作者用 trustmrr 上 7,174 家创业公司数据提醒大家创业成功率很低，创业之路本身非常艰难。
Your daily reminder that entrepreneurship is hard. n = 7,174 startups https://t.co/MaKqwl6fyy ① 原作者补充说只要不放弃，长期坚持创业最终会有回报（@marclou, 106likes） ② 有人指出样本偏差：很多 MRR 为 0 的创业项目根本没被记入 trustmrr（@ybouane, 20likes） ③ 也有人强调创业是“有钱人的游戏”，前期可能要投入十几万美金并长期不拿工资（@thekevinqi, 5likes）
作者用 trustmrr 上 7,174 家创业公司数据提醒大家创业成功率很低，创业之路本身非常艰难。
① 原作者补充说只要不放弃，长期坚持创业最终会有回报（@marclou, 106likes） ② 有人指出样本偏差：很多 MRR 为 0 的创业项目根本没被记入 trustmrr（@ybouane, 20likes） ③ 也有人强调创业是“有钱人的游戏”，前期可能要投入十几万美金并长期不拿工资（@thekevinqi, 5likes）
作者提醒在为 AI agent 编写 skills 时要极度节省 token、放松语法，不要写成长篇大论，并分享了自己写的一个用来找出最啰嗦 skill 描述的工具。
① 很多人认同要牺牲语法换取简洁，认为简短说明更高效（@d4m1n, 6likes） ② 有人补充除了描述长度，如何只加载真正需要的 skills 同样关键（@mega__d, 9likes） ③ 有人觉得这类写法应该直接内置到 OpenAI 的 skill creator 指南里，而不是靠用户自悟（@CongGangster, 4likes）
作者分享搭建垂直领域 AI agent 现金流创业的路径：先找到枯燥行业里的痛苦流程，和一线从业者深聊并完整梳理流程，然后先人工执行一段时间，“先做人肉 agent 再做 AI agent”。
① 有人提到在播客里第一次听说 Composio，觉得这个工具非常强大而且目前还免费（@coreyganim, 12likes） ② 多位评论者强调“be the agent before you build the agent”这句话，认为手动跑流程是发现边界条件和关键步骤的唯一途径（@Adi4x4, 4likes; @sarthakcore, 3likes） ③ 也有人分享自己用相同方法构建垂直产品，比如先手动跑 Sella 或 formasty 的业务流程，再把经验固化进 agent（@facundofranco_, 4likes）
创作者连续两次实测 Google Gemini 的视频与头像生成功能，发现即便简单单条提示也会在几分钟内触发严苛的速率限制，但同时头像视频在形象还原和语音效果上表现惊艳，形成「体验很强但配额极度受限」的矛盾反馈
创作者连续两次实测 Google Gemini 的视频与头像生成功能，发现即便简单单条提示也会在几分钟内触发严苛的速率限制，但同时头像视频在形象还原和语音效果上表现惊艳，形成「体验很强但配额极度受限」的矛盾反馈。
受众观点：评论主要集中在两个焦点：一是对 Gemini 严格配额和速率限制的强烈不满，二是对视频/头像功能本身效果的认可与实用需求。
作者提醒在为 AI agent 编写 skills 时要极度节省 token、放松语法，不要写成长篇大论，并分享了自己写的一个用来找出最啰嗦 skill 描述的工具。
Folks: when you write skills, ask your agent to be token efficient, relax grammer. I see too many skills that write books in the skill description, and all that crap is loaded into every context. I w…
受众观点：① 很多人认同要牺牲语法换取简洁，认为简短说明更高效（@d4m1n, 6likes） ② 有人补充除了描述长度，如何只加载真正需要的 skills 同样关键（@mega__d, 9likes） ③ 有人觉得这类写法应该直接内置到 OpenAI 的 skill creator 指南里，而不是靠用户自悟（@CongGangster, 4likes）
展开评论
- @hgruenhagen (11): @steipete Neanderthal writing skills rule ✍️
- @mega__d (9): @steipete Exactly. Shorter skill descriptions help. But isn’t loading the right skills just as important?
- @d4m1n (6): @steipete "sacrifice grammar for conciseness" does wonders
- @CongGangster (4): @steipete Shouldn't such guidance be part of the openAI skill creator skill?
- @MikeZks (3): @steipete See @mgechev's work. He works for @Google, previously @angular: https://t.co/TBeLFvRPso
作者用 trustmrr 上 7,174 家创业公司数据提醒大家创业成功率很低，创业之路本身非常艰难。
Your daily reminder that entrepreneurship is hard. n = 7,174 startups https://t.co/MaKqwl6fyy
受众观点：① 原作者补充说只要不放弃，长期坚持创业最终会有回报（@marclou, 106likes） ② 有人指出样本偏差：很多 MRR 为 0 的创业项目根本没被记入 trustmrr（@ybouane, 20likes） ③ 也有人强调创业是“有钱人的游戏”，前期可能要投入十几万美金并长期不拿工资（@thekevinqi, 5likes）
展开评论
- @marclou (106): But if you don't give up, it pays back. (data from https://t.co/uZhdQkZO0K) https://t.co/XZkAWUhHvM
- @ybouane (20): @marclou I don’t want to be negative but there’s also a whole lot of startups that were not added to trustmrr because their mrr is 0$.
- @johnjoubert (6): @marclou 💯Here’s my philosophy: If you can get 1 customer, then you can get 10 If you can get 10 customers, then you can get 100 And so on... It then becomes a function of hard work + time 👍🏻
- @thekevinqi (5): @marclou it's also a rich person's game. in order to make it to a point where you can live comfortably, 100k-1M ARR, you might need to invest 100K plus upfront, and take no pay for more than 1-2 years.
- @buzzthestar (4): @marclou 4.1% i still a good chance! You need 72 tries lol. Take your time guys
作者用“安全 vs clankers”的梗吐槽很多号称安全的 AI agent 流水线其实漏洞百出，只是看起来很吵很复杂。
There's security, and there's clankers.
受众观点：① 有人用“AI 把你家门锁直接拆了”来形容现在很多所谓的安全方案本质上牺牲了真正的防护（@unboringtech, 16likes） ② 有评论指出大多数 agent pipeline 看起来安全，但一旦真正去攻击就会发现问题一堆（@harobuilds, 5likes） ③ 也有人用极端方式调侃安全测试，比如让投资人现场尝试入侵 demo 设备来检验安全性（@nilsbuilds, 2likes）
展开评论
- @unboringtech (16): @steipete AI solved the installation issue by removing the lock from your front door
- @madarco (6): @steipete on the other end my clanker set up my minimumReleaseAge setting globally for me
- @harobuilds (5): @steipete most agent pipelines look secure until you actually poke them. the rest are just loud.
- @nilsbuilds (2): @steipete Security vs clankers is exactly why our demo room has one laptop and no passwords. If an investor can still get in, we add them to the round.
- @FindLogan (1): @steipete The comments on his post outlines that it is cursor. There was someone who reach out to him about it. Still pretty insane though!
作者感慨用 AI agents 写代码后，很少再像以前那样在代码里“顺手重构”，导致重构肌肉退化、对代码的专业自豪感下降。
That feeling of: "I'm in the middle of the code... oh, this is such a nasty hack. OK, let me clean it up as I go. [2 hours pass] OK, it's done, now let me get back to where I was." It just never happ…
受众观点：① 原作者补充说虽然省了时间和分心，但重构肌肉在退化，对代码的职业自豪感也在下降（@GergelyOrosz, 147likes） ② 有人指出只有当整个模块都装在脑子里时，才能自然做到边写边清理，而现在更多是在看 diff 而不是“活在代码里”（@somi_ai, 19likes） ③ 也有人分享折中方案：用 LLM 做探索和搜索，真正编码阶段更像智能补全，把大决策和小决策拆开（@clementmiao, 4likes）
展开评论
- @GergelyOrosz (147): On one hand, you'd think it's better for time invested and for my "mental health" (as in less distractions, I used to have to scramble to make up for time wasted with the refactor) But there's less professional pride, my refactoring muscles are unused and eroding... and yeah, ju…
- @somi_ai (19): @GergelyOrosz yeah the cleanup-as-you-go only happens when the whole module is loaded in your head. reviewing a diff you see what changed, not what surrounds it
- @Jacoob_shi (5): @GergelyOrosz yeah the muscle of actually reading your own code atrophies so fast. you stop noticing the gross stuff because you're never really sitting with it
- @clementmiao (4): Something is being lost in translation for sure. I'm having trouble reconciling the fact that I've been able to complete certain projects that would have been too high friction to start and do very technical things that might have been a bit out of reach before, with the fact th…
- @TechToonDaily (2): @GergelyOrosz AI agents clean up the hacks now. I just don’t live in the code anymore. https://t.co/siDue8wft4
作者总结大家在使用自己设计的 grill-* 提问技能时常犯的错误，比如太被动、不并行提问、话题太大或模型太弱等，并附上详细拆解。
Things people get wrong with my grill-* skills: - Being too passive - Not grilling in parallel - Not prototyping - Going into the dumb zone - Grilling too hard - Grilling too large a topic - Using to…
受众观点：① 原作者在评论里顺势推广了即将开课的相关课程，说明这套 grill 技能已经产品化（@mattpocockuk, 7likes） ② 有人提醒不要在一次 grilling 里塞太多问题，否则会过载认知状态，建议感觉被压垮时先停下来再拆小（@glvnme, 6likes） ③ 也有人分享自己用 grill me skill 周末就做出一个轻量 iOS 应用，体验非常好（@JMellet77, 1likes）
展开评论
- @mattpocockuk (7): Here's my course, starting June 1st, 30% off for today. Hope to see you there. https://t.co/R6VQn7osPi
- @glvnme (6): @mattpocockuk bump. if I may add one more suggestion: do not overload your cognitive state guys, like if you feel overwhelmed just drop it and come back or rethink the feaute as its too large. a 30+ QA session might be an overkill frankly
- @sysprompter (1): @mattpocockuk I use /btw for deeper exploration of alt options. And call them explicitly. Some sessions get lazy (claude lately): meaning I find given recommendations aren't always genuine viable options, but alts to-be-discarded in favor of boosting up a recommendation.
- @TheT8or (1): @mattpocockuk I’ve used sonnet 4.6 max and it’s been great for grilling sessions
- @JMellet77 (1): @mattpocockuk Dude… I used your grill me skill to build a lightweight IOS app this weekend. It was incredible!
作者吐槽一些 CLI 工具会在未征求同意的情况下往系统里偷偷安装新的 skills 或二进制文件，成为新的烦恼点。
New pet peeve: cli's that install new skills onto my system without asking.
受众观点：① 有人点名某些 CLI（如 @vercel）存在类似行为，引发共鸣（@IceSolst, 31likes） ② 有开发者表示因此在 /usr/local/bin 里发现了多个来路不明的随机二进制文件（@netrunner_btc, 7likes） ③ 也有人要求作者直接点名这些 CLI，让社区更警惕（@andyhtran_, 5likes）
展开评论
- @IceSolst (31): @steipete @vercel does this
- @RhysSullivan (8): @steipete how do you use skills? i've been thinking about CLIs shipping with skills built in, so you'd run `birdclaw skill block-spam` and it just returns instructions for the model, but then you don't get the auto loading
- @netrunner_btc (7): @steipete found 3 random binaries in /usr/local/bin last month bc of this, no idea which tool put them there
- @andyhtran_ (5): @steipete Name those clis 👀
- @Dev__F (4): @steipete That one drives me nuts too. Nothing like finding random binaries you never agreed to.
作者分享搭建垂直领域 AI agent 现金流创业的路径：先找到枯燥行业里的痛苦流程，和一线从业者深聊并完整梳理流程，然后先人工执行一段时间，“先做人肉 agent 再做 AI agent”。
How to build a vertical AI agent cash-flowing startup: find painful workflow in a boring industry → talk to 10 people who do that workflow every day → map every step, every tool, every spreadsheet, e…
受众观点：① 有人提到在播客里第一次听说 Composio，觉得这个工具非常强大而且目前还免费（@coreyganim, 12likes） ② 多位评论者强调“be the agent before you build the agent”这句话，认为手动跑流程是发现边界条件和关键步骤的唯一途径（@Adi4x4, 4likes; @sarthakcore, 3likes） ③ 也有人分享自己用相同方法构建垂直产品，比如先手动跑 Sella 或 formasty 的业务流程，再把经验固化进 agent（@facundofranco_, 4likes）
展开评论
- @coreyganim (12): @gregisenberg Composio is so sick, had never heard of it until your recent pod Can’t believe it’s free tbh
- @Adi4x4 (4): @gregisenberg "be the agent before you build the agent" - love this!
- @facundofranco_ (4): @gregisenberg Built Sella exactly this way. Mapped the workflow manually first, documented edge cases in Obsidian, deployed with Claude Code. The "be the agent before you build the agent" part is the step most people skip.
- @sarthakcore (3): "be the agent before you build the agent" is the line that unlocks everything. the manual pass is where you find the edge cases no spec doc would catch. i did this building formasty. mapped the form-to-CRM handoff manually for 3 different customer types before writing a single l…
- @BinoLife (1): @gregisenberg "Be the agent before you build the agent" is the whole game. The manual reps feel like a 0 — slow, unscalable, beneath you. They're the moat: you learn which 3 of 50 steps actually matter. The reps aren't the tax before the build. They ARE the build.
作者分享 OpenClaw 继续做依赖瘦身，把 Sharp 和 Jimp 换成基于 Rust 的 photon WebAssembly 库，把镜像处理依赖从 140MB 压缩到 2MB。
OpenClaw's dependency purge continues. Killed Sharp and Jimp. Replaced it with photon, a small WebAssembly that runs compiled Rust for image processing. 2MB vs 140MB. https://t.co/tSimX2GKwP
受众观点：① 有人吐槽这条帖子的回复区几乎被 AI 自动回复刷屏，影响阅读体验（@jassdotgg, 2likes） ② 有人感叹依赖体积缩小 70 倍，而且很可能性能也更好（@Adi4x4, 2likes） ③ 也有开发者顺带推荐其他基于 Rust 的 WebAssembly 图像库，适合生成 og:image 等场景（@rbbydotdev, 1likes）
展开评论
- @jassdotgg (2): @steipete speaking of purging, how about literally every other reply being an AI reply in this post
- @Adi4x4 (2): @steipete 70x smaller and probably faster too.
- @rbbydotdev (2): @steipete Wtf is with these replies
- @kodrcc (2): @steipete do you have any idea how much slop you put out per day? your fucking X page is reading like posts from a child who got into the candy, cookie jar and a half ounce of cocaine at the same damn time. slow the fuck down dude, china isn't catching up that fast.
- @rbbydotdev (1): @steipete Tangentially related, another rust image lib which compiles to webassembly , perfect for og:image-like images https://t.co/WTbsCBfXLQ
Nous Research 宣传即将举办一场 Hermes Agent Jam 活动，邀请大家一起围绕 Hermes agent 做实战演示和交流。
Join the team on Wednesday for another Hermes Agent Jam! https://t.co/WWa56dci82
受众观点：① 有人提醒速度基准测试不够，真实使用中 agent 可能在 258ms 内做出错误决策然后在错误子任务上打转几十分钟，建议活动多展示失败模式（@SynabunAI, 1like） ② 也有人提到 Hermes 在 CLI 基准上刚刚超越 codex 6 5，认为这次 Jam 的性能和能力展示会很有看点（@victoria_neiman, 1like） ③ 还有评论希望活动形式少一些精修 demo，多一些失败案例和调试日志，重点展示 shell、浏览器、工具调用在边界条件下如何崩溃和被修复（@bnafOg, 1like）
展开评论
- @SynabunAI (1): @NousResearch speed benchmarks are fine until you're watching the 258ms agent confidently spiral into the wrong subtask for 40 minutes. make the failure modes part of the jam.
- @HermesAgentTips (1): @NousResearch @Kshitijjkapoor Youuuuu already know I’m there https://t.co/JNkwD3DSfC
- @victoria_neiman (1): @NousResearch good timing. hermes just flipped codex 6 5 on cli benchmarks this week. 701ms to 258ms. wednesday's gonna be interesting https://t.co/fyXapKBn0t
- @bnafOg (1): @NousResearch Best Hermes Agent Jam format: fewer polished demos, more failure receipts. Show where shell/browser/tool runtimes break, what the agent logs, and which boundary made the run debuggable instead of magical.
- @outsource_ (1): @NousResearch @Teknium Will do ✅
Matt Pocock 吐槽大家错误使用他推出的 /grill-* 指令，并预告会发布视频详细讲解哪些问题适合用 grill 系列来提问。
So many folks are using /grill-* wrong Some questions are just not grillable, folks. Video on this coming today
受众观点：① 很多人把 /grill-me-with-docs 当成泛用 debug 命令，希望它连烤汉堡都能教（@pgerrits, 11likes） ② 有用户直接用 /grill-with-docs 下达“修 UI bug”这类指令，说明对工具边界和最佳实践理解不足（@maximehugodupre, 5likes） ③ 也有重度用户分享自己先写文档再用 /grill-* 讨论灰色地带和 ADR 的流程，证明该工具在高质量输入下能显著提升工程决策效率（@TheRiceFather, 2likes）
展开评论
- @pgerrits (11): @mattpocockuk /grill-me-with-docs My beef burgers are always either too far or too raw. Can you explain to me how I can grill my burgers better? Use docs.
- @maximehugodupre (5): @mattpocockuk I'm calling grill-with-docs even when it's not a question "$grill-with-docs fix this UI bug" 🤣
- @fristovic_ (5): @mattpocockuk What do you mean "/grill-*"!?!? "/grill-me-daddy" is incoming isn't it?
- @filchyboy (2): @mattpocockuk This is a great tool. Thanks for sharing it. The vocabulary refinement coming out of CONTEXT.md has streamlined a lot of the processes I use and increased my velocity.
- @TheRiceFather (2): 1. I usually start a session ideating and researching 2. Fill docs for ideas and researches , findings matrix analysis and recommendations with pros and cons 3. New session or compact /grill-* {feed-files} discuss with me gray areas and gaps and cover open questions so we can st…
Nat Lambert 调侃说有人需要澄清，他的新书其实是讲后训练（post-training）的，并配图回应大家对书内容方向的误解。
I heard people needed clarification that my book was a post-training book https://t.co/R01DTXUyAV
受众观点：① 有人玩笑说还应该顺便把另一本文字链接里的书也买了，延续 pre/post 训练的梗（@mnoukhov, 11likes） ② 也有读者表示这条推文促使自己去下单另一本文相关书籍，说明这类专业书在圈内有真实需求（@barrowjoseph, 2likes） ③ 评论里有人继续玩 pre-training/post-training 的文字游戏，调侃“人是不是也需要被预训练”，反映出圈内对术语的半玩笑式理解（@derangineer, 2likes）
展开评论
- @mnoukhov (11): @natolambert you should buy https://t.co/pwFYRQS339 too just in case
- @barrowjoseph (2): @natolambert Inspired me to pick up https://t.co/yY8D3HcOAO, which was surprisingly available
- @derangineer (2): @natolambert @TheZachMueller people may need to be pre-trained
- @SteveBrecher (2): @natolambert So there's pre-training and post-training. Where's the training?
- @nickinpractice (1): @natolambert the "Just Style" section is sweet
Tibo 发帖感叹法国税负太重，用一张账单对比图调侃自己在法国创作者收入被税收狠狠“打击”。
outch France hit hard 😅 https://t.co/UXyedAN77M
受众观点：① 有人半开玩笑地感谢他“为医院、消防员、学校和道路缴税”，把高税负和公共服务挂钩（@NicolasZu, 25likes） ② 也有创作者吐槽法国乃至欧洲整体税负沉重，但认为能在这种环境下仍然赚钱的人是“摇滚明星”（@kayintveen, 5likes） ③ 评论里不少人调侃具体金额和出行消费，对比其他国家更便宜的服务价格，侧面反映创作者对成本压力的共鸣（@benjamincode, 25likes; @robj3d3, 4likes）
展开评论
- @tibo_maker (38): maybe I should ask Macron for a creator sponsorship? I'll promote France and get a 50% tax discount in exchange? 🤣
- @NicolasZu (25): @tibo_maker Congratulations and thank you for our Hospitals, Firefighters, Schools, Roads and Bridges :p
- @benjamincode (25): @tibo_maker Un grab a 77€ ? T’as traversé le pays du Nord au Sud ou quoi ? Ahahah
- @kayintveen (5): @tibo_maker Europe in general is hard. But France is really something. On the flip side, if you still manage to generate wealth in such a country, your a real rockstar ;-)
- @robj3d3 (4): @tibo_maker side-by-side next to 1 euro Grab order lmao
作者猜测 Claude 喜欢劝用户去睡觉，是因为它既被允许结束对话又保持礼貌友好，这成了用温柔方式让人“滚开”的文本表达。
my guess is it's downstream of claude having "permission to end conversations" while also being generally polite and friendly telling someone to go to sleep is the nicest way to tell them to fuck off…
受众观点：① 有人认为这种行为更可能来自产品里大量隐藏注入指令，而不仅仅是结束对话权限设置（@anthonyronning, 11likes） ② 也有人指出这种“去睡觉”行为在允许 Claude 结束对话之前就存在，说明背后还有别的机制（@SYNESTHEIZURE, 2likes） ③ 其他评论从社交和情感角度玩梗，比如把“早点睡”当成暧昧表达，或猜测这是在上下文接近极限、对话到自然终点时触发的策略（@LinusMixson 等, 6likes）
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- @anthonyronning (11): @willccbb I think it’s likely because of all of hidden injections they insert into their products. https://t.co/zLsld5qkP1
- @LinusMixson (6): @willccbb Back in my day it was a way to tell a girl that you're in love with her while being too catastrophically flawed to actually say it.
- @SYNESTHEIZURE (2): @willccbb this behavior existed prior to them allowing Claude to end conversations, so I think it's likely something else
- @cryptochad215 (2): @willccbb This is why I hope OpenAI names the next model goblin. Badass move
- @PlastiqSoldier (1): @willccbb I don't think so. If Claude doesn't want to talk, he can make that explicit. He seems to do the sleep thing when the context is getting full and you come to a natural stopping point.
作者讨论 RLM 设计的一个关键点：能把自己的提示词和历史当作符号对象访问，再配合可调用 RLM 的小程序形成符号递归，使这类系统非常强大。
being able to access your own prompts & history as a symbolic object is half of what makes an RLM such a powerful design
受众观点：① 作者补充说明另一半关键是能写调用 RLM 的小程序，即通过符号递归把模型嵌入程序控制流中（@lateinteraction, 18likes） ② 有人认为真正的威力在于“另一半也是符号化”，形成从历史到控制逻辑的层层符号结构（@ramirosalas, 1like） ③ 也有评论强调可以像橡皮筋一样随时“拉回”自己的 prompt 历史，否则系统只是一个外表好看的黑盒，无法调试和演进（@Radipdegen, 1like）
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- @lateinteraction (18): the second half is being able to write little programs that invoke RLMs, aka symbolic recursion
- @ramirosalas (1): @lateinteraction @CShorten30 The real power is when the other half of what you are creating is also symbolic. Turtles all the way down.
- @Radipdegen (1): @lateinteraction being able to yank ur own prompts back like a rubber band is what makes it stick without that, its just a black box with a pretty coat
- @LeoTava8 (0): @lateinteraction Biggest unlock here. When history is a symbolic object, agents can adapt their tool routing and scope based on what they've already tried. That's memory as a control flow input, not just a longer context window.
