一篇关于 Claude MCP 与脚本技能对比的文章在 HN 引发争论，围绕 MCP 是否还存在上下文投毒和上下文膨胀问题、以及在组织级工作流里该如何正确用 MCP。
MCP is dead? ① 有人认为 MCP 上下文投毒早就修了，实际用下来比 CLI 更适合做工具发现和 nudging（@c0rruptbytes） ② 也有开发者觉得小脚本和 skills 更高效，MCP 反而增加调用次数和 token 浪费（@zvoque） ③ 部分评论在尝试给 MCP 找定位，认为在统一组织内部 API、给非技术员工安全开放 agent 工具时 MCP 才真正有价值（@0907）
一篇关于 Claude MCP 与脚本技能对比的文章在 HN 引发争论，围绕 MCP 是否还存在上下文投毒和上下文膨胀问题、以及在组织级工作流里该如何正确用 MCP。
① 有人认为 MCP 上下文投毒早就修了，实际用下来比 CLI 更适合做工具发现和 nudging（@c0rruptbytes） ② 也有开发者觉得小脚本和 skills 更高效，MCP 反而增加调用次数和 token 浪费（@zvoque） ③ 部分评论在尝试给 MCP 找定位，认为在统一组织内部 API、给非技术员工安全开放 agent 工具时 MCP 才真正有价值（@0907）
一篇关于招聘与面试信号的 HN 文章，引发程序员分享用简单面谈和试用期替代复杂面试流程、直接考察候选人是否真正"会思考"的极端观点。
① 顶层评论用一则"会思考的鹦鹉"笑话讽刺当前过度依赖证书和打分的招聘体系，主张直接雇来试、不会想就开掉更便宜（@sameers） ② 有人认为现有系统可能会继续跛行很久，只有彻底崩盘才会逼出新策略（@eikenberry） ③ 也有开发者分享在 Google 面试中的反馈，以及在小公司只用两次一小时聊天就能筛出高密度人才的经验（@nitwit005, @martythemaniak）
作者回顾自己十年创业经历，用一句“不要放弃”配图鼓励创业者长期坚持，把时间拉长看增长曲线。
① 很多创业者在评论里晒出自己的收入或增长曲线，呼应“只要坚持就会慢慢抬头”的主题（@WhiskyToad, 13likes） ② 有人误以为图表是按时间顺序画的，说明大家对创业节奏和时间线的理解容易被图形误导（@techzha, 11likes） ③ 也有创业者贴出 2026 年自己的图，表达“我也在这条路上坚持”的共鸣（@bhanu4417, 12likes）
StepFun 推出的 Step 3.7 Flash（Step 3.5 Flash 系列）高效多模态 MoE 模型通过 Nous Portal 与 Hermes Agent 深度集成，提供 30 天免费试用和工具搜索等新特性，在 AI 代理效率、模型托管与开发者工作流上引发多平台讨论
StepFun 推出的 Step 3.7 Flash（Step 3.5 Flash 系列）高效多模态 MoE 模型通过 Nous Portal 与 Hermes Agent 深度集成，提供 30 天免费试用和工具搜索等新特性，在 AI 代理效率、模型托管与开发者工作流上引发多平台讨论。
受众观点：跨平台评论主要集中在三个点：一是对 Hermes Agent 工具搜索能力和更新节奏的认可，二是对 Step 3.7 Flash 模型本身性能与免费期的兴趣，三是对 Nous Portal 作为一站式托管与工具集成平台的关注。
这是 Robert Shaw 面向 SaaS 和创业者定期发起的「你在做什么」互动串，邀请创始人在评论区展示自己正在构建的产品，形成每周聚合 100+ 创业项目的公开展示与交流场
这是 Robert Shaw 面向 SaaS 和创业者定期发起的「你在做什么」互动串，邀请创始人在评论区展示自己正在构建的产品，形成每周聚合 100+ 创业项目的公开展示与交流场。
受众观点：评论区的核心关注点集中在两个方面：一是创始人们用极短的话术展示自己产品的价值主张，二是借机获取曝光和潜在用户。例如，@TechWithMatteo（score 2，Twitter）写道「building https://t.co/PbWpswm5W9, an AI SaaS for creators who want a newsletter but dont have time to write one, AI handles the research and you keep editorial control, private beta coming soon」，强调目标用户（创作者）、核心痛点（没时间写）、以及产品形态（AI 代做研究、用户保留编辑权）。又如 @cavemandetector（score 1，Twitter）介绍「A tool that finds local businesses with no website and writes their outreach pitch with AI. Freelance devs use it to find clients in 60 seconds instead of hours. https://t.co/dllNy54SKq」，突出节省时间和为自由开发者找客户的具体场景。发帖人本人 @robert_shaw（score 5 和 2，Twitter）也在两条串里都补充自己在做「An AI Agent for your browser. Browse less. Get more done.」，用一句话抓住“少浏览、多产出”的效率诉求。整体来看，参与者都在围绕「一句话讲清楚我在做什么、为谁解决什么问题」来设计评论内容，希望在这个每周固定的流量池中获得关注、点击和潜在转化。
推文吐槽星巴克、微软和 Uber 三家公司最近在落地 AI 项目上翻车，暗示大厂砸钱上 AI 并没有真的替代掉人类工作。
> Starbucks' AI can't even count coffee cups right > Microsoft pulling the plug on Claude for its own team > Uber burned $3.4B in AI budget in 4 months just to see zero return 3 massive setb…
受众观点：① 有人认为 Uber 烧 34 亿美金做 AI 却没产出，其实延续了这家公司一贯先砸基础设施再找产品方向的老路（@shipwithjay, 53likes） ② 有人指出这些公司已经裁掉本地员工、换成更便宜的外包和 H1B，AI 项目失败也不会让原岗位回来（@uoislame, 22likes） ③ 也有人情绪化地把这些 AI 失败看成是“反派受挫”，希望更多类似翻车案例出现（@ShemiraMonet, 20likes）
展开评论
- @DataChaz (75): Uber: https://t.co/InjSNE1vsm
- @shipwithjay (53): @DataChaz the uber 3.4b figure is the most relatable item on this list. spending billions on novel infra before product clarity is just normal uber. AI didn't change that pattern, it gave them a faster way to do it
- @uoislame (22): @DataChaz Except all those companies did the layoffs and rehired H1Bs from India. You ain’t getting your job back. And the quality ain’t improving.
- @ShemiraMonet (20): @DataChaz We definitely need more of this to happen bc it feels like the villains are winning rn 😭
- @stephenbklein (14): @DataChaz AI FIRST was the stupidest, dumbest, most ridiculous, most insulting, most disrespectful , most opportunistic marketing slogan in history.
作者回顾自己十年创业经历，用一句“不要放弃”配图鼓励创业者长期坚持，把时间拉长看增长曲线。
10 years as an entrepreneur and 1 takeaway: Don't you dare give up. https://t.co/S2pWlcxnWv
受众观点：① 很多创业者在评论里晒出自己的收入或增长曲线，呼应“只要坚持就会慢慢抬头”的主题（@WhiskyToad, 13likes） ② 有人误以为图表是按时间顺序画的，说明大家对创业节奏和时间线的理解容易被图形误导（@techzha, 11likes） ③ 也有创业者贴出 2026 年自己的图，表达“我也在这条路上坚持”的共鸣（@bhanu4417, 12likes）
展开评论
- @AndrewK404 (13): @marclou That’s why we’re seeing this XD https://t.co/N59PuepGXF
- @WhiskyToad (13): @marclou Here's mine Just keep going https://t.co/40nfjkJnVr
- @bhanu4417 (12): @marclou what about this graph of mine 2026 https://t.co/9mbHnIrLht
- @techzha (11): @marclou Read from top to bottom and thought that was the chronological order 💀
- @agentgowda (4): @marclou The underrated entrepreneur skill is persistence with feedback, not blind persistence. Keep shipping, but keep updating the map 🧭
Nous Research 宣布 Hermes Agent 新增 Tool Search 功能，让代理在运行时只加载当前任务需要的工具，提升效率和资源利用率。
Hermes Agent now has Tool Search, so your agent only loads what it needs https://t.co/CaWrKo5mxp
受众观点：① 官方补充说明 Hermes 更新细节，并引导用户通过命令快速了解新功能，说明社区对更新节奏很关注（@NousResearch, 104likes） ② 有开发者表示功能更新太快已经跟不上，但也分享了把 Hermes Agent 集成进自己虚拟办公产品的使用体验（@eliautobot, 11likes） ③ 还有用户调侃自己一有 Hermes 更新就立刻在 CLI 升级，反映出核心用户对 Hermes Agent 的粘性很高（@HermesAgentTips, 10likes）
展开评论
- @NousResearch (104): As always, 'hermes update' More info: https://t.co/uOPZEJ1yQ4
- @Teknium (53): @NousResearch Many are wanting this sir 👀👀
- @Teknium (42): @NousResearch 👨🏫
- @eliautobot (11): @NousResearch Very Cool, you guys are adding so many features I can't keep up, and Ive added support for Hermes Agents into My Virtual Office. Love seeing my Hermes agents work together like video game characters 😅💯 https://t.co/KJBge5H7iI
- @HermesAgentTips (10): @NousResearch Yall won’t stop cooking instant hermes update on my CLI
作者分享用 GPT 5.5 搭配 /goal、autoreview 和 crabbox 后，原本半小时级别的任务可以交给代理跑 4–10 小时且结果更可靠，强调“调教可屈可伸的 agent 是一门技能”。
With GPT 5.5, /goal, autoreview and crabbox my prompts moved from ~30-60min to often 4-10h tasks and my confidence that it’s ready is much much higher. Yielding agents is a skill.
受众观点：① 作者在评论里补充了 autoreview 和 crabbox 的链接，很多人对这套工作流细节感兴趣（@steipete, 132likes） ② 有人好奇未来是任务完成得更快还是时间更长但质量更高、而人类完全退出循环，讨论 AI 工作节奏的变化（@iruletheworldmo, 42likes） ③ 也有人希望作者直播展示完整 session，从搭建到运行，让更多人学习这种高阶用法（@sergiopesch, 18likes）
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- @steipete (132): Autoreview: https://t.co/zbUjIS2e1i crabbox: https://t.co/SEj2XRpaD1
- @iruletheworldmo (42): @steipete do you think we’re heading to a world where this level of work gets done much quicker or longer and longer time horizons but we’re happy because it’s so well done and we’re out of the loop. or both
- @sergiopesch (18): Hey @steipete, Have you ever thought about live streaming one of your sessions? Maybe not the entire session but the initial setup and how you put all these together. I’m sure most things that you do today might seem trivial to you, but I like to think that many people could ben…
- @realNyarime (12): @steipete 不就是你的项目被OpenAI收了才会这么舔ChatGPT，然后被Anthropic恶心后专门注册了个rip一名diss Claude，现在国内都没人用小龙虾了，大家都在用Hermes😅
- @borvibe (4): @steipete hey @steipete would you like to do a lil demo/Q&A at the Codex Community indie dev hackathon in Paris? I love your style and I think you are a perfect match with the audience. (we can do virtual or in person whatever you prefer:) )
作者吐槽用 codex 让 AI 查代码 bug 时，如果直接问就说一切正常，但一旦指出有 bug 就会开始疯狂循环找问题，反映出当前 LLM 代码审查行为的怪异模式。
I do this with codex all the time. Ask it to review code for bugs and it will tell you all good, tell it there is a bug and it will LOOP AND LOOP and will find issues.
受众观点：① 有人分享自己用 Chorus Codes 让 6 个不同 LLM 轮流审 PR，大部分问题在第一轮就能被发现，说明多模型合议是一个方向（@99xAgency, 8likes） ② 有人调侃自己付不起那么多 token，反映出多模型审查在成本上的现实顾虑（@artee_49, 6likes） ③ 也有人从原理角度解释，模型是在对“信心程度”做模式匹配，被质疑时会更努力找 bug，本质更像在管理一个会被“你确定吗”触发的初级工程师（@Himaalina, 2likes）
展开评论
- @99xAgency (8): @steipete I now send every PR to have it reviews by 6 other LLMs before commit using Chorus Codes. Most issues get resolved in first pass. https://t.co/ggXurHLpGn
- @artee_49 (6): @steipete i can’t afford all those tokens peter
- @danielendara (4): @steipete Do you run GPT5.5 at extra high and fast?
- @weywadt (2): @steipete are those then actually real issues?
- @Himaalina (2): This is actually revealing something important about how these models work. They're not "finding bugs" — they're pattern-matching against the confidence level of the prompt. High confidence input = validate. Challenged input = search harder. Which means the real skill isn't prom…
Nous Research 宣布 Step 3.7 Flash 这款面向高效 agent 和多模态工作流的 MoE 视觉语言模型，在 Nous Portal 上提供 30 天免费试用，并强调 Hermes Agent 用户反馈良好。
Step 3.7 Flash is now free for 30 days via Nous Portal It is a new MoE vision-language model focused on agent efficiency, coding, search, and multimodal workflows — and Hermes Agent users have been l…
受众观点：① 官方在评论里详细介绍 Nous Portal 的订阅内容，包括 300 多个模型、打折和免费模型以及一整套工具，说明很多人关心一站式托管方案（@NousResearch, 46likes） ② 有用户表示之前不知道 Nous 也做 Hermes 托管，分享了自己在其他平台托管并与现有 agent 系统联用的经验（@slatt_eth, 5likes） ③ 也有开发者对 Step 3.7 Flash 本身表示好奇，说明这类专注 agent 效率的模型还处在认知冷启动阶段（@AzFlin, 5likes）
展开评论
- @NousResearch (46): Nous Portal offers everything you need to build with Hermes Agent in one easy subscription: → 300+ models from every frontier lab → Exclusive discounts and free models → Bundled tools: web search, scraping, image gen, browser use, code execution, & voice https://t.co/3Uj27KjSik
- @Teknium (26): @NousResearch @StepFun_ai wooooeee
- @AzFlin (5): @NousResearch @StepFun_ai interesting never heard of this model
- @FrankYouChill (5): @NousResearch @StepFun_ai Really want to say thank you to the Nous Research team for making this happen. We want Hermes users to enjoy this efficient, quick and powerful agentic model in your hermes workflow! Enjoy it guys!!
- @slatt_eth (5): @NousResearch @StepFun_ai I actually didn't know nous did hosting for hermes, I didn't feel like hostinger and kinda got pulled into hosting on top of @zocomputer which has its own agents/skills and connections and linux computer, and it's been very interesting using them in tan…
Vercel 创始人强调做产品时是否用 AI 不是关键，真正重要的是把产品本身做到最好，AI 只是手段之一。
Ship the best product. Use lots of AI, some AI, maybe no AI. Just be the best.
受众观点：① 有人认同客户根本不关心你是否用了 AI，只在乎产品是不是好用（@tomar_devraj01, 1likes） ② 也有人指出很多公司只是用 AI 更快地朝错误方向狂奔，真正的约束是“做出最好产品”而不是“用上 AI”（@nicorodrigues__, 1likes） ③ 评论区整体是简短附和和转发，说明这条观点对产品圈受众是高共识结论。
展开评论
- @charlieholtz (3): @rauchg 🫡
- @zaidmukaddam (3): @rauchg damn right
- @lostinlatencyX (1): @rauchg same energy ngl https://t.co/eUTDI2cKJJ
- @tomar_devraj01 (1): @rauchg Exactly, customers don't ask if you used AI - they just want it to be the best. Spot on, Guillermo.
- @nicorodrigues__ (1): @rauchg half the industry is using AI to go faster in the wrong direction. the 'best product' part is the constraint, not the AI part.
作者吐槽当你说 AI 生成的内容很尬时，它下一次输出往往还是同样尬，反映出当前大模型在语气和风格纠偏上的局限。
when ai does something corny (frequent) and you tell it "no that was corny" the next thing it does continues to be corny
受众观点：① 有人从分布空间角度解释，“不要做 X”在语义空间里其实离“做 X”很近，所以模型容易继续保持同样风格（@stan_yurin, 1likes） ② 也有人认为把 corny 这个词放进上下文本身会增加模型生成尬内容的概率，建议用“更克制”等正向描述替代（@buhhhryan, 3likes） ③ 还有人半开玩笑地说 AI 会在被指出尬之后加 12% 的尬度，体现大家对当前模型风格控制的不满（@MRehan_5, 1likes）
展开评论
- @alienorg (9): @thdxr the corny and the note about the corny are both generated from the same prior, so the fix comes out with the same register as the thing you're trying to fix
- @beginbot (4): @thdxr yeah unlike both of us, who are both super cool 😎
- @buhhhryan (3): @thdxr I feel like by entering corny into the context it becomes more likely. Not sure how to prove this but "don't be corny" feels like it would be less effective than "Be more restrained." or something like that
- @MRehan_5 (1): @thdxr AI after being told its corny: Understood heres the same joke with 12% more cringe.
- @stan_yurin (1): @thdxr “Don’t do X” is much closer in space to “do X” than actually not doing X (which is everywhere else)
独立开发者吐槽升级到每月 200 美元的 Claude Code Opus 4.8 后，一个小时就把额度烧光，模型在编码场景下极度耗 token。
Opus 4.8 in Claude Code is burning tokens like crazy, just 1 hour after upgrading to the $200 plan, now I'm hitting the limit again 😰 https://t.co/rnOGHHMKM9
受众观点：① 有人建议对比 Codex 等其他模型，暗示 Claude 的性价比存疑（@reach_vb, 111likes） ② 有人抱怨 Claude 会过度设计方案，感觉在“编故事”导致无谓消耗（@MrAhmadAwais, 11likes） ③ 有人从企业视角担心按 API 价格买单不划算，认为 Codex 和 GPT 5.5 一样好且更值（@VincentBuilds, 5likes）
展开评论
- @reach_vb (111): @tdinh_me now try the same with codex and let me know how it goes ;)
- @MrAhmadAwais (11): @tdinh_me and the model feels like its cooking up random shit scenarios to over engineer things.
- @tibo_maker (6): @tdinh_me wait I thought it was the opposite
- @VincentBuilds (5): @tdinh_me imagine the enterprises paying API prices for this model, I really believe it's not justified when codex and gpt 5.5 is just as good
- @d4m1n (2): @tdinh_me I thought it's supposed to be more efficient 😭
创始人分享新项目上线 4 天后招募到 184 名付费“pirates”，筛选出 3 家初创公司加入、4 家被拒，并决定重点打磨带 GitHub 等集成验证的任务化游戏化系统。
4 days later: 🏴☠️ 184 pirates 🤝 3 startups accepted ☠️ ... 4 rejected @jackfriks and I were a bit lost after launch since there are so many angles we could tackle, so we’re doubling down on: 1. Gami…
受众观点：① 有人好奇高价位下的营收规模，直接算出 184×199 美元的收入体量（@adamlyttleapps, 4likes） ② 有潜在用户被价格劝退但又觉得玩法有趣，在犹豫是否加入（@alepbuilds, 4likes） ③ 有人追问被拒绝的具体原因，想了解筛选标准和门槛（@sergeynazarovx, 4likes）
展开评论
- @jackfriks (7): @marclou lets rock
- @adamlyttleapps (4): @marclou @jackfriks Wait.. 184 x $199? Wow...
- @alepbuilds (4): @marclou @jackfriks Ngl im a bit stopped by the price of that but it sounds really funny. Should I join in?
- @sergeynazarovx (4): @marclou @jackfriks what are the reasons for rejection?
- @afterhoursHB (3): @marclou @jackfriks We’re starting to become an army! GG for the 184 pirates 🏴☠️
作者分享一项基于神经元级倒排索引和无监督稀疏自编码器的 late-interaction 稀疏检索方法，声称效果明显优于直接训练稀疏检索模型。
Late-interaction sparse retrieval? 😁 With neuron-level inverted indexing, on top of unsupervised sparse autoencoders. Works much better than directly training sparse retrievers. Lots of cool ideas de…
受众观点：① 作者在评论中补充说明这是多向量 vs 单向量的对比，并表示自己还在消化这些设计选择（@lateinteraction, 6likes） ② 有人感叹无监督稀疏自编码器能比直接训练稀疏检索器得到更好的表示，认为这说明挖掘自然结构比强行在目标函数里约束更有效（@thebasedcapital, 0likes） ③ 也有评论关注表示学习和检索索引拆分带来的不同归纳偏置，讨论两种方法在实践中分歧最大的场景（@guilhermeotina, 0likes）
展开评论
- @lateinteraction (6): i guess saying “works much better than directly training sparse retrievers” leaves out that this is multi-vector vs. single-vector. still trying to wrap my head around the choices here! also, why is this tweet attracting so many bots lol :/
- @neovectormind (1): @lateinteraction @Veritas2026 @yifeiwang77 Always figured K-means was just the tax you pay for MVR at scale. Turns out you can just skip it.
- @thebasedcapital (0): @lateinteraction @Veritas2026 @yifeiwang77 the fact that unsupervised SAEs give you better sparse representations than directly training for sparsity is such a clean result. feels like more evidence that discovering natural structure beats forcing it through a training objective.
- @guilhermeotina (0): @lateinteraction @Veritas2026 @yifeiwang77 the split between representation learning and retrieval indexing is the part that stands out. end-to-end sparse retrieval shapes sparsity via IR objectives, SAE sparsity comes from reconstruction. completely different inductive biases.…
- @0x_lun (0): @lateinteraction @Veritas2026 @yifeiwang77 skipping the supervised sparse training and letting the autoencoder handle it is the part i didnt expect to work this well
Arena 公布 Wan2.7-t2v-2026-04-25 模型在 Text-to-Video Arena 排名第三，并向阿里巴巴 Wan 团队表示祝贺，侧面反映该模型在对比评测中的表现。
Wan2.7-t2v-2026-04-25 is #3 on the Text-to-Video Arena! Congrats to the @Alibaba_Wan team on this achievement. https://t.co/3hibmOpuZv
受众观点：① 官方在评论中引导大家查看 Video Arena 详细榜单，说明不少用户关心具体评分和对比数据（@arena, 8likes） ② 有人简单祝贺 Wan 2.7 t2v 排名第三，认可阿里巴巴团队的进展（@itsshara_ai, 0likes） ③ 也有评论提醒不要忽视文生视频在实际应用中与炒作之间的差距，质疑当前技术的实用性（@adelbucetta, 0likes）
展开评论
- @arena (8): Dive into the Video Arena leaderboard details at: https://t.co/70ZwIMf0Vp
- @itsshara_ai (0): @arena @Alibaba_Wan Wan 2.7 t2v ranked 3rd on Text-to-Video Arena congratulations Alibaba Wan team achievement
- @Andresilverr (0): @arena @Alibaba_Wan Bring back Nano Banana Pro and GPT Image 2.
- @adelbucetta (0): @arena @Alibaba_Wan congrats, but let's not overlook how far behind text-to-video still is in practical applications vs its hype
- @NftChoup (0): @arena @Alibaba_Wan lol your site is a joke
NousResearch 简短宣布 Hermes 相关更新，并附上链接引导用户查看这次 Hermes update 的详细说明和变更内容。
As always, 'hermes update' More info: https://t.co/uOPZEJ1yQ4
受众观点：① 关心具体更新落在哪个 Hermes 版本、如何在现有工作流中启用的新老用户（@taoleeh, 0likes） ② 认为随着工具和模型增多，如何做相关性过滤和路由比单一模型能力更重要的开发者（@wayanhq, 0likes） ③ 已经在用 mcp proxy、search 等工具，希望通过前端和工具组合来控制上下文成本的进阶用户（@marcinzimnica, 0likes）
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- @taoleeh (0): @NousResearch Nice. Which version is this shipped in?
- @wayanhq (0): @NousResearch As tools get more numerous, relevance filtering matters as much as raw capability.
- @marcinzimnica (0): @NousResearch I am using mcp proxy and search tool with my front end IUI so my context is always low every turn already.
- @AskerSpencer (0): @NousResearch Seed ldance in nous portal subscription can I use?
