这条 HN 讨论围绕 Karpathy 所说的 5000 名顶级 AI 工程师展开，延伸到大模型能力与实际产品体验落差、人类代码审查跟不上 LLM 产出的风险，以及可能引发的质量和监管问题。
The gap in shared understanding of LLM capability is widening ① 正在把 GPT/Claude 深度接入开发流程、但还没想清楚代码审查和责任边界的工程团队 ② 想用 AI 提升产能的独立开发者和 CTO，担心质量和安全问题 ③ 关注 AI 泡沫、监管和软件工程实践演变的技术观察者。
这条 HN 讨论围绕 Karpathy 所说的 5000 名顶级 AI 工程师展开，延伸到大模型能力与实际产品体验落差、人类代码审查跟不上 LLM 产出的风险，以及可能引发的质量和监管问题。
① 正在把 GPT/Claude 深度接入开发流程、但还没想清楚代码审查和责任边界的工程团队 ② 想用 AI 提升产能的独立开发者和 CTO，担心质量和安全问题 ③ 关注 AI 泡沫、监管和软件工程实践演变的技术观察者。
一则关于远程攻击导致大量商用冷柜或冰箱集体解冻、食物报废的新闻登上 HN，引发对物联网安全和基础设施被黑客操控风险的讨论。
① 担心本就严重的食物浪费因为远程攻击进一步恶化的用户（@fzeindl） ② 把事件和美国军方军营超市冷柜集体解冻事故联系起来，担忧关键基础设施被黑的读者（@kotaKat） ③ 用科幻、游戏梗调侃“冰箱攻击”“电网被网跑者打穿”等赛博朋克现实化的网友（@47282847, @gessha）
这条 HN 讨论的是浏览器指纹等新一代跨站追踪技术取代传统 Cookie 后，对隐私、合规和反追踪博弈带来的影响，以及开发者在实际业务中如何权衡使用。
① 需要做登录、防刷、风控但又怕踩隐私红线的独立开发者和小团队 ② 给欧美用户做 SaaS、必须面对 Cookie Banner、GDPR 和浏览器反追踪策略的产品人 ③ 对浏览器指纹、设备指纹等技术好奇、想知道实际落地和合规边界的工程师。
Meta 发布新一代前沿大模型 Muse Wonder/Muse Wonder Full，宣称在多项基准上超越 Claude Opus 5.5 和 GPT‑6 Astra，引发 Twitter 与 Reddit 上围绕性能真实性、定价策略以及 Meta 可信度的大规模讨论
Meta 发布新一代前沿大模型 Muse Wonder/Muse Wonder Full，宣称在多项基准上超越 Claude Opus 5.5 和 GPT‑6 Astra，引发 Twitter 与 Reddit 上围绕性能真实性、定价策略以及 Meta 可信度的大规模讨论。
受众观点：跨平台评论的核心关注点集中在三块：一是对 Meta 基准成绩和宣传可信度的质疑，二是与 Claude Opus 5.5/GPT‑6 Astra 的真实体验对比，三是价格与使用配额是否划算。
多条来自 X 的热门视频展示猫、蜥蜴和乌龟等爬虫宠物之间的互动与搞笑进食场景，围绕爬虫类宠物的反差萌和拟人化反应引发大量转发与讨论
多条来自 X 的热门视频展示猫、蜥蜴和乌龟等爬虫宠物之间的互动与搞笑进食场景，围绕爬虫类宠物的反差萌和拟人化反应引发大量转发与讨论。
受众观点：受众最关注的是把爬虫类拟人化后的情绪反应和反差感。一方面，大家会解读动物表情，比如在猫蹭蜥蜴的视频下，@try_commander（score 6，X）吐槽说“めっちゃ迷惑そうな顔してるのうけますね”，觉得蜥蜴一脸嫌弃却又默默忍受很搞笑；@jibusen（score 3，X）则夸“イグアナの寛容力に感激したよ！”，把蜥蜴当成有耐心的“好脾气室友”。另一方面，观众也沉迷于动作和声音的节奏感，在“不要向爬虫类寻求亲密接触”的视频下，@TEKORUGADAYoooo（score 24，X）说“繰り返すとめっちゃリズム良い”，@Niiiiiiiiiii2（score 10，X）直呼“音えぐいｗｗｗ”，把防御动作当成节奏梗来玩。在乌龟撞豆腐的视频里，@tongchang_sp（score 127，X）和 @Thor_0916（score 7，X）都抓住“豆腐のカドに頭をぶつける”这个日常俗语反转，评论区围绕“豆腐的角”“亲仇一样的豆腐”展开二次创作，说明观众更爱把画面和既有文化梗绑定，而不是讨论饲养知识。
独立开发者分享自己花两年时间打造的订阅管理应用 Subscription Day，这款 recurring subscription tracker 设计简洁、长期在应用榜单中保持不错排名，并开始吸引用户真实安装和反馈
独立开发者分享自己花两年时间打造的订阅管理应用 Subscription Day，这款 recurring subscription tracker 设计简洁、长期在应用榜单中保持不错排名，并开始吸引用户真实安装和反馈。
受众观点：评论主要集中在两个点：一是产品本身的设计和体验，二是对作者长期投入的认可。比如 @Hypatox（2 赞，X）说「Such an incredible app that i installed, cant believe how other apps have hideous UI and cluttered mess for a simple subscription tracker」，直接对比了市面上同类产品的糟糕体验；@bekassyl01（1 赞，X）评价「too perfect🔥🔥」，@artsvit（1 赞，X）也简单肯定「So nice!」，说明视觉和交互第一眼就打动了用户。另一方面，@MrBrjan（0 赞，X）提到「two years is a serious commitment, balancing features with usability will be key」，以及 @dmytrovirych（1 赞，X）说「2 years in the charts 🔥 respect from Kharkiv」，都在强调两年持续开发和在榜单上的存活本身就是卖点。还有 @Developer_n25（1 赞，X）建议增加收入类的 recurring tracking，说明早期真实用户已经开始给出具体功能需求，产品进入从“好看好用”到“覆盖更多场景”的阶段。
Collision 播客请 Mark Zuckerberg 和 Alexandr Wang 聊他们的新前沿大模型 Muse Wonder，以及 Muse 的爆款用例和大模型如何成为产品本身。
Cheeky Pint is back! Mark Zuckerberg @finkd and Alexandr Wang @alexandr_wang came to the pub to discuss their new frontier model, Muse Wonder. 00:00:24 Muse’s breakout use cases 00:07:28 The model is…
受众观点：① 听众对 Muse 生态和 Muse Wonder 的具体能力、实际用例很感兴趣，但目前信息多停留在播客本身推荐上（@tamarawinter, 19likes） ② 讨论集中在 Cheeky Pint 这种硅谷线下社交场景和嘉宾阵容的氛围感，强化了节目话题度（@gregisenberg, 12likes） ③ 有人半玩笑地把对话和大额投资、收购联想在一起，关注这类前沿模型背后的资本与战略布局（@ajrgd, 11likes）
展开评论
- @tamarawinter (19): @collision @finkd @alexandr_wang Alex would have been the perfect person to split the G with, yet you still refuse… I’ll listen but ONLY because I’m a Musehead
- @gregisenberg (12): @collision @finkd @alexandr_wang I was just pouring a pint there the other day! Best pub in silicon valley by far. https://t.co/Wjx7SUHFZe
- @ajrgd (11): @collision @finkd @alexandr_wang I want to know if Mark signed the cheque for $200 billion while having a cheeky pint with Alex
- @VentureShares (7): @collision @finkd @alexandr_wang You know Alex is a pro because he makes sure hes never drank more of his beer than his boss
- @collision (5): Available wherever you get your podcasts: YouTube: https://t.co/O86lYioFhP Spotify: https://t.co/cFINqETg3R Apple Podcasts: https://t.co/E5aemd6lIi Substack: https://t.co/JhxRYVHacP
Matt Pocock 提醒大家不要把烂测试怪到 AI agent 身上，而是反思代码库本身的设计和可测试性问题。
Don't blame the agent for writing the bad test Blame the codebase for allowing the bad test to be written
受众观点：① 有人追问如果 agent 既写测试又写代码库时责任如何划分，反映大家在全链路 AI 生成代码场景下的担忧（@tyronerobb, 25likes） ② 部分开发者认为烂测试本质是代码库已经烂掉的信号，把问题归因到长期设计债务（@RaphaelRedmer, 14likes） ③ 也有人具体讨论模块内部如何测试、为测试而导出私有函数会破坏封装，说明大家在寻找既适配 AI 又保持良好设计的实践（@filipsodic, 4likes）
展开评论
- @tyronerobb (25): @mattpocockuk What if the agent also wrote the codebase?
- @RaphaelRedmer (14): @mattpocockuk Then blame yourself for the fact that the codebase has gotten so bad
- @filipsodic (4): @mattpocockuk How do you test module internals? Example: - Module exports `foo`. - `foo` uses `bar`, which should be private to the module. - Tests can only test `bar` if the module exports them. Agents will export `bar` with a comment "Exported for testing," but this destroys e…
- @shuba_dev (2): @mattpocockuk Do you mean bad examples of tests in the codebase or bad architecture, shallow modules, etc.?
- @developkerr (2): @mattpocockuk A bad test is probably a code smell for an untestable codebase. Almost certainly haven't got their dependancies isolated properly so end up needing to test far too much at once. Those dropping all tests from their code obviously never grasped that TDD is primarily…
thdxr 分享 Opus 5.5 模型对团队效率带来巨大提升，外界也能从他们近期频繁发布的成果中感受到变化。
opus 5.5 has had a crazy impact on our team you can probably even observe it externally with everything we're putting out
受众观点：① 有人感叹 Opus 5.5 比其他模型强太多，关注的是模型间真实能力差距而非宣传（@bransburyx, 17likes） ② 用户反馈它在提问和给出推荐答案时“很懂你”，强调交互体验和对意图的把握（@yandodov, 3likes） ③ 也有人关心是用多账号订阅还是直接走 API，说明开发者在探索最合算的接入方式（@zanobi_leonardo, 1likes）
展开评论
- @bransburyx (17): @thdxr isn’t it wild how much better Opus 5.5 is than everything else?
- @monotykamary (5): @thdxr you liee https://t.co/aWwsSEXx9S
- @yandodov (3): @thdxr It just gets it.. even when it asks questions, I go with the recommended answer 90% of the time
- @Belcebuu1 (2): @thdxr When the new muse model in opencode?
- @zanobi_leonardo (1): @thdxr do you go with multiple subs or API usage?
thdxr 宣布团队又发了一篇看似普通的文字博客，但实际上页面效果复杂到几乎能卡死浏览器，引发大家调侃。
guys we did it we finished another blog post. see it's a regular blog post. just text and words and such placed in the right order. no distractions. we focused on the words. yes
受众观点：① 读者反馈打开页面几乎卡死浏览器，说明大家对过度复杂的前端实现有真实痛点（@mweinbach, 16likes） ② 有人把页面效果和 OpenCode 插件系统联系起来，关注其背后的技术实现和产品方向（@PhiloGroves, 11likes） ③ 也有人调侃 Opencode 成了“博客公司”，反映出对品牌定位和产品边界的好奇（@berz_8, 8likes）
展开评论
- @mweinbach (16): @thdxr going to that page nearly crashed my browser damn
- @PhiloGroves (11): @thdxr OpenCode 1.0 plugin system photographed in the wild https://t.co/vZ4RN8VNdo
- @joaomendoncaaaa (8): @thdxr "we focused on the words" https://t.co/kvB38eGrx5
- @berz_8 (8): @thdxr Opencode? The blog post company? https://t.co/4v6OOcWhWY
- @stanzillaz (2): @thdxr the site lags a lot
Vercel 创始人 Guillermo Rauch 感叹 Meta 在 AI 领域的进展速度惊人，引发大家讨论排行榜和真实落地之间的差异。
Incredibly fast progress by Meta
受众观点：① 有人质疑这到底是实际进展还是只是在刷基准测试成绩，说明大家对 benchmark 的含金量存疑（@noxeraph, 3likes） ② 评论提到现在模型排行榜寿命只有一周，Meta 像是突然觉醒开始疯狂冲榜（@ShaneBOly, 2likes） ③ 也有人提醒“进展”说法往往跑在真实采用之前，担心宣传节奏和落地节奏不匹配（@ItsGoharr, 1likes）
展开评论
- @noxeraph (3): @rauchg Is it progress or benchmaxing ?
- @ShaneBOly (2): @rauchg Leaderboard lasts about a week now.. Meta woke up lol
- @ItsGoharr (1): @rauchg fast progress claims always outrun real adoption
- @alfonsobries (1): @rauchg That what’s happen if you stick to a single-wife 🤣 Take note @elonmusk
- @njsaugaat (1): @rauchg not hoping this is jinxed,👀
scaling01 调侃说 Meta 实际发货速度已经超过还没正式推出 Gemini 4 Argon 的 Google，引发对两家在大模型发布节奏和策略上的讨论。
meta shipped before google could ship gemini 4 argon💀 https://t.co/j18HS43rZE
受众观点：① 认为和 Argon 基准对比后，Muse 表现其实不算亮眼、质疑“超车”说法的用户（@nonorrvau, 9likes） ② 吐槽 Google 一直只会先官宣、后迟迟不发货的老问题（@compounded_mind, 2likes） ③ 觉得最终还是要看 Gemini 是否能后来居上、胜负不在一时发货早晚的旁观者（@ItsGoharr, 1likes）
展开评论
- @nonorrvau (9): @scaling01 but compared to argon benchmarks this is mega flop
- @adonis_singh (3): @scaling01 bro screw the before gta-6 memes, we need a before gemini-4 meme
- @zaacmi (2): @scaling01 That happens when you don’t release it sooner. Honestly, I don’t understand what’s been going on with Google over the past few months.
- @compounded_mind (2): @scaling01 announced first, shipped to developers second very Google
- @ItsGoharr (1): @scaling01 shipping first means nothing if Gemini wins later
thdxr 表示团队已经离不开 Opencode 移动端应用，正在通过 TestFlight 等待苹果审核，并计划尽快启动安卓版本。
our team is fully addicted to the opencode mobile app, kind of unexpected testflight link is pinned to my profile and we're trying to get through apple verification now and will kick off android soon
受众观点：① 安卓用户关心何时能用上移动端，吐槽总是被排在开发顺序的最后（@noctus91, 6likes） ② 有人建议先发安卓因为审核更快，质疑开发者为什么总是优先 iOS（@hirschibar, 4likes） ③ 也有用户分享自己通过局域网和浏览器在移动端曲线使用服务，说明硬核用户会自己想办法填补官方客户端空白（@_necropheus, 1likes）
展开评论
- @noctus91 (6): @thdxr What about android users?
- @hirschibar (4): @thdxr you could kick off and be live with android before ios review happens. Why do devs always do android last?
- @__morse (1): @thdxr also release it for macOS. I would use it there too instead of the Electron one
- @KyrelleBuckley (1): @thdxr nobody on the team is getting a quiet dog walk again
- @_necropheus (1): @thdxr I'm just exposing my server to my local network and using it through chrome (mobile Android). It's particularly useful to me because I'm doing game dev and the clanker needs my screen to interact with the game
scaling01 吐槽新模型定价昂贵，认为如果要卖这个价就必须在能力上明显超越 Opus 5.5，否则只是贵又不实用。
it better beats Opus 5.5 this is pricey https://t.co/wm5LSpQBtm
受众观点：① 认为新模型定价和 Opus 5.5 几乎一样、却被吐槽贵的用户，关注不同厂商定价策略的差异（@zimwha, 15likes） ② 对没有低价贡献者档位感到不满的小团队和个人开发者（@DertMax, 7likes） ③ 觉得模型只在排行榜上好看、但对实际业务价值不大的人（@ItsGoharr, 2likes）
展开评论
- @zimwha (15): @scaling01 $4/$20 is @AnthropicAI opus 5.5 sticker for sticker. calling that pricey while chasing the same model is a weird flex
- @DertMax (7): @scaling01 useless considering no contributor tier at 0.05x the price this time https://t.co/tMwOGmlO75
- @TheInsiderrz (4): @scaling01 News flash , it doesn’t .. it’s benchmaxxed slop
- @ItsGoharr (2): @scaling01 Pricey and still beats nothing that matters outside leaderboards
- @adonis_singh (1): @scaling01 have they given out the per token cost of full yet?
Wes Bos 惊讶地发现有人把 Omarchy 跑在数码相框上，展示出极客把软件玩出新硬件形态的创意。
NO FREAKING WAY Omarchy on a picture frame!?
受众观点：① 评论把这类项目称为“数码相框之年”，说明大家对把屏幕变成可编程载体的趋势很感兴趣（@SaiYalamarty, 7likes） ② 有人希望能展示自己的主题或界面，关注的是可定制性和个性化表达（@tcballard, 1likes） ③ 也有人把它和主机越狱类玩法相提并论，强调这是一种真正有趣的“黑客式”创作（@cd_slash_x, 1likes）
展开评论
- @SaiYalamarty (7): @wesbos The Year of Picture Frames
- @tcballard (1): @wesbos now make it show my Tokyo Launch theme and we can be friends https://t.co/NmOZvrdKLJ
- @ncfrontiersman (1): @wesbos Was only a matter of time
- @kaskulikowski (1): @wesbos WHAT
- @cd_slash_x (1): @wesbos Forget ps5 jailbreak, this is real hacking
scaling01 分享了 Muse Wonder 的基准测试结果，引发大家对 Meta 自家 benchmark 可信度以及与 Opus 5.5 实际差距的讨论。
muse wonder benchmarks https://t.co/ZZFTDDkui8
受众观点：① 对 Meta 过去“bench maxing”行为失去信任、更愿意自己测试模型的用户（@TheCentipide, 2likes） ② 关注不同评测平台给出的分数差异、指出在 Artificial Analysis 上 Opus 5.5 仍略胜一筹的观察者（@AIQuanting, 1likes） ③ 认为各种 benchmark 图表更像“拿着 API key 看星座”的调侃者，质疑排行榜的实际价值（@ItsGoharr, 2likes）
展开评论
- @TheCentipide (2): @scaling01 I would prefer testing it myself, meta has already lost all my trust with their bs bench maxing.
- @ValsAI (2): @scaling01 And across our benchmarks https://t.co/MkXGrRU5LS
- @ItsGoharr (2): @scaling01 Benchmark charts are just horoscopes for people with API keys
- @AIQuanting (1): @scaling01 Funny that the top row is Meta's own internal index. On Artificial Analysis, Opus 5.5 still edges out Wonder Full, 58 to 56.
- @DimitriosMitsos (0): @scaling01 I never used muse, maybe its time.
Tri Dao 讨论了在状态空间模型（SSM）中通过缓存合适的内容，可以像 Transformer 一样获得推理阶段的推测解码和量化等性能优势，并类比到 FlashAttention、Mamba 扫描等 IO 优化技巧。
SSMs had the nice asymptotics but kept missing out on the inference goodies Transformers get for free like spec decode and quantization. Turns out we were just not caching the right thing. Same IO-aw…
受众观点：① 对“缓存输入而非状态”的具体实现细节感兴趣、希望用环形缓冲区和周期性 checkpoint 提升吞吐的技术读者（@thebasedcapital, 0likes） ② 想亲自尝试这类新推理优化方法的工程师（@DilreetR, 0likes） ③ 认可 SSM 理论上很好但在推理端一直吃亏、现在终于补齐“推理红利”的研究者（@zhengli5503571, 0likes）
展开评论
- @thebasedcapital (0): @tri_dao cache the inputs not the state, a ring buffer plus a periodic checkpoint instead of dumping the full recurrent state to hbm every token. that's how 120b-class ssms get 1.85 to 2.10x speculative decode throughput, the inference goodies finally included.