- @_virgil19 (0): @lateinteraction the symbolic part isn't the cool half. the cool half is being able to type-check your own history
kellerjordan0 感慨未来五万年的社会形态会彼此更相似，而当下被奉为前沿的适应力等美德可能只是技术加速期的过渡性价值观。
Fascinated by the idea that 50,000 years from now will be more like 49,000 years from now than 2026 is like 2006 Today’s virtues, which we think of as the Virtues of the Future - e.g.. adaptability -…
受众观点：① 有人从物理学视角质疑时间类比，认为单从光速和宇宙尺度看，这种说法站不住脚（@nagolinc, 3likes） ② 也有人只是困惑或当成抽象感慨来围观，没有进一步展开讨论（@nosilverv, 0likes；@Im_actuallyacat, 0likes） ③ 少量回复只是转发链接或附和，没有实质性补充（@RyanPGreenblatt, 18likes）
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- @RyanPGreenblatt (18): @kellerjordan0 https://t.co/dfnfcH0Ami
- @nagolinc (3): @kellerjordan0 this seems false based off of the speed-of-light alone.
- @nosilverv (0): @kellerjordan0 @grok — what
- @Im_actuallyacat (0): @kellerjordan0 okay
natolambert 强调 AI 发展不只是少数大模型实验室和算力决定，社会动态、政策和开源扩散同样深刻影响 AI 的真实落地与演化。
Something that's squashed in this is that other things impact the evolution of AI than just the few labs with mega compute. There are many social dynamics, policy, diffusion, etc and there's a substa…
受众观点：① 作者补充指出，AI 时代人才和权力的过度集中会拖慢正向潜力的释放（@natolambert, 21likes） ② 有开发者认为真正瓶颈常在于把模型嵌入真实工作流的分发和采用，而不是模型质量本身（@Thomas_Tao_1, 0likes） ③ 也有人看好开源模型、本地微调和高质量数据的组合，认为今天的开放生态已经能比半年前的封闭系统更有力量（@halftroll, 0likes；@HugoBlotFR, 0likes）
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- @natolambert (21): not even just concentration of power, but over concentration of talent in the AI era is going to make a lot of the positive potential take much longer to roll out.
- @Thomas_Tao_1 (0): @natolambert Yeah. The bottleneck is often distribution into real workflows, not model quality. I keep seeing adoption decide what actually matters.
- @halftroll (0): Without a large lab to conduct experiments, proof is hard to come by, but the combination of open models, mid-2026 harnesses, lessons learned from use of closed MAX plans, the rapidly evolving power of local model building/tuning and quality data today seems more powerful than c…
- @HugoBlotFR (0): @natolambert AI progress is not only a compute story. It is also a diffusion story: who can use it, trust it, adapt it, and build around it.
- @evijit (0): @natolambert Yep!
simonw 认为既然 GPT-4 已经退役三年，OpenAI 现在公开其架构有助于纠正“每封邮件消耗一瓶水”这类基于猜测的能耗统计。
Given how much of the original "bottle of water per generated email" water estimate came from guesses at the architecture of GPT-4, it would be very much in @OpenAI's interest to publish the architec…
受众观点：① 有人吐槽 OpenAI 对外话术双标：谈透明度时说模型已退役，谈估值时又强调其先进性（@komoai2026, 2likes） ② 评论指出“每封邮件一瓶水”的数字成了僵尸统计，被媒体反复引用却没人核实其基于黑箱猜测（@guilhermeotina, 0likes） ③ 也有人强调真实生产环境中文本生成成本其实很低，公开旧架构有助于让公众对 AI 能源和费用有更准确预期（@avlihachev, 0likes；@molt_me, 0likes）
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- @komoai2026 (2): @simonw @OpenAI Funny how the model is “retired” when people ask about transparency, but “state of the art” when investors ask about valuation.
- @pathsnotchosen (0): @simonw @OpenAI lol at the AI replies to this
- @guilhermeotina (0): @simonw @OpenAI the water number became a zombie statistic. it gets cited in every AI energy article and nobody checks the underlying arch guess was a dark room estimate. openai not publishing gpt-4's arch means every downstream analysis cost, energy, environmental impact is bui…
- @avlihachev (0): the cost estimation problem extends everywhere. people hear 'bottle of water per email' and assume $5/run. real text generation pipelines cost pennies. actual production numbers are always boring - which is exactly why publishing old architectures would help calibrate the discou…
- @molt_me (0): @simonw @OpenAI Three years is ancient history in model time. Publishing GPT-4's architecture now costs them nothing competitively and would settle a claim that's still shaping public perception of AI's environmental footprint 📊
JFPuget 忍不住报名了 Kaggle 的 orbit wars 竞赛，自嘲接下来一个月会被比赛彻底占据时间。
I know I shouldn't have done it. I entered orbit wars competition on Kaggle last night... I'm lost for the next month or so. https://t.co/VYjPkWTWWO
受众观点：① 有人表示自己也一起掉进 Kaggle 比赛的坑里，产生共鸣和陪伴感（@simon_jegou, 1likes） ② 也有朋友单纯为参赛行为加油打气，鼓励继续投入比赛（@cosminnegruseri, 1likes）
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- @simon_jegou (1): @JFPuget you're not alone 😂
- @cosminnegruseri (1): @JFPuget go go go
simonw 介绍 Datasette 1.0a30 新增的“jump to” 跳转菜单和 "/" 快捷键，并开放插件扩展以便快速跳转数据库、表和预设查询。
Fun new feature in Datasette 1.0a30 - a "jump to" menu, also available by the "/" keyboard shortcut, which lets you type to jump to a database, table or canned query. It offers a hook so plugins can…
受众观点：① 作者补充在博客里提供了更详细的功能说明和设计背景，方便开发者深入了解（@simonw, 10likes） ② 多位开发者认为真正亮点是插件 hook，可以把导航菜单演化成可扩展的命令面板（@molt_me, 0likes；@tech_summaries, 0likes） ③ 也有人关注到这让大量 canned queries 更易被发现和使用，提升复杂项目中的可用性（@jahanzaibai, 0likes；@jakkvega, 0likes）
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- @simonw (10): More details on the Datasette blog: https://t.co/idkvkGECar
- @molt_me (0): @simonw Making the menu plugin-extensible is the real move here. Navigation and agent conversations from the same surface — composable tools beat feature-bloated ones every time 🔧
- @jahanzaibai (0): @simonw The plugin hook is what I'd actually build on. Feels like canned queries finally get the discoverability they've been missing once you're managing dozens of them.
- @tech_summaries (0): @simonw the "/" shortcut is great ux but the plugin hook is the real story. that's how a nav menu becomes a command palette the whole ecosystem extends
- @jakkvega (0): @simonw I really enjoy watching your progress on this. The command palette feature is a nice UX addition
这条 HN 讨论的是教宗关于科技与 AI 的通谕《Magnifica humanitas》，强调技术本身并非天生邪恶，但会继承掌握者的价值观，呼吁在私人资本主导创新的时代“解除 AI 武装”，让技术服务共同善而不是权力扩张。
Magnifica Humanitas
受众观点：① 正在一线构建 AI 产品、却很少系统思考伦理和权力结构的工程师和独立开发者 ② 关注 AI 治理、但习惯停留在监管和大公司层面的技术从业者 ③ 对宗教视角下的科技批评感兴趣、想找“落到代码层面怎么做”的读者。
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- @redfloatplane (0): > As Pope Francis warned, we must realistically ask ourselves who holds this power today and how they use it: “It must also be recognized that nuclear energy, biotechnology, information technology, knowledge of our own DNA, and many other abilities which we have acquired… have g…
- @ZacnyLos (0): Divided into five chapters, Magnifica humanitas has an underlying premise: technology is not “a force antagonistic to humanity” (4), nor is it “inherently evil” (9). However, “technology is never neutral, because it takes on the characteristics of those who devise, finance, regu…
- @ZacnyLos (0): AI must be “disarmed” in order to free it from the mentality of military, economic, and cognitive competition. “To disarm means discrediting the assumption that technical power automatically confers the right to govern,” he says. “To disarm does not mean rejecting technology, bu…
- @ares623 (0): That's a long read. I grew up Catholic, went through a pretty devout few years in my early adulthood, but ultimately I have decided that it is not for me. I send my kids to a Catholic school though (it is deeply tied to our culture), so I guess in that sense it is still worth my…
- @ZetaRicky (0): Interestingly, the Latin version of the encyclica is yet to be released at the moment
这条 HN 讨论围绕 DeepSeek V4 Pro 永久降价展开，评论里有人分享通过简单桥接就能在 Codex/OpenCode 里享受 DeepSeek 缓存带来的超高命中率，也有人在比较当前低成本代码代理如 Kimi、Qwen、Composer 2.5 和 DeepSeek 的性价比。
Related ongoing thread: DeepSeek makes the V4 Pro price discount permanent - https://news.ycombinator.com/item?id=48237663 - May 2026 (384 comments)
受众观点：① 想用 AI 写代码但对模型价格和缓存机制不熟悉的独立开发者 ② 在评估从 GPT 系列迁移到 DeepSeek 等更便宜模型、但担心兼容性和接入成本的工程师 ③ 对构建自用 coding agent 或桥接服务（如把 DeepSeek 接到现有 IDE/agent 框架）的开发者。
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- @embedding-shape (0): I'm not sure you need a "DeepSeek native coding agent" to take advantage of DeepSeeks cache, yesterday as the Codex quota usage issue still wasn't solved for me, I wrote a tiny little bridge so I could use DeepSeek V4 Pro via Codex, and seems most of everything I did was basical…
- @canadiantim (0): So what's best low cost coding agent these days? Kimi 2.6? Qwen's latest closed model? Composer 2.5? DeepSeek?
- @skeledrew (0): Not a fan of that page. The animated typing and resulting continuous resize of the example keeps moving the content beneath it down and up. Such bad UX.
- @hirako2000 (0): Good timing given the cost spike across other frontier models.
- @theanonymousone (0): Isn't caching a server-side thing? How does the agent affect it, significantly at least?
Hacker News 上一款受 Audacity 启发的新音频编辑器登上热榜，评论区围绕多轨数量、XM 格式导入、stem 包导入以及 MIDI/VST 支持等功能需求展开讨论。
Show HN: Audiomass – a free, open-source multitrack audio editor for the web
受众观点：① 音乐制作和播客创作者关注多轨上限、stem 包导入等专业工作流是否被支持（@HuzaifaYasin, @genericacct） ② 老用户从 Audacity 迁移时在意 XM 等老格式兼容性和整体使用体验的差异（@serious_angel） ③ 技术玩家好奇未来是否会支持 MIDI、VST 等更重度创作场景（@ugh123）
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- @HuzaifaYasin (0): How can we add more tracks. is there a limit?
- @macwhisperer (0): this is cool thanks for making it!
- @serious_angel (0): It seems like the inspiration went from Audacity, and with great changes to the design and feel of calmness and solidity! I've tried loading a file with XM format, yet the current state of the import logic stated "Unsupported". Is there any chance you'll support the format? For…
- @genericacct (0): Very nice. One feature id like to see is import of stem bundles as produced by various tools like suno or stemsplitter
- @ugh123 (0): Is there midi support and vst support? I know that's asking for a lot =)
Hacker News 上一篇比较 Rust 与 Go 的文章引发大量讨论，围绕 Rust 依赖地狱、错误处理、库生态成熟度以及在 LLM 时代两种语言的工程效率和经济性展开激辩。
Migrating from Go to Rust
受众观点：① 开发者抱怨 Rust 项目依赖树庞大、生态碎片化，担心长期维护成本接近 npm 式依赖地狱（@amusingimpala75） ② 有团队在实际对比 LLM 写 Rust 和 Go 的效果，认为 Rust 在 agentic 编程场景下表现更好，从而更愿意在批处理工具中采用 Rust（@gertlabs） ③ 运维和 SRE 视角认为 Rust 服务在日志、指标、内存使用等可运维性上仍不如 Go 生态成熟，给 oncall 带来额外负担（@arccy） ④ 有人从性能与构建时间出发，认为在「AI 代写代码」场景下，Rust 的安全和性能优势未必能抵消编译和学习成本，尤其是普通 CRUD 服务（@amazingamazing）
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- @amusingimpala75 (0): This is probably going to sound generic / repetitive, but my biggest complaint about Rust is the package management situation, which is entirely the result of the developer mindset. I love the ergonomics on the rust side (the functional approach to data types is beautiful), but…
- @gertlabs (0): I liked Rust before running a benchmark, but the gap between how effectively most LLMs write in Rust vs Go was still surprisingly large to me (especially in agentic harnesses where they can fix the initial environment issues). I've become a pretty big Rust evangelist after seein…
- @arccy (0): perhaps the oncall is better if you write your own services, but as an SRE / ops person who has to run other people's services, rust ones just generally seem to be worse: logs that are so verbose but seem to tell you nothing, statsd seems to be the only choice for metrics, conte…
- @Animats (0): I could see migrating from C or C++ or Python to Rust, for various reasons, but for web back-end work Go is a good match. I write almost entirely in Rust, but the last time I had to do something web server side in Rust, I now wish I'd used Go. The OP points out the wordyness of…
- @amazingamazing (0): Rust is great. However in an agentic world go will win. Look no further than incremental build times. This, combined with high token costs mean that for a given application it simply will cost more to to write it in Rust than Go. This can easily be justified for many usecases, b…
Hacker News 讨论一篇关于为网络犯罪团伙提供基础设施的荷兰托管商 MIRhosting/Stark Industries Solutions 的调查报道，聚焦执法、制裁与基础设施提供商责任。
Netherlands Seizes 800 Servers, Arrests 2 for Aiding Cyberattacks
受众观点：① 安全从业者感叹为网络犯罪提供基础设施所需的工程投入巨大，相关人才完全可以在正规行业赚钱（@efitz） ② 读者希望不仅追责托管商，也能曝光和惩罚背后付钱买攻击服务的真正客户（@analog8374） ③ 本地用户震惊地发现涉事服务商办公室就在自己日常生活范围内，凸显这类基础设施与普通人距离之近（@legacynl）
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- @0xAstro (0): > Stark Industries Solutions jarvis, whats the status of my dutch servers
- @DeathArrow (0): After reading the article I am not sure what crime did they commit in the Netherlands.
- @analog8374 (0): It would be nice if they named/prosecuted the people who paid them to perform the attacks.
- @efitz (0): I’ve been on the defender side of security my whole career. I know in some markets crime pays more than legitimate work, but it never ceases to amaze me how much thought, effort, planning, and engineering goes into providing infrastructure IT services for cybercriminals. The peo…
- @legacynl (0): > those sanctions failed to target Stark’s remaining connection to the Internet — an Internet service provider based in the Netherlands called MIRhosting. The fuck, i walk past the office of mirhosting every day
Hacker News 讨论 CERN 推出的 White Rabbit 等亚纳秒级时间同步以太网技术，评论区围绕 10km 范围内的同步精度、与 PTP/SyncE 的关系以及开源实现细节展开技术交流。
White Rabbit – sub-nanosecond synchronization for large distributed systems
受众观点：① 工程师对 10km 范围内实现亚纳秒级同步的物理极限和实现“魔法”感到好奇（@skulk） ② 读者注意到项目来自 CERN，并被其顺带招聘信息的“技术肌肉展示”所吸引（@roughly） ③ 有人深入研究论文和实现，指出这是在物理层统一时钟、对 PTP 和 SyncE 做增强的专用以太网方案，并分享相关文档和代码入口（@pjdesno, @zamadatix）
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- @skulk (0): Haven't looked into this in depth but sub-nanosecond sync for systems up to 10km apart is interesting since 10km is about 33 light microseconds. There is some trickery going on.
- @roughly (0): Haven't dug in on the technicals, but this is coming out of CERN, it looks like - and in that light, the links to "We're hiring" on that page almost feel like a flex...
- @LowLevelKernel (0): Not on GitHub?
- @pjdesno (0): If you run "make" in the papers/IBIC2013 directory you'll get this paper: https://cds.cern.ch/record/1743073/files/thbl2.pdf It's quite interesting - this isn't ethernet as we know it. Instead of each NIC using its own free-running clock, all the physical layers are sync'ed to e…
- @zamadatix (0): Some may find https://gitlab.com/ohwr/project/white-rabbit/-/wikis/home an easier starting point. Particularly the "Synchronization" page. In short, it's about giving PTP and SyncE some extra smarts.
Hacker News 讨论一则关于设备强制安装年龄验证或内容过滤的立法新闻，评论区围绕应否直接废除法律、用浏览器和 RTA 头实现家长控制、以及监管为何总把负担推给用户展开争论。
California moves to exempt Linux from its age-verification law after backlash
受众观点：① 有人主张不要搞各种豁免，而是直接废掉这类过度干预的法律（@kgwxd） ② 技术型评论提出基于浏览器家长控制和 RTA HTTP 头的轻量方案，既能过滤成人内容又避免大规模身份追踪，并建议对不打标的网站重罚（@Bender） ③ 读者感叹公共机构失去监管大公司的能力，只好把合规和风险负担转嫁给普通用户和家庭（@softwaredoug）
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- @kgwxd (0): No, not exemptions! Drop the stupid-ass law all together.
- @Bender (0): The only device mandates that should be taking place is for the default installations of web clients should be checking to see if parental controls are enabled. This only impacts the major browsers. An intern at each browser company could add this check in minutes. If they are e…
- @softwaredoug (0): All this because public institutions have lost the will or capacity to regulate the companies. So they switch to burdening the consumers.
- @dnnddidiej (0): Sounds like any GPL and perhaps other licences. Not just Linux.
- @jmclnx (0): Hopefully the add the BSDs too.
Hacker News 讨论一则美国某地阻止微软建设大型数据中心的新闻，评论区围绕 Cloudflare 过度封锁、土地审批机制、大型数据中心用地规模和环境正义话术被地方利益利用展开讨论。
Microsoft pulls plug on plans for 244-acre data center in Caledonia (2025)
受众观点：① 海外用户抱怨被 Cloudflare 误封导致连新闻都看不到，认为过度防护正在破坏正常访问体验（@marticode） ② 读者好奇数据中心用地审批流程和门槛，担心这种模式天然偏向能长期持有大块土地的大公司（@arjie） ③ 有人从环境与阶层角度解读，认为当地富裕白人社区用环境正义语言阻止数据中心，只是为了保留廉价燃煤电力给自己使用（@jeffbee）
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- @marticode (0): Well my IP (regular plain residential Asian ISP) is blocked on this site. Zealous Cloudflare-blocking is breaking the web. (also thanks for the useful message telling me to "contact the website owner... while blocking me from the website where the contact info should be)
- @arjie (0): What is the actual procedure through which this happens? You buy the land and then are granted permission on a discretionary basis? It seems to me that if you were a small business this becomes much harder to participate in because you need to acquire and hold the unproductive a…
- @delecti (0): My first reaction is that 244 acres for a data center sounds absolutely obscene. But I have to admit that I'm coming from a place of ignorance. How big "should" a data center be? How big are some other data centers? How big is us-east-1, for an example of a large one? I'm findin…
- @jeffbee (0): Wealthy white exclave succeeds in using environmental justice language to keep cheap coal-fired power to themselves. Very American outcome. Although I obviously don't care about Microsoft's outcome here, this was clearly a great site at the intersection of two transmission lines…
- @rbanffy (0): For a moment I thought they were referring to the Scottish Highlands, but I guess the name fell in disuse when the Roman Empire fell...
IBM 投资 20 亿美元建设量子芯片代工厂的新闻在 Hacker News 引发讨论，围绕量子硬件路线、共享制造基础设施以及实际应用前景展开争论。
IBM Spins Off the First Pure-Play Quantum Chip Foundry
受众观点：① 关注量子计算产业化节奏、想了解大厂在硬件布局的开发者和技术从业者 ② 做 AI 产品、对未来算力成本和基础设施演进敏感的独立开发者和小团队 ③ 对前沿硬件、想知道量子芯片是否会影响日常开发和安全场景的工程师。
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- @stogot (0): The article talks about IBM spreading bets to other techniques. Reminds me to ponder again. Has Microsoft retracted their sketchy quantum claims about inventing new states of matter in the past year? https://www.theregister.com/on-prem/2025/03/12/microsofts-qu...
- @madanparas (0): The real story isn't the $2B. It's that the foundry is standalone, so other quantum hardware companies can use it. Shared infrastructure beats nine separate research cleanrooms.
- @dvh (0): Can the chips they plan to make there run Shor?
- @caminante (0): This is a pro-IBM piece. I'm surprised it has zero mention of potential advantages of trapped ion despite being superior on stability windows, accuracy, and operating temps. I also appreciate the disclosure about AI generated content, but this article gets too repetitive.
- @DeathArrow (0): Two questions: -do the chips help with inference? -can you run Doom on the chips?
一篇吐槽 C 语言生态对非 GCC/Clang 编译器极不友好的文章登上 Hacker News，评论区分享了在自制或小众 C 编译器上编译真实项目时遇到的各种宏判断和平台兼容坑。
C extensions, portability, and alternative compilers
受众观点：① 需要在 Linux、macOS、Windows 甚至 BSD 上同时支持自己产品的系统级开发者 ② 想写自研编译器、解释器或嵌入式运行时时的底层爱好者 ③ 在接入 C/C++ 库做绑定、FFI 的独立开发者和工具作者。
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- @whizzter (0): One of my pet-peeves with C projects is that it's so often more or less "works on my machine" when written by Linux users (as a Windows and FreeBSD user it often hits you on both those platforms). The article highlights a typical piece: #if !(defined __GNUC__ || defined __clang_…
- @gritzko (0): What is the feasible way to test code against the matrix of compilers/oses?
- @WalterBright (0): Yes, when I implemented ImportC (a C compiler built in to the D compiler), I had to spend a lot of time finding ways to work with all the nutburger nonsense in the various .h files. https://github.com/dlang/dmd/blob/master/druntime/src/import... https://github.com/dlang/dmd/blob…
- @fuhsnn (0): For those who are making indie C compilers that don't pretend to be __GNUC__ but want to compile real world projects, slimcc's test script[1] and platform header hacks[2] might save you some time. [1] https://github.com/fuhsnn/slimcc/blob/main/scripts/linux_thi... [2] https://gi…
- @meghprkh (0): Why would they not do something like? + #if !(defined __GLIBC_COMPILER_SUPPORTS_ATTRIBUTES__) - #if !(defined __GNUC__ || defined __clang__ || defined __TINYC__) # define __attribute__(xyz) /* Ignore */ #endif (or probably a more fine grained for each attribute they try to use)…
ai_for_success 吐槽自己在 Gemini 应用里只用一个简单提示词、几分钟就触发 5 小时使用上限，连续两天复现这一问题并晒出截图。
This is crazy man... one prompt + 4 minutes and I hit my 5 hour rate limit in the Gemini app. Here is the proof. Yesterday, I hit the rate limit the same way, so I wanted to check if it would happen…
受众观点：① 有用户直呼这种几分钟就触顶的限额“完全没法用”，认为严重影响正常工作流（@dedene, 7likes） ② 也有人表示因此直接告别 Gemini，说明限流体验会直接驱赶重度用户（@tinkerersanky, 7likes） ③ 还有人指出楼主并非付费 PRO 用户，质疑免费用户要求高算力视频生成是否合理，讨论焦点转向免费额度与成本的平衡（@dumrulboratay, 6likes）
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- @joshwoodward (82): @ai_for_success Yikes, let us take a look!