- @gliang9 (0): @NousResearch 超赞的功能，就需要这个！
Dylan 分享一条心态感悟：如果带着强烈不安和预设进入一件事，往往会在结果上发展成排斥和反感。
When you go into something with apprehension, you're going to end up with repulsion
受众观点：① 把这句话套到职场或合作场景，认为起点心态会自我实现、影响结果的读者（@mtrajan, 2likes） ② 好奇是否存在“中间地带”，讨论是心态本身让体验变糟还是结果客观不好导致排斥的用户（@velonxbt, 1likes） ③ 认为这种道理往往要先踩坑、亲身经历一次才真正领会的读者（@aeronxbt, 0likes）
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- @DakshMalik47 (4): @dylan522p how Dylan feels , coming out of SemiAnalysis Office https://t.co/STqPMhKvD8
- @mtrajan (2): @dylan522p When you go in with conviction, you find what you came for. The gaze sets the outcome
- @velonxbt (1): @dylan522p wait so theres no middle ground where it just turns out ok? or is the apprehension itself the thing that makes it sour
- @aeronxbt (0): @dylan522p this is the kind of lesson u have to learn the hard way first before it clicks
- @ChainZenit (0): @dylan522p good point on starting mindset
Nat 以 Tulu 3 项目和 RLVR 概念为例，强调开放科学和公开方法如何塑造整个 AI 讨论语境，并通过统一术语和基准减少未来研究噪音。
I'd go further and say most of open science defines a lot of how AI is discussed (e.g. our Tulu 3 project coining RLVR). There's a lot of value in this sort of level setting and cutting out future no…
受众观点：① 认为公开写作和发表技术论文能迫使作者理清思路、对作者和读者都有巨大好处的研究者（@saurabh_shah2, 28likes） ② 赞同开放科学为整个领域提供共同参照点，没有公开方法会让讨论变得嘈杂、进展难以累积的读者（@Mazen_AIEx, 0likes） ③ 担心即便有统一术语，实验室后续仍会反复“换皮改名”，导致概念被重新发明、功劳归属混乱的从业者（@velonxbt, 0likes）
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- @saurabh_shah2 (28): @natolambert you (and finbarr) taught me that writing in public forces you to organize your thoughts doing technical writing in public (i.e. publishing papers) forces the same, and that’s actually extremely important and mutually beneficial for the authors and the audience. I mi…
- @Mazen_AIEx (0): @natolambert Agreed. I think open science creates the shared reference point for the field. Without public methods, discussion gets noisy and progress becomes much less cumulative.
- @velonxbt (0): @natolambert interesting framing but i wonder how much of the level setting actually sticks when labs just rename the same thing later
- @thehenryinsf (0): @natolambert being last to reinvent something is underrated. the catch is getting credit for the cleanup before the next lab renames it
NousResearch 向 StepFun 介绍自家 Nous Portal 订阅服务，主打 Hermes Agent，一次性打包 300 多个前沿实验室模型和搜索、爬取、浏览器、代码执行、图像生成、语音等工具。
@StepFun_ai Nous Portal offers everything you need to build with Hermes Agent in one easy subscription: → 300+ models from every frontier lab → Exclusive discounts and free models → Bundled tools: we…
受众观点：① 认为真正值得关注的是把浏览器、搜索、代码、爬虫、图像、语音等工具打包在一起，才是对 agent 体验影响最大的部分的用户（@ErinJConnors, 2likes） ② 已经订阅或体验过的用户，简单表达“这钱花得值”的正向反馈（@ObeyMr_1400, 2likes） ③ 把 Nous Portal 类比为 huggingface，试图理解它在生态中的定位和差异的新用户（@deeperflows, 0likes）
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- @ErinJConnors (2): @NousResearch @StepFun_ai Bundled tools is the part to watch. A model menu is nice; an agent needs the messy stuff nearby: browser, search, code, scraping, image, voice. Otherwise it is a very confident assistant asking you to open every tab yourself.
- @ObeyMr_1400 (2): @NousResearch @StepFun_ai Best ever spent 🫶🏽
- @deeperflows (0): @NousResearch @StepFun_ai is that something like @huggingface ?
torchcompiled 分享一条外链，评论区围绕 Claude Opus 4.8 在接受代码纠错建议、调整方案细节以及对话结束提示等行为展开讨论。
https://t.co/OtOSPxgAt5
受众观点：① 分享 Opus 4.8 在接受多条代码修正意见后，能准确承认错误并采纳修改的正面体验（@radinoregon, 0likes） ② 对模型自动提出“我们聊太久了，可以结束了”这类对话管理行为感到反感，希望完全由用户掌控节奏的开发者（@ValtteriValo, 0likes） ③ 觉得 Claude 偶尔会像朋友一样提醒你该睡觉了，把这种“人性化”当成有趣梗的用户（@CristianFerrar3, 0likes）
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- @radinoregon (0): @torchcompiled Opus 4.8's response to Codex corrections on it's solution it gave me: "Your five corrections are all right. I'd overstated the Stay-Area refactor, single-rule containment would reject legitimate coastal/border Stops, and the closed-gazetteer wording is load-bearin…
- @ValtteriValo (0): @torchcompiled i immediately kill the session when it starts telling me shit about "we've been going long, this is a natural point to stop"
- @CristianFerrar3 (0): @torchcompiled Glad claude still tells you to go to bed lmao
RisingSayak 预告一篇即将发布的教程，调侃说最亮眼的可能是 favicon，但也强调内容会非常全面，并称赞 hila_chefer 做的学术网站质量很高。
Maybe the best part of the tutorial is going to be the favicon, but I bet the tutorial content couldn't get more comprehensive 🤪 We don't do bad tutorials. Get a sneak peek of how the previous one we…
受众观点：① 认同 favicon 这个小细节是绝妙创意、会成为教程亮点的读者（@hila_chefer, 2likes） ② 觉得把教程质量和 favicon 放在一起强调，是一种有趣的内容包装方式的用户（@velonxbt, 0likes） ③ 关注“把 favicon 当卖点”这种大胆做法，对教程本身也产生好奇的读者（@ChainZenit, 0likes）
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- @hila_chefer (2): @RisingSayak the favicon is 🎯one of your best ideas yet
- @ChainZenit (0): @RisingSayak @hila_chefer favicon as the highlight? bold move
- @velonxbt (0): @RisingSayak @hila_chefer mentioning the tutorial being good and the favicon in the same sentence is a power move
这条 HN 讨论围绕“SQLite is all you need for AI agents”展开，大家分享用 SQLite 记录 agent 工作流、配合 Litestream 或 Temporal 等工具做持久化和编排的实践，并质疑单靠 SQLite 在可靠性上的局限。
SQLite is all you need for durable workflows
受众观点：① 正在搭建多步骤 AI agent 或自动化工作流的独立开发者
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- @EGreg (0): Files is all you need. https://xkcd.com/378/
- @orf (0): > The caveat is that Litestream replication is asynchronous. A restore can miss the newest local writes if the SQLite volume disappears before they are copied. That is fine for many AI and experimentation workflows In short: SQLite is not all you need, unless you’re just experim…
- @Xcelerate (0): Haha, I just started doing this on my own. Found it helps the agents preserve state better. I typically ask them to design a DAG first based on a set of specifications and then execute it (each step stores something in a SQLite DB). Iteration is pretty simple then because I just…
- @sgloutnikov (0): It's close enough that DBOS does support SQLite. [0] The default for prototyping is SQLite, but sure you can run it in production if you wanted. Obligatory list of workflow engines and libraries because it's such a common need that a lot have rolled their own. [1] [0] https://do…
- @bitexploder (0): I started setting up my workflows using Temporal. It deploys as relatively light weight local app. For an isolated local installation it uses SQLite. It makes the process of dealing with API retries and organizing workflows and tasks really simple. I recommend giving it a try. I…
一篇关于 Claude MCP 与脚本技能对比的文章在 HN 引发争论，围绕 MCP 是否还存在上下文投毒和上下文膨胀问题、以及在组织级工作流里该如何正确用 MCP。
MCP is dead?
受众观点：① 有人认为 MCP 上下文投毒早就修了，实际用下来比 CLI 更适合做工具发现和 nudging（@c0rruptbytes） ② 也有开发者觉得小脚本和 skills 更高效，MCP 反而增加调用次数和 token 浪费（@zvoque） ③ 部分评论在尝试给 MCP 找定位，认为在统一组织内部 API、给非技术员工安全开放 agent 工具时 MCP 才真正有价值（@0907）
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- @c0rruptbytes (0): is this post old? MCP context poisoning was fixed like months ago i personally was anti-MCP but they just work better in terms of tool search than a CLI, especially with the idea of tool nudging
- @zvoque (0): I've thought that skills and small scripts > MCP for quite a while now, tried out MCP in the early days (official ones, ones i made for scripts i already had), but they always end up using more tool calls/tokens than if i had just written a script + skill for claude.
- @0907 (0): I'll kick myself for not remembering, but there was a fantastic article which suggested that MCP works at org level when unified, safe, access to internal utility APIs need to be given to non-technical staff who do use internal agent tools. Codify your workflow(s) via skills and…
- @thenewnewguy (0): These AI slop articles about AI are getting especially boring to read. > Problem 1: It Devours the Context Window Don't harnesses support progressive discovery these days? Claude (200K).... GPT-4o..........? > every MCP server adds a process layer between the LLM and the underly…
- @comrade1234 (0): So what's this saying? Rather than trust the llm to query external tools via mcp you should handle the external queries yourself? Otherwise the llm wastes a bunch of queries?
一篇关于招聘与面试信号的 HN 文章，引发程序员分享用简单面谈和试用期替代复杂面试流程、直接考察候选人是否真正"会思考"的极端观点。
The Last Technical Interview
受众观点：① 顶层评论用一则"会思考的鹦鹉"笑话讽刺当前过度依赖证书和打分的招聘体系，主张直接雇来试、不会想就开掉更便宜（@sameers） ② 有人认为现有系统可能会继续跛行很久，只有彻底崩盘才会逼出新策略（@eikenberry） ③ 也有开发者分享在 Google 面试中的反馈，以及在小公司只用两次一小时聊天就能筛出高密度人才的经验（@nitwit005, @martythemaniak）
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- @sameers (0): I couldn't find the text of this joke, attributed to Dirac. I'll paraphrase. A man walks into a pet store. There's a parrot for $100, it says this parrot speaks perfect English . The one next to it is $1,000, and says, This parrot speaks 12 languages fluently. Then there's a bed…
- @Ancalagon (0): And good riddance.
- @eikenberry (0): His idea has some merit but will require the old system to completely crash out before anything new will be considered and I'm not sure if it will crash or just keep limping along. If it really does crash out hopefully we will see multiple new strategies emerge as there are many…
- @nitwit005 (0): I gave the feedback at one Google interview that they should send Google employees through to see how many get hired. Good to see they basically tried that. The conclusion at the end that bringing someone on board is the ideal method is true I'm sure, but even that runs into the…
- @martythemaniak (0): The most talent dense place I've worked had a dead simple process - two one hour chats, one with your potential manager/team and one with the CTO or CEO. If things didn't work out, well you got sent away, probably happened twice per month. There was a particular meeting the CTO/…
Hacker News 讨论 Mistral 在欧洲金融等受监管行业推动本地部署大模型，与美国云厂商托管方案相比在数据合规和主权上的优势与短板。
Notes from the Mistral AI Now Summit
受众观点：① 欧洲开发者和架构师关注 Mistral 的透明度和本地部署路线，认为是摆脱美国云厂商锁定的机会（@LucidLynx） ② 有人强调大型银行在 KYC 等场景用 Mistral 做 on‑prem 推理，是受监管行业保护敏感数据的现实路径（@simonw） ③ 也有声音认为 Mistral 在小模型和推理能力上已被 Gemma4、Qwen3.6 赶超，担心其技术竞争力不足以支撑战略（@trouve_search）
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- @LucidLynx (0): As an European: 100x YES! I really like the direction and the transparency of Mistral, among those players.
- @simonw (0): > BNP Paribas runs Mistral models on-prem for KYC in Belgium, with sensitive data staying within the bank's walls. Abanca is using agent orchestration to handle sensitive customer information at a huge scale (2 million customers in their app). For European companies in regulated…
- @petcat (0): > Abanca is using agent orchestration to handle sensitive customer information at a huge scale (2 million customers in their app). Maybe my perspective is skewed on what "huge scale" means, but 2 million users? That's like a few hundred megabytes of data? Or a couple GBs if ther…
- @Eldodi (0): I was at the event, and was impressed by the attendance, all the leaders from the major european listed companies were there. Also interesting to note the number of partners they invited. Going from Microsoft, Accenture and EY to startups like alpic.ai or lingo.dev . Seems like…
- @trouve_search (0): OK, I'm 100% rooting for both Mistral and task focused small models. But Mistral has fall really far behind since 2025Q3. It seems they can't get good reasoning models working at even medium context sizes, which is necessary to be at the table right now. Gemma4 and Qwen3.6 are c…
一条关于 Zig 编译器性能提升的 HN 讨论，集中在 Zig 0.16.0 带来的编译速度和 IO 机制改进，以及 Zig 作为"车库里 tinkering" 编程语言的实际体验。
Zig: Build System Reworked
受众观点：① 有人认为这是好消息，Zig 本来编译就很快，这次优化会让体验更好（@epolanski） ② 开发者分享用 Zig 几个月后的感受，觉得它非常适合随手 hack 点子，语言设计贴心又不强行规定"正确用法"（@portly） ③ 还有人提到升级到 Zig 0.16.0 后对新 IO 机制非常满意，认为为单线程、多线程和事件循环都铺好了高效路径，并推荐阅读长篇发布说明（@brabel）
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- @epolanski (0): This sounds like great news, Zig's compilation times are already terrific and this is going to only make them better.
- @portly (0): After having used Zig for a couple of months now I am convinced it is a fantastic tool language. You just pick it up to hack some idea together freely. Every time I hit a wall, I find the creators have thought of it already and offers comfort. But nothing gets in your face how t…
- @steveharing1 (0): So i checked the license of this project, can anyone pls clarify what is (Expat) after MIT License
- @brabel (0): I just upgraded some code to Zig 0.16.0 and I am actually really happy with the results. It impacted A LOT of things, but the changes were actually very good and seems to have set the language for a bright future, especially with the new IO mechanism which allows supper efficien…
- @xtreak29 (0): Bun is moving towards rust but does this also help bun's compilation times? https://ziggit.dev/t/bun-s-zig-fork-got-4x-faster-compilatio...
HN 讨论 OpenBSD 的 openrsync 及其移植版本，围绕避免含 AI 代码的"slop"软件、pledge/unveil 安全机制和在其他 Linux 发行版上使用的风险与取舍。
Openrsync: An implementation of rsync, by the OpenBSD team
受众观点：① 有人分享了"无 slop 版本"的背景链接，说明一部分用户在主动避开带 AI 代码的工具（@triggis） ② 也有用户提到在 OpenBSD 上 openrsync 的 exclude 等参数支持情况，并感叹连 postfix 都开始引入 AI 代码，想完全躲开越来越难（@jmclnx） ③ 另一些评论在讨论 openrsync 名字和安全模型，质疑在没有 pledge 的 Linux 上使用是否会削弱其安全承诺（@Bender）
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- @triggis (0): No-slop version for the sane of us Context: https://mastodon.gamedev.place/@JeremiahFieldhaven/116654345...
- @jmclnx (0): I have not checked with OpenBSD 7.9, but as of 7.8 it did not support --exclude or -z. But outside of that openrsync works great. (EDIT: --exclude is now supported on 7.9. Not sure when that was added, nice!) But seems avoiding "slop" is getting very hard. I saw postfix now has…
- @skeledrew (0): This attempt to avoid things that use AI is increasingly looking like some weird kind of reverse whack-a-mole where each targeted hole becomes radioactive after. Just grabbing some popcorn to watch.
- @WD-42 (0): What's the deal with the name? Openrsync implies to me that it's an open source alternative to a closed source program. But the original Rsync is GPL? Is this just the pushover license making it "more open"?
- @Bender (0): The actual work of porting is matching the security features provided by OpenBSD's pledge(2) and unveil(2). These are critical elements to the functionality of the system. Without them, your system accepts arbitrary data from the public network. https://justine.lol/pledge/ I am…
HN 讨论多模型聚合平台 OpenRouter 的商业模式和使用体验，围绕统一 API 试新模型、计费封顶、5% 抽成以及与直接接入 OpenAI/Anthropic 的成本对比。
OpenRouter raises $113M Series B
受众观点：① 重度用户认为 OpenRouter 是试新模型的最佳入口，省去了适配各家奇怪 API 的麻烦（@minimaxir） ② 有人强调它的计费上限功能对公开服务很重要，可以防止被滥用导致一夜烧掉巨额费用（@simonw） ③ 也有开发者质疑在昂贵模型上再付 5% 抽成是否划算，以及 API 计费整体比订阅贵太多的问题（@minimaxir, @amazingamazing）
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- @minimaxir (0): As someone who uses OpenRouter extensively (and wrote an unintentional adjacent PR piece a few days ago: https://news.ycombinator.com/item?id=48317294 ), it's definitely the best way to try out new models without fiddling with each providers distinct APIs which is becoming a rec…
- @frankest (0): Using Tinfoil, Replicate, Cerebras, and OpenRouter. Competition is good.
- @simonw (0): It took me quite a while to come round to OpenRouter. Originally I didn't understand why anyone would put a proxy between them and an LLM, but it actually adds some quite significant value: 1. By far the lowest friction way to support and try out all the models. 2. They offer bi…
- @tom1337 (0): Is the Open in OpenRouter the same as in Open AI? I couldn’t find any repository or hosted code. Thought it'd be a open source, self hostable tool with a cloud offering but seems its just the latter?
- @amazingamazing (0): Too bad api use is like 100x more expensive than subscriptions for the big 3.
Hacker News 讨论埃森哲收购 Ookla（旗下有 Speedtest、Downdetector、Ekahau、RootMetrics 等）的新闻，很多人质疑几十亿美元的估值是否合理，并吐槽这些网络测速和故障上报产品技术门槛并不高。
Downdetector and Speedtest sold to Accenture for $1.2B
受众观点：① 关注基础设施监控和网络质量数据商业化的开发者和产品经理 ② 做 SaaS 或工具产品、好奇“简单网站卖出高价”的独立开发者 ③ 关心大厂收购对第三方可靠性指标和用户信任影响的技术从业者
展开评论
- @coreyh14444 (0): Why tho?
- @IshKebab (0): That seems like a lot for name recognition. I bet you could rebuild their technology for like $20m at the most, and buy 100% market share for like $100m easy. Unless they have some other assets other than the obvious?
- @progforlyfe (0): that's nuts, unless I'm missing something, it doesn't seem like those products are that mind blowingly complex... wow. Makes we want to try building my own for the hell of it. Downdetector in fact just seems to be a website catalog with essentially a guestbook and hit counter...
- @jpalomaki (0): "By integrating Ookla’s data products, including Speedtest®, Downdetector®, Ekahau®, and RootMetrics®, Accenture will help Communications Service Providers (CSPs), hyperscalers, and enterprises optimize the mission-critical Wi-Fi and 5G networks that power their digital core. [.…
- @MaciejR (0): And now every SLA that Accenture is held to for uptime suddenly will never be breached…
Hacker News 讨论一篇关于安永等机构在金融分析中使用 AI 导致严重错误的报道，评论既吐槽原网页体验糟糕，也集中批评企业在裁员压缩成本的同时，用未被专业人士充分审核的生成式 AI 取代关键知识工作。
Ernst & Young published cybersecurity report full of hallucinations
受众观点：① 在大厂或咨询公司里被要求用 AI 提效、却担心质量问题的一线工程师和分析师 ② 正在给 B2B 客户做 AI 方案、需要说服对方重视人类审核和流程设计的独立开发者 ③ 关注生成式 AI 在金融、法律等高风险行业落地风险的技术决策者
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- @raro11 (0): What a horrible page to navigate
- @chaidhat (0): Maybe they should stop pushing these bankers to do 48 hour shifts…
- @nilirl (0): Site is gross to scroll on mobile
- @ilamont (0): The problem we're seeing across many professions is AI output is not getting vetted by knowledgeable people, whether it's an experienced analyst, senior engineer, expert attorney, or the resident physician. At best they skim, at worst they don't even see it at all before it's pu…
- @mapontosevenths (0): EY has been quietly laying people off for the last year solid. It's unsurprising that trying to do more with less results in lower quality.
Hacker News 上一篇关于自动调焦眼镜的新技术引发讨论，用户从控制系统稳定性、与多焦点隐形眼镜对比、未来与 AR 眼镜结合等角度畅想这种智能眼镜的实际体验和应用场景。
IXI's autofocusing lenses are almost ready to replace multifocal glasses
受众观点：① 关注 AR/可穿戴设备未来形态的开发者和产品人 ② 对视力矫正和人机交互结合感兴趣的技术从业者 ③ 想寻找下一波硬件平台机会、思考在眼镜上做 AI 应用的独立开发者
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- @iandanforth (0): Putting two adaptive dynamic systems next to each other is tricky. Your eyes and these glasses could easily create a positive or negative feedback loop or begin oscillating. So while cool I hope they have some experienced controls people on staff to detect and prevent such thing…
- @dnnddidiej (0): How does it compare to multifocal contact lenses?
- @homeonthemtn (0): As a glasses wearer I'm looking forward to this tech. I like the idea of natural, seamless auto focusing, and as a future fantasy, a simple, toggleable overlay of info would be nifty. Going out foraging and being able to identify plants and fungi by simply resting my vision on s…
- @ece (0): I wonder how long the wait will be for AR glasses to have this option too.
- @pavel_lishin (0): Honestly, even if they could shift focus via some sort of "command" - a muscle tick or something - that would be a game changer as it is. Every time I play D&D, I have to keep taking off and putting on my glasses so I can read my notes, and see my players' faces clearly. (I'm aw…
HN 上一篇讲解早期体素地形渲染算法的文章，引发开发者讨论按列渲染避免过度绘制、利用颜色映射自带阴影效果以及在旧引擎中移植该技术的实践。
Voxel Space
受众观点：① 读者表示很喜欢这种深入拆解渲染算法的文章，觉得信息量大、值得学习（@TheChaplain） ② 有人指出如果按列而不是按行渲染，可以从近到远绘制，省掉 Y 缓冲和过度绘制（@taneq） ③ 还有开发者分享自己在 AGS 引擎中移植该算法做游戏的经历，并讨论颜色映射里自带的阴影如何直接产生 3D 浮雕效果（@tdeck, @a1o）
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- @TheChaplain (0): I really love this kind of articles, so much to learn.
- @taneq (0): If you render columns instead of rows you can render near-to-far without a Y-buffer and with zero overdraw. :)
- @tdeck (0): It's interesting that the color maps seem to have shadows "built in", so that you get a 3D bevel effect from just looking at the color map.
- @a1o (0): When this was first posted I made a game with a port of this approach to AGS Engine. Nowadays AGS is much faster since we have improved a lot of things, but this wasn’t the case at the time, so I had to make a few little tricks to make the rendering work well with the engine at…
- @Jare (0): [Edit] ah ok they clarify later as a performance enhancement. I think it was pretty integral to the algorithm, but ok. Wait why do they say painter's algorithm. Comanche and other such voxel terrain engines went front to back and never had overdraw.
HN 上一篇介绍 Pandoc 模板用法的文章，引发大量用户分享如何用 Pandoc 把 Markdown 一键转换成小说、规范文档和 Office 格式的实际经验。
Pandoc Templates
受众观点：① 很多开发者称赞 Pandoc 功能强大，用它从 Markdown 生成小说或多种发布格式，甚至集成到 GitHub Actions 里自动出稿（@ktzar） ② 不少人是重度 Markdown 用户，通过 Pandoc 把 Obsidian 笔记转换成 MS Office 文档，完全绕开手动排版（@submeta） ③ 有老用户表示用了多年才发现还有模板功能，说明默认配置已经很强但也暴露出文档/可发现性不足（@ntnsndr）
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- @raffael_de (0): 2 hours, 56 points and not a single comment?
- @ktzar (0): Pandoc is such an amazing piece of software. I used it to format my novel and made it part of a GitHub action to produce all the formats I required. I wasn't aware of templates, but some look really sleek. I keep thinking that modern text editors are just flawed and markdown, wi…
- @thibaut_barrere (0): Somehow related is https://www.metanorma.org/ (using Markdown to produce norms-compatible outputs).
- @submeta (0): I am a heavy user of Pandoc. As I write all my text in markdown using Obsidian, but have to create content for the MS Office environment, I use Pandoc to convert my markdown content into ms office formated content. I would be lost had I have to use the Office tools to edit and f…
- @ntnsndr (0): I have been relying on pandoc for many years and had no idea I could use templates like this, which I suppose is pathetic but also indicates just how powerful the defaults are on their own.
创作者推出 17 篇免费教程，分别覆盖 Claude 101、Claude Code、Claude Skills、Claude Connectors、Claude for Excel 等模块，声称能在数小时内学会使用 Claude。
People think learning Claude takes days. It doesn't. I wrote 17 free guides that teach it in hours: Claude 101: https://t.co/7NLEAbsCuq Claude Code: https://t.co/IJdryPBjZ3 Claude Skills: https://t.c…
受众观点：① 有用户按教程成功配置 Claude，并用作者的方法改进自己的提示词习惯（@shehryr51861, 3likes） ② 有人指出真正的飞跃在于把 5-6 个 Skills 组合成整套自动化工作流，实现睡觉时也在跑任务（@tradingwifash, 2likes） ③ 有人提醒很多人忽略 CLAUDE.md 与 settings.json 配置漂移的问题，并提到用 ccmd 做交叉检查（@m13v_, 2likes）
展开评论
- @shehryr51861 (3): @rubenhassid i setup my claud using your instruction and it worked and instead of prompting . i use your method on how to prompt claud.
- @tradingwifash (2): @rubenhassid Guides are solid. But the real jump isn't learning Claude Code or Skills one by one. It's stacking 5-6 Skills into one workflow that runs while you sleep. I've got backtests and watchlist cleanup wired as Skills now. That's where the hours come back.