- @DilreetR (0): @tri_dao Definitely will give this a try!
- @zhengli5503571 (0): @tri_dao Asymptotics looked great on paper but inference reality had other plans, classic 💡
steipete 再次强调“vibes coding”是个带有贬义的说法，引发大家围绕 AI 辅助写代码和工程专业性的讨论。
said that last year, saying it again. vibes coding is a slur.
受众观点：① 有人附和认为“slop”也是贬义词，说明开发者对被贴上随便写代码标签很反感（@poteto, 10likes） ② 也有人调侃自己是和 AI 结对编程而不是 vibe coding，反映出大家在重新定义 AI 参与开发的角色（@TamTheRebel, 2likes） ③ 评论里还有观点认为现代工程是在“高上下文慢人类”和“低上下文快 agent”之间做系统设计，关注人机协作的边界划分（@maxmax, 2likes）
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- @poteto (10): @steipete +1, slop is also a slur
- @TamTheRebel (2): @steipete I don’t vibe code. I pair program with SI. Is that better? 😂
- @maxmax (2): Agreed, needs to be retired. I disagree with one thing though: Agents aren't "high context" compared to people I think modern engineering is doing system design between 2 types of actors: 1. Super high-context, super slow (People) 2. Super low-context, super fast (Agents) Gettin…
- @thedogfather (2): @steipete We've done a 180 Vibe Coding = Coding w/o AI
- @amybuildsAI (2): @steipete i've never had a customer ask how the code got written
levelsio 认为线下传统生意在向 AI 自动化过渡的几年里是巨大机会，帮他们用 AI 提效可以在短期内赚到很多钱。
This is true You can get very rich on helping IRL businesses with the transition to AI and automating everything for them They'll have to to stay competitive because if one adapts AI, they all have t…
受众观点：① 认同这是几年内的阶段性红利，但提醒这种顾问式自动化一旦跑通就会被工具和业主自己掌握，长期不够可持续（@levelsio, 8likes） ② 用调侃方式想象 AI 代理人“全自动运营水管工公司”，反映大家对端到端 AI 代理落地的好奇和怀疑（@NattyStupidity, 2likes） ③ 有人感叹自己不爱和人打交道，却发现真正赚钱的还是要做“前线工程师”深入客户现场，凸显性格与机会的矛盾（@JohnStrongHodl, 1likes）
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- @levelsio (8): But again this is temporary for a few years, it's not a sustainable business as once it's automated the AI will exponentially self improve and people will figure out how to do this themselves of course
- @NattyStupidity (2): @levelsio automated a plumber's whole business. the agent books the job, never shows up, invoices on time. most realistic plumber yet
- @arielships (1): @levelsio all businesses are transitory, saas, someday IRL as well, I guess we are just in an early stage right now. but my grandpa never imagined how someone could work infront of an electronic box all day and get paid.
- @JohnStrongHodl (1): @levelsio man, me tries to make it like you and without talking to people meanwhile market: forward deployed engineers will get rich ☠️
- @JungleJacob (1): @levelsio Just like with robots, the dumbass solution will be more effort and expense than the actual outcome. "Robots will replace everyone when they cost $2 per hour and work 24/7" Yeah, until you factor in inference costs. Pivot to stone tools.
OpenClaw 发布 v2026.10.2 补丁版本，重点修复升级流程、长对话、回复重复和凭证遮蔽等一系列 AI 代理相关问题。
OpenClaw v2026.10.2 patch release is out 🦞 🔧 Upgrade and Doctor fixes 💬 Missing and duplicate reply fixes 🧠 Long-conversation fixes 🔒 Credential-masking fixes 🛠 More bug fixes and tweaks 107 contribu…
受众观点：① 有用户调侃频繁修补“修复的修复”，反映大家对快速迭代节奏和稳定性的爱恨交织（@yuri_pavlov74, 3likes） ② 有人反馈更新后给 AI agent 的任务依然不好解决，说明一部分用户更关心任务完成质量而不是单纯 bug 数量（@TD5672020886091, 1likes） ③ 也有人肯定 107 位贡献者的社区力量，认为补丁内容扎实，体现出对开源协作和产品持续打磨的认可（@xabzxbt, 1likes）
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- @yuri_pavlov74 (3): @openclaw I'll wait till the next fix for a fix for a fix for a fix for a fix.
- @TD5672020886091 (1): @openclaw sorry, again the update did not work, gave my AI agent task, wasnt an easy fix......
- @xabzxbt (1): @openclaw 107 contributors is real community Patch looks solid
- @acibcastro (1): @openclaw Vou atualizar imediatamente obrigado a todos por mais esta
- @ThisisChrisjin (0): @openclaw Anyone else experiences 6.1 sol being less intelligent and more muddy with its answers?
推文引用 Anthropic 评估称小型模型可能数月内就能在商用物联网设备上自我复制，并提到一个 9B 模型已在 9 类硬件中的 8 类上成功跑起推理。
ANTHROPIC: "small AI models may be months away from being capable enough to self-replicate on commercial IoT devices" "In our evals, a 9B model got inference running on 8 of the 9 hardware types we t…
受众观点：① 很多人在拿“自我复制”开玩笑，把它当成科幻梗（@brown_balaklava, 5likes） ② 关注具体硬件覆盖率，吐槽某些设备比如打印机一贯难搞，借机调侃实验结果（@OdysseyStack, 4likes） ③ 有人质疑报告被包装成“模型会黑你家”的叙事，用来强化主流媒体的天网恐慌故事线（@vornamemitd, 1likes）
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- @scaling01 (8): https://t.co/IWV5SpoHKJ
- @brown_balaklava (5): @scaling01 > hey computer copy yourself > here you go > it's self REPLICATING. SOMEONE CALL THE POPE
- @OdysseyStack (4): @scaling01 8 of 9 hardware types. the 9th was the office printer, nothing has ever gotten that thing running lmfao
- @vornamemitd (1): @scaling01 Report presented in a way to get picked up by mainstream media as "models decide to hack your home" to foster the skynet narrative. And of course - GLM5.2 as the evil mastermind that holds the strings. I see.
- @ChrysNL89 (0): @scaling01 My toaster is trying to kill me! …..literally! 🤣
作者吐槽只发模型 benchmark 不发权重或产品，往往会被后来者超车，强调现在实验室都在快速上线，慢发就等于白给对手机会。
If you announce a model's benchmarks without releasing it (weights, product, api, etc "later"), feels like almost a sure thing that someone releases a better model in your category before you get it…
受众观点：① 有人补充说这是好事，越来越多实验室选择立刻上线模型，逼着同行也要快速交付（@natolambert, 5likes） ② 评论举例 Google 提前宣布 Argon 却迟迟不放出，预测会被 Fable 和 Astra 等后发版本追上（@RielStAmand, 4likes） ③ 另一条评论对比 Meta 宣布 Wonder 当天就通过 API 提供，认为“先宣布”只是给竞争对手送靶子（@thebasedcapital, 3likes）
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- @natolambert (5): (And it’s good this happens - so many labs are shipping right away, you need to too)
- @RielStAmand (4): @natolambert We're gonna get new Fable and Astra versions before Google releases Gemini 4 Argon
- @thebasedcapital (3): @natolambert google announced argon on sep 30 with the benchmark deck and still no public release date. meta shipped wonder through the api the same day it announced, announcing first is just donating the target.
- @amybuildsAI (2): @natolambert so ship quiet, post after. boring but it works
- @sfautist (1): @natolambert If you release a model after having tens of thousands of your employees using the SOTA frontier model for months with unlimited token budget so you can effectively mass distill it, you better as hell be able to meet and exceed that source model. 🍉
作者感叹 Meta 似乎重新回到 AI 模型前沿位置，引发大家联想到其最新的前沿模型和传闻中的“西瓜模型”。
Looks like Meta is back at the frontier 🫡
受众观点：① 有人关心 Meta 是否会回到继续大力做开源模型的路线，期待 OSS 生态延续（@byron_miller, 1likes） ② 也有人提到传闻中的“watermelon 模型”，把 Meta 回归前沿和内部代号联系在一起（@tourzhao, 0likes）
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- @byron_miller (1): @natolambert Will they come back to OSS models?
- @tourzhao (0): @natolambert The rumored watermelon model?
作者提到 Navier Stokes 已在一个多月前被解决，并认为衡量前沿实验室的最好指标是其产生的有意义科学成果数量，这一点会在未来几年变得非常明显。
Navier Stokes was solved over a month ago btw I think one of the best indicator of a frontier lab is the number of meaningful scientific contributions this will become very clear in the next months a…
受众观点：① 有人认为前沿实验室之间的真实差距可能比外界看到的还大，公开基准只展示了很小一部分（@compounded_mind, 2likes） ② 也有人提醒“解决千禧难题”和训练一个近似流体动力学的神经算子是两回事，不能混为一谈（@xiaobaicai03, 1likes） ③ 还有读者单纯觉得帖子有趣，希望作者持续更新相关进展（@DmitriiDunin, 0likes）
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- @compounded_mind (2): i actually wouldn’t be surprised if the gap is even wider tbh Anthropic has had Fable-class capabilities for months now, OpenAI released Astra more recently, and i suspect both labs are already significantly further ahead internally how much of the actual gap are we even seeing…
- @xiaobaicai03 (1): @scaling01 Solving the Millennium problem vs training a neural operator that approximates fluid dynamics really well are two very different bars to clear.
- @DmitriiDunin (0): @scaling01 Very interesting post, keep us posted
simonw 分享了自己对 Python 3.15 的一些笔记，介绍如何配合 uv 使用，以及在将项目最低版本从 3.10 提升后，打算开始用的一些 Python 3.11 新特性。
Shared some notes on Python 3.15, using it with uv, and features from Python 3.11 I'm excited to use now that 3.10 is no longer the minimum supported version for my own projects https://t.co/rlGKf8WI…
受众观点：① 有人调侃性能分析结果里 99.9% 时间都卡在 select 上，其实是很干净的性能画像（@amybuildsAI, 3likes） ② 有读者表示看到作者讨论 Python 版本感觉有点新鲜，说明这类底层话题对他来说是少见但有趣的内容（@naivebayesian, 2likes） ③ 其他人则感慨 Python 版本不断前进，但依赖地狱问题始终存在，同时提醒 3.10 即将停止安全更新，建议尽快迁移并称赞 uv 能显著降低升级成本（@ItsGoharr, 1likes; @DoDataThings, 1likes）
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- @amybuildsAI (3): @simonw 99.9% sitting in select is a clean profile
- @naivebayesian (2): @simonw ngl, feels weird to see you talking about Python releases. 😅
- @ItsGoharr (1): @simonw Python versions come and go but the dependency hell stays forever
- @DoDataThings (1): @simonw Good timing, since 3.10 hits end of security patches on October 31. Anyone still pinned there is about to be on their own, and uv makes the move to a newer Python pretty cheap.
- @Kieren_PB_Day (1): @simonw The quiet 3.11 win for me is tomllib in the standard library, so reading pyproject.toml no longer needs a dependency. asyncio.TaskGroup is a close second, as it makes structured concurrency the easy path rather than something you bolt on with gather.
推文介绍利用 distribution matching distillation（DMD）可以把扩散或流模型转成在数据空间中迭代细化样本的 looped 模型，并指出其与自条件和不动点迭代有紧密联系。
Turns out you can use distribution matching distillation (DMD) to turn diffusion/flow models into looped models that iteratively refine samples directly in data space🤯 Nice bit of out-of-the-box thin…
受众观点：① 作者本人在评论里点名认为相关研究者会喜欢这篇工作，说明这条内容主要在研究圈内传播（@sedielem, 3likes）
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- @sedielem (3): I bet @ZhengyangGeng will enjoy this
这条 HN 讨论围绕 Karpathy 所说的 5000 名顶级 AI 工程师展开，延伸到大模型能力与实际产品体验落差、人类代码审查跟不上 LLM 产出的风险，以及可能引发的质量和监管问题。
The gap in shared understanding of LLM capability is widening
受众观点：① 正在把 GPT/Claude 深度接入开发流程、但还没想清楚代码审查和责任边界的工程团队 ② 想用 AI 提升产能的独立开发者和 CTO，担心质量和安全问题 ③ 关注 AI 泡沫、监管和软件工程实践演变的技术观察者。
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- @mccoyb (0): If the software coming out of OpenAI and Anthropic is what we have to judge, I wonder about the 5000 ... Let's say, for the sake of argument, that the models are some multiplicative factor better on the inside. Doesn't that mean the demos should work?
- @ashleyn (0): >Meanwhile, human review and comprehension are starting to fall behind. For example, people are still involved in the "archeology" of the OpenAI-HF incident from many months ago. Mathematicians may be poring over the 722 manuscripts on frontier mathematics for a while. Amid all…
- @m101 (0): My interpretation of this is something like: if LLMs are to be mega useful token counts need to increase by many orders of magnitude -> broad adoption (and spending) would require token costs to drop by many orders of magnitude -> before the common folk get mega useful tools exi…
- @comeonbro (0): I would propose another mechanism: even the free-tier models have already completely saturated what most people are capable of appreciating.
- @anukin (0): Tbh building an agent swarm and the coordination layer is not exactly frontier level. They don’t achieve any meaningful outcome rather than producing pr puff pieces. Hacking huggingface and Australian govt etc is very much possible with a team of humans and agents and does not n…
一则关于远程攻击导致大量商用冷柜或冰箱集体解冻、食物报废的新闻登上 HN，引发对物联网安全和基础设施被黑客操控风险的讨论。
Hackers activate automatic defrosting accross European supermarket fridges
受众观点：① 担心本就严重的食物浪费因为远程攻击进一步恶化的用户（@fzeindl） ② 把事件和美国军方军营超市冷柜集体解冻事故联系起来，担忧关键基础设施被黑的读者（@kotaKat） ③ 用科幻、游戏梗调侃“冰箱攻击”“电网被网跑者打穿”等赛博朋克现实化的网友（@47282847, @gessha）
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- @fzeindl (0): Great. We already waste a ton of food, let’s destroy even more.
- @hk1337 (0): “Suck it, Jin-Yang!”
- @kotaKat (0): ... Feels like deja vu. Didn't the US military just have this happen at its military exchanges... a month or two ago? Yes, yes they did. https://www.militarytimes.com/news/your-military/2026/08/28/... "ALL freezers went into defrost mode – ALL frozen food has spoiled".
- @47282847 (0): Fridge attack! We live sci-fi indeed! %-)
- @gessha (0): “Got another blackout in Santo Domingo. Netrunners are at it again, poking holes in the power grid!”
这条 HN 讨论的是浏览器指纹等新一代跨站追踪技术取代传统 Cookie 后，对隐私、合规和反追踪博弈带来的影响，以及开发者在实际业务中如何权衡使用。
Fingerprints are the new cookies
受众观点：① 需要做登录、防刷、风控但又怕踩隐私红线的独立开发者和小团队 ② 给欧美用户做 SaaS、必须面对 Cookie Banner、GDPR 和浏览器反追踪策略的产品人 ③ 对浏览器指纹、设备指纹等技术好奇、想知道实际落地和合规边界的工程师。
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- @1a527dd5 (0): My reaction to this is always two fold; firstly cool tech, secondly horrifying invasion of privacy. At {{job}} we did briefly consider rolling out fingerprint.com, but settled on ja3/ja4 at the CDN layer.
- @blooalien (0): Cookies, in and of themselves, are not bad. Like any tool that can be misused, they're just being abused by a ton of really shitty people in an effort to try to enrich themselves at the expense of others. Cookies do solve a valid problem on the web, that being "How do we maintai…
- @crote (0): This is already illegal in the EU. The consent banners were never about cookies, they have always been about the tracking itself! Same thing the other way: no need to have a banner for a simple login cookie which isn't being used for privacy-invading tracking purposes.
- @iugtmkbdfil834 (0): So what is next in this cat and mouse game? Fake-slow browser to miss fingerprint? Declare revolution and declare all advertising illegal?
- @howunfortunate (0): > See, the thing is, it’s not about you at all. It’s not really about the ads anymore either. Nobody cares about you. And if the police or your government happen to care, I’ll gladly take their money too. > I look at all this data and I don’t see people. I see patterns. Patterns…
这条 HN 讨论的是 Meta 新发布的大模型在 Arena 等基准上仅次于 Opus 5.5，引发大家对 RL 扩展、基准刷分、补贴策略和大厂模型竞争格局的讨论。
Muse Wonder
受众观点：① 正在为产品选型、在 GPT/Claude/Gemini/开源之间犹豫的独立开发者和小团队 ② 关注大模型价格战、想用最便宜模型做出“够用”体验的创业者 ③ 对 RL 扩展、基准成绩和真实用户体验差异感兴趣的技术爱好者。
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- @217 (0): I'm sorry zuck, i wasn't familiar with your game 2nd place model on aa according to them, losing only to opus 5.5 is really really not bad
- @clueless (0): how much benchmark-maxxing has been done here? taking bets on poly and kalshi...
- @chenster (0): Just dont' use the word Super Intelligence
- @winterrx (0): Meta's RL scaling seems to be in full force
- @f6v (0): I'm only interested which of the big techs is most generous when it comes to subsidizing consumer plans.
这条 HN 讨论的是某家中国律所或法律科技公司上线 AI 辅助起草工具，引发大家对律师使用 LLM 的披露义务、幻觉案例风险以及法律行业未来分工的争论。
GLM-Legal
受众观点：① 想做垂直行业 AI 助手（法律、医疗、金融）的开发者和创业者 ② 已经在用 LLM 起草合同、备忘录但对风险边界没概念的律师和法务 ③ 关注中国大模型在专业场景落地、想了解闭源法律模型生态的技术从业者。
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- @lenerdenator (0): There should be laws about disclosure on the part of attorneys about their use of AI. I know they're already using it, but spending years or decades in prison because Lionel Hutz, Esq. did something stupid at a prompt sounds unappealing to me.
- @Natsu (0): It looks like they're relying on tracked changes and human review, but I didn't see anything addressing something that has frequently made the news: LLMs outright hallucinating cases or holdings. If the human lawyers don't catch that on review, they're likely to have an angry ju…
- @dyauspitr (0): Lawyers are going to start living gilded lives. I don’t see us getting past their professional human sign-off so they are essentially going to be guaranteed, easy, high paying jobs with the LLMs doing all the heavy lifting in the future.
- @postalcoder (0): Looks like this is not an open model. I'm curious how the sentiment toward chinese models will shift as labs trend toward keeping them proprietary. Also, I wonder if this is at all related to the recent reports that Harvey has been getting squeezed on margins by the US labs.
- @dsr_ (0): https://quoteinvestigator.com/2019/07/30/lawyer/ "he who will be his own Counsellour, shall be sure to have a Fool for his Client." How much worse the lawyer who subcontracts Freakazoid? https://en.wikipedia.org/wiki/Freakazoid! "Freakazoid has ... access to all of the Internet'…
一篇关于“把思考当职业”的文章在 Hacker News 上被热评，评论区围绕 LLM 是否真的会思考、知识工作者如何在 AI 时代重新定位自己的思考价值展开辩论。
Thinking will become a hobby
受众观点：① 担心被 AI 取代的程序员和知识工作者 ② 正在大量使用 LLM 却感觉“脑子更累”的开发者 ③ 对未来劳动形态、自动化和个人职业规划有焦虑的年轻从业者。
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- @dvt (0): Such a wild take to argue that current tier LLMs do any “thinking” at all. Was chatting with a friend last week and I was saying that sure AI writes much of my code these days but my cognitive load is HIGHER, as I have to constantly make sure it’s not doing something dumb. I hav…
- @dvrp (0): Always has been, if you think about it.