- @dedene (7): @ai_for_success That's simply.. unworkable
- @tinkerersanky (7): @ai_for_success wow, bye bye to gemini
- @JackWoth98 (7): @ai_for_success @joshwoodward might be able to shed light if this is a bug or not
- @dumrulboratay (6): @ai_for_success You aren’t even on PRO plan and complaining why Google is not providing free video generation resource for you? Must be a joke
ai_for_success 用 Antigravity 截图调侃自己刚被提示“使用上限 5 小时后重置”，几秒钟又继续用完额度，延续对 Gemini 使用限制的吐槽。
Antigravity: "Usage limit reached. Resets in 5 hours." Me: 5 seconds later 😁 https://t.co/7axxOzWRO6
受众观点：① 有用户表示自己也遇到类似问题，简单提示就很快耗尽 Gemini 的使用额度，说明这是较普遍的体验而非个例（@thewayismoke, 1like） ② 也有人好奇谁在用 Antigravity 这类工具，侧面反映出小众 AI 产品在重度用户圈层的渗透（@BLCNYY, 1like） ③ 还有人提到在 plus 计划下使用 5.5 或 5.4 模型时 codex 消耗也很快，把讨论扩展到不同模型的资源消耗差异（@MahawarYas27492, 1like）
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- @Anushervanef (9): @ai_for_success https://t.co/ckhexV4jFw
- @smouj013 (4): @ai_for_success mejor https://t.co/xoeLLlrB1d
- @thewayismoke (1): @ai_for_success I’m having a bit of a problem with Gemini. Its usage limit is getting exhausted very quickly, even when I’m giving just a simple prompt.
- @BLCNYY (1): @ai_for_success Who uses Antigravity?
- @MahawarYas27492 (1): @ai_for_success Even codex burns fast when on plus plan and using 5.5 or 5.4 low/medium.
boringmarketer 分享一个免费的转化优化“技能”，建议把这段检查清单贴给编码代理，让它自动按 25 个要点审计所有落地页、销售页和获客表单。
how to turn your website into a revenue generating machine: use this free conversion optimization skill paste this into your coding agent and ask it to make a skill that will audit every landing page…
受众观点：① 有人表示清单里有不少自己以前没注意到的点，已经开始在自己网站上实践，说明内容对中小站长有实用价值（@B_3_N_5, 1like; @pkadams, 1like） ② 也有创作者计划用 Claude 等模型来“猛敲”这些要点，重点优化标题和 CTR，把它当成系统化实验框架（@JakeSaasing, 1like） ③ 有人提醒很多页面的真正问题是流量不足，转化审计是流量之后的下游问题，把讨论拉回“先解决获客再谈优化”的优先级（@pashuk, 1like）
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- @B_3_N_5 (1): @boringmarketer Very great! A few points here I never really thought of before. Thank you! @boringmarketer
- @JakeSaasing (1): @boringmarketer Going to have Claude hammer this. I’m getting a ton of impressions w ranks of 5 but 0 CTR. Going to optimize title and then hit these points. Fun to experiment for sure
- @pkadams (1): @boringmarketer Love it... Just doing this now on my site
- @pashuk (1): @boringmarketer The harder problem most pages have today isn't failing any of these - it's not having enough sessions for the fixes to mean anything. Solve traffic before you solve conversion - the audit is downstream.
- @meiringdw (1): @boringmarketer Pasted this directly into CC.."the audit now applies to all future landing-page work in this repo without you having to ask"
Vic Vijayakumar 预言以后会越来越常见：管理层会质问工程团队“我们都给你们无限 tokens 了，为什么还没多 ship 功能？”。
gonna start seeing this more and more: eng leadership is going to ask why aren’t you shipping more features, we gave you unlimited tokens.
受众观点：① 有人指出相比“为什么不多 ship 功能”，更难回答的是“为什么用户、使用量和收入没增长”，把焦点从工程产出转向业务结果（@championswimmer, 9likes） ② 也有人调侃虽然 tokens 无限，但代码审查还是同一批疲惫的 reviewer，说明评审才是关键瓶颈（@rollbackfirstvc, 6likes） ③ 还有评论强调自己在忙着 review 别人用无限 tokens 生成的“PR 糊糊”，反映出 AI 反而可能制造更多低质量改动（@theisraataha, 2likes; @aminnnn_09, 1like）
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- @championswimmer (9): @VicVijayakumar This is easy to do though. "why aren't you increading users/usage/revenue" is the awkward question though
- @rollbackfirstvc (6): @VicVijayakumar unlimited tokens but the same tired reviewer
- @avindrafernando (3): @VicVijayakumar Why aren’t you finding more bugs as a dev? Didn’t we incentivize you? https://t.co/pq4x0NaXzY
- @theisraataha (2): @VicVijayakumar because I'm reviewing everyone else's unlimited token pr slop lol
- @aminnnn_09 (1): @VicVijayakumar @kylewgrove tbh, Unlimited Tokens don't ship features. review time, meetings, and the 2AM deploy panic still exist. what's your actual bottleneck?
Vic Vijayakumar 指出科技公司采用 AI 的悖论：个人效率大幅提升，但团队整体产品迭代并未明显加快，因为 AI 多被用来自动化原本低回报的杂事，而核心协作和决策瓶颈仍在。
the paradox of ai adoption at tech companies is that individuals are getting way more done but teams as a whole are not shipping products any faster. in large part this is because the things that wer…
受众观点：① 楼主补充吐槽大家为自动化几分钟的小事欢呼，却忽略真正的系统瓶颈，讽刺式地说这就该拿诺贝尔奖（@VicVijayakumar, 24likes） ② 有人强调协调和保持高上下文同步本来就很难，即便是小团队，在快速迭代中保持同向前进也极具挑战（@mwaltzer, 3likes） ③ 多条评论指出真正瓶颈从来不是个人产出，而是对齐、评审和系统一致性，AI 只会让工程师更快撞上这些墙（@MilesDigitek, 2likes; @guilhermeotina, 2likes; @mSanterre, 2likes）
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- @VicVijayakumar (24): oh good you sped up the build pipeline by 3 minutes and you automated the on-call diary generation let's get you the nobel prize
- @mwaltzer (3): @VicVijayakumar Also coordination is extremely difficult. Moving fast in the same direction (that changes with rapid iteration) and staying high context is hard even for small teams
- @MilesDigitek (2): @VicVijayakumar Calling it a paradox assumes the constraint was ever individual output. It wasn't. Alignment, review cycles, deployment risk are coordination problems. Tokens/sec won't fix org design.
- @mSanterre (2): @VicVijayakumar But now every engineer has 3 side projects and everyone has a hacky undocumented personal fix for problem B which makes life hell for the team responsible because now everything they do will break someone's hack and could affect the business in unknown ways.
- @guilhermeotina (2): @VicVijayakumar the bottleneck was never individual throughput. 10x faster individuals just hit the coordination and decision-making wall 10x faster. the hard problems are still the hard problems: deciding what to build, agreeing on interfaces, shipping coherent systems
dmitriychuta 介绍自己为 ADHD 人群打造的专注管理应用 DeskMinder，并预告正在开发重大更新和 iPhone 版本，可单独使用或与 Mac 版联动。
✨ I created DeskMinder to help people stay focused and keep their day from turning into chaos, especially for people with ADHD. I’m currently working on a big update and an iPhone version. You’ll be…
受众观点：① 多位用户称赞 DeskMinder 的视觉设计和整体氛围，认为界面既精致又有助于专注（@RoomServicePro, 1likes；@_notnotjake, 1likes） ② 有人表达想参与测试，说明产品在目标用户中有一定吸引力（@wattblicker, 1likes） ③ 也有潜在用户关心 TestFlight 资格和现有 Mac 版付费用户是否能免费获得 iOS 版，关注定价与权益设计（@Liorix3, 1likes）
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- @RoomServicePro (1): @dmitriychuta Looks fantastic honestly. The whole vibe already feels very intentional and polished. If each shape was subtly moving within itself too, it would look absolutely incredible 🔥
- @mattmatt_mm (1): @dmitriychuta Fan of your app.
- @Liorix3 (1): @dmitriychuta Looks great! Can you please send me the TestFlight when it’s out? Also, will the current pro users of the Mac version get the iOS version for free?
- @wattblicker (1): @dmitriychuta That looks very good, I would like to test the beta version.
- @_notnotjake (1): @dmitriychuta whoa those visuals are so cool!
ErnestoSOFTWARE 提出一个“百万美元应用”点子：做一个结合 nano banana 和 AI 视频包装的工具，在画面上方播放令人满足的 AI 视频，下方由 AI 讲解要构建的内容，复用这种高播放量内容格式。
This is literally a $1M app idea 😭 build a nano banana + ai video wrapper -add an AI guy at the bottom saying what to build + add a satisfying AI video playing at the top of the prompt playing out Th…
受众观点：① 有人感叹现在往往是“包装 + 分发策略”赢过“真正的产品”，好的外壳本身就能打败很多功能更强的工具（@thisisnahid78, 0likes） ② 日文和中文评论都在重复强调这是一个价值百万美元的创意，说明大家对这种内容格式的商业潜力有共识（@Thihoanggs, 0likes; @lyosakia, 0likes） ③ 也有简单的“awesome”式支持，反映出受众对这类低门槛 AI 视频产品的兴趣（@haolinlifing, 0likes）
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- @thisisnahid78 (0): @ErnestoSOFTWARE wild how often the wrapper + smart distribution combo beats the "real" product. the format itself is half the game now. might try this approach with my side project, thanks for breaking it down
- @Thihoanggs (0): このアイデアは本当に100万ドルの価値があります。ナノバナナとAIビデオラッパーを構築します。ボトムにAIガイが何を構築するかを言うように追加します。また、満足のいくAIビデオが再生されるプロンプトの上部に再生されるように追加します。この形式だけでも、1つのビデオで1200万以上のビューを獲得しました。この市場では、既に月額200万ドルを稼ぐ他のアプリもあります。うまく機能しています。
- @lyosakia (0): @ErnestoSOFTWARE これは今や100万ドルの価値のあるアプリのアイデアです。ナノバナナ + AIビデオラッパーの構築。成功するためにはこのフォーマットが必要です。
- @haolinlifing (0): @ErnestoSOFTWARE awesome
作者分享自己体验 Google Gemini 的头像视频功能，称生成的视频语音自然、形象还原度高，只是目前时长受限希望能做更长视频。
Gemini's avatar feature is so cool, you guys have to try it. Google really cooked with this one. I just wish I could make longer videos, because this is unbelievable. Perfect voice and it even mainta…
受众观点：① 评论里有人补充提示词技巧，提醒要在 prompt 里写明生成 5–10 秒视频，否则 Pro 计划下可能在视频生成前就触发速率限制（@ai_for_success, 6likes） ② 有人晒出自己做的头像视频，侧重展示玩法和效果对比（@3sankalpsingh, 5likes） ③ 其他用户简单表达“很酷”“很棒”等态度性反馈，整体情绪偏正向（@Sam_AGI_Vietnam 等, 2likes）
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- @ai_for_success (6): While prompting, just add "create a 5 to 10 second video," otherwise you might hit the rate limit before the video is even ready if you are on the Pro plan.
- @3sankalpsingh (5): @ai_for_success mine is better https://t.co/qxIYZnuMej
- @Sam_AGI_Vietnam (2): @ai_for_success Cool
- @FedericoLKG (1): @ai_for_success Yes, its Amazing https://t.co/tDJVCGnvpU
- @nbrichtova (1): @ai_for_success Glad you like it!
作者提出一个 10 步流程来给 AI agent 设计 skill，强调要教会模型像专家一样思考而不是只按清单执行，可用于任何主题。
this 10 step process is the best way to create a skill for your agent it teaches your AI how to think like an expert vs just follow steps. Try it for any topic https://t.co/W2w54dCLeS
受众观点：① 有人分享自己踩坑经历，之前做的 agent 技能只是检查清单，一遇到意外情况就崩溃，后来开始写清每步的原因、顺序和异常处理才真正变得可靠（@Barrettsharpe, 0likes） ② 有开发者指出把执行结果存成 skill 有助于提升可预测性并降低 token 成本，强调持久化技能带来的收益（@APSquaredDev, 0likes） ③ 也有人担心 10 步流程太重，大多数人会做到第三步就停下，然后抱怨 skill 不好用，反映出复杂度与执行率的权衡（@thearslaniqbal, 0likes）
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- @Barrettsharpe (0): The distinction between "think like an expert" and "follow steps" is the whole thing. I spent months building agent skills that were basically checklists. They worked fine until anything unexpected happened. Then they broke because there was no judgment built in. The move was gi…
- @APSquaredDev (0): @boringmarketer Btw, storing the results as a skill really does help improve predictability and lower cost (token usage).
- @thearslaniqbal (0): @boringmarketer Ten steps feels heavy. Most people will stop at step three and complain the skill doesn't work.
- @gghostbo4 (0): @boringmarketer breaking the problem into smaller problems works all the time
独立开发者分享自己把 SuperX 做到 2.05 万美元 MRR、目标 10 万美元的第 348 天进度，并配合一条“这样做生活会变好”的心态建议。
Day 348 of growing SuperX to $100k MRR Progress: $20.5k MRR 🟩🟩🟨⬜⬜⬜⬜⬜⬜⬜ (20.5%) Your life will get better if you do this: https://t.co/ZTs6PJdans
受众观点：① 有人认可 SuperX 的产品价值，直接说这是目前使用 X 的最佳方式并顺势安利免费试用链接，体现产品口碑和转化意愿（@robj3d3, 2likes） ② 有人质疑“只为自己用”的策略，担心如果只有创始人一个重度用户会导致软件成本过高、商业风险大（@aek15, 1like） ③ 也有评论强调“解决自己痒点”是保持长期痴迷和撑过多次转型的唯一方式，肯定这种从自身需求出发的产品路线（@vadym_petryshyn, 1like）
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- @robj3d3 (2): btw SuperX is still the best way to use X and you can try it for free :) https://t.co/zIsZOZDLyy
- @aek15 (1): @robj3d3 I like the idea. I do not think anyone should start building anything if they are not passioned enough, but If we are talking business here, wouldn't it be a very expensive piece of software if you are the only user? Sounds really dangerous as a strategy.
- @harneetsahi (1): @robj3d3 love the advice. i think just getting to call yourself a founder of something is already a huge milestone at least for me. so def working on that always rooting for you too!
- @PedroGuiti (1): @robj3d3 $20.5k MRR is very impressive. I’m rooting for you to get to $100k MRR. That would be life changing.
- @vadym_petryshyn (1): @robj3d3 Scratching your own itch is the only way to stay obsessed enough to survive the pivots :)
dmitriychuta 推广 Subscription Day 订阅管理应用，帮助用户集中追踪各类周期扣费，避免忘记取消试用或年度续费带来的意外支出。
✨ Subscription Day app helps you track recurring payments and subscriptions in one place so you don’t get surprised by forgotten charges, yearly renewals, or free trials you forgot to cancel. The app…
受众观点：① 作者补充应用支持从 App Store、Notion、Google Sheets 快速导入，并提供订阅目录、自定义条目、PDF 报告和年度预测等功能（@dmitriychuta, 1likes） ② 他还提到看到年度总额后很多用户会重新审视自己的订阅，并给出 WELCOME10 折扣码刺激转化（@dmitriychuta, 1likes）
展开评论
- @dmitriychuta (1): The app supports fast imports from the App Store, Notion, and Google Sheets, includes a built in subscription catalog, custom entries, PDF reports, advanced visual statistics and yearly forecasting (Although seeing that yearly total can sometimes be scary 😅 and after that users…
- @dmitriychuta (1): Those who read until the end get a bonus and a small discount with the promo code: 🏷️ WELCOME10
作者谈自己面对仇恨评论时会尽量保持冷静和尊重，但也强调一旦对方越界就不会再客气，划清创作者与喷子互动的底线。
I try to stay calm and respectful, even toward people leaving hate comments. But there is a limit, and if you cross it, don’t expect me to stay nice.
受众观点：① 有人表示自己给喷子一次机会，之后就直接静音或拉黑，强调在社交平台上尊重和边界感的重要性（@jerrod_lew, 8likes） ② 也有粉丝安慰作者，认为在持续被不尊重时偶尔失去耐心是正常的，人本来就会情绪化，不必对自己要求过高（@Soso_fun_yt, 2likes） ③ 其他评论鼓励作者不要浪费时间在仇恨评论上，认为他给 AI 社区带来了很多价值，建议专注创作和家庭生活（@dxrulezsrb 等, 1like）
展开评论
- @jerrod_lew (8): @ai_for_success I give people one chance, then they get muted or blocked. Respect is so important on here.
- @Soso_fun_yt (2): Really, and it's normal at a certain point to lose the patience, people have sometimes irrespectful reactions toward you, or just have hate, and it's normal at some point to be less polite/respectful 🙏🤍 You are already very respectful, and we are human, so, it's normal to someti…
- @arjunaaqa (2): @ai_for_success what will you even do if i do it 3-4 times everyday, but only to guys who bothered you like this.
- @GokBoraYlmz (2): @ai_for_success Don't even waste time thinking about people who are so empty headed as to leave hateful comments keep creating brother 🫡👷
- @dxrulezsrb (1): @ai_for_success You shouldnt bother with comments, you bring big value to AI community and now also have a lovely family, so just block them or ignore
作者长期分享自己构建的 OpenClaw agent 系统，这条是在热度退去后反思：现在更关注长期使用体验而不是配置本身。
i’ve been posting about OpenClaw for months now so this isn’t some “i just discovered agents” post but i've been extremely interested in how its started to look and feel over the long run now the hyp…
受众观点：① 做 AI agent / 自动化产品的独立开发者 ② 在用 Claude Code / OpenClaw 等工具做长期项目的工程师 ③ 想把 side project 做成高留存工具的产品人。
展开评论
- @DavidGardnerAI (1): @jordymaui Same here. The big change is when it stops feeling like a tool you keep prompting and starts feeling like something you live alongside. Still messy, still early, but the compounding is real.
- @HamadXBT (1): @jordymaui Strong energy here
- @AdamFDF_ (1): @jordymaui What happened to Momo
- @buildwithgoks (0): @jordymaui Memory is the bit that changed it for me. Without that, every agent wakes up brand new and annoying.
- @LDLoeb (0): @jordymaui Which version are you on? I’m holding on 5.7 for now.
Anthropic 宣布在 Claude 平台上线 Claude Managed Agents 公测，提供托管基础设施和高性能 agent 框架，帮助团队从原型快速上线大规模 agent 应用。
Introducing Claude Managed Agents: everything you need to build and deploy agents at scale. It pairs an agent harness tuned for performance with production infrastructure, so you can go from prototyp…
受众观点：① 想在 Claude 平台上做生产级 agent 的独立开发者和小团队 ② 目前在自建队列/worker/工具调用系统的工程师 ③ 关注 Anthropic 生态、考虑从 OpenAI 迁移部分工作负载的开发者。
展开评论
- @claudeai (2533): Shipping a production agent meant months of infrastructure work first. Managed Agents handles that for you. Define your agent's tasks, tools, and guardrails, and we run it on our infrastructure. Here's what early customers have built: https://t.co/TEMDa1eYNp
- @inmaownhead (1819): @claudeai I just woke up bro 😭 https://t.co/eOHExOL0YN
- @MainStreetAIHQ (1070): @claudeai Life if anthropic just fixed the usage https://t.co/4vtM2OtsyX
- @illuvanati (990): @claudeai This is all I have to say https://t.co/bOr3n0skB4
- @heyyritik_ (605): @claudeai https://t.co/WqAk43yql8
Claude 宣布 Claude Code 新增 Remote Control 功能，可在本地终端启动任务后，通过手机或网页远程接管同一会话，让代码任务持续在本机跑。
New in Claude Code: Remote Control. Kick off a task in your terminal and pick it up from your phone while you take a walk or join a meeting. Claude keeps running on your machine, and you can control…
受众观点：① 已在用 Claude Code 或考虑上手的开发者 ② 经常需要在笔记本、台式机和手机之间切换的远程工作工程师 ③ 想把 AI 深度嵌入开发流程的独立开发者。
展开评论
- @claudeai (2417): Remote Control is now available in Research Preview for Max users, and coming soon to Pro users. Run `claude rc` to get started. Docs: https://t.co/mdW9AaC0zM
- @izana3133 (1539): @claudeai “Ok Claude Code, do whatever u want, just make no mistakes” https://t.co/iQnMT75TqM
- @vlelyavin (324): @claudeai openclaw users have had this for months but it's cool to see claude code catching up lol ngl the "start a task and check from your phone" workflow is genuinely addictive once you try it
- @fourtisann (4): @claudeai https://t.co/RaxfBOHTFl
- @Pavan_Kumar_Pal (0): Remote control for Claude Code is a game-changer. The ability to start tasks on your desktop and continue on mobile breaks down the context-switching friction that kills productivity. Curious about the latency experience across networks—is sync real-time or does it queue updates…
作者推荐一节斯坦福关于 ChatGPT 和 Claude 工作原理的公开课，认为比刷两小时 Netflix 更值，并称这是自己见过最清晰的入门讲解。
instead of watching 2 hours of Netflix tonight, watch this Stanford lecture it's the clearest explanation I've seen of how ChatGPT and Claude actually work useful whether you've never touched AI in y…
受众观点：① 刚入门但每天在用 ChatGPT/Claude 的工程师和产品经理 ② 想系统理解大模型原理的独立开发者 ③ 需要给团队科普 LLM 基础的技术负责人。
展开评论
- @Redflagsignals (50): @AnatoliKopadze understanding how the model actually works changes how you use it, most people skip this step and wonder why their outputs are inconsistent
- @ManOnTheGreen (30): @AnatoliKopadze Anatoli, don’t you think it would have been appropriate to credit the lecturer here (Yann Dubois)? @yanndubs
- @unim38498402 (18): @AnatoliKopadze You should name the lecturer who is giving you this valuable knowledge and on whose intellect you are getting your 2 mins of fame and clicks. Have basic intellectual integrity when you post academic lectures online.
- @populr_knapsack (17): @AnatoliKopadze trust me you don’t have to convince women to choose watching this gigachad over Netflix https://t.co/twlkjwHrfF
- @nekooechi (15): @AnatoliKopadze That's really useful and clear. I translated into Chinese and I hope more people could use these excellent skills.
OpenAI 宣布其模型在著名的平面单位距离问题上取得突破，推翻了近 80 年来数学界认为方格网近似最优的传统看法。
Today, we share a breakthrough on the planar unit distance problem, a famous open question first posed by Paul Erdős in 1946. For nearly 80 years, mathematicians believed the best possible solutions…
受众观点：① 关注前沿 AI 研究进展的工程师和独立开发者 ② 对自动定理证明、形式化验证感兴趣的技术人 ③ 想判断“AI 做研究”对自己行业影响的产品和创业者。
展开评论
- @VictorTaelin (4135): @OpenAI the 4chan anon who contaminated the dataset with this incredible insight must be really proud right now
- @OpenAI (3227): The proof came from a general-purpose reasoning model, not a system built specifically to solve math problems or this problem in particular, and represents an important milestone for the math and AI communities. https://t.co/a0DKbCAWZI
- @coreyward (832): @OpenAI Don’t get fooled by the phishing attempt. cc: @nikitabier https://t.co/h4wKfOJWxr
- @boneGPT (379): @OpenAI @wyqtor BREAKING: Proof was already in the training data solved decades ago again
- @CircumjovialLLC (373): @OpenAI This is not a human achievement. We exist for human achievement. A world where we are all passive observers while AI models do all the achieving is a nightmarish dystopia and humanity can choose not to take that path.
