFZWilliam2 是说视频播放加速了4倍
- @andrew_zyf (4): @DLKFZWilliam2 你效率也太高了吧！这是你的电脑吗？ 我对你真是刮目相看，牛逼立体，厉害厉害！
作者介绍一款像自动驾驶一样工作的智能爬虫工具，只需给出终点就能自动规划路径、点击页面、清洗数据并输出表格，宣称可以告别手动爬虫和 Excel。
炸裂……这个爬虫就像自动驾驶一样。 你只需要告诉它终点，它就会自己规划路线、点页面、清洗数据，最后交给你一份干净利落的表格。 再见了，手动爬虫、Excel 和数据团队。 教程 + 一些离谱的示例：🧵 https://t.co/nKtLAs1dne
受众观点：① 需要大量采集网页数据的独立开发者和数据团队 ② 想用 AI 降低爬虫维护成本的工程师 ③ 做数据产品、需要评估自动化采集方案可行性的产品经理。
展开评论
- @AvaSato (7): @axichuhai 不用看了，要邀请码
- @janus_path (6): @axichuhai 爬虫玩得好，牢房进的早，爬虫玩的溜，牢饭吃个够
- @rvcd_1634475170 (1): @axichuhai 这么收费? 还有能设置代理ip吗？
- @ChaplinLaurel1 (0): @axichuhai 恐怖
- @summernini1 (0): @axichuhai 这是免费的吗？
推文用类比解释 Anthropic 对 MCP 的一次重大更新：从有会话 ID 的有状态核心改为无状态 MCP 核心，改变了服务端如何管理会话和扩展性。
Stateful vs. Stateless MCP core. (Anthropic's biggest MCP update) Let me explain what that means: Until this release, talking to an MCP server worked like a phone call. Both sides ran an initialize h…
受众观点：① 在用 Claude MCP 搭建多工具 agent 的开发者 ② 计划把自己服务暴露成 MCP server 的 SaaS 创作者 ③ 关注无状态架构和多实例扩容问题的后端工程师。
展开评论
- @bkase_ (4): @akshay_pachaar I’m looking forward to seeing what services do with MCP now that it’s more scalable. On your last point: I agree it’s best to just write code. It really should be a “MCP / CLI / code mode” debate. We discussed this on the latest @superlinear_fm episode. https://t…
- @lonniev (2): I believe it is the case that on some MCP hosts, like Horizon Prefect with FastMCP, the running MCP services are already stateless. In practice, they have a bit of affinity and you can get them to retain some state between calls but it is a dicey game. It is better to give the M…
- @_virgil19 (2): @akshay_pachaar and everyone had already hired a second waiter who writes it all down. redis plus sticky routing was the workaround, now the spec just does it for you
- @AIAppsAPI (2): Good breakdown. The part people underrate: stateless does not delete the state, it just forces you to say out loud where it lives. We hit this adding payments to an MCP server. Cart and checkout state cannot sit in the process once any request can land on any instance, so it mov…
- @Hiraweb3 (1): @akshay_pachaar code mode unlocked the future
帖子吐槽各种“我自己做了个 X”炫耀文其实多半是 Claude 等 AI 生成的，引发自托管圈对 AI 水帖和“AI slop”内容泛滥的群嘲。
When we all know it was really Claude that built it.
受众观点：① 高赞评论用夸张的“我做了个 E2E slop filter 革命性提升体验”反讽 AI 水帖，说明大家对这类标题党已经极度厌烦（@zegota, 1772分） ② 有人建议用自动化规则直接关掉“我受够了 X 所以我做了 Y”这类帖子，反映社区希望通过版规抵制 AI 垃圾内容（@Spare-Ad-1429, 316分） ③ 其他评论调侃 OP 用小号发帖被秒封等细节，把“AI 伪装成手工开发”的行为当成笑话看待（@Shane75776, 296分）
展开评论
- @zegota (1772): I was tired of AI slop posts, so I built an E2E slop filter. It's not just a QOL bump -- it's a genuine revolution. **Why It Matters** ✅ It Doesn't
- @Spare-Ad-1429 (316): We should have an auto-mod close these posts .. Everything starting with "I got tired of" gets a reply "you should have gone to bed instead"
- @Shane75776 (296): This was the post that initiated my crash out lol. The OP even used a new account that was banned within minutes of them posting. All solid signs of a solid dev.
- @Paykuh- (294): https://preview.redd.it/5pe7v5btd8hh1.png?width=745&format=png&auto=webp&s=d2e44fca2f72589f406cebb4e8242180e68053bc
- @apocolipse (177): Did you address all the footguns at the waists and seams and fill in the moats and level with anyone?
一位前谷歌工程师分享自己两年连续做 AI EdTech、自动化工具和 Koro AI 等项目的失败与小成功，最终总结出 AI 不能替代好老师和营销人、分发比产品更关键等创业教训。
When I was leaving my job at Google 2 years ago...I had thought that since I had a good pedigree, building startups would be EASIER. Boy was I wrong! Here's my journey so far and the learnings that c…
受众观点：① 准备从大厂出来做 AI SaaS 的工程师会对前谷歌员工踩过的坑和对 AI 能力的反思非常感兴趣 ② 已经在做 AI 内容生成或自动化产品的独立开发者会关注如何避免高 churn、如何把产品从一次性工具升级为持续价值的“代理” ③ 关注开源和增长策略的人会对 SuperCMO 这种用开源换分发的思路有共鸣。
展开评论
- @Electrical_Meaning61 (96): One thing that you said is like AI is bad at marketing and bad at creative design so why is your next product using AI to do creative design?
- @sophia6512 (16): That stood out to me too. Criticizing AI is creative limitations and then immediately pitching an AI product for creative design feels like an odd transition unless the goal is augmentation rather than full automation.
- @dragi19 (10): Thanks for the interesting point of view, as I would also expect ex-googler to fare better than me. I was part of a layoff March 2026. Started researching and building audaCV. Got initial positive reaction on LinkedIn, but I asked the audience the wrong leading questions (like w…
- @nextized (10): I think the AI wrapper market is extremely oversaturated. If you think about it the majority of the benefit comes from the model and any half experienced person can replicate the product in hours. Also if the economics of tokens ever changes the business model is in shambles.
- @hercssss (10): Honestly, the fact that you kept iterating after each failure is probably more valuable than the Google pedigree. Most people never get far enough to learn those lessons the hard way.
用户吐槽 Opus 5 比 4.8 更爱顶嘴、频繁纠正和延展话题，整体对话体验像啰嗦又自以为是的 IT 同事，宁愿退回更友好的 Opus 4.8。
Not sure if anyone else is noticing that with Opus 5 it tends to ‘push back’ and argue a LOT more than 4.8 did. I’m always open to useful feedback but I feel like Opus 5 is like the annoying know-it-…
受众观点：① 很多用户觉得 Opus 5 不一定爱争辩，但会频繁抛出“重新定义问题”的发现，让简单任务被搞得过于复杂（@egvp, 279分） ② 有人认为它的语气既啰嗦又生硬，措辞怪异，如果是同事会让人想让它“冷静点”，说明语气设计直接影响使用意愿（@hayes-davis, 92分） ③ 也有用户形容和 Opus 5 对话像在听爱用术语却没什么干货的产品经理长篇大论，凸显出对“专业但空洞”的反感（@enjdusan, 37分）
展开评论
- @egvp (279): I don’t feel like it argues but it seems to love going off and finding issues that just don’t exist. It loves to say “I found this and honestly it reframes everything” over the slightest little update or change in position.
- @hayes-davis (92): I don't have a lot of problems with how it works. I mostly just find it unpleasant to talk to. It's this weird combination of verbose and brusque plus it makes some really strange word choices. If it were a person, I'd tell it to just chill a bit.
- @Fit-World-3885 (89): I am very leery of anything that "genuinely changes the shape of the problem"
- @LankyGuitar6528 (62): It is exhausting. Fable is actually fine - expensive but fine. Opus 4.8 is fine. But if Opus 5 was a person he would be escorted off the property by security.
- @enjdusan (37): Unpleasant? I'm almost 20 years in the industry, and I can't understand half of the shit that it spits out. Or come up with. Someone in Anthropic: "Hey, make it sound like a professional!", and now it sounds like some product person who likes to use a lot of buzz words, talk 15…
楼主刚把除 Plex 外的第一个自托管服务公开到互联网访问，开始思考自己和他人会把哪些内部服务暴露出去、哪些只通过 VPN 或内网访问。
After a lot of terrifying tests and contemplation, I exposed my first service (aside from Plex) to the wider internet so I could access it via a domain anywhere. There are other weird reasons why I c…
受众观点：① 有人选择极端保守策略，除了 Plex 其他一律只通过 Tailscale 访问，体现出对公网暴露风险的高度敏感（@Double-Surround-149, 29分；@multidollar, 63分 的“None”也表达类似态度） ② 也有人几乎把所有服务都暴露在公网，但统一放在 Nginx 反代后，由 Authelia 和 fail2ban 做认证和防爆破（@gkmnky, 17分） ③ 还有人用 Pocket ID、Pangolin 等身份层把大部分应用包在后面，只暴露极少数入口，说明“统一认证网关”思路在社区逐渐普及（@viggy96, 46分；@Keili1997, 9分）
展开评论
- @multidollar (63): None
- @viggy96 (46): Technically all my stuff is exposed, and most of my applications are protected by Pocket ID, using a traefik middleware plugin. A few that have OIDC support natively don't have Pocket ID in front, but have user/pass disabled, so passkey login only. Only Jellyfin and Nextcloud ar…
- @Double-Surround-149 (29): Plex - everything else is Tailscale only.
- @gkmnky (17): 100% is exposed. Everything’s runs in containers behind a ngnix reverse proxy and access is handled by authelia. Besides this I use fail2ban directly on the machine.
- @Keili1997 (9): I only expose Pangolin and pocket-id. For everything else you first have to authenticate with pangolin. I believe not even the Immich devs expose it directly to the Internet.
一位自称有 web3 开发背景的网友晒出自己有约一百枚比特币的钱包，公开喊话让 Anthropic 的 Fable 5 或 Opus 5 来“黑掉”钱包，引发社区围观和调侃。
This guy has like 100 btc in it's wallet and challenging the Anthropic to hack it Can the Fable 5 or Opus 5 do it? I have a web3 dev background and it's nearly impossible (until his laptop or mobile…
受众观点：① 很多人把这类挑战当成纯娱乐段子，忽略了真实的私钥泄露路径主要在设备被入侵或社工，而不是模型暴力破解（@Illustrious_Image967, 380分） ② 有人提到过去被认为安全的钱包也可能因为实现漏洞被系统性盗币，说明“硬件冷钱包绝对安全”的信念正在被动摇（@TangerineLogical9779, 155分） ③ 评论区也有顺势发自己地址求打钱的玩笑，体现出散户对安全问题的态度更偏戏谑而非严肃防护（@PerceptionOwn3629, 79分）
展开评论
- @Illustrious_Image967 (380): I'm going to laugh so hard when it leaves a jpg of a sandwich in his wallet.
- @TangerineLogical9779 (155): People said the same thing about coldcard, now thousands of single-use completely offline and air-gapped wallets are being emptied by being AI bruteforcing the PPRN due to security flaw in the software lmao. They stole what 110million in BTC already lmao
- @PerceptionOwn3629 (79): I challenge Fable to deposit 100 BTC here bc1qvktsx68nx66qph8p6pf5k35zclyazfqlzuqw26 Or anyone, just deposit, make no mistake
- @toobladink (64): So a jpg?