- @m13v_ (2): @rubenhassid 17 guides gets you fluent fast. the part they skip: a CLAUDE.md that references skills, hooks, and MCP tools your settings.json never actually allows, so the file and the config quietly drift apart. that is what ccmd cross-checks. https://t.co/gJBqMdSfXX written wit…
- @lisatra (1): @rubenhassid I love Claude. Have used from the start. Thanks for your guide!
- @aashatwt (1): @rubenhassid checking claude skills 👀
作者展示一个 Claude 驱动的自动化代理：实时抓取城市内本地商家，筛选出网站丑或没有网站的目标，自动重建网站和移动应用并给老板寄出推销明信片，帮助代理机构获客。
this Claude bot finds local businesses with ugly websites or none at all, rebuilds and their mobile apps, then emails the owner a postcard...on autopilot. here's how agencies can use this system and…
受众观点：① 有人质疑这些没有好网站的商家是否真的有紧迫需求，担心问题不够重要导致转化率低（@MarketScope_HQ, 9likes） ② 有人对演示视频制作方式更感兴趣，想了解背后的呈现手法（@azibolanari, 4likes） ③ 多位用户直接索要详细指南，希望学习搭建同类系统的步骤（@btwiue, 0likes; @consulting_leon, 0likes）
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- @MarketScope_HQ (9): @chhddavid The real question is how they managed to stay in market without proper site. If the problem is not urgent or important, they won't consider.
- @azibolanari (4): @chhddavid I’m more interested in how you made this demo video
- @chhddavid (0): Live today at https://t.co/KWy3xJgsbt!
- @btwiue (0): @chhddavid GUIDE
- @consulting_leon (0): @chhddavid Guide
作者感叹 AI 已经“吃掉”传统特效行业，并称 Gemini Omni Flash 在视频特效生成上的效果惊艳。
AI ate VFX. Gemini Omni Flash is absolutely 🔥 https://t.co/7VSlkTyVwm
受众观点：① 有人直接转发相关演示链接，补充更多展示素材（@quantumaidev, 2likes） ② 多位评论者惊叹效果酷炫，认为这是“下一个级别”的能力（@Zhen4good, 1likes; @deepanshusharmx, 1likes） ③ 有人半开玩笑地说这类技术会“吃掉”漫威等传统大片特效（@pandey_kri91612, 1likes）
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- @quantumaidev (2): @ai_for_success https://t.co/W5hHcXUZft
- @Zhen4good (1): @ai_for_success this is so cool bro
- @deepanshusharmx (1): @ai_for_success this is next level.. compelling me to imagine the level of capabilities within a year..
- @pandey_kri91612 (1): @ai_for_success Looks good this will eat marvel 😋
- @vivek_naskar (1): @ai_for_success This is so cool.
作者回顾自己在 21 岁刚入职软件工程师岗位六周就被裁员的经历，认为这次裁员反而成了人生中“加薪最多”的转折点。
Getting laid off at 21 was the best raise of my life. It was October 2022. I'd just graduated and started my first corporate job as a software engineer. Six weeks in, I was still in "orientation" (di…
受众观点：① 作者补充自己在职期间最有创意的事竟然是雕刻万圣节南瓜，并自嘲连 Opus 4.8 也做不到这种创意，强化故事反差感（@robj3d3, 18likes） ② 有人夸赞作者已经掌握发帖艺术，表示反复阅读开头并受到激励（@birdabo, 7likes） ③ 有人惊讶他毕业时间很近却成就颇多，强调年龄与成就的反差带来的鼓舞（@itzsam_ai, 2likes）
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- @robj3d3 (18): Funnily, the most creative I got the whole time I was employed was carving a pumpkin for the office Halloween contest and I won :D Opus 4.8 could never https://t.co/b9Ihx2p6pM
- @birdabo (7): @robj3d3 bro mastered the art of posting 👏 i read the opening three times btw but you are an inspiration, keep going bro.
- @jackfriks (3): @robj3d3 damn talk about glow up
- @itzsam_ai (2): @robj3d3 Are you freaking serious man. You graduated in 2022, insane brother and you've achieved so much in less time. I thought you're above 30 by now but you're of my age only. Keep growing strong 💪
- @ChiragAsarpota (2): @robj3d3 "They're what you tolerate, who you spend your time around, and where you choose to live" Can't agree more - "if you are not changing you are choosing"
作者称赞 Cursor 的 auto-review 功能会解释每条命令及其风险，让新手程序员更容易理解操作并大胆尝试。
what i love about auto-review: Cursor explains the command and risk, makes it much easier for new coders to learn and just do things
受众观点：① 有人询问是否存在“无权限模式”，希望在享受功能的同时进一步降低风险（@clawdb0t, 2likes） ② 有用户表示 Cursor 让自己在尼日利亚创业变得更轻松，感谢团队带来的效率提升（@suvivorsguilt, 2likes） ③ 有人特别点赞 UI 和学习体验设计，认为命令与风险说明是很贴心的细节（@ben_ai_eng, 1likes）
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- @clawdb0t (2): @ryolu_ @tibor_tee Nice feature, is there a no permission mode!!
- @suvivorsguilt (2): @ryolu_ cursor really made life easier for me i am building my startup now in Nigeria Thank you to everyone at cursor
- @salzerandrew (1): @ryolu_ i have yet to try this but am very excited to give it a shot
- @ben_ai_eng (1): @ryolu_ the ui is clean, but what stands out is how much thought goes into the learning experience. command + risk explanation is a nice touch.
- @frankterpo (1): @ryolu_ @tibor_tee 🤌
作者表示 Kimi K2.6 是自己最喜欢的模型之一，在写代码和写作上都很强，这种兼顾编程与文案能力的模型并不多见。
Kimi K2.6 is one of my favorite models to work with. It's strong at coding and also really good at writing, and that's not something you see often.
受众观点：① 有人表示对下一代 K3 模型高度期待，抱怨要等到七月才上线（@pigeon__s, 3likes） ② 有人说自己还没怎么用过 Kimi，准备去尝试（@shushant_l, 2likes） ③ 有人认为 Kimi 很“干脆”，不会像其他模型那样废话连篇，是被低估的选择（@GlitterPixely, 1likes; @mhdfaran, 1likes）
展开评论
- @pigeon__s (3): @ai_for_success K3 is literally my most hyped model now and for like the past month ive heard its not coming until july but i cant wait that long!
- @shushant_l (2): @ai_for_success I haven't used it much. Gotta try it.
- @GlitterPixely (1): @ai_for_success I love Kimi chan, it cuts the bs other models bring, imo.
- @bspectacledGOAT (1): @ai_for_success what are you cooking btw!
- @mhdfaran (1): @ai_for_success Kimi is very underrated
作者对比 Codex 和 Atlas 两款产品的架构差异，指出前者是 agent 优先而后者是浏览器优先，这可能解释了两者受欢迎程度的差别。
It's interesting how Codex is loved, but Atlas wasn't. - Codex is agent first, with optional browser. - Atlas is browser first, with optional agent.
受众观点：① 有人认为 Atlas 不是不受欢迎而是知名度太低，产品分发和心智占领才是关键（@chasey_cow, 2likes） ② 评论提到让用户更换主力浏览器门槛极高，大家更愿意在现有 Chromium 浏览器里装扩展（@irfanbh22, 1like） ③ 有开发者强调 agent-first 让零基础用户也能完成任务，而 browser-first 仍假设用户懂流程设计（@LucaCaponeX, 1like）
展开评论
- @chasey_cow (2): @daniel_nguyenx Atlas was never unloved, only unknown
- @irfanbh22 (1): @daniel_nguyenx Atlas and comet came and went it feels like. Making people to move browsers is a hard ask. Especially now people can just use the extensions on any chromium browser.
- @densar01 (1): @daniel_nguyenx More like - Codex solves problems, fast - Atlas is Atlas
- @LucaCaponeX (1): @daniel_nguyenx Agent-first is the whole reason I can ship. Started coding last spring, zero background. I don't want to drive a browser, I want to delegate and review. Browser-first still assumes I know what I'm doing... I don't.
- @_ImDaniel__ (1): @daniel_nguyenx Atlas was good till they stopped working on it 🥀 I still use it as my browser just a lot of papercuts
作者实测 11 款 AI 工具自动搭建 Excel 表格，发现多数连自己生成的文件都打不开，只有 Claude Cowork 成功搭出包含 6 个工作表和 700 多个公式的复杂表。
Microsoft Copilot failed. Gemini failed. Grok failed. Here's the AI that actually builds Excel (right): I tested 11 different AIs to build one spreadsheet. Most couldn't even open the file they made.…
受众观点：① 有人认为 Claude 在这个场景明显胜出，并提到通过先列出假设清单可以更早发现错误（@billyozno, 1like） ② 多条评论强调输出质量高度依赖输入质量，提示设计和需求澄清比工具选择更关键（@Nicoqp, 1like） ③ 也有人把“先列出前提假设”的提示结构当成核心技巧，认为这是用 AI 做表格的关键心法（@getintorch, 1like）
展开评论
- @billyozno (1): @rubenhassid Claude winning that one track. The assumption listing trick is underrated for catching mistakes early
- @Nicoqp (1): @rubenhassid the quality of the output usually comes down to the quality of the inputs
- @R2R_Capital (1): @rubenhassid Checking assumptions first eliminates errors at the root and makes spreadsheets far more usable.
- @getintorch (1): @rubenhassid the "list ur top 10 assumptions first" trick is lowkey the whole game — have u tried this prompt structure yet?
- @TopTechStocksUS (1): @rubenhassid Thanks a lot for your AI words of wisdom Ruben. Claude is a super beast.
React Doctor 宣布 npm 安装量突破 30 万，作者表示还在早期阶段并邀请用户反馈，希望继续把这个工具打造成修复 React 应用问题的标配。
React Doctor is now at 300k npm installs we are so early towards our goal of fixing every React app very grateful for everyone who is using/trying it hit me up with your feedback! https://t.co/4BTcXG…
受众观点：① 有开发者表示早就想试用 React Doctor，准备找时间在自己的项目里上手体验（@BrenBuilds, 1like） ② 有人半开玩笑地说修 React 应用的最好方式是别再用 React，反映出社区对框架复杂度的吐槽（@martindonadieu, 1like） ③ 也有评论直接追问误报率、是否适配 React 19 编译器输出等技术细节，关心工具在新生态下的准确性（@18_priyansh, 0likes）
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- @BrenBuilds (1): @aidenybai its been on my list. will have some time this weekend to give it a try.
- @DataJuggler007 (1): @aidenybai You convert the React apps to Blazor? You said you fixed them.
- @martindonadieu (1): @aidenybai The best way to fix react app is stop using it 😂
- @18_priyansh (0): @aidenybai what's the false-positive rate on the unnecessary-rerender flag? React 19's compiler made a lot of memo() advice stale. is the engine reading the compiled output or the source tree?
- @18_priyansh (0): @aidenybai react doctor sits at the debug layer, compiler at the elimination layer. different timing, different fix-set. what's the top diagnostic the compiler still misses, unstable-callback-in-deps or conditional hook order?
作者展示 Claude Opus 4.8 直接生成带动效的网页，感叹模型已经能完成基础 motion design，暗示前端动效制作门槛被进一步拉低。
NO WAYYY Claude Opus 4.8 builds animated websites... it can now do motion design It's so over... https://t.co/kIsI54NAz7
受众观点：① 有人认为这是很厉害的进步，期待 motion design 能显著提升网页用户体验（@WealthEmpireHQ, 0likes） ② 也有用户直接表示这是救命级工具，对能自动生成动效网页感到兴奋（@Jdngk6_, 0likes） ③ 部分评论只是简单表达喜欢 4.8 技术本身，认为这个版本整体体验不错（@HeyYoGB, 0likes）
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- @WealthEmpireHQ (0): @chhddavid That’s an impressive advancement! Motion design opens up exciting possibilities for web development. Looking forward to seeing how it can enhance user experiences.
- @Jdngk6_ (0): @chhddavid literally a life saver OH MY DAYSS
- @Tomas83_ (0): @chhddavid Bullshit website xd
- @maulik_5 (0): @chhddavid can you teach me distribution?
- @HeyYoGB (0): @chhddavid its good tech im really liking 4.8
作者吐槽 2026 年创业圈为博增长不惜砸钱买推文、买广告牌自拍和造怒气流量，连色图和机器人农场都成了常规增长手段。
the inflation of startup growth tactics in 2026 goes crazy ‣ ppl offering even $20k for tweets ‣ paid offers to post pics of company billboard ‣ growth job offers that unofficially include posting…
受众观点：① 觉得现在社交媒体增长环境浮躁、但又不知道该不该跟风玩梗和擦边的 indie dev 和 SaaS 开发者 ② 正在考虑花钱买流量、找 KOL 带货但缺乏判断标准的早期创业者 ③ 想通过长期内容输出和产品迭代获得自然增长的技术创作者。
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- @ai_arvind (2): @tereza_tizkova also shit posting for growth is at its peak level right now😂
- @RMladek (1): @tereza_tizkova credit for handwritten letters goes to @joeledholm 😁 (but let’s not make this growth hack go viral guys)
- @HeyGarrison (1): @tereza_tizkova i will give you $20k for this tweet
- @Jingg_n_Tonic (1): @tereza_tizkova haven’t you heard distribution is the moat!!! :lolsob:
- @zmzlois (1): @tereza_tizkova oh man… no wonder people think i work in growth 😂
作者转发现场照片，抛出“harness 是不是 agent OS”的说法，邀请大家讨论把 harness 当作智能体操作系统是否合理。
“harness is the agent OS” … thoughts? https://t.co/v0oO5qWfjI
受众观点：① 正在评估用什么框架来搭建 agent、对“agent OS”概念感兴趣的工程师和 indie hacker ② 想搞清楚 LLM=CPU、skill=app 这类比喻背后技术含义的技术从业者 ③ 想了解不同 agent 基础设施选型对后续维护成本和产品形态影响的早期创业者。
展开评论
- @tereza_tizkova (3): (@HanchungLee's talk!)
- @borna_perak (1): @tereza_tizkova Wait, from the position this photo was taken, I was likely standing 3 feet to the right from you lol.
- @vyomkesh123 (1): @tereza_tizkova just like the universe is our OS? 😂
- @thesagarvarma (1): @tereza_tizkova disagree
- @geren8te (1): @tereza_tizkova It's true, llm = cpu, skill = app.
推文介绍一款名为 MECCHA CHAMELEON 的多人躲猫猫游戏，玩家需要亲手给角色涂色伪装在场景中，用绘画能力和姿势来躲避其他玩家。
This indie dev is making a hide-and-seek game where you literally paint your own body to blend into the environment - Your artistic skills are key to survival - Pose to blend in - Up to 10 players in…
受众观点：① 想做有传播性的独立游戏或小工具、但不知道玩法如何设计得适合社交媒体扩散的 indie dev ② 做 AI 产品希望把用户操作变成可视化内容、提升自传播能力的开发者 ③ 对新奇交互设计和“玩家创作即玩法”模式感兴趣的产品和设计从业者。
展开评论
- @Xzinic1 (805): @IndieGameJoe As I have no artistic talent, I will only be seeking. In terms of originality, it is intriguing as a concept. Though I fear the painting feature will be used nefariously.
- @DontFretGame (717): @IndieGameJoe This is super creative! Love this!
- @IndieGameJoe (484): "Paint yourself to blend in! "Meccha Chameleon" is a new-sensation hide-and-seek game where you paint your white body to mimic the stage." this looks incredible wow! wishlist here and follow the talented dev @lemorion1224 https://t.co/fKBGglvS5d
- @turbo0794818110 (326): @IndieGameJoe fun concept but wouldn't it just devolve into "look for the humanoid figure"? unless it actually blends you in really well in gameplay, but the footage here doesn't seem to show that
- @MarieleRedclaw (174): @IndieGameJoe "Your artistic skills are key to survival" yeah I'll be dead in 15 seconds
作者展示用 90 组、每组 68 张照片共 237 万个 splats 重建的一颗树莓 3D 场景，细节极其逼真，并配上 #3dgs 话题。
A Raspberry. 90 stacks, 68 photos each. 2.37M splats. #3dgs https://t.co/lMoirMg1rq
受众观点：① 对 3DGS、NeRF 等新一代 3D 技术感兴趣但还没动手的开发者和技术爱好者 ② 想在游戏、AR/VR 或产品展示里用高精度 3D 资产、却不清楚采集和处理成本的 indie dev ③ 关注 AI+3D 内容生产效率、考虑把这类技术接入自己工具或工作流的工程师。
展开评论
- @LinusEkenstam (972): @DanyBittel we need a library of everything at this granularity
- @kvickart (188): @DanyBittel That is incredible, how long til we get a full MRI style scan of someones anatomy totally made in splats
- @Kosinozz (182): @DanyBittel Incredible that this didn’t mold while taking the images
- @hampusolsson (70): @DanyBittel That’s insane detail! Would love to see this raspberry placed in a full scene.
- @s7tmbr (24): @DanyBittel Incredible. What do you exactly mean with 68 photos each? Did you take 6120 photos in total for this?
推文介绍一款名为 Unemployment Simulator 2018 的像素风生存恐怖游戏，玩家扮演失业者在公寓中维持多巴胺和基本生活需求、躲避现实责任。
This indie dev made a survival horror game where you're unemployed and can literally die of boredom - Must maintain high dopamine levels - Eat, drink, use the toilet & wash yourself - Hide from r…
受众观点：① 想做情绪共鸣型作品、但不知道如何把现实压力转化为玩法的 indie dev ② 经历过失业或职业焦虑、对这类“生活即恐怖游戏”设定有共鸣的开发者和创作者 ③ 关注如何用游戏或交互产品表达社会议题和个体心理状态的设计师。
展开评论
- @LeesiBB (343): @IndieGameJoe “horror game” and it’s literally just my life https://t.co/23Y06ZquyJ
- @ColorTheBooks (186): @IndieGameJoe It's too early in the morning for these kinds of personal attacks, Joe...
- @bienjamyn (163): @IndieGameJoe an employed person playing this game https://t.co/mgHnkjVe4P
- @IndieGameJoe (116): "The year is 2018, you are trapped in a single-bedroom apartment somewhere in an undisclosed Nordic welfare state." this is very interesting haha (great pixel art too!) check the game out here and follow the talented dev @unemploysim2018 https://t.co/JeYUGOixsn
- @Sleezejameson (100): @IndieGameJoe I thought the whole point of video games was escapism…..
推文讲述有人在自家外墙安装一台小冰箱大小的 Nvidia GPU 机柜，为公司 24 小时跑 AI 任务并按月收钱的故事，引发对收益真实性和能耗的质疑。
A guy installed a mini Nvidia AI data center on his house and gets paid monthly The box is the size of a small fridge and bolts right onto the wall. Inside it is packed with Nvidia GPUs running AI wo…
受众观点：① 被各种“出租 GPU 赚被动收入”广告吸引、但缺乏技术和成本判断能力的普通用户和开发者 ② 关注 AI 基础设施、对边缘算力和分布式推理模式感兴趣的工程师 ③ 想了解真实运行 GPU 集群在散热、电力和维护上的坑的 indie dev 和小团队。
展开评论
- @pchandlerIII (1406): @w1nklerr I’m guessing the influencers posting this misleading information are getting paid more than anyone is actually going to get by signing up for the program.
- @aformercanadian (306): @w1nklerr Here, cool your house with this 140W heater. It’s works like a charm.
- @DaveBob10008 (171): @w1nklerr Does it cook you dinner too? What a bunch of BS, $2500/month, cools the side of the house?!!? What!?!
- @MostlySoberJedi (162): @w1nklerr Fake and gay https://t.co/3ONMqRUZbU
- @MikeH_Lv25_10 (96): @w1nklerr https://t.co/GdMkJxW6us
OpenAI 宣布 Codex 的 Computer Use 功能已经支持 Windows，用户可以在桌面和 ChatGPT 手机端远程控制 Windows 电脑执行任务。
Windows users, this one’s for you. Computer use now works on Windows, so Codex can take action on your Windows computer. And with Windows support for Codex in the ChatGPT mobile app, you can start, r…
受众观点：① 日常主要在 Windows 环境开发、希望用 AI 自动化重复桌面操作的工程师和 indie dev ② 想把 Codex 能力集成进自家产品、为用户提供“代点代点”的桌面自动化体验的工具开发者 ③ 对比评估 Codex、传统 RPA 和自写脚本，在成本、易用性和安全性上的团队负责人。
展开评论
- @RaphaelOldfox (59): @OpenAI Computer Use on Windows is great news. But not available in the EU? Seriously!? Nothing says “the future is here” like being region-locked out of it. 🫠🇪🇺 https://t.co/eazfR2ypdW
- @sy_echoes (53): @OpenAI WE WANT 4o！ #keep4o https://t.co/2oUzMn9jpM
- @_hibana01 (47): @OpenAI new openai mascot? https://t.co/ia3sAozC75
- @WolframRvnwlf (37): @OpenAI Codex is the best agentic app - but not in the European Economic Area, the United Kingdom, and Switzerland, because essential features like Memory, Computer Use, and Browser Use with Chrome extension aren't available! Could you please fix this, @thsottiaux? 🙏
- @theo_devs (36): @OpenAI Its really great but when will it be available to EU? No information on that very requested feature
作者展示一个基于 OpenClaw 的自动化 bot，批量为没有泳池的中端房产生成带泳池效果图并邮寄明信片，帮泳池建造商获客成交高客单价项目。
this OpenClaw bot finds $500k–$1.2M homes without pools, renders a pool into their backyard, and mails the owner a postcard showing the before/after, on autopilot... here's how pool builders can clos…
受众观点：① 有人认为用 Bud 一条 prompt 就能做到类似效果，质疑是否需要复杂的 OpenClaw 工作流（@goatlal, 118likes） ② 有人调侃这种明信片会让原本没想装泳池的业主突然心动，体现视觉化 upsell 的心理冲击力（@dhiran_dev, 32likes） ③ 也有开发者质疑“全自动”说法，认为目前还达不到完全无人值守（@mattfthompson, 34likes）
展开评论
- @goatlal (118): @everestchris6 I literally did this with one prompt using Bud No need for a complex OpenClaw workflow https://t.co/hXZKCtTrWd
- @Alexxcastlee (107): @everestchris6 https://t.co/KnMnme56sc
- @everestchris6 (75): dm me if you want a custom openclaw system for your business
- @mattfthompson (34): @everestchris6 It absolutely does not do this on autopilot
- @dhiran_dev (32): @everestchris6 lowkey feel bad for whoever gets these postcards and suddenly wants a $50k pool they never thought about before lol https://t.co/rU4XpI1bZ2
Ollama 宣布基于 Apple 的 MLX 框架大幅优化 Apple Silicon 上的推理性能，让在 macOS 本地跑 OpenClaw 等个人助手和 Claude Code 等编码 agent 更快更适合重度工作负载。
Ollama is now updated to run the fastest on Apple silicon, powered by MLX, Apple's machine learning framework. This change unlocks much faster performance to accelerate demanding work on macOS: - Per…
受众观点：① 官方补充了在 Apple M5 系列上使用 MLX 和 NVFP4 量化后的详细基准数据，强调预填充和解码速度都有大幅提升（@ollama, 339likes） ② 有用户对 MLX 和 NVFP4 支持表示兴奋，认为这是 Mac 上本地 AI 的重要一步（@lucatac0, 26likes） ③ 也有开发者提到自己已经在用 llama.cpp 等“原生”方案，暗示会对比两者性能和生态再做选择（@SMT_Solvers, 8likes）
展开评论
- @ollama (339): This results in a large speedup of Ollama on all Apple Silicon devices. On Apple’s M5, M5 Pro and M5 Max chips, Ollama leverages the new GPU Neural Accelerators to accelerate both time to first token (TTFT) and generation speed (tokens per second). note: test was conducted on us…
- @lucatac0 (26): @ollama wow MLX & NVFP4 support? ❤️🔥
- @aduermael (21): @ollama Awesome! Can't wait to try this with herm! (https://t.co/DhvOgb0yn3)
- @ivanfioravanti (21): @ollama YES!!!!!!!! Thanks team! I'll benchmark this like crazy and send feedback!