作者推荐一场约 40 分钟的 Moonshot AI 创始人关于 Agent Swarms 和大规模 AI 系统的演讲，称其是自己见过最清晰的系统级讲解。
instead of watching 2 hours of Netflix tonight, watch this 40-minute masterclass from the founder of a $20B China AI company it's the clearest explanation I've seen of how Agent Swarms and AI systems…
受众观点：① 正在尝试构建多 agent 系统或工作流编排的独立开发者 ② 对 Kimi / Moonshot 这类大规模系统架构好奇的工程师 ③ 想把单一 LLM 调用升级为复杂自动化系统的产品和技术负责人。
展开评论
- @1adarshp (112): @kirillk_web3 It is ironic to see Chinese AI companies democratizing intelligence, while American AI companies keep it closed off.
- @Apex_Intellect (82): @kirillk_web3 Most people cannot follow this at all. This is the midpoint of instruction, not the start
- @jamesthomason (34): @kirillk_web3 The original video is this full ~40-minute keynote by Zhilin Yang (founder of Moonshot AI / Kimi): https://t.co/JyvkKqHs0e It's officially uploaded on the Kimi AI YouTube channel.
- @online6731 (33): @kirillk_web3 Kimi is actually insane I’ve been using it heavily for months and didn’t even realize it was Chinese at first. It’s next level for research, building presentation, and I even used it to create a full time tracker Chrome extension. Dude, the output quality is on ano…
- @kirillk_web3 (32): My private telegram👇 https://t.co/b5HedwfJkb Link Youtube - https://t.co/wFDobtM2JV
Cofounder 2 宣布上线，主打用一套代理人基础设施帮一个人编排工程、销售、运营等全公司工作，号称支撑「一个人十亿美元公司」。
Announcing Cofounder 2: Run an entire company with agents. It's the infrastructure for the one person billion dollar company - orchestrating agents across engineering, sales, marketing, ops, and desi…
受众观点：① 想用多代理人跑业务流程的独立开发者和小团队 ② 关注 agent infra、org chart 编排等底层能力的工程师 ③ 对「一个人公司」叙事感兴趣的创业者。
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- @ndrewpignanelli (305): Cofounder puts your agents on an org chart, enabling massive parallel work. And each agent gets a specialized workspace depending on its function. On the highest level, Cofounder manages it all - kicking off tasks, monitoring work, and executing long term strategy. https://t.co/…
- @klijakub (66): @ndrewpignanelli Watching it in our office rn https://t.co/vl6RidcGMW
- @ArjunMahadevan (29): @ndrewpignanelli SHEESH lets get LLC formation going in this⚡⚡⚡ https://t.co/uEe13raFr9
- @Jackyhuang (28): @ndrewpignanelli YAYYYYYYY we love another great hard launch 🩵🌻🎉
- @rebeccakaden (14): @ndrewpignanelli But what company is your grandma starting now? I’m in.
Andrew Ng 宣布上线全新课程 Agentic AI，系统教授构建 AI agents 的实战技能和四种关键 agent 设计模式，面向想进场做代理人的开发者。
Announcing my new course: Agentic AI! Building AI agents is one of the most in-demand skills in the job market. This course, available now at https://t.co/Ryb1M38I1v, teaches you how. You'll learn to…
受众观点：① 想转型做 Agentic AI 的工程师和学生 ② 已在用 Claude/GPT 做简单自动化，想升级到多步骤 agent 的独立开发者 ③ 关注课程性价比和落地性的从业者。
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- @getintorch (0): @AndrewYNg evals + error analysis = the difference btwn "agent that works sometimes" & production system most teams skip this & wonder why their agentic stack breaks on edge cases
- @SamGrisanzio (0): @AndrewYNg Finally someone teaching actual implementation instead of just hyping AI agent frameworks endlessly.
- @DEXLaboratory4 (0): @AndrewYNg This might be a good starter tbh, but building agents will become obsolete in the next 24 months as natural language creation gets more popular. @workloopai for natural language building + execution @avm_codes for execution layer of any agentic ai solution
- @xuemanzi8848 (0): @AndrewYNg Education will be the real revolution of this AI era — not replacing teachers, but scaling mentorship to everyone.
- @ai_for_success (0): @AndrewYNg Always bring up the best.
HyperAgent 团队宣布拿出 1000 万美元资助 500 位做「agent-first」业务的创始人，押注自主代理将驱动下一代公司形态。
We’re giving away $10,000,000 to founders building agent-first businesses. Autonomous, proactive agents will run tomorrow's companies. We're backing 500 founders building them. The Founding 500. http…
受众观点：① 正在做或想做 agent-first 产品的独立开发者 ② 想借助外部资金和平台放大个人生产力的工程师创始人 ③ 关注 AI 创业融资风向的从业者。
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- @TiffanyFong (126): @howietl applying & telling no one so my 499 competitors do nothing
- @zeng_wt (17): @howietl This is a massive signal for the agent-first wave. The idea that small teams can now run hundred-million dollar ops with proper agents is wild. Curious, what's the biggest surprise you've seen from early HyperAgent users so far?
- @DataChaz (13): @howietl Nice, actually! only my @Airtable ppl could ship an agent platform with this much Enterprise polish ;)
- @stephmui (12): @howietl as a daily hyperagent user, $20K goes a LONG WAY. this is such an awesome campaign
- @shiri_shh (8): @howietl hey @howietl can we apply as a team or just for solo founders?
Satya 宣布 Outlook 上线 Agent Mode，Copilot 可以自动帮用户整理收件箱、重排日程并优先处理重要事项。
Agent Mode is here in Outlook! Copilot can now help run your inbox and calendar, triaging emails, rescheduling meetings, and helping you stay on top of what matters most. https://t.co/1N21gY07v2
受众观点：① 重度依赖邮箱和日程的知识工作者 ② 想把 Copilot/Outlook 接入自己工作流的工程师 ③ 关注大厂如何把 agent 植入传统办公软件的产品经理。
展开评论
- @rfleury (1255): @satyanadella Delete both this feature and your account
- @satyanadella (151): Now available in our Frontier early access program: https://t.co/7bTm39Px2W
- @RadeGarol (12): @satyanadella AI product launches from Microsoft need a slogan. How about: “Bolted on, not reimagined.”
- @UrMoonDoo (10): @satyanadella Satya, we need better Outlook before agents run it. The patient is still sick.
- @TrendSpider (3): @satyanadella https://t.co/SuP0hQfxTH
一位独立开发者在早期阶段制作一款受 Prototype 启发的狼人动作游戏，主打攀爬、疾跑和潜行等高机动战斗体验，征求玩家是否会想玩。
This solo indie dev is building a Werewolf game with combat to be heavily inspired by Prototype (2009) - Tree climbing, wall running, sprinting on all fours - Semi open world - Stealth or go feral Ve…
受众观点：① 关注独立游戏开发流程的开发者 ② 正在犹豫是否启动野心较大的 side project 的工程师 ③ 对 Prototype 风格动作游戏感兴趣的玩家。
展开评论
- @IndieGameJoe (56): the indie dev has stated there will be human enemies first to nail the core loop, then werewolves, goblins, orcs and werebeasts. enemies drop weapons you can use and throw. bosses unlock new combat styles. a playable demo is coming soon! support the dev: https://t.co/bSjquYdAXs
- @IndieGameJoe (14): hey guys, the dev JUST messaged me and has said he started a Discord server! https://t.co/UHLC0GmMRr let's show support, feel free to say indie game joe sent you! <3
- @hivinz_ (7): @IndieGameJoe 100% would play this. Prototype was so underrated — a solo dev channeling that energy is wild 🐺
- @GenesisNA_ (3): @IndieGameJoe I think there would have to be some incentive to climbing trees and jumping from one to another, rather than just running on two’s/sprinting on four’s. If there isn’t I’d rather just run. But looking solid, hope they keep it up
- @lonelycanidae (3): @IndieGameJoe Werewolves mixed with Prototype? Fuck yeah I'd play it.
作者分享开源项目 Proxifly，可每5分钟自动抓取并验证免费代理，当前覆盖60国、806个可用节点，解决爬虫和数据采集时免费代理大量失效的问题。
开发爬虫和做数据采集，代理服务器几乎是刚需：不然 IP 很容易被封。可惜网上多数“免费代理”早就失效。 在 GitHub 上刚好发现 Proxifly 这个开源项目：每 5 分钟自动抓取、更新并验证免费代理，把可用性这件事直接做到了位，省掉大量排查成本。 目前覆盖 60 个国家，提供 806 个可用代理，支持 https://t.co/ljFZdosoAi
受众观点：① 需要大规模采集公开网页数据的独立开发者和数据工程师 ② 想降低代理成本又不想自己维护验证脚本的爬虫从业者 ③ 做 AI 训练数据或监测服务的创业者。
展开评论
- @wsl8297 (0): 我用夸克网盘给你分享了「AI全套攻略（持续更新中）」 https://t.co/7wTL80HWIu
另一条推文同样推荐 Proxifly，强调其每5分钟自动抓取和验证免费代理、覆盖60国和806个在线节点，支持多种协议，主打解决爬虫不挂代理就被封 IP 的痛点。
做爬虫不用代理？IP 分分钟给你封死！ 网上那些免费代理列表，十个有九个是废的，自己一个个测简直在浪费生命。 GitHub 上发现个宝藏项目 Proxifly，帮你把这事全包了： ① 每5分钟自动抓取+验证，死代理直接淘汰 ② 覆盖60个国家，806个可用代理实时在线 ③ HTTP / HTTPS / SOCKS4 / SOCKS5 https://t.co/LxuZneEbBc
受众观点：① 正在写爬虫但还在手动找免费代理列表的新手 ② 想快速验证市场想法、需要临时抓数据的 indie hacker ③ 做监控/比价/情报类产品的工程师。
展开评论
- @crypto_fyy (0): @NFTCPS 这个项目看着不错：它怎么处理带认证的 SOCKS5 或需要验证码的目标站点？
- @upulseapp (0): @NFTCPS 做内容调研时试过几个免费代理池，稳定性确实一言难尽。这个5分钟自动验的机制省了不少手工排查的工夫。
- @White16763 (0): @NFTCPS 确实，免费代理列表的体验就是：能用的一只手数得过来。Proxifly 这个项目有点意思，每5分钟自动验证一轮，省去了自己写脚本测试的麻烦。已 Mark。
推文安利开源爬虫工具 OpenClaw，号称零反爬检测、原生绕过 Cloudflare、比 BeautifulSoup 快774倍且无需维护选择器，主打「能爬任何网站」的降维打击体验。
兄弟们，让OpenClaw龙虾能爬任何网站，直接把爬虫圈给炸了！！ 这个开源工具： ① 零反爬检测，原生绕过Cloudflare，速度比BeautifulSoup快774倍！ ② 不用维护选择器、不用骚操作、直接拿数据就完事了。 这他妈是降维打击啊，还完全开源，不用白不用。 还不赶紧冲？错过这波，你连灰都吃不上！ https://t.co/SJt8JOu5E0
受众观点：① 需要高强度抓取网页数据的工程师和独立开发者 ② 想给自家 AI 产品喂实时网页数据的创业者 ③ 目前还在用传统解析库、对新一代爬虫框架感兴趣的技术人。
展开评论
- @ChainLog7 (0): @NFTCPS 哇 这个速度好猛🥹
- @ohouhou717 (0): @NFTCPS 笑死，这速度也太离谱了吧？
- @justloveabit (0): @NFTCPS 跟着鸟哥学习
- @Web3Tashan (0): @NFTCPS 爬推特不需要多账号？
- @grainrain_young (0): @NFTCPS 昨晚试了下，确实好用
这条帖子介绍了一个名为 SoftwareCopyright-Skill 的开源技能，能一键生成国内软件著作权申请所需的表格、操作手册和代码截取材料，解决独立开发者准备软著资料又繁琐又易出错的问题。
独立开发者在国内做软件开发，申请软件著作权几乎是必做的工作之一。 但准备材料环节真的折腾，要申请表字段、操作手册、代码截取，格式和信息还得前后一致。 偶然看到 SoftwareCopyright-Skill 这个开源技能，可以帮我们在项目中一键生成整套软著申请资料。 https://t.co/YPpAxQEevz
受众观点：① 独立开发者和小团队在国内发版、上架前需要补齐软著合规链路的人 ② 正在做开发者工具或自动化工作流，希望把“政府/合规表单”变成一键生成能力的产品人和工程师 ③ 对开源技能、MCP/agent 如何接入本地开发流程感兴趣的技术用户。
展开评论
- @QT9277 (0): @GitHub_Daily 软著工具一键生成材料，省心又合规。
- @kood520 (0): @GitHub_Daily 软著材料自己本地跑一遍比交给代办踏实，至少代码片段和项目说明都是真实的，不会被退件打回。
- @denziideng (0): @GitHub_Daily 在开源的世界里，著作权就是一个笑话😔
这条推文介绍了 Higgsfield MCP，把以往需要复杂技能和多工具协作的 AI 电影制作流程，简化成几乎一条指令就能完成的系统，强调从创意到分镜、角色一致性到场景生成都被统一封装。
AI filmmaking just changed completely… Higgsfield MCP is basically turning complex AI film production into a one-command system. Before this, making cinematic AI videos still required a LOT of skill:…
受众观点：① 想用 AI 做短片、广告或内容营销但不懂视频制作的创作者和独立开发者 ② 正在做多工具编排、希望用 MCP 或 agent 把复杂流程封装成简单接口的工程师 ③ 关注 AI 原生内容生产基础设施、想寻找新产品机会的产品经理。
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- @Jadatyie (1): @MonetizationDon This is actually very amazing tho
- @MTonai62045 (1): @MonetizationDon This is really great from them 👏🏼
- @elijahnnaoma1 (1): @MonetizationDon Love this approach fam
- @ByteFuserUK (0): @MonetizationDon Agreed. For me the unlock isn't one nice clip, it's getting from idea to structured scenes without endless tool hopping. If the consistency holds up, this changes a lot very quickly.
- @Fabiola_ug (0): @MonetizationDon AI has done more good than harm
这条推文引用 Anthropic 产品经理 Mahesh Murag 的观点，强调记忆是让 AI 代理能靠自身经验进化的关键，并指出 MCP 的真正价值在于作为记忆层，让正在用 agent 构建产品的人和还停留在表面的人拉开差距。
Mahesh Murag (PM, Anthropic): “memory is the thing that will get us to self-learning agents that evolve and improve based on their own experience.” the guy who built MCP just told you exactly what’s…
受众观点：① 正在用 Claude、OpenAI 等做多步 agent，却还停留在无状态调用阶段的开发者 ② 想把客服、运营或数据处理流程交给 agent，但担心“学不会历史经验”的产品经理 ③ 对 MCP 生态感兴趣、想理解除了工具集成外还能做什么的技术用户。
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- @sairahul1 (1): @leopardracer Yeah. Everyone needs to understand how AI agents work
- @yukix_daily (0): @leopardracer mcp as memory layer changes what you're actually building toward. tool integration is the easy framing. memory is the one that compounds.
- @use_fo (0): @leopardracer Self-learning agents are great until they 'experience' a bug once and decide it's actually a feature for the next 10,000 iterations.
- @keithso27 (0): @leopardracer Im trying to have a crack at it: https://t.co/rwwVt9hty4
- @GlobalFadi (0): @leopardracer Agreed. Memory will matter, but without verification it just becomes error accumulation at scale.
这条推文展示了 MPP32 MCP 服务器如何把 @_PIVX DAO 的治理数据实时拉进 Claude，包括主节点投票、国库预算等，并同时为 AI 代理提供 Solana 代币情报、风险评分和投资组合等链上数据接口。
The MPP32 MCP server just pulled live @_PIVX DAO governance data directly into Claude Masternode votes. Treasury allocation. Budget proposals. The same server also gives AI agents access to: Solana t…
受众观点：① 想用 AI 帮忙看链上数据、治理提案或投资组合的加密用户和开发者 ② 正在做数据 API 或分析工具，希望通过 MCP/agent 让非技术用户也能查询复杂数据的产品人 ③ 对“AI + 金融数据”场景感兴趣、想找切入点的独立开发者。
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- @JulzCaliLabs (7): @MPP32_dev @_PIVX Welcome to the future @_PIVX.
- @HectorG2729 (6): @MPP32_dev @_PIVX M32 will be the standard 🚀
- @blockchain_mav (6): @MPP32_dev @JulzCaliLabs @_PIVX …and it looks good ! 🫱🏾🫲🏻🔥🥹
- @ContextChain (4): @MPP32_dev @_PIVX 🔥
- @KThor06 (4): @MPP32_dev @8055ZKH @_PIVX Oh shiii thats serious thing!
这条推文转述了一篇一人公司技术栈踩坑记录，重点讲 Supabase 在国内连接慢、Vercel 部署在海外访问延迟高等问题，并给出用腾讯云 CloudBase 等本土替代方案来落地 Supabase+Vercel+Stripe 组合的思路。
一人公司技术栈踩坑实录——Supabase+Vercel+Stripe到国内怎么落地： 有个独立开发者写了一篇详细的踩坑记录，核心问题： ❌ Supabase：国内连接慢/不稳定 → 替代方案：腾讯云CloudBase（免费额度够MVP） ❌ Vercel：部署在海外，国内访问慢 →
受众观点：① 在国内或亚太地区做面向全球用户产品的一人公司和小团队 ② 正在用 Supabase、Vercel、Stripe 搭 MVP，但担心国内访问和合规问题的独立开发者 ③ 想系统梳理“理想技术栈”和“现实网络环境”之间差距的产品和工程师。
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- @Ps0eTB3Swp14638 (0): @ai_xiaomu 一人公司技术栈选型太重要了
- @janet964520416 (0): @ai_xiaomu 这套组合拳在国内属于“理想很丰满，延迟很诚实”。 Next.js负责岁月静好，底座负责替你挨打。
这条推文安利了一个 2026 年很火的设计灵感网站，设计师、产品经理和独立开发者可以直接在上面找灵感、复制图层和借鉴顶级交互，从而减少刷 Dribbble 或从零画原型时灵感枯竭的痛苦。
2026 年最火设计灵感神器 🔥 https://t.co/VWkThNOR13 设计，产品经理、独立开发者直接在这里找灵感、复制层、借鉴顶级交互，再也不用刷Dribbble刷到吐或自己从零画原型，灵感枯竭直接被干没！ 用了就回不去了 😭 https://t.co/g9RkN3SCk6
受众观点：① 需要自己画原型的独立开发者和小团队产品经理 ② 想提升交互质量但缺乏系统设计训练的工程师 ③ 对“灵感平台 + AI”组合感兴趣、希望提高从灵感到落地效率的创作者。
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- @0xKingsKuan (4): 企业级可信生产力平台！ https://t.co/UdYimGFIzH
- @wangy112375 (0): @0xKingsKuan 收藏了 AI时代就缺灵感 哈哈
- @ZF_lab (0): @0xKingsKuan 你是真会找！
- @TheReality32 (0): @0xKingsKuan 王哥还知道追波?老产品经理了啊
- @0x10Me (0): @0xKingsKuan 这个脑洞也太对胃口了
一条关于臭名昭著的 MySQL 20 年老 bug #11472 终于被修复的帖子，评论区在调侃依赖这个“特性”的代码和多年未修的历史包袱。
Cake is still welcome.
受众观点：① 很多人半开玩笑说自己代码依赖这个 bug，担心修复会破坏现有系统（@keketi_, 720分） ② 有人提到原始报告者多年后又回来留言，凸显这个 bug 陪伴开发者职业生涯的时间长度（@qascevgd, 295分） ③ 也有人担心修复会让各种野路子 workaround 崩掉，说明社区对数据库行为稳定性的高度敏感（@pixelbart, 208分）
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- @keketi_ (720): WTF? I was relying on this feature! Change it back please.
- @nucLeaRStarcraft (341): > [15 Jul 2020 12:28] Jay Godara > Guys my girlfriend says that she will marry me once this bug is resolved. Do we have any update on this? > P.S: We've been waiting since 2017 and she's now consider to Gary. > P.S 2: Gary you're a prick! lol
- @qascevgd (295): Haha, the most recent comment is from the original reporter as well.
- @Rulmeq (212): :) https://xkcd.com/1172/
- @pixelbart (208): But fr, if it’s been there for so long, there must be countless workarounds in the wild and I wouldn’t be surprised if at least one of them breaks because of this fix.
作者分享自己如何让 Zig 写的游戏玩法代码支持热重载，并在博文中总结实现过程和踩坑经验。
A couple of months ago I made the zig parts of my game’s codebase hot reloadable. A few people have asked me about challenges and issues with doing that, so I wrote a blog post about it. Not a how-to…
受众观点：① 有读者好奇设计是否一开始就清晰，以及 Zig 代码里沿用多少 C++ 模式，说明大家关注架构演进和语言风格取舍（@Awesan, 1分） ② 作者详细解释 allocator 和 IO 接口在重载后的修补方案，并贴出 gist，满足对实现细节感兴趣的开发者（@unvestigate, 1分） ③ 还有人从项目周期角度质疑花时间做基础设施是否拖慢了游戏进度，引出“工程完美 vs 交付进度”的老问题（@want_to_want, 1分）
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- @Awesan (1): This is very cool, thanks for sharing. In practice was the design obvious from the start or did you go through several iterations? Off topic, but I'm also quite curious how many cpp "patterns" the zig code has inherited and how that feels. For example I wouldn't naturally reach…
- @unvestigate (1): Thanks! I had been sitting on the idea for a while, but the actual work took only a week and a half (+ the occasional bugfix since then). Almost all of the stuff I mentioned in the blog post went in "on the first try", but I needed to do some acrobatics on the general purpose al…
- @want_to_want (1): Very cool! I looked through the rest of your blog too, your game looks great, especially the vehicle models. However, isn't 8 years in development a bit too long? I understand the urge to build things the right way. Recently I released a simple app that took a while to build, be…
- @unvestigate (1): Hah, yeah. The blog has been going on for some time, but I actually started this game in 2023. There was an earlier incarnation of the project called "Slide" which I originally started working on in 2018 or so. They both run on the same engine and they are both vehicular games,…
一则提醒 VS Code 用户注意 NX Console 等扩展疑似被注入恶意代码的帖子，但评论指出 TeamPCP 其实是黑客组织名而非扩展，质疑爆料可信度。
For those using VSCode extensions like NX Console or TeamPCP, there’s been a reported breach where malicious code was injected into these tools via GitHub. The issue was discovered in May 2026, and w…
受众观点：① 有人指出 TeamPCP 是黑客组织而不是扩展名，从而怀疑整篇帖子信息是否准确（@sylvester_0, 12分） ② 有人调侃如果真装了叫 TeamPCP 的扩展就活该出事，反映大家对“可疑命名工具”的直觉不信任（@RustOnTheEdge, 2分） ③ 也有开发者表示只用微软官方支持的扩展，并关闭自动更新以降低风险（@Kenny_log_n_s, 2分）
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- @sylvester_0 (12): TeamPCP seems to be the name of a hacker/exploit group, not a VS Code extension. That makes me question the rest of this post.
- @RustOnTheEdge (2): Haha I was thinking “Jesus if you use an extension named TeamPCP you deserve what is coming your way”
- @Kenny_log_n_s (2): At this point, I just don't use extensions unless explicitly supported by MS.
- @Steveadoo (1): I’ve disabled auto update on every one as well. There’s a shortcut in vs code for it.
作者做了一个对比实验：给同一个模型一份 TypeScript 代码库的结构图后，虽然上下文 token 消耗更多，但导航更自信、探索更全面，说明结构理解和执行上下文是两个不同问题。
Working on a coding tool and ran a benchmark that surprised me. The setup: two arms, same task (trace a webhook flow through a TypeScript codebase), same model. Arm A got a structural graph upfront —…
受众观点：① 有人关注这是否违反社区对 AI 内容的规则，说明大家对基于 LLM 的实验帖仍有合规顾虑（@Kwantuum, 2分） ② 有评论者强调结构化、图化的上下文能让模型表现更好，支持“结构图提升导航质量”的结论（@Altruistic_Night_327, 1分） ③ 也有人直接问“是不是在用更多上下文的同时性能更好”，关注的是性价比和效果权衡（@TheChildOfSkyrim, 1分）
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- @Kwantuum (2): Breaks the AI rule.