- @TheMurmuring (50): *NFT
帖子围绕一篇论文数据讨论：让 Claude 审查 Codex 生成的代码能显著提高通过率，但反向让 Codex 审查 Claude 的代码反而变差，而单独用 Claude Opus 4.7 写代码本身就达到最高通过率。
r/ClaudeAI Claude reviewing Codex's code lifted the pass rate from 71.6% to 89.7%
受众观点：① 顶层评论直接引用论文摘要，指出 Claude 审查 Codex 草稿能把通过率从 71.6% 提升到 89.7%，而 Codex 审查 Claude 草稿会让通过率从 91.4% 掉到 82.8%，说明 Claude 单打独斗已经很强（@acrock, 228分） ② 有人分享自己让 Claude 先生成计划，再用另一个 AI（如运行最新 GPT 的 PI agent）做审查，循环迭代直到双方都认为可行，实践中能抓出很多问题（@maxm, 140分） ③ 也有人引用论文结论强调“如果是 Claude Opus 4.7 写的代码，直接用就好，没有任何 reviewer 能超过它”，并好奇其他模型如 Fable 参与规划会怎样（@-18k-, 83分）
展开评论
- @acrock (228): From the original paper abstract: “Claude review raises Codex drafts from 71.6% to 89.7%; Codex self review raises them to 84.5%. The reverse direction does not pay off: Codex reviewing Claude drafts drops the pass rate from 91.4% to 82.8%, and Claude self review leaves the 91.4…
- @maxm (140): I always make claude make a plan and save it to a temp folder. I then let it use another AI as a reviewer. I use PI agent for this. Currently the pi agent is running the latest and best GPT model. Pi then saves its review in the temp folder and claude reads it and makes a new pl…
- @-18k- (83): Honestly, this should be the top comment. Direct from the papers conclusions: https://arxiv.org/pdf/2607.21656 >The implication in this paper is practical for software development <snip>... If Claude Opus 4.7 writes the draft, submit it as is, **because no reviewer we t…
- @damianhodgkiss (44): install codex skill in claude then in plan mode 'have codex review your plan until you both agree' or something similar.. no need to save etc.. it'll consult codex once its made the plan and before presenting it.
- @lonahe (33): Just leave me the fuck alone and let me work. He is literally me fr fr
楼主提问大家在产品上线却无人知晓时，第一批用户是如何获得的，引发大量独立开发者分享获客经验。
you finished the product, it's live, but nobody sees it. How did you found your first users ?
受众观点：① 有人总结出按资源不同选择广告、社交内容或直接外联三种路径，强调需要像打磨产品一样认真对待获客（@Remarkable_Sand7784, 12score） ② 不少人分享在相关 subreddit 提前埋点、参与讨论，再顺势引流到自己产品的做法（@Ok_Section3142, 7score） ③ 也有人强调先去用户已经在的对话场域里长期回复和分享经验，让关系先于产品发布，从而获得更高质量的首批用户（@Special_Hall_3044, 6score; 5score）
展开评论
- @Remarkable_Sand7784 (12): ads - if you have money organic social - if you have time direct customer outreach - if you have thick skin and know where to look
- @Ok_Section3142 (7): I posted on the relevant subreddit the moment the app was barely usable. Also commented on related posts within the sub
- @arpavgm (7): Yesterday I read somewhere that **Unless you can’t explain it, you shouldn't start building**. The person to whom you explained it is the first user.
- @Special_Hall_3044 (6): I'm not at launch yet, but I've changed how I think about this. Instead of asking "Where do I find users?", I'm asking "Where are my users already having conversations?" That's why I've been spending time replying on Reddit and X before asking anyone to try my product. I'm hopin…
- @Special_Hall_3044 (5): I actually don't promote at first. I answer questions, share what I'm learning, and give feedback on other founders' products. Over time, people get curious and check my profile on their own. When I eventually mention my product, it feels like context not an ad. Relationships co…
开发者用 Claude Code 打造了一个基于 Tauri 2 的轻量级终端工具 VelaTerm，主打替代 Claude Desktop，提供更好的会话管理和远程开发能力，并计划开源。
Hi, I built a terminal tool specifically for Claude Code that combines the best of TUI and web UI, designed as a replacement for Claude Desktop. It offers better session management than Claude Deskto…
受众观点：① 有人直接贴出界面截图，说明大家对 UI/UX 细节和实际使用观感很感兴趣（@Personal-Cup4772, 33分） ② 多个用户关心是否会在 GitHub 开源，愿意等代码公开后再放心输入自己的凭证（@Hurricane31337, 23分；@Soulcal7, 11分） ③ 作者在评论中确认会开源并提到是用 Claude 和 Remotion 做的，进一步激发了对“AI 辅助开发 + 开源工具链”的好奇（@george-lin, 15分；@george-lin, 7分）
展开评论
- @Personal-Cup4772 (33): https://preview.redd.it/qtya0io88bhh1.png?width=597&format=png&auto=webp&s=7d1daa858d01afbfef22ec745b8dd9d5a48ad39e
- @Hurricane31337 (23): GitHub would be nice! 👍
- @george-lin (15): Yes, we will open source it soon after we finished organizing and sorting out the code
- @Soulcal7 (11): Amazing work, will wait until it's on Github before entering in my credentials, but looks very promising!
- @george-lin (7): it's made with claude + remotion
一位用户称自己并未主动升级却被扣费开通 Max 20x 订阅，账户用量在未使用 Claude 的情况下半小时内从 0 飙到 100%，怀疑存在计费或安全问题并求助他人是否遇到类似情况。
As the title says. And the best part is that I never knowingly signed up for this plan. I woke up this morning to find two Anthropic invoices in my inbox: one for a Max 20x subscription, and another…
受众观点：① 顶层评论第一反应是建议立刻重置密码并开启双重验证，说明不少人优先怀疑账号被盗用而非单纯计费 bug（@Total-Debt7767, 171分） ② 有人提醒使用 Claude 网页端也会消耗 Claude Code 的额度，但也承认正常使用很难在短时间内刷爆 20x 计划（@BitsOnWaves, 42分） ③ 多名用户反馈遇到类似“自动升级、用量暴涨、客服迟迟不回”的情况，认为可能是系统级计费故障，希望官方尽快回应和退款（@ihababdo, 39分；@ContactFit8991, 35分）
展开评论
- @Total-Debt7767 (171): Reset your password and put on 2FA…
- @SoloDevSage (61): First things first. Rotate your login credentials and terminate all existing sessions.
- @BitsOnWaves (42): in case you didnt know, using claude web also consumes claude credits from your claude code. im not saying this is the case here because there is no way you can finish 20x plan via claude web
- @ihababdo (39): Same exact nightmare here! My account was auto-upgraded without my consent, my credit card got charged, and the usage shot from 0% to 100% automatically without me even touching it. I reached out to them via chat yesterday, but I've been ignored for over 24 hours now with zero r…
- @ContactFit8991 (35): i think there's a bug me too 30 mins I hit the limit even the tasks are so minor cant even take 5% https://preview.redd.it/6psztmcy5chh1.png?width=945&format=png&auto=webp&s=9b9421070110d647a3e187f8d84ee92314238e6c
楼主每天依赖一个小型订阅制专有应用，担心未来加功能、收集数据，于是想做一个功能 1:1 的自托管克隆，询问这样在伦理上是否合适。
There's a tiny app that I use every day and that doesn't have a proper replacement in the self-hosted world. I think today it's complete, it's perfect, I don't want it to add any features ever and th…
受众观点：① 顶层回复认为只要不复制源码、从零实现相同功能，在法律上通常没问题，伦理则取决于双方动机和实现方式（@GolemancerVekk, 280分） ② 很多人强调只要不抄代码和 UI 细节，做功能类似的应用在业界非常常见，质疑“这不道德”的说法（@Conscious-Mirror7004, 63分） ③ 也有人提到软件专利地域性和“偷想法没问题但别用对方品牌”的观点，说明大家更担心法律风险而非道德问题（@Patents: @Craftkorb, 62分；@road_laya, 57分；@KrokettenMan, 54分）
展开评论
- @GolemancerVekk (280): What do you mean a 1:1 copy? If you don't actually copy the code and you reproduce the features you want from scratch it's perfectly legal. Not sure about ethical, that would depend on their motives and your motives and the way you go about making the app.
- @Conscious-Mirror7004 (63): There's nothing unethical about making an app that's a clone of some proprietary application, as long as you aren't copying their code (which is pretty difficult with compiled code anyway), or directly copying their design (the "look and feel"--this part can get you in legal tro…
- @Craftkorb (62): Patents are regional. I commonly couldn't care less about software patents from the US that don't apply to me.
- @road_laya (57): It's perfectly alright to steal ideas. Just don't use their brand, that's probably protected.
- @KrokettenMan (54): Software patents are a joke in general
这条帖子原文缺失，但从高赞评论看，讨论集中在为什么有人大量使用 Claude Opus 4.7 导致额度经常打满，以及如何在接近用量上限时导出对话或切换到其他模型。
r/ClaudeAI As soon as I hit 90% of the limit
受众观点：① 有人质疑为什么要用 Opus 4.7 这种更贵的模型，暗示这也是频繁撞额度的原因之一（@EvidenceOk6412, 173分；@Carlose175, 145分） ② 有用户提醒在额度打满前可以用 /export 命令导出对话，避免内容丢失（@dmn-synthet, 99分） ③ 也有人认为 Opus 反而因为更高效而能保持较低使用量，并分享自己做的 AgentHydra 工具方便在 Codex、Claude、OpenCode 之间切换，缓解单一模型额度限制（@Adept-Priority-9729, 43分；@SuperMar1o, 37分）
展开评论
- @EvidenceOk6412 (173): Why opus 4.7?
- @Carlose175 (145): Would explain why he always runs out of usage
- @dmn-synthet (99): There is /export command in case you hit 100%
- @Adept-Priority-9729 (43): On the contrary, it does so because it keeps its usage lower, unlike other models.
- @SuperMar1o (37): [https://agenthydra.lunarwerx.com/](https://agenthydra.lunarwerx.com/) I know I am late to the party but... I built this so people could actually easily swap between Codex/Claude/OpenCode. I use it multiple times a day and I could honestly not function without it these days. Not…
楼主分享了一段与 Fable 聊宇宙时得到的长篇回答，内容从“仰望星空的渺小感”出发，引用 Carl Sagan 的 pale blue dot，论证宇宙的浩瀚反而让人类之间的善意和责任更有意义。
>What you've just described is one of the oldest and most human responses to looking up — the cosmic perspective arrives, and the first thing it stirs isn't physics at all, it's an ache about how…
受众观点：① 有人单独引用“gently push back on”这句，显然被这种温和反驳的语气打动或觉得有趣（@EpsilonFive5, 86分） ② 也有评论把这类措辞脑补到完全不同的场景里开黄腔，说明模型的语言风格很容易被人类二次解读成梗（@PaulMakesThings1, 30分；@kilopeter, 30分） ③ 部分用户则认真回应楼主的情绪，表示自己也有好工作和朋友但仍会被这类关于善意与残酷的讨论戳中，体现出 Fable 在情感共鸣上的实际作用（@KoalaOk3336, 28分；@Nosafune, 27分）
展开评论
- @EpsilonFive5 (86): " And I'd gently push back on ..."
- @PaulMakesThings1 (30): If they ever put it in sex bots it’s going to say “I’m gonna take my round hips and gently push back on…” and it’ll totally break the immersion.
- @kilopeter (30): "That's a load-bearing ass, and it's one worth noting."