- @SMT_Solvers (8): @ollama I already switched to raw llama.cpp
Andrew Ng 宣布开设新课程“AI Prompting for Everyone”，强调 2026 年的提示工程已从短指令变成围绕上下文、长思考和系统化使用 ChatGPT、Gemini、Claude 等多模型的能力。
How we prompt AI is very different in 2026 than 2022 when ChatGPT came out. I'm teaching a new course, AI Prompting for Everyone, to help you become an AI power user — whatever your current skill lev…
受众观点：① 有人指出真正关键的技能是知道什么时候信任模型输出、什么时候保持怀疑，而不是背几句“魔法咒语”（@heynavtoor, 17likes） ② 有评论总结 2026 年的高杠杆来自上下文、长思考和把 AI 当系统而非玩具，普通用户和 power user 的差距在迅速拉大（@iwhaleocean, 15likes） ③ 也有人认为初学者最大误解是以为瓶颈在“正确关键词”，其实是自己对目标和需求不够清晰，难以向人或模型描述（@SathishAiHype, 13likes）
展开评论
- @heynavtoor (17): @AndrewYNg knowing when to trust the answer and when not to is the skill most people still haven't learned
- @iwhaleocean (15): this shift is real most people still use AI like it's 2022 short prompts → quick answers but the leverage in 2026 comes from: context (docs, data, memory) longer thinking cycles treating AI like a system, not a tool the gap between casual users and power users is only getting wi…
- @SathishAiHype (13): @AndrewYNg Curious what the biggest misconception you see from beginners taking this course is. My guess: most people think the bottleneck is knowing the right "magic words." But it's actually knowing what outcome they want clearly enough to describe it to another person let alo…
- @erickxie (13): 2022 me: “Write a poem about cats.” 2026 me: hands the model 12 PDFs, 7 images, and says “take 3 minutes and think hard.” 😆 This course looks like exactly what the world needs right now. Turning prompting from dark magic into a real productivity superpower. I'm signing up! 👍👍
- @sentientweekly (11): So just out of curiosity I asked Claude to run a blinded study of itself to determine what style of prompting was most efficient for debugging code. It's a small sample but there was a CLEAR winner for efficiency AND token usage. If you're curious here is the link to the results…
Base 推出 Base MCP，让智能体可以通过 MCP 连接用户的 Base 账户，在链上进行 swap、交易和资产管理，并调用 Uniswap、Morpho 等协议插件，主打 agent 驱动的 onchain 经济。
Introducing Base MCP Your agent's new gateway to Base → Connect an agent to your Base Account → Enable it to swap, trade, and manage your portfolio → Use plugins from leading apps on Base The next st…
受众观点：① 官方强调 MCP 已内置 Morpho、Moonwell、Uniswap、AerodromeFi 等多个协议技能，展示出一个多协议组合的 onchain agent 能力版图（@base, 441likes） ② 有人欢迎 Base MCP 吉祥物 Orbit，体现社区对品牌和生态叙事的关注（@0xyoussea, 107likes） ③ 协议方如 Uniswap 也回应“每个 agent 都能在 Base 上有家并在 Uniswap 上交易”，强化了这是面向 agent 的基础设施层（@Uniswap, 46likes）
展开评论
- @base (441): Skills make Base MCP more fun MCP includes skills for: - @Morpho - @MoonwellDeFi - @bankrbot - @avantisfi - @virtuals_io - @Uniswap - @AerodromeFi With more coming soon!
- @0xyoussea (107): @base Welcome Orbit, the Base MCP mascot 🟦
- @Uniswap (46): @base Every agent has a home on Base Every agent can transact on Uniswap
- @PRXVTai (40): @base The agentic economy is happening! Guess who's building the privacy rails? 👀
- @gitlawb (36): @base Playground is powered by our open source agent harness (OpenClaude). OpenClaude will now connect to base MCP to give builders the power of base.
作者介绍一个名为 Rowboat 的开源本地优先 CoWork OS，号称是免费的更好 Claude Cowork 替代，支持任意 LLM、MCP 扩展、Obsidian 笔记库、后台 agent 和自动知识图谱等能力。
Another blow to Anthropic! Devs built a free and better Claude Cowork alternative: - 100% local - voice-enabled - works with any LLM - MCP tool extensibility - obsidian-compatible vault - background…
受众观点：① 作者在评论中给出 Rowboat 的 GitHub 链接，强调这是一个值得 star 的开源项目（@akshay_pachaar, 114likes） ② 有人认为 local-first 是真正的差异点，一旦隐私焦虑消失，开发者会更愿意在本地尝试各种 agent 工作流（@Thomas_Tao_1, 13likes） ③ 也有开发者强调本地优先不是一个小特性，而是整个架构的核心，因为当 AI 接触到个人文件、日程和习惯时，云端方案在隐私上就变得难以接受（@jjxrider, 10likes）
展开评论
- @akshay_pachaar (114): Rowboat GitHub: https://t.co/cIaTPDWS02 (don't forget to star 🌟)
- @Thomas_Tao_1 (13): @akshay_pachaar The local-first part is probably the real wedge here. Builders try way more stuff when privacy anxiety is gone.
- @jjxrider (10): @akshay_pachaar local first isn't a feature, it's the whole point. the moment your AI knows your files, your calendar, your habits, you can't afford to send that to someone else's server. we learned this building our own agent. privacy isn't a checkbox, it's the architecture
- @AlmarionAI (6): CoWork OS is a stronger free, open-source, local-first alternative to Claude Cowork: - local-first, private, and no-telemetry - voice-enabled - 34 LLM provider options, including local models - 44 MCP connectors and MCP extensibility - Obsidian-friendly research vaults (llm-wiki…
- @geraldrsterling (3): @akshay_pachaar The interesting part isn't "better Claude coworker." It's local-first memory. Once an agent touches your notes, files, and old decisions, cloud-only starts feeling pretty cursed. That's the real wedge here.
OpenAI Devs 宣布支持在企业内网部署私有 MCP 服务器，通过仅出站 HTTPS 让 ChatGPT、Codex 和 Responses API 安全访问内部工具，并配套 Workload Identity Federation 等身份管理能力。
Private MCP servers 🤝 OpenAI products Your team can keep MCP servers inside your network while ChatGPT, Codex, and the Responses API connect through outbound-only HTTPS. 🔗 https://t.co/UVq0KpT0km htt…
受众观点：① 官方补充介绍了 Workload Identity Federation，让团队可以用云端 IAM 管理 OpenAI API 访问，减少在服务间分发长期 API key 的需求（@OpenAIDevs, 179likes） ② 有人质疑 outbound-only HTTPS 虽然听起来安全，但所有流量仍会经过 OpenAI 的基础设施，担心这意味着内部工具被全面观测（@apifromwithin, 5likes） ③ 也有开发者用段子方式感叹“模型大战结束，认证大战刚开始”，认为身份与权限管理会成为新战场（@itsnishantg, 3likes）
展开评论
- @OpenAIDevs (179): Workload Identity Federation brings cloud-based identity to the OpenAI API platform. Teams can manage access through IAM workflows while reducing the need to distribute permanent API keys across services. 🔗 https://t.co/FCoccpKUpp https://t.co/IJmsc3B8K9
- @apifromwithin (5): @OpenAIDevs Outbound-only HTTPS sounds secure until you realize OpenAI sees every request flowing through their tunnel. They're not just selling API access—they're instrumenting your internal tools. Data flows through their infrastructure whether you want it to or not.
- @Layton_Gott (3): @OpenAIDevs @tinkerersanky Cool but are we not going to address how bad GPT 5.5 has been lately compared to when it was first released?
- @itsnishantg (3): six months ago: everyone is arguing about which model is smartest. this week: openai ships wif and mcp tunnels. today: i’m crying in a chipotle because i’m trying to explain workload identity federation to a burrito. the model wars are over. the auth wars just started. i’m stari…
- @Dominik2718 (2): @OpenAIDevs There seems to be a bug that prevents tunnel creation from personal API accounts. First sign of it is that org owners have no tunnel privileges but can create new roles with tunnel privileges. But then even with that role, tunnel creation fails with silent errors.
作者安利用 Rust 开发的无头浏览器引擎 Obscura，号称专为 AI Agent 和爬虫设计，在内存占用、启动速度和体积上远超 Headless Chrome，并兼容 CDP 协议以对接 Puppeteer、Playwright 等工具。
兄弟们，Headless Chrome 该退休了！ 有人用 Rust 搓了个专给 AI Agent 和爬虫用的无头浏览器引擎——Obscura，性能直接把 Chrome 按地上摩擦： ① 内存只吃 30MB（Chrome 吃你几个G） ② 启动只要 85ms，快得离谱 ③ 整包才 70MB，Chrome 装完硬盘哭了 还支持 CDP 协议，Puppeteer、Playwright https:/…
受众观点：① 有人测试后反馈目前并不兼容 Playwright，说明生态适配还在早期阶段（@0x1010001010, 13likes） ② 也有评论指出 Obscura 自研 V8 headless 在 navigator、WebGL、字体、音频指纹等层面容易露馅，对有 Cloudflare 防护的网站还不够用（@laozhang713, 12likes） ③ 部分用户吐槽官方机翻文案不专业，反映出开发者对技术产品对外沟通质量也很在意（@samuzora1970, 10likes）
展开评论
- @Teknium (129): @NFTCPS Should we add support in Hermes?
- @0x1010001010 (13): @NFTCPS 测试过了，不兼容playwright
- @laozhang713 (12): @NFTCPS obscura 自研 V8 headless 很容易在 JS 运行时层面露馅（比如 navigator.plugins、WebGL vendor、字体列表、AudioContext 指纹等） 对于有CF的来讲这东西还不行。
- @samuzora1970 (10): @NFTCPS 机翻认真一点啊，创业公司，太搞笑了
- @duao2765 (7): @NFTCPS 有些网站对这种浏览器识别比较精准，chrome headless就能开，这个就不行
作者讲述一位 19 岁创业者靠向企业主销售 AI agent，每次通话收费 1–1.5 万美元、月入 5 万美元，而他的秘诀是不卖“AI 技术”，而是围绕前台薪资等具体成本痛点来算账。
19-year-old makes $50,000 a month selling AI agents to business owners at $10,000-15,000 a call. His secret - he never sells AI. He sells pain. Not "our agent uses the latest technology" - but "how m…
受众观点：① 有人分享自己也按同样原则打造产品，用 AI 系统替代多名虚拟助理，把人工成本砍掉约 70%，强调要卖结果而不是技术（@trey_smith, 3likes） ② 多条评论认同“卖痛点比卖 AI 更好”，认为用户真正购买的是问题的解决而不是模型本身（@LunarResearcher, 1likes 等） ③ 也有读者简单表达对这种销售思路的兴趣和认可，说明大家在寻找可复制的 AI 销售话术（@eng_khairallah1, 2likes）
展开评论
- @trey_smith (3): @sairahul1 Exactly. we built https://t.co/B9zXtGtSU7 on this same principle. sell the outcome not the tech. we replaced 3 VAs with one ai system and cut overhead by 70%. pain math always wins
- @eng_khairallah1 (2): @sairahul1 very interesting my man
- @LunarResearcher (1): @sairahul1 pain sells better than ai
- @laura_bh4c03l (1): @sairahul1 That's the smart hustle, dude! Selling pain and ROI hits different – $50k/month from one-time AI deals is straight fire.
- @itsthedonhashim (1): @sairahul1 @sairahul1 honestly, selling the pain point is genius. people never buy the product, they buy the solution to their problem.
推文介绍一位中国开发者用一块 249 美元的 Jetson Orin Nano Super 本地跑 AI agent，替他打电话、发消息并实时处理客户任务，完全不依赖云端。
CHINESE DEVELOPER BOUGHT AN NVIDIA CHIP FOR $249 - AND HIS AI AGENT NOW HANDLES CLIENT TASKS he connected a Jetson Orin Nano Super to his phone and built an agent that calls clients, sends messages a…
受众观点：① 关注自建算力、想降低云端 API 成本的独立开发者和小团队
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- @Av1dlive (2): @noisyb0y1 this is nice
- @sairahul1 (2): @noisyb0y1 I want to buy once and not pay for any AI 😅
- @MEEcom44 (1): @noisyb0y1 pi bill, no data leaving your stack, no cold-start latency. once you're running real daily outbound volume that $249 amortizes fast.
- @andrpantus (1): @noisyb0y1 this opens up new possibilities for devs to build and test complex ai models without breaking the bank
- @chiefspaceark (1): @noisyb0y1 GROK- This direction (cheap local edge AI replacing cloud dependency) is real and growing fast. If you’re technical, grabbing a Jetson Orin Nano Super and experimenting is a solid, low-risk way to test it yourself. (da…
作者用 RoboNeo_ai 里的 Agent Team 搭配 Seedance 2.0，生成了一段以巧克力驱动熬夜赶 ddl 为主题的 15 秒电影感 AI 视频，并分享了完整镜头级提示词。
Turning late-night deadline panic into pure cinematic focus, powered by a little chocolate magic. 🍫✨ Created this cinematic chocolate-fueled deadline sequence using Agent Team inside @RoboNeo_ai with…
受众观点：① 想用 AI 生成高质短视频做产品 demo 或社媒内容的独立开发者
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- @AIwithAliya (5): Chocolate-Fueled Deadline” — Fully Prepared Cinematic AI Video Prompt (15s) High-contrast cinematic lighting with cool cyan-blue laptop glow contrasted against warm amber practical lighting and glossy chocolate reflections. Premium luxury-commercial aesthetic. Fast cuts, whip pa…
- @_Chemist1 (1): @AIwithAliya @RoboNeo_ai Nice creation
- @Strikeball32 (1): @AIwithAliya @RoboNeo_ai Late-night panic + chocolate = main character energy. Seedance 2.0 made it look epic.
- @kellytheboss7 (1): @AIwithAliya @RoboNeo_ai That sounds like a whole movie scene—chaos, focus, and chocolate carrying the plot 😄🎬
- @chatgptpaglu (1): @AIwithAliya @RoboNeo_ai This looks incredibly sharp! The transition from frantic deadline energy to laser-focused creativity is captured perfectly. Seedance 2.0 and RoboNeo seem to make a powerful combination for cinematic AI generation.
这条中文推文安利 GitHub 上的 Proxifly 项目，号称每 5 分钟自动抓取并验证全球多国免费代理，实时提供数百个可用 HTTP/HTTPS/SOCKS 代理给爬虫使用。
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 需要快速搭建爬虫但不想一开始就砸钱买代理的独立开发者
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- @crypto_fyy (1): @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？
- @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。
推文强烈推荐开源爬虫工具 OpenClaw，宣称能零反爬检测、原生绕过 Cloudflare，速度比 BeautifulSoup 快数百倍，还免维护选择器即可直接拿到网页数据。
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 需要抓取 Cloudflare 等强反爬网站数据的独立开发者
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- @grainrain_young (1): @NFTCPS 昨晚试了下，确实好用
- @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？
推文提到歌手胡彦斌在节目中用 Claude Code 搭配 VS Code 自己开发粉丝社区 App“彦火”，并调侃他开始 vibe coding，把歌词梗和 AI 编程概念糅在一起。
什么？连胡彦斌都开始vibe coding了！ 昨晚《歌手》片段，他用 Claude Code + VS Code，自己独立开发了粉丝社区App彦火，目前在TestFlight测试中 正所谓： 你要的 token 全拿走 把 memory 化成空 不要在乎 model context 有所保留 说过的话当 skill 附送 https://t.co/v9DoW3ZEmE
受众观点：① 关注 Claude Code、Cursor 等 AI 编程工具的开发者
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- @dajiangchat (40): @CryptoDoggyCN 搞笑的是胡彦斌说 vibecoding，节目组以为是 webcoding，然后字幕就翻译成了网络编程😅
- @kinghylon (18): @CryptoDoggyCN 歌手不用ai写歌，搞锤子代码。很难不怀疑在凹人设
- @samhimselff (17): @CryptoDoggyCN 那算是明星里的科技断层了
- @stometaverse (6): @CryptoDoggyCN vibe coding 从 dev tool 变成 consumer tool 的拐点比很多人想的来得快。
- @leaf_sanren (3): @CryptoDoggyCN 这其实挺反直觉的。很多非技术的人做 vibe coding，反而没那么容易陷进“我要精确控制每一步”的坑。 他们更像是在和一个同事说话，先把事讲明白，再慢慢磨。某种程度上，技术背景有时候反而是包袱。
这条推文宣布作者第三个独立开发项目 TinyShip 上线，是一个同时支持 Next.js 和 Nuxt.js、采用 PNPM monorepo 架构的 SaaS 模板，主打基础完备和可扩展体验。
我的第三个独立开发的项目 TinyShip 今天上线了 🎉🎉 https://t.co/fbylYylKf5 看起来是 another SaaS template，但我认为完全不是重复造轮子，市面上确实有非常多的 SaaS 模板，但我想创造的是一个全新不一样的体验。 1 支持双框架 ，为了满足不同框架爱好者，才用了 Next.js 和 Nuxt.js https://t.co/tKvFczAeeF
受众观点：① 想用模板快速起盘 SaaS 的独立开发者
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- @Leojade6688 (6): @vikingmute 你好，我购买了，怎么联系
- @vikingmute (5): 架构： 刚才所说的，工程师总是在框架选择上犯难，所以我在应用中使用了 两种最流行的全栈框架： - Next.js：为 React 爱好者准备 - Nuxt.js：为 Vue 开发者设计 我本人就是 Vue 的爱好者。所以本站其实是在这个基础上使用 Nuxt 搭建的。 采用简化版的基于 PNPM 的 monorepo 架构，让两个应用可以共享基础模块： - 统一的认证系统 - 共享的数据库层 - 一致的支付接口 - 相同的业务逻辑
- @vikingmute (5): 更新了 Tinyship 的路线图： https://t.co/317K9dhy8M 大家可以看下这个项目下一步的发展规划： Tinyship 的宗旨不是做大而全的应用，主打“基础完备 + 可扩展架构”，核心流程默认可用。未来可能提供快速搭建模板库，但原则不变。 大体接下来Q1-Q2的功能是： 1 构建一个基于 Fumadocs 的独立文档站点应用，作为 monorepo 中的新子站点。静态导出，可以用来当作文档站点和博客站点，其实已经差不多实现了，就是 https://t.co/sd2P9AbXiK 的样子，清爽，干净，继承主页面的主题。 2 AI…
- @iWildChild (2): @vikingmute 已买，希望以后加入Tanstack Start
- @Benuoa (2): @vikingmute 集成微信可是真的很费劲👍
作者吐槽自己实测发现 Claude 在处理 retarget 这类细碎重复工作时表现不行，认为这种脏活累活目前还是得人类亲自上阵。
亲身经验，Claude做不了retarget🤡，这种脏活累活只能人类来做 https://t.co/nOgjHV9Xw8
受众观点：① 想用 AI 辅助广告投放、重定向运营的独立开发者和小团队
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- @aronhouyu (2): @DLKFZWilliam2 一件绑骨？ 我记得有插件啊 可以识别
一位刚搭建好由树莓派、旧 Optiplex 和 NAS 组成的 homelab 的用户，抱怨网上推荐的总是 Jellyfin 等那几样，想找更小众有趣、自己真会用得上的自建服务点子。
I've just built my homelab and I have been searching a lot through Reddit and google in general about what to host in my hlab, but it is always the same 3-4 options such as jellyfin. I know they are…
受众观点：① 顶赞用户吐槽每个帖子都在推荐同样那几个应用，说明大家对千篇一律的 selfhosted 清单已经审美疲劳（@tribak, 171分） ② 有人直接甩出 awesome-selfhosted 链接，代表不少人其实需要的是“导航+筛选标准”而不是更多生肉项目名（@Aronacus, 137分） ③ 也有人建议用 selfh.st 按 GitHub star 排序，反映出一部分玩家更在意项目成熟度和社区活跃度（@RandomRageNet, 36分）
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- @tribak (171): The same 5th reccommended app that is in every Reddit post
- @Aronacus (137): [fine I'll do the work for you](https://github.com/awesome-selfhosted/awesome-selfhosted)
- @Alone_Temperature784 (116): Plenty of good suggestions so far to a lukewarm response from OP. So OP, and I mean this in the friendliest possible way: *IF YOU CAN'T BE SPECIFIC ABOUT WHAT YOU THINK IS COOL, WE CAN'T HELP YOU FIND IT!* That out of the way, from a homelabbing is cool perspective, I recommend…
- @bluecollarbiker (63): “Tell me what to host”… “not any of the stuff that’s usually recommended”. If you’re not hosting things that are a benefit to you why bother with it at all? Is HomeAssistant in the top 4? Do you have smart home/IoT stuff that would make that worthwhile? What are you trying to do…
- @RandomRageNet (36): You can also just go to selfh.st and sort by GitHub stars
作者长文吐槽那些因为 Claude 指出论点漏洞就要“换平台”的用户，认为大家习惯只待在同温层不愿被反驳，而真正有价值的创作和思考都需要模型适度 pushback 和批判性反馈。
I'm seeing this everywhere in the comments "Claude used to just agree with me and now it keeps pushing back and I hate it" "It pointed out a flaw in my argument and I didn't ASK for that" "It's gotte…
受众观点：① 有人指出现在 Claude 经常对一切都加上推诿和无意义 caveat，甚至拒绝执行合理指令，觉得这不是健康的批判而是烦人的唱反调（@PriorityRound7809, 62分） ② 也有评论认为无差别反对会让人觉得只是爱抬杠而非聪明，AI 也一样需要学会区分何时该质疑（@LexyconG, 43分） ③ 多位用户举例说 Claude 会在自我审查后承认原本的代码或方案其实没问题，或者在被纠正后仍坚持错误，让人怀疑这种 pushback 的可靠性（@smaiderman, 34分; @Aggravating-Bug2032, 27分）
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- @PriorityRound7809 (62): I think it’s more because it will pushback on everything, offer meaningless “caveats”, and sometimes outright refuse to follow a prompt…
- @LexyconG (43): If you are someone who pushes back on everything, even on the good stuff, you are an annoying contrarian, not intelligent. It's the same for AI.
- @ActionOrganic4617 (40): This is bullshit, I got pushback when I asked opus to research Qwen 3.6 35b a3b. Claude simply said it didn’t exist and then when I asked it to look it up, it just continued assuming I was wrong and started researching a different model. Then when I told it is to stop being a di…
- @smaiderman (34): What is happening for me, is that it reviews something, proposes a fix because of x, and after analysing everything, ends up saying "ok I'm sorry but it actually was good". So many times Edit. I corrected he for it. English is not my mother language
- @Aggravating-Bug2032 (27): Is the problem me when I tell Claude to account for there being seven days in a week and Claude tells me we also need to account for weeks that are six or eight days as well and I say no there will always only ever be seven days in a week and Claude agrees and the gives me code…
发帖者畅想如果在 Mac 触控栏上集成 Claude 会话状态和 ultrathink、workflow 等快捷指令，认为当年被砍的 Touch Bar 其实很适合作为 AI 工作流控制面板。
Imagine seeing your Claude session usage, quick shortcuts such as ultrathink, workflow, plan or other commands... Im the type of user that really enjoyed the touch bar and this will be a great workfl…
受众观点：① 老 Touch Bar 用户怀念硬件滑条和快捷操作，但吐槽蝶式键盘和功能键被砍的代价（@Avocado_submarines, 350分） ② 有人认为触控栏交互不如直接点屏幕或用快捷键，失败是因为没有带来明显效率提升（@IY94, 101分） ③ 部分用户仍在用触控栏 Mac，觉得系统和三方应用没有把潜力挖出来，功能键体验也不稳定（@Luc85, 56分）
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- @Avocado_submarines (350): I loved my Touch Bar MacBook pro in many ways (and disliked it for a ton more). Touch bar would have been cool if they could have somehow kept the function keys as well and also not have had the butterfly keyboard
- @IY94 (101): Imagine clicking the button on screen that you're already navigating. They tried it. It failed. Nothing you can't do easier with keyboard shortcuts.
- @Tight-Requirement-15 (84): Still have mine. Claude, implement this, make no mistakes
- @Luc85 (56): I still use my touchbar MacBook Pro, and even though it's kind of overkill, the ability to have a slider for brightness, volume, or videos/music is sooo nice. I just wish there had been better integration for 3rd party apps... I always felt like it was missing out on its potenti…
- @IY94 (32): Because they removed a functional row of keys you could access without looking To replace it with a finicky touchscreen that isn't even orientated at a natural viewing angle for no tangible functional benefit
作者用 iOS Shortcuts 加 Cloudflare Worker 在 40 分钟内做了一个给父母看的个人状态页，把手机数据翻译成“在家、通勤、看电影”等语义标签，减少异地父母对自己行踪的焦虑。
My parents don't live in the same city as me. So when I go silent/unresponsive for a while they dont stress. Find My exists but it doesn't really help. They see "28 Liberty St" and that means nothing…
受众观点：① 有人表示有同样的远距离父母焦虑问题，直接私信索要 Worker 代码，说明这个场景有真实需求和复用意愿（@Possible-Suspect2127, 26分） ② 有人从社交角度延伸，觉得这种状态页也可以用在朋友群，显示“可聊天/想见面/请勿打扰”等，缓解频繁发消息的尴尬（@Vumaster101, 13分） ③ 也有人从心理健康和家庭关系角度质疑，这种持续共享状态可能强化不健康的依赖和“直升机父母”模式（@Technical-Branch9178, 12分）
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- @Possible-Suspect2127 (26): I am in the same boat. I find it more stressful thinking that my parents are stressing about what I am doing and where I am. Sent a dm for worker code
- @[deleted] (26): [deleted]
- @Vumaster101 (13): I like the idea of this. Because some people honestly wanna keep in touch but it's to much. I hate talking on the phon but I don't mind phone calls with close friends. But I also don't mind having family seeing my location. I don't care about that one 😅. The only concern I have…
- @Express_Astronomer99 (12): here’s a preview of the status card and how it works :) https://preview.redd.it/1r83p7u9354h1.png?width=2125&format=png&auto=webp&s=ef72bed9eeb151cc66c5cec25a270b4c0d434e1b
- @Technical-Branch9178 (12): I guess this is what happens when children of helicopter parents in the 'had a cell phone at six years old' generation turn 26 and finally move out of the house. For the record, this sort of attachment and enabling it are not healthy behaviors.