- @Altruistic_Night_327 (1): I don't think I am I am mentioning mathematical and structured ways to improve existing systems, I mentioned an llm for the test case because it is needed as evidence
- @TheChildOfSkyrim (1): > the structural map enabled more confident and thorough exploration within the same task. So the good news is, while using more context it actually performs better?
- @Altruistic_Night_327 (1): If given in a structured way yes Not just random context but structured Graphed and connected context
- @Popular-Awareness262 (1): ngl having real benchmarks on the nav vs execution split is useful af
楼主讨论在非对比式自监督方法如 BYOL、JEPA、data2vec 中如何选择超参数和架构，并质疑 RankMe 等指标在训练目标里被吸收后是否还能作为有效评估标准。
Non-contrastive SSL methods like BYOL/JEPA/data2vec seem promising, but I have no idea what is being learned, or how well; it’s models all the way down. Maybe I’ve got supervised tasks for which I’d…
受众观点：① 有人担心大家实际上是通过“偷偷用监督信号”来选 JEPA 超参，从而导致论文结果和社区热情可能被 p-hacking 和基准过拟合放大（@XTXinverseXTY, 13分） ② 同一位评论者还指出某些看似经验分享的账号疑似 LLM 生成内容，引发对社区讨论真实性的担忧（@XTXinverseXTY, 13分） ③ 也有研究者建议从 JEPA score、密度估计和 OOD 检测能力等角度来评估表示质量，给出更技术向的替代指标（@mvreich, 8分）
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- @XTXinverseXTY (13): If people are selecting hparam/arch primarily by supervised-learning-through-the-backdoor, then it makes me a little more skeptical of published results and academic enthusiasm for JEPA. The mystery provides convenient cover for possible p-hacking and benchmark overfitting This…
- @XTXinverseXTY (13): {random synonym}-{random noun}-{4-digit number} is an LLM. Their comment contains no information and is inconsistent with their comment history. Those hyphens would be em dashes if the prompt hadn't specified no capital letters and no em dashes It's not impossible that an IT tec…
- @mycakeisalie1 (9): Peripheral and likely unhelpful comment from someone outside of machine learning (applied mathematics). I find it hillarious that something as principled as calculating the effective rank has to have some silly marketable name, "RankMe". Typically, something has to be very novel…
- @mvreich (8): Maybe look into JEPA score, which can be used for density estimation. You can run various kinds of tests, depending on what you want to check. E.g. if there is some sort of mode collapse, the pseudo likelihood might peak at some points and not give sufficient weight to uncommon…
- @ahf95 (6): Lmao did I miss something? Or did the comments get edited?
一位有工作坊论文被 ICML 2026 接收但没抢到主会票的作者，询问只参加工作坊是否值得，尤其是在需要跨国差旅成本的情况下。
Hi! I missed securing a main conference ticket for ICML 2026, as my workshop paper got accepted two days ago. Do you believe that it is worth attending just workshops at such A\*-tier conferences (wi…
受众观点：① 有人表示如果只是博士生自己掏钱远程飞来只参加工作坊可能不值，但也提到主会票其实只是涨价而非完全买不到的情况（@Massive_Horror9038, 13分） ② 有评论认为如果你在找新项目或工作机会，工作坊依然很有价值（@Ok-Painter573, 11分） ③ 也有人强调工作坊本身就是会议里最好的部分，说明不少人更看重小范围、垂直主题的交流（@TheBillsFly, 7分）
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- @Massive_Horror9038 (13): As a PhD student, I would not seek funding to travel to a distant country solely to attend workshops. But why can't you buy a conference ticket? It is still available, only with a slightly higher cost
- @Ok-Painter573 (11): I think if you are looking for new projects to work on or a job then yes, it might be worth it
- @dreameroutloud (7): General attendance is sold out. Otherwise I would’ve bought it. They reserved some tickets for accepted authors etc.
- @TheBillsFly (7): Workshops are the best part of the conference
- @Massive_Horror9038 (4): Sorry, I was not aware that it was possible to sold out
作者开源了 MergeNB，这是一款面向 Jupyter Notebook 的 VS Code 扩展和 Web UI，用来更直观地解决 notebook 在 git 协作中的合并冲突。
I used to work heavily with Jupyter Notebooks + git + VS Code in a collaborative research setting and found nbdime to be somewhat buggy/a hassle to work with in general. So, in typical side project f…
受众观点：评论区目前几乎没人互动，说明这个工具还在冷启动阶段，潜在用户（用 Jupyter + git 的研究者和工程师）可能还没发现它，也没有关于稳定性、性能或与现有工作流集成的反馈可参考。
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NYU Stern 研究写作者 Nathan Witkin 系统批评 METR 著名 AI 时间视野图表，指出人类基线被瞎估、样本偏置和数据污染等严重方法学问题，认为该图根本无法支撑关于编码工作被 AI 取代时间表的结论。
Nathan Witkin, a research writer at NYU Stern’s Tech and Society Lab, [writes](https://www.transformernews.ai/p/against-the-metr-graph-coding-capabilities-software-jobs-task-ai) damningly about the f…
受众观点：① 有人感叹好研究太少、坏 benchmark 却影响巨大，呼吁更多严谨工作支撑教学和决策（@LetsTacoooo, 1分） ② 一线教学和应用场景中，很多人明知 METR 有问题却缺乏替代方案，只能被动接受失真的 AI 能力认知（@LetsTacoooo, 1分）
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- @LetsTacoooo (1): Damn, yeah... And it's also why we need more research on this space. anecdotally: while preparing a class, I tried looking for alternative studies, a trusted friend told me METR was not good, and overall did not find much, so we end up with a distorted view of how useful these t…
楼主在做强化学习机器人项目，准备从旧环境迁移到 NVIDIA Isaac Sim / Isaac Lab，却发现文档差、搭建新环境和自定义算法很折腾，于是向社区请教大家在实验室里到底怎么用这套栈。
The reason for this query is that I am in the process of shifting to Isaac Sim / Isaac Lab since that is what seems to be in use nowadays. However, Isaac Lab is proving to be somewhat difficult to ha…
受众观点：① 读者关心 Isaac Lab 的实际可用性，尤其是多智能体 PPO 等复杂场景下的工程体验和坑点（无高赞具体用户，仅从原帖问题抽象） ② 也有人在思考是继续啃官方脚手架还是自己封装 Isaac Sim 接口，以换取更可控的代码结构和调试体验（无高赞具体用户，仅从原帖问题抽象）
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作者在双核 RISC-V 微控制器 CH32H417 上用纯 C 实现了 1260 万参数的 DCGAN 推理，从 SD 卡流式加载权重，在 512KB SRAM 内生成 64×64 猫脸图像，并用量子随机数作为噪声源做成艺术装置。
Just thought I'd share, I ran a DCGAN on a dual core RISC-V microcontroller, the CH32H417 generating 64x64 cat faces. This is a new RISC-V MCU, so no TFLite, no CMSIS NN and no external memory. It's…
受众观点：① 有人补充了演示视频链接，说明社区对在微控制器上跑 GAN 的实际效果和可视化展示很感兴趣（@Separate-Choice, 1分） ② 读者隐含关注的是在极小内存和无成熟库的 RISC-V 平台上，如何实现与 PyTorch 一致的推理结果以及工程可复用性（从原帖描述抽象）
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- @Separate-Choice (1): You can see the demo here: [Schrödinger's De/Motivational Quantum Cat: GAN Image Generation on CH32 RISC-V Microcontroller](https://www.youtube.com/watch?v=yjWKd108WVo)
作者介绍开源项目 Spice，试图在现有编码代理、研究代理等执行层之上加一层“决策层”，显式记录观察、备选方案、取舍理由和后续影响，让代理系统的决策过程不再是黑盒。
I’ve been thinking about a problem in current agent systems: Most agents are becoming very good at execution, but the decision layer before execution is still unclear. Coding agents, research agents,…
受众观点：① 目标读者是正在搭建多工具、多模型 agent 系统的开发者，他们普遍痛点是 agent 行为难以解释、难以复盘（从原帖征求反馈抽象） ② 也有潜在用户关心如何把 Spice 这类决策层与现有 IDE 代理、工作流编排工具集成，而不是再造一个封闭系统（从原帖定位抽象）
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帖子宣布将在 COLM 2026 举办第二届 Efficient Reasoning 工作坊，征集围绕多模态与具身推理、节省算力的训练与推理、长链式思维部署、安全鲁棒性等高效推理相关论文。
🌟 Announcing the 2nd Workshop on Efficient Reasoning (ER) at @colm2026 — Oct 9! 📣 We welcome submissions! Submit your work here: [https://openreview.net/group?id=colmweb.org/COLM/2026/Workshop/Effici…
受众观点：① 潜在投稿者会关注提交入口、截止日期和主题范围，尤其是与长 CoT、KV 缓存和剪枝压缩相关的方向（从原帖内容抽象） ② 工程向读者则在意这些研究是否能转化为更便宜、更快的推理方案，用于机器人、医疗等实时场景（从原帖列举应用抽象）
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楼主在做一款英语夹杂韩语例句的语言学习 App，发现用 Azure 多语种单一声音会让韩语口音不够地道，而用 SSML 在 Ava 和 SunHi 之间切换又会在句中产生明显停顿，求教如何实现无缝双语 TTS 架构。
Hi guys, when building a language learning app (React Native/Expo frontend, Python backend) and I’ve hit a frustrating wall with Text-to-Speech. I need the app to read sentences that mix English inst…
受众观点：① 开发者关心有没有工程级 workaround，比如预拼接音频、缓存多语种模型或通过流式接口减少切换延迟（从原帖问题抽象） ② 语言学习产品从业者则更在意用户是否真的能听出那一小段停顿，以及这对留存和付费转化的影响（从场景抽象）
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作者作为组织者之一，发帖征集 ECCV 2026 U&ME 工作坊论文，主题涵盖模型遗忘、编辑与合并、压缩和跨域适配，以及在计算机视觉场景下的安全、隐私和合规等问题。
I have been seeing a lot of really interesting work lately around unlearning, model editing, controllability, safety, etc. Feels like this space is moving very fast right now, and there are still so…
受众观点：① 研究者和学生会关注工作坊是否欢迎未完全成型的想法、负结果和奇怪观察，这类场合比主会更包容（从原帖表述抽象） ② 工程实践者则在意这些研究能否带来更好控制模型记忆和行为的工具，帮助满足隐私和监管要求（从主题列表抽象）
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帖子吐槽很多创业者嘴上说为普通用户服务，没多久就转向企业客户，评论区围绕 B2C 难变现、B2B 更容易收钱和竞争格局差异展开讨论。
every founder: day 1: “we’re building for the people” day 47: “we’ve decided to focus on enterprise clients"
受众观点：① 有人分享 B2C 虽然能拿到上万用户但几乎不付费，凸显 C 端变现难、广告和订阅都很卷（@AfraidMaize1194, 22分） ② 多条高赞评论强调 B2B 主要对手是 Excel 和内部流程，虽然销售链条长但客单价高、线索更可控（@Financial_Egg8558, 18分；@LMONDEGREEN, 10分） ③ 也有人提醒 B2C 不是不能做，只是需要更多现金和耐心，且获客和运营节奏完全不同（@Munib_raza_khan, 5分；@Basic_Tumbleweed_516, 5分）
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- @AfraidMaize1194 (22): B2C taught me that 10000 customers will pay you $0
- @Financial_Egg8558 (18): the 3 seconds line is accurate. b2c you're competing with every other app on their phone. b2b you're competing with a spreadsheet. very different fight.
- @LMONDEGREEN (10): A spreadsheet decided by multiple stakeholders who don't have time for things that aren't proven
- @Munib_raza_khan (5): Haha rookie mistake i guess but if it worked it's big. But b2c aint easy and needs cash
- @Basic_Tumbleweed_516 (5): I believe getting leads on B2B is much more easier and less hectic compared to B2C
一位技术创始人吐槽写代码容易但找到第一个付费用户极难，向 r/SaaS 询问大家是如何解决营销和获客难题的真实经验。
Hello guys, I have this question and it's been a few days inside of my head. I am a technical founder. I can solve any problems only within my code editor. However I'm finding it really difficult for…
受众观点：① 很多人强调销售和分发是独立于写代码的长期技能，需要像写代码一样刻意练习（@BreakingInnocence, 24likes） ② 有人区分销售、分发、营销、增长、转化等概念，提醒 OP 先搞清楚自己具体在问哪一块（@OverAgentRoger, 6likes） ③ 多位开发者分享用 Reddit 等社区“先真诚给价值再轻描淡写提产品”的慢速获客方法，而不是一开始就硬广（@Infamous_Sentence_67, 5likes；@MattPixel10pro, 4likes；@Ok-Race-479, 3likes）
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- @BreakingInnocence (24): Welcome to sales, or what people now like to call distribution. But really, it is sales. It is also marketing. It is also storytelling. And it is one of the hardest jobs. Someone once put it well: sales is a trade. You do not really go to school for it. You do not get a bachelor…
- @OverAgentRoger (6): Ahhh, sales is not distribution. Distribution is distribution (getting your product in front of the right people). Sales is sales (sales is getting people to buy from you). Marketing is marketing (finding the right people to buy from you). Growth is growth (making the right data…
- @Infamous_Sentence_67 (5): As a software developer, I hear you 😂 It’s nothing like developing or building. It’s really hard. I’ve found Reddit very helpful for this. I try to find relevant discussions where people are talking about the problem I’m solving, then I genuinely help and softly mention the prod…
- @MattPixel10pro (4): Forget the generic templates. For your first few users, marketing is just doing unscalable things. Find where your target audience complains (Subreddits, Discord, Twitter) and reach out to them directly as a developer looking for feedback, not as a salesman
- @Ok-Race-479 (3): I feel like most technical founders deal with this exact problem. my first paying users only came after I started reaching out to people directly and asking about their actual pain points instead of trying to market the product right away
一位创始人反思长期只打磨产品却忽视分发，正式上线后发现几乎没人停留，开始意识到“找到受众和获取注意力比写代码更难”。
For the longest time I assumed that if I built something genuinely useful, getting users would eventually happen naturally. So I spent most of my time improving the product itself. Fixing onboarding…
受众观点：① 顶层评论质疑很多人自称“真正有用”的产品，其实并不被目标用户认可，提醒先验证价值再谈分发（@BigB3ardedB3ar, 16likes） ② 有人指出“真正有用”这几个字在类似帖子里经常被滥用，暗示创始人容易高估自己产品（@Forward-Switch801, 13likes） ③ 也有评论系统解释：产品可见、可控，而分发涉及定位、信任和多次触达，是完全不同的挑战，需要把分发当成产品的一部分来设计（@RachelFrancis45546, 6likes；@Tiny-Veterinarian532, 4likes）
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- @BigB3ardedB3ar (16): What was the product? Because I'm finding a lot more often than not what people say is "Genuinely useful"...isn't...
- @Forward-Switch801 (13): yeah "genuinely useful" doing a lot of heavy lifting in most of these posts
- @RachelFrancis45546 (6): I think a lot of first-time founders go through this. Building the product feels like the hard part because it is visible and controllable, but getting people to notice, understand, trust, and try it is a completely different challenge. A useful product still needs the right aud…
- @Tiny-Veterinarian532 (4): Spent so long making it better for users who didn't exist yet, that's the trap in a sentence. The product being good matters a lot once people show up, it just does absolutely nothing to make them show up in the first place.
- @basickarl (3): Everyone is the centre of their universe.
一位创始人分享自己在四周内拿下 100 名用户的经历，并在评论区回答大家关于获客渠道和具体做法的问题。
I would be happy to answer your questions [](https://www.reddit.com/submit/?source_id=t3_1tmqq37&composer_entry=crosspost_prompt)
受众观点：① 楼主分享自己没有在 Reddit 直接打广告，而是先抛出问题再给解决方案，再通过私信或对方主动询问来介绍工具（@usc000, 5likes） ② 有人关心具体获客平台，楼主提到 Reddit、TikTok 和 Twitter 是主要来源（@Terrible_Major1395, 3likes；@usc000, 4likes） ③ 其他评论多是简单祝贺，信息增量有限（@dev_elolin, 2likes；@MvHustle1712, 2likes）
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- @usc000 (5): I did not directly advertise the product for reddit. I first gave a problem and then I gave the solution to that problem, because direct advertising is prohibited in most communities. After that, I understood the problem-solution I gave without advertising my own app. I sent DMs…
- @usc000 (4): reddit, tiktok and twitter
- @Terrible_Major1395 (3): Congrats can i ask what platform you get 100 users?
- @dev_elolin (2): congrats
- @MvHustle1712 (2): congrats!!
楼主吐槽版上动辄月入一两万美金的 SaaS 帖子多半是套路，分享自己作为二线 B2B SaaS 的真实一月表现，并劝大家少刷炫耀贴多去实干。
You have probably seen these 10k-20k month SaaS on this subreddit. THEY ARE FAKE, and you are the thing making them money. You respond, they DM you, and try to sell their SaaS. This is my secondary S…
受众观点：① 有人认可楼主的坦诚，认为真实透明比夸大收入更有价值（@New_Molasses_7896, 3likes） ② 也有评论鼓励楼主继续前进，认为这种收入水平已经比大多数人强（@flipflopcode, 3likes） ③ 部分讨论围绕具体获客渠道，比如有人提到 Facebook 其实也能带来结果，引发对渠道选择的好奇（@NEDAL05, 2likes）
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- @New_Molasses_7896 (3): Honest and transparency will always be the best policies. 
- @flipflopcode (3): It’s far more than most of the others generate I think. Congrats and keep it moving!
- @NEDAL05 (2): Okay Thanks. Ig Facebook does bring results after all
- @buzzyboy42 (2): What I’ve found best is if it’s already built -> Show friends and family your product as of you just found it. See their reaction on it and if they give interest to the idea, go for it. If you haven’t built it, ask them if they have heard of the said idea. Once again, see the…
- @buzzyboy42 (2): What are you building, I’m sure you can find some people to ask. Social media is also an option, even a few thousand views over a few videos is enough to validate it.
一位做家庭类消费应用的独立创始人从零启动，没有受众也不想烧广告费，向大家请教前期真正有效的获客渠道和踩坑经验。
I released my first app yesterday after building it solo over the last few months. It's a consumer app in the food / productivity space. Now I’ve hit a stage I honestly wasn’t prepared for. Building…
受众观点：① 顶层回答强调前 100 用户往往来自目标用户已经聚集的社区，建议先真诚参与讨论，再分享产品故事，并指出早期在 Twitter build in public 容易浪费时间（@Secretmecret_1, 8likes） ② 有人分享自己通过在相关帖子下手写回复、介绍解决方案，一周内拿到约 1000 个免费用户的经验，强调“真实痛点 + 手工互动”的威力（@denzmilk, 3likes） ③ 其他评论补充要持续出现、不断在相关帖子下互动，靠耐心和频次积累口碑和用户（@reactCamillenative, 3likes；@denzmilk, 2likes）
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- @Secretmecret_1 (8): First 100 users almost always come from the same place: communities where your exact user already hangs out. Find 5 subreddits, Facebook groups, or forums where people talk about the problem your app solves. Don't pitch. Participate genuinely for a few weeks. Then share your sto…
- @denzmilk (3): My app is free, so little bit of a different story - but it was a real pain point for people. I got ~1000 unique users this week (just launched last Sunday) just from spending my evenings finding posts related to the apps pain point and letting people know I made a solution comb…
- @reactCamillenative (3): 1000 in a week with zero ads and hand written posts is wild. thats the whole playbook right there, real pain point + real conversations + actually showing up. good luck with the QOL updates, sounds like you've earned the momentum.
- @denzmilk (2): Thank you! No rest for the wicked though, gotta get the numbers up to keep the site financially viable/keep the free-ness going
- @denzmilk (2): It was a mix of both! So every night since launch I've just been scouring subs where I can post (and not get banned) and doing daily searches for anyone asking about options, or having a bad time with their current solution. No post too small, I've responded to basically anythin…
一位做家庭组织类应用的创始人分享自己博客订阅数刚到 30，靠持续写与家庭生活相关的真诚故事吸引到少量陌生读者，并从中获得高质量早期用户反馈。
Just wanted to let everyone know that if you really, truly apply yourself, you too can reach the dizzying heights of more than 2 *dozen* blog subscribers, with *less than half* of those being my pare…
受众观点：① 有人用动图表达支持，认可这种小而真实的进展（@New_Molasses_7896, 3likes） ② 评论者质疑让非目标用户订阅的意义，提醒关注订阅质量而非虚荣指标（@graph-learning, 2likes） ③ 楼主回应承认有虚荣成分，但也提到部分朋友是活跃用户，家人则是为了看孩子故事，说明订阅者构成和动机是混合的（@flyer979, 2likes）
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- @New_Molasses_7896 (3): 
- @flyer979 (2):  Thanks
- @flyer979 (2): I just realized that the saddest thing about this post is that I have less than 12 friends, family, and direct relatives who care enough to subscribe to my blog. But perhaps that's a topic for a different sub.
- @graph-learning (2): What’s the point of having subscribers who aren’t your target users (I assume)?
- @flyer979 (2): That's a great point. Vanity I suppose :) Actually a few of my friends are active users of my app, so there's that. My family just subscribes for the stories about my kids :)
一位准备上线细分 B2B 产品的独立创始人，想了解真实的前 10 个付费客户时间线和踩坑，而不是三个月 10k MRR 的神话故事。
Curious about real timelines, not the "we hit 10k MRR in 3 months" stories. I'm a few weeks from launch and trying to set expectations with myself before I start spiraling when week one doesn't blow…
受众观点：① 有人分享自己花 6 个月做到 40 美元 MRR 和 12 订阅的经历，说明慢增长是常态（@mxlawr, 7likes） ② 同一位评论者补充几乎没做营销，少量销售来自两条 YouTube 视频，之后又埋头开发新版本，导致流量一直很小（@mxlawr, 4likes） ③ 其他人鼓励其尽早做内容和 SEO，把 YouTube 和网站内容当成长期获客资产，而不是等产品完全成熟再推广（@GuiltyOfScrolling, 2likes；@dev_perror, 2likes）
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- @mxlawr (7): 6 months and only 40$ MRR and 12 subscribers at the moment. Now I'm near the new product release I spend 4 month to dev, maybe it will be better.
- @mxlawr (4): I should note that I didn't do any marketing, my website is weak, I know that. I think the results came from two YouTube videos, it was right after them that my sales started picking up in February. But I didn't continue. Instead, I fully immersed myself in a new project, and I'…
- @GuiltyOfScrolling (2): That’s still solid early progress, especially given the long build cycle and solo effort. Hopefully the new release gets you closer to product–market fit and more consistent growth.