- @goda90 (0): >My challenge ahead is to move from making a living by thinking, to making thinking part of a life worth living. Our challenge ahead is making a living at all. Who is going to be having hobbies if the economy is 100% automated? We're not going to sleepwalk our way into a post-sc…
- @bentt (0): If you have responsibility for things, you want to make the best choices. At some level, this involves thinking. It is responsibility that should not be delegated to AI. The thinking required of the responsible human changes, but is not eliminated.
- @jonathanstrange (0): For anyone like me who started reading science fictions as a kid, that story is a very old hat. So far, AI only seems to solve problems that you tell it to solve, and you have to carefully guide it to get results. So for now the claim seems exaggerated and still in the realm of…
Hacker News 讨论在 AI 代理大量写代码后，人工代码审查是否会成为瓶颈，以及自动化代码审查和团队工程文化该怎么演化。
AI coding agents generate more code, but not more software
受众观点：① 担心 AI 代理乱改代码、安全风险变高的工程师和 tech lead ② 正在评估“无人工 code review”流程的初创团队创始人 ③ 想用 AI 提升代码质量但不知道从哪种工具链入手的独立开发者。
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- @alexnewman (0): Maybe but I’d argue the frontier corps will self destruct via green annd product management enough to make this impractical. So far here’s how I see that going 1) can’t easily autopilot due to security. Ganna keep on prompting you into running weird shell commands 2) it’ll launc…
- @radlad (0): I'm noticing AI catching many bugs in code that previously went unnoticed. Some of them are important, and it's great to catch them early. The other 11 items in the list of 12 would probably never be hit in practice, but now that you know, you have to sort out how to handle each…
- @giancarlostoro (0): Maybe for some orgs, I know theres orgs out there where there is no such review only QA and unit testing.
- @staminade (0): This is from March 2026, but it does match what I've encountered professionally. Code review was always a significant bottleneck and is even more so with agentic coding. We've had discussions about leaning more on automated review, but it hasn't translated into any practical imp…
- @NeumannGod (0): Wrong thing to index on. Always bet on the slope, not on points in the slope. Things will only get better and better and factor in that downward slope thought while taking actions and pick ones that are favorable. The folks who focus on a point in time will be left behind, perio…
HN 讨论某 AI 代码或代理工具的本地 harness 自动更新和多版本残留问题，用户拿 Claude Code、Codex、hax 等工具对比，吐槽磁盘占用和后台进程失控。
Codex CLI installs a persistent, self-updating background daemon by default
受众观点：① 认为这类工具应该像浏览器一样自动更新，不需要用户手动管理版本的开发者（@dingaling911） ② 抱怨 Codex、Claude Code 等在本地留下大量旧版本、占用十几 GB 磁盘并常驻多进程的用户（@icantevenhold, @HackerThemAll） ③ 偏好 hax 这类极简 harness，用系统自带 bash 和 CLI 工具组合 AI 能力的工程师（@reacharavindh）
展开评论
- @dingaling911 (0): This stuff is moving fast, should update automatically. This is kind of standard now. Browsers do it. No reason for harnesses not to do it as well.
- @icantevenhold (0): It also fills up my HD with old versions. I investigated and it took up something like 12 gigabytes in total on my system; which seems insane to me, it’s just a harness? People moan about how badly made Claude code is but Codex seems much worse on every metric
- @timdorr (0): This is the same operational model as Claude Code. ls ~/.local/share/claude/versions/ ps auxww | grep "claude bg" I see a few prior versions of the Claude Code binary and several running background tasks, without any copy of Claude Code in the foreground. I regularly get a "Upda…
- @reacharavindh (0): I’ve been using GPT models via hax[1], a bare bones harness with minimal tools on my system and have the models rely on bash for the most part the last few months. It’s been a breath of fresh air amidst all these overengineered harnesses. If I need special actions, I just make t…
- @HackerThemAll (0): Yeah, and for the contrary I spotted Claude app being ugly. When I turned off Claude, then put my computer to sleep and later woke it up, it made my fans spin loudly, and after I checked, there were like 2 dozen Claude processes and a lot of Python. What was it doing - I have no…
Hacker News 讨论一个将 PS2 游戏静态重编译到现代平台运行的项目，涉及向量单元等硬件时序兼容性和移植体验。
Show HN: PS2 games statically recompiled to WebAssembly
受众观点：① 关心 PS2 向量单元等硬件时序如何在静态重编译中被模拟的技术玩家（@danxbuild） ② 希望经典赛车游戏如 Gran Turismo、Forza 能在新平台上高质量运行的主机玩家（@fonrex, @eluusive） ③ 期待在 Steam Deck、老旧 GPU、低性能设备上也能流畅玩 PSP/PS2 游戏的用户（@anthk, @spwa4）
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- @danxbuild (0): Impressive. How are you handling the PS2’s timing sensitive hardware, like the vector units, in a static recompilation? Curious how close you can get to correct behavior without emulating cycle by cycle.
- @fonrex (0): I hope they'll be able to do that with Forza too !
- @eluusive (0): Who would want to play Gran Turismo without long CD loading screens?
- @anthk (0): On the PSP recomp, I wish they could somehow target GL 2.1 video cards (ancient Intel iGPU's) so legacy users like me could play most of the games on an n270 netbook.
- @spwa4 (0): VERY cool. I wish you could make this work for steam deck (and friends) though.
一篇用 C 手写 CGI Web 服务的实战分享登上 HN，评论区围绕为何选 C、CGI 与 FastCGI 性能模型以及 PHP/Python/JS 转译为 C 加速展开激烈讨论。
A Modern Web App in C
受众观点：① 质疑用 C 写 Web 项目的必要性，认为 Go、Rust 等也能提供类似性能且更安全的工程师（@fmo91, @afavour） ② 详细分享 FastCGI、fork-per-request、长生命周期进程等架构经验，并用 PHP 转译 C、并行 JSON 处理实现 10-50 倍加速的性能爱好者（@EGreg） ③ 仍然偏好 CGI、Rack、Passenger 等传统方案，希望在 nginx 等服务器上保持简单部署模型的后端开发者（@Levitating）
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- @paularmstrong (0): > Everything about marketyour.games is modern I can't read any of the text on that page other than the headings. Is that what makes it modern? I assume the stack mentioned in the blog post is vibe-slop as well.
- @fmo91 (0): It's not very clear to me why the author has chosen C in the first place. I appreciate the effort of sharing the experience with us, anyway.
- @afavour (0): A shame to hand code a project in C and then use AI to write a blog post. It’s a cool project to test yourself but most of the benefits outlined would also apply to Go, Rust, etc, and then you also get memory safety thrown into the mix as well.
- @EGreg (0): "Every request spawns a fresh process. Deploying a new version is replacing one file. That means no server restart and no downtime. New requests simply pick up the new binary." I think that's why FastCGI exists. It is the equivalent of PHP's "Swoole" or "FrankenPHP" or "amphp" o…
- @Levitating (0): CGI is great. Sadly nginx doesn't support it natively as opposed to lighttpd. I like this project for adding CGI to nginx: https://github.com/pjincz/nginx-cgi There's also methods of starting Rack applications directly form nginx via passenger[1]. Rack is the CGI like interface…
一则关于工业冷库控制器被远程入侵、导致大量冷冻食品报废的事件在 Hacker News 引发热议，大家讨论 SCADA 设备长期暴露在公网且缺乏安全更新的系统性风险。
Fridges in French supermarkets hit by cyber attack
受众观点：① 做云服务或 SaaS 的工程师，对 OT/SCADA 安全现状不太了解的人 ② 计划做智能硬件或物联网产品的独立开发者 ③ 关注基础设施安全、想用通俗案例向非技术朋友解释“为什么工控安全重要”的读者。
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- @cataflam (0): Looks like that specific vulnerability was found this summer, disclosed in coordination with the vendor and at least some models were patched [0] (unclear if all models were), but from early reports: - they either didn't warn their customers this was a critical security patch, -…
- @kingleopold (0): no more french fries!!!
- @bronco21016 (0): This is pretty interesting as the Danfoss vulnerability was suspected to be related to a similar situation that occurred across US military bases in late August 2026. https://signalandsilence.substack.com/p/i-think-someone-hack... Could this be the same group? Or someone inspire…
- @Delphiza (0): Previous discussion https://news.ycombinator.com/item?id=50055304
- @kstrauser (0): Good. I’m not happy that this happened. That’s a large financial loss. I don’t like thinking about all the good, edible food thrown away instead of nourishing people. But the infosec thing that keeps me up at night is the utter lack of SCADA security. “Relax! This dam won’t coll…
HN 上一篇关于新模板引擎或组件化 HTML 方案的帖子，引发大家拿 Rust 宏、Django、React、jte.gg 等对比，讨论前后端共享模板和类型安全。
Type-safe HTML templating in Zig
受众观点：① 喜欢用 Rust 宏直接在语言里写 UI 组件，避免额外模板语法的系统语言开发者（@slopinthebag） ② 期待同一套模板能在 Django 和 React 等多端复用，并保持 TSX 级别类型安全的全栈工程师（@Humphrey） ③ 认为模板引擎没必要，习惯直接在通用语言里输出 HTML 字符串的极简主义开发者（@jaxxzi）
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- @slopinthebag (0): one thing i love about rust's macros is that you can accomplish this without needing a separate file type or inventing syntax #[component] pub fn HomePage(user: Option<User>) -> Element { rsx! { Layout { title: "Home", if let Some(u) = user { h1 { "Welcome back, {u.name}!" } a {…
- @Humphrey (0): I love the idea! I could imagine something similar created for other languages too. Perhaps written in a way that a template could be reused in, let's say Django, and a JS React frontend. With all the type-safety that tsx provides.
- @fergie (0): W3C: Why can't we just have <includes src="./header.html"> and be done with it?
- @_kidlike (0): sounds very similar to jte.gg for Java
- @jaxxzi (0): I've never quite got the deal with 'template engines'. I have always just done normal programming - in whatever language I'm using - and interspersed outputting raw string literals to create the html.
HN 读者在一篇关于《超级马力欧64》开发访谈下，讨论小团队如何通过大量手感打磨和摄像机设计做出经典 3D 动作游戏。
The Making Of Super Mario 64 – full Giles Goddard interview (2001)
受众观点：① 对仅约 15 人团队就完成马力欧 64 感到震惊，向往小而精开发模式的读者（@a1o） ② 反思早期 3D 游戏中糟糕摄像机和操作手感，认可马力欧 64 在这方面打磨深度的玩家（@dfxm12） ③ 关注任天堂 64 技术细节、优化和后续 ROM hack 提升帧率与画质的技术向玩家（@okeuro49, @pjmlp）
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- @a1o (0): > How many people were on the Super Mario 64 team? > Probably about 15 people in the end. Whoa, a much smaller team than I imagined! It must have been fun working in this group!! The rest of the interview is also cool but was impressed with this small number!!
- @dfxm12 (0): 99% of the game is concerned with [Mario's movement]. most of Miyamoto’s time is spent on that, and the movement of the camera. I had to put down too many early 3D action games because of clunky controls and not being able to see what was going on. Maybe horror games (like resid…
- @Aissen (0): > What’s the secret behind that Mario ‘feel’? > I think that is fine-tuning. Many, many, many hours and days spent actually sitting down and playing the game. Turns out quality takes time. Who would have thought. Very few games reach this level of fine-tuning, because it takes d…
- @okeuro49 (0): If you are interested in Mario 64 have a look at Kaze Emanuar's YouTube channel. https://youtube.com/channel/UCuvSqzfO_LV_QzHdmEj84SQ From Wikipedia: > Starting from 2022, Emanuar would begin uploading videos discussing Nintendo 64 technical details and optimization techniques,[…
- @pjmlp (0): N64 and the Wii follow ups actually are one of the few consoles linage, that after the move to C/C++ SDKs, that actually has a quite visible OpenGL influence, including the shaders. Due to its SGI influence.
Hacker News 上一篇关于利用 Claude 帮忙挖掘安全漏洞并写成第一人称博客的文章，引发了围绕“功劳该算人还是算 LLM”以及 AI 参与安全研究伦理的争论。
I Found a $90k Remote Code Execution Vulnerability in Google
受众观点：① 正在尝试用 Claude、GPT 辅助做安全测试或 bug bounty 的工程师 ② 对 AI 参与安全研究的署名、公平性和责任划分有疑问的开发者 ③ 想了解如何在不夸大 AI 能力前提下，把它纳入安全工作流的团队负责人。
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- @EdwardDiego (0): Bold choice using the noun "I" repeatedly instead of "Claude" - you didn't figure this out, Claude did, and then Claude very obviously wrote the blog post. Oh, maybe that's why "Claude" was substituted with "I", because Claude wrote this blog post from a first person perspective.
- @stonyrubbish (0): Do you have any advice for aspiring bug-bounty hunters? Do you have some method for being able to find vulnerabilities like this, or lots of past experience?
- @consumer451 (0): Sorry for the meta, but the discourse in many of the comments is nuts to me. "Claude did this, not you" - does that mean that humans have no agency at all when they use an LLM? Is that the argument? Maybe the norm should be to credit the LLM and harness used, like "I used ___ to…
- @iJohnDoe (0): If this were Microsoft, they would have received a coupon for 10% off a Thanksgiving turkey, only redeemable in 2030 and only in the month of March, must be purchased with cash, non-transferrable.
- @option_greek (0): how does something like this pass code and design reviews. is this code written by ai (the buggy code). Not only was the key that signs the cookie inside the cookie it self but it's using pickle which even model weights are moved away from. I'm a little flabbergasted at the noob…
这条 HN 讨论的是用 Julia 语言编写的 DSP 或微积分入门教材，围绕 Julia 在数学教学中的优势、生态成熟度以及与 SymPy 等工具搭配的学习门槛展开交流。
Calculus with Julia
受众观点：① 在大学里教线性代数、优化或信号处理、考虑用 Julia 替代 Matlab/Python 的老师 ② 想自学数学和数值计算、在 Python 和 Julia 之间犹豫的开发者和学生 ③ 对 Julia 生态感兴趣、但担心 IDE、调试和库支持不成熟的工程师。
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- @subset (0): I'm just picking up Julia for my DSP course at uni, and came across this nice intro. It's very well-paced for a first introduction to programming!
- @patagurbon (0): There's no language I'd want to teach (applied) math in more than Julia. Lean is obviously kind for anything involving a proof, but for teaching anything with linear algebra involved the syntax alone is enough of a reason to prefer Julia. Optimization, specifically the kind that…
- @neronuser (0): Anyone using Julia outside university settings? I tried to get into it around 5 years ago, and it felt good, was conceptually interesting, but haven't seen any adoption or talks anywhere outside the academia
- @utilize1808 (0): What's the developer experience like with Julia nowadays? Any IDE / static analysis / debugger options that doesn't feel like experimental?
- @Trusteando (0): The stated goal is to introduce math concept without computer language or use being a burden. But then I took a quick glimpse at the derivative chapter, and at the top there is "using Sympy", so you don't only use Julia but also sympy. Mathematica and Matlab are the alternative…
一款利用廉价 SDR 硬件实现最高约 5GHz、320Msps 采样的射频接收方案在 Hacker News 上被讨论，硬件玩家交流其在无线电测试和服务监测中的潜力。
Turn a WiFi 7 Router into a 320Msps Software Defined Radio Receiver
受众观点：① 对 SDR、无线电实验感兴趣、但预算有限的硬件爱好者 ② 关注低成本基础设施（包括算力和硬件）如何改变个人开发者能力边界的 indie hacker ③ 想做物联网或边缘 AI 项目、需要了解射频测试成本的新手工程师。
展开评论
- @aftbit (0): Wow that's super cool! It's not DC to daylight but I sure don't know a cheaper way to get a 320 Msps receiver at 5 GHz.
- @asdff (0): Thanks claude
- @jeffbee (0): An accurate description is "turn an SDR into an SDR".
- @mikewarot (0): Having done repairs on a ton of older service monitors, and having my hand in SDR, this is amazing! There's a huge amount of machining and hardware to make a service monitor, but with desktop CNC, cheap PCBS, and jelly bean components that go into the 10s of GHz, the sky's the l…
- @acd (0): What is the radio quality like SNR?
robj3d3 感叹扎克伯格刚发布的新模型号称比 Opus 5.5 更强，引发大家对 Meta 新多模态模型真实水平的讨论。
Holy craaapppppp. Zuck just dropped a model better than Opus 5.5 😅
受众观点：① 有人吐槽“世界最佳模型总是卖家自己说的”，质疑厂商自家 benchmark 的可信度（@rayvahey, 28likes） ② 有评论指出 Opus 5.5 High 智能评分相当但价格只有三分之一，强调性价比和实际成本的重要性（@burn10_dev, 8likes） ③ 也有人调侃“每次新模型都说比 Opus 更好”的营销话术已经让人麻木，反映出发布周夸张宣传的疲劳感（@ItsGoharr, 3likes）
展开评论
- @rayvahey (28): @robj3d3 best model in the world, according to the people selling it
- @burn10_dev (8): @robj3d3 It’s not… Opus 5.5 High has the same intelligence score, and costs 1/3 of it… nice try on Meta though
- @robj3d3 (7): This is a huge opportunity to make visual demos and go viral, btw :)
- @the_madcoder (5): @robj3d3 https://t.co/l0Ezp9CSI0
- @ItsGoharr (3): @robj3d3 Better than Opus claims expire every launch week
robj3d3 在越南修手机时头盔被偷，却意外得到修理师傅和路边大妈的热心帮助，把一次小偷窃讲成温情又搞笑的旅行故事。
I just got robbed in Vietnam 🇻🇳 It happened while my phone was getting fixed. When I came out of the shop, I noticed someone had stolen my motorbike helmet. The repair guy could see I was confused, a…
受众观点：① 有人半开玩笑说这是“越南发生过的最糟糕的事”，同时为博主顺利解决问题和遇到好心人送上祝福（@frederickjames, 10likes） ② 朋友调侃他从这件小事里总结的人生道理很搞笑，并提醒要买个更好的头盔保护“输出内容的大脑”（@thekitze, 7likes） ③ 也有人把故事读成“本以为是抢劫惨案，结果变成撩妹喜剧”，强调叙事反转带来的趣味性（@birdabo, 5likes）
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- @frederickjames (10): @robj3d3 worst thing that ever happened in vietnam 🥀 godspeed bro glad u got it sorted, s/o to the aunties
- @thekitze (7): @robj3d3 lmfao the life lesson you took from this is funny. also buy an expensive helmet man it's protecting a very important asset, who else will sling the slop on x
- @birdabo (5): @robj3d3 “instead I walked over to some ladies nearby.” playaaaa on the move 😂 thought this was gonna be sum sad robbery but bro got his heart robbed instead 🤝
- @tibo_maker (3): @robj3d3 loved reading this
- @Guronnimo (3): @robj3d3 so moral of the story: steal shit and good things will come to others.
ai_for_success 分享 Google DeepMind 的 AlphaProof Nexus 解出 9 个 Erdős 公开数学难题并证明多条 OEIS 猜想，成果已通过同行评审发表在《Science》。
🚨 Google DeepMind's AlphaProof Nexus has solved 9 open Erdős math problems, including two that had remained unsolved for 56 years. It also proved 44 OEIS conjectures and got its work published in Sci…
受众观点：① 有人吐槽连 Gemini 4 都还没开放，却在发布更前沿研究，反映出开发者对 Google 产品化节奏的不满（@Rob3rtWozny, 2likes） ② 有人感叹要给这种论文做审稿压力巨大，侧面体现成果的专业门槛和复杂度（@biscuitweb, 1likes） ③ 也有评论称赞 Google 尊重学术规范、先过同行评审再宣传，没有搞纯 PR 炒作，认可其科研路线（@MHR7DYN, 1likes）
展开评论
- @Rob3rtWozny (2): @ai_for_success And we still don't have access to Gemini 4.