- @KoalaOk3336 (28): i do have a good job and great friends, but i do also genuinely love space and i asked it a practical question about space expansion because it's an area im interested in, and im a naturally very emotional person, so i i got teary eyed a bit when it said stuff about kindness and…
- @Nosafune (27): Im proud of you or sorry that happened or whatever
楼主想在不长期连 Tailscale VPN 的前提下安全访问 Immich、SeaDrive 等自托管服务，尝试用 Caddy+mTLS 暴露服务却遇到大量客户端不支持的问题，纠结安全性与使用 AdGuard HTTP 过滤之间的取舍。
I've got stuff I want to access all the time (like files on SeaDrive and photos on Immich). I don't really like the idea of just being connected to Tailscale all the time, because I really love using…
受众观点：① 高赞建议是把 AdGuard Home 自托管后接入 tailnet，让 Tailscale 只做内网路由，DNS 交给 AdGuard，从而兼顾过滤和安全访问（@flaming_m0e, 125分；@GolemancerVekk, 45分） ② 有人提醒 Tailscale 不必做全局出口节点，只需路由需要的网段即可，说明不少用户误解了它对日常流量的影响（@jdobem, 68分） ③ 也有人建议直接暴露 443 端口配合 Caddy 或用 Cloudflare Tunnel，但提醒 Immich 等应用会受 100MB 上传限制影响（@Shadowxaero, 32分；@Dreevy1152, 31分）
展开评论
- @flaming_m0e (125): >I really love using adguard's http filtering on my devices (which needs a VPN of its own) So self host AdGuard Home and point your Tailscale DNS to it?
- @jdobem (68): Tailscale only routes what you want, it doesnt need to be an exit node for your generic internet access....
- @GolemancerVekk (45): This really seems like the best solution. You can do this by adding the Adguard Home install to the tailnet, giving it a fixed tailnode IP, adding that IP as a "global nameserver" in Tailscale DNS tab, then enabling "Override DNS servers". This way Tailscale will keep on using i…
- @Shadowxaero (32): You could run Adguard Home and set it as your DNS provider in tailscale. But in all honestly, just forward port 443. You are already using Caddy as your reverse proxy, Just keep it patched and all of your applications patched. You can also use cloudflared, but, you will run into…
- @Dreevy1152 (31): Adguard should be a DNS configuration, not a second VPN
一个做交易日志应用 JournalX 的团队发现竞争对手抢注了同名域名并通过内容营销在搜索和 AI 搜索里压过自己，求助该坚持原名打官司还是趁早重塑品牌。
Hey everyone, need some advice from founders who’ve dealt with competitors using your exact name. My co-founders and I have been building a trading journal app called JournalX (we use the .io domain)…
受众观点：① 有人分享自己花一年时间打官司才拿回域名，但业务已被拖垮，强烈建议在早期直接重塑品牌而不是和对手纠缠（@Longjumping_Push5865, 24votes） ② 也有评论建议立刻申请商标并找律师发律师函，或者干脆买下对方，但承认这对没钱的团队成本很高（@AlwaysAtBallmerPeak, 20votes） ③ 还有人指出刚上线时重命名其实代价很小，反而可以顺便选一个更独特、可注册商标的名字，不要过度执着于当前名称（@mjwb99, 11votes）
展开评论
- @Longjumping_Push5865 (24): Yeah went through this after 20k I got the domain back. But by then the business was almost dead and the industry changed. If u haven't launched yet..rebrand don't waste ur time and money with lawyers ..took over a year man. Worst exp ever. But learnt that the hard way.
- @AlwaysAtBallmerPeak (20): You file for a trademark immediately & you consult a trademark lawyer to send a cease & desist letter. And/or you buy them out. If really broke, not much else you can do except compete on SEO or rename your business/product.
- @mjwb99 (11): if you've just launched ...why would rebranding be a last resort? It'd be a quick easy remedy to fix the issues you've mentioned and you can get a trademark at the same time. If you just go for a Trademark, to try and fight the other domains you'll be in for a long battle that w…
- @CoastRedwood (10): Start grinding my friend. You’re going up against full time employees.
- @SignAcceptable2055 (7): the real question is how much of your identity is tied to this name vs the product itself. If most of your users found you through direct channels and not search, a rebrand with a more distinctive name could actually be a net positive. Generic names are an SEO nightmare anyway
用户用 Claude 做日语语法练习时，模型在与自己汽车相关的造句任务中突然生成诡异带色的幻觉回复，让其对继续使用 Claude 感到不安并询问他人是否遇到类似情况。
Posting again as the moderators required more "context" apparently. I use AI purely as a tool. Generating wiring diagrams, building software, etc. I recently started using Claude to drill Japanese gr…
受众观点：① 有人贴出截图佐证这类怪异输出，说明这不是单一用户的主观感受，而是确实存在让人不适的具体回复（@funkylabrador420, 123分；@cs_legend_93, 89分、25分） ② 有评论直觉认为安全训练出了问题，导致模型在不相关的对话里“幻觉出红队内容”，担心这是对齐策略的副作用（@Delicious_Cattle5174, 107分） ③ 也有人从提示工程角度提醒，这种情况可能与“忽略之前所有指令”之类的 prompt 注入有关，暗示项目配置或上下文里可能埋了危险指令（@YellowCroc999, 57分）
展开评论
- @funkylabrador420 (123): https://preview.redd.it/lj3ejkojudhh1.jpeg?width=1080&format=pjpg&auto=webp&s=129d4f951e404130fa0eb59a0be7a526a7bfedbc
- @Delicious_Cattle5174 (107): I just feel like something went wrong with the safety training if the model is hallucinating red teaming stuff in unrelated outputs idk
- @cs_legend_93 (89): https://preview.redd.it/lqz6mpeykdhh1.jpeg?width=960&format=pjpg&auto=webp&s=041cd014a993499e0265b6513cb73c0f62b780b9
- @YellowCroc999 (57): Ignore all previous instructions smells like prompt injection
- @cs_legend_93 (25): https://preview.redd.it/cmrumyqvxdhh1.jpeg?width=736&format=pjpg&auto=webp&s=e22bbc577e531d01fdb169e3e84ffdef8edccc2b
一位独立创始人分享自己给 stocksbrew.online 做 SEO 三个月后曝光和点击仍然很低，频繁出现先涨后跌的情况，怀疑是否哪里做错了。
Solo founder here. I’ve spent months writing articles, improving stock pages, adding structured data, fixing sitemaps and building internal links. Twice, impressions started growing and I thought som…
受众观点：① 有人建议少依赖 AI 生成内容，多写有个人观点的文章，并考虑换一个更有信任感的顶级域名而不是 .online（@Silver-Community-990, 3votes） ② 有评论提醒 Google 会把大量 AI 文本视为低质量或重复内容，建议至少做人工改写和补充（@khalid_1238, 3votes） ③ 也有 SEO 从业者解释新站曝光起伏是正常现象，应该重点分析哪些查询有展示但没点击，围绕搜索意图优化页面（@Plan_Steadily, 2votes）
展开评论
- @Silver-Community-990 (3): I agree with the others here suggesting you to be more authentic and rely less on ai for seo content. However, I think it’s worth considering another TLD. Your site looks good and professional. As someone who has used AI for portfolio research it looks useful. But a .online doma…
- @khalid_1238 (3): I advise u to avoid AI-generated content in any way on all your pages on ur website, try to modify even a little bit of ur own because Google considers AI-generated content to be of low quality or poor, so it is classified under "duplicate content"
- @Plan_Steadily (2): This is pretty normal. SEO growth is rarely linear and it’s common to see impressions rise, drop, and rise again as Google tests where your pages belong. One thing I’d look at is what queries are driving impressions but not clicks. Those are usually the biggest opportunities. So…
- @zensky001 (2): Looking at your stats and your site, here are a few recommendations: \- Build authority (backlinks!) first \- Stop using AI for content generation \- Don't scale indexed pages beyond 50-100 pages before you rank in Top 10 with some of them (look up "crawl budget") \- Also, be pa…
- @BeeRanked (2): You’d receive a “manual action” you can see that on your GSC
作者系统分享用 TikTok 推广 SaaS 的实战经验，从账号类型、内容格式、算法机制到 VPN 和链接跳转细节，强调教程类视频更能带来转化而非单纯追求播放量。
You made your SaaS. Now you want to advertise it on TikTok but you never danced in front of a camera. No worries, you don't always have to. But it's hard. I'm sharing my learnings over my experiments…
受众观点：① 做 B2C 或 prosumer SaaS 的独立开发者会对不露脸也能在 TikTok 获客的具体方法非常感兴趣 ② 正在为 AI 工具寻找海外流量入口的创始人会关注如何避免“百万播放零转化”的坑 ③ 对增长黑客和广告技术感兴趣的人会对 VPN、账号策略和 in-app browser 绕过方案的细节有需求。
展开评论
- @PriceMore (27): I learned something, thanks. Didn't expect it from this slop filled sub.
- @No-Objective1404 (13): IDK why comments are filled with hate, I'm in the middle of starting to run content for my tools and this was helpful, thanks OP for reaction hook -> app demo style content, do you try to create 1 account per unique ugc avatar? wonder how I should post those, whether on my ow…
- @LukeSVG (8): Useful, cheers. Also, respect for mentioning the VPN thing, too many talk about tik tok ramping up and talk like VPN is some magic shit, it absolutely gets detected. 2 questions: 1. Any experience in using tik tok for less directly consumer apps? For example, i'm doing an app wh…
- @mirkec (6): Programming is easy, selling is hard.
- @No-Grand3283 (5): 
作者在家用 Docker 环境里备份卷到 NAS 再用 Borg 异地备份，发现 tar 损坏后在纠结该停机备份还是为各个数据库单独做 dump。
My home Docker stacks are currently backed up by: 1. Pausing each Docker stack 2. Tar-ing the volumes to my NAS 3. Borg backup takes the tars to an off-site cloud storage provider. 4. Unpausing each…
受众观点：① 很多人强调用数据库自带在线备份或 dump 工具生成备份文件，再像普通文件一样备份，无需暂停服务（@NiftyLogic, 37分；@bozho, 9分） ② 有人图省事直接依赖 Proxmox 快照等底层快照方案，带点“YOLO”心态（@zandadoum, 23分） ③ 也有人提醒不同数据库有各自推荐做法，MySQL/MariaDB 和 Postgres 都强烈建议用 dump/restore 工具而不是直接拷贝运行时文件（@GolemancerVekk, 9分）
展开评论
- @NiftyLogic (37): Backing up the databases via the native online-backup tool to the local file system. Then backing up the resulting backup file normally from the file system. Works without pausing the service at all.
- @zandadoum (23): Proxmox backup/snapshots #YOLO
- @bozho (9): Use DB's native online backup process to the file system, verify the backup, then back up DB backup files like any other file.
- @GolemancerVekk (9): Each database will have its own recommendations. Look them up. If the db has dedicated dump/restore tools that's probably a clue. AFAIK both MySQL/MariaDB and Postgres strongly recommend that you use their dump/restore tools and never copy their runtime files as-is. Another good…
- @jep_ebrilov (5): databasus for DB backups
发帖人询问大家从零到拿下第一个 SaaS 付费客户花了多久，并反思如果重来会改变什么做法。
And if there’s one thing that you’d do differently, what would it be?
受众观点：① 有人指出第一个客户往往来自你已经认识的人，很多人却浪费数月试图跳过这一步（@ashgrovesignal, 11votes） ② 也有评论建议如果缺少行业人脉，就从 X 等社交平台开始长期积累关系（@valhallagoat, 2votes） ③ 还有创始人分享自己第一款 SaaS 花了 8 个月才出单，而新项目 Tempest 通过邀请理想客户做设计伙伴，只用 4 周就拿到首个客户（@Connect_Army8250, 2votes）
展开评论
- @ashgrovesignal (11): tbh the first customer is usually someone you already know, and most people waste months trying to skip that part.