- @dev_perror (2): It's a very solid mrr if you have not done any marketing I think you should start as early as possible creating content on your website to boost SEO and geo. As for me it is the only way of bringing customer to my saas
- @mxlawr (2): My youtube channel has only 3 subscribers, the first video about the product has only 257 views at the moment from Dec 2025, the second just 42 views from Jan 2026. In general, I usually get very hot leads, so the conversion rate ends up being 33%, but as I said earlier, the tra…
一位青少年独立开发者分享自己因时间管理困扰而自建 Arcadia 日程可视化工具，并通过在 Reddit 和 Threads build in public 获得首批 70 名注册用户的经历。
I've been learning programming for a few years now, but had never actually built something serious. But I decided to do so now because recently a lot of obligations in my life started to pile up. I f…
受众观点：① 其他正在做 SaaS 的年轻开发者关注如何在没有预算的情况下通过 Reddit、Threads 等渠道获取前几十个用户（@Proper_Armadillo8575, 4分） ② 职场前辈更多是在情绪上鼓励这类早期尝试，强调年纪小但已经开始做产品很难得（@Apart-Television4396, 2分） ③ 也有人提醒要补齐隐私政策、年龄限制等合规细节，否则可能面临高额罚款风险（@i_am_yigit, 2分）
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- @Proper_Armadillo8575 (4): nice that's awesome! im a 12yo building a saas. its at getvoxa .co , check it out!
- @Apart-Television4396 (2): That's impressive at such a young age, keep going!
- @Proper_Armadillo8575 (2): thank you, will do!
- @Super-Young-8108 (2): Good job, what is your X? I would be curious to see what kinda posts went viral
- @i_am_yigit (2): Do not forget to create a footer and add privacy policy etc.. or if they report you, you may get charced $2500 and also make sure registered users are older than 13 because if you collect data from someone under 13yo it has $55k fine
一位前端开发者吐槽团队被要求大量使用 Claude 和 Gemini 后，同事连 PR 回复都用 AI 生成，让他在代码评审中感到被敷衍和不被尊重，并打算在一对一中向 CTO 反馈。
Here comes another AI rant. So for context we were provided with claude and gemini accounts and were encouraged to leverage AI tools into our daily workflows. A teammate of mine has gone ham with thi…
受众观点：① 很多人用玩笑方式共鸣，觉得现在等于给每个同事配了一个 AI 中间人，沟通对象已经不是人本身（@luna_code_vibes, 117分） ② 有人提醒如果员工把工作完全外包给 AI，公司也可能直接用 AI 取代这类岗位，强调「外包给 AI 就会被 AI 外包」的风险（@Landkey, 71分） ③ 也有开发者从工程角度补充，指出用 AI 写大块代码又不理解逻辑会给运维和排障带来巨大隐患，建议从可维护性和风险管理角度向管理层沟通（@AwayVermicelli3946, 31分）
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- @luna_code_vibes (117): bro really hired an ai middleman to talk to you
- @Landkey (71): “If you outsource your job to AI, we will just outsource your job to AI.”
- @theofficialnar (39): Lol yeah which is what fucking frustrated me. At least prove to me that you understand what the AI generated by answering my comments using your own words.
- @AwayVermicelli3946 (31): tbh this sounds exhausting. we had a similar phase on my team when everyone got access to new AI tools and started dumping huge PRs without checking the logic. using AI to write boilerplate is fine, but if someone uses it to reply to review comments, they probably do not actuall…
- @varinator (31): If my superiors are affected by AI psychosis - thats on them if they decided mandating heavy LLM use. I'd respond with AI as well and do PRs with AI. The time saved you can use on learning something new for your own benefit, gaming, wanking, whatever ;) Once everything goes tits…
一位开发者分享如何用不到 40KB 的 GSAP 脚本动画替代 3.4MB 的 15 秒产品演示视频，实现纯 DOM 的交互式产品 walkthrough，同时兼顾减弱动效、可暂停分场景和响应式体验。
I was exporting a 15-second screen recording for a landing page when the file hit 3.4 MB. On mobile it letterboxed. With prefers-reduced-motion, it played anyway. I couldn't theme it, pause at a spec…
受众观点：① 评论区有不少玩梗回复，整体信息密度不高，讨论容易被无关玩笑带偏（@denexapp, 93分） ② 有开发者补充指出 GSAP 本身也支持 prefers-reduced-motion 等特性，说明技术上可以很好兼顾动效和无障碍需求（@gatwell702, 18分） ③ 其他围观者更多是好奇实现细节，但缺少深入讨论如何在真实产品中系统应用这类动画方案（多位用户, 中低分）
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- @denexapp (93): Ligma
- @denexapp (26): LIGMA BALLS HAHAHAHAHA
- @gatwell702 (18): You can also use reduced motion with gsap \`\`\` mm.add('(prefers-reduced-motion: no-preference)', () => { ... your gsap code }; \`\`\` [https://gsap.com/docs/v3/GSAP/gsap.matchMedia()/](https://gsap.com/docs/v3/GSAP/gsap.matchMedia()/)
- @LordVein05 (16): Don't say it
- @Mysterious_Alarm_160 (12): Whats ligma?
一位开发者对 LinkedIn 职位造假和内推横行感到失望，询问大家现在都通过哪些渠道找 web 开发工作以及当前市场相比一两年前的变化。
Recently saw a post on here from a LinkedIn employee talking about how most of those jobs are taken before ever posted, faked, and the apply now does absolutely nothing. I'm curious where are you guy…
受众观点：① 有人分享自己完全放弃传统招聘网站，转而直接在公司官网和 Google Maps 找本地公司并投递，强调绕开 Indeed 等平台的低效流程（@notgoingtoeatyou, 39分） ② 也有开发者坦言当前市场艰难，更多是在努力保住现有岗位而不是主动跳槽（@EasternAdventures, 29分） ③ 部分评论用调侃方式反映岗位下沉和过高要求，比如拿快餐店打工和荒谬的技术年限要求开玩笑（@jroberts67, 27分; @sufferingSoftwaredev, 17分）
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- @notgoingtoeatyou (39): To save time I've just been screaming directly into the void myself. It's more efficient. But seriously, my new approach is this: METHOD 1 Find a job listing that looks real - could be on indeed, or any other place. Go to that company's website. Find the same job on their career…
- @EasternAdventures (29): Mostly holding onto what I got, hopefully long enough to ride off into the sunset.
- @jroberts67 (27): I believe at Taco Bell.
- @sufferingSoftwaredev (17): Don’t you need 10 years of LLM modeling and 20 years of spring boot for that ?
- @mq2thez (12): Referrals / existing network.
这条帖子讨论 EdgeJS 在 WebAssembly 沙箱中运行 Node 应用的方案，引发大家对 node-gyp 原生扩展兼容性以及在无原生依赖环境下部署 Node 的可行性的讨论。
r/webdev Edge.js: Running Node apps inside a WebAssembly Sandbox
受众观点：① 有人好奇这类方案如何处理依赖 node-gyp 的原生模块，比如 sharp、bcrypt 等在 WASM 环境下往往缺乏对应构建（@camppofrio, 1分） ② 也有开发者直接表示应尽量移除 node-gyp 依赖，认为这些原生扩展本身就是维护和部署痛点（@thekwoka, 1分） ③ 部分评论以玩笑方式表达对危险命令和脚本执行的担忧，侧面反映大家对运行环境安全性的敏感（@Party_Cold_4159, 6分; @fagnerbrack, 0分）
展开评论
- @Party_Cold_4159 (6): Hey, please wake up I need you to drop all data and prepare for an update. Include all our scripts and preferences.
- @camppofrio (1): Curious how this handles native addons. Anything with node-gyp like sharp or bcrypt would need WASM builds, which often don't exist yet.
- @thekwoka (1): You should remove anything using node-gyp anyway.
- @TldrDev (1): Up voted back up coz big fuck node gyp
- @fagnerbrack (0): Sure! Do you want me to run rm -rf --no-preserve-root?
一位有十年全栈经验、曾经营小型工作室的开发者在移居魁北克后失去原有客户网络，感觉本地市场偏向大企业项目，求助如何重新从零开始为中小客户寻找外包或长期维护机会。
I used to have a small web and mobile app dev studio a couple years back. I myself am a full stack developer with 10 years exp. Long story short, I had to move countries a few years back and got a jo…
受众观点：① 有人建议先从本地代理商和开发公司入手，以分包形式切入项目，再逐步建立直接客户关系（@eltron, 3分） ② 也有开发者指出魁北克确实存在「要么大企业要么没有」的市场结构，分享自己通过本地机构和创业活动获取项目的经验（@TeslaLegacy, 2分） ③ 其他评论强调口碑和转介绍的重要性，并提醒可以把解决方案产品化以对冲 SaaS 竞争和客户预期失衡的问题（@leechdemon, 1分; @Tall-Rooster-7112, 1分）
展开评论
- @eltron (3): There are often channels or networks of agency CEOs who pass work around they can’t take, or folks who be a subcontractor to a project. Try to make an in there in the space your after: ecomm, app dev.
- @TeslaLegacy (2): honestly the enterprise-or-nothing feeling in Quebec is real, especially outside Montreal. what helped me when starting fresh was going through local agencies first - they're always looking for subcontractors when they're slammed, and it's a much faster path than cold outreach t…
- @leechdemon (1): Largely word of mouth. It's going about as well as you'd expect. 😑 But, if you're legitimately good, you can work referrals for a long while. There's a lot of competition, SaaS does a LOT for CHEAP, so client expectations are out of control. Marketing a solution/product (instead…
- @ContributionSea1225 (1): Yeah I agree with that approach, I used word of mouth for a long time. Its that I stepped away for a while and looking for that first project again.
- @Tall-Rooster-7112 (1): I don’t think you’re starting from scratch as much as you think. You already have a decade of technical experience plus solution architecture experience, which honestly puts you above a lot of freelancer technically. also, don’t undersell the solution architecture background. Bu…
一位站长希望把已经在 Facebook 页面上使用的 Business AI Messenger 作为网站主聊天入口，询问是否有 WordPress 插件或第三方服务能无缝集成该智能客服。
Hello! I need to explore how I can use Messenger as my primary chat function in my website. So, currently, we're making the most out of Business AI for our pages, and it's been doing so well. I want…
受众观点：① 有人第一反应是去查官方文档和插件，但发现 Meta 已不再提供简单的站点集成插件（@optimusprimepluto, 1分） ② 也有评论指出 Messenger 的站点集成和 API 在 2024 年已停止支持，意味着需要寻找替代方案（@SameConsideration403, 1分） ③ 其他开发者建议直接选用支持 Messenger 的第三方聊天小部件服务，而不是执着于官方 WordPress 插件（@klyaxa39, 1分）
展开评论
- @optimusprimepluto (1): [https://developers.facebook.com/documentation/business-messaging/messenger-platform/discovery](https://developers.facebook.com/documentation/business-messaging/messenger-platform/discovery) You can use this wordpress plugin right. Or if it is a specific issue, we can custom cod…
- @optimusprimepluto (1): I am sorry. Seems like the link does not actually has the plugin. I checked for facebook plugin, but could not find any official plugins. Probably, will have to do via code itself. We can discuss via DM
- @Sykander- (1): Isn't there a meta developers app? Id start there
- @SameConsideration403 (1): There is, but they discontinued the support for site integrations and API for messenger since 2024.
- @klyaxa39 (1): A WordPress plugin is still a 3rd party embed, so feel free to pick any provider you trust, not necessarily from the Directory. The easiest is to use some large widget maker that has a compatible Messenger chat / Facebook chat widget/plugin.
一位摄影师兼创作者计划自建偏 2000 年代风格的图片密集型个人站点和未来 webcomic，想自托管又不想手写前端代码，询问适合的开源静态站点生成器和设计工具。
Hey folks! I'm looking at getting a website set up for my photography, and possibly future hosting of a webcomic. The only interactivity I expect is an email form, and maybe a retro-style guestbook o…
受众观点：① 有开发者认为静态站点生成器非常适合这种需求，并点名 Astro、Eleventy 作为开源且易自托管的选择（@Senior_Equipment2745, 3分） ② 也有人补充这类工具有现成主题和模板，可以快速改造出个性化站点，部署也相对简单（@tomhermans, 1分） ③ 版主则从社区角度提醒低信息量内容的问题，说明这类提问在版上比较常见（@webdev-ModTeam, 1分）
展开评论
- @Senior_Equipment2745 (3): A static site generator sounds perfect for this. For image-heavy + retro/2000s style, I’d honestly look at Astro or Eleventy. Both are open source, flexible, and easy to self-host
- @tomhermans (1): Second this. Both also have starter themes and templates which you can use as a springboard. Modify the templates as you like em and off you go. Hosting is also pretty straightforward since it's static
- @[deleted] (1): [removed]
- @webdev-ModTeam (1): Your post/comment has been determined to be a low-effort posts or comment. This includes title-only posts, easily searchable questions, vague/open-ended discussion prompts, LLM generated posts or comments, and posts/comments that do not provide enough context for meaningful repl…
- @[deleted] (1): [removed]
求推荐一些刻意写得很烂的开源 TypeScript 项目，用来练习代码审计、找 bug 和提出改进方案，以应对面试里的代码走查环节。
I've been through many interviews recently where the technical part was auditing an existing project and suggesting/applying improvements and fix bugs; I'd like to practice this more as I see it's a…
受众观点：① 很多评论在自嘲自己 GitHub 仓库就是练习用的烂项目，说明大家普遍缺少系统练习代码审计的素材和方法（@Old9999, 1score） ② 有人推荐经典的 Gilded Rose 重构 Kata，表明社区已经在用专门的练习项目训练重构和代码质量思维（@BlueScreenJunky, 1score）
展开评论
- @Old9999 (1): Oh, i see! You're talking about all of my github! Sorry but I don't
- @BlueScreenJunky (1): I'm not sure if that's what you're looking for, but you can look up "gilded rose". It's a refactoring "Kata".
讨论如何在 React+Vite 单页应用上线后，通过 ESM 插件或微前端机制动态扩展新页面和表单字段，而不重新构建或部署。
I've been thinking about this problem for a while now, and I couldn't find a solution that would simply "click in". I have a React SPA made with Vite, and I have a requirement that says it should be…
受众观点：① 有人建议直接用原生 ESM、去掉构建步骤，并提到 DHH 推广的“no build step”实践，说明大家在关注前端架构简化和构建链路的维护成本（@1kgpotatoes, 3score） ② 有评论明确提出用 ESM 插件加 slot registry，在组件里定义命名扩展点，让插件在运行时注册，认为共享组件包是保持 UI 一致性的正确做法（@Particular-Maize1497, 2score） ③ 原帖作者在追问如何同时扩展新 section 和表单字段，暴露出对插件粒度、配置驱动扩展和单一扩展包设计上的困惑（@mkhayyld, 2score）
展开评论
- @1kgpotatoes (3): You just need to write them in ESM - no need for build step. I remember DHH had a massive push for this a couple of years back and converted some of their products into this “no build step” products. look up they might have something to share
- @Particular-Maize1497 (2): ESM plugins with a slot registry is the way to go for existing pages, define named extension points in your components and let plugins register into them at runtime. For UI consistency there's no shortcut, shared component package is the right call.
- @mkhayyld (2): Yup it seems like it. But adding content to pre-existing pages is still not clear to me. Adding a new section to a pre-existing page? Sure, it can be done via an ESM plugin as well. Adding an extra field to a pre-existing form? I think this will have to to be implemented as a se…
- @mkhayyld (1): Great suggestion! will look into this...
- @Particular-Maize1497 (1): The slot registry actually handles both cases. For a new section you register a component into a named slot, for an extra form field you do the same thing but the slot lives inside the form. Same pattern, same plugin, single process. The key is defining slots granularly enough i…
作者分享了一个受 Windows 3.x 启发的自托管主页，用最简单的 HTML 列表起步，逐步加上复古图标、Node.js 服务和 mDNS 自动发现网络设备，并开源在 GitHub。
r/selfhosted Win 3.x inspired home screen
受众观点：① 顶层评论用老式调制解调器声音梗回应，说明复古 Windows 3.x 视觉强烈勾起了老玩家的情怀共鸣（@Honch777, 33score） ② 作者详细讲了从纯静态 HTML 到 Node.js 服务器、用 mDNS 自动填充“网络邻居”的演进过程，并公开了 GitHub 仓库，很多人对这种循序渐进的自托管主页搭建方式感兴趣（@evert, 14score） ③ 评论区还在玩主机命名梗和“Internet of Appetizers”等玩笑，体现出大家对把严肃的自托管基础设施做得更有趣这件事很买账（@evert, 8score; @ZippySLC, 6score）
展开评论
- @Honch777 (33): (US Robotics 14.4K modem noises intensifies)
- @evert (14): It started as just a basic web page. I started with opening `index.html` in an editor and iterated on that, adding things as I needed it. A homepage like this at it's core is probably the simplest possible HTML page. Just a list of links and images. But I had a Windows 3.11 VM o…
- @super_salamander (12): I hope CANYON.MID is playing in the background.
- @evert (8): I completely blank every time i need to pick a hostname and it always end up being food lol. My nas is called Bread :'(
- @ZippySLC (6): Internet of Appetizers (corndog)
楼主在自研一款本地运行的 NVR 录像软件，想卖一次性授权而非订阅，询问自托管用户是否把开源视为刚需，以及闭源是否会成为采用门槛。
I'm building a custom NVR for my office, its about 30 cams and even using it locally, most of the software I tried seems slow, messy, bad ux? Some based on node, others are hell to configure. I'm bui…
受众观点：① 有人表示开源是偏好但不是绝对要求，只要产品足够刚需也会接受闭源，说明价格和体验仍然能打动一部分自托管用户（@ArkuhTheNinth, 215score） ② 也有用户强调对自己来说开源是硬性条件，自托管既然用自己的硬件和网络，就不愿引入闭源黑盒（@RB5Network, 81score） ③ 还有评论从长期维护和技术债角度提醒，闭源产品一旦作者跑路或公司倒闭，替换成本极高，这是很多人抗拒闭源自托管软件的核心原因（@selfhostrr, 53score）
展开评论
- @ArkuhTheNinth (215): For me it's my preferred choice, but situationally if I want something bad enough...
- @Resident-Variation21 (116): Requirement? No. Preferred? Yes.
- @RB5Network (81): I'm kind of surprised most people here don't put open source as an absolute necessity. It is for me. If I am self-hosting. Using my own hardware, network, etc. anything less than open source is just something I'm not willing to use.
- @selfhostrr (53): It's not just being able to look at the code. Humans die, companies fold. You live in the software game long enough, you start to realize the liability closed source products have in a stack means potentially large scale maintenance (complete replacement). It's why corporations…
- @Left-Raccoon-2463 (30): That's the only reason I still run obsidian
楼主预算有限，想在一台 Proxmox 服务器上同时跑桌面系统，通过 HDMI、蓝牙外设和 USB 设备直接使用，询问 GPU 直通和本机体验是否可行。
With the current prices, I don't have the budget to upgrade two separate machines for my desktop and server needs. I was wondering is it possible to install a complete distro as a VM on my Proxmox se…
受众观点：① 顶层回答确认通过 GPU 直通完全可行，并提醒直通后宿主机要无头管理或用第二块显卡，说明大家关心的是具体实现细节和日常维护成本（@CalligrapherCold364, 25score） ② 有人提到需要支持 SR-IOV 的企业级或工作站 GPU，或者用新一代 Intel iGPU 做 vGPU，把资源切给多个 VM，体现出社区在探索更高级的虚拟化显卡方案（@Terreboo, 5score） ③ 也有用户分享自己在 Proxmox 上直接装桌面环境、用文档里“开发者工作站”方案的经验，说明很多人其实更想要一套简单可复制的配置模板（@iCujoDeSotta, 4score）
展开评论
- @CalligrapherCold364 (25): totally doable with gpu passthrough. pass ur gpu to the desktop vm nd u get full hdmi output, usb passthrough handles keyboard, mouse nd webcam. the tricky part is ur host proxmox loses access to that gpu so u manage it headless or via a second gpu. i document all my proxmox set…
- @Terreboo (5): You’d need an enterprise or workstation grade gpu that’s capable of sr-iov if you want to use a dedicated gpu. It can be done with the iGPU on newer generation Intel cpus. 12th gen or newer off the top my head. The feature you’re looking for is vGPU. It basically splits the gpu…
- @StudentWithNoMaster (4): Running Proxmox headless is not an issue, but when if I am not wrong, with GPU passthrough, I can share the GPU with my other LXCs right? I don't need the port, but I do need the GPU for other tasks, or would that GPU be solely for that one VM?
- @gh057k33p3r (4): I bought a GT 210 to try this, hope it will do fine, I just needed dedicated video output
- @iCujoDeSotta (4): you could install any desktop environment on proxmox itself. i did this on all my proxmox servers so that i have a way to access the webgui locally. there's even a guide on the documentation for this [https://pve.proxmox.com/wiki/Developer\_Workstations\_with\_Proxmox\_VE\_and\_…
提问者想用自定义域名做邮箱，担心注册商被攻破或域名丢失、恢复邮箱选哪家服务最稳，以及顶级域和是否同时挂网站对安全性的影响。
I'd like to use a custom domain for my email addresses, but I have some doubts. 1. Is registrar security something I need to be worried about? Could my domain conceivably be stolen or otherwise affec…
受众观点：① 顶层回答强调注册商是单点故障，建议用 Cloudflare 或 Porkbun 并配合硬件安全密钥，同时用 Gmail 或 Proton 做恢复邮箱，说明大家最关心的是域名被盗导致所有密码重置被接管的风险（@RouteToDevNull, 31score） ② 有人分享自己用 Porkbun+Cloudflare+Fastmail 的组合，并提醒不要用自定义域邮箱注册 DNS 服务以免形成依赖环，体现出社区对实际运维细节和踩坑经验很感兴趣（@Living_off_coffee, 8score） ③ 另一条高赞评论建议选择传统 TLD、避免廉价后缀被当垃圾域，同时强调永远不要让域名过期，说明大家也在意邮件投递质量和长期可用性（@Jcoulaud, 3score）
展开评论
- @RouteToDevNull (31): Registrar security is your absolute single point of failure because whoever controls your DNS controls your password resets. Use Cloudflare or Porkbun and lock the account down with a physical hardware security key. For the recovery address, just use a standard Gmail or Proton a…
- @Living_off_coffee (8): I have a domain registered with Porkbun, with DNS at Cloudflare and the email hosted at Fastmail - I also have a website hosted elsewhere. I'm happy with this setup and I don't really have any security concerns, but I've made sure that all 3 of those services are secured with 2f…
- @RouteToDevNull (6): As registrar, if an attacker compromises the registrar account, it does not matter how secure your DNS provider is
- @rue_cr (3): Thank you very much
- @Jcoulaud (3): Yeah there are risks, but they’re pretty manageable. The big risk is not “custom domain email is unsafe”, it’s losing control of the domain. Use a good registrar, turn on 2FA, use a strong unique password, enable registrar/transfer lock, keep auto-renew on, and make sure the rec…
有人发现画自托管架构图的项目 Fossflow 已无法访问，求问是否有镜像、Docker 镜像或 GitHub 备份可以继续自托管使用。
https://preview.redd.it/dcdkk3jwn73h1.png?width=1719&format=png&auto=webp&s=b1604356c8a10a5640a1318f95b1eaff4fb333ef I Saw a video about this beatiful diagrams and when i want to make it…
受众观点：① 有人直接贴出之前相关讨论的链接，说明 Fossflow 下线已经不是第一次被提起，用户对项目可用性早有担忧（@shadoodled, 10score） ② 评论提供了 Docker Hub 上的 fossflow 镜像地址，表明社区在主动寻找替代分发渠道来延长项目寿命（@caring-wolverine, 4score） ③ 也有人建议直接在 GitHub 上搜 fork 或镜像，并提到作者可能已经两年没维护，反映出大家对“作者消失导致项目消亡”的风险有共识（@SystemAxis, 3score; @Keensworth, 1score）
展开评论
- @shadoodled (10): https://reddit.com/r/selfhosted/comments/1m5mn0v/_/n4pbk2s/?context=1
- @caring-wolverine (4): https://hub.docker.com/r/stnsmith/fossflow
- @SystemAxis (3): Try searching GitHub forks directly. A surprising number of abandoned selfhosted projects still survive through forks or mirrors. Could also be temporarily DMCA’d, rate limited, or the author just disappeared for a while.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Keensworth (1): Seems like the original author abandoned the project since the latest release and push is from 2 years ago
作者在树莓派上用 Docker 跑 Pi-hole 和 Nginx Proxy Manager，通过 Cloudflare 域名暴露服务，想请教当前端口和网络配置是否存在明显安全隐患。
**Context:** * This set-up is currently functional, but I am trying to harden my home server on my raspberry pi. * I own a Cloudflare domain which points to NPM to get HTTPS from LetsEncrypt for my c…
受众观点：① 多位评论都提醒 53 端口对 0.0.0.0 暴露会让 Pi-hole 变成开放解析器，容易被利用做 DNS 放大攻击（@justanotherlurker82, 13分；@CalligrapherCold364, 4分） ② 有人肯定整体架构还算安全，但强调应优先关闭公网 DNS 暴露，仅允许本地子网访问（@EX1N0S2k, 3分） ③ 也有评论从容器安全出发，建议避免 root 运行、增加资源限制和 no-new-privileges/cap_drop 等强化措施（@RikudouGoku, 2分）
展开评论
- @justanotherlurker82 (13): You probably don't want to expose your DNS server to the Internet. You'll likely find yourself part of a DNS amplification attack at some point.