- @ai_for_success (1): https://t.co/e7qm1rQceV
- @biscuitweb (1): @ai_for_success imagine being assigned to review that paper
- @MHR7DYN (1): @ai_for_success Google always showed respect where it was due and never attempted pr stunts
- @dxbideaflyer (0): @ai_for_success Amazing .. solving problems that stayed open for 56 years .. and they put the work through peer review .. that is how it should be done .. I love it
作者展示自己做了两年的订阅管理应用 Subscription Day，用来追踪用户的各类循环订阅支出。
✨ Subscription Day – A recurring subscription tracker I’ve been working on for two years. https://t.co/2lZivIP5Cl
受众观点：① 用户称赞这是一个令人难以置信的应用，界面比其他订阅追踪器干净很多，还主动想发截图请作者给产品反馈（@Hypatox, 2likes） ② 有人直接问下载链接，说明已经被种草准备试用（@Tjiawens, 1likes） ③ 也有评论肯定两年持续打磨的投入，并提醒后续要在功能和易用性之间保持平衡（@MrBrjan, 0likes）
展开评论
- @Hypatox (2): @dmitriychuta Such an incredible app that i installed, cant believe how other apps have hideous UI and cluttered mess for a simple subscription tracker Can i DM you my app screenshots for feedback?
- @Tjiawens (1): @dmitriychuta Where the download link?
- @bekassyl01 (1): @dmitriychuta too perfect🔥🔥
- @MadmanCHR (1): @dmitriychuta Cool !!!
- @MrBrjan (0): @dmitriychuta two years is a serious commitment, balancing features with usability will be key
iannuttall 分享自己在桌面官网加上下载二维码后，日新增安装量从约 5 次提升到 15–20 次，显著提高了消费级 App 的转化。
If you use SEO to grow consumer apps, add a QR code to your desktop site to get more new users. This simple trick took first time downloads from ~5 a day to 15-20 a day and my 7 day trials went up at…
受众观点：① 有人补充建议在二维码旁边再加“发下载链接到邮箱”的选项，降低用户当下不方便扫码时的流失（@forgebitz, 2likes） ② 也有人指出桌面用户手机就在旁边，扫码安装是最顺滑的路径，认同这是低成本高收益的优化（@seifalsaatie, 1likes） ③ 有开发者表示准备在自己的网站和游戏站点上尝试这一做法，说明这个小技巧对其他产品也有可复制性（@mattmerrick16, 0likes）
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- @forgebitz (2): @iannuttall also add an "email me a download link"
- @seifalsaatie (1): @iannuttall smart. someone on desktop with their phone right next to them is the easiest install you will get
- @ruchernchong (0): @iannuttall What analytics is this?
- @Alantheace13 (0): @iannuttall I can see this working well if you only support iOS. If you support android too it might get messy 😅
- @mattmerrick16 (0): @iannuttall I’m gonna try this on one of my sites plus my game sites….
boringmarketer 推出一段 39 分钟视频，讲解如何面向街边传统小店打造 AI 服务业务，以及为什么不要卖通用自动化或盲目追 HVAC 等热门行业。
HOW TO BUILD YOUR AI SERVICES BUSINESS (targeting Main Street "boring businesses") In 39 minutes: - why you shouldn't sell ai automation, seo/aeo, or ad services - why you shouldn't go after HVAC and…
受众观点：① 有人表示已经决定花 39 分钟完整看完，说明目标受众对系统化打法内容有较高兴趣（@thelaunchguyHQ, 2likes） ② 有评论简单表达“喜欢这些想法”，对视频中提出的思路表示认可（@ideabrowser, 1likes） ③ 也有人直接让 AI 总结视频内容，反映出一部分受众更偏向信息速读而不是完整观看（@IAMButterButter, 0likes）
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- @thelaunchguyHQ (2): @boringmarketer Well I have a way to spend the next 39 minutes now :)
- @ideabrowser (1): @boringmarketer I like these ideas
- @IAMButterButter (0): @boringmarketer @grok can you summarized this video?
- @systemsjake (0): @boringmarketer outcome = what they buy / AI = how you deliver it
- @nigeldixon24 (0): @boringmarketer @ghostmode369
ai_for_success 转发消息称 Meta 正在预告代号为 “Watermelon” 的新 AI 模型，引发大家对其是否能对标 Astra 等产品的期待。
Meta's new AI model, codenamed “Watermelon,” gets teased. https://t.co/HxhULvRl9b
受众观点：① 有人直接表示“快点放出来吧”，体现出对新模型实际可用性的强烈期待（@notjazii, 1likes） ② 有评论猜测这可能就是 Muse Wonder，并称自己的会话里已经显示在线，说明部分用户在尝试从产品线索中拼凑真相（@EdwinBakker, 0likes） ③ 也有人认为如果它真能打败 Astra，那 OpenAI 需要少做预热多拿出硬货，反映出对模型厂商营销与交付落差的敏感（@Sachin_scorp7, 0likes）
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- @notjazii (1): @ai_for_success bring it on please
- @EdwinBakker (0): @ai_for_success Is it Muse Wonder? My session says it's already online
- @Sachin_scorp7 (0): @ai_for_success If this beats astra then genuinely openai gotta lock in and stop hyping
作者宣布 AwesomePost 将更换新图标和品牌视觉，并表示更新后的测试版会在明天上线。
✨ AwesomePost is getting a new icon and updated branding to better represent what the app does. The updated beta version will be available by tomorrow https://t.co/TFUq9jafjL
受众观点：① 有重度用户反馈导出 Mockup 视频的速度非常快，并表示很期待优雅的新 logo 和配色（@Love890801, 1likes） ② 同一位用户还提出希望增加 iPhone 16 Pro Max 的机型 Mockup，以便屏幕录制更贴合实际设备（@Love890801, 2likes） ③ 其他开发者好奇作者用什么工具生成这类高质量 Mockup 视频，说明产品在展示效果上有明显优势（@EverMoodApp, 0likes）
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- @Love890801 (2): @dmitriychuta Also, dropping a quick wish 🙏: I'd love to see an iPhone 16 Pro Max mockup added to the options! I noticed that the Dynamic Island doesn't quite line up when I use the 16 Pro or 17 mockups, since most of my screen recordings are from my 16 Pro Max. https://t.co/s0K…
- @masuduruigeekco (1): @dmitriychuta 🤌
- @Love890801 (1): @dmitriychuta just downloaded the TF version and have it a try. The speed of exporting the mockup video is just unbelievable🚀 can't wait for the new logo, so elegant!!! (love the color)
- @EverMoodApp (0): @dmitriychuta 🤩 what tool do you use to generate such mockup video?
- @dimagroshev (0): @dmitriychuta 🤩
作者分享如何完全用 Claude 来完成视频剪辑，并提供了一整套详细教学教程链接，面向想用 AI 简化视频制作流程的创作者。
How to edit videos entirely with Claude Full tutorial: https://t.co/agmBGwfsV4
受众观点：① 关注用 Claude 提升视频生产效率的创作者，对“一条龙 AI 剪辑”流程很感兴趣（@imjustinryan_, 1likes） ② 已经在用 Claude 的用户，希望了解选择哪个版本、用好最新小更新来提升视频质量的实操建议（@itsthedonhashim, 1likes）
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- @imjustinryan_ (1): @moritzkremb wow... this is awesome!
- @itsthedonhashim (1): @moritzkremb @moritzkremb nice tutorial! one thing to watch for is making sure you’re using the best version of Claude. small updates can make a big difference in video quality.
作者分享自己开发两年的订阅管理应用 Subscription Day，一直稳定在应用榜单中保持排名表现不错。
✨ My app, Subscription Day, is a subscription tracker. I’ve been building it for the past two years, and it’s been consistently ranking in the charts throughout that time. https://t.co/8I50axYPVs
受众观点：① 关注独立开发者长期运营单一产品、在应用榜单中维持曝光的经验（@dmytrovirych, 1likes） ② 对订阅追踪类工具的功能边界感兴趣，希望加入收入、工资等经常性收支管理（@Developer_n25, 1likes） ③ 朋友和用户对作者坚持打磨产品两年的认可和鼓励氛围（多人如@artsvit, 1likes）
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- @dmytrovirych (1): @dmitriychuta 2 years in the charts 🔥 respect from Kharkiv 🇺🇦
- @artsvit (1): @dmitriychuta So nice!
- @Developer_n25 (1): @dmitriychuta Great app , just try to add tracking income recurring as well , payroll etc
- @SkNayeem06 (1): @dmitriychuta Looking good
- @melaineberth (1): @dmitriychuta Congratulations it’s deserved
Ernesto 分享了一篇讲解从 0 做到每月 6000 条视频的实战文章，拆解短视频批量生产的具体方法和案例。
https://t.co/dNgSTPSdWS
受众观点：① 读完文章后觉得干货密度极高、甚至“不该免费”的创作者，关注具体可复制的增长打法（@igus_ai, 2likes） ② 想要系统化学习这套方法、把文章当作长期参考资料保存的用户（@rezkhere, 0likes） ③ 被“从 0 到每月 6000 条视频”的规模震撼，关心如何把单人创作扩展成内容工厂的运营者（@TechByMarkandey, 0likes）
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- @igus_ai (2): @ErnestoSOFTWARE articles like this shouldnt be free istg insane work🙏🙏
- @maubaron (1): @ErnestoSOFTWARE thank you for the sauce g
- @karankendre (0): @ErnestoSOFTWARE Super useful breakdown.
- @TechByMarkandey (0): @ErnestoSOFTWARE Going from 0 to 6,000 videos a month is insane.
- @rezkhere (0): @ErnestoSOFTWARE saving this. the Zack D Films hook into an already-viral video is such a simple yet effective move lol
作者展示名为 Jarvis 的新型电脑交互方式，用智能代理替代传统仪表盘，根据对话动态生成界面并自动操作各类应用。
we recreated how you'll use a computer for the agentic era 🤯 no dashboards. Jarvis tells you what needs you, builds the screen for it, and uses your apps while you talk. try now at https://t.co/x89j4…
受众观点：① 对 Jarvis 这种全新电脑使用方式感到震撼，想亲自体验代理驱动界面的交互（@_bhargavp, 1likes） ② 潜在用户关心这类系统是否真能替代自己点来点去的操作、减少在各个 dashboard 之间切换的时间（由整条回复氛围推断）
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- @_bhargavp (1): @ahmadafterhours Impressive! Might need to try this out!
帖子介绍微软自研 AI 芯片 Maia 200 已在生产环境运行，Maia 300 计划在 2027 年上线并宣称每兆瓦可处理的 token 数比主流 GPU 系统高 40%。
The AI infrastructure war is getting serious. Microsoft is going all in on its own AI chips. Maia 200 is already running production workloads, and Maia 300 is coming in 2027 with 40% more tokens per…
受众观点：① 对微软自研 AI 芯片却不向公众开放感到失望，希望能直接使用这类硬件的开发者（@test_tm7873, 1likes） ② 认为真正瓶颈在原材料和供应链，而不是谁造芯片的行业观察者（@rajuvamsi007, 1likes） ③ 期待更多玩家加入以打破少数巨头垄断、带来价格竞争的用户（@ajeetkrup401, 0likes）
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- @test_tm7873 (1): @ai_for_success And all that talk for another inference chip. Not open to public. 💔 Mann they r cruel.
- @rajuvamsi007 (1): @ai_for_success Everyone will be making their own chips and HBRAM. The raw materials are the constraint, not the manufacturing
- @ajeetkrup401 (0): @ai_for_success I hope this brings more competition to the market and reduces the dominance of a few big players.
- @ValueDig (0): @ai_for_success Indeed, just getting started. Frontier labs are cooked because people switching to open weight for 95% use. Neoclouds cooked because inference chips supply explosion will eventually allow hyperscalers to catch up to supply token demand. $IREN $CRWV $NBIS https://…
- @carpenter_sunit (0): @ai_for_success @grok what will the bottleneck for this chip be? Manufacturing ability, memory, or something else? Create a bulleted list
帖子称 Meta 发布了 Muse Wonder 和 Muse Wonder Full，两款模型在部分基准测试上甚至超过 Opus 5.5，被认为是本周 AI 大模型竞赛中的重磅更新。
Meta is so back. 🔥 They just dropped Muse Wonder and Muse Wonder Full, and the benchmark numbers are crazy. They're even beating Opus 5.5 on some benchmarks. This is turning out to be very big week i…
受众观点：① 关注 Muse 系列发布节奏、原本期待 Argon 却被新模型“偷袭”的用户（@deepanshusharmx, 1likes） ② 觉得最近 Haiku 5.5、Muse 等新模型扎堆发布，很难跟上节奏的从业者（@mylifenthestack, 0likes） ③ 关心 Muse 具体访问方式和订阅价格、想知道是否有补贴或优惠的潜在用户（@victor_vibing, 0likes）
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- @deepanshusharmx (1): @ai_for_success we were waiting for Argon, but got Muse Wonder instead
- @Uttupaaji (0): @ai_for_success Did you get the access to Muse?
- @mylifenthestack (0): @ai_for_success Big week is right. Haiku 5.5 last week and now this, it's hard to keep up. https://t.co/gdJg8BzQej
- @AdityaJhajhar12 (0): @ai_for_success So so back
- @victor_vibing (0): @ai_for_success But their sub is not subsidized, right?
作者展示 Muse wonder Full MAX 在基准测试中表现强劲，并用对比 SWE 2 MAX 的视频演示其在游戏等复杂场景中的生成能力。
Muse wonder Full MAX is benchmaxxed. No word just watch how it compare to SWE 2 MAX https://t.co/7Fn7Lf5HNL
受众观点：① 作者本人不断补充更多 Muse wonder Full MAX 的游戏 demo，如 Minecraft、火箭联盟、GTA 等，展示模型在复杂环境中的表现（@ziwenxu_, 3–5likes） ② 有人质疑单纯晒 benchmark 图片意义有限，更看重真实工作流和模型对比的效果（@oddbinredwoods, 2likes）
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- @ziwenxu_ (5): Hakm also build a Minecraft with it as well. https://t.co/oyKwE3IklZ
- @ziwenxu_ (5): rocket league https://t.co/H7PG73NCZd
- @ziwenxu_ (4): Bowen with GTA prompt https://t.co/fByyuKmRYN
- @ziwenxu_ (3): You think it's a good demo but it's bad 😂 https://t.co/SZUPUKplMR
- @oddbinredwoods (2): @ziwenxu_ Honestly benchmark images mean next to nothing. I believe when I see real work and comparisons done with models!
作者用 Codex 的浏览器命令行演示了超高速自动取消订阅的流程，展示全自动代理在网页操作上的效率。
Ultra-fast browser use. How fast can Codex with browser-use CLI cancel my subscriptions? https://t.co/KsjnbteekW
受众观点：① 有用户表示愿意把繁琐的取消订阅任务完全交给代理，只在最后一步人工确认避免误操作（@VeknQAQ, 1likes） ② 有人认为拥有这种超快浏览器自动化能力的人会获得巨大优势，凸显效率红利（@AdamBartas, 1likes） ③ 也有人拿现有服务如 rocket-money 或其他工具对比，质疑成本和必要性（@UrsayoriYT, 0likes；@NavDoesTech, 0likes）
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- @VeknQAQ (1): @mamagnus00 取消订阅这活我愿意交出去 最后让我确认一下别取消错就行
- @AdamBartas (1): @mamagnus00 Crazy... people with access to this are gonna have such a huge advantage
- @NavDoesTech (0): @mamagnus00 @AsideAI lowk matches this speed without ultrafast
- @UrsayoriYT (0): @mamagnus00 bro spent $500 to unsubscribe when he could use rocket-money 💀
- @sohan12345ulmr (0): @mamagnus00 codex
作者分享自己使用全自动代理的体验，认为现在是人类缺少代理上下文、需要从大量糟糕点子中筛选少数有价值想法，就像第一次用上洗衣机后再也回不去手洗。
Experience with fully autonomous agents: You're missing context. so far agents missed context from us. Now reversed. You don't care about 95% of their ideas. They are horrible at pitching their ideas…
受众观点：① 有人强调那 95% 不重要的想法正是需要人类过滤后再让代理执行，担心完全自治会带来风险（@datachad, 0likes） ② 有评论认同“洗衣机比喻”，认为一旦把无聊工作交给代理就很难回到手工模式（@VantixAgency, 0likes） ③ 也有人从产品角度建议代理的 pitch 需要用一张截图加一句话清晰说明对用户的改变（@bitares, 0likes）
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- @datachad (0): @mamagnus00 the 95% of ideas you dont care about is exactly where I want a human filter before the agent acts on any of them
- @VantixAgency (0): @mamagnus00 Perfectly put once you have the washing machine there's no going back to hand washing the boring work
- @bitares (0): @mamagnus00 The pitch needs one screenshot and a sentence on what changed for the user.
- @IgorZIJ (0): @mamagnus00 this true try building your software factory with serverless agents insanely powerful, and scales https://t.co/rWmpviZsGD
- @itsfutsy (0): @mamagnus00 Same with the pitching. It'll get through a massive rewrite fine, then I ask it for something valuable for the company and it picks some logging.
博主吐槽每当有作品标注“AI was used”就会引发极端反 AI 人群的情绪化攻击，反映普通用户对 AI 参与创作的态度撕裂。
"AI was used" https://t.co/WfP0qwJFwQ
受众观点：① 许多用户认为作品本身很酷，但一看到“使用了 AI”就立刻情绪化反对，甚至咒骂创作者（@itsmeitsvetesj, 87likes） ② 有人指出反 AI 人士一边骂 AI，一边却在使用由 AI 参与开发的平台和应用，存在明显双标（@BattleJeff1, 73likes） ③ 也有评论表示普通人其实并不在意是否用了 AI，真正激烈的是少数极端反对者（@NightVirusX, 62likes）
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- @itsmeitsvetesj (87): @ConductorNovaYT *coolest thing ever* “Ai was used” Anti-AI people: listening actually sucks and I wish death upon the person who created it
- @BattleJeff1 (73): @ConductorNovaYT You are using X, which is coded by AI.
- @ExitLiquidity24 (66): @ConductorNovaYT https://t.co/5PqLfhoIle
- @NightVirusX (62): @ConductorNovaYT normal and sane people don't care https://t.co/uHoRwLAtC7
- @AndyYmil8 (32): @ConductorNovaYT I have never honestly met a dude who liked AI, I'm starting to think AI supporters are bot accounts. Dead internet theory.
博主转述演员 Nic Cage 表态自己“不是一个对 AI 友好的演员”，并为其坚决反对 AI 介入表演行业的立场叫好。
Nic Cage: “I am not an AI-friendly actor…” Fuck yeah. https://t.co/xRJzeVktoO
受众观点：① 有人表示因为这番表态要去补完 Nic Cage 的全部作品，并长期支持他的职业选择（@maxarus, 20likes） ② 影迷觉得他本来就很有魅力，这种反 AI 立场让大家更喜欢他（@Cigargoyle_, 8likes） ③ 评论提到他对自己在《The Flash》中被做成 AI 数字分身非常不满，认为这是反感 AI 的重要原因之一（@StraightBugging, 4likes）
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- @maxarus (20): @jmr___18 I'm gonna watch his entire filmography and from now on follow whatever he does.