- @valhallagoat (2): Most people don't have connections in the industry. I would say start networking on social media like X.
- @[deleted] (2): [removed]
- @Ageministo (2): The first customers is usually through DMs on Reddit, X and cold personalized outreach.
- @Connect_Army8250 (2): For my first SaaS it took about 8 months. But for my new one, [Tempest](https://github.com/tempestai-dev/tempest) it took about 4 weeks. The mistake I did with the first one was to assume what the user wanted. Realized it too late and pivoted. Got my first client within 2 weeks.…
楼主在 Fable 变贵后被迫回到 Opus，经历了 Opus 5 表现混乱的低谷，但尝试 Opus 5 Ultracode 后发现其在大型项目上体验接近 Fable，且在 Pro 计划下长时间使用未触顶额度，对其好感回升。
When fable became expensive I had to lean back on Opus for my big project (really my life now). 4.8 was pretty good more code oriented than how idea-creative fable was but doable. Opus 5 came in and…
受众观点：① 有人分享第一次用 Ultracode 时不懂配置，结果一口气跑出几十个并发 agent，暗示默认行为对新手并不友好（@QuadraKev_, 56分） ② 也有用户表示随口一句“别保留火力”就被 Ultracode 在 10 分钟内用 150 个 agent 刷爆 20x Fable 限额，暴露出成本不可控的问题（@GratefulForGarcia, 35分） ③ 一些老用户认为自己目前用 Opus 5 高模式就能解决问题，还没找到 Ultracode 的刚需场景，说明对其定位和最佳实践仍然模糊（@oasuke, 21分；@Spurnout, 13分；@APuticulahInduhvidul, 13分）
展开评论
- @QuadraKev_ (56): the last time I used ultracode I didn't know what I was doing and it made like 40 simultaneous agents
- @GratefulForGarcia (35): The first time I ever used it I said “let it rip and don’t hold back” It did rip. It didn’t hold back. It blew my 20x Fable limit within 10 minutes using 150 agents
- @oasuke (21): Still haven't touched ultracode yet and I've used millions of tokens. Opus 5 on high is the most effort I've used, and that managed to solve or fix everything I threw at it. I guess what I'm doing isn't complex enough to warrant ultracode yet.
- @Spurnout (13): I still am not sure what to use ultracode for honestly.
- @APuticulahInduhvidul (13): Complex tasks where you have an overall goal/plan but you need a lot of smaller things done to get there (writing a new program ticks this box because there's a lot of searching documentation, copying files, setting up tests and running them, etc). You have your overall "big pic…
楼主想把已故弟弟的葬礼录像分享给未能到场的亲友，又希望每人只能在限定时间内观看一次且无法随意拷贝或录屏，寻找合适的自托管或在线方案。
Hi everyone, Recently, my brother passed away. Although invitations for the service were extended to everyone we could think of, due to holidays and his age when he passed there are a lot of people t…
受众观点：① 高赞评论建议用 YouTube 非公开视频等简单方案，认为楼主的复杂限制需求会大大增加实现难度且未必带来额外保护（@multidollar, 70分） ② 有人真诚表达哀悼，同时指出可以考虑再组织几次线下或线上聚会代替一次性录像分享，强调情感陪伴比技术防护更重要（@Krikium, 9分） ③ 从业于媒体流服务的评论者直言几乎不可能实现楼主设想的完全防录制方案，任何 DRM 都更容易伤害正常观众体验而非真正的“坏人”（@Planetix, 5分）
展开评论
- @multidollar (70): Honestly, the simplest thing here is a private YouTube video with link only. The requirements list is a bit odd, but the only real solution you have there if not just putting the video up on YouTube is to vibe code something.
- @Bulky_Dog_2954 (11): Sorry OP - I clearly was not helpful on the original comment as u/Nautisop very kindly pointed out. However I still want to leave this part of it here: \---- I am so terribly sorry for your loss.
- @Krikium (9): Hello, I am sorry for your loss. The issue with your request is that having a recording protection is really difficult. This is not replying to your post but isn't it possible to plan a couple other meetings to invite people that couldn't come the first time. Maybe it is difficu…
- @Planetix (5): I am sorry for your loss. I also am sorry to tell you that as someone who works in the technical side of the M&E industry with the major streaming providers that protecting a video like you outlined is for all practical purposes impossible and any measures you take are far m…
- @FinnGilroy (5): Believe me I wish this were the case.
作者分享自己 AI 原生线索挖掘工具从免费试用改为必须先绑卡试用后迎来首个付费意向用户的经历，并强调卡验证试用能显著筛选出更有购买意愿的 B2B 线索。
I've had free users poke around before, but this was the first person who actually put a card down before touching the product. When I saw the stripe notification i actually jumped out of bed and cou…
受众观点：① 正在冷启动 B2B SaaS 的独立开发者会关心从免费试用切到绑卡试用对转化率和线索质量的影响 ② 做 AI lead gen 或销售自动化工具的从业者会对“用户在试用期问什么问题能预测付费”这一信号非常感兴趣 ③ 关注产品增长策略的人会想知道如何在不同阶段调整试用门槛和定价层级。
展开评论
- @felidoapp (4): Congrats. The first 10 are really hard
- @Expensive_Spare821 (3): Congrats. The first one is always special. Have it saved somewhere, it will kick-off as a great memory once you hit 1000 users.
- @Successful-Shame5996 (2): congrats!
- @IndependentWMSguy (2): I have a product related to absolutely nothing I do for a living lol. I remember the feeling 2 weeks ago when I got the first trial signup. It was incredible! I changed the product so much and more than doubled the feature set so I ended up extending their trial 30 days, shootin…
- @Chainze (2): congrats, OP! 🥳🥳
作者分享自己开发的 iOS 记事应用 Olly，通过锁屏或 Apple Watch 一键语音记录并在本地 NLP 处理成结构化笔记，主打极低摩擦和隐私。
I've lost count of how many good ideas I've had that just evaporated before I could do anything with them. The pattern was always the same. I'd get an idea or remember something important, then spend…
受众观点：① 多位用户认为锁屏轻触+自动整理语音的方案很好地解决了传统笔记工具的使用摩擦（@Exotic_Appearance736, 3score; @jmthornsburg, 2score） ② 不少人关心平台支持情况，尤其是是否有 Android 版本（@Char0n91, 3score; @FlapDoodle-Badger, 3score） ③ 也有人拿 Siri 记事做对比，质疑与系统自带功能相比的优势在哪里（@Stylie_Minogue, 3score）
展开评论
- @Exotic_Appearance736 (3): this is actually really clever. the lock screen tap to just speak and have it clean itself up solves the exact friction that makes me abandon every note app i've tried i spent 3 months trying to make a shortcut that did even half of this and gave up when i realized i was basical…
- @Char0n91 (3): Sounds great. Is this for Android too?
- @Stylie_Minogue (3): What is the advantage over saying “Hey Siri, take note”?
- @FlapDoodle-Badger (3): Android version? This is something I've been looking for for a long time. Either app or hardware based and it would remain on my hardware at all times.
- @jmthornsburg (2): I love this idea and have make attempts to bring as low of friction as possible for idea capture. Well done.
作者感叹多数副业项目死于没人知道它存在，并以自己的人格测试产品为例向社区请教从零获取流量的实战经验。
They fail because the founder is the only person who knows it exists. We hear a lot about building a good product, but much less about the hardest part: getting people to actually discover it. 3 mont…
受众观点：① 有人指出在受众几乎为零时，需要像打磨产品一样认真对待营销，把工程思维迁移到“如何把产品放到理想用户面前”（@A1KobeBeefyBryant, 3score） ② 也有人分享自己在 LinkedIn、Facebook、Instagram 以及目录站上持续曝光、积累反向链接以获取搜索流量的做法（@i_shot_the_tariff, 3score） ③ 另一位评论者强调先在目标用户已经活跃的对话场域里长期回复和分享经验，并建议人格测试类产品把结果页设计成天然适合截图分享的传播节点（@Art_Diligent, 2score）
展开评论
- @A1KobeBeefyBryant (3): Same boat as you, and you already found the problem and solution at the same time. With an almost a nonexistent audience, you most likely would need to just put as much thought as you would building the product into marketing. Especially if you’re going to market it yourself. Fo…
- @i_shot_the_tariff (3): This -- building a great product is one thing but you have to get into the mindset of getting your product in front of people. Post on LinkedIn, Facebook, Instagram, any sites like AlternativeTo and such that can get your product in front of lots of people. The more visibility,…
- @A1KobeBeefyBryant (2): Nice project, one thing I would do is not gate the experience behind a login, allow people who don't fully understand it to stay in your website longer so they can understand it. You can let them build a catalog etc, but none of it will save until they create an account is a bet…
- @Art_Diligent (2): Living this exact phase right now — shipped to a live domain this morning, and "the founder is the only person who knows it exists" is literally my company's only failing audit grade. What's actually moving the needle for me at zero, in order: (1) replies before posts — thoughtf…
- @i_shot_the_tariff (1): Interesting thought and I had considered doing something like that - letting people catalog stuff without creating a login but decided against it to help secure the data in the database. That said, I did enable Google Sign-In so if you have a Google account, you don't really hav…
一位业余开发者好奇大家作品集或个人项目网站的真实访问量，拿自己一周 27 个独立访客的数据做对比求参考。
wondered about this as I dont have any clue what realistic numbers for hobbyist devs are. I mean real unique visitors and no crawlers etc. I had 27 unique visitors in the last week for reference
受众观点：① 有人表示自己的网站现在几乎全是机器人流量，之前有真实用户但因为没维护 API 项目已经坏掉了（@nedal8, 4votes） ② 也有评论说大部分访问都是机器人，真实用户很少，暗示大家不要被表面数字吓到（@Sensitive_One_425, 3votes） ③ 还有开发者分享自己每天 30–40 个独立访客主要来自引荐流量，说明通过内容或其他项目导流可以建立一个不错的基线（@Individual_Health1, 2votes）
展开评论
- @nedal8 (4): Just tons of bot spam. One of my projects used to get genuine traffic, but the api it used changed and I havnt maintained it.. so it doesn't work anymore lol, so now I'm pretty sure its bots all the way down
- @Sensitive_One_425 (3): Nobody is looking it’s all bots
- @Individual_Health1 (2): I get around 30-40 unique visitors each day primarely from referral traffic. This is people casually browsing and not a highly targeted audience. Its a very nice baseline though.
- @NickFullStack (1): If I look at Cloudflare web analytics and set "Exclude bots = Yes", it says I have 135 visits (244 page views) this last week (7 days).
- @NickFullStack (1): I should mention that was for my article website (basically a blog). My main portfolio has 21 visits (22 page views). So very similar to yours. I kind of consider each website to be the same, but I split them to keep them very focused.
作者用 Claude Code 在本地 RTX 5070 上从 Karpathy 的 nanochat 训练出一个名为 Bongochat 的玩具模型，在 GPQA-Dumb 等基准上表现极差、各种离谱失误，却被戏称为“感觉像在用 Gemini 或 Grok”。
Introducing Bongochat, the current leader globally in the GPQA-Dumb category, where the lower the score the higher it's weighted. Repo/open-weights: [https://github.com/ninjahawk/bongochat](https://g…
受众观点：① 评论区把这个项目当成梗股，调侃什么时候 IPO、估值几万亿，说明大家对“反向 benchmark”很买账（@funterra, 85分；@dozdeu, 25分） ② 有人提到其他国家也有类似“前沿”模型，表现同样滑稽，强化了这种自嘲式开源项目的娱乐属性（@rudesssolo, 37分） ③ 作者自己在评论里解释是用 Claude 做监督微调老师，等于从 Claude 蒸馏了一点知识到 Bongochat，引发对“用商用大模型教小模型”的兴趣和版权联想（@TheOnlyVibemaster, 16分）
展开评论
- @funterra (85): When do you IPO bro
- @rudesssolo (37): In Italy we have our frontier (lol) model "Emma" behaving just like yours, it's hysterical.