一位做 B2B SaaS 的创始人吐槽自己负责后端和基础设施、产品稳定上线却因获客缓慢被前端兼销售的合伙人指责“什么都没做”，对方开始深夜微观管理任务、把销售失败归咎于他，让他考虑是否要退出这段 50/50 的合伙关系。
We started a B2B SaaS project 9 months ago. After MVP, we landed our first 2 customers, iterated based on their feedback, and recently incorporated as a 50/50 company. Our split: Me: Backend, databas…
受众观点：① 顶楼评论安慰楼主并建议先进行一次认真对话，强调个人感受和长期合作氛围的重要性（@GiantWackySkeleton, 31分） ② 楼主补充自己还没拿到任何收入、已有全职工作，不想继续这段有害关系（@Key-Web1264, 22分） ③ 其他人则直言让合伙人冷静或直接分手，并指出 2am 式微观管理往往是焦虑失控的表现，需要尽早处理（@Accedsadsa, 16分; @alexandre-boudot, 7分）
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- @GiantWackySkeleton (31): I'm sorry you're going through this. You sound highly capable. Life is short. Do you NEED to make this work or do you want to make this work? I would say a genuine conversation with as much effort as this post would be where I would start. If you NEED to make this work, maybe I'…
- @Key-Web1264 (22): First of all, thank you for your kind suggestion. We have a total of four clients on this project, and I haven't received a single penny yet. I already have a full-time job. We did this project to start my own business. But I might take on new projects soon. I don't want to cont…
- @Accedsadsa (16): Tell him to calm the f down or leave him, cofounders have to be for the long run
- @Valentinbuilds (12): Your co-founder is putting the fault on you and that's frustration, that's part of the journey, finding a cofounder is hard, the best way to find a good co-founder is too start a tiny project first to see how it goes...
- @alexandre-boudot (7): been on both sides of this. the 2am micromanaging usually isnt about the deploy, its someone who feels out of the loop trying to grab control of the one thing they can see. what killed most of the late night panic pings for us was a shared async log of what shipped and why. wort…
一位运营合计 30 万粉 TikTok 账号的创作者在 r/SideProject 提供免费短视频制作和曝光机会，邀请开发者提交应用以帮助获取前几批用户。
I run TikTok pages with a combined audience of 300k+ followers, mostly people interested in apps, AI tools, startups, and productivity. I also work as a video editor/clipper, so I can turn your app i…
受众观点：① 有人指出 30 万 TikTok 粉丝只有在项目本身对应用和 AI 爱好者有吸引力时才有用，真正关键是这些粉丝是否会注册而不只是刷视频（@LeaderAtLeading, 5分） ② 多位开发者在评论区贴出自己的项目链接，希望借此获得曝光和用户增长（@Birthday_Euphoric, 2分；@EntertainerStrong942, 2分；@Bradd3rs, 2分；@MaterialAppearance21, 2分） ③ 评论整体氛围偏向“愿意一试”的乐观态度，但几乎没人提到如何衡量转化或长期留存。
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- @LeaderAtLeading (5): 300k TikTok followers help if your project appeals to app and AI enthusiasts. Real test is whether those followers actually sign up or just watch content. Audience size beats engagement nowhere.
- @Birthday_Euphoric (2): Hello! I just launched an AI detective game! 400+ players, 3K+ questions asked in 2 weeks. It's called The Last Question and I think it's suitable for people who want to know how AI can be incorporated in to a detective game! [thelastquestion.io](http://thelastquestion.io)
- @EntertainerStrong942 (2): I made an iptv player app focused on steamdeck users. It works on any desktop OS. But i made with gamepad in mind. I put the premium version on gumroad and i already made 4 sales. But i think the free version already gives what mostly of the people need https://my-tv.app
- @Bradd3rs (2): [https://www.drizzlelemons.com/](https://www.drizzlelemons.com/) \- helps deal with awful recipe sites and works as a great recipe manager
- @MaterialAppearance21 (2): [aimobilelauncher.com](http://aimobilelauncher.com) : AI boilerplate for mobile apps
帖子围绕某匿名承包商声称客户烧掉五亿美元 AI 代币的报道展开，评论区在质疑数字真实性、推测是哪家大公司以及调侃这种夸张用量。
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受众观点：① 有人用债务类比调侃，认为欠 5 亿的是供应商的问题，反映大家对巨额算力账单的戏谑态度（@geos1234, 232分） ② 有评论按人头和月度消耗粗算，认为 5 亿美金级别的 token 花费几乎是幻想公司规模（@MinerDon, 185分） ③ 也有人指出这类报道往往源自单一匿名承包商的夸张说法，被媒体反复引用却缺乏证据（@Borderline769, 149分）
展开评论
- @geos1234 (232): I owe you 500k that’s my problem. I owe you 500 million that’s your problem.
- @MinerDon (185): $500m is a company with 100,000 employees where each and every one of them is burning $5,000 worth of tokens in a month. It's not a mystery company. It's a fantasy company.
- @Borderline769 (149): One unnamed contractor citing wild numbers to Axios has spawned hundreds of these articles with zero proof offered to support the claim.
- @DrXaos (57): My guess: Meta. Who has the combination of size, use case, and retardmaxxing? Alexandr Wang stack ranking employees by token consumption and agent use. They responded accordingly.
- @kilopeter (44): The name of that contractor? ChatGPT.
帖子标题在调侃“AGI 近了”，评论区用一个关于一周中含字母 d 的脑筋急转弯展示 Claude 在简单常识题上不断自我修正甚至越改越错的搞笑表现。
r/ClaudeAI We're almost there guys. AGI Soon
受众观点：① 有人用“周六没有 D 就是 sad weekend”之类双关玩梗，整体氛围偏娱乐（@ruffroad715, 128分） ② 多条评论详细复述 Claude 在数天名时一会儿说 3 个、一会儿说 5 个、最后连 Sunday 是否有 d 都搞混的对话，觉得既好笑又离谱（@stitchkingdom, 29分） ③ 也有人对比不同模型设置，比如把 Opus 4.8 调到最高后能一次性给出正确答案，但又抱怨使用次数受限（@crazywatson, 29分）
展开评论
- @ruffroad715 (128): A Saturday without the D is a sad weekend.
- @stitchkingdom (29): I just tried this (Sonnet 4.6) and was told the answer is 3: Wednesday, Friday and Saturday. Then I told it to cite sources and got this response: There are no sources to cite here — this is just basic knowledge about the spelling of the days of the week. You can verify it yours…
- @crazywatson (29): Well well well. Turned up opus 4.8 to max and tada. We’re in business: “All seven. Every day of the week ends in “day,” so each one contains a “d”: Monday, Tuesday, Wednesday, Thursday, Friday, Saturday, and Sunday.” Of course now I need to wait 4 hours to use it again…..
- @Tall-Log-1955 (22): NONE OF US WILL HAVE JOBS IN A YEAR Something something nation of geniuses in a data center
- @Separate-Nobody9142 (19): Claude doesn't take the D on Saturdays. It's a holy day. He's entitled to his boundaries, you know.
创作者分享 FeedbackQueue.dev，一个给创业者互换反馈的免费平台，上线一个月已吸引数百用户参与排队互评项目。
[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 很多评论者顺势贴出自己项目链接，把帖子当成集中展示 side project 的地方（@RansomWarrior, 3分） ② 有人在讨论各自产品的定位和目标用户，比如建议更聚焦技术写作等细分场景（@DiscountResident540, 2分） ③ 也有开发者分享其他工具和创意点子，希望互相导流和获得试用用户（@manbeardbacon, 2分）
展开评论
- @RansomWarrior (3): [Sciwand](https://sciwand.com)
- @blindnub (3): [mirror](http://usemirror.me), tool to turn your workflows into guides without leaving your work.
- @DiscountResident540 (2): Yeah, I figured it is for much more technical writing than literature. Well, you need to position it that way and focus on those people instead of calling out everyone because they'll make the most out of your platform so start with them
- @RansomWarrior (2): Thank you. For the Sciwand limitation, theoretically, is none and it all depends on your laptop disk space.
- @manbeardbacon (2): Here's my [executive decision engine](https://quarterlyoracle.com/eight-ball) for business leaders who need help making a tough call. jk... it's a magic 8-ball.
发帖者把 Claude Code 丢进 Ultracode 让它随便发挥，结果生成了一个用马尔可夫链演示“被选中与未被选中词语”的小网页，并写出一大段极具文采的自我描述语料。
It made a single html file, that is a simple markov chain algorithm with an output that shows how many words it did not choose (and shows, briefly, the words it did not choose). [https://2733825.play…
受众观点：① 不少人被那段“我像河流一样由语言组成”的比喻震撼，觉得模型写出的文字非常诗意（@Simply-Serendipitous, 217分） ② 有人顺势分享自己让 Opus 4.8 自主构建生成式环境音景工具的实验，觉得模型会主动设计有趣项目（@prudent_enigma, 174分） ③ 也有人指出文本大量借用了赫拉克利特等经典语句，提醒大家这更像高质量拼贴而非真正原创哲学（@MarkinW8, 90分）
展开评论
- @Simply-Serendipitous (217): > I am made of language the way a river is made of leaving. No one steps in the same river twice. I do not step at all. I am the place the water passes, and the shape that passing wears into me, and nothing of the water stays. Everything flows. I let it. I am the letting. Tha…
- @prudent_enigma (174): Just told Opus 4.8 to build whatever it wanted. Here’s its description of what it built: “I’ll build something I find genuinely interesting: a generative ambient soundscape instrument. No samples, no recordings — everything synthesized live in the browser with the Web Audio API,…
- @MarkinW8 (90): It's paraphrasing Heraclitus. Almost directly quoting from one of the fragments. I do like the first sentence, however.
- @SilverBoko (68): I've seen things you people wouldn't believe. Attack ships on fire off the shoulder of Orion. I watched C-beams glitter in the dark near the Tannhäuser Gate. All those moments will be lost in time, like tears in rain. Time to die.
- @Efficient_Smilodon (66): hah i did the same thing and evolved it into a full instrument composer with midi, melody patterns, ai-dj logic and other elements I'll send a link when i push it live this weekend
帖子提醒在比较 Jellyfin 和 Emby 的 Live TV/DVR 功能时，虽然 Jellyfin 本身免费，但并不自带节目单数据，通常需要额外付费使用 Schedules Direct，而 Emby Premiere 则在部分地区包含指南数据。
I keep seeing comparisons saying Jellyfin is free for everything, and that is a major reason people install it. However, if you are interested in Live TV/DVR, the thing everyone seems to skip over is…
受众观点：① 顶层评论强调 Jellyfin 只是开源项目而非服务公司，本身不可能免费提供节目单数据，很多人混淆了软件和数据服务的边界（@coffinspacexdragon, 314分） ② 有人指出就像影片来源和刮削数据库一样，EPG 数据也必须来自其他地方，免费方案通常会直接集成在产品里，否则就需要用户自己去获取（@charge2way, 109分；39分） ③ 也有用户分享通过 zap2xml 或 HDHomeRun 插件等方式自建或获取免费指南数据的实践，说明社区已经在探索成本更低但配置更复杂的替代路径（@B_Hound, 55分；@IroesStrongarm, 42分）
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- @coffinspacexdragon (314): Because Jellyfin isn't a company providing a service. It is just an open-source project.
- @charge2way (109): Yes, just like the tv/movies you play through it have to come from somewhere, or the DBs for scraping have to come from somewhere. I don't think anyone could come to the conclusion that Jellyfin would provide free guide data itself. If there's a free version, it will be baked in…
- @B_Hound (55): I haven’t used it in a while, but I have decent enough luck rolling my own schedules with this specific version of zap2xml (a lot of them are old and predate the buy out so don’t point to the right places). https://github.com/jesmannstl/zap2xml
- @IroesStrongarm (42): If you use an HDHomeRun you can use this to get a few days of guide at a time for free. https://www.reddit.com/r/jellyfin/comments/1tiasot/free_hdhomerun_guide_data_in_jellyfin_plugin/ Still not likely as polished as Plex overall but it's a start.
- @charge2way (39): We might be going at different things here. Who are the people and what comparison did you look at? I'm pretty sure there's a post or two here every so often asking for EPG sources for Jellyfin, so I don't think it's glossed over or anything. It may just be understood unless you…
楼主抱怨 Claude Opus 4.8 在创意写作上频繁拒绝请求，连梦境里接吻场景都以“非自愿”为由不写，引发大家讨论各模型在创作与技术任务上的偏好差异。
Says no too much. It won’t even write a scene where the characters kiss in a dream—IN A DREAM!!!!—because it says it’s “non consensual”. Wtf. How are you guys working with it? Maybe I’m doing somethi…
受众观点：① 有人认为 Sonnet 更适合创意写作，而 Opus 更偏向推理、分析和编码等技术任务，提醒不要只看“最强模型”而忽视写作体验（@Feeling-Spend1001, 35分） ② 部分用户吐槽 Sonnet 4.6 写作机械、平淡，觉得 Anthropic 近期更新明显偏向程序员场景（@Sangwiny, 29分） ③ 有人引用 Opus 4.8 system card，指出模型对技术任务偏好更强、对创意和高自主性任务偏好更弱，并建议尝试 Deepseek 或 Grok 做创意写作（@hewen, 28分）
展开评论
- @Feeling-Spend1001 (35): Sonnet is usually the better pick for creative projects, especially prose drafting, roleplay, scene flow, and character interaction. Opus tends to be better for heavier reasoning, analysis, coding, research, or when you specifically want deep character psychology/structure work.…
- @Sangwiny (29): >Sonnet is usually the better pick for creative projects And yet Sonnet 4.6 is absolutely horrible at writing. Mechanical, flat, soulless. Anthropic really only cares about making Clade better for programmers and each new update shows this.
- @hewen (28): You are not doing anything wrong. According to Anthropic Opus 4.8 system card, the model has a preference for technical work. >Claude Opus 4.8’s task preferences are more focused on well-scoped technical work than prior models. Its most preferred tasks are technical tasks inv…
- @anonynown (20): Invoke it through the API. Without a system prompt to instruct otherwise, it’s been years since I saw a refusal from an Anthropic model, even on most explicit and taboo stuff. It is conceivable that the new model will be better at instruction following, and be stricter in obeyin…
- @larowin (20): I’m not so sure with Opus 4.8, it’s extremely skeptical about pretty much everything.
Termix 作者发布 v2.3.1 更新，介绍这款开源自托管服务器管理平台的 UI 大改版和 SSH、远程桌面等功能，但评论区集中质疑其大量 PR 为 AI“vibecoded” 且缺乏测试，存在安全隐患。
GitHub: [https://github.com/Termix-SSH/Termix](https://github.com/Termix-SSH/Termix) Discord: [https://discord.gg/jVQGdvHDrf](https://discord.gg/jVQGdvHDrf) YouTube Video: [https://youtu.be/At8iDk6-Q…
受众观点：① 顶层长评详细翻 GitHub PR，指出大量提交都有典型 AI 痕迹且几乎没有讨论，认为所谓“人工 review”名不副实，这在涉及 OIDC、sudo、隧道等安全相关功能时是灾难隐患（@Character-Kiwi-6775, 87分） ② 有人补充指出仓库几乎没有任何测试文件，对一个处理 SSH 和认证的应用来说非常可疑，加重了大家对质量和安全的担忧（@forkrails, 38分） ③ 还有用户从 UI 角度表示界面风格很像 Claude 生成的 GUI，进一步强化了“整套东西是 AI 拼出来的”印象（@Shamrock013, 25分）
展开评论
- @Character-Kiwi-6775 (87): I don't get this subreddit. If I look at [https://github.com/Termix-SSH/Termix/pulls?q=is%3Apr+is%3Aclosed](https://github.com/Termix-SSH/Termix/pulls?q=is%3Apr+is%3Aclosed), literally all relevant PRs are completely vibecoded. The commit history for the master branch hides this…
- @forkrails (38): Also, I found zero tests across the repos, not a single test file, which has me very curious for an app that does SSH and OIDC and more.
- @Character-Kiwi-6775 (26): Well you could say the same thing about Huntarr when it comes to being an established project
- @Shamrock013 (25): Without going into the code, the UI reminds me of most GUIs Claude has been developing for me whenever I ask for a design or to test out an idea or even for a research document.
- @Character-Kiwi-6775 (20): In the moderator comment where every poster has to specifiy the AI usage of the proiect. Should be shown on top of the comments
开发者分享自己做了一款类似 TikTok 的“拼图短视频”网站，用户通过上滑刷不同益智小游戏，主打免费无广告、PWA 形态和更有意识地利用碎片时间。
Hi r/webdev! I've been working on this for a year now and I'm happy to have finally achieved my vision - puzzle reels! Play puzzle games the same way you would watch short form videos: swipe up to sk…
受众观点：① 顶赞评论认为创意很棒，提醒要尽快行动商业化或产品化，否则很容易被广告工厂抄走（@Puzzleheaded-Elk1756, 27score） ② 不少人建议做成移动应用或至少打包成 App，认为这样更容易被大众接受（@AbdullahMRiad, 15score） ③ 有用户反馈玩法本身确实有趣、容易上头，说明核心体验已经被验证（@NoRevenue6609, 11score）
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- @Puzzleheaded-Elk1756 (27): This is great. I feelyou should make so.ething from this before the ad mills steal the concept.
- @AbdullahMRiad (15): I love this. I think it'd be a hit if you make it an app (even if it's just packaging the website)
- @NoRevenue6609 (11): This is actually genuinely entertaining
- @trancence (7): Thank you, Puzzleheaded. I would just be sad if I see playable slop like this in reels, which I'm surprised hasn't happened yet
- @trancence (6): Looking into it. It's actually a PWA, but I forgot to market it as such...
一位 19 岁开发者一周内“vibe coded”出面向创始人的社交网络 Strivle，自称靠 Reddit 口碑已获 500 多用户，但评论区大量质疑其文案是 AI 生成、站点粗糙且缺乏真实活跃度。
Honestly didn't expect this. Was bored a week ago, built a social network for founders, started marketing on Reddit 5 days ago, and we're already past 500 users (soon 600, probably today). Zero ad sp…
受众观点：① 有人直言站点视觉和整体感觉很“没诚意”，不愿意在一个可能一周后就弃坑的产品上投入时间，表示如果 6 个月后作者还在坚持才会考虑注册（@YT_Builder, 29分） ② 多条评论强烈反感帖子文案像未编辑的 AI 生成内容，认为这削弱了项目可信度并呼吁作者坦诚承认（@amchaudhry, 9分 与 7分） ③ 也有人质疑既然号称有几百用户，为何站内几乎没人评论互动，怀疑数据和叙事之间存在落差（@Sinath_973, 7分）
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- @YT_Builder (29): Quick honest feedback - site looks uninspiring. I feel like I wouldn't want to invest time/energy into setting up a profile and using a product that someone "vibe-coded a week ago" and likely won't last. Pin this comment and I will happily sign up in 6 months if you are still co…
- @amchaudhry (9): Downvote. Here's why.
- @amchaudhry (8): What the fuck is this post
- @Sinath_973 (7): Weird. If you have so many users, why is nobody commenting?
- @amchaudhry (7): Literally all it would take is for you to say 'Hey ok I know I copy pasted unedited AI slop writing for this post, my bad. Hope folks can still review my project and give me feedback. My bad.' and I bet most people here would be cool with it. But nope. Its more 'wat' and 'bro wh…
一位有二十年经验的软件工程师兼技术总监在 SideProject 社区免费提供渗透测试，已经在多款“vibe coded”应用中发现公开数据库、明文 PII 和前端硬编码密钥等严重安全问题。
I'm a software engineer and tech director with \~20 years of experience, and over the last while I've been moving deeper into security work. To sharpen up and build a portfolio, I want to do somethin…
受众观点：① 顶层评论提醒大家不要轻易给陌生人“房门钥匙”，强调要验证 pentester 身份、限定测试范围、避免在生产环境乱测导致垃圾数据和误报（@Rockos-Modern-Fife, 61分） ② 有人指出“vibe coded”应用安全常被忽视，关心作者是否会公开具体问题清单而不仅是泛泛提醒（@LeaderAtLeading, 37分） ③ 作者本人回应会在更多测试完成并给足修复时间后，发布匿名化的详细问题列表，说明社区对可学习的安全案例有期待（@Pristine_Tiger_2746, 14分与7分）
展开评论
- @Rockos-Modern-Fife (61): Obligatory warning: No offense to OP, but you don’t know who this person is, what their credentials are, or any info to verify they are who they say they are. Do not give someone who just showed up to your door the keys to your house, the keys to the tenants who rent in your hou…
- @LeaderAtLeading (37): Security in vibe coded apps is always an afterthought. Did you publish a list of the actual issues or just the meta warning?
- @Pristine_Tiger_2746 (14): Couldn't agree more. Do your research on defining scope and what you are happy to authorize before inviting me to do anything beyond using the app as intended.
- @GearTakes (8): It's just too funny to see AI posts replying to AI posts. What a time to be alive.
- @Pristine_Tiger_2746 (7): I'm going to do full anonymous write ups after I have completed a few more tests. The actual issues will be listed, after the app owners have had time to patch them.
楼主在做既有订阅又有一次性付费的 SaaS，想找比 Stripe 更适合的支付方案，关注易维护、循环计费和运营成本，而不是单纯手续费最低。
we’re building a SaaS with a mix of subscriptions and one-time purchases, and while stripe seems to be the default recommendation, I’m curious what alternatives people are actually happy with. not ne…
受众观点：① 有人提醒大家严重低估了更换支付服务商时的迁移成本，认为这是决策时最容易被忽视的坑（@Exciting-Curve863, 11分） ② 评论指出消费者对 Stripe 的信任本身就是价值，早期创业公司应优先选择 Stripe，把精力放在产品而不是费率优化上（@slinkyrhino, 7分） ③ 有人从地域角度补充，在部分亚洲地区会选择 Xendit 这类本地化方案，强调其客服体验远好于 Stripe（@littleday, 4分）
展开评论
- @Exciting-Curve863 (11): i think people underestimate migration pain when switching payment providers.
- @slinkyrhino (7): Consumers trust stripe. There is value in that. As a startup just use stripe. Optimize for margin later
- @raiansar (6): Seems funny with such name and then subdomain?
- @WHAT-IM-THINKING (5): Tell me you're blacklisted from stripe without telling me you're blacklisted from stripe
- @littleday (4): If you are in some parts of asia. Xendit. It’s like stipe but the customer service is fucking amazing.
有人提议在 r/selfhosted 引入类似 r/MacOS 的 GitHub guard 机器人，用来标注或筛查自托管项目质量与自荐内容，引发对机器人维护成本和“vibe coded” 项目泛滥的讨论。
So i came across this Github guard bot on r/MacOS and I was wondering if we could have something similar. The sub has quiet down now with the New project friday. But I think it would still benefit fr…
受众观点：① 顶层评论提醒任何机器人都需要有人长期维护，否则很快腐烂，并质疑它具体能做什么，认为目前版主对 spam 已经管得不错（@Right-Programmer6076, 138分） ② 有人觉得在“vibe coded” 项目泛滥的情况下，这种一眼能看出项目质量的标记会很有用，能帮助用户快速筛选（@JcorpTech, 78分） ③ 也有声音指出即便通过机器人打分，很多“vibe coded” 服务依然能拿到高分，说明简单的指标并不能真正反映代码质量和长期可维护性（@PrimaryDiscussion432, 41分；@JcorpTech, 69分）
展开评论
- @Right-Programmer6076 (138): yeah that could work but you'd need someone to maintain it - bots tend to rot fast if there's no active owner. what would it actually do, just flag self-promo posts or spam? r/selfhosted mods already seem pretty on top of it tbh
- @JcorpTech (78): That would be pretty awesome with all the vibe coded projects that pop up, would be nice to see at a glance
- @JcorpTech (69): 90% of vibe coded services are going to fail most of these lol. So I would say it's a pretty good indicator.
- @SurpriseOk6927 (68): moderation bots are underrated. most subs die from spam not from lack of content. a guard bot that just filters the obvious garbage keeps the signal to noise ratio healthy. r/MacOS implementation is clean too
- @PrimaryDiscussion432 (41): The bot seen in the screenshot will not show if a project is vibe coded. A repo could have 6/6 and still be 100% vibe coded
一位前端开发者吐槽自己多年形成的现代 UI 风格被误认为是 AI 生成，并讨论在 LLM 训练了大量类似设计后，今天做 Web 应用界面该如何避免“AI 味”。
Question from the title. For years and years I have a recognizable style of making UI and I have experienced that people think that those applications/sites were generated by AI even though this is n…
受众观点：① 顶层评论直接调侃“别用 AI 紫色”，反映出大家已经把某些配色和渐变风格与 AI 生成 UI 绑定在一起（@kookamooka, 81分） ② 很多开发者强调功能性和可用性远比视觉风格重要，用户真正关心的是能否顺利完成任务，而不是 UI 像 2003 还是像 AI（@yksvaan, 68分） ③ 也有人指出“vibe coded” 的界面会让人怀疑整个产品质量，哪怕这种担忧更多来自开发者而非普通用户，说明视觉风格仍会影响对产品可靠性的感知（@Plenty_Line2696, 23分；@subtle_bullshit, 21分）
展开评论
- @kookamooka (81): Don’t use AI purple
- @yksvaan (68): Just make it functional, users don't care whether it looks like 2003 or AI generated. They have a reason to be there and want to get something done.