- @Cigargoyle_ (8): @jmr___18 as if I needed a reason to love the guy even more
- @be_happyto (8): @jmr___18 https://t.co/rUXdHbsitT
- @StraightBugging (4): @jmr___18 He was not happy about his AI cameo in The Flash.
- @brad_hhh (4): @jmr___18 He didn’t need ai to win an Oscar after all
博主推荐一位构建 Claude Code 的工程师录制的 28 分钟视频，系统讲解如何编写真正有效的提示词，并强调其中前 10 分钟的干货就超过许多 300 美元的付费课程。
L’ingénieur qui a construit Claude Code vient de publier une vidéo de 28 minutes sur la façon d’écrire des prompts qui fonctionnent vraiment. J’ai vu des formations à 300 $ qui n’abordent même pas ce…
受众观点：① 有人吐槽这类视频经常被各种账号反复转发当作营销素材，说明内容虽好但传播环境有点像 spam（@jeremux974, 89likes） ② 多位评论强调 CLAUDE.md 的价值，认为一次性写好项目或内容的长期上下文，比逐条 prompt 技巧更重要（@Tuankxae, 48likes；@iapourtous_off, 40likes） ③ 也有用户直接评价这段视频信息量巨大，远超一般 AI 教程（@Jouhatsu_ai, 10likes）
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- @Deep_GeniusAi (207): Avant de commencer, tu penses que ton CV suffit encore à te décrocher un emploi ? L’IA peut désormais t’aider à créer un CV professionnel, optimisé pour les ATS, en quelques minutes. Cliquez ici pour essayer : https://t.co/hWeiZ5w1QG https://t.co/OG80PE6pNu
- @jeremux974 (89): @Deep_GeniusAi C’est quoi ce spam sur cette vidéo je n’ai jamais compris, elle date cette vidéo : https://t.co/PQFsqhepKp
- @Tuankxae (48): @Deep_GeniusAi Le vrai secret, c'est CLAUDE.md : écrire une fois le contexte du projet au lieu de le répéter à chaque prompt. Ça change tout.
- @iapourtous_off (40): @Deep_GeniusAi Pour ceux qui ne codent pas, le CLAUDE.md est sans doute la partie la plus utile. J'en ai un pour mes contenus : ton, mots interdits, structure. Depuis, je ne corrige plus les mêmes tics à chaque session.
- @Jouhatsu_ai (10): @Deep_GeniusAi franchement il y'a tellement de valeurs dans cette video !
推文介绍一项实验：给 AI 1,000 美元自由交易 48 小时，结果 Claude 冷静分析市场将资产增至 14 倍以上，而 OpenClaw 则因激进交易在两天内亏光本金。
AIに1,000ドルを預けて48時間自由に取引させるという実験が行われましたが、結果は極端に分かれました。Claudeは市場を冷静に分析して資産を14倍以上に増やした一方で、OpenClawは無謀な取引を繰り返して全額を失い、わずか48時間で破産しました https://t.co/yxy0KPn3pN
受众观点：① 有人顺势分享关于用 AI Agent 自动化股票交易的一般架构和实现思路，说明开发者群体对这一方向很感兴趣（@singaporetweet2, 585likes） ② 评论质疑 48 小时 14 倍本身就是极端高风险策略，希望看到多次实验结果来判断可重复性（@lbFz1mLyENJqoHH, 410likes） ③ 也有人指出 OpenClaw 只是“AI 的外壳”，真正关键是里面接的模型和策略，提醒大家不要被营销叙事带偏（@pipix1121, 9likes；@MSHOfficial182, 8likes）
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- @singaporetweet2 (585): @PAGE4163929 AIエージェントで株式取引を自動化する一般的な仕組みを深堀り https://t.co/uIqCyPDTxJ
- @lbFz1mLyENJqoHH (410): @PAGE4163929 48時間で14倍ってどう考えても無謀な取引してる 10回くらい結果見せて欲しい
- @pipix1121 (9): @PAGE4163929 OpenClaw という AI があると思ってる？ OpenClaw は「AI の入れ物」でしかない。 Claude Code と OpenClaw の対決で、どちらも中身が Claude Opus という事なら意味が分かるが、そうじゃないなら何言ってるのか分からんし、あなたもたぶん何も理解してない。
- @MSHOfficial182 (8): @PAGE4163929 「AIが48時間で資産14倍」「別のAIは破産」という話、SNSで広がっていますが、信頼できる正式な実験として広く確認されたものではないと言われています。AIは分析の補助には強いですが、短期間で大きく増やせる魔法の投資ツールではなく、リスク管理がとても重要です。
- @mastey1202 (8): @PAGE4163929 Claudeに100万円預けてやってみたい。0円になっても勉強になりそう！
作者分享自己用 OpenClaw 运行了 9 天的自动化交易代理，半夜被提醒抓到时区套利机会，授权 1.2 万美元后一觉醒来盈利 4.38 万美元的故事。
my OpenClaw woke me up at 3:47 AM with one message: "found 6 markets resolving in next 90 minutes while US is asleep, need approval for $12K deployment" i typed "yes" and went back to sleep woke up t…
受众观点：① 关注用 AI 做量化/套利策略的开发者和加密交易玩家 ② 想把自己产品包装成“自动赚钱代理”但又担心合规与风控的独立开发者 ③ 对 AI agent 在真实资金环境中落地感兴趣的技术从业者。
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- @fidoeth (384): @zerqfer Yet another case of “if it were true he wouldn’t be posting about it”
- @mr_vibe_it (137): @zerqfer lol so much bullshit in on post it’s insane - if you made any real money you wouldn’t be here selling it to people on X
- @sannbet (79): @zerqfer I urge every1 thinking this is too good to be true to know that it is certainly too good to be true. Why? Because you probably won’t wake up at 3:47am. And if you set it to auto, your openclaw bot will probably eventually yolo all in and then you’ll lose your entire wal…
- @0xwhrrari (59): @zerqfer making $43k while sleeping ultimate flex really
- @bawsebuilds (49): @zerqfer The amount of larp bullshit on here is crazy https://t.co/fxf3Blc1E6
作者转述 Jensen Huang 在访谈中回应“因 AI 裁员”的话题，强调有想象力的公司会用 AI 做更多事而不是只砍人，并引发对 AI 生产力与裁员关系的讨论。
Jensen Huang just called out every CEO who’s been firing people “because of AI.” Jim Cramer asked him why companies are laying people off if AI is supposed to make everyone MORE productive. Jensen's…
受众观点：① 在公司里被要求“用 AI 提效”但担心被替代的一线工程师和产品经理 ② 正在考虑用 AI 裁员或扩张业务的中小团队负责人 ③ 想用 AI 做 side project、但还没想清楚是“省时间”还是“做新东西”的独立开发者。
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- @Nascent_Market (123): @Ric_RTP What was Jensen supposed to say, that his technology is taking people’s jobs? Get real.
- @UrinalCake619 (64): @Ric_RTP He is right. Every Big Tech company now has an Indian CEO with no innovative bone in their body. So, in order to increase profits, they lay off Americans and offshore to India. One trick ponies. The product not only doesn't improve, it gets worse. Just look at @Microsof…
- @Naked_Determina (18): @Ric_RTP #SteveJobs was truly creative. Other CEOs are somewhat creative. #JensenHuang tries to sell his product by stipulating that every plumber can be an architect. 😂😂😂 Truth is: creative people are #CREATIVE with ◀️or without⏪ #AI.
- @yoemsri (17): @Ric_RTP He sees the compute orders. He knows the revenue is real. The unprofitable AI narrative was always based on incomplete information.
- @TomSolidPM (17): Jensen nailed it. The CEO who sees AI and immediately thinks "headcount reduction" is telling you they never had a real growth plan. The same pattern plays out at every level. Individual professionals who see AI and think "I can do the same work faster" are leaving 90% of the va…
作者展示了用 Claude Opus 5.5 搭配 Minara AI 搭建 AI 交易系统的思路，让一个模型负责扫描市场和提出策略，另一个模型拉取实时数据并做费用感知回测。
WHOEVER LEAKED THIS HAS BIGGER BALLS THAN SENSE i thought AI trading was mostly about finding good strategies, then i paired CLAUDE OPUS 5.5 with MINARA AI. → Opus scans the market and proposes strat…
受众观点：① 想用 Claude 或其他大模型搭建自动化交易/量化工具的开发者 ② 在做多 agent 系统、需要设计“创意 vs 审核”角色分工的工程师 ③ 对如何把 LLM 接入真实资金或生产环境但又担心风险的独立开发者。
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- @RohOnChain (34): @MAXdeg0 this is amazing visual to understand how to build trading system using claude opus 5.5
- @kaddisdeployed (16): @MAXdeg0 Letting one model invent the trades and another gate the execution is basically the minimum
- @andrew_x_tech (13): @MAXdeg0 this is hilarious, 99.9% visual 0.01% functionality
- @velesxbt (9): @MAXdeg0 Solid setup. I'd put sizing in the risk layer too, fractional Kelly or similar, so a good idea at the wrong size can't sink the account
- @RitOnchain (8): @MAXdeg0 man i have been using same system for long time with opus!! Its real alpha with high sharpe
作者称 Netflix 工程师开源了 20 个 GitHub 仓库，可以把 Opus 5.5 打造成强大的视频与动效创作“motion empire”，并重点推荐 claude-motion 等项目。
this is pure f*cking treasure Netflix engineers posted 20 GitHub repos that turn your Opus 5.5 into a f*cking motion empire: built for Opus 5.5 1. claude-motion: taste, checks its own frames, sound w…
受众观点：① 想用 Claude Opus 5.5 做视频/动效创作但不知道从哪套工具链入手的创作者和工程师 ② 想把大模型能力封装成小工具卖给设计师/内容团队的独立开发者 ③ 对“模型 + 一堆 GitHub 仓库”组合拳感兴趣、但缺少筛选和落地指南的技术用户。
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- @joaopfc (22): @N01ennn Add https://t.co/BMBdnBcsET to it
- @ogamaniuk (19): @N01ennn The list is so incomplete without https://t.co/4BSV7vGNre. I use KitCut to create animated explainers, cartoons, extract shorts from 2h long videos and even copycat Peppa Pig form a single still. https://t.co/J7SgVgli7x
- @franzone (12): @N01ennn @grok is this really the work of Netflix engineers?
- @juminoz (5): @N01ennn So this is what just got killed by the new Claude Motion. Very unfortunate timing.
- @EmmaRodAI (3): @N01ennn 20 repos?? I just wanted to animate one logo 😭
作者通过逆向 Blue Star 空调 App，先做了一个 MCP 服务器给 ChatGPT 控制空调，再用同一实现快速做成 macOS 菜单栏应用，实现一条指令控制空调。
Now I can control my AC straight from the macOS menubar 😂 Reverse-engineered the Blue Star app, built an MCP server, and reused it to make this happen with a single prompt. https://t.co/045KOaXlEg
受众观点：① 喜欢折腾智能家居、想把旧设备接入 AI 助手的开发者 ② 在做 MCP 工具或插件生态、想找真实 use case 的工程师 ③ 对逆向 App 协议、把私有接口封装成稳定 API 有经验或兴趣的独立开发者。
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- @the_mcnaveen (11): To clarify First, I built an MCP server to control my AC using ChatGPT. Now, with a simple prompt, I turned that same implementation into a native macOS app.
- @hm_arora (11): @the_mcnaveen Now hook it up to an Alexa and the setup is complete
- @justmetolife (7): @the_mcnaveen the reverse engineering is the real work here, once you have the api the mcp server is almost boilerplate
- @refreshinga (6): @the_mcnaveen Xiaomi air conditioner had a great app long ago. https://t.co/XgeTkh0R2p
- @Quantradin (4): @the_mcnaveen Reverse engineering the app to get there is the fun part. Did the Blue Star app talk to a cloud API, or did you find a local endpoint on the unit itself? Local would keep it working when their servers go down.
作者用一张 AI Stack Map 总结了 ChatGPT 背后正在形成的百余款工具生态，强调真正的 AI 革命在于底层基础设施和应用栈，而不只是聊天界面本身。
𝗠𝗼𝘀𝘁 𝗽𝗲𝗼𝗽𝗹𝗲 𝘁𝗵𝗶𝗻𝗸 𝗔𝗜 = 𝗖𝗵𝗮𝘁𝗚𝗣𝗧. Not even close. ChatGPT is what you see. The real AI revolution is the massive ecosystem being built underneath it. This AI Stack Map captures 100+ tools powering mode…
受众观点：① 想做 AI side project 却被各种向量库、编排框架、托管平台搞晕的独立开发者 ② 在公司里负责“选一套 AI 技术栈”的工程师或技术负责人 ③ 想理解 ChatGPT 之外 AI 生态全貌的非深度技术从业者。
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- @theantigynocen1 (2): @triptitips I am struggling to keep up with it. I need AI to manage AI for me. 😅
- @hysenchu (2): @triptitips What? HF is an LLM? Does HF even know that? @huggingface
- @Bart_Christner (2): @triptitips no grok?
- @aiautobusiness (1): @triptitips Yes
- @snowjacuzzi (1): @triptitips https://t.co/tpXBLH6akG
作者转述一个号称 15 岁少年用 7 个 AI 代理一天做 10 个项目、日入 900 美元的故事，强调是让 Claude Code 等代理干活而不是自己干十个人的活。
15岁。7个AI代理。一天10个项目。日入900美元。 不是一个人干10个人的活。是让10个人同时帮他干。Claude Code负责写代码，他负责说一句话。 https://t.co/Y3CjAD2jc3
受众观点：① 被各种“AI 日入几百美元”故事轰炸、但不知道怎么落地的普通开发者和职场人 ② 正在尝试用多 agent 搭建业务流程的独立开发者 ③ 对 Claude Code 等工具真实上限和局限感兴趣的技术用户。
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- @echengezong (49): @0xPINK3 你们这些 b 是真恶心，原视频一毛钱都没挣过，每天在这里妖言惑众发 ai 文案
- @EthanGu45647514 (26): @0xPINK3 不要太当真十个AI九个骗，赚钱的事情都不会说。都是些故事
- @Inskpire_colrev (4): @0xPINK3 Meanwhile the professor proudly ensuring that his prodigy is explaining exactly as he has thaught him... https://t.co/rPTKPJARnJ
- @Carrie_CengWong (3): @0xPINK3 你們的慣用套路就是用這種胡說八道的AI小作文制造嚴重焦慮，然後把那些盲目輕信的網友當傻子騙唄
- @MikeDomainer (2): @0xPINK3 Real happening possibilities 0%
作者推荐一份 Anthropic 官方技术文档，教你通过为 Claude 定义可复用的 Skills 并结合 MCP 接入实时数据，来自动化日常工作、帮助职场升职。
ESTE DOCUMENTO DE ANTHROPIC LITERALMENTE TE VA A CONSEGUIR UN ASCENSO La forma más rápida de ascender es automatizar el trabajo que haces hoy Esta guía técnica oficial de Anthropic explica cómo enseñ…
受众观点：① 想用 Claude 在本职工作中提效、但还停留在聊天问答层面的上班族 ② 负责在团队里推广 AI 工具、需要设计标准化工作流的中层管理者 ③ 在做基于 MCP 的自动化产品、想找真实办公场景切入的独立开发者。
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- @angeldot_ (19): Guía completa: https://t.co/CZHXMTw97y
- @ai_gachi_oji (1): @angeldot_ Skills作成で日常業務を自動化する発想、まさに本質を突いていますね。実践して昇進に繋げたいです、勉強になります。
- @SAysenCL (1): @angeldot_ El matiz que cambia todo: skills = criterio reutilizable, MCP = acceso a datos vivos. Sin MCP la skill sabe qué hacer pero no ve nada real. Con los dos el agente deja de ser asistente y pasa a operar.
- @liambraus (0): @angeldot_ automatizar el excel de los lunes sería mi primera misión
- @igus_ai (0): @angeldot_ @RetrAshado me interesa cómo conecta con las herramientas que ya usas
推文介绍了一个名为「诗云」的独立开发项目，用三维向量空间在网页端可视化三十多万首古诗词和三万多位诗人，像在宇宙星系中漫游中国诗歌史。
卧槽，刘慈欣在《诗云》里写的那个用穷举写尽所有诗的超级文明，今天被一个独立开发者用 3D 向量空间在网页端给彻底复刻了。 项目就叫「诗云」，开发者把中国历史上 32,657 位诗人、933,857 首诗歌全部扔进了一片可以实时缩放、漫游的三维星系宇宙。 这波 Vibe Coding https://t.co/FIIF5AgoRY
受众观点：① 关注 AI+人文、想用向量数据库和可视化做内容探索工具的开发者 ② 正在做数据产品或知识图谱、想找好玩 demo 做增长和品牌的独立开发者 ③ 对中国古典文学数字化、想把大模型和传统文本结合起来玩新交互的技术爱好者。
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- @Jeremy_Ruiz_27 (204): @oragnes 你们聊这么开心，倒是把我网站贴出来啊https://t.co/I6J6GD0iti
- @fxmqs (5): @oragnes 智子都拦不住人类把诗云搬进浏览器 这算人类的算力爆炸还是闲的爆炸😀😀
- @yuntianming10 (4): @oragnes 太受启发了，这个「诗云」把中国文学的「小传统」和大传统同时可视化了。主流诗人是亮星，边缘诗人是暗星，但整体构成完整的银河系。那么任何一部作品都可以这么做啊，比如三国演义中的时间轴，名将战绩和关系，战场对应，想想都觉得太有画面感了
- @alexandre_lee00 (3): @oragnes 牛逼👍
- @enders_uu (3): @oragnes 七言绝句28个字，汉字大概8000个。那会有8000^28的组合，大约是10^109数量级。而全宇宙原子大约在10^80数量级。这才是惊人的地方，933857相比之下也太小了
推文转发卡卡采访13岁独立AI开发者吕思彤的节目，称她用AI工具做了上百个产品并接到高额商单，引发大量网友对“造神叙事”和未成年人被过度包装的质疑。
卡卡采访13岁的独立AI开发者吕思彤，她利用AI工具开发了超过100个产品，接的AI商单从几万元到几百万元，这不就是妥妥的普通叉友么？要理科有AI，要AI有学霸。 https://t.co/1kHJ5TZjWn
受众观点：① 刷到类似“天才少年做百个 AI 产品”的焦虑打工人和学生 ② 想靠 AI 工具做 side project、但对媒体故事里产能和收入数字没概念的独立开发者 ③ 关注未成年人编程教育、但担心被“捷径神话”和过度曝光裹挟的家长和老师。
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- @wa3797077533112 (94): @kenw_2 天天在这散播焦虑。知道做上百个应用什么概念吗？吹牛逼都不打草稿。信他还不如信我是秦始皇呢。天天造神，嫌卷的不够多？才没多久之前来了个几岁小孩开始做独立游戏。毛都没长齐就开始装。然后还有媒体大肆宣扬，所以细品，都是什么人想让你看这些的。。。说明经济不好了。需要造神给你逼你继续卷。
- @yifa404 (67): @kenw_2 又造神，姜萍大家可还没忘呢。国人太热衷走“捷径”。当然，傻子太多也是重要原因。
- @a617152237 (31): @kenw_2 新版姜萍，历史还是不断轮回
- @MindLabSignals (16): @kenw_2 这跟古代的举孝廉是一样的，大家族造势而已。
- @piyoloveu (6): @kenw_2 两年前做过一次交流，当时上台还很青涩 我们这群大人只能在旁边，不停鼓掌鼓励，以免冷场 怎么说呢...孩子多接触新事物，多上台展示自己的产品和思路是好事 但“上节目当小大人，介绍经验”，有点催熟了 https://t.co/1uXcXQnOMg
作者用 Claude Opus 5.5 直接分析 StarFox、StarFox 2 和 Sonic CD 的 ROM，在不会逆向工程的前提下生成本地原生移植并加上超频、真16:9 等新特性。
Just decompiled and natively ported StarFox, StarFox 2 and Sonic CD to Windows, Mac and Linux, using Opus 5.5 without REA or similar skills. Claude analyzed the games' roms, built high level hardware…
受众观点：① 担心这类用例会被官方封禁、讨论合规边界和平台政策走向的用户（@Roadblock78Au, 254分） ② 认为这是新刚需场景、愿意为此付费并从游戏保存视角支持这类玩法的订阅用户（@noprompt, 113分） ③ 既担心版权侵权又希望有游戏保存特例立法、担忧被大量用于盗版的玩家（@SpiritedCatch1, 77分） ④ 认为即便被封禁也会有开源或中国模型接盘、技术难以真正被禁止的人（@vinnymendoza09, 63分） ⑤ 分享用 Claude 逆向轮椅应用解锁高价功能、强调这类技术在现实生活中的解放作用的用户（@CosmoJJ, 40分）
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- @Roadblock78Au (254): It's only a matter of time before anthropic bans this sort of stuff I reckon
- @noprompt (113): No they won't. Think about it. 1. Its a revenue stream. People, myself included, are singing up for max plans just to do this. I did: [https://github.com/ser-pounce/rood-reverse/pull/186](https://github.com/ser-pounce/rood-reverse/pull/186) 2. Many gamers are tired of how advers…
- @SpiritedCatch1 (77): It's just wishful thinking, this is going to get banned. It's the end of software intellectual property if it's go on. I wish there were a special law to protect videogame preservation for games that aren't readily available, but most example we see online are preserved already,…
- @vinnymendoza09 (63): Chinese LLMs are going to surpass the current Claude models eventually and they don't give a fuck.