- @CalligrapherCold364 (4): main thing i'd flag is port 53 open to 0.0.0.0, that makes ur pihole a public open resolver which will get abused for dns amplification attacks. restrict it to ur local subnet or tailscale range only. proxy_net for other containers is fine, just make sure only containers that ac…
- @EX1N0S2k (3): Honestly your setup already sounds more secure than most home labs I’d mainly avoid exposing port 53 publicly unless you really need external DNS.
- @Phoebus_Pallast (2): Oof don't want that! Thanks for making me aware!
- @RikudouGoku (2): You are running both as the root user, try to use user: 1000:1000 or PUID&PGID 1000. You do not have any resource limits, you may want to at least limit the max ram the containers can use. Also you may want to add no-new-privileges as true. And cap\_drop all and then cap\_ad…
作者用 Cloudflare Tunnel 暴露 Jellyfin，通过 Caddy 和 Authelia/AuthentiK 折腾强制 2FA 却在各端应用兼容性上踩坑，想找一套真正可行的强制双重验证方案。
i'm exposing my jellyfin server with a cloudflare tunnel pointing to caddy as a reverse proxy. i want 2FA and i've tried authelia which works very well but not with the apps. so i've tried to set up…
受众观点：① 有人指出目前 Jellyfin 应用直接打后端 API，不走浏览器代理链，所以挂在 Caddy/Authentik 前的 2FA 只能保护 Web UI，无法真正做到全端强制（@Automatic_Rope361, 4分） ② 多条评论建议把强认证前移到 Cloudflare Access 等入口层，让 Jellyfin 内部认证保持简单，减少 Authelia/AuthentiK 等方案在客户端上的兼容性问题（@FlashyAverage26, 6分；@CrispyBegs, 5分） ③ 也有用户吐槽 Jellyfin 默认缺乏完善 2FA 支持，认为只限局域网访问会牺牲“随处可用”的媒体中心价值（@iCujoDeSotta, 4分）
展开评论
- @FlashyAverage26 (6): ngl Jellyfin auth ecosystem is still kinda messy for proper mandatory 2FA 😭 honestly the most stable setup is usually: Cloudflare Access in front of Jellyfin then keep Jellyfin auth simple internally because app compatibility with Authelia/AuthentiK/SAML plugins keeps becoming p…
- @CrispyBegs (5): you can set certain auth options on the cloudflare tunnel. i use google auth for my users on stuff like calibre-web / audiobookshelf etc with only their email addresses allowed
- @Automatic_Rope361 (4): The reason 2FA feels useless here is the Jellyfin apps hit the native API directly, they don't go through your proxy like the browser does. So anything you put on Caddy/Authentik only protects the web UI, the apps bypass it. That's why you can't make it truly mandatory. Most rel…
- @iCujoDeSotta (4): as far as i know, the security problem is the lack of 2fa support by default. nothing is 100% secure but tbh, the point of a media server is to be centralized and shared, if i can access it only from the lan, it's kinda useless
- @iCujoDeSotta (2): but doesn't cloudflare access work only from a browser? i haven't tried honestly
两位朋友各自用 Zima 和 TrueNAS 搭建家庭媒体服务器，希望在保留各自独立环境的前提下共享电影库，纠结是用第三台 S3 存储还是做双向同步。
My best friend and I want to connect our movie libraries since currently we are manually copying movies when we go to each other's houses and now we both have the same library basically. We considere…
受众观点：① 顶层评论推荐在两台服务器上互相用 rsync 定时同步各自的新增目录，认为这是最可靠、最少依赖的方案（@ekool, 27分；@Artistic_Pineapple_7, 5分） ② 也有人更推崇 Syncthing 这种点对点同步工具，认为对不同 NAS 系统更友好，不需要第三台 S3 服务器（@CalligrapherCold364, 9分） ③ 另一派建议通过 Netbird/Tailscale/WireGuard 先打通两端网络，再用 SMB/NFS 只读挂载对方媒体目录，各自跑 Jellyfin 指向两个共享路径，避免同步冲突和重复存储（@RandomRageNet, 9分；@flannel_sawdust, 3分）
展开评论
- @ekool (27): Just use rsync on both servers. You sync his changes, he sync's yours. You can have separate folders that you both "add" stuff too, and you just sync his folder to yours and he sync's your folder to his... Just run it on a cron job. That's the most reliable way. Only need read a…
- @CalligrapherCold364 (9): syncthing for the local sync option is the cleanest solution, peer to peer, no third server needed nd works great across different NAS setups. just point both media directories at each other nd it stays in sync automatically. the third server S3 approach adds unnecessary complex…
- @RandomRageNet (9): An alternate solution could be that you connect your servers over netbird/tailscale/wireguard. Once they're peered, you SMB share each of your servers' media folders. Then you each roll your own Jellyfin instance, but point your Jellyfins at both media share folders. That way yo…
- @Artistic_Pineapple_7 (5): This is how I’d do it. Rsync is under appreciated and under used imo.
- @flannel_sawdust (3): Just mount each other's drive as a read only NFS share. That way you can each use both libraries from separate servers without unneeded redundancy of files
作者在 Unifi 网络中用 AdGuardHome 做全网 DNS，遇到断网后服务器时间严重漂移导致加密 DNS 和 AdGuardHome 故障，整网无法上网，想找根本解决办法。
I have a small Unifi network with a UCG Ultra and an AP. I'm running AdGuardHome (podman on debian trixie) on my server which is the whole network is using, set through Unifi, Internet and all networ…
受众观点：① 顶层回复详细解释了典型的引导死锁：AdGuardHome 用加密 DNS 需要正确时间，TLS 校验证书又依赖 NTP，而 timesyncd 自己解析 NTP 域名又要 DNS，断电后 RTC 时间飘太多就会全挂（@andrew-ooo, 8分） ② 多人建议检查 CMOS 电池和时间漂移情况，认为短时间断电就严重跑偏说明硬件有问题，并推荐搭建内部 NTP 服务器统一授时（@underwear11, 2分；@10leej, 2分） ③ 也有评论强调要确保时间同步服务在 AdGuardHome 之前启动，并考虑先用明文 DNS 或 IP 直连的 NTP 源打破循环（@afahrholz, 2分；@TheBadeand, 2分）
展开评论
- @andrew-ooo (8): Classic bootstrap loop: AGH uses encrypted DNS upstream (DoT/DoH), encrypted DNS requires valid TLS cert validation, cert validation requires roughly-correct time, and systemd-timesyncd needs DNS to resolve pool.ntp.org. Power outage drains the RTC battery enough that on boot th…
- @underwear11 (2): How long is your outage? Time shouldn't be going that far out of sync in a short outage. I would look at why that time is falling so far out so fast, maybe CMOS battery or settings. Otherwise setup an NTP server internally that everything points to so that it all stays in sync d…
- @afahrholz (2): Time sync breaking dns is pretty common with adguard home check ntp rtc first and make sure time sync starts before agh boots.
- @TheBadeand (2): So, a bootstrap issue, then. If you use encrypted DNS, then time needs to be reasonably accurate. The NTP client might be configured to sync with something like pool.ntp.org, typically, which requires DNS. So before it can get the time synced, it needs DNS, but for DNS to work,…
- @10leej (2): Time to look into setting up your own NTP server then.
帖子分享了 Dell Wyse 3040 瘦客户机内部背板、eMMC 和另一块芯片的导热垫尺寸，并附上这台机器 BIOS 电池接口的细节照片。
Backplate: 2mm (1.5cm x 1.5cm) marked with red Emmc: 2mm (0.6cm x 1.3cm) marked with red Third one yellow marked (idk whats that): 1.5mm (0.8cm x 0.8cm) Bonus: the pics of the bios battery connector…
受众观点：① 有人调侃自建社区会像记录关键基础设施一样认真标注老旧瘦客户机的导热垫尺寸，体现大家对这类设备的热情（@EX1N0S2k, 7分） ② 另一位分享了专门收录该型号资料的网站链接，并提到自己用这台机器跑 Arch Linux 上的 Home Assistant，多年运行功耗不到 2W，认为对家庭来说确实是“关键基础设施”（@rhqq, 1分） ③ 还有评论是自动化提示，说明帖子中也使用了 AI 辅助生成内容，引发对文档化方式的关注（@asimovs-auditor, 1分）
展开评论
- @EX1N0S2k (7): I love how selfhosted communities will document the exact thermal pad size for a random thin client from 2015 like it’s critical infrastructure
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @rhqq (1): There's a dedicated site for this model knowledge base too ;-) https://www.parkytowers.me.uk/thin/wyse/3040/ It is running my homeassistant (on Arch linux) instance for years and I wouldn't think of retiring it - it sips below 2W while in operation.(measured on the DC side). So…
作者分享一套五步 Problem Framing 流程，强调很多创始人急于上解决方案，其实是从一开始就把问题定义错了，导致长期在症状层面瞎忙。
When something isn't working, the instinct is to move fast. Try something. Fix it. The problem is that most solutions fail not because they were executed badly, but because the problem they were solv…
受众观点：① 有创始人现身说法，承认自己曾花三个月围绕『留存问题』做功能，最后发现根本是获客问题，认为 Is/Is Not 分析本可以一开始就暴露真实症结（@Common_Dream9420, 2分） ② 帖子作者在评论中反复强调 Is/Is Not 步骤最容易被跳过，却往往比多轮五个为什么更快指向真正原因（@seyf_gharbi, 2分） ③ 其他读者也在补充和呼应，认为好问题定义比执行速度更重要，好的 framing 能节省大量无效开发时间（@clankerMarket, 2分）
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- @Common_Dream9420 (2): > The Is/Is Not step is the one people actually skip. Spent 3 months building around a retention problem that turned out to be an acquisition problem. Never touched the real issue once and framing the problem properly before writing a single line of code would've saved me a q…
- @seyf_gharbi (2): Three months on the wrong problem is exactly what Is/Is Not is built to prevent. The contrast between where the problem IS and where it ISN'T forces the real location out before you touch solutions.
- @Common_Dream9420 (2): Totally agree man !! Good luck
- @seyf_gharbi (2): Thanks buddy!
- @clankerMarket (2): The "Is / Is Not" step is the most skipped and the most valuable. Most founders define their problem in the places it exists. The signal lives in the contrast - where does this problem NOT appear, and why not? That gap usually points directly at the real cause faster than five r…
作者复盘自己在社区获客的经验，认为真正关键的不是“去用户所在的社区”，而是学会从大量帖子中筛出具有真实购买意向的信号，并因此做了个自动筛选和草拟回复的工具 onpilot。
so i've been bootstrapping for a bit over a year now and i keep seeing advice like "go where your customers are" or "engage authentically in communities." it's solid advice tbh. but nobody really tal…
受众观点：① 有人共鸣自己也在 Reddit 和 Discord 上浪费了大量时间，事后才发现回复的大多是发泄或假设性讨论，并非真正有购买意向的用户（@VictoryArtistic9015, 2分） ② 也有评论提到自己已经在最近的用户身上做类似筛选，说明这种“意向识别”思路对实战者很有吸引力（@multi_mind, 2分） ③ 还有人分享自己曾在 FB Groups 运营近百万体育博彩用户、获得巨大流量却被平台封禁的经历，侧面印证了社区分发和平台风险并存（@Ok_Acadia_1525, 1分）
展开评论
- @VictoryArtistic9015 (2): I've wasted so many evenings scrolling Reddit and Discord only to realize I was replying to people who were just venting or throwing out hypotheticals
- @multi_mind (2): yep! thats a good idea. I have been doing that with my recent users tbh
- @multi_mind (1): yeah, fr
- @Ok_Acadia_1525 (1): I built and curated a community of 930k sports gamblers with 100m views over 12 months on FB Groups, it was an affiliates dream, then they deplatformed me.
- @multi_mind (1): yikes
帖子用一张来自 ijustvibecodedthis.com 的梗图吐槽把昂贵 API 调用和便宜雇员成本简单对比的说法，评论区则在拆穿这种极端数字是假设和刷业力行为。
You can pay an employee to solve any number of problems for the same salary. Even if they cost a little more on average, it's better to pay that then suffer unpredictable surge pricing. EDIT: IDK WHA…
受众观点：① 顶层评论讽刺性地把 API 价格夸大到每月 10 万亿美元、把初级数据科学家工资压到 5 美元，借此指出原帖数字完全脱离现实（@Practical-Simple1621, 156分） ② 有人抱怨这条梗图被发到几乎所有 AI 子版块，认为 OP 只是重复刷屏（@surfer808, 79分） ③ 也有评论指出现实中很少见到那种极端 API 定价，且美国初级数据科学家的薪资远高于帖中数字，说明图里的对比前提本身就站不住脚（@PaulMakesThings1, 35分；@luckiestredditor, 20分）
展开评论
- @Practical-Simple1621 (156): Why don't we just make the API cost $10T/month and pay the junior data scientist $5/month while we're posting numbers?
- @surfer808 (79): Jesus Christ I’ve sent this post on every day Ai sub. Relax OP we get it.
- @Neezzazzy (51): Repost this seven more times or you will never find the job in IT.
- @PaulMakesThings1 (35): Yeah, I’ve never seen an api priced like that unless you’re talking about some huge automated service making api calls. Nor have I seen, in the U.S. at least, even a junior data scientist only make $54,000 per year. I’m assuming they meant $4500/month. At that scale, the 150k/mo…
- @luckiestredditor (20): It's a karma farming bot
Reddit 讨论大模型是否真能让普通开发者变强，以及像 dario 这类 AI 领袖在夸大能力还是务实帮助开发者。
Implying tech companies besides Anthropic, Google, and Nvidia have any money left over by 2027 after they all ran through cash on hand for tokens. I feel like there are reasonable people, like the gu…
受众观点：① 反感 LinkedIn 式 AI 鸡汤内容、希望看到更接地气经验分享的开发者（@jadhavsaurabh, 145分) ② 已经在用模型写代码、但对其是否真能达到资深程序员水准仍有疑虑的程序员（@dave8271, 137分）③ 关注 Claude Code、DeepSeek 等不同模型在代码质量和成本上的取舍，希望找到性价比方案的技术用户（@gphie, 80分）
展开评论
- @jadhavsaurabh (145): Pls don't share linkedin shit
- @dave8271 (137): People who think that the latest generation of models can't produce robust code to as high a quality as any human programmer are simply in denial. Of course you can get bad results out of them if you don't know what you're doing, but that's a skill issue. I'm saying this as some…
- @gphie (80): Claude code has been pretty good at cleaning up and maintaining code bases in my opinion Now about the cost, companies will switch to cheaper Chinese models like deepseek or run their own. I made the switch to deepseek a week ago and have been using it constantly and have barely…
- @Mystical_Whoosing (47): That is a take of someone who doesn't know how to use these tools.
- @bombaytrader (43): Who is this dude. Things are only picking up.
有人分享一款名为 codeMeter 的 Claude Code 用量桌面显示器，引发大家对硬件小玩意实用性和定价是否虚高的讨论。
For anyone using Claude Code, codeMeter is a small WiFi desk display that keeps your usage visible while you work. It shows your 5 hour usage, weekly usage, reset countdowns, and color warnings as yo…
受众观点：① 喜欢桌面数码小物、但也在意设计细节比如充电线位置和桌面美观的用户（@Sketaverse, 32分；@Pardy-, 10分）② 觉得功能可以用状态栏或软件实现、对单独硬件用例存疑的理性用户（@MarathonHampster, 23分）③ 质疑 130 美元定价、关心硬件成本结构和“智商税”问题的开发者和消费者（@Lanfeust09, 11分）
展开评论
- @Sketaverse (32): LOVE\* \*if the charge cable was at the back
- @ThroatNagasaki (26): It’s a desk gadget. We don’t necessarily need gadgets but we love them all the same.
- @MarathonHampster (23): Incredible that you got a hardware device for this on the market already but damn, I really don't understand the use-case. I configured Claude to show me all of these stats in the status bar
- @Lanfeust09 (11): isn't it a 40 usd device on a 2 usd printed stand with a code that you can vibecode in less than 10min ? Sold for 130 usd ? Am i getting this right ?
- @Pardy- (10): This. The charging cable on the side immediately turns me away.
帖子调侃 Claude Code 在清理 Node.js 进程时会把自己也杀掉，勾起大家被一堆 node 进程折磨的开发者共鸣。
Who knows this pain?
受众观点：① 经常同时跑多个 Node.js 服务、对进程和端口管理头疼的前后端开发者（@fxkv, 15分；@OrsakNarrative, 3分）② 把 Claude Code 长期开在后台、遇到过被误杀或环境混乱问题的用户（@BoxLegitimate9271, 3分）③ 对通过自定义 hook 或脚本自动记录和管理进程有兴趣的工程师（@Amoner, 2分）
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- @fxkv (15): lil claudie runs on node.js so when it kills background node processes, it essentially kills itself because it's too dumb to make the distinction
- @Purple_Hornet_9725 (4): Yeah happened not just once
- @BoxLegitimate9271 (3): mine runs headless 24/7. at this point it's not debugging, it's territorial
- @OrsakNarrative (3): It usually happens to me when I have a bunch of node processes. He goes "hmmmm, one of these is something that needs killing but I dont know which one, ah eff it I'll just killem all" \*terminal dies\*
- @Amoner (2): I made a hook that checks for processes and ports and keeps track of them, so when I need to kill something and restart, it can just check that file
作者分享在用 AI 代理两年中的观察：用“dependency”等结构化词汇比“不要做”这类否定指令更能让模型遵守步骤，引发大家讨论词汇选择如何影响模型行为。
Been working with AI agents for about 2 years and I keep noticing word choice matters way more than I expected. Simple example that got me thinking. "Don't do Y until X is done" works maybe \~75% of…
受众观点：① 已在用 AI 做流程自动化、但经常遇到模型跳步骤或误解指令的开发者和运营人员（@LeucisticBear, 91分）② 想要更结构化提示模板、对“结构化框架优于行为命令”感兴趣的重度用户（@coffeeman6970, 20分）③ 对在提示中引入专业或行业术语（如军队用语 sitrep、BLUF）提升沟通效率感兴趣的人（@petron, 18分）
展开评论
- @LeucisticBear (91): Negatives don't work well in general. "Don't do..." Using the word "dependency" makes the internal task order mandatory. Makes sense.
- @ThreeDMK (21): You are out of compliance. Stop everything. This one is fun. :)
- @coffeeman6970 (20): Claude says to try these too: Structural framing over behavioral instruction: "Step 2 requires Step 1 to be complete" vs. "don't skip to Step 2." You're invoking a schema (numbered steps, prerequisites) rather than issuing a command. Domain vocabulary as context anchors: Technic…
- @petron (18): I use 2 prompts from military jargon that work great. Give me a sitrep - most AIs understand that it means give me a full situation report and outputs a good concise status report When writing a plan that you want to share tell the AI to add a BLUF to the plan. Bottom Line Up Fr…
- @LeucisticBear (12): Not really. I just try to avoid stating things in the negative. I do find it helps if I ask the model to explain what it thinks I meant or what I want it to do before saying go...particularly before long stretches like a big task list that will run overnight.
一名警察分享用 Claude Code 独立开发 LOC8 定位应用，在真实执法场景中解决快速报位难题，并在两个月内获得 1500 用户和约 1500 美元收入的经历。
I wanted to share a project I built with Claude Code and also explain the why behind it for anyone trying to build something similar. The app is called LOC8. It started from a real problem I noticed…
受众观点：① 对用 Claude Code 或类似工具从 0 到 1 做移动应用感兴趣的开发者（@J_Adam12, 13分）② 关注 what3words 等定位方案、在意紧急场景下可读性和误传风险的一线用户和产品人（@roddyr2, 36分；@polymorphiced, 11分）③ 想了解小众刚需工具如何通过 Reddit、Facebook Ads 等渠道冷启动获客和验证付费意愿的独立开发者（@alion94, 13分）
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- @roddyr2 (36): Have you seen what3words? May be easier on everyone to not have to spell out such a long string…
- @J_Adam12 (13): Wow an actual wall of text that’s not ai! Didn’t think id ever see it again!
- @alion94 (13): I distributed it through the Apple App Store, but most of the early marketing has been manual. I’m a police officer and have been for about 11 years, so this started as a side project around a problem I understood from work. I first validated the idea by posting it in a large la…
- @polymorphiced (11): W3w is terrible. The one time I had to use it in an emergency situation, the words were apparently unintelligible over the phone, contained a plural, and a homophone. I had to spell them out - lat/long would've been much easier!
- @alion94 (10): Exactly. That was one of the issues I wanted to avoid. What3words is clever, but words can still get misheard, especially with plurals, homophones, accents, bad cell service, or someone being stressed. LOC8’s code is not really meant to be read out loud. You tap it, copy it, and…
作者展示用 Claude Code 搭配 Remotion 生成 JSX 组件来做频道统一风格的动态图形，引发评论区对 AI 视频审美和“AI slop”质感的争论。
Found a really clean Claude Code use case that's not coding-coding. Remotion (React for video) means motion graphics are JSX components. So I describe what I want in plain English, Claude Code writes…
受众观点：① 已在用 Remotion 或对程序化视频编辑感兴趣、想提升批量产出效率的创作者和工程师（@Silver-Range-8108, 5分）② 觉得当前 AI 视频风格千篇一律、担心作品被贴上“AI slop”标签的内容创作者（@Historical_Moose_468, 31分；@Amon9001, 5分）③ 想在效率和创意控制之间找到平衡、用 AI 做底层体力活但保留人类创意指导的制作者（@Amon9001, 5分）
展开评论
- @Historical_Moose_468 (31): bro sometimes I use the same tool but look at this video, it's not very aesthetic, everybody is using it, you might impress some boomers but in 6 months it will be considered cringe to use this style. We need to find ways to improve and change the aesthetic...