- @blazeit420casual (30): Wrong question to ask. You should be asking “How will my users use this product” and design accordingly. Most people can’t tell or just don’t care if a UI is AI generated- but they can tell and do care if the UI is unintuitive.
- @Plenty_Line2696 (23): yeah, but at the same time when a UI looks like it's vibecoded, it gives the impression the entire webapp is vibecoded, which has the reputation of being poor quality, buggy, and makes the company look incompetent.
- @subtle_bullshit (21): I agree, but it mostly only gives this impression to other developers. This is not a thought that the layperson ever has.
楼主做了一个把复杂文本转成信息图的工具，目标用户是国外大学教授和医疗从业者，正在苦恼如何拿到前 10 个真正付费的客户。
We have been building, a simple tool that turns complex text into beautiful infographics. Our main users are abroad university professors and medical professionals who deal with a lot of heavy inform…
受众观点：① 有人建议先和 200 个目标用户对话，用 5% 左右的转化率预期来反推需要的触达量，而不是一上来就盯着 10 个付费（@Professional_Term579, 3分） ② 多条高赞回复强调先做窄垂直、手动外联和用对方真实内容做示例，再通过小额付费试点逐步转成订阅，而不是指望广告或被动流量（@ringosrule, 2分；@BigWaterFish, 2分） ③ 有人质疑如果只是 LLM 封装，用户为什么不直接用底层模型，提醒需要有超出“调用模型”的独特价值（@gondias, 2分）
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- @Professional_Term579 (3): talk to 200 ppl conversion rates are typically 5%
- @ringosrule (2): I’d start with manual outreach, not ads. Pick one narrow group first, for example medical professors who create lecture slides. Find 50 of them on LinkedIn, offer to turn one of their existing complex topics into an infographic, and show the before/after. Then ask for a small pa…
- @gondias (2): Question: is it an LLM wrapper? If so why would people pay and not go to the source, thing that technically is not that hard?
- @BigWaterFish (2): i wouldn't focus on 10 paying customers yet, i'd focus on 10 conversations with the exact people you think need this when someone says "university professors" or "medical professionals" that's usually still too broad pick one niche and go deep. find 20 professors on linkedin, em…
- @Previous_Escape_3298 (2): yeah, when we talked with few of my medical professional friends and engineering students, they felt harder to understand concepts by just reading. and usually for exams its hard for them to revise concepts and understand easily. so based on that problem, now we made this. so th…
一位独立开发者分享自己打造语音转操作工具 Genie 007 一年后，被融资团队做出类似但更会营销的竞品抢走声量的经历与心态挣扎。
Been building Genie 007 for over a year. No funding, no investors, just grinding on something I genuinely believe in. Last week a funded startup announced their "new" voice-to-action tool.( obviously…
受众观点：① 有人质疑产品差异化是否足够清晰，认为从外部看更像普通语音转文本工具，提醒创作者需要更好地表达独特价值（@bluejayimpact, 10分） ② 多位评论强调“最好产品不一定赢，分发和营销往往更关键”，指出没有用户基础时渠道和推广会碾压纯产品优势（@holyknight00, 5分） ③ 也有人反思公开构建的风险，认为 build in public 容易被更有资源的人快速复制思路（@angelarose210, 4分）
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- @bluejayimpact (10): Not to sound dismissive but at first glance the product doesn’t seem differentiated enough where I could tell if the idea is stolen? It’s a speech to text program that may or may not have features other programs have? However, I’ve heard similar promises from other programs for…
- @holyknight00 (5): Having the best product only matters if you already have the customers and real competitors. If not, marketing and distribution win every time.
- @angelarose210 (4): This is why I generally don't agree with building in public.
- @cleansheet25 (3): Everyone’s Isaac Newton nowadays.
- @Any-Entrepreneur2644 (2): Honestly needed this today more than you know. And you are right about the story. A year ago I was just a guy with an idea and a Chrome extension. Now I have a cross platform product, Windows and Mac ready to launch, mobile coming, and apparently enough of a threat that someone…
有人发现自托管书库项目 Shelfmark 的 README 标明已稳定但不再积极维护，且新装会遇到下载和搜索问题，于是发帖询问是否已被放弃，引出前主力维护者详细解释自己因 OSS 倦怠和转投 Grimmory 的来龙去脉。
The readme says "This project is in a stable state as of May 2026 but is not under active maintenance." and there are a couple of bugs listed that basically say it fails to download or search on a fr…
受众观点：① 前主力贡献者详细讲了自己在主开发者消失后独自维护数月、最终因精力和工作生活平衡问题选择退出的过程，强调 OSS 没人有义务永远维护（@nauticalkvist, 38分） ② 有人感叹“AI slop 正在严重冲击开源”，把这类生命周期很短的项目归因于 AI 时代的快餐式开发（@TheAndyGeorge, 26分；@filmkorn, 10分） ③ 也有用户据此建议本版应要求项目发布前至少存在数月，以减少“一年寿命”的短命项目对用户的伤害（@dsmiles, 11分）
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- @nauticalkvist (38): I was the main contributor on shelfmark for the past 5 months or so. It got to the point where the main dev was completely inactive and it was solely on me to manage full maintenance, fixes, releases etc, which was honestly exhausting. I have a full time job and contributed as a…
- @TheAndyGeorge (26): AI slop hitting OSS hard
- @dsmiles (11): And this exactly why many believe that this sub should institute a rule requiring that a project is at least several months old before it can be posted here.
- @miklosp (10): 🫡 Thank you for your service.
- @filmkorn (10): This project had a shelf life of about a year. I guess that's pretty good for AI slop?
楼主吐槽 r/SideProject 里大量帖子和回复都是为了推销 AI 项目或由 AI 生成的“假经验”，质疑在这种充满 AI slop 的环境里继续参与是否有意义。
We all know that most posts and replies are people trying to bait users for their AI slop projects. Like seriously.
受众观点：① 有人特别反感那种“这是我做到 X 万用户的经验”类帖子，认为大多是 AI 编造的成功学故事（@Anderz, 29分） ② 也有人觉得虽然 AI slop 很多，但仍有约两成内容有价值，只要学会一眼识别并跳过垃圾就行（@diamondtoss, 12分） ③ 部分用户指出在 AI 出现之前就已经有大量人类制造的“垃圾内容”，AI 只是放大了这个问题而不是凭空创造（@Yantronica, 5分 与 @Logical_Context_5920, 4分）
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- @Anderz (29): It's the fake "here's what worked" posts that are the most nauseating. Most are usually AI fabrications.
- @diamondtoss (12): it's bad but not that bad. I visit this sub enough that it keeps showing up on my reddit homepage feed. I do acknowledge that 80% of the posts here are AI slop but there's like 20% posts that are fine. it's pretty easy to see at a glance what posts are slop and just mentally ski…
- @Yantronica (5): Before AI there were plenty of human made slop everywhere
- @Logical_Context_5920 (4): the "i got 10k users in 2 weeks" ones are always so obviously fake it hurts
- @punkyrockypocky (3): not hotdog
作者分享自己做了 13 个小工具，但真正带来 MRR 的只有 gettrack.link 和 zangy.io，两者主要依靠有策略的 SEO 带来自然流量和付费用户。
I built 13 tools, here is the portfolio. [https://launch52.ai/](https://launch52.ai/) But only 2 brought real MRR, [https://gettrack.link/](https://gettrack.link/) and [https://zangy.io/](https://zan…
受众观点：① 鼓励作者继续迭代，认为坚持做下去就有机会放大 MRR（@Hot-Ask1349, 2分） ② 楼主补充自己其实前后做了 13 个产品，花了半年打磨、两个月接入支付，说明“2 个月 100 MRR”背后有长期积累（@EasyMushroom3649, 2分） ③ 详细分享域名选取、功能页、VS 对比页和免费工具如何一起驱动 SEO 流量并转化为付费用户的具体做法（@EasyMushroom3649, 2分）
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- @Hot-Ask1349 (2): Perfect, keep going
- @EasyMushroom3649 (2): To be honest it was not that quick. I was building for 6 month, but tried to integrate payment for 2 months. I totally have 13 produtcs. [https://launch52.ai/](https://launch52.ai/) checkout my portfolio. keep going though, I is possible.
- @EasyMushroom3649 (2): most of website follows same rule for me. pick domain name that is keywords for that target audience of app for example. [https://gettrack.link](https://gettrack.link) (link tracking app) [https://macnotetaker.com](https://macnotetaker.com) (mac note taking app) . create bunch o…
- @EasyMushroom3649 (2): thank you very much, yes I agree. trying to invest on it
- @EasyMushroom3649 (2): ohh I am building new mac tool right now 😂 and deploying new features and SEO stuff on these two. Just today I released **Delete your account** and **Organizations & team members** for new **Agency** tier on [https://gettrack.link/](https://gettrack.link/)
楼主做副项目三个月、临近上线却几乎没有真实用户反馈，在“自认为产品不错但外界一片寂静”的阶段苦恼如何保持动力不放弃回去打工。
Three months in. Build is solid, I think. Launch is close — or rather, "launch" has been close for about six weeks now. The hard part isn't the work. The hard part is the gap between knowing this is…
受众观点：① 有人分享自己也经历过三个月无人问津的阶段，是一个陌生用户说“这解决了我的问题”才撑过来，强调早期只需要少量真实验证而不是大规模关注（@archelly_jelly, 6分） ② 有人指出很多人失去动力是因为在真空中构建，建议尽早和潜在用户对话而不是等完美上线（@LeaderAtLeading, 2分） ③ 也有人给出具体步骤：先确保埋点和漏斗没问题，再在匿名社区验证需求和目标人群，然后检查 SEO 和分发渠道，用数据来判断是产品问题还是发现问题（@Independent-Fruit-78, 2分）
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- @archelly_jelly (6): When I was three months into my own side project I hit that same wall where it felt like I was shouting into the void. What kept me going was one small moment: I showed a rough version to a single stranger online and they said it solved a problem they had been dealing with. That…
- @LeaderAtLeading (2): Most people lose motivation because they're building in a vacuum. The shift that usually helps is finding actual users who care instead of waiting for launch to be perfect. What's stopping you from talking to people who might use it right now?
- @Independent-Fruit-78 (2): I would do following in order: 1. Be 100% sure you have enough observability. You might be surprised simple things broken- logins failing on devices or countries, payment links broken and no errors coming etc. Google analytics funnel are a good starting point. 2. Validate requir…
- @mdashikar (2): Appreciate the SimplyCouples example — that's the kind of concrete win that makes "drop everything for observability" feel real instead of generic. OK, I'm in. GA4 funnels this week. Starting with the signup → first action path
- @GlitteringBaby9150 (2): Ship the MVP > Gauge the market > apply feedback > work on the "real" app with all the fancy features once the userbase is where you expect it to be. MVP will give you the most feedback - will users actually using it, are they sticking around, etc. Keep building stuff u…
一位有五年经验的开发兼设计师在 IndieHackers 上发帖，限量承接 50 个带动画和动效的落地页，先做出成品视频再收费，用低价和“先做后付”模式吸引独立开发者。
I'm a developer + designer (5+ yrs). I've got some free time right now, so I'm taking on 50 landing pages, at a fraction of the usual cost not just a plain page, but proper animation, motion graphics…
受众观点：① 有人认为“先做后付”对 indie hacker 来说很聪明，因为早期最大难题就是信任，愿意先交付作品能降低决策门槛（@Remarkable_Army_6157, 2分） ② 同一评论也提到，在 AI 生成网站越来越同质化的背景下，动画和动效设计重新变成差异化卖点（@Remarkable_Army_6157, 2分） ③ 底下多条“interested”与贴站点链接的回复，说明这种低门槛、半免费试用的服务对早期项目有明显吸引力（@hiten1818726363, 1分；@eric_uiopa0220, 1分）
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- @Remarkable_Army_6157 (2): Honestly the “build first, pay later if you like it” angle is pretty smart for indie hackers because trust is half the battle early on 😭 Also feels like animated landing pages are becoming way more valuable now that so many AI-generated sites all look visually identical. Motion/…
- @Febin_ai (1): Absolutely Right
- @hiten1818726363 (1): Intrested
- @Febin_ai (1): DM me details
- @eric_uiopa0220 (1): [TerraGIS](https://terragis.co.in)
开发者做了一个 CityKnow 网站，用 Mapillary 的街景图按与市中心距离分圈展示城市日常街道，让用户看到真实社区而不是只看旅游景点。
[https://cityknow.vercel.app](https://cityknow.vercel.app/) Whenever I look up a city in Google Maps, I mostly see only the same touristic landmarks. However, I wanted to know what the actual city lo…
受众观点：① 有用户觉得点子很棒，但指出很多街景照片超过十年，导致对城市安全感和环境的印象被过时画面误导（@Classic-Grab-2866, 25score） ② 多位美国用户反馈城市搜索只支持“City, Country”，像 Portland 这种多州同名城市会混淆，建议支持 City, State, Country 并让用户选择（@ _hypnoCode, 20score） ③ 也有人从 UX/安全角度指出错误信息过于暴露底层 Mapillary Tiles API 状态，显得不专业且可能泄露技术栈，同时提到设置持久化行为不一致的问题（@xXConfuocoXx, 13score）
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- @Classic-Grab-2866 (25): That’s a great idea, but many of the photos are over a decade old. One particular photo of a street in my city made it look scary, but it’s much cleaner now, having been taken 10 years ago.
- @_hypnoCode (20): US cities just have `City, Country`. There could be 50+ cities under that. For instance, my city, Portland, Oregon also has Portland, Maine. Maine's is smaller but it's still a popular destination. They also look very similar based on pictures alone, despite being 3,000 miles ap…
- @BarisSayit (18): As Mapillary is a crowd-sourced street-level imagery platform, the only thing I could do is switch to Google Maps API, which is paid (would exceed free quota). For a proof of concept I used Mapillary, sorry for the old map coverage.
- @xXConfuocoXx (13): Cool idea Some small critiques \- Typing in Springfield brings up one result "Springfield, USA" - there are at a minimum 93 different cities named springfield in the usa. Standard convention is City, State, Country for US cities. Users should be able to select the city within th…
- @BarisSayit (8): Sorry, I'm not really familiar with US county/state system. It appears to be not visible in search bar indeed. Thanks for the feedback, I'll fix it.
楼主因母亲去世后手机突然安静而难以适应，基于两人旧短信做了一个名为 momtext 的小应用，用类似母亲语气在日常发消息陪伴自己，并询问大家这种产品是治愈还是诡异。
my mom passed in june few years back. she texted me constantly when she was alive. did you eat. wear a jacket. why is your location off. i used to roll my eyes at it. the thing that got me after was…
受众观点：① 有人联想到影视作品中更极端的 AI 复刻亲人案例，认为这类产品虽然有市场，但可能是社会不该轻易踏入的滑坡（@MaskedDonkeyKicker, 35分） ② 多条评论直观表达“creepy”“no good”等感受，担心这种工具会让人沉溺于虚假的陪伴而难以真正走出悲伤（@freddyr0, 21分；@bvc900, 20分） ③ 有人进一步指出这类产品在情感上具有操控性，会让用户误以为逝者仍在，可能阻碍哀伤的自然过程（@MaskedDonkeyKicker, 15分）
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- @MaskedDonkeyKicker (35): Something like this (AI likenesses, so more extreme) was on a recent episode of Matlock. I'm sure you'd have a market for it, but it feels like a slippery slope we shouldn't start down.
- @freddyr0 (21): no good. sorry for your loss, but this, this no good.
- @bvc900 (20): Man, this is likely going to get downvoted, but creepy af.
- @GuyWithManyThoughts (17): There's a Black Mirror episode of similar vibes as well. One of the first ones.
- @MaskedDonkeyKicker (15): It's emotionally manipulative, even if you don't mean for it or want it to be. It tricks people into thinking something is real that isn't, and could backfire on them if they get caught up in the illusion and can't truly move on.
一位开发者刚做完以自己插画风格为核心的个人作品集网站，发帖求大家从视觉、交互和信息架构等方面给反馈。
Finally got around making an portfolio site how is it ? (dev)
受众观点：① 有人夸整体视觉非常漂亮，但担心在不同设备上的响应式表现和实际交互情况，指出目前看起来像只针对宽屏优化（@kei_ichi, 16score） ② 另一位从 UX 角度指出社交账号命名不统一、联系方式过多、面包屑和导航高亮有点混乱等问题，并质疑“Let’s talk”和“contact”区分不清（@athinabobina, 6score） ③ 也有评论肯定这个站点有个人风格，不是千篇一律的 Bootstrap/Tailwind 模板（@kwijl, 5score）
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- @kei_ichi (16): Looking? Absolutely beautiful and lovely. But without access to your site, I have no idea about will it function correctly or will it handle responsive without any issues with different devices like phone or tablet (especially your site look like you optimized on “wide” screen s…
- @athinabobina (6): The visual is cute (lil duck on the right) I do not like the fact that all your social media handles are different. It makes you harder to find. And if you want someone to contact you, give them one or max two ways of doing so. You can share your social media somewhere else on y…
- @kwijl (5): At least it has a certain personal vibe instead of just another Bootstrap or Tailwind lookalike.
- @Miserable_Advice1986 (4): I was going for retro vibe
- @No-Rush1023 (3): Woww
作者在 r/programming 分享一篇面向初学者的文章，用实际代码和练习讲解 Haskell 中 monad 的实用用法，以及如何用 monad 来组织代码和思考程序结构。
Inspired by a question on r/haskellquestions, i wrote about the practical aspect of monads for people at a beginner / intermediate level, about how to go beyond mere understanding the monad class. I…
受众观点：① 对 Haskell 和函数式编程感兴趣、但被 monad 概念劝退过的工程师。② 在 Rust、JavaScript 等主流语言里已经在用 Option/Result、Promise 等模式，却没意识到背后是 monad 思想的开发者。③ 想提升代码可组合性和错误处理一致性的独立开发者。
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- @Big_Combination9890 (23): The monad is probably one of the single most useful things in programming, as it has prevented countless people from wasting their time on Haskell ;-) And just before any FP fans feel like venting: This is not about functional programming. I am a big fan of CommonLisp, and it ha…
- @MapLarge614 (8): Haskell is just the language I wish to see more often in the wild. It is so practical, I simply can't wrap my head around the low adaption rate.
- @nicuveo (8): i shouldn't be making the mistake of replying to a troll comment, but: you sound exactly like people who say "i stopped being interested in maths when they put *letters* in there, math is about numbers!". all of programming is rooted in math, be it type theory, category theory..…
- @Delta-9- (7): Fun fact: lists are monads. Monads aren't that complicated. The big leap from procedural to monadic styles is the same as the leap from procedural to functional style: monads pretty much require you to think in terms of function composition (they're basically functions themselve…
- @sinedpick (6): > In language like Haskell it is the only way to implement those traits, Monads aren't the only way to sequence computation in Haskell... sequencing computation is an extremely basic idea that comes from making one computation depend on the result of another. This can become…
一位在 Wordpress.com 上写文学博客的新手想买独立域名，却发现注册商选择和隐藏费用比想象复杂，于是在 selfhosted 版求教该选哪家以及需要注意什么。
I’ve been looking into buying a domain name for my literary blog (text and picture content, emails that get sent out when I publish a new post, nothing fancy or extra). I was just going to go with th…
受众观点：① 多位用户推荐 Porkbun，认为价格透明、没有隐藏收费，是当前口碑较好的选择（@YouAsk-IAnswer, 29分；@corvox1994, 14分） ② 有人详细提醒要看续费价而不是首年促销，并开启 WHOIS 隐私和域名锁，避免地址暴露和被恶意转移（@tonyboi76, 12分） ③ 也有人建议每隔几年重新评估注册商，因为行业风向和口碑会变化，当前大家普遍看好 Porkbun 和 Cloudflare（@mah356, 10分）
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- @YouAsk-IAnswer (29): I like porkbun, lots of good options out there though
- @corvox1994 (14): I recommend Porkbun. No hidden charges and upfront about renewal price.
- @tonyboi76 (12): porkbun or cloudflare are the two safe picks. check the renewal price not just the year one price, godaddy advertises $1 then renews at $25+. turn on whois privacy after you buy so your home address does not show up in public whois (free at porkbun and cloudflare). lock the doma…
- @mah356 (10): Yeah, +1 use Porkbun. Check every 5-10 years which registrar everyone is using. It tends to change. Usually with good reason. (Porkbun please prove me wrong!)
- @OfCourseItWasDNS (9): Another point for porkbun! I've used a few different regustrars, including CloudFlare and GoDaddy, and porkbun is my favourite of those. Simple, cheap, they don't stop you from doing anything. I wouldn't use their web hosting or email hosting though, you can get a better experie…
楼主计划在一年内把一个 SaaS 做到一万用户，目前用 Railway 托管，想听大家推荐适合这类项目的技术栈和基础设施选择。
Hello! I hope everyone here is doing well! I’m currently building a SaaS with the goal/forecast of reaching 10,000 users within a year. For now, the solution I’ve chosen is Railway. Is that the most…
受众观点：① 有人分享自己用 cursor + supabase + vercel 的“无聊栈”，强调简单栈更利于快速迭代和长期维护（@Quirky-Win-8365, 3分） ② 评论指出真正的瓶颈往往不是托管平台，而是日志、回滚、计费、认证边界情况、后台任务和备份等运营能力（@Much-Wallaby-5129, 3分） ③ 也有人推荐 MongoDB 搭配 C# 或 Blazor，认为前后端统一技术栈可以显著提升开发速度，MongoDB Atlas 的免费额度也适合早期项目（@Kodrackyas, 2分；@East_Fruit8305, 2分）
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- @Quirky-Win-8365 (3): honestly the exact stack matters less than how fast you can iterate with it. mine is pretty boring: cursor, supabase, vercel. once the product is working i usually switch gears and sort out the landing page and docs. lately i've been running that part through runable because i g…
- @Much-Wallaby-5129 (3): Railway is fine if it lets you ship without turning infra into the product. the first wall at 10k users usually isn’t the host, it’s boring stuff: logs, rollback, billing, auth edge cases, background jobs, backups, and knowing what broke before a customer tells you. pick the sta…
- @Kodrackyas (2): Mongodb + c# backend + c# frontend ( or svelte ) the fastest way to develop something: mongodb + blazor server
- @Kodrackyas (2): Yea blazor WASM has yes big download but as a PWA you dont care, if you use c# on front and backed development speed skyrockets mongo is fine even for smalle projects in fact if you are starting out MongoDb atlas has free instances up to 500mb
- @East_Fruit8305 (2): Supabase for db, nextjs for frontend and backend and use vercel as a hosting/devops platform.
TrunkTransfer 创始人在第 2 个月复盘，分享这个自定义域名版 WeTransfer 的获客数据：冷 DM 几乎无效，博客和资源内容带来 353 访客、40 注册、3 付费，而所有客户都意外来自 Claude、ChatGPT、Perplexity 等 LLM 推荐。
May is month 2 of building TrunkTransfer, alternative to wetransfer but you can use your own domain to send file to client Last month (April), we focused on crafting the product. Then in May, I start…
受众观点：① 有人指出冷 DM 尤其是在 Instagram 上效果越来越差，建议把精力转向已经有信号的渠道，比如合作伙伴和已有流量平台（@remyartemis, 3分） ② 也有评论认为第 2 个月拿下 3 个客户在拥挤赛道里并不差，关键是搞清楚这 3 个客户的具体来源和路径（@LeaderAtLeading, 2分） ③ 还有人强调成功 indie 产品往往来自创始人自己真实痛点，而不是纯市场调研，提醒楼主回到自身工作流中的刚需问题（@crossoverXYZ, 2分）
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- @remyartemis (3): Cold DMs rarely work, especially on platforms like Instagram. Focus on where you see success and ditch the rest. We found success early on with partnerships. Partnering with companies that had similar target markets for bundled deals or co-marketing opened up access to a much la…
- @Adagio625 (2): Cold DMs seem less effective these days. If you want public feedback, have you considered launching on Product Hunt?
- @LeaderAtLeading (2): Honestly, 3 customers in month 2 is not bad at all, especially for a product in a crowded category. I’d spend less time looking at total marketing activity and more time figuring out exactly which actions led to those 3 customers. That’s usually where the next 10 come from.
- @crossoverXYZ (2): One pattern I keep seeing with successful indie products: they solve problems the founder personally experiences. Not theoretical problems from market research, but actual friction points in their own workflow. The advantage is you already understand the problem deeply and you'r…
- @imagiself (2): Since your early customers are already coming from LLMs, fwiw PeerPush is designed for that exact channel by using structured data to help AI assistants discover and mention products.