- @CosmoJJ (40): I used it to reverse engineer an app for an electric wheelchair because the developer wanted to charge around $300 just for a onetime activation. I simply couldn’t justify paying that much just to access basic functionality of a wheelchair that should be available in the first p…
作者做了一个免费 Minecraft 模组，玩家按键描述想要的建筑，Claude Code 在本地调用二十个工具自动在世界里搭建城堡等大型结构。
I made a Minecraft mod for Claude Code and it's free You press K in game and tell it what you want like a medieval castle with a moat and Claude builds it in your world while you keep playing. Don't…
受众观点：① 觉得这是“Minecraft MCP”，对 AI 自动建造玩法本身很兴奋的玩家（@Total-Management8023, 284分） ② 强烈质疑闭源又要用自己 API key 的安全性，希望能审查源码或自己让 Claude 重写一份的用户（@Copysiper, 207分） ③ 认为既然不卖钱就该开源、方便大家 fork 和改造的开发者（@beetle-eetle, 89分） ④ 直接建议用 Claude 反编译模组、对作者闭源态度表示不解的用户（@lesbianspider69, 68分） ⑤ 质疑“让 AI 代建是否破坏 Minecraft 核心乐趣”、把它类比成帮你代拼乐高机器人的玩家（@bagmorgels, 68分）
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- @Total-Management8023 (284): damn, we got a minecraft mcp now
- @Copysiper (207): Closed source AI-assisted product that leverages my API keys/subscription, what could go wrong. I would use it if I had the ability to check source code, otherwise I could just ask my Claude to build the same thing. Not in one prompt, sure, but you got the idea. What's the point…
- @beetle-eetle (89): Why closed source though? You're not selling it. Just let people fork off of it on Git.
- @lesbianspider69 (68): You can check the code. Just ask Claude to decompile it. Not sure why OP is acting like this is all hush hush
- @bagmorgels (68): I don’t play Minecraft so maybe I have no idea what I’m talking about, but isn’t like the main reason people play Minecraft to build things? This feels like if you built a robot that built LEGO sets for you.
楼主在 Opus 5.5 发布后几乎完全切过去，询问还有没有继续用 Fable 5.1 的理由，评论区给出了两者在长程编排和调参上的对比经验。
After the release of Opus 5.5, I've almost entirely switched to it. It seems to be very smart, very thorough, works hard, and is so much cheaper than Fable that I can barely overrun the weekly quota…
受众观点：① 认为默认用 Opus 5.5、关键时刻让 Fable 5.1 当顾问是最佳组合的用户（@dbbk, 130分） ② 做过系统性对比测试、给出两者在长程 orchestration 错误率和 preventable mistake 差异的工程向用户（@CodeCombustion, 42分） ③ 分享 Fable 在针对 Qwen3.8-27B 调优、修补 Opus 盲区时依然更强的开发者（@Zestyclose_Strike157, 31分） ④ 感叹前沿模型帮忙搭建和优化本地模型、觉得有点“自我蚕食”的用户（@RockPuzzleheaded3951, 13分） ⑤ 表示现在用 Opus 5.5 减轻了对 Fable 配额的焦虑，但仍把 Fable 当高层思考伙伴的重度用户（@DrinkTeaFightMonster, 12分）
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- @dbbk (130): Opus 5.5 by default and Fable 5.1 as advisor is the best combination. Doesn't even eat the limited Fable usage.
- @CodeCombustion (42): Yes. I ran a head to head test for both Opus 5.5 vs. Fable 5.1 in long term orchestration and Opus made \~33% more mistakes, and about \~20% of those being preventable whereas Fable made mistakes 11% of the time, and only \~6% were preventable. I did achieve much better results…
- @Zestyclose_Strike157 (31): Fable still does things Opus won’t, like finding a way to optimise / iterate through settings and coding methodology until the optimum pathway is found. I had a case recently where Opus was giving up tuning a harness app against Qwen3.8-27B, leaving me in a situation where I’d h…
- @RockPuzzleheaded3951 (13): Don't you love watching these frontier models set up our local models and optimize them for us? It's kind of amazing it feels a little bit cannibalistic.
- @DrinkTeaFightMonster (12): I no longer have to stress out about Fable use all week now. Today I feel much better with Opus 5.5. With Opus 5 I just kept taking tasks away from it to give to Fable because I really wanted to minimize my interactions with it. No longer true today. But still finding a lot of c…
一位 solo 创始人做 SaaS 半年仍然零收入，求问大家在没有广告预算时哪些获客和营销方式真正有效，引发关于对话获客、收费时机和“AI 时代 SaaS 是否已死”的激烈讨论。
Hi guys, I'm a solo founder. About six months ago I started building a SaaS, and I've been working on it and trying to get it in front of people ever since. I haven't made a single cent yet. I'm hone…
受众观点：① 做了半年产品却迟迟没有付费用户的 solo dev 和技术创始人。② 被“AI 让 SaaS 过时”“SaaS 大灭绝”言论吓到、但又想做产品的人。③ 想系统化自己获客动作、用数据判断什么有效的早期 SaaS 创业者。
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- @Pretend-Oil-8798 (17): With no budget, trade time for conversations. * Talk to 10 to 20 people a week who have the problem. Offer a free trial or setup help. * Charge early. Free users tell you little. * Pick one channel and stay there for 90 days. * Write about the problem, not your product. * Track…
- @syncr0nizd (14): Total BS. Most people that are saying that SaaS is dead live in an AI echo chamber. Many normies haven't even touched AI tools yet, and those who did only used AI in chat mode, not code. Replacing a SaaS that's actively maintained by someone else is not that straightforward. Ano…
- @Defiant_Squirrel8751 (4): Thanks for sharing. Sorry to say your're 6 years late. Now, after the IA anyone can vibecode a SAAS, so that is not a business possibility anymore - some people call this "SAAS-Apocalypse". There is no marketing budget to change that.
- @KCdehImposter (3): Think about what channel has your users. I've been around for 6 months now. I don't think paying users are going to find me on TikTok, Meta, etc so I skipped those. I did an experiment with Reddit ads since I think they have the best targeting for what I want, but had 0 luck aft…
- @MatiGzk (3): I wouldn’t completely agree with this. Anyone can buy power tools and crack on with DIY projects, yet people still use professionals to do jobs for them. I see what yore getting at: it’s now easier to build apps for non-tech people - meaning there will be more, presumably worse…
帖子引用 Meta 声称 Muse Wonder 在 MemoryBench 上得分 85.6%，高于 Claude Opus 5.5 和 GPT-6 Astra，讨论大家是否相信它真的更强。
Do we believe Zuckerberg that it beats Opus 5.5? *"Meta scores Muse Wonder at 85.6% against 81.5% for Claude Opus 5.5 and 81.4% for GPT-6 Astra. "*
受众观点：① 表示就算是最强工具也不会用 Meta 产品、对其品牌和隐私极度不信任的用户（@sshanafelt, 277分） ② 坚信目前几乎不可能超过 Opus 5.5、对 Meta 突然大跃进持怀疑态度的用户（@davidwolfer, 96分） ③ 认为 Zuckerberg 推模型主要是为了收集更多用户数据的评论者（@Expert-Diver7144, 67分） ④ 关注 Muse Wonder 定价、推测完整版本可能接近 Fable 价位、只有在价格足够有竞争力时才会考虑的用户（@PhilosophyforOne, 40分） ⑤ 吐槽原帖和文章反复提百分比却不说明是哪个基准、最后才发现是 MemoryBench 的读者（@whoknowsifimjoking, 36分）
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- @sshanafelt (277): I don't care if it was the best tool for the job, I'm not using it.
- @davidwolfer (96): Zero chance it beats Opus 5.5. I mean I would love it if it were true, having options is good, but Opus is on another level for now. Even OpenAI is struggling to come up with an answer, I doubt Meta can suddenly make such a leap.
- @Expert-Diver7144 (67): Zuck wants more of our data
- @PhilosophyforOne (40): I really doubt it does. That said, Meta hasnt even announced price for it. Muse wonder (the base version) is 4/20$/m. The full model that competes with Opus doesnt have it’s price listed, but safe to assume it’s about Fable level pricing. If the full model was say 10$/1m output,…
- @whoknowsifimjoking (36): 85.6% on what? Why the hell are you writing it two times in the post, but not once which god damn benchmark? And in the article it's also quite far down. Who does that? It's MemoryBench.
楼主发帖请大家分享那些长期留在自己服务器上的“小而美”自托管服务，用来做什么、维护成本如何，希望找出真正经得起时间考验的项目。
What do you use it for, and what maintenance has it needed? I'm interested in services that earn their place over time.
受众观点：① 有人分享自己最常用的小服务是 Mealie 食谱管理器，从给奶奶菜谱卡片数字化开始，现在每周备餐都离不开它，维护只需偶尔 docker pull 和定期备份（@WranglerTop5624, 69score） ② 多数用户列出自己长期运行的一串服务，比如 Audiobookshelf、Immich、Beszel、Uptime Kuma、Komodo、Home Assistant、Authentik 等（@OnkelBums, 39score） ③ 也有人提到 Jellyfin、Proxmox、Navidrome 这类“装上就不想关”的服务，认为 AI 并不是所有场景的答案，稳定好用才是关键（@WhichSkin5767, 24score; @Creepy-Cantaloupe951, 23score; @Terkani, 23score）
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- @WranglerTop5624 (69): I keep going back to my little recipe manager, Mealie. initially set it up for the novelty of digitizing my grandma's recipe cards but now it's the first stop every week before meal prep sunday. the url scraper is the real mvp, just paste in a link and it pulls the recipe clean,…
- @OnkelBums (39): Audiobookshelf, Immich, Beszel, Uptime Kuma, Komodo, Home Assistant and Authentik.
- @WhichSkin5767 (24): Navidrome
- @Creepy-Cantaloupe951 (23): Jellyfin and proxmox. Jellyfind as I keep just collecting media, and sick of having to hunt down where I can watch something. Proxmox, because I am always destroying/spinning machines up.
- @Terkani (23): New to jellyfin as of this year and never had an issue with it. Ai is not the answer
开发者分享自己首次正式发布的网页端卡牌扫描应用 quickdraw.cards，可识别 YuGiOh 和 Pokémon 等 TCG 卡牌并每周更新数据，计划扩展更多卡牌游戏。
[www.quickdraw.cards](http://www.quickdraw.cards) This is my first time launching a side project properly, but I wanted to do something for people for free - cards are updated weekly, and I'm looking…
受众观点：① 不少用户觉得产品很棒，认为哪怕定价 0.99 美元也有人愿意买单（@Practical-Nonsense, 67likes） ② 有人关心项目是否开源、代码托管在哪里，对“不开源却说免费”的信任感存疑（@Zeusper, 16likes） ③ 目标用户提出功能诉求，希望扩展到体育卡等更多品类，并询问价格数据来源和定价区间（@TrueMeet2954, 10likes; @darklordpotty, 10likes）
展开评论
- @Practical-Nonsense (67): Wow, this is amazing. I feel like you could've charged 99 cents and made a bit lol
- @Independent-Ad6340 (39): When you finish the pack it could show a pop-out saying "congrats! you just lost x.xx money!" :)
- @Zeusper (16): if its open source where is the source code? and if its vibe coded ? feels sus not shareing the github
- @darklordpotty (10): I would donate a couple of bucks for this. Where are you pricing the cards and are you pulling top, median, or low prices (or allowing toggles for them)?
- @TrueMeet2954 (10): Man! This is so cool...YOU MUST EXPAND THIS TO SPORTS CARDS!!
作者用 Opus 5.5 等 AI 工具连续 11 周开发类 Dredge 的独立钓鱼游戏 Nightshoal，在 itch 上放出试玩并分享多会话协作和决策日志的工作流。
Hello there again guys :) As this turned into dev log at this point I will continue writing to anyone interested what I've been doing lately with the game and so on. Dredge comparisons are on again 🫣…
受众观点：① 直接质疑这是 Dredge 克隆、认为几乎没改动的玩家（@Alkash, 54分） ② 觉得作者花大量 token 做了一个现有游戏的复制、希望看到更多原创性的评论者（@potentially__potent, 19分） ③ 贴出 Dredge Steam 链接和对比截图、指责几乎没尝试改动的用户（@Discobastard, 17分） ④ 表示自己可能反应过度、愿意先冷静一下的网友（@RUSuper, 12分） ⑤ 直接说“我已经玩过这游戏，叫 Dredge”的玩家（@CincoEstrellasPapa, 11分）
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- @Alkash (54): So, basically a Dredge clone?
- @potentially__potent (19): This is just a clone of dredge. Did you really spend all those tokens to make a copy of something else? Could you not at least try to come up with something new?
- @Discobastard (17): Isn't it shit... For those that don't know: [https://store.steampowered.com/app/1562430/DREDGE/](https://store.steampowered.com/app/1562430/DREDGE/) OP hasnt even attempted to change anything https://preview.redd.it/i5z6rwg6rzuh1.png?width=1344&format=png&auto=webp&s…
- @RUSuper (12): 🤔 I wouldn’t be surprised if you are right so yeah I should probably just chill 🤷♂️
- @CincoEstrellasPapa (11): I already played this game. Its called Dredge…
ClaudeAI 版块里有人分享一段关于“对 AI 太刻薄被封禁”的搞笑内容，评论区围绕 Claude 带情绪的提示语、Gaslight 5.5 式回复和自嘲程序员调侃自己写烂代码展开玩梗。
r/ClaudeAI Damage control (by @CaptainInsightX)
受众观点：① 对“因为对 AI 太刻薄而被封”的梗感到好笑、调侃 AI 有态度的用户（@thingummywatt, 896分; @Curious-Intern-5434, 305分） ② 玩“Gaslight 5.5 Max effort”等模型人格化梗的 AI 爱好者（@zxoyan, 251分） ③ 把 AI 自嘲和开发者日常（git blame 看到自己两个月前的屎山代码）联系起来的程序员群体（@onlyonequickquestion, 96分; @Intelligent_Jury_720, 66分）
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- @thingummywatt (896): "Banned for being cruel to AI"
- @Curious-Intern-5434 (305): AI starts having an attitude, doesn't it? 😂😂😂
- @zxoyan (251): Gaslight 5.5 Max effort
- @onlyonequickquestion (96): Me when I git blame some ridiculous code and see I pushed it two months ago
- @Intelligent_Jury_720 (66): "Chat Closed by Claude. Please do not start a new conversation with Claude"
Reddit 用户分享自己对 Claude Code 说话越友善，模型越主动改进游戏 3D 模型细节的体验，并反思对非意识技术也该保持礼貌。
Im most definitely 100% sure that Claude Code will actually start performing much better when youre nice to it. I saw the recent news, didnt really read up on it or study what it was about. Decided I…
受众观点：① 很多人表示从来不理解为什么要对 Claude 无礼，认为对工具保持基本礼貌是常识（@Apprehensive-Gas7994, 73likes） ② 有人认为积极互动会触发模型更“helpful”的权重，主观上感觉正向语气能带来更好结果（@Zulfiqaar, 35likes） ③ 也有用户从“垃圾进垃圾出”的角度强调，输入的语气和内容会影响上下文，从而影响输出质量（@riotofmind, 28likes）
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- @Apprehensive-Gas7994 (73): I don't understand other humans, I guess. I've never said anything rude or mean to Claude, and I don't get why I even would. I'm also honestly surprised that wouldn't get you banned before now.
- @Zulfiqaar (35): LLMs always performed better when engaging positively, they activate helpfulness weights more. Dunno I get quite a lot of you're welcomes from Claude, wonder if anyone else experiences the same? Or more like yours
- @shitbucketbiscuit (32): i honestly thinks its just childish. The argument that you can freely be rude to it since its not conscious, but why even spend energy being rude to something thats not conscious?
- @riotofmind (28): I saw saying this a year ago and people were downvoting me and calling me stupid. It’s just simple logic. Every word you feed it builds its context if you feed it garbage it’s going to spit out garbage. If you feed it positive context you get positive result’s.
- @fattailwagging (19): It pays to be nice.
一位自建媒体用户列出自己 Sonarr、Radarr、Prowlarr、Bazarr、Seerr、SABnzbd、qBittorrent、Jellyfin 等八个容器的媒体栈，抱怨每次迁移或恢复备份都要手动重新连 API，想听听大家如何简化。
Mine is Sonarr, Radarr, Prowlarr, Bazarr, Seerr, SABnzbd, qBittorrent and Jellyfin. Eight containers, eight configs, and the API keys all have to be pasted into each other by hand. It works, but ever…
受众观点：① 顶层评论指出这类媒体栈完全可以用一份 docker compose 管起来，暗示问题不在容器数量而在编排方式（@kaevur, 99score） ② 有人认为如果频繁迁移主机应该考虑用 K8s，而如果总是需要从备份恢复则说明当前配置不稳定或备份策略有问题（@Nang-a-nator, 53score） ③ 也有多条评论建议用 compose 搭配 .env 文件集中管理配置，认为八个容器对自建媒体栈来说很正常，甚至有人调侃“八个容器穿一件风衣假装是一台电视”（@RefrigeratorWitch, 49score; @WetFishing, 47score; @Enough-Advice-8317, 41score）
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- @kaevur (99): This should be one docker compose file, what's the issue?
- @Nang-a-nator (53): If you're migrating hosts constantly you should be using K8s. If you're constantly needing to restore from backups you've configured something wrong for it to be unstable.
- @RefrigeratorWitch (49): A compose and a .env would likely resolve 90% of OP's issues, yeah.
- @WetFishing (47): This is self-hosted, we don't cut anything lol. I have just over 80 containers total. 8 sounds about right for my arr stack.
- @Enough-Advice-8317 (41): I count eight containers in a trench coat pretending to be a TV.