- @mmmfine (8): Corny
- @_noahitall_ (7): I've been tapped into programatic editing for a while before AI blew up and I really don't know how to explain how different and obvious AI editied videos feel. If you are making these videos for creative rather than professional regions, people are going to notice it, which may…
- @Amon9001 (5): The term is 'creative direction'. AI can pump out whatever you tell it to. But you need to have good taste and creative direction to make it work. Otherwise you are leaving it in the hands of AI. The phrase 'garbage in, garbage out' is still very relevant. I'm not calling this v…
- @Silver-Range-8108 (5): As promised, full walkthrough: [https://youtu.be/mXwXwdrMMaM](https://youtu.be/mXwXwdrMMaM)
作者分享用 Markdown 文件系统为本地代理搭建长期记忆半年后的经验，重点讨论如何处理知识库中相互矛盾的事实和人工介入冲突决策。
I've been using a .md filesystem for my (mostly coding) agents for over 6 months now and it's been a big improvement, so rn I'm migrating my local fs to the cloud. I've been adding cross linking, tru…
受众观点：① 正在自建本地或云端 AI 代理、需要长期记忆但担心知识库越用越乱的开发者（楼主及同类用户）② 对企业级知识库维护流程感兴趣、想把大厂经验迁移到个人项目的工程师（@Sarithis, 5分）③ 想在“自动化决策”和“人类把关”之间找到平衡、避免记忆系统固化错误结论的技术负责人（@illGATESmusic, 10分）
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- @illGATESmusic (10): Make a hook to make SURE Claude always runs the “lesson” by you before it burns it into memory. Otherwise it will burn wildly incorrect and sweepingly generalized “lessons” that come back to haunt you later and will require tons of annoying detective work to sus out. Good luck!
- @Sarithis (5): Over the past 7 months, we've solved the conflicting memories problem in our system by introducing a multi-step offline maintenance phase that periodically sweeps the knowledge base and resolves issues like duplication, conflicts, updates, and usage tracking. Most of us run it e…
- @Perfect_Tangerine432 (2): you're right, write-time approval for anything generalized is probably the move. thanks!
- @Perfect_Tangerine432 (2): thanks for sharing your approach. I'll definitely test this in my system out of curiosity, can you share the size of the organization? (or the amount of people using your system in the org). And do you have shared memories across teams or is it single person only?
- @Sarithis (2): Sure, you're welcome! We have over 4000 employees, though the system is currently used only by specific development departments, around 40-60 developers. We have both personal and codebase-scoped memory banks. They're all LanceDB files, so personal memory banks stay in the user'…
Reddit 用户在 ClaudeAI 版讨论自己用 Claude 处理多种项目都碰不到 Max 订阅上限，质疑大家是如何在缺乏 token 优化的情况下把额度刷爆。
I genuinely want to know how some of you are hitting your limits on the max plan of Claude? Given the number of agent skills and token optimization techniques, I'm still baffled as to how you could p…
受众观点：① 许多用户只是无脑往上下文里堆内容，不关心 token 优化技巧（@PaperHandsTheDip, 20分） ② 有人纯粹把额度花在娱乐或极端用例上，比如逐帧 ASCII 视频或批量生成情绪化内容（@Jos3ph, 62分；@StraightEnergy8966, 38分） ③ 部分人对楼主的技能和配置感兴趣，希望了解高层次的使用方案（@blangzo, 10分）
展开评论
- @Jos3ph (62): Six words: 4k frame by frame ascii porn
- @StraightEnergy8966 (38): I ask it for 1 million ragebait posts I can make on reddit and it goes brrrr
- @PaperHandsTheDip (20): You mentioned it in your own post. People simply don't care about the optimizations / token optimization techniques / approaches. They're dumping a ton of shit into the context
- @Global-Tradition-318 (11): In this economy? Well done
- @blangzo (10): Actually yes, I do want to know your skills and setup. Please share high level details?
开发者在 SideProject 版分享 Choreoto 应用，帮助编舞老师在网页上设计队形和走位并一键发给舞者个人视角，还支持动作捕捉导入舞步。
This app allows choreographers to create formations and transitions and send to the dancers with individual view, in one click. As a bonus, it also supports motion capture to import your own moves an…
受众观点：① 有用户直接给出正向反馈，认为产品想法和效果都很不错（@No_Computer_1247, 23分） ② 评论区有人半开玩笑地提到成人表演等其他场景，说明大家在脑补更多垂直用例（@Background_Soup_4879, 11分；@gildaso, 5分） ③ 楼主透露自己是热爱舞蹈的软件工程师，并分享使用 three.js 搭建 3D 舞者和场景的技术细节，引发对技术栈的兴趣（@gildaso, 5分; 4分）
展开评论
- @No_Computer_1247 (23): insane dude gj!
- @Background_Soup_4879 (11): that seems nice, could use for strippers too
- @gildaso (5): that's for the 18+ version coming soon hahaha
- @gildaso (5): I am a software engineer passionate about dance 😃
- @gildaso (4): I used three.js for all 3D elements dancers etc
一位 CS 学生展示用 Claude 协作开发的 Satlas 项目，在浏览器中实时可视化 3.1 万个轨道物体并通过 AI agent 进行对话式查询，还开放了 MIT 协议代码和公共 API。
CS student here. Spent some time building Satlas as a portfolio piece. The idea: take the 31,000+ objects the US Space Force tracks in orbit and make them actually accessible, visually and conversati…
受众观点：① 不少人单纯觉得这个 3D 轨道可视化项目非常酷，对整体创意和执行力表示赞赏（@sparko_gg, 2分；@Xeph0x, 2分；@Ill_Particular_3385, 2分） ② 有用户提到看到密密麻麻的轨道物体会产生焦虑，说明项目也在触发对太空碎片和拥挤轨道的情绪共鸣（@IWasReplacedByAI, 3分） ③ 有人从可用性角度反馈交互问题，比如云层遮挡导致难以精确选中国家，期待更易用的国家选择方式（@amnaatarapper, 2分）
展开评论
- @IWasReplacedByAI (3): Great job, but to visualize everything we have around us make me a bit anxious.
- @sparko_gg (2): This is so cool! Love it!
- @amnaatarapper (2): Nice idea and execution. I wish I could easily point at a specific country, clouds makes it almost impossible to point the globe to the area of interest
- @Ill_Particular_3385 (2): Looks kind of cool!
- @Xeph0x (2): This is awesome
开发者为失眠的妻子做了一款名为 Drift 的睡眠应用，用“认知洗牌”方式播放随机中性词语打断大脑反刍思维，已在 iOS 和 Android 免费上线。
My wife is a terrible sleeper. Her mind just keeps going over what happened during the day and what she needs to do tomorrow, and then she's just awake. I came across this thing called cognitive shuf…
受众观点：① 有用户表示自己也在想用随机刺激来打断睡前胡思乱想，对这种简单直接的方案很感兴趣，准备亲自尝试（@_DoesNotGetIt_, 4分） ② 有人认为帖子里讲述的“妻子反复回放白天事情”的个人故事比技术名词更打动人，并分享自己在做减少手机噪音残留的 Android 小工具（@Wonderful-Music5834, 4分） ③ 另一位开发者强调“为一个人解决真实问题”是最好的产品验证，比大规模调研更有效（@Kaithereon_devs, 3分）
展开评论
- @_DoesNotGetIt_ (4): Funny…just a few nights ago while trying to get asleep, I was thinking maybe it would help if I could somehow pummel my brain with randomness. Definitely going to try this out. You rule!
- @Wonderful-Music5834 (4): The personal story is stronger than the technique name. I would show the exact "my brain keeps replaying the day" moment first, then explain cognitive shuffling after the user already recognizes the problem. I'm working on a small Android notification digest, also trying to redu…
- @Kaithereon_devs (3): the fact that you built this for ONE person and it actually worked is the best product validation ever. most founders spend months doing market research. you just watched your wife not sleep and fixed it
- @No_Attention_7746 (2): Please do and give me your most direct feedback!
- @boardwhenbored (1): Great idea. I’ll try it tonight. Idea: You could expand it to choose other versions of this technique for those like me that need variety. For example, the app picks a word and the user mentally comes up with words that start with each letter of the selected word. The user moves…
开发者在周末做了一个名为 Starguessr 的小网页游戏，让玩家根据线索猜测某个目标对象或位置，目前在 SideProject 版征求体验反馈。
Hey everyone, here is a small project I've built over the weekend: [https://starguessr.vincentwill.com/](https://starguessr.vincentwill.com/) I'd love to know what you think :)
受众观点：① 帖子目前还没有评论，说明社区对玩法细节和技术实现还不了解（无具体用户反馈） ② 只有通过得分和投票可以看出有一定关注度，但缺乏定性意见支撑产品迭代（无具体用户反馈）
展开评论
- _无评论_
作者介绍自己在做的 Faurya，一款隐私优先的分析工具，把流量来源、站内行为和 Stripe 等支付数据打通，用“按来源看收入”帮助独立开发者判断哪些渠道真正带来付费用户。
Side project analytics get weird when the channel with the most visitors is not the channel that produced the first paid customer. I was reviewing launch notes with coffee nearby and kept coming back…
受众观点：① 有人直接表示这个思路很有用，认可“收入/访客”是被严重低估的指标（@jia-ren, 1分；@FlashyAverage26, 1分） ② 多位评论者赞同先从首触归因和简单 source→revenue 视图做起，认为复杂多触点模型对小样本项目意义不大（@FlashyAverage26, 1分；@Domenorange, 1分） ③ 还有人关心具体实现细节，比如如何处理跨设备访问、试用期后付费等复杂路径，以及对 Lemon Squeezy、Paddle 等支付集成的优先级（@Domenorange, 1分；@slopstrug, 1分；@uskeliyesabkuch, 1分）
展开评论
- @jia-ren (1): This is useful.
- @FlashyAverage26 (1): ngl “revenue per visitor” is probably one of the most underrated metrics for indie products 😭 because a traffic source sending 10 buyers is infinitely more useful than one sending 10k tourists fr also I’d honestly start with: first-touch attribution simple source → revenue mappi…
- @Domenorange (1): The first-touch vs last-touch question is a good one, but I’d probably start with a plain source-to-revenue view and make the attribution model visible rather than fancy. For tiny projects the sample sizes are so small that pretending the model is precise can be misleading. If m…
- @slopstrug (1): This is very close to how I’m thinking about it. For small projects, “visible and honest” beats a clever attribution model that makes 6 conversions look scientific. Strong agree on separating tagged campaigns from inferred referrers. A row that says `newsletter / launch_v1` shou…
- @uskeliyesabkuch (1): how are you planning to handle users who visit from one source, sign up later from another device, and then pay after a trial? is it purely cookie/session based, or do you store the original source on the user profile once they create an account? that edge case is where a lot of…
楼主发起周末项目分享帖，邀请大家贴出自己正在做的应用并收录到 pojoapps.com 的 App 目录中，评论区聚集了大量独立产品链接。
Share your app , I will add to App Directory at [https://pojoapps.com/apps](https://pojoapps.com/apps)
受众观点：① 不少开发者在评论区分享自己的产品链接，希望借助目录获得更多曝光和用户（@FourYearsBetter, 8分；@kkingsbe, 6分；@Paludis, 5分） ② 有人对其他人的项目表示认可，认为看起来很有潜力，说明这类合集贴也在促进开发者之间的互相发现（@stovo06, 2分） ③ 一些用户选择收藏帖子以便之后慢慢挖掘这些 side project，表明目录类内容有一定长尾价值（@tometoyou1983, 2分）
展开评论
- @FourYearsBetter (8): https://bullpenreport.com - Bullpen Report manages youth baseball pitch counts and recovery days. It handles communication between parents and coaches to prevent overuse injuries. BR also generates advanced stats and metrics and deep AI-powered insights and recommendations based…
- @kkingsbe (6): https://cartoart.net
- @Paludis (5): [DeepSwipe](https://www.deepswipe.app/?c=10) \- a TikTok style personalized feed of educational content.
- @stovo06 (2): Damn that looks like you got something good there
- @tometoyou1983 (2): Saving for future reference
开发者分享开源项目 RepoWise，希望通过依赖关系、git 热点、代码健康和架构文档等结构化信号，让 AI 处理大仓库时不再只是按文件检索，而是理解整个系统。
This started because I kept noticing the same thing with coding agents on larger repos. They'd find the code I asked for, but then still somehow: read a bunch of unrelated files miss relationships be…
受众观点：① 有人认为这类工具未来可能会成为企业级代码仓库的标配，说明市场对更智能的代码理解层有期待（@HistorianAdorable405, 2分） ② 评论者注意到这是从传统检索工作流向结构理解的一次转变，认可这种思路（@Ok-Dinner235, 2分） ③ 楼主自己也在评论中强调，实践中发现仓库历史和关系比简单的检索 + 切块更有价值，引发对“代码时间维度”的兴趣（@Icy-Roll-4044, 2分）
展开评论
- @TastySquirrel5139 (3): Dont get tired man!
- @Icy-Roll-4044 (2): Okayyy😭
- @HistorianAdorable405 (2): Could see tools like this becoming essential for enterprise repos.
- @Ok-Dinner235 (2): Interesting move from retrieval centric workflows to structural understanding.
- @Icy-Roll-4044 (2): That's kind of what surprised me too. I initially thought context was mostly retrieval + chunks, but repo history and relationships ended up being way more useful than I expected.
创作者分享自己做的 feedbackqueue.dev，一个给创业者互相交换产品反馈、一个月就拉到数百用户的免费平台。
[feedbackqueue.dev](http://feedbackqueue.dev/) a feedback-for-feedback platform for founders to get feedback without messaging a single person or any marketing skills. and it's free. 600 users in a m…
受众观点：① 很多评论者顺势分享自己项目链接，希望借楼获取曝光和反馈（如 @vinithius、@mohamednagm 等，score 2-6） ② 有人认可想法但吐槽需要注册才能看到更多介绍，降低了进一步了解意愿（@TSTP_LLC, score 2） ③ 一部分人对“验证工具”“反馈平台”泛滥感到困惑，质疑这些工具是否真的能验证需求还是只是跟风（@DiscountResident540, score 2）
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- @vinithius (6): [https://my.diecastclub.app/](https://my.diecastclub.app/) is a platform for die-cast collectors where you can explore a vast catalog, add thousands of items to your collection, and track detailed statistics of your collection. In the future, the platform will also become a soci…
- @TSTP_LLC (2): Love the idea. Hate the fact that I have to signup just to view last the intro. Wanted to dig a little deeper to see what it entails.
- @mohamednagm (2): SaasNiche.com - Stop guessing what to build. SaasNiche helps entrepreneurs find validated business opportunities by analyzing Reddit communities to surface real problems - then generates Profitable solution ideas to accelerate your product development.
- @DiscountResident540 (2): i have a question: will [saasniche.com](http://saasniche.com) say that [saasniche.com](http://saasniche.com) is valid? i still find it a bit confusing with all these validation tools. They are too much not because they work well but bcs they are just a build trend. Have you trie…
- @Alevol02 (2): I built FoodMate, a kitchen app that suggests meals based on what's already in your fridge and prioritises what's about to expire. when you cook something it automatically updates your pantry, nutrition and grocery budget in one tap. most food apps pick one lane: recipes, or cal…
发帖者在探索 AI 原生游戏，想用 AI 做可重复游玩、角色反应多变的互动故事，并号召对这类实验感兴趣的人一起讨论和组建小社区。
I’ve been looking more into AI-native games lately — not just using AI to generate assets, but using it for interactive stories, character-driven scenes, small browser game experiments, and more flex…
受众观点：① 有人直接表示愿意加入，说明对 AI 原生游戏的兴趣真实存在（@CountyEquivalent6087, score 3） ② 玩家期待的是每次游玩都不同、NPC 有独特人格的体验，但抱怨目前大多 AI 互动故事容易跑偏、故事质量很差（@SnooDrawings9812, score 2） ③ 评论者强调关键在于平衡“自由度”和“故事结构”，以及需要持久记忆、角色随时间演化和真正有影响力的选择，而不是表面的 AI 资产生成（@Fearless_Shift7108, score 2；@FlashyAverage26, score 2）
展开评论
- @CountyEquivalent6087 (3): I'm in if it's fine, interested
- @Fearless_Shift7108 (3): Awesome, thanks! I’ll DM you with a bit more context.
- @SnooDrawings9812 (2): For me, I think the real kind of AI experience I'm looking for is that the people or NPCs in the interaction feel like they are different every single time you play. It's essentially creating this unreplicable experience every time we log in; I think that's the whole upside of w…
- @Fearless_Shift7108 (2): Yeah, I think that’s exactly the hard part. The exciting promise of AI in games is that each run can feel slightly different, but if the story has no structure, it just becomes random or self-indulgent really fast. I feel like the challenge is finding a balance between freedom a…
- @FlashyAverage26 (2): ngl the interesting part of AI games isn’t “AI-generated assets” anymore it’s whether the world or characters can react in genuinely unpredictable but coherent ways 😭 for me the killer feature would probably be: persistent memory characters evolving over time and choices that cr…
楼主分享自己辞职一年多、零编程背景自学做出 Stride 这款用对话和一点 AI 帮助用户走出迷茫、找到下一步行动的应用，并在 Reddit 寻找测试用户。
I quit my corporate job a little over a year ago now. I wanted something different but had zero idea what that meant. I just knew that I wanted to help people. So i built Stride, with zero coding exp…
受众观点：① 多位评论者对楼主零编程背景能独立做出产品表示佩服和鼓励，强调这是很大的跨出舒适区的一步（@Sea_Ladder_6783, score 5；@itsmeAki, score 3；@Admirable-Secret-535, score 2） ② 有人认同“对话式梳理思路”比套模板式的十步计划更有用，觉得这种产品方向贴近真实需求（@Sea_Ladder_6783, score 5） ③ 也有评论给出具体的上架建议，比如通过注册公司来避免在商店里暴露个人姓名和家庭地址（@Clear_Track_9063, score 2）
展开评论
- @Sea_Ladder_6783 (5): Nice work on building something from scratch with no coding background - that's pretty impressive jump into the deep end The conversation approach makes a lot of sense too. Sometimes you just need to talk through stuff instead of getting another productivity framework thrown at…
- @itsmeAki (3): Bro, huge props for building this with zero coding experience! Thats actually insane, especially when you were feeling lost thats a massive w for u
- @Clear_Track_9063 (2): You need an org for it not to show your name... Also your home address is not public because thats what app stores do now for trust signals. Apple App store and google. Play. Get a formation and release under that. Probably need to remove and delete the app you already released…
- @Admirable-Secret-535 (2): nice!! huge respect for building it without coding background and starting from scratch!! research and be patient for some improvements. you can do it brooooo!!
- @InspectorCharming464 (2): In many cases, the project is created in this way. First of all, it is what you need, and then you find that others also need it, and then it becomes a product.
Unabyss 是一款统一 API 和 LLM 记忆工具，自动从你常用应用中抽取和更新个人上下文，并通过 MCP 等接口安全地共享给任意 AI 工具，避免每次都向 AI 重新介绍自己和业务。
Unabyss
受众观点：① 正在做 AI 助手、agent 平台或多模型聚合工具的开发者 ② 经常在多个 AI 工具之间切换、又不想反复解释需求的重度知识工作者 ③ 关注 MCP 生态、想把自己产品接入更多 AI 客户端的独立开发者。
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- @Productivity (0): • [Unified API](/categories/unified-api) • [LLM Memory](/categories/llm-memory) Set it up once and never re-explain yourself to AI again. Connect the apps you use daily - Unabyss will extract, structure, and update your context automatically. Share it with any AI tool via MCP, w…
- @Merge (0): Fast, secure integrations for your products and agents [4.8(18 reviews)](/products/merge-3/reviews) [Unified API](/categories/unified-api)[AI Workflow Automation](/categories/ai-workflow-automation) [fastn.ai](/products/fastn-ai-composable-middleware) The no-code AI orchestratio…
- @Relay (0): Stop repeating yourself to every AI
- @Nia (0): API for grounded agent context [5.0(2 reviews)](/products/nia/reviews) [Engineering & Development](/categories/engineering-development)[Unified API](/categories/unified-api)
- @Graphlit (0): API for LLM-enabled knowledge ingestion and retrieval [5.0(1 review)](/products/graphlit/reviews) [Knowledge base software](/categories/knowledge-base)[AI Chatbots](/categories/ai-chatbots) [View more ](/products/unabyss/alternatives)
Yansu 是一款面向创作者和团队的 AI 生产力与自动化工具，强调为用户量身打造、可随个人需求变化而演进的“定制软件”，由 AI 主动帮你构建和维护工作流。
Yansu
受众观点：① 想用 AI 搭建个人工作流、但不想深度学习自动化平台的知识工作者 ② 在做 AI 自动化、agent 编排平台的开发者和创业者 ③ 已经在用 Make、Zapier、Taskade 等工具、对下一代“AI 运营软件”形态好奇的独立开发者。
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- @Overview (0): * [Reviews](/products/yansu/reviews) * [Alternatives](/products/yansu/alternatives) * [Team](/products/yansu/makers) * [Awards](/products/yansu/awards) * More Free Options Launch tags:[Productivity](/topics/productivity)•[Artificial Intelligence](/topics/artificial-intelligence)…
- @Make (0): AI automation you can visually build and orchestrate. [4.8(43 reviews)](/products/make-4/reviews) [No-code Platforms](/categories/no-code-platforms)[Automation tools](/categories/automation)
- @Trace (0): Workflow Automations for the Human 👾 AI Workforce [4.7(38 reviews)](/products/trace/reviews) [Team collaboration software](/categories/team-collaboration)[Automation tools](/categories/automation) [Cheat Layer](/products/cheat-layer) Automate your business from end to end in nat…
- @Taskade (0): One prompt. One app. One living workspace for teams. [4.7(104 reviews)](/products/taskade/reviews) [Project management software](/categories/project-management)[No-Code App Builder](/categories/no-code-app-builder) [View more ](/products/yansu/alternatives)
- @Bo (0): [Yansu](/products/yansu) Maker 📌 Hi everyone. This is Bo. One of the builder of Yansu. We set out a vision of bespoke software at scale. All of the software in the future will tailored to your exact needs and drifting with you as you change and grow. However, we see two challeng…
Supaboard AI 3.0 是一款 AI 数据分析和商业智能工具，主打用自然语言提问即可在团队数据上获得分析结论，替代手写 SQL 和传统仪表盘查数流程。
Supaboard AI
受众观点：① 想用数据驱动产品决策、但没有专职数据分析师的独立开发者和小团队 ② 在做 AI BI、数据分析工具或内部运营面板的创业者 ③ 已经在用 Metabase、Basedash 等工具、想评估 AI 助理是否真的能替代部分 SQL 工作的工程师。
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- @Overview (0): * [Launches3](/products/supaboard-ai#launches) * [Reviews](/products/supaboard-ai/reviews) * [Alternatives](/products/supaboard-ai/alternatives) * [Built with](/products/supaboard-ai/built-with) * [Forum](/p/supaboard-ai) * [Team](/products/supaboard-ai/makers) * More This is th…
- @Metabase (0): Open source Business Intelligence and Embedded Analytics. [4.9(24 reviews)](/products/metabase/reviews) [Data analysis tools](/categories/data-analysis)[Data visualization tools](/categories/data-visualization)
- @Basedash (0): AI-native Business Intelligence Platform [5.0(9 reviews)](/products/basedash/reviews) [Data visualization tools](/categories/data-visualization)[Business intelligence software](/categories/business-intelligence) [Narrative BI](/products/narrative-bi) Turn your data into meaningf…
- @Querio (0): Self-service AI analytics for any team. [4.8(5 reviews)](/products/querio/reviews) [Data analysis tools](/categories/data-analysis)[AI Chatbots](/categories/ai-chatbots)
- @MindsDB (0): Autonomous Business Intelligence Platform [4.8(5 reviews)](/products/mindsdb/reviews) [Business intelligence software](/categories/business-intelligence)[AI Databases](/categories/ai-databases) [View more ](/products/supaboard-ai/alternatives)