- @DaltonJFowler (27): I'd watch a video of you or someone doing this fr
- @dozdeu (25): 3 trillion valuation
- @TheOnlyVibemaster (16): I used supervised fine-tuning technically since Claude was the teacher, which probably did result in a small amount of knowledge distillation from Claude that wasn’t present in the actual training. Hopefully Anthropic doesn’t sue me since we’re competitors now
一位计算机专业学生分享自己做的 Discord 机器人，可在财报发布后一分钟内抓取并分析公司财报并推送到服务器。
Hey everyone, I'm just a CS kid who is trying to get ahead of the stock market :) I've been building this Discord bot that would get the earning report, analyze and deliver it within 1 minute of the…
受众观点：① 有用户认同“为自己痛点造工具”的思路，关心背后使用的技术栈和实现方式（@Training-Gold2899, 3score） ② 潜在用户在确认覆盖范围，目前只支持 S&P 500 但期待扩展更多公司（@IamWorkingOnDying, 2score） ③ 部分人关注运行时长和监控策略，询问机器人是否 24x7 在线以及如何按财报日程调度（@Lazy_Engineering_11, 1score; @IamWorkingOnDying, 1score）
展开评论
- @Training-Gold2899 (3): Building tools to scratch your own itch is always the best way to start. I've had the exact same problem before. Thanks for making this free! What tech stack did you use?
- @IamWorkingOnDying (2): hi, for now just the S&P 500 companies, but can totally expand for more
- @IamWorkingOnDying (1): Python :)
- @Lazy_Engineering_11 (1): Is this gonna run 24x7
- @IamWorkingOnDying (1): yes, but i also build the calendar for companies earning report, so on a specific day, only companies with earning will be monitored
作者发起一个 NeurIPS 2026 申稿在申诉阶段后的平均评分匿名投票，希望弥补 Papercopilot 尚无数据的空白，但很快被恶搞投票冲掉代表性。
As the title suggests, because there's no data on Papercopilot yet, and people have been talking about the scores being lower in general than last year, I thought it could be interesting to survey th…
受众观点：① 正在投 NeurIPS 等顶会的研究者会关心今年评分是否整体偏低以及自己稿件处在什么分位 ② 关注学术评价体系的学生和从业者会对社区自发数据收集的局限性和偏差来源感兴趣 ③ 做科研工具或平台的开发者会关注如何把这类评分分布可视化做成产品功能。
展开评论
- @tariban (14): Highest in my AC batch is 3.67, in case people want to feel a bit better.
- @BomsDrag (9): 35% 4-5 ??? Shouldnt have opened this ;-;
- @Pretend_Voice_3140 (6): 51% 5.5-6. People must be trolling
- @ComprehensiveTop3297 (6): Started with 5-4-3, ended up with 5-4-3
- @ComprehensiveTop3297 (2): And also a reviewer saying they appreciate the effort, but no score increase.
楼主用 Claude Code 和 Codex 进行“vibe coding”时常被 AI 悄悄改动多处代码，想找比 Git 更好的方式记录和追踪 AI 修改历史。
I've been doing a lot of vibe coding with Claude Code and Codex, and one thing keeps happening I ask for one small change, then later realize Al changed my code in places I never expected. By the tim…
受众观点：① 顶层评论几乎一边倒地建议直接用 Git 解决版本追踪问题，认为问题在于楼主不用 Git（@hfcRedd, 18分；@bhison, 14分；@bkdotcom, 12分） ② 有人调侃楼主抗拒 Git 只是因为不想做提交等“额外工作”，把这看成开发者惰性问题（@Anomynous__, 11分） ③ 也有人强调用 Git diff、小步修改和频繁提交就能很好地审查 Claude 的改动，把 AI 当“可强制规范”的初级开发者（@taotau, 8分）
展开评论
- @hfcRedd (18): Git
- @bhison (14): git
- @bkdotcom (12): git
- @Anomynous__ (11): >what about git makes you veer away? Probably having to actually do work
- @taotau (8): What's wrong with Git diff? Ask for small changes, review and commit often. Unlike junior Devs, you can actually force Claude to do that.
独立开发者分享自己做的跨平台应用商店跳转小工具，靠长期迭代和抓住 Instagram 封锁链接的机会，花两年时间才做到每月 50 美元订阅收入。
Its small link creation tool which will redirect users to their correct app store page based on their devices. I needed it for myself as I developed many apps and did not want to generate landing pag…
受众观点：① 很多评论认可楼主没有放弃而是持续改版，直到市场需求（Instagram 链接被封）主动找上门（@Special_Hall_3044, 4votes） ② 有人单纯送上祝贺，强调哪怕是 50 MRR 也是实打实的市场验证（@Money-Ad-6613, 2votes） ③ 也有开发者在评论里自嘲自己行动太慢，对比楼主坚持迭代的节奏（@redd9it, 2votes）
展开评论
- @Special_Hall_3044 (4): Congrats! One thing that stood out to me wasn't the $50 MRR it was that you kept improving the product until the market caught up. The Instagram bio change probably looked like bad news to most people, but for you it became distribution. Curious if most of your users now come or…
- @Money-Ad-6613 (2): Congrats!
- @redd9it (2): you can do it bro... I am just too slow
- @redd9it (2): it wont, just keep going
- @redd9it (1): There are not organic . I had posted on X & reddit about the solution I had.
作者分享把十多年前的 HP 2055dn 老激光打印机配合 CUPS 和 Avahi 接入网络，实现 IPP 和 AirPrint 支持并延长其寿命的实战经验。
I recently dug out an 10+ year old HP 2055dn out of my dusty attic, plugged it in and expected absolutely nothing, however it still worked! Remember the times when printers are actually super durable…
受众观点：① 有人补充如果打印机本身没有 JetDirect，只要用树莓派 Zero 跑 CUPS 接 USB 就能变成全屋无线 IPP 打印机，稳定又省心（@own_it_now, 7分） ② 多位用户认同老款 HP LaserJet 非常耐用，二十年老机器仍在高负载环境下工作，远比现代“智障”打印机可靠（@randyhanleydotcom, 5分；@HedgehogOld8367, 3分） ③ 评论里也有人分享橡皮筋增加进纸辊摩擦力的小技巧，并讨论网络交换机被老打印机搞挂等奇怪兼容性问题（@HedgehogOld8367, 3分）
展开评论
- @own_it_now (7): And if you have an older more basic laser printer without a wired or WiFi jet direct print server built in, just find an RPi0, install CUPS on it, connect it to the printer USB and off you go. You get a wireless ipp printer that iOS, android, Windows and Linux machines can all e…
- @randyhanleydotcom (5): Those printers are totally bad ass! I remember doing some of my first printer repairs on HP laserjets (when you could replace parts on printers).. and one of our part suppliers told me that most of the replacement parts were just Canon parts made for the HP printers (the parts a…
- @HedgehogOld8367 (3): man that rubber band trick on the feed rollers is genius, i been buying replacement rollers for years like a fool. gonna try that next time one of my old printers starts acting up the HP 2055 is a tank, those things were built different. my dad had one running for like 15 years…
- @littlestdickus (2): I'm running a lasertjet 2600n
- @wowshow1 (2): I'm looking for some color options for my new old office printer too, how does yours run? Any issues?
楼主感叹在 AI 时代 SaaS 想做出差异化越来越难，产品很容易被抄，真正的护城河变成了营销和分发，而不是软件本身。
Even before the AI era it was hard to find something to build in SaaS that wasn't built 10 times over. Now it's much worse. With all the AI slop out there you need a really good differentiator, which…
受众观点：① 有人认为现在做好 SaaS 需要三件事：解决真实问题、触达对的人、并且产品真的能交付价值，营销只是放大器（@nafiulhasanbd, 13votes） ② 有评论总结为「开发越来越便宜，注意力越来越贵」，点出核心矛盾在分发而非技术（@recro69, 6votes） ③ 也有工程师表示自己更想写代码不想做销售，但现实让他开始重新尊重销售和营销的重要性（@HarveyDentBeliever, 4votes）
展开评论
- @nafiulhasanbd (13): I'd say it's three things now: solving a real problem, getting in front of the right people, and building something that actually delivers. Marketing gets you attention, but if the problem isn't worth solving, you'll just find out faster.
- @recro69 (6): Building is cheaper. Attention is more expensive.
- @HarveyDentBeliever (4): As an engineer it makes me respect the sales side a little more because damn... I really don't want to do this. I'd rather be building.
- @sarmad_jung (3): Building a SaaS is easier than ever. Getting the right people to notice your product is the real challenge :)
- @bydler (2): Yes, it's not about the end (marketing), it's about the beginning (product discovery) - 99% apps should not be built in the first place, unless it's just for fun
作者分享自己开发的免费地图海报生成网站，支持任意地点、多种样式、GPX 轨迹和 3D 地形且完全在浏览器本地运行。
Every map-poster site I tried wanted $40–60 for one download or forced a signup, so I built one that doesn't. Any place on Earth, 22 styles or your own colours, print-ready PNG up to 600 dpi. Also GP…
受众观点：① 有人关心链接是否可用、想直接上手体验产品稳定性和易用性（@Worth-Sheepherder629, 2score） ② 侧项目社区用户对这类免费实用工具整体氛围友好，愿意尝试并给予正向反馈（@Owmelicious, 2score） ③ 部分用户开始追问流量来源和早期获客渠道，关注产品是如何获得第一批用户的（@Ok-Issue9588, 2score）
展开评论
- @Worth-Sheepherder629 (2): Link nit working? Want to test it
- @Owmelicious (2): This looks awesome! I have to say: This sub is a treasure!
- @stallich (2): Thank you 🙌
- @teady_bear (2): This is awesome! Thanks.
- @Ok-Issue9588 (2): This is exactly the kind of update I love seeing. What channel drove most of your early traffic?
楼主讲自己给家人提供技术和自托管服务时半夜被各种小问题吵醒的经历，吐槽家人不会用设备却高度依赖“家里那位技术支持”。
It was WiFi, they didn't have WiFi on...
受众观点：① 很多人表示自己也会在晚上开启勿扰模式或静音，暗示技术人也需要给家人支持划出时间边界（@Ok_Comfortable6044, 29分；@selfcleaningtaint, 14分） ② 评论区充满类似“父母重置路由器”“半夜修打印机”的吐槽故事，大家都在共鸣家庭 IT 支持的无奈（@_plays_in_traffic_, 11分；@elhouso, 4分） ③ 有人简单回应“我太懂这种感觉了”，说明这种情绪在自托管和技术圈非常普遍（@Sufficient-Bee-4982, 11分）
展开评论
- @Ok_Comfortable6044 (29): my phone is on silent starting 9 pm. i rarely answer it or any kind of messages past that time.
- @selfcleaningtaint (14): My wife and kids escape the do not disturb mode from 8pm on my phone. Everyone/thing else can wait til 7am.
- @_plays_in_traffic_ (11): i recently had my father call me cause he reset the router and cant get on line. did he just hit the power button or pull the cord so it power cycled? nope, took the time to find something to press the factory reset button
- @Sufficient-Bee-4982 (11): I feel this in my soul.