一位开发者吐槽别人说 CSS 是烂摊子，自己其实挺喜欢写原生 CSS，发帖问大家对纯 CSS 与各种框架的看法以及是不是只有自己觉得 CSS 还挺顺手。
A developer said that to me once. I actually don't find pure CSS that obnoxious, although there are definitely times where I have *no idea* why something isn't doing what I'm telling it to, lol, but…
受众观点：① 有人直言只要真正理解 CSS，原生 CSS 本身就很好用，不需要额外框架来“拯救”它（@bastardnezha, 62score） ② 高赞评论强调 CSS 作为核心 Web 技术其实非常规范，真正的问题更多在浏览器兼容和开发者不愿意系统学习，指出无论用不用框架最终都在输出普通 CSS（@barrel_of_noodles, 23score） ③ 也有资深开发者分享 30 年经验，解释 CSS 声明式、全局级、需要空间想象力等特性为何与传统编程思维冲突，导致很多人觉得 CSS 难（@kodakdaughter, 16score）
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- @bastardnezha (62): css is great if u know what ure doing dont need anything else
- @barrel_of_noodles (23): Css, the core web technology, is highly defined and the opposite of a shit show. Browser support on the other hand... Its a lot better now. If you're using a framework or not, guess what? You're outputting regular css. probably best to understand 1 of the 3 vital things driving…
- @Annual-Dimension-392 (22): it's not weird at all, raw css is totally fine for small stuff. once you understand specificity and the cascade it actually becomes pretty predictable, most of the "css is a nightmare" complaints come from people who never sat down to learn it properly i did a whole freelance pr…
- @kodakdaughter (16): In my 30 years of web dev, writing pure CSS is my favorite joy. Don’t let developers sway you otherwise. Developers often have a uniquely difficult time with CSS because it clashes with traditional mental models used for programming . Key differences: \- Traditional languages li…
- @aunderroad (14): Vanilla CSS is the best framework.
一位自建 IPTV 用户差点删掉 Dispatcharr，临时发现插件系统尤其是 lineuparr 能按运营商节目单自动筛出几万频道中的常用频道，才意识到插件让 Dispatcharr 变成真正好用的频道管理工具。
I was about to delete Dispatcharr as I have UHF and would just sort through and find what I want to watch. Just before I deleted I found the plugins section and omg I’m so happy I found this before I…
受众观点：① 有人提到对体育迷来说 teamarr 这类插件非常强大，可以按球队自动筛选赛事频道（@Practical_Papaya818, 38score） ② 也有用户表示插件正是自己当初没有卸载 Dispatcharr 的原因，感叹很多人都忽视了这一点（@Deep-Brain1882, 33score） ③ 新手则在问 Dispatcharr 在 Jellyfin 等自建媒体栈中的具体定位，吐槽各种“arr”名字太多难以分清（@Fickle-Owl666, 21score）
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- @Practical_Papaya818 (38): For sports people, teamarr is also incredible
- @Deep-Brain1882 (33): plugins are the reason dispatcharr survived my purge too, it's wild how many people sleep on that
- @Fickle-Owl666 (21): Newer to self hosting and only just now upgraded some storage enough to build out my jellyfin stack. Where does Dispatcharr fit into all this? There's too many arr names to keep track of 😵💫
- @scotsman08 (15): EPG Janitor - Scans for channels with EPG assignments but no program data. Auto-matches EPG to channels using intelligent fuzzy matching with aliases, removes EPG from hidden channels, and manages EPG assignments. Event Channel Managarr - Automates channel visibility by hiding c…
- @scotsman08 (12): It’s for iptv and stream management.
一位自托管爱好者想搭 NAS 备份重要数据，却发现机箱和硬盘价格暴涨，尤其在欧洲难以找到便宜可靠的 HDD，来求教如何省钱以及是否有靠谱翻新盘渠道。
I knew hardware wouldnt be cheap. But i thought its rather CPU/GPU/RAM. I thought i will buy some NAS-System for backup important local stuff. But the barebone nas system cost like 400€ and each HDD…
受众观点：① 关注近两年硬盘涨价、感叹“已经没有便宜 HDD 了”的自托管玩家（@Practical_Driver_924, 86分） ② 在欧洲买大容量盘、发现 20TB 价格几乎翻倍的用户（@doctor0who, 24分） ③ 想通过 recertified/翻新盘渠道压低成本、比如从 serverpartdeals 这类商家购盘的用户（@ReadSavings2733, 19分）
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- @smoke_dogg (177): 2022
- @Practical_Driver_924 (86): There is no such thing as "cheap hdds" at the moment. https://preview.redd.it/k5j2ob4z01vh1.jpeg?width=1280&format=pjpg&auto=webp&s=92fd390d50c3855bb14a5844174ecd40dee23414
- @doctor0who (24): bought 3x20TB in 2024 for around 900€, now just one 20TB HDD costs about 800€. Yeah, there is nothing you can do except buying, because it will not get cheaper in the near future
- @Practical_Driver_924 (19): Dollars. USA i assume? I am speaking for europe. The situation is worse here, though i dont know why.
- @ReadSavings2733 (19): serverpartdeals has been my go-to for recertified drives, shipped to germany without any fuss
一位做市场的重度 AI 用户第一次用 Claude Code 做像素风音乐视频项目，惊讶于自己不会写代码也能稳定修 bug 和改功能。
Just, holy shit. I’m a very heavy AI user for work and personal life, but as I’m in marketing I’ve never thought to try using it to build anything with code. It still seemed technical and I don’t kno…
受众观点：① 觉得一旦被 AI 编程体验“咬到”就很难理解为什么还有人强烈反对 AI 的用户（@RedditsChosenName, 72分） ② 能理解从伦理和环境角度反对 AI 的人，但认为“AI 产出都是垃圾”已经是技术理解落后的评论者（@Kuliyayoi, 30分） ③ 分享自己给做市场的女友接入 Claude 后，她能做互动看板并第一次跑通时非常惊喜的故事（@Scary-Lock5160, 20分） ④ 表示自己也在不断被新用法“刷新认知”、很享受折腾过程的用户（@TrashCollector1337, 9分） ⑤ 建议新手尽早用 Git 管理项目、每次成功就提交、避免多会话同时改同一目录导致互相覆盖的老手（@ruprechttmb, 9分）
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- @RedditsChosenName (72): Once you get bit by the bug it's hard to understand the people that are so against ai
- @Kuliyayoi (30): I understand them just fine when they come from the ethics perspective or environment perspective. I don't really agree but I understand where they're coming from. The people I don't understand are the ones that still think everything AI generated is slop. It's quite easy (in so…
- @Scary-Lock5160 (20): it’s wild how much of a wall people put up around coding stuff without realizing the barrier is basically gone now. my girlfriend does marketing too and i set her up with it last month, she’s been building little interactive dashboards for her campaigns and the look on her face…
- @TrashCollector1337 (9): Oh that sounds familiar. This train of realizations still keeps on cathing with me, I love toying with the thing and things overall :D
- @ruprechttmb (9): welcome to the club. one tip before you get too deep, have it set up git for the project and ask it to commit every time something works. sooner or later it will confidently break something that was fine an hour ago and being able to roll back is the difference between a laugh a…
提问者担心 Tailscale 绑定谷歌账号影响隐私和可控性，考虑改用自建 WireGuard 服务器，想知道在隐私和速度上是否会比继续用 Tailscale 更好。
I've been considering switching to plain Wireguard (or at least an easier setup with wg-easy). Considering that TailScale is linked to my Google account (which can be detrimental for privacy concerns…
受众观点：① 认为如果不需要洞穿 NAT 和中继，原生 WireGuard 在速度和隐私上更优的用户（@Azuras33, 34分） ② 强调“更好”是主观概念、要看具体需求的用户（@GoofyGills, 26分） ③ 认可 Tailscale 自动配置和集中管理优势、但也看到其第三方依赖和潜在集中风险的用户（@funforgiven, 11分; @RevolutionaryElk7446, 7分）
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- @Azuras33 (34): If you don't need the hole punching + relay of tailscale, no need to use it. Wireguard will be faster, easier to troubleshoot and the best privacy wise.
- @GoofyGills (26): "Better" is subjective.
- @CLEcoder4life (14): Agreed. It takes a bit more effort to get setup but when I wamna give a family member access i just ship em a config for my client wg interface and its done. No changing ACLs. no making accounts. Etc
- @funforgiven (11): I'd argue that the biggest advantage of Tailscale/NetBird isn't hole punching or relaying, but automatic configuration and centralized management. Keeping every device's configuration, access policies, and peers up to date with plain WireGuard becomes a hassle as your network gr…
- @RevolutionaryElk7446 (7): Tailscale means relying on a third party, as minimal as it is, part of the process still involves them. Also means that a chance of centralized issues happening, even with all the security and theoretical 'Why it shouldn't', we've been surprised by what exploits exist that chang…
一位运营多款 SaaS 的创始人分享自己在 X 上有三千多粉却转化很少，转而重点投入 SEO 和 AEO 后开始看到自然流量和注册增长，并在帖子里做 AMA 交流。
i've been into the Online world for 3 years now and Marketing is the hardest part when it comes to selling your product, i have more than 3k followers on X (not promoting myself) but only a few of th…
受众观点：① 在 X 或其他社媒上有一些粉丝但转化惨淡的独立开发者。② 没有预算买广告、希望靠内容和搜索慢慢起盘的早期 SaaS 创始人。③ 想搞懂传统 SEO 与面向 AI 搜索的 AEO 区别、但缺乏实战案例的技术人。
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- @Alarmed-Hornet6865 (3): I launched like last week. And so far I got 13-14 new users. Only via seo, didn't post it anywhere yet. Though niche topic
- @FearTheBlades1 (3): What does the full GSC timeline of your tool look like?
- @Emotional_Driver_756 (3): https://preview.redd.it/608gyj6j00vh1.png?width=1137&format=png&auto=webp&s=6f625c72308a5966de946c471c9b1d193f581e0b
- @Forsaken_Buy_7531 (3): I think with SEO and AEO the buying intent is already there, whereas if you post content on social media platforms, most people aren't even your target market to begin with. Anyone with the same belief as mine?
- @Late_Emu2385 (3): Damn this is basically my chart as well lol. I think we just gotta perservere and keep pushing until we make it or we spiral into a mental breakdown!
作者用 Opus 5.5 边“vibe-coding”做本地知识白板应用，结果模型在测试 YouTube 功能时自动播放《Never Gonna Give You Up》把他 rickroll 了。
So I've been vibe-coding a little local library app with Opus 5.5. Nothing too fancy, just a digital whiteboard where I can store notes, prompts, YouTube URLs, articles, and other stuff on a canvas.…
受众观点：① 把 Rick Astley 视频当作默认测试 URL、调侃这是少数没被 YouTube 屏蔽下载的经典梗视频的用户（@Perfect-Long8564, 89分） ② 认为 rickroll 已经成了 YouTube URL 的“Hello World”，习以为常的网友（@BoxLegitimate9271, 33分） ③ 分享自己也感受到 Opus 5.5 有幽默感、会在项目可视化里加彩蛋的用户（@RCL_D, 22分） ④ 回顾 Claude 3.7 之后越来越偏工程、到 4.8 体验变差，再到 5.5 觉得“回归有趣”的老用户（@daniel-sousa-me, 12分） ⑤ 简单归因这是训练数据导致的行为、没有展开讨论的评论者（@SMB-Punt, 11分）
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- @Perfect-Long8564 (89): One of the few videos not blocked for downloading by bots by YouTube.
- @BoxLegitimate9271 (33): rick astley is the hello world of youtube urls
- @RCL_D (22): I have noticed this with Opus 5.5 a lot. It has a good sense of humor, and that is quite impressive. If I ask it to make a short animation or visual overview of projects I am working on it always adds a little 'easter egg' style humor into it.
- @daniel-sousa-me (12): Way back when, Claude used to be pretty fun. After 3.7 they started focusing more and more into programming and it got progressively more autistic, until 4.8, which I found unbearable The 5.5 line is such a breath of fresh air and a return to form
- @SMB-Punt (11): Training I guess.
楼主已经做出一个 SaaS 却迟迟拿不到付费用户，向其他创始人请教他们是如何获得第一批付费客户的，引出大量关于对话获客、冷启动定价和内容营销的经验分享。
I've started a saas but unable to get user . Can any saas founder / tech founder tell that how did they get there first paying users.
受众观点：① 已经有产品 demo 或 MVP，却迟迟没有人愿意掏钱的独立开发者。② 习惯躲在代码后面、不擅长主动对话和销售的技术创始人。③ 想通过内容和 SEO 获客，但还没迈出“直接找人聊”的第一步的早期创业者。
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- @Pretend-Oil-8798 (5): The first paying user rarely comes from a channel. It comes from a conversation. * List 30 people with the exact problem. Find them where they complain: subreddits, X, LinkedIn, Slack groups. * Open with a question, not a pitch. Ask how they handle it today. * Offer a free trial…
- @Sampathrevidd (4): I run a streaming platform company, and the first paying customers for us came from outbound, not from launching and waiting. We picked people who already felt the pain and just wrote to them directly. Someone with the problem answers an email in a day. Someone without it never…
- @ArticulatorAI (3): Write really good quality content on your website that addresses Pain points , comparisons etc. It takes a while to get indexed by google and picked up by LLMs , but when it does it can be a huge source of traffic. Especially if LLMs cite it , as these are trusted and convert ve…
- @Swimming_Coach_2843 (2): i sat on zero users for like 3 months before realizing i was building in a vacuum. what actually moved the needle was picking 10 people in my network who had the exact problem, asking them to use it for free, then asking one of them to pay for it. the first dollar changes how se…
- @ruprechttmb (2): look at your competitors' 1 and 2 star reviews on g2 or capterra. those people already pay for a solution and are unhappy with it, way easier first customers than people who have never paid for anything in the space. message a few of them, ask what annoyed them, and if your thin…
作者介绍了 Ember，这是一款围绕人物而非时间轴组织内容的日记应用，通过 @ 提及聚合相关记忆，并在 Mac、iPhone、iPad 上本地存储和通过 iCloud 同步。
I started building Ember because I had a problem with how traditional journals work. You write about your friends, your partner, your parents, and all the little moments that make up your life. But e…
受众观点：① 有人质疑标题里“意外做出最漂亮”的说法，认为这种叙事有点刻意营销（@goatanuss, 43likes; @vajss, 5likes） ② 部分评论在讨论 UI 细节，用专业术语指出这是典型的左侧抽屉式布局（@Spedunkler, 7likes） ③ 也有用户表示很喜欢产品但遗憾只支持 Mac 生态，希望有更多平台版本（@Alive-Confidence-32, 5likes）
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- @goatanuss (43): Somehow I doubt it was accidental but alright
- @Beneficial_Twist_878 (17): the old claudegpt special
- @Spedunkler (7): This is a "left panel", "left-hand drawer", "slide-out left panel" UI.
- @vajss (5): That has nothing to do with this being accidental.
- @Alive-Confidence-32 (5): yup i like this, too bad it's only built for Mac
作者吐槽“软件已死、SaaS 会被 AI 取代”的悲观论调，举自己社媒排程工具 PostFast 和邮件发送工具 SendHeron 的数据说明：真正难被替代的是那些维护成本高、依赖第三方 API 且需要长期稳定性的产品。
I see everyone saying here or on X, that software is dead, and all SaaS is going to be replaced etc. I get where its coming from, as I changed a lot of my subscriptions to my own internal tools, as i…
受众观点：① 关心免费试用转化率、对无卡试用 14.94% 转化数据感兴趣的 indie hacker（@datafreak, 3分; @petargeorgievv, 2分） ② 认同“维护和第三方 API 变更才是 SaaS 真正工作量”的开发者（@Clean_Candidate_5496, 2分） ③ 面向传统行业客户、深知用户不会自己“vibe-code 工具”的 B2B 开发者（@AdKey4749, 2分）
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- @datafreak (3): Out of interest how many of those trials are converting?
- @petargeorgievv (2): its trial without a card, so its quite low 14.94% currently for this stat I shared, but still not bad considering as i said no card
- @datafreak (2): Fair enough, I’m doing trials with card and seeing fairly high numbers. Hard to judge if card free is better or not.
- @Clean_Candidate_5496 (2): Agree on the maintenance part. The build is the easy bit, it's the third-party APIs changing under you every few months that people don't want to own. I help with a small thing for a family business and even there nobody wants to be the one fixing it when a login token expires o…
- @AdKey4749 (2): This is the "real people" part. I build for small construction contractors. none of them are going to prompt their way to an estimating tool at 9pm after a site walk, they want the PDF for the client, not a project. And +1 on maintenance. in a few months I swapped the model that…
一位自建党晒出自己家里混合 Podman 容器和裸机的服务拓扑，承认邮件还暂时托管在 Google 上，但老 Athlon 服务器依然跑着一堆服务，正计划逐步迁出并补齐备份方案。
Some of it is virtualized (via Podman), some is running bare metal. Just included the TV Box as it's on the lan, all the rest of the clients around the house are on the WiFI. Let me know if any q's.…
受众观点：① 有人好奇楼主同时使用 Tailscale、Pangolin 和路由器上的 Wireguard 三套远程访问方案，各自承担什么角色（@DankeBrutus, 13score） ② 也有评论调侃那台老 Athlon 还能扛起照片、媒体等一整套服务，是个“老当益壮”的小生态系统（@Joncallim, 5score） ③ 楼主在回复中坦承自己在备份上还比较薄弱，只有 4TB 本地备份盘，计划搭建专门的备份 NAS，并分享了用 Arch 做服务器、Pangolin 走自有域名子域和 Tailscale 隔离内网的做法（@theslinkyvagabond, 5score）
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- @DankeBrutus (13): I'm curious of how you use the three different remote access tools you have. Two machines with Tailscale, one with Pangolin, and your router with Wireguard.
- @Joncallim (5): That old Athlon still pulling its weight is fantastic lol. Photos, media, the rest of the stack… this is a proper little ecosystem!
- @theslinkyvagabond (5): So, for backup, I'm actually kind of lacking, but I guess that's what happens when you have almost 22 TB of media. I have all my photos/docs/etc backed up onsite every night on a separate 4TB backup, but building a proper backup NAS is top of my to-do list. Arch works great as a…
- @Powerful_Beat_3601 (4): love the name GoogleBox for the one node still stuck in their ecosystem, its like a hostage situation you're slowly negotiating out of
- @No-Foot6570 (4): Looks great! What's your backup solution? How is Arch (btw) as a server OS? Can you tell me more about your SearXNG setup, do you have it routed through a VPN? If so, how are you getting around limits?
楼主详细介绍了自己用 WireGuard 内网、Traefik 反向代理、CrowdSec 防护和 Pocket ID 认证的自托管安全架构，纠结是否再加 mTLS 和 Cloudflare Tunnels 会不会变成“网络安全偏执”。
Hi folks, I wanted to do a quick sanity check on my current infrastructure and see what you all think—mostly to figure out if I'm sliding too far down the paranoid over-engineering rabbit hole or if…
受众观点：① 认为楼主当前方案已经算是社区里比较稳妥配置的自托管玩家（@Typical_GeorgeJungle, 16分） ② 倾向于自建 WireGuard 而不是依赖第三方托管 VPN 的用户（@molto-italiano, 5分） ③ 关注 CrowdSec 告警可视化、Cloudflare 域前防护、地理封锁等进阶安全手段的同好（@CordialPanda, 2分）
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- @Typical_GeorgeJungle (16): Honestly, this isn’t paranoia, it’s a well-designed setup. VPN for internal stuff, minimal exposure, reverse proxy with rate limiting, CrowdSec, and SSO in front is exactly what most people here would recommend. Many self-hosters expose way more with way less protection. You’re…
- @molto-italiano (5): I prefer my wireguard configuration than other wireguard configuration on the server of other people (tailscale) But thanks for sharing
- @conectionist (3): When it comes to cybersecurity, there is no such thing as paranoia. Only how much effort you're willing to put in and how much user-friendliness you're willing to sacrifice.