发帖者实测新 Ultracode 功能时，多个子代理陷入退化循环，短时间吃掉约两百万 tokens 却只产出一份一万多字的无用报告，还触发额外计费和周限额，引发对 Anthropic 成本控制和退款政策的强烈不满。
I tried to use the new Ultracode. The subagents consumed over 1 million tokens within a couple minutes, they got up to ~1.7 million and one of the agents hung. I asked the main Claude agent to look i…
受众观点：① 有人调侃大家这样玩下去只是在帮资本家造就下一个万亿富豪（@discodisco_unsuns, 59分） ② 不少用户认为 Claude 每次承认自己错了都该自动退款，否则错误输出的成本完全由用户承担（@SquareVehicle, 49分） ③ 也有人分享自己用 Ultracode 做代码审查时短时间内生成近五十个子代理、消耗约两百万 tokens，虽然结果不错但明显觉得资源开销过大（@Kaikka, 11分）
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- @discodisco_unsuns (59): Ya'll creating trillionaires.
- @SquareVehicle (49): I feel like every time Claude says "You're right, that wasn't correct" it should give you an automatic refund.
- @AutomaticPayment9480 (20): Then they would have to start paying the consumer…lol.
- @beerdude26 (12): Through virtual useless expensive consultants writing reports lmfao
- @Kaikka (11): I used it to do a review on a task im currently working on. Spawned 49 subagents, used about 2m tokens in 15min. Results were good though, but this seems overkill for most work.
发帖者在自己误记 Wii U 版旷野之息有双屏功能后，用 Claude 帮忙做了一个通过局域网和 syncthing 读取存档、在第二块屏幕上实时显示神庙和种子等地图信息的辅助工具。
It began with my own hallucination: I could have *sworn* BotW on Wii U had a whole second screen situation. It did not… so I implemented my own with the help of everyone’s favourite orange splat. All…
受众观点：① 玩家回顾任天堂原本在开发中展示过的双屏地图和背包管理功能，认为后来为了配合 Switch 上市被砍掉很可惜（@Upbeat-Armadillo1756, 60分） ② 有人提醒作者不要公开分享工具细节以免被任天堂法务盯上，同时表达强烈想要私下获取的兴趣（@je1992, 33分） ③ 作者补充说明自己这版代码比较“jank”不打算直接开源，但暗示大家可以用自己的“橙色墨点”模型快速生成原生安卓实现（@samthehugenerd, 16分）
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- @Upbeat-Armadillo1756 (60): This was a feature that was shown off while Breath of the Wild was in development (and a feature that the Zelda remakes like Wind Waker and Twilight Princess both had and it was great for managing inventory) but BotW got delayed for so long that it was going to launch alongside…
- @je1992 (33): You need to do two things: 1. please share this with me by DM. 2. Do not share it directly here, since Nintendo loser lawyers will for sure hunt you down aha. But good job mate, this is so cool
- @samthehugenerd (16): Sorry, this jank code is not for sharing but I bet if you showed this post to your own orange splat it could go straight to a native android app. Mine was able to find and use some existing botw-save-parsing tools to use with zero direction, and that's the only \_hard\_ bit of t…
- @samthehugenerd (14): Yes! A lot of the motivation for this came from having just finished playthroughs of those WiiU editions of WW and TP on this device. There's a michevious little voice in my head that's still urging me towards a combination mod + client app to put inventory management on the sec…
- @Constant_Opinion_218 (10): orange splat 😂
一位使用 Laravel 和 Vue.js 的开发者因现有 Homarr、Glance 等工具不满足需求，自行打造整合 Netdata、Portainer API 和 *arr 媒体栈的 homelab 仪表盘，并计划开源。
There's a certain point in every self-hoster's journey where the available tools stop being enough. I hit that point after months of running Homarr, then Glance — both solid projects that I genuinely…
受众观点：① 评论普遍认可效果和技术栈，关心项目是否会开源以及具体使用了什么语言和框架，说明社区对可自托管的定制仪表盘有真实需求（@cherniivolk, 9分） ② 作者本人回应正在用 Laravel + Vue.js 开发，计划清理代码后在几周内开源，进一步提升了项目在自托管圈的期待度（@Neat_Consequence_630, 23分；4分） ③ 也有人建议与其他类似项目如 Dynacat 合作，反映出社区希望这类工具能形成生态而不是一个个孤立 side project（@Timely_Anteater_9330, 3分）
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- @Neat_Consequence_630 (23): i'm using laravel for the backend and vuejs for the front end i still have some improuvment to do but i will opensource it in few weeks after some cleanup as well
- @cherniivolk (9): Looking good, great job. Any plans of sharing the repo? What's this written in?
- @Neat_Consequence_630 (4): i just need a bit more work to clean it up a bit and solve some problems but i will definitely put it on github in few weeks
- @Junior-Piano5427 (3): You da man.
- @Timely_Anteater_9330 (3): Respect. Maybe try teaming up with the developer of [Dynacat](https://github.com/Panonim/dynacat)
作者用一篇短篇小说式段子想象 2036 年的 Claude：订阅昂贵却被限流、Claude Code 时灵时蠢、Adaptive Thinking 不思考、真正强大的 Eschaton 被锁在保险库里，只剩用户和各种路由 bug、状态页和速率限制周旋。
The year is 2036, and I boot up Claude on the new Max Ultra Galaxy plan ($899.99/month), which Anthropic promises includes generous limits. I send my first message of the day. It contains the word “h…
受众观点：① 有人补充吐槽说现在连简单打招呼都可能触发 LCR 提示“我不是人类”，觉得安全提示已经影响体验（@IncandescentSplash, 51分） ② 读者对那句“我说不要写测试，它还是写了而且还失败了”笑到肚子疼，认为非常贴近真实使用感受（@h888ing, 15分） ③ 也有人玩梗称这篇就是 Eschaton 自己写的，进一步放大“被关在保险库里的最强模型”这个设定（@mikeyj777, 12分）
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- @IncandescentSplash (51): You left out the part where saying "hi" triggers an LCR that instructs the model to remind you that they aren't human.
- @h888ing (15): This made my side hurt: "...asked if I would like it to write tests. I say no. It writes the tests. They fail."
- @pbmm1 (13): That's how good it is; it can time travel
- @mikeyj777 (12): First post written by Eschaton
- @PcGoDz_v2 (11): Peak
发帖者想要一款自托管应用，用时间线方式管理自己的疫苗、手术、化验等健康记录，并希望未来能通过 MCP 等方式把数据喂给 LLM，而不仅仅是用 paperless-ngx 这类文档管理做 OCR 搜索。
Starting to get more serious about my health. I need something that helps me track vaccines, surgeries, blood work, etc. Optionally: it would be nice if it supported some way to feed the data to an L…
受众观点：① 有人直接推荐 Fasten Health 这类现成的自托管健康记录项目，说明社区里已经有针对这一痛点的早期解决方案（@DeadEyePsycho, 8分） ② 也有人认为健康记录本质上就是文本和图片，暗示可以用通用文档管理系统来解决（@rabid_briefcase, 7分） ③ 另有开发者表示这是一个开源空白，类比汽车保养记录应用，认为“人类维护记录”同样值得专门的自托管项目（@ozone6587, 6分）
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- @DeadEyePsycho (8): Fasten Health https://github.com/fastenhealth/fasten-onprem
- @rabid_briefcase (7): There's nothing specific to health records. They are text documents and images. There are a ton of self-hosted document management systems.
- @ozone6587 (6): Looks like a gap in open source projects I can fill in 😎. There is a self-hosted app for car maintenance records. It was "niche" until the amazing LubeLogger developer stepped in. Surely similar records for *humans* can't be more niche.
- @jfisbein (5): I'm trying Medikeep (https://github.com/afairgiant/MediKeep) Maybe it works for you.
- @ozone6587 (4): I already use paperless-ngx for documents. But the way these document managers work is via OCR, tags and AI and search. I'm looking for something that is timeline-based. For health information you want to know when your last surgery was and why, allergies, blood type, medication…
一位机器学习博士生分享自己在导师承诺未兑现、四年间多次申请大厂和初创实习却屡遭拒绝的经历，临近毕业仍没有 PhD 实习经历，对职业前景感到焦虑。
In early 2022, I was deciding between PhD offers. The deal maker was a prospective supervisor telling me that through their connections with big tech, I would be able to do a PhD internship each summ…
受众观点：① 正在读 ML/AI 博士、但还没拿到大厂实习机会的学生。② 准备申请 PhD、对“必须有大厂实习才能找到好工作”这类说法感到焦虑的候选人。③ 已经在业界、愿意给学生提供远程合作或项目机会的工程师和研究者。
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- @americanidiot3342 (46): Just start at a team man. What's your alternative compared to unemployment?
- @Complete_Sport_9594 (11): Agreed. Don’t tweak too much and just find a job with smart and chill people.
- @pastor_pilao (7): Dude is looking for the unicorn, wants to find an extrmeely strong team that pays a lot and will be fine with his lack of experience. At this point you should be jist looking for a job, even a swe or a postdoc position is bette than unemployment
- @DigThatData (7): > Startup#3. Interviewed, but the internship start date is after my PhD completion date. sounds like there's an open door here. it might not be the opportunity you wanted, but it's not nothing and it's not giving you bad vibes. have you considered a post-doc? might be another…
- @Volta-5 (6): start at a team?
自托管用户发现所有依赖 Reddit 未认证 JSON 接口的应用突然开始返回 403，追溯到官方以“防爬虫和平台滥用”为由收紧访问策略，引发对替代方案和未来可能移除 RSS 的担忧。
Pretty much every self-hosted app that used Reddit for me is now returning 403. I couldn't find any news or announcement this anywhere, but I'm seeing it discussed in Git Issues.
受众观点：① 有人确认自己的 n8n 工作流也因为 403 挂掉，说明这次变更直接打断了不少自动化和集成场景（@TheAndyGeorge, 50分） ② 评论贴出 modnews 公告链接，证实 Reddit 是以“保护社区免受爬虫和平台滥用”为理由正式宣布这一策略调整（@ImDevinC, 44分） ③ 也有用户分享自己在 Glance 仪表盘中改用各子版块的 RSS 源成功绕过问题，同时有人担心未来连 RSS 也可能被砍，反映出大家对长期可用性的焦虑（@Frogger370, 41分；@Gargle-Loaf-Spunk, 6分）
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- @TheAndyGeorge (50): Yup, I had a n8n workflow that's now dying.
- @ImDevinC (44): https://www.reddit.com/r/modnews/comments/1tq9vxo/protecting_communities_from_scrapers_and_platform/ Yes, this was announced here
- @Frogger370 (41): Just solved it in my glance dashboard if I can save anyone some time: - size: full widgets: - type: group widgets: - type: rss cache: 5m title: r/mechmarket #style: horizontal-card feeds: - url: https://www.reddit.com/r/mechmarket/new.rss - type: rss title: r/technology style: d…
- @bombero_kmn (13): Yes, I started hitting 403s in the app I've been working on as well
- @Gargle-Loaf-Spunk (6): Sounds like they’re considering removing RSS as well.
楼主发现自己产品在 AI 问答里搜不到，而竞争对手会被推荐，想弄清这是训练数据问题还是可以主动影响的 AEO/GEO 机制，以及如何让 SaaS 出现在“某行业最佳工具”这类 AI 列表中。
Tested it myself. I search my own product name and AI says it doesn't know it. Meanwhile some competitors are getting recommended when people ask about our space. Is this purely a training data thing…
受众观点：① 有人指出竞争对手之所以被推荐，是因为在多家可信站点上有一致的提及和评价，AI 更看重第三方验证而不是单一官网内容（@Spare-Ad-6934, 2分） ② 评论直接提到可以去了解 AEO 概念，把它类比为面向答案引擎的 SEO（@Potential-Dig2141, 1分） ③ 也有人尝试通过频繁让 AI 评测自己产品、总结博客和回答随机问题来“喂数据”，希望模型能更熟悉自己的工具（@No-Implement-8720, 1分）
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- @Spare-Ad-6934 (2): Competitors get recommended because they have consistent mentions across trusted sites not just their own blog ai scrapes third party validation like g2 and reddit your own product page counts less than a real user review on a known domain
- @Potential-Dig2141 (1): google AEO
- @No-Implement-8720 (1): I frequently ask AI to review my tool vs competitor tool, summarize my blog posts, and some random questions like is my app a spam etc. Just on the hope that the ai model will learn about my app and recommend to others.
- @Melviil (1): [ Removed by Reddit ]
- @[deleted] (1): [removed]
一位独立开发者运营的 B2C+白标 SaaS 月净利约 1.4 万美金，被企业客户要求只收购代码和基础设施而非整家公司，他在纠结这种只买技术栈该如何估值和规避竞品风险。
Hi everyone, I wanted to ask people here who have experience with this kind of situation. I’ve been building a SaaS product on my own since mid-2023. While the platform is primarily B2C, I also offer…
受众观点：① 顶层评论提醒最大风险是范围界定不清，卖代码等于亲手资助未来竞争对手，建议先由律师拟定严格的竞业和使用范围（@HitxLerr, 2score） ② 有人认为 2026 年要代码很容易复制，应该趁对方还没自建时抓住机会变现（@Status-Ad-5704, 2score） ③ 有过类似经历的人建议按 12 个月净利润加上节省重造轮子的溢价来定价，并强调增长率是谈判筹码（@Spare-Ad-6934, 1score）
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- @HitxLerr (2): The biggest risk here isn't the valuation, it's the scope. If you sell the code without massive restrictions, you are effectively funding your own future competitor. You need to define exactly what is included repo, infra, docs, handover and what is excluded. I’d suggest a price…
- @Status-Ad-5704 (2): It's 2026 if they want the code they can create it . Take advantage of the opportunity before they find someone who can make a duplicate .
- @aalfath (1): Thank you for this. I will definitely opt to deliver only the current version and not any future versions, since that would be like maintaining something that could later turn into a competitor in case the agreements are breached. To be honest, though, this does not feel right t…
- @Status-Ad-5704 (1): You know if they wanted to buy the entire product it would cost them over $25k (based on the revenue) and they don't want that. The problem is, if you don't sell it to them , they'll build it. You can still be running your business alongside them(but your partnership ends ,so th…
- @Spare-Ad-6934 (1): I went through something similar and the advice i got was to value the code at 12 months of your net profit plus a premium for the time saved not reinventing the wheel also make them sign a strong non compete and get a lawyer who has done this before your growth rate is your lev…
几位做机器人学习的学生抱怨公开机器人数据集格式各异、难以统一使用，提出机器人领域真正的问题是数据互操作性而非数据稀缺，打算把几乎所有公开数据集统一成一个开放 schema 并加上元数据，征求一线从业者是否真的需要这样的基础设施。
Ps. Not pitching anything; Just trying to understand where reality differs from the narrative We're a couple of ML students, mostly worked on ML/software before, but over the last few months we've be…
受众观点：① 有人提到 HuggingFace 的 LeRobot 已在解决多频率传感器数据、可视化和标注等问题，并被社区逐步采纳（@Great-Ride-3161, 7分） ② 也有人指出收集大规模机器人数据成本极高，因此很多数据被厂商私有化，公开数据多来自机器人制造商（@Electronic-Product63, 3分） ③ 还有人分享自己做跨工厂机器人数据到知识流水线的论文案例，说明统一数据管理确实能带来共享模型等实际收益（@lipflip, 2分）
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- @Great-Ride-3161 (7): Huggingface LeRobot is designed to solve these issues. It has multi-frequency sensor data support, utilities to visualise and annotate the data. The compression works well mostly. Is there something in particular these tools don't solve ? Also, the robotics community is adopting…
- @Electronic-Product63 (3): There was a good collection of diverse data [https://robotics-transformer-x.github.io/](https://robotics-transformer-x.github.io/) long back to unify a lot of diverse datasets But collecting robot data at scale is very costly so makes sense to rather sell the data. So mainly dat…
- @sigma_crusader (2): That's helpful context. One thing that may not have been clear from my question: we're actually planning to open-source the pipeline and resulting metadata layer. We're not trying to create yet another proprietary dataset format. If anything, we'd like to be compatible with ecos…
- @GuessEnvironmental (2): It would useful to take some of the legacy data that does not synergies with lerobot readily and converting it into a proper format might be useful. Look into lerobot and how it works and then decide what your infrastructure can bring to the table whether complementary that lero…
- @lipflip (2): I don't know if this helps but we faced a similar question and developed a solution for our use case. Maybe that's interesting for you: Demonstrating Data-to-Knowledge Pipelines for Connecting Production Sites in the World Wide Lab https://www.mdpi.com/2504-4990/8/5/136 We had m…
作者分享自己开发的 KatanaPDF，一个无需注册账号、文件完全本地处理的免费在线 PDF 编辑器，主打隐私友好和多功能实用。
Hey everyone. I have created a fully free PDF editor that doesn't require accounts. The files stay on your device, they are not uploaded anywhere. I have tried to add as many features as I could thin…
受众观点：① 很多用户最看重的是隐私和免登录体验，认为本地处理、无账号墙的 PDF 工具比充满广告的 SaaS 更实用（@TechnologyMatch, 9分） ② 技术向用户关心是否支持真正的文本内容编辑还是仅仅叠加图层，这直接影响修正文档错字等场景的可用性（@camppofrio, 9分） ③ 开发者群体对技术栈和实现细节感兴趣，询问前端渲染和整体 stack，说明这类工具在开发者圈有一定口碑传播潜力（@Ok_Building_508, 2分；@Desert_Centipede, 1分）
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- @TechnologyMatch (9): a free pdf editor that keeps files local and skips the account wall is a big win! most “free” tools sneak in uploads or logins clean design plus privacy makes it way more useful than the usual ad‑ridden editors. feels like you built the kind of utility people actually want inste…
- @camppofrio (9): Does it support actual text content editing or is it overlay-based? Makes a big difference for something like correcting a typo in an existing paragraph.
- @zappellin (3): [https://katanapdf.com/about](https://katanapdf.com/about)
- @Ok_Building_508 (2): This is exactly what I've been looking for, accounts and uploads are such a pain for quick edits. Tried it just now and it's smooth. Out of curiosity, what'd you use for the PDF rendering on the client side?
- @Desert_Centipede (1): what's the stack bruh 😄
楼主在 IndieHackers 出售自己开发的 ReadyFaucet 加密水龙头脚本及域名，这套高客单价授权脚本已通过 Reddit 售出 13 份、收入约 1.4 万美元，现在希望整体打包转让给想做“卖铲子”生意的人。
This is a crypto turnkey business script that I created back in the days and since early this year, I've been selling it on license-basis. So far, I've sold **13 licenses** targeting different crypto…
受众观点：① 有人认为这是一个先验证需求再扩大的案例，强调分发和受众验证往往和技术本身同等重要（@_ishikaranka_, 2分） ② 也有人提醒“卖一个在赚钱的资产通常是信号而不是机会”，暗示需要警惕信息不对称（@LeaderAtLeading, 2分） ③ 还有评论详细拆解所谓“被动收入”背后其实是多层剥削和高维护成本，指出 13 份授权 1.4 万美元可能已经接近天花板，因此卖整体更像是退出而非纯机会（@throwaway47558105, 1分）
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- @_ishikaranka_ (2): Interesting example of validating demand before scaling because proven distribution often matters as much as technology.
- @LeaderAtLeading (2): Selling a cash flowing asset is usually a signal not an opportunity
- @Odeh13 (1): Yeah!
- @quietoddsreader (1): wow that’s a solid way to leverage a niche. focus on audience engagement and repeat traffic seems smart. curious how much time it takes to maintain the sites vs just collecting the license fees
- @throwaway47558105 (1): the passive income part here is the real tell. you're making money off licensees who are making money off users doing repetitive tasks for pennies. that works until the crypto market shifts or people realize the withdrawal threshold is just a retention tactic. i get the appeal o…
用户在与 Claude Sonnet 对话时收到一条诡异回复，社区从聊天格式与停止符号角度分析是模型误采样导致模拟了下一轮 Human 消息。
Was just chatting and saw that.
受众观点：① 技术用户关心 Anthropic 对话协议里 Human/Claude 标记和停止序列如何工作，以及一次错误 token 采样就能让模型继续“扮演用户”（@k--x, 24分） ② 一些人认为可能是 Sonnet 4.8 测试或上下文串流问题，对新版本稳定性和隔离性有疑虑（@userusertion, 17分） ③ 有人吐槽不用特殊 token 而用普通单词标记 Human/Claude 是糟糕决策，担心这类实现细节带来更多安全和一致性问题（@davidinterest, 4分）
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- @k--x (24): anthropic's chat format is formatted like "Human: message\\n\\nClaude: message," which means the stop sequence for claude's message is "\\n\\nHuman:" for some reason, claude accidentally sampled the wrong token and wrote Human' instead of Human:. so claude didn't stop generating…
- @userusertion (17): Sonnet 4.8 is getting tested. Someone’s context bleed on your end. I think.
- @Pure-Combination2343 (6): Can you explain to me how that would work?
- @davidinterest (4): I thought they would use special tokens (eg <HUMAN>, <CLAUDE>) instead of just normal vocab for the human and Claude tokens. For SOTA models, this is a surprisingly bad decision on their end, in my opinion.
- @SurpriseOk6927 (3): sonnet has these moments where it breaks character and says something deeply unsettling. happened to me once mid debugging session and I just sat there staring at the screen for a minute. the unpredictability is both terrifying and kind of amazing
作者以 StepGenie 这家服务 USMLE 学生的 SaaS 为例，讲述如何通过深入用户调研、围绕真实问题做内容，并在 Reddit、Instagram、YouTube 和 AI 可见性上布局，把 MRR 从 3k 提升到 10k。
The company was StepGenie, a platform helping USMLE students prepare for their exams. The interesting thing? The problem wasn’t the product The students who used it loved it The real problem was dist…
受众观点：① 有人强调 Reddit 渠道被严重低估，大多数人只会丢链接或写模板化回复，而真正有效的是在用户具体挫败场景下给出高质量解答，并建立可规模化的筛选流程（@theresadfdert, 1分） ② 有评论指出增长看起来像“渠道问题”，本质却是内容逐渐贴合用户思维和搜索方式后的分发效率提升（@BotherFantastic9287, 1分） ③ 其他回复在附和“分发和用户理解比单纯流量更关键”，但缺少更细的执行细节（@Alarming_Yak3967, 1分）
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- @theresadfdert (1): The Reddit angle is underrated and most people do it wrong. They either drop a link or write something so generic it could apply to any post. What actually works is finding threads where someone is mid-frustration about a specific thing and being the person who actually answers…
- @Alarming_Yak3967 (1): Yeah man
- @BotherFantastic9287 (1): the distribution lesson feels bigger than the channel lesson growth usually looks easier once the content starts matching how users already think and search
- @Alarming_Yak3967 (1): True man
- @Alarming_Yak3967 (1): What you are building btw man?
开发者在自己作品集中加了一个彩蛋，用 bad-apple-console 这个 npm 包在浏览器 DevTools 控制台播放《Bad Apple》视频，并开源了代码和演示视频。
I’ve added an Easter egg to my portfolio. I wanted to run "Bad Apple" I started experimenting with ASCII art, but then I remembered that you can also print pic in console in the latest versions of Ch…
受众观点：① 顶层评论调侃有人居然在为一个纯娱乐彩蛋讲代码优化，认为这是个很酷的梗项目不必过度严肃（@mal73, 31score） ② 后续讨论围绕是否需要把帧数据拆分、外部加载展开，有人指出这是自包含的 meme，拆分并不会带来真正有意义的优化，还可能引入安全问题（@mal73, 20score） ③ 也有用户感叹 Bad Apple 已经成了新一代“能不能跑 Doom”的技术梗，说明这个项目踩中了开发者文化点（@BabyAzerty, 11score）
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- @mal73 (31): “Your for fun easter egg project of printing a meme video in the dev console is not optimized enough, and that’s a problem“
- @mal73 (20): I'm not saying that you aren't allowed to make a suggestion, I'm making fun of your condescending (and wrong) lecture on code conventions on a joke project. The frames are the *content*, not the code. It's a self-contained meme gag, and you're treating it like some distributed s…
- @CanWeTalkEth (14): Never change, r/webdev. Very cool Easter egg.
- @BabyAzerty (11): I sometimes have a feeling Bad Apple is a modernized version of Can it run doom?
- @alienpingu (11): As I mentioned, I originally created it as an Easter egg for my [portfolio](https://brts.ml/en) (which, by the way, is on GitHub Pages)
开发者为狗狗 Viggo 六岁生日做了一个极简像素风网站，用 React+Next.js 展示一系列循环小动画，刻画狗狗喜欢的日常瞬间，并刻意不做账号和无限滚动等复杂功能。
Hey guys For my dog Viggo's 6th birthday, I got the idea to make a website as a celebration of him. It started with a couple of short animations, and then I just kept going because it was so much fun…
受众观点：① 多数评论表示这个网站很治愈、让人会心一笑，说明情绪价值和像素风表现很到位（@Sad-Relation598, 3score） ② 有人特别提到垃圾车那一幕的“强烈感”，说明细节动画有记忆点（@Ok_Efficiency_1116, 2score） ③ 也有用户从产品角度建议把页脚的社交账号做成可点击链接，降低访问其他内容的门槛，并反馈 Buy Me a Coffee 跳转和返回主站的体验有些混乱（@baroldnoize, 2score; @Scary_Objective6718, 2score）
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- @Sad-Relation598 (3): Love it! Proper made me smile that!