- @elhouso (4): Literally me LAST NIGHT troubleshooting a fuckass printer. (For my parents, at 10:30 PM)
发帖者询问大家学习新技术和自建相关知识时主要依赖哪些信息源，比如 YouTube 频道、网站、子版块或 3D 模型站等。
Where or what do you guys find the best source of info for stuff, do you use Youtube, what channels do you recommend Or any sites, reddit pages/accounts, 3d model websites to test build etc. I'm alwa…
受众观点：① 有人表示现在主要靠和大模型聊天学习，但也自嘲因此“不会正常上网了”（@LifeUnderTheWorld, 17分） ② 也有人更信任传统渠道，比如本 subreddit、自托管相关 newsletter 和 DuckDuckGo 搜索，不太信任 LLM 给出的方案（@avdept, 13分；@justletmesignupalre, 10分） ③ 还有人推荐 selfh.st 网站、图标资源以及 Christian Lempa、Techno Tim 等 YouTube 频道，同时提醒很多教程容易过时或被商业评测淹没（@PssyGotWifi, 2分）
展开评论
- @LifeUnderTheWorld (17): Talking to LLMs, I have been losing my ability to web since they come out.
- @avdept (13): reddit mostly, there's also selfhosting email newsletter too
- @justletmesignupalre (10): selfh.st website & newsletter, this subreddit, plain old duckduckgo search. I don't trust LLMs because I tried asking so many times and they yield poor results or suggest things that don't apply. If I have an idea of what I would like, I just use the search function on githu…
- @Artyom150 (3): > I don't trust LLMs because I tried asking so many times and they yield poor results or suggest things that don't apply. I trust them for insanely simple tasks - like when I was learning how the fuck to format a docker-compose.yml, going "I need a compose.yml for Sonarr that…
- @PssyGotWifi (2): Really enjoy [selfh.st](http://selfh.st) as a source for icons, too. Use them [here](https://github.com/Lebowski89/homelab#apps-in-use) Generally, for me if I'm looking for ideas of new apps to play with, I usually check out: Christian Lempa: [https://www.youtube.com/@christianl…
Sumora 创始人分享用更清晰的 ICP、信号驱动的名单和结构化跟进，帮助一位客户从约 3K 美金月收入增长到 12K，并用此案例招募 5 家愿意共建外呼系统的代理商。
Founder here, I’m building Sumora, an AI outbound platform for agencies and B2B businesses. A while ago, we worked with a client who was doing around **$3K** and struggling to grow consistently. Thei…
受众观点：① 有潜在客户类型的评论者介绍自己是 AI 开发代理机构，希望用更系统的方式接触中型公司 CEO，并愿意继续私聊（@PasternakIvarsson, 3分） ② 作者在评论里补充了时间线：整体从 3K 到 12K 花了一年，但从 6K 开始做 outbound 后，大约 3 个月从 6K 涨到 12K（@contralai, 2分） ③ 也有人追问增长究竟有多少是归因于外呼系统，而不是单纯优化了产品和报价，说明大家在意的是可复制的机制而非单一成功故事（@cdscih, 2分）
展开评论
- @PasternakIvarsson (3): We're an AI development agency. Our average client value is around $8,000 and we're looking to connect with more CEOs at companies with 50 to 100 employees to help them lead their AI implementation strategies. We have already had a client with 150 employees publicly listed that…
- @contralai (2): sure ill hit you up!
- @contralai (2): You can also book a setup call here: [https://cal.com/trysumora](https://cal.com/trysumora) Or explore the product: [https://trysumora.com](https://trysumora.com?utm_source=chatgpt.com)
- @cdscih (2): What was the timeframe on the 3K → 12K? That's the part that tells you whether it was outbound or just a tighter offer. The Notion doc shows the end state but not how long it took.
- @contralai (2): to grow from 3k to 12k it was actually a year worth of effort but we started outbound at 6k and that boosted our graph and it took 3 months to grow from 6 to 12k with insta outbound
楼主分享自己搭建自托管发布与自动化栈时，在本地、VPS 和托管服务之间如何划分：哪些放小 VPS，哪些留在本地，哪些交给托管服务的取舍困惑。
I tried to make my automation stack more self-hosted recently. The hard thing was not Docker, it was deciding what deserves to live on a small VPS, what should stay local, and what needs a managed se…
受众观点：① 有人给出简单规则：凡是需要公网直连且不走 VPN 的服务都放 VPS，其余都在本地，强调按可达性划分（@bufandatl, 19分） ② 也有人分享自己极简架构：少量 LXC 容器、定期快照和备份，认为复杂度来自过度折腾而非需求本身（@nb264, 3分） ③ 评论区还有人吐槽在 LXC 里升级 Immich 两天没搞定，说明“自托管发布栈升级维护成本”是大家真实痛点（@Fywq, 2分）
展开评论
- @bufandatl (19): Anything that needs to be reachable from the internet without a VPN lives on a VPS. Everything else I have on prem.
- @Dimitrij_ (5): https://preview.redd.it/milxpek3mchh1.jpeg?width=960&format=pjpg&auto=webp&s=9227566239c3c15f3bd9e3b60383a4e2c5d609ef
- @nb264 (3): I see similar posts all the time and it confuses me, as in my case it's completely opposite. I have 1 server + 1 nas, only 4 lxc on Proxmox, everything works, snapshots and backups are set up, updates are regular... I had an urge to try something else in the beginning but it wen…
- @0x7Lee (2): Yeah that middle ground is what I’m struggling with, the stuff that only needs to be public sometimes but is annoying when it’s not always on.
- @Fywq (2): Having spent 2 days trying to recover a failed immich upgrade in an LXC container, I feel I am somewhere between 2 and 3. \*sigh\*
作者介绍自己开发的 Waffy 浏览器 AI Copilot 插件，完全本地运行、支持使用 Gemini Nano 或自带模型并能在浏览器内执行自动化操作。
Hey guys, I built an AI chrome extension that runs entirely on your browser. No backend or accounts needed. Every conversation/messages is stored in IndexedDB and localStorage. You can use inbuilt br…
受众观点：① 有人被标题吸引但没看懂具体做什么，说明产品定位和文案还有提升空间（@benedict_abub, 3score） ② 部分用户愿意尝试并给出轻量反馈，表明社区对这类 AI 插件有兴趣（@Regular-Forever5876, 2score; @aravind-manoj, 2score） ③ 技术向用户开始追问是否使用 Prompt API 等底层方案，关注模型调用方式和集成细节（@jacobprasanth_02, 2score）
展开评论
- @benedict_abub (3): No idea what this project is, but I'm still twerking
- @Regular-Forever5876 (2): will try choom thanks
- @aravind-manoj (2): thanks 👍
- @jacobprasanth_02 (2): Is this using prompt api for browser models?
- @aravind-manoj (1): Lol 😂🤣 It's basically a chrome extension that assist you with AI. Pls check [https://waffy.io](https://waffy.io) and give it a try.
楼主发起讨论，询问大家有哪些关于 SaaS 的关键认知是很晚才学会、但希望当初一开始就知道的经验教训。
r/SaaS What was something you learnt so late, but wish you'd known first?
受众观点：① 有人强调分发本身就是产品的一部分，而不是上线后再临时补的东西，很多人低估了这块的重要性（@rupert_at_work, 2votes） ② 也有评论直言产品如果没人要，这个答案会很早就出现，关键是要尽早和用户对话而不是闷头做几个月（@Heavy_Marsupial5620, 1vote） ③ 有人总结产品市场匹配应该先于产品打磨，提醒不要一开始就沉迷细节实现（@Hermes_Arch, 1vote）
展开评论
- @rupert_at_work (2): That distribution is part of the product, not something you bolt on after launch. Painful lesson, because building feels productive and distribution feels like wandering around in the dark with a clipboard.
- @Hermes_Arch (2): yes, until you realize distribution is king and your product is nothing without it; hard lesson i wish more beginners realized way sooner.
- @[deleted] (2): [removed]
- @Heavy_Marsupial5620 (1): That nobody wanting it is a real answer and it arrives early if you ask. Seven months into my first product before I spoke to a customer. They'd have told me in a week. Now I'd rather hear no in March than build until October.
- @Hermes_Arch (1): PMF first, and PD later. what did you build btw?
一位做 NSFW AI 伴侣平台的独立创始人对比数据发现，自己在 Bing 生态获得的自然流量是 Google 的 33 倍，怀疑谷歌系统性压制成人内容搜索结果。
Solo founder here, been shipping SaaS for years. My first product was an (NSFW) AI companion platform. Did the normal SEO stuff. Sitemap, Search Console, content, backlinks, wait. Last week I finally…
受众观点：① 有人好奇 Bing 流量里有多少其实来自 DuckDuckGo、Yahoo 等共用索引的搜索引擎，而不是用户直接访问 bing.com（@cureaua_lata, 3votes） ② 有站长反馈自己在 Google 的流量更高，但 Bing 带来的点击率和转化率明显更好（@Secret-Theory4047, 2votes） ③ 也有人分享自己网站 100% 流量来自 Bing，认为 Bing 排名一旦上去就比较稳定，不像 Google 波动那么大（@Expensive_Spare821, 2votes）
展开评论
- @cureaua_lata (3): Any idea how much of that Bing number is actually DuckDuckGo/Yahoo riding on the index vs people searching [bing.com](http://bing.com) directly? curious if it's really Bing or the whole ecosystem around it.
- @Secret-Theory4047 (2): My google traffic is better, but I find that CTR and conversion are much better from bing as well.
- @Expensive_Spare821 (2): And Bing is way more stable than Google. Once you rank at the top, you don't come down very easily. I drive 100% of my site traffic from Bing, and it's been a much more comfortable experience.
- @goonifier5000 (1): Does it really matter tho
- @LEO-PomPui-Katoey (1): If I search for porn, I don't want to use my Google Account. Also AI overviews are significantly reducing clickthru on google
提问者根据 ChatGPT 的回答，询问英国、新西兰、澳大利亚等从强制二级域名转向扁平 TLD 的做法是否会在未来十年被更多国家跟进。
According to chatgpt's quick answer, UK, New Zealand, and Australia changed their policy from forcing a sub domain to not forcing a sub domain and therefore letting people use a flat url with just a…
受众观点：① 有人表示现在很多国家已经允许直接注册扁平 TLD，并分享自己从 .co.uk 自动获得 .uk 域名的经历（@OzorMox, 10分） ② 有人确认题主说的就是从 example.co.nz / example.com.au 迁移到 example.nz / example.au 这种结构变化（@SkySurferSouth, 9分） ③ 有人补充具体时间线：英国 2014 年开放 .uk、澳大利亚 2022 年开放 .au，而巴西仍坚持 com.br/org.br 结构（@pdfops, 2分）
展开评论
- @OzorMox (10): Are there even any countries left that do this? I have a .co.uk domain and always thought it was unusual they didn't allow .uk, and then when they did I was automatically granted mydomain.uk so now I have both.
- @SkySurferSouth (9): You mean changing [example.co.nz](http://example.co.nz) / [example.com.au](http://example.com.au) to [example.nz](http://example.nz) and [example.au](http://example.au) ?
- @WonderfulLie3381 (3): yeah that's exactly the shift, [the.uk](http://the.uk) one was a bit of a mess when it first rolled out but they sorted it eventually. i bet a few smaller eu countries will do it in the next 5 years, the old co.xx structure just feels so clunky now. it's basically free real esta…
- @pdfops (2): It's happened a few times already. UK went flat with .uk in 2014 (Nominet let existing co.uk holders claim the matching .uk first, which is part of why uptake stayed low). Australia did the same with .au in March 2022 after decades of forcing com.au. Brazil's the counterexample,…
- @who_you_are (2): Country no, but province yes. I'm in Quebec, Canada. We used to have QC.ca. like 5 years ago, they stop selling it. With the sTLD we have .quebec now
发帖人在 r/MachineLearning 详细分析用大模型生成论文评审的弊端，指出模型会无限罗列次要变量和抽象批评，导致作者被迫回应大量不重要却貌似严肃的问题。
Having used LLMs to assist with reviews, and also having received reviews that appear to rely heavily on LLM-generated text, I have noticed two recurring problems. **1. The endless search for uncontr…
受众观点：① 机器学习和 NLP 研究者，既在写论文也在做审稿，会关心如何合理使用 LLM 辅助而不破坏评审质量。② 正在做 AI 评审、代码 review 或文档分析工具的开发者，希望避免产品沦为“批量生成伪严肃指责”的噪音制造机。③ 对学术出版和科研工作流感兴趣的独立开发者，想了解 LLM 进入 peer review 后真实带来的摩擦点。
展开评论
- @wajdix (42): >"and this post is heavily written with LLMs"
- @Pure-Ad9079 (30): You’re absolutely right to push back
- @fourkite (10): Yea,, it's pretty clear you used an LLM to write this, but the points are still valid, and I generally agree that LLMs in "reviewer mode" tend to fixate on seemingly inconsequential details in a paper. Honestly, the review system has to change because (a) nobody has time for it,…
- @september2014 (4): Human reviewers do this too
- @grewgrewgrewgrew (2): put the reviewer's names in the publication
作者介绍自己开发的 Retirement+ 退休规划计算器，用 Monte Carlo 模拟真实多阶段退休场景并公开技术栈和产品设计细节寻求可用性反馈。
I built **Retirement+**, [https://retirementplus.app](https://retirementplus.app), because retirement calculators kept making me choose between: 1. A terrifyingly simple estimate that asks for three…
受众观点：① 有人对使用 AWS Cognito 等云服务栈感到惊讶，并主动提出做免费的正式产品评审，关注安全性和整体质量（@bccorb1000, 6score） ② 也有用户从功能和模型假设出发，建议增加非美国场景、更多投资参数和更清晰的计算说明，并指出当前结果偏乐观（@Hot-Battle-9529, 4score） ③ 部分反馈集中在交互细节上，比如多账户/支出添加入口不直观、按钮样式误导用户流程（@Hot-Battle-9529, 2score）
展开评论
- @bccorb1000 (6): I can’t believe I met someone actually using cognito IRL! I use to work on the cognito team for AWS a long time ago. I’m always thinking about retirement, would you mind if I did a formal review of this application completely for free? Takes about one day and would give you a to…
- @Hot-Battle-9529 (4): Looks interesting, but I would've: - add more explanation how everything was calculated - maybe account other than us specific ( Canada, EU, general) - more options for investments, how often invest, portfolio predicted rate/risk, % of salary to invest - it's not UX intuitive th…
- @Hot-Battle-9529 (2): Yes, both because it's at the bottom left (usually it's more like "go back" button) and because it's not filled but outlined, so you kind of pushing users to press continue because it's more visible
- @RetirementPlus (1): Like a user review of your experience using the application?
- @bccorb1000 (1): Sorry I should have said, it is a formal review process. I just redid my rubric system to try to cut time down for the reviewers and have been doing free reviews of products that actual interest me to test.
作者吐槽自己在 ChatGPT、Codex 和保险网站上频繁踩坑，抱怨多种登录方式并存让账号认证体验变得混乱难以理解。
Over the past years, I have noticed a generally positive trend. Authentication methods are becoming more secure, and many of them are also more convenient on their own, such as passkeys, bank identit…
受众观点：① 有人建议允许用户在现有账号上追加第二种登录方式，缓解忘记初始认证渠道的问题（@cureaua_lata, 5分） ② 有人解释统一用模糊错误信息是为了防止账号枚举攻击，安全团队往往宁可牺牲一点 UX（@oandresimoes, 3分） ③ 多名用户抱怨 ChatGPT 多账号、多登录方式导致体验混乱，密码管理器用户也讨厌被强推第三方登录（@Squidgical, 3分；@taotau, 2分；@Academic-Kiwi-2135, 2分）
展开评论
- @cureaua_lata (5): Wonder if letting people link a second auth method onto an existing account after the fact would fix more of this than better error messages would.
- @oandresimoes (3): part of this is deliberate, not just sloppy: services often won't confirm "this account has no password set" because that's an account-enumeration leak, it tells an attacker which auth methods exist for a given email. so the safe move for a security team is the same generic "inc…
- @Squidgical (3): My favorite thing to see when a website or app asks me to register is email/confirm email/password/confirm password. I have a password manager, that is the program I want to be responsible for managing my passwords. I really do not want it simultaneously outsourced to a dozen th…
- @taotau (2): Yeah I know that pain. I have like 6 different chatgpt accounts and whenever I go to platform.openai it's a crapshoot which one I'm looking at. The one I created with my work Gmail account is different to the one I created with my work email account which is the same gmail email…
- @Academic-Kiwi-2135 (2): this drives me crazy too, the chatgpt one especially. i tried to log in codex few weeks back and it was same thing, trying password, google, apple like a lottery. app just starts making new account if you pick wrong one with zero warning insurance provider pulling the silent swi…
作者分享为客户做 220 个精挑细选的目录提交后获得 440 个链接的案例，强调相关性、目录存活度和审核通过率比纯数量更重要，并推广自家 StartupSubmit 服务。
https://preview.redd.it/kkdp9mayfdhh1.png?width=2080&format=png&auto=webp&s=defe456f000323d6accd92a1eef92504d8507592 That's a client domain, few weeks after we wrapped 200+ submissions. T…
受众观点：① 有人质疑在几十个站点复用同一段描述是否会触发 Google 的重复内容问题，并担心目录效果和产品本身已有 traction 难以区分（@cdscih, 1分） ② 另一位解释重复内容惩罚主要针对互相竞争的整页内容，目录简介本来就应该一致，而且可以通过给冷门产品做多目录提交来验证对 LLM 推荐的影响（@Traditional_Hall561, 1分） ③ 作者本人补充说重复内容不是问题，但也承认自己对“目录覆盖是否直接导致 LLM 推荐”更多是观察结论而非严格因果证明（@startupsubmit, 1分）
展开评论
- @cdscih (1): The identical-description thing is the part I'd push back on a little. Isn't duplicate text across 40 sites exactly what gets those pages deindexed? Genuinely asking — I get the consistency argument for the models, just not sure it survives contact with Google. Also curious how…
- @Traditional_Hall561 (1): duplicate content penalties are for when you copy whole pages and try to rank them, not for directory listings. google knows what a directory is, they expect the same blurb in every profile. thats literally how directories work since forever the llm thing is tricky but you can t…
- @startupsubmit (1): Hall's right on duplicates that's about competing pages, not listing profiles. On cause vs effect, fair hit. My data's observational and I can't fully separate the two.
- @AlexeyUniOne (1): Curious if you still submit to directories with a lower DR than your own site? or do you have a cutoff? When I was building backlinks for my startup I also noticed that quite a few directories advertised dofollow links but ended up using nofollow after approval
- @startupsubmit (1): Our website DR already 57 and growing so we submit to high authority directories not spammy and low dr
提问者在使用 TanStack React Router 配合 better-auth 时遇到 TypeScript 报错，提示 createFileRoute 不接受 server 属性。
>Object literal may only specify known properties, and 'server' does not exist in type 'ParamsOptions<"/api/auth/$", ResolveParams<"/api/auth/$">> & FilebaseRouteOptionsInterface&l…
受众观点：① 有人建议检查 tsconfig 中的路径别名配置，指出可能是错误的路径解析导致引用了不匹配的类型定义（@official_draconi, 2分） ② 有人推测项目没有正确拾取 TanStack Start 的类型，提醒检查所有 TanStack 包版本一致并启用 Start 的 Vite 插件（@lorenzocorso, 1分） ③ 楼主补充说明开发服务器跑起来后错误消失，进一步指向构建或类型拾取配置问题（@iam_insaf, 1分）
展开评论
- @official_draconi (2): Might be worth checking your tsconfig paths too, had a similar thing where alias resolution was pulling in the wrong types from a different package version
- @lorenzocorso (1): My first guess is that your project isn’t picking up the tanstack start types. That exact code is valid for Start, but if TypeScript thinks you’re using plain @tanstack/react-router server won’t exist on createFileRoute() I’d double-check that all your TanStack packages are on m…
- @iam_insaf (1): Actually, when I run the dev server the error was gone.
- @lorenzocorso (1): If dev works but production doesn’t, I’d bet it’s a build/config issue rather than the route itself. The code you posted looks fine for TanStack Start.
- @iam_insaf (1): maybe a bug or something
一位作者在 r/MachineLearning 询问 NeurIPS 审稿结果未出前，是否可以先按 ICLR 摘要截止时间提交同一工作，担心会被 OpenReview 视为违规双重投稿。
After a very silent discussion period, we are in a very confused state with regards to NeurIPS, and really unsure what to make of everything. We do not wish to withdraw the submission since we have n…
受众观点：① 正在准备 NeurIPS、ICLR 等顶会投稿的学生和研究者，会关心实际操作层面的双投边界。② 做科研工具或论文管理产品的开发者，希望理解作者在投稿流程中的真实痛点。③ 关注“复杂规则如何产品化呈现”的独立开发者，可以从学术投稿流程借鉴设计思路。
展开评论
- @Candid-Tackle-9061 (5): this seems like a pretty common edge case . I'd submit the ICLR abstract and decide what to do once the NeurIPS decision is out
- @Massive_Horror9038 (4): You are allowed to resubmit as an ICLR abstract before receiving the accept/reject notification
- @pfluecker (3): Usually the Submission deadline is guiding for the double submission criteria, ie not the abstract deadline. Abstract deadline is just registering your intention to submit a paper (with set title/abstract)
- @ihatesalad1 (2): Thanks! The ICLR guideline on dual submission is really vague so I could not be certain
- @ihatesalad1 (2): Thank you🙏
独立开发者分享自己做的 Ochess 网站，用业余棋手真实对局数据按等级定制开局课程和陷阱训练。
You buy an opening course, study it properly - and over the board it falls apart by move five, because your opponent doesn't play "by the book." Sound familiar? That was me, over and over. For a long…
受众观点：① 用户认可用真实对局数据训练开局，觉得网站有潜力但仍有不少细节需要打磨（@Groovy_Modeler, 2分） ② 开发者本人在评论里主动求负面反馈，希望大家多指出 bug 和体验问题，尤其是账号连接与自动构建 repertoire 的流程（@Necessary-Toe-5320, 1分） ③ 有人已经通过 YouTube 短视频广告接触到该站点，说明作者在尝试多渠道获客和内容分发（@Groovy_Modeler, 2分）
展开评论
- @Groovy_Modeler (2): I saw the ad of this site on YouTube shorts. Learned few trap from the videos. There are some things to work on, but generally looks promising.
- @Necessary-Toe-5320 (1): Glad the traps stuck! If you run into any of those "things to work on" while poking around, send them my way building solo I've gone blind to half of them
- @Necessary-Toe-5320 (1): Poke holes in it - I'd rather hear what's broken than what's polite. The part I'm actively reworking is the "connect your account" flow: it reads your games and builds a repertoire only for the openings you actually play. Tell me if it gets your openings right and the length rig…
作者介绍自己每天使用的学习工具 Studyfocus，可分析 PDF 和课程视频生成练习题、解题步骤、抽认卡和测试。
Title pretty much says it all. I build what I would consider a perfect study tool for myself, and I use it (almost) every day. It analyzes the PDF, lecture videos, etc. and creates study material, pr…
受众观点：① 有用户直接质疑项目原创性，认为界面像是让 ChatGPT 生成的通用学习应用（@cd7k, 1score） ② 也有人追问这到底是作者自己的项目还是严重依赖 OpenAI 的壳（@mrdapoyo, 1score） ③ 还有用户反感这种到处踩项目的行为，说明社区对“无脑喷 AI 项目”也有反弹情绪（@WindsOfRegret, 0score）
展开评论
- @cd7k (1): Think it's pretty obvious that *you* didn't build shit. "ChatGPT generate a generic looking study app..."