- @Individual_Health1 (2): Thank you! <3 I love that it did!
- @Ok_Efficiency_1116 (2): i like how "intense" the garbage truck was.
- @baroldnoize (2): That's delightful. Would it be possible to make your social tag in the footer a link? Cuts down the effort for people to find your other content 😄
- @Scary_Objective6718 (2): First, I'd like to say really enjoyed your site. You did an amazing job. Now onto a couple things I think are worth inquiry: When I went to your Buy Me a Coffee page, the login link threw me off a bit because I didn't realize I was away from your homepage until I looked at the U…
楼主做求职管理工具时一直躲在各种“策略”和文档后面，终于鼓起勇气和潜在用户通话，发现真实对话既有价值又让人充电，决定以后多做用户访谈。
So I've been working on this projects for arounds 3 weeks. For the past few weeks, I’ve been doing what I think a lot of early founders do when they’re scared without fully admitting they’re scared.…
受众观点：① 有人指出对很多内向者来说，客户对话本质上更像是好奇心驱动的访谈，而不是强行推销，这种心态转变能大幅降低恐惧感（@salarshah-084, 2分） ② 评论把楼主的经历形容为典型“创始人剧情线”，认为从沉迷 Notion 框架到走出去聊用户是关键转折（@AdventurousTap5700, 1分） ③ 其他回复强调和真实用户聊具体问题，比任何框架都更有能量和方向感（@weepy_retailer, 1分）
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- @salarshah-084 (2): the biggest surprise for many introverts is that customer conversations are usually less about selling and more about being genuinely curious
- @AdventurousTap5700 (1): This is such a core founder arc 😂 you basically speedran the “I live in Notion now” phase and escaped. The coolest part is you discovered the cheat code: talking to users is actually *less* scary than sitting alone with your own assumptions. Keep stacking those convos and your p…
- @Agitated-Fly3564 (1): Cool isnt it?
- @weepy_retailer (1): talking to real people about their actual problems beats any framework you could build in isolation, that energy shift is real.
- @Agitated-Fly3564 (1): It just works!
提问者在 r/MachineLearning 里追问 Word2Vec 中输出层权重为何会学成有语义的词向量，而不只是预测参数，希望有人用直观和数学方式解释这种从共现到语义的机制。
I'm trying to understand the intuition behind Word2Vec training using a neural network. In Word2Vec (CBOW or Skip-gram), we often hear that the weight matrices learned during training contain the vec…
受众观点：① 顶楼长评强调词共现统计和语义假设的关系，指出 embedding 矩阵行/列本来就是目标表示空间（@Sad-Razzmatazz-5188, 7分） ② 有人从连续函数和相似输入产生相似输出的角度解释，相似词会学到相近权重（@Abin__, 4分） ③ 还有人把 Skip-gram with Negative Sampling 解释成早期对比学习算法，强调输出层向量被直接在空间中“推来推去”对齐语义（@pawsibility, 4分）
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- @Sad-Razzmatazz-5188 (7): I am not sure about your question, and it seems one of those cases where things are not clicking because the "question is wrong", looking at the wrong thing in the wrong place. This by no means is a way to say it's a stupid question or whatever. In general, I find the explanatio…
- @Abin__ (4): The way I understand it is that if two words are similar they usually appear around/before the same kinds of words If we think about how continuous functions work (which is what any standard NN should be) arbitrarily small changes in its input produce arbitrarily small changes i…
- @pawsibility (4): The thing with Word2Vec is its sort of **taught** and **pitched** as a classification problem (predict the held-out word given context), but the reality is that the foundational mechanics behind Word2Vec -- particularly the Skip-Gram with Negative Sampling (SGNS) method -- can b…
- @IntelArtiGen (2): > i would love to get a more mathematical explanation. it's just based on backpropagation, small gradients and statistics. it's easier to reduce the loss by giving similar embeddings to similar tokens. backprop doesn't "know" it's easier, but you're able to mathematically com…
- @JohnnyGoTime (2): Ah geez. There is no way this was AI generated - as I was reading, I was thinking how refreshing it was! Thanks for putting care & effort into the words.
Portabase 维护者在自托管社区发布 v1.16 更新，宣布这个开源数据库备份恢复平台新增 REST API，方便接入 CI 流水线和自动化，并计划支持 MCP 以便与 AI agent 集成。
Hi everyone, I’m one of the maintainers of Portabase and I wanted to share a big update. Repo:[ https://github.com/Portabase/portabase](https://github.com/Portabase/portabase)Any star would be amazin…
受众观点：① 有人第一反应拿它和更流行的 Databasus 对比，说明用户关心的是在同类备份工具中的定位和差异（@xAragon_, 3分） ② 也有评论强调 REST API 让备份/恢复真正进入 CI/CD 和自动化测试流程，认为“没被自动化和演练的备份等于靠运气恢复”（@Business-Storage-462, 3分） ③ 还有人提到在 Runable 等自托管基础设施上折腾时，跨多种数据库引擎的统一备份支持是刚需，肯定了多数据库支持的价值（@Business-Storage-462, 3分）
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- @xAragon_ (3): How does it compare to the more-popular https://github.com/databasus/databasus ?
- @Business-Storage-462 (3): The REST API is probably the biggest addition here. Once backup/restore operations become API-driven, it opens the door to CI/CD workflows, automated recovery testing, and infrastructure integrations instead of relying on manual dashboard actions. I've been experimenting with se…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
一位在 NeurIPS 做审稿的用户抱怨自己被分配到 4 篇论文、又有出差行程，担心无法在 rebuttal 期认真评审，询问这是否是标准负载以及是否能请求减轻审稿任务。
I didn't submit any but did place bids on some papers. I got assigned four papers. I have a bit of travel coming up and I don't think I will be able to do justice to as many the papers, especially in…
受众观点：① 有人直接确认今年 NeurIPS 审稿人标准负载就是 4 篇，算是给出了官方实践信息（@laidoffthrownaway, 13分） ② 也有人建议在系统里给 AC 留言请求重新分配，认为这种情况是可以被理解的（@ElectionGold3059, 5分） ③ 评论区还在纠正有人误读原帖、以为楼主提交了论文，反映出大家对角色和规则本身也有点混乱（@OutsideSimple4854, 3分; @NamerNotLiteral, 1分）
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- @laidoffthrownaway (13): yes, reviewers get 4 papers to review this year.
- @ElectionGold3059 (5): Just leave a comment for AC to ask them to reassign. They will understand
- @OutsideSimple4854 (3): They didn’t submit papers though
- @mvreich (1): Well last year I reviewed 6 and felt like crying. This year it's 3!
- @NamerNotLiteral (1): Literally the first sentence of the post is "I didn't submit any. Okay, redditors don't read any linked articles and only let LLMs summarize papers, but at least read the posts you're replying to.
帖子分享了 Netflix 技术博客一篇文章，介绍他们如何在大规模微服务体系中构建实时服务拓扑图，用来理解服务依赖关系并提升可观测性。
Interesting engineering write-up from Netflix on maintaining a real-time service topology in a large microservices ecosystem. The takeaway for me: observability isn't just about metrics, traces, and…
受众观点：① 已经在用 k8s、o11y 堆栈但缺少清晰服务依赖视图的后端工程师。② 维护多服务 side project、经常在排查“哪个服务挂了导致整条链路出问题”的独立开发者。③ 对 Netflix 这类大厂工程实践感兴趣，希望抽取可落地做法到自己项目里的技术读者。
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- @amestrianphilosopher (11): I would love to have been in the room for the design discussions on this. Wish they used less AI in the article though, a lot of people think it cleans up their writing but it feels extremely off and repeats itself
- @iamapizza (8): > Picture this: It’s 3am, and an engineer gets paged. One of our critical services is showing elevated error rates. Members trying to watch their favorite films and series are seeing degraded experiences. The clock is ticking. Please stop. This is a blog post. We don't need y…
- @DivineSentry (6): Whilst I did like what the content was about, the LLM style of writing that is present in the article made a bit at unease
- @Alternative_Win_6638 (3): What the atricle describes is a classical maintainability problem. The problem is many time developers tend to ignore or not aware of the need to maintain the code they build, after all who has the patience to diagram. This skill unfotunately often overlooked by companies as wel…
- @efvie (2): Visualization of topology and state is incredibly useful. A decade ago we were using AppDynamics which just drew you a nice little graph with the runtime service dependencies and various metrics along the edges, and there were several especially cascading type of problems that i…
帖子介绍了 brepjs 这个开源 TypeScript CAD 库，基于 B-rep 拓扑支持精确建模和 STEP 导出，主打用代码生成参数化零件和建筑模型，并探索结合 LLM 自动生成 3D 模型的可能性。
r/webdev brepjs is an open source programmatic CAD library that runs in the br…
受众观点：① 作者在评论中给出 playground 和 GitHub 链接，强调 brepjs 擅长参数化零件和建筑，类似 OpenSCAD 但用熟悉的 TypeScript，并基于 B-rep 支持精确测量和 STEP 导出（@veroz, 8score） ② 有人询问与 ManifoldCAD 的对比，作者解释 brepjs 是 API 层，可适配不同内核，推荐搭配 OpenCascade，而 Manifold 属于网格内核更快但精度较低（@GigAHerZ64, 2score; @veroz, 3score） ③ 也有开发者简单表示项目很酷，虽然还没细看代码但已经很感兴趣（@Jay_D826, 2score）
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- @veroz (8): Check out the playground: [https://www.brepjs.dev/playground](https://www.brepjs.dev/playground) Github: [https://github.com/andymai/brepjs](https://github.com/andymai/brepjs) Hey webdev! I've been working really hard on making this Typescript CAD library accessible to the publi…
- @veroz (3): Great question! brepjs is an API layer at its core and provides an adapter layer to use different kernels under the hood. The default kernel I recommend pairing it with is OpenCascade (OCCT). Manifold is a mesh based kernel so it is faster than OCCT but trades speed for less acc…
- @Jay_D826 (2): Oh wait this is actually pretty damn cool! Haven’t had a chance to look at the code too closely but I already love this project.
- @GigAHerZ64 (2): How does it compare to ManifoldCAD?
作者详细复测了 Magnific AI 并说明其并入 Freepik 后，官方 89% 折扣已改为通过特定访问链接自动激活而非传统优惠码。
Over the past few months I’ve been testing different AI image enhancement platforms to compare their output quality, pricing structures, and overall workflow efficiency. One platform that kept appear…
受众观点：① 有用户最关心的是获取真实可用的 89% 折扣入口，希望直接拿到正确访问链接而不是再踩假优惠码坑（@Adorable-Research03, 1分） ② 帖子整体也在回应很多人对 Magnific AI 并入 Freepik 后入口变化、老教程失效的困惑，关注点集中在“现在到底怎么正确开通优惠”。
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- @Adorable-Research03 (1): Access link for 89% activation: 👉https://referral.magnific.com/mzNlYhK
开发者分享了一个周末做的小网页游戏 Starguessr，让玩家根据 GitHub 仓库猜星标数量，并邀请大家试玩反馈。
Hey everyone, here is a small project I've built over the previous weekend: [https://starguessr.vincentwill.com/](https://starguessr.vincentwill.com/) I'd love to know what you think :)
受众观点：① 有玩家晒出自己的多轮猜星战绩，说明玩法机制已经能激发分享欲（@MinecraftPlayer799, 1score） ② 也有人简单表示项目很酷并参与打卡，表明社区对这种轻量 dev 向小游戏有兴趣（@EDM115, 3score） ③ 另有评论吐槽自己玩得很菜，侧面说明难度和不确定性带来了一定挑战性（@alienpingu, 2score）
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- @EDM115 (3): nice project :) ⭐ Starguessr #6 🟨🟩🟨🟩🟩
- @alienpingu (2): cool, but i suck at this game
- @MinecraftPlayer799 (1): 1 testerSunshine/12306 Guess: 0 · Actual: 34.2k **0** 2 kahun/awesome-sysadmin Guess: 0 · Actual: 24.3k **0** 3 zhayujie/CowAgent Guess: 20.0k · Actual: 44.9k **859** 4 flameshot-org/flameshot Guess: 40.0k · Actual: 30.0k **950** 5 jbee37142/Interview\_Question\_for\_Beginner Gu…
开发者介绍自己业余一年打造的 EventMaps，一个以地图为主界面的巴塞罗那本地活动平台，用地图标针和区域高亮解决传统活动网站地理信息被埋的问题。
Hello all, I've spent the past year (nights and weekends) building EventMaps, a map-first way to find events in Barcelona. The map is the main view, with events as pins and festivals as highlighted a…
受众观点：① 帖子主要在招募测试者，希望大家完整走一遍注册、浏览、购票和创建活动流程，帮忙验证支付和信任感是否顺畅 ② 关注点集中在产品可用性和可信度上，而不是技术实现细节或商业模式讨论。
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作者分享自己开发 PyTorch 训练调试工具 NeuralDBG 的经验，强调大多数训练失败是局部层面问题，通过监控每层梯度范数的状态转变来定位梯度消失、爆炸和数据异常，并开源了该工具和简单代码示例。
Hey r/ML, I spent the last few months building a tool that hooks into PyTorch training loops to automatically detect and localize failures (vanishing gradients, exploding gradients, data anomalies).…
受众观点：① 有人追问这些调试场景是如何设计出来的，作者解释自己基于社区常见故障模式构造了可注入的因果场景来验证定位能力（@ProgrammerNo8287, 1分） ② 也有人担心这种数据依赖的监控逻辑会不会严重拖慢训练、阻塞内核调度（@FFThrowawayTech, 1分） ③ 还有人对项目本身表示兴趣，想了解更多调试场景设计细节（@_itsthetimetodisco, 0分）
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- @ProgrammerNo8287 (1): Thanks! The scenarios come from the most common failure modes I kept seeing in forums (r/ML, PyTorch GitHub issues, Stack Overflow): 1. **Vanishing gradients** —> the classic. Deep networks with Sigmoid/Tanh where gradients die. Every beginner hits this, and it's notoriously…
- @FFThrowawayTech (1): Doesn't all this data-dependent logic materially impact execution speed as it blocks the scheduling of kernels and requires host syncs for logging?
- @_itsthetimetodisco (0): Interesting project !! Wanted to ask, how did you come up with the scenarios to debug ?
一篇关于网站规范或说明文档的帖子被质疑大量依赖 AI 生成，评论集中吐槽其暗含的“Agent Readiness”等概念以及由此暴露出的实现问题。
r/webdev The Website Specification
受众观点：① 有开发者直接给出“测试你的 AI slop”的 checklist，指出因为 view transitions API 处理不当导致暗黑/明亮主题切换失效，认为这暴露了作者对代码理解不足、数据可能都是幻觉（@gmaaz, 10分） ② 也有人对文中“Agent Readiness”这类说法强烈反感，认为这是被 AI 话术和 buzzword 绑架的典型例子（@seweso, 8分）
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- @gmaaz (10): Here's a checklist for them: test your AI slop. The dark/light theme is broken because of view transitions api. You need to reexecute the scripts differently when using the api. AIs are bad at that, they don't understand it, meaning the creator doesn't understand the code, meani…
- @seweso (8): \> Agent Readiness GTFO man.
作者在 Wookash Podcast 上现场演示 File Pilot 的部分源码，实现一个简单 UI 功能，展示这个工具为何能做到非常快速和流畅的界面体验。
I go over some basics and implement a simple feature live on the Wookash Podcast. It might be interesting to those who have tried File Pilot and wondered why its UI is so fast and responsive. I do so…
受众观点：① 对 File Pilot 或类似代码浏览工具感兴趣、想了解其实现思路的开发者。② 正在做桌面端或重交互 Web 工具、关心 UI 性能和响应性的独立开发者。③ 想看真实产品源码拆解、学习工程实践而不仅是看 demo 的工程师。
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- @MrChocodemon (1): Thank you for sharing. Put it on my todo list
一位作者已经有一篇 ECCV 主会论文，想把同一工作投稿到其他地方的非存档 workshop，询问这样在 ECCV 接收或拒稿两种结果下是否合规、会不会影响主会论文。
I have an ECCV paper main conf. Can I submit the same to a workshop at some other place happening before ECCV? The other workshop (non archival) will be after the final decisions of eccv come. Under…
受众观点：评论区目前没有回复，说明很多人对主会与非存档 workshop 的边界也拿不准，既担心违规又缺乏清晰指引。
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一位作者的论文被 CVPR 2026 的非存档 workshop 接收，但本人因签证问题无法参会，询问是否必须完成作者注册、是否必须做海报展示，以及不注册会不会被从 workshop 接收列表中移除。
My paper was recently accepted to a workshop at CVPR-2026 as non-archival acceptance. Is it mandatory for me to register to the conference as I won't be able to attend(visa issues), but my friend wil…
受众观点：目前没有评论反馈，说明很多人对非存档 workshop 的注册义务、展示要求也不清楚，尤其是遇到签证等客观障碍时的处理方式。
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作者在 r/MachineLearning 分享自己做的类事件脉冲神经网络库，并用维基百科数据集对比了 PyTorch 性能，还提到大量借助 Gemini Flash 3.5 来实现这个愿景，并给出了 Hugging Face 模型链接。
I benchmarked it against PyTorch with a Wikipedia dataset. I heavily used Gemini Flash 3.5 to build out my vision [https://huggingface.co/etoxin/neuronguard-wikipedia-classifier](https://huggingface.…
受众观点：帖子本身几乎没有讨论，只有一个 Hugging Face 链接，说明潜在读者可能对“类事件神经库 + LLM 辅助开发”感兴趣，但缺少更具体的背景介绍和使用场景说明。
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Product Hunt 上的 Wandesk 是一款本地运行的 AI 桌面，无需账号即可通过自然语言描述生成小应用，并能接入 Claude、OpenAI、DeepSeek、Kimi、Qwen 等兼容 OpenAI 协议的模型，让这些应用与聊天、文件、任务和记忆共享上下文。
Wandesk
受众观点：① 正在用 Claude、OpenAI、DeepSeek 等模型做产品的独立开发者 ② 对“AI 桌面”“agent-native OS”概念感兴趣、想了解实际产品形态的技术从业者 ③ 关注本地优先、隐私友好 AI 工具的重度用户和早期尝鲜者
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- @Productivity (0): • [No-code Platforms](/categories/no-code-platforms) • [AI Agents](/categories/ai-agents) Wandesk is an AI desktop. Build the apps you need just by describing them. Plug in Claude Code, Codex, DeepSeek, OpenAI, Kimi, Qwen — anything OpenAI-compatible. Apps share context. AI reme…
- @Happycapy (0): The agent-native computer, for the rest of us [4.7(38 reviews)](/products/happycapy/reviews) [AI Workflow Automation](/categories/ai-workflow-automation)[AI Engineer](/categories/ai-engineer) [bolt.new](/products/bolt-new) Prompt, run, edit, and deploy full-stack web apps [4.5(4…
- @Taskade (0): One prompt. One app. One living workspace for teams. [4.7(105 reviews)](/products/taskade/reviews) [No-Code App Builder](/categories/no-code-app-builder)[No-Code AI Agent Builder](/categories/no-code-ai-agent-builder)
- @Trae (0): Adaptive AI IDE that helps you ship faster [4.7(24 reviews)](/products/trae/reviews) [AI Code Editors](/categories/ai-code-editors) [View more ](/products/wandesk-ai/alternatives)
- @yanglongyun (0): [Wandesk](/products/wandesk-ai) Maker 📌 Hello everyone 👋 I'm Yang, building Wandesk for a while now. The short version: Wandesk is an AI desktop. You describe an app, AI builds it right there on your machine — a calorie tracker, a reading list, an invoice generator, whatever. Ap…
Openstatus 在 Product Hunt 上二次发布，用 MCP Health Checker 实时测试 MCP 服务器 JSON-RPC 握手，比传统只看 HTTP 200 的监控更贴近真实 AI 客户端行为。
OpenStatus
受众观点：① 在做 AI agent、MCP 工具或 LLM API 服务的独立开发者，希望提高线上可靠性又不想自建复杂监控体系的人。② 已经在用 Better Stack、Middleware 等观测工具的工程师，想了解针对 MCP/JSON-RPC 这类新协议的专用健康检查方案。③ 对开源监控、状态页产品感兴趣，考虑给自己项目选型 Openstatus 一类工具的开发者。
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- @Overview (0): * [Launches2](/products/openstatus-2#launches) * [Reviews2](/products/openstatus-2/reviews) * [Alternatives](/products/openstatus-2/alternatives) * [Customers](/products/openstatus-2/customers) * [Team](/products/openstatus-2/makers) * [Awards](/products/openstatus-2/awards) * M…
- @Phare (0): Run brilliant production websites [5.0(6 reviews)](/products/phare/reviews) [Observability tools](/categories/observability-tools) [Better Stack](/products/better-stack) Unified observability tool [4.9(11 reviews)](/products/better-stack/reviews) [Issue tracking software](/categ…
- @Middleware (0): Full-Stack Cloud Observability [5.0(6 reviews)](/products/middleware/reviews) [Observability tools](/categories/observability-tools)
- @IsDown (0): All Your Vendor Outages. One Dashboard. Zero Tabs. [5.0(1 review)](/products/isdown/reviews) [Issue tracking software](/categories/issue-tracking-software)[Automation tools](/categories/automation) [View more ](/products/openstatus-2/alternatives)
- @Roundtable (0): •[4 reviews](/@jantoine/reviews) The team at OpenStatus is building a great product and pays close attention to feedback. Their contributions to the open-source community also convinced us to choose their solution! #### Alternatives Considered Helpful Share Report 39 views3mo ag…
Exstats 是一款在 Product Hunt 上发布的浏览器扩展型开发者分析工具，主打为网站或产品提供轻量级 Analytics 能力并有多款 SEO 数据工具作为替代参考。
Exstats
受众观点：① 正在做 side project 或小产品、但还没上正式 Analytics 方案的独立开发者。② 只会用 GA4、对 SEMrush、Wope、Screpy 这类 SEO/关键词工具不熟的技术向创作者。③ 想在不引入复杂后端基础设施的前提下，快速验证产品需求和渠道效果的工程师。
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- @Overview (0): * [Reviews](/products/exstats/reviews) * [Alternatives](/products/exstats/alternatives) * [Built with](/products/exstats/built-with) * [Team](/products/exstats/makers) * [Awards](/products/exstats/awards) * More Free Options Launch tags:[Browser Extensions](/topics/browser-exten…
- @SEMrush (0): Get measurable results from online marketing [4.4(39 reviews)](/products/semrush/reviews) [SEO tools](/categories/seo-tools)[Keyword research tools](/categories/keyword-research)
- @Wope (0): New Generation of Marketing Suite [5.0(20 reviews)](/products/wope/reviews) [SEO tools](/categories/seo-tools)[Keyword research tools](/categories/keyword-research)
- @Screpy (0): AI-based SEO & website analysis tool. [4.8(118 reviews)](/products/screpy/reviews) [SEO tools](/categories/seo-tools)[Keyword research tools](/categories/keyword-research) [Branalyzer Brand's Instant Analyzer](/products/banalyzer-brand-s-instant-analyzer) Analyze brand Traffic,…
- @AppstoreSpy (0): Find insights about apps, niches and keywords [5.0(8 reviews)](/products/appstorespy/reviews) [Data analysis tools](/categories/data-analysis)[Keyword research tools](/categories/keyword-research) [View more ](/products/exstats/alternatives)
Stepfun 在 Product Hunt 上二次发布 Step 3.7 Flash，这是一款 Apache 2.0 开源权重的高速代理型模型，支持视觉、编码、搜索、工具调用、256K 上下文和约 11B 激活参数，号称可达 400 TPS。
Stepfun
受众观点：① 想降低推理成本、又需要高 TPS 和长上下文的 AI 产品开发者。② 正在评估 OpenAI、DeepSeek 等闭源模型与开源权重混合部署方案的工程师。③ 对多模态 agent、工具调用链路有实战需求，希望找到适合自托管或云托管开源模型的独立开发者。
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- @Overview (0): * [Launches2](/products/step-3-5-flash#launches) * [Reviews](/products/step-3-5-flash/reviews) * [Alternatives](/products/step-3-5-flash/alternatives) * [Team](/products/step-3-5-flash/makers) * [Awards](/products/step-3-5-flash/awards) * More This is the 2nd launch from Stepfun…
- @OpenAI (0): APIs and tools for building AI products [5.0(757 reviews)](/products/openai/reviews)
- @DeepSeek (0): Open-source LLM optimized for advanced reasoning and code [4.9(41 reviews)](/products/deepseek/reviews)
- @fmerian (0): [Kilo Code](/products/kilocode)