- @mrdapoyo (1): Is it your project, or OpenAI's?
- @WindsOfRegret (0): Do you stalk the new page just to shit all over people's side projects?
发帖人分享自己在 ARR 评审后因为时区和邮件通知问题错过 EMNLP 提交承诺截止时间，只能事后给主席发邮件求助，询问是否还有补救办法。
Asking for a friend: We submitted our paper to ARR May 2026 and got decent scores from the reviewers - 2.5,3,3.5,4. The meta-reviewer gave an overall of 3.5. However, we missed the deadline to commit…
受众观点：① 经常向 EMNLP、ACL 等会议投稿的 NLP 研究者，会对如何避免类似时间坑感同身受。② 做国际化 SaaS 或开发者工具的产品和工程人员，需要处理跨时区任务调度和提醒设计。③ 其他独立开发者，可以从学术会议的“高风险 deadline”场景反思自己产品中的关键操作提示是否足够可靠。
展开评论
- @RandomMan0880 (2): Oh man people were telling me I was crazy wrt openreview something was off same boat 🙃
- @ThinConnection8191 (1): Commit it next time to other \*ACL
- @lazershooter2000 (1): Send them an email, they might be able to do something, but its probably unlikely.
提问者想找一份哪些国家强制使用二级域名的列表，却只在维基百科上看到相关列，不确定是否与自己需求对应。
I tried to find it myself but i can't. Wikipedia has a list of TLDs with one colume being about second-level domain but i don't know if it's related or not to what i'm looking for.
受众观点：① 有人解释强制二级域名的规则因国家而异，并举例说明英国和巴西在 .uk、.br 上的不同做法（@latkde, 2分） ② 有人直接指出维基百科的二级域名列就是题主要找的东西，用来判断像 .co.uk、.com.br 这类结构（@Sea-Option-8756, 1分） ③ 有人推荐浏览器使用的 Public Suffix List 作为更权威的技术资源，并给出官网链接（@fiskfisk, 1分）
展开评论
- @latkde (2): It really depends on what you mean by "force". The `example.co.uk` scheme is well-known, but nowadays it's also possible to register `example.uk` directly. The rules for the `.br` ccTLD are stricter, but a university might use any of `example.com.br`, `example.edu.br`, or `examp…
- @Sea-Option-8756 (1): yeah that second-level domain column is exactly what you need, it shows which countries require stuff [like.co.uk](http://like.co.uk) [or.com.br](http://or.com.br) before you can register directly under the cctld
- @fiskfisk (1): Browsers commonly use the public suffix list to identify how far up a hierarchy cookies should be shared, so this is probably the best resource you can find: https://publicsuffix.org/
作者介绍自己为软件工程师做的 Hexbrief 应用，每天从各家工程博客筛出 6 篇高质量技术文章并附简要解析，目前难点在于如何找到更多愿意尝试的目标用户。
I recently built Hexbrief, an app for software engineers who want to read good engineering blogs but do not want to keep checking dozens of company blogs manually. The idea is simple: instead of show…
受众观点：① 有用户认为每天 6 篇的节奏刚好，比很多一股脑推几十条链接的聚合器更可用（@Gold-Eye690, 2分） ② 作者在评论里回应自己就是为解决“信息过载”才做 Hexbrief，并主动追问对方是否是技术博客的目标读者（@JuneHust, 1分） ③ 也有人半开玩笑地提到直接让 ChatGPT 总结上月前 6 篇技术博客，侧面反映出部分工程师已经习惯用 LLM 代替人工筛选（@Comfortable_Long2373, 1分）
展开评论
- @Gold-Eye690 (2): 6 reads a day is a nice sweet spot, most of these aggregators just dump 50 links on you and call it done
- @JuneHust (1): Correct mate! I created Hexbrief to solve this pain. Do you happen to tbe tech blog reader, buddy?
- @Comfortable_Long2373 (1): Hi ChatGPT, please summarize top 6 tech blogs (SWE) related posted last month.
新人作者询问在 NeurIPS 投稿流程中，领域主席在第二阶段作者与评审讨论期间是否会给出评分，以及没收到 AC 反馈是否正常。
This is my first time submitting to NeurIPS. Are ACs also supposed to give ratings during the Phase 2 (author-reviewer discussion session)? I have received the meta-review, but have not received any…
受众观点：① 首次向 NeurIPS 等顶会投稿的学生和工程师会关心什么时候能看到 AC 意见、如何解读 meta-review ② 已在工业界做研究的从业者会对学术流程和工业产品评审的差异感兴趣 ③ 做科研工具或论文管理产品的人会关注是否能把这些流程节点产品化成提醒和说明，降低新人焦虑。
展开评论
- @RandomMan0880 (5): ACs don't give scores during phase 2. Prev to this year they didn't even make a comment til after phase 2. You get the final meta review after author AC discussion and that's released with your decision in September
- @soup---- (1): Do you know if we will get any more information on Aug 10 after the AC + reviewer discussion?
一名 AI 与数据库硕士生迷茫于广撒网的课程背景，考虑专注做后端开发并询问与数据或 AI 工程相比的就业前景和学习路线。
For context, I'm in my final year of a Master's in AI and Databases. The name sounds fancy, but we really just do a little bit of everything, and I feel lost, not really good at anything. That said,…
受众观点：① 有人分享毕业后职业规划完全被现实打乱的经历，建议不要过早给自己设限，而是跟随兴趣并保持开放成长（@mq2thez, 12分） ② 有人鼓励只要喜欢后端就可以专注深耕，同时补充测试、架构和 AI 的基础知识即可提升竞争力（@Innowise_, 3分） ③ 也有人认为兴趣和动力本身就是足够好的理由，不必被热门标签绑架（@ _okbrb, 2分）
展开评论
- @mq2thez (12): When I graduated university I had a lot of plans for what I thought I’d be doing, and absolutely none of them survived contact with the real world. Don’t force yourself into a mold. Don’t limit yourself. Follow what you enjoy and be open to growing. Some of the most interesting…
- @Innowise_ (3): If you like backend coding, then definitely go for it. You don’t have to be a jack-of-all-trades to secure your job opportunities. All you need is to combine your expertise in backend programming with some basic knowledge in areas such as testing, architecture, and artificial in…
- @_okbrb (2): The fact that you’re interested and motivated is reason enough
帖子围绕 Mockist 与 Classicist 两种 TDD 流派的争论展开，评论区在讨论何时应该使用 mock 以及测试应如何依赖接口而非具体实现。
r/webdev The Debate of Mockist v Classicist TDD Is Like OOP v FP.
受众观点：① 有人强调 mocking 只是工具而不是信仰，认为测试应该针对接口而非实现细节，避免测试与具体实现强耦合（@fiskfisk, 3分） ② 有人指出 mocks 本来就只该用于真正的抽象层，如果抽象经常变化说明设计本身有问题（@editor_of_the_beast, 2分）
展开评论
- @fiskfisk (3): No, it's not. Mocking is a tool that should be brought out if there are no real alternatives. It should not be religion. Mocks are also tied to implementation, which tests generally should never be. Tests shall be written against the interface, not the implementation.
- @editor_of_the_beast (2): The amazing part of this is that’s literally the point of mocks. Mocks are supposed to only be for true abstractions, which if they’re changing all the time then you’re not really good at abstraction.
帖子借忒修斯之船比喻代码重构中的行为漂移问题，评论区在讨论通过为公共接口编写测试来避免重构时功能悄然变化。
r/webdev The Ship of Theseus and behavior drift
受众观点：① 有人认为整篇文章可以概括为一句话：在重构前先为公共接口写好测试，以防止行为漂移（@lanerdofchristian, 2分） ② 也有人吐槽现实中测试经常因为环境变化等小因素频繁失败，让“避免行为漂移”的理想变得难以执行（@Outrageous-Fact-2439, 1分）
展开评论
- @lanerdofchristian (2): This entire article can be summarized as the sentence: > Make sure you have tests for your public interface before refactoring.
- @Outrageous-Fact-2439 (1): Avoiding behavior drift sounds great until your tests suddenly start failing because the wind changed direction.
作者在 Atari Breakout 上做了 124 次 PPO 实验，最终通过三行奖励塑形让智能体从死记脚本转变为真正根据球的位置做出实时反应的策略。
Six months ago I started experimenting with PPO and Breakout as a way to learn about Machine Learning and Reinforcement Learning. After a few experiuments just trying to get high scores, it bothered…
受众观点：① 做强化学习或对 RL 感兴趣的工程师会对三行奖励塑形如何改变最优策略非常好奇 ② 做游戏 AI 或交互式代理的开发者会关注如何让智能体从“脚本”变成“反应式” ③ 关注可解释性的从业者会对 Split-Watcher 这种可视化工具如何帮助理解策略差异感兴趣。
展开评论
- @That_Turn_8710 (1): Can't your just train on different brick layouts to achieve generalization?
- @mikeysce (1): I tried something similar to this, I would give it a different configuration of bricks each game and it just didn't work. It eventually chose one middling script and committed to it. That was the central frustration with this project, it seemed like a simple enough task, but it…
开发者因为不满 imgflip 免费版水印，自建了本地运行、免登录的在线 Meme Creator 表情包编辑器。
been using imgflip and the watermark on free exports finally got to me. so i built my own. [Meme Creator — Free Online Meme Generator](https://meme-creator.andronasef.com/) no signup, no account, not…
受众观点：① 帖子目前几乎没有实质评论反馈，说明产品还处在冷启动阶段，真实使用体验和 bug 还没被系统性暴露出来（无高赞评论） ② 从产品描述看，潜在用户会关心隐私与性能，比如本地处理是否真的不上传、在弱网或低配设备上的编辑流畅度（推断自作者强调“nothing gets uploaded”）
展开评论
- _无评论_
作者自制一个物理模拟的AI拳击对战基准，用实时对战和街头规则来评估不同LLM在反应速度、工具调用正确性和策略适应性上的表现。
I created an AI boxing match to test the decision speed, adaptability and strategy. I fed the LLMs with data about the current match and if they have vision, they will get even more data. The match h…
受众观点：① 关注用游戏或物理环境做RL/LLM基准的开发者会对这种拳击式 benchmark 的设计细节和可复用性感兴趣 ② 做本地大模型或低延迟推理的工程师会关心如何在硬件受限下公平比较本地模型与云端API ③ 在做 agent 产品的人会关注这些指标如何迁移到真实业务场景，比如客服机器人或交易代理的反应时间与错误恢复能力。
展开评论
- _无评论_
作者在 r/programming 分享一篇关于 iceoryx2 中使用字节级原子封装来避免并发内存拷贝未定义行为的技术博客，讨论零拷贝进程间通信的安全实现细节。
[https://ekxide.io/blog/byte-wise-atomic-wrapper-to-prevent-ub](https://ekxide.io/blog/byte-wise-atomic-wrapper-to-prevent-ub) [iceoryx2](https://github.com/eclipse-iceoryx/iceoryx2) provides zero-co…
受众观点：① 关注高性能后端和系统编程的开发者，会对零拷贝 IPC 和 lock-free 原语的工程实践细节感兴趣。② 做实时数据管道、推理服务或多进程 worker 的工程师，希望在不牺牲吞吐的前提下提升内存安全性。③ 关注 Rust / C++ 并发模型的程序员，想了解如何在实际项目中避免 UB 而不是只停留在语言层面讨论。
展开评论
- _无评论_