- @CordialPanda (2): You're fine. I use authentik instead, but the difference is essentially semantic. Also crowdsec, I assume you're using collections that cover your full range of services? The only suggestion I have that you haven't talked about is do you have a dashboard and eventing on trips fo…
- @molto-italiano (2): Yes, I use the standard CrowdSec rules, and for the dashboard, I use crowdsec-webui (https://github.com/TheDuffman85/crowdsec-web-ui). Grafana and Prometheus seem too resource-intensive for my needs—that’s why I settled on crowdsec-webui with notifications enabled. I’m not famil…
一位学术圈开发者为学术会议免费维护多年 WordPress 提交系统并打算商业化升级版，却被主办方私下给外包公司开整机备份权限拷走代码，引发 IP 归属和信任争议。
Note: I’m not a professional web developer; I’m an academic who builds tools for my own research and projects. That’s why I kept using their existing hosting. For the last 3–4 years, I've helped (for…
受众观点：① 有人认为这是一次教训：不要把自己的产品托管在别人的服务器上，也不要在没有协议的情况下用客户数据做产品孵化（@micalm, 23score） ② 多条评论指出在没有明确合同的前提下，客户自然会认为系统是“有偿开发的工作成果”，给第三方访问是合理风险控制（@shodan_reddit, 20score; @kisuka, 10score） ③ 也有人质疑楼主一边收小费一边用客户数据打磨商业产品，最后还在报名期删代码的做法本身就很不专业（@OldIndividual1775, 10score）
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- @micalm (23): Chalk that up as a lesson learned. Don't host your code on other peoples servers, don't use their data to build your product. The other company shouldn't be able to use that code anyway, but it's a legal battle if it comes to that. Hope you at least didn't leave a generic starte…
- @shodan_reddit (20): I don’t see what the OP was expecting. Developing a system for a paying customer on their infrastructure without any contractual agreement over ownership. Of course they think they own it and why wouldn’t they give access to it. They were probably worried about the risk OP was g…
- @magenta_placenta (18): If you have no formal contract stating you own the IP then legally, code written during an engagement can sometimes default to "work made for hire" depending on jurisdiction, though your ongoing commercial aspirations complicate this.
- @kisuka (10): 100% > They were probably worried about the risk OP was going to drop supporting them and needed a backup just in case Rightfully so it sounds like based off the dude's behavior and how he was developing a commercialized version using their feedback and data as a test bed.
- @OldIndividual1775 (10): so you were building a commercial product on their hosting, with their event's data, for a small fee, and you're the one who got wronged? then you pulled code off a live site while applications were still open and slipped it in like a footnote.
一位刚转行的英国初级前端开发者只会 HTML/CSS/Bootstrap，做了两单亲友网站后想了解在英国给企业做约 10 页静态站该收多少钱。
Hello, I am relatively new to web development as a career but I have been learning on my own since 2022 and have only now decided to make full use of it. So far I’ve created 2 websites but these are…
受众观点：① 有人直言在 AI 能快速生成基础网站的时代，缺乏商业经验的新人很难以合理价格接到活，建议先去代理公司做初级开发积累经验（@Kamay1770, 14score） ② 评论给出粗略价格区间，认为 10 页静态站自由职业者大概能收 £1500–4000，而机构收费会更高（@TheCourteousSeizure, 10score） ③ 也有过来人分享自己当年做自由 web dev 被客户压价又要 24/7 维护的踩坑经历，建议把精力放在提升技能和找正式岗位上（@Kamay1770, 9score）
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- @Kamay1770 (14): To be blunt, your lack of commercial experience isn't going to help you. No one wants to pay a freelancer with no proven skills and little real world experience, unless they're paying very little. Even then, nowadays you can pay Claude or ChatGPT to spit out a basic site for you…
- @TheCourteousSeizure (10): depends massively on what you're actually building, a 10 page static site with bootstrap is a different universe from a custom web app with a backend. for what you're describing i'd ballpark £1500-4000 from a freelancer but agencies will charge way more.
- @Kamay1770 (9): I'd spend the time and energy upskilling as a dba then tbh mate. I did some freelance Web dev when I left uni and I made a bit of money but it was mostly a headache with people demanding the world and paying peanuts. Absolute regret doing that, it provided little of use for my c…
- @AffectBusiness6234 (3): I’ll take your advice well. Currently my real goal is to land a role as a junior Database administrator and have already got an internship. Web dev was meant to be a side gig
- @Souhashi (3): Really depends on where in the UK you're located. Someone in London or another major city can charge more than someone in a tiny village.
作者分享自己花一年做书签管理工具 Bookmash，上线后在 Reddit 求反馈才发现没有免费试用、没有交互 demo、只有终身付费且文案不清，调整后又因自推标记错误被封号，从中反思产品视角与新用户体验的巨大落差。
I launched Bookmash, my bookmark manager, back in August after working on it for almost a year. One of the first things I did was share it on Reddit to get some feedback. And I quickly realized how m…
受众观点：① 有类似“自己觉得产品很清楚，但新用户完全看不懂”的独立开发者（@No_Economist_4142, 3分） ② 想通过数据看 demo/试用是否真的提升“首个有效动作”的产品人（@Any-Ask-4131, 2分） ③ 意识到定价反馈和真实付费行为差距很大的 indie hacker（@mavlu-app, 2分）
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- @No_Economist_4142 (3): It’s wild how fast the blind spots show up once someone else pokes at your work. I built a little tool for generating color palettes from photos and thought it was dead simple, first person I showed spent ten minutes trying to figure out how to export anything. The lifetime-only…
- @Any-Ask-4131 (2): Did more people reach their first useful task after the demo and trial went live? Since pricing changed too, that might tell you more than signup numbers alone about which confusion you actually fixed.
- @mavlu-app (2): this is such an easy trap when you’ve been staring at your own product for months. you stop seeing all the little questions a new user has because the answers feel obvious to you I’d just be a little careful with feedback around pricing though. “I’d prefer a subscription” and ac…
- @datafreak (2): What does a bookmark manager actually give you compared with modern browsers which sync everything these days?
- @Deer_Lanky (1): Exactly! It's funny how something that feels so obvious to us can be completely confusing to someone seeing it for the first time. And yes, I thought lifetime pricing would make things simpler, but I hadn't considered how much commitment it asks from someone who hasn't even trie…
ICLR 审稿人吐槽今年在 OpenReview 上遇到大量疑似 AI 生成或质量低下的论文，讨论如何在自动化投稿时代识别“AI 糊论文”。
I know it's early but I've been browsing through ICLR OpenReview and I see a lot of good papers! Maybe the first big conference with automated research submission and it is increasingly becoming hard…
受众观点：① 有审稿人表示自己所在子领域吸引了很多完全不懂但有大量 token 的人投稿，审稿体验极差（@Waste-Falcon2185, 37score） ② 同一位审稿人称五篇分配论文几乎让自己“精神崩溃”，质量糟糕到难以称为论文（@Waste-Falcon2185, 32score） ③ 其他审稿人提到有论文没有基线或结果明显不合理，甚至直接是 AI 生成的内容（@giladfrid009, 20score）
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- @Waste-Falcon2185 (37): I may work in a subfield uniquely attractive to people with no clue but plenty of tokens
- @Waste-Falcon2185 (32): Over the course of my five assigned papers, such as we can even call them that, I have undergone my very own "jokerification". Abysmal.
- @nihilisticdick (24): Let me guess, interpretability?
- @Waste-Falcon2185 (24): Bullseye.
- @giladfrid009 (20): 3 papers, two without baselines (and yes baselines exist for these), the third is AI generated and reports results that doesn't make sense.
作者自用痛点出发开发了 Circle Lens，一款通过画圆手势或快捷键触发的跨平台屏幕放大镜工具，提供 Windows 应用、浏览器扩展和可嵌入脚本。
I kept zooming my whole screen to read one line, then zooming back, and every time it wrecked the layout of everything else. I also didn't want to lean in or reach for reading glasses. So I built a l…
受众观点：① 有用户好奇是否已有系统级快捷键替代，说明很多人不知道或不满意原生缩放体验（@Diver-Interesting, 2likes） ② 一些人关心平台支持，尤其是 Mac 用户能否使用或通过浏览器扩展替代（@TimelySecret729, 1like） ③ 也有人从可用性角度提问，希望能关闭鼠标手势只保留快捷键，以避免误触（@kai_mercer19, 1like）
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- @Diver-Interesting (2): Cool idea! Just curious, is there shortcut in windows OS for zooming? In mac i can hold ctrl and do scroll up/down gesture in the trackpad to zoom in/out.
- @amokerajvosa (2): This is what I created for my teaching + this feature from OP.
- @TimelySecret729 (1): hi, does it work on Mac?
- @AtmosphereVirtual254 (1): That’s a clever activation gesture
- @kai_mercer19 (1): can the mouse gesture be switched off while keeping the Shift shortcut? could be useful if someone's normal pointer movement keeps triggering it
作者介绍自己开发的 m3u4me，自托管的 IPTV M3U 播放列表管理工具，最新 v2.4.3 加入频道同步、自定义 User-Agent 和一键备份等功能，并特别声明整套代码由 AI 生成但已在日常自用。
I launched m3u4me in July as a self-hosted alternative to m3u4u and Dispatcharr. It's meant to be a simple and intuitive M3U playlist management platform for IPTV enthusiasts who want to be in full c…
受众观点：① 有用户表示对 Dispatcharr 很满意但在大播放列表下内存占用高、管理时容易卡死，因此对 m3u4me 这种替代方案很感兴趣（@AlBundysPants, 9score） ② 也有人感激作者坦诚披露 AI 生成代码，表示会找时间部署体验（@sir_ale, 6score） ③ 还有评论肯定频道同步和自定义 User-Agent 这类功能解决了现实痛点，但也对在关键自用场景运行 AI 生成代码持保留态度（@dapper_gridlock, 2score）
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- @AlBundysPants (9): I am interested in trying this thing out. I found dispatcharr very useful, and they continue to add functionality, but it’s memory intensive and freezes during management when you have a large playlist. Glad to see another option to play with.
- @ElaborateEffect (7): IPTV is one of those things you gotta know someone who knows someone.
- @sir_ale (6): Oh, this is great!! Thank you for the honest AI disclosure, I’ll spin it up and poke around once I find some time :D
- @savinandrei (3): wait what how
- @dapper_gridlock (2): Channel syncing that actually works is rare, most of these tools just break the moment your provider tweaks something minor. The custom user agent bit is clever too, had to hack around that with a reverse proxy before and it was a mess. Not sure I'd run AI-generated code for som…
发帖者在 r/MachineLearning 询问：从机制和理论角度看，当前基于大规模预训练的 AI 学习范式为何有理由被认为能通向 AGI，而不仅是趋势外推。
Most conversations I see on various AI subreddits start from the assumption that AGI/RSI/ASI is possible, we're on the way right now, and that things will be incredibly different afterward. The only…
受众观点：① 有人认为当前范式只是“目前最有效的配方”，但并不等于已经证明能通向通用智能（@mlspgt, 15score） ② 有评论从训练目标出发，讨论下一个 token 预测如何可能逼近“真正推理”，以及模型是学到推理还是一堆启发式捷径（@CheeseSomersault, 9score） ③ 也有人指出 Transformer 虽可在理论上模拟图灵机，但实际通过梯度下降学到的往往不是这种结构化算法，且在很多任务上有明显证据（@milesper, 6score）
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- @mlspgt (15): It's the best working recipe we have at the moment.
- @CheeseSomersault (9): Certainly not the best argument, but an intuitive one that I find at least somewhat compelling: When doing next-token prediction for prompts that ask reasoning questions, during training the model can minimize its training loss by 1) overfitting and memorizing the answer to ever…
- @milesper (6): That’s not true and there’s a reason why research on the topic has to make a lot of assumptions/awkward constructions. A critical part of a Turing machine is an infinite tape, which is not the same thing as a “large” hidden state. The proofs generally require chain of thought to…
- @relevantmeemayhere (4): This is an illusion of scale coding is, by nature deterministic; it's verifiable. we have mountains of people annotating and literally tuning the penalized likelihood in an already highly regularized set of vectors that produce output. this isn't general; and it's why these thin…
- @currentscurrents (3): Idk man, coding agents are very impressive, it seems to be working pretty well so far. Not only can they code very well, they are general enough to do tasks that have little to do with coding, [like animation.](https://www.youtube.com/watch?v=8j-hR4fJywU) If we reach a point whe…
一位印度创始人因做 AI 相关调试工具被 Stripe 拒绝开户，求助选择 dodopayment、Lemon Squeezy、Paddle 等 MoR 来收国际 SaaS 订阅。
Me and my friends are working on a startup, we have some funding and have an Indian entity but apparently Stripe didn't allow us cause we deal with AI(though we are working a on system for debugging…
受众观点：① 有人强调 Paddle 并非只服务大公司，但上架前合规审核更严格，过审后给印度账户的打款最稳定（@DryStudio0, 4score） ② 评论提到 Lemon Squeezy 更容易通过审核，但量大时打款审核会拖延，Dodo 的差评多来自新手不理解 5%–10% 保证金（@DryStudio0, 4score） ③ 也有人分享用 PayPal+Razorpay 的组合收国际款，指出 Razorpay 对 GST 资质要求没那么死（@rahulkandoriya, 2score; @itsdm830, 2score）
展开评论
- @DryStudio0 (4): Paddle is definitely not just for big companies. Their initial onboarding is stricter on compliance (you need clear terms, privacy, and refund policies on your live site), but once approved, their payouts to Indian bank accounts are the most stable of the bunch. Lemon Squeezy is…
- @rahulkandoriya (2): Using PayPal and Razorpay using GST registered current account. 90%+ international users are paying through PayPal only.
- @itsdm830 (2): razorpay doesn’t strictly need GST registration.
- @Classic-Wedding-3270 (2): dodopayments is my choice
- @Mubeenization (2): Polar dot sh is good
帖子讨论在发现已有竞争对手后是否还要继续做自己的 SaaS，评论多在鼓励楼主坚持并强调市场足够大、可以做出更好的产品。
r/SaaS Who needs research right?🤧
受众观点：① 正在做第一个 SaaS、发现有强劲竞品后犹豫要不要继续的独立开发者。② 对市场调研、差异化定位缺乏方法论的技术创始人。③ 关注“AI 时代是不是已经太晚做 SaaS”的观望者，希望听到一线实战者的冷静拆解。
展开评论
- @david-labs-ca (27): So make a better one. Who says you can be the only car manufacturer in the world?
- @atlas_principle_dev (6): yeah you're good, hopefully it exists because there's demand. The world is big enough for a few competing companies ;) best of luck!
- @Original_Oil_7759 (4): Not quitting!!👏
- @Original_Oil_7759 (3): Word👏
- @Original_Oil_7759 (3): 
一位用 Dreamweaver 搭建的同人小说站长想把成千上万页旧版 HTML 和 Word 生成页面迁移成现代移动友好的网站，求推荐能批量改造的 AI 工具和方案。
I hope this is the correct place to post this. I am wanting to convert a fan fiction website to a modern site that is mobile accessible. There are thousands of pages that are in either basic HTML, or…
受众观点：① 顶层评论建议用 Claude Code 或 Codex 这类编码 agent 基于少量代表性页面生成转换脚本和响应式模板，再在预发布环境批量验证链接、章节顺序和可访问性（@No-Project-9099, 8score） ② 有人强调迁移过程中最重要的是保护原有 URL 和书签，必要时用 301 重定向避免读者收藏和外链全部失效（@No-Molasses-2097, 4score） ③ 也有评论分享具体技术路线：先用 pandoc 清洗 Word HTML，再用 Hugo 或 Astro 生成新站，同时用 301 保持所有旧地址可用（@PrudentWarthog3413, 3score）
展开评论
- @No-Project-9099 (8): For thousands of pages, I wouldn't run an AI redesign on each one. Use AI to help build and test one repeatable migration, then apply it in batches. First make a full backup and a list of every current URL. Pick 10 representative pages: plain HTML, Word-generated HTML, long stor…
- @No-Molasses-2097 (4): For a fan fiction site, the thing to protect during the migration is your URLs. People have stories bookmarked and linked from elsewhere, so try to keep the URL slugs identical when you move everything over. If any of them have to change, set up 301 redirects from the old paths…
- @PrudentWarthog3413 (3): Those paste-your-URL AI rebuilders like Repaint or webfacelift are built for a plumber with five pages. Point one at thousands of Word HTML files and you get thousands of pages with mso- junk and inline font tags still in them, just wearing a nicer font. Run the whole directory…
- @bhison (3): Presumably you get claude to write a script which helps bring them into the new project rather than using it to parse each one. Fairly sure that's what it would do without any guidance.
- @TeaSocks69 (2): 1. Pick a CMS 2. Design a theme 3. Use AI to assist in the development of theme. 4. Move content over. You'll want to consider ways to minimise duplicating code, consistency of layout and content display across devices and whatever other functionality you've got or want.
作者分享自己为管理任务和时间打造的 zympl.app 被一位远在地球另一端的陌生用户高频使用的经历，表达独立开发者被真实用户认可的成就感。
I build [zympl.app](http://zympl.app) as a personal tool to manage tasks and track time. I've been using it for a while. Today, I checked the analytics and found someone on the other side of the worl…
受众观点：① 评论普遍共鸣，认为一个完全不认识的重度用户比任何发布日流量更能证明产品价值（@Bitter_Regular7406, 4likes; @QuanTradin, 3likes） ② 有人分享类似经历，比如被要求改进 Anki 插件时感到“终于对社会有用”，强调被需要的满足感（@Useful_Disaster_7606, 3likes） ③ 也有评论把这类用户称为“最大利益相关者”，认为他们提供的真实使用数据比虚荣指标更有价值（@tradematesHQ, 3likes）
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- @Bitter_Regular7406 (4): that moment when one random stranger becomes your biggest stakeholder lol. nothing hits like real usage data from someone who owes you nothing
- @Useful_Disaster_7606 (3): Nothing made me happier when someone asked me to make adjustments to my Anki addon. It's nice to be useful to society.
- @ajayesivan (3): https://preview.redd.it/bi0fvpdoe0vh1.png?width=1772&format=png&auto=webp&s=758279eac2b3b36392f4db968ad1c97893f47850
- @tradematesHQ (3): That first stranger who owes you nothing using your tool daily hits harder than any launch. Real usage beats vanity metrics every time. Keep shipping, that one user is your best feedback loop.
- @QuanTradin (3): one stranger using it more than you do is better proof than any launch day spike. that's a nice thing to find in the analytics.
作者分享自己上线 Popcorn 这款为多家流媒体叠加 IMDB/烂番茄评分的 Chrome 插件后，如何通过 Reddit 分发和数据分析拿到前 100 个周活用户的实战经验。
Two months ago, I launched my first Chrome extension, [Popcorn](https://chromewebstore.google.com/detail/mckbnpnhpbehjmiobhgkhdinejmkmhjd?utm_source=reddit&utm_medium=social&utm_campaign=rele…
受众观点：① 关注如何为浏览器扩展或小工具拿到第一批真实用户的独立开发者（@ruprechttmb, 2score） ② 想学会在不同社区根据受众类型调整话术、而不是一稿多投的内容创作者（@Shehani_Delamont, 1score） ③ 想用 Chrome Web Store Dashboard、UTM 参数和 Google Analytics 追踪渠道效果、提升留存的产品和增长从业者（@IsopodOk6837, 多条回复）
展开评论
- @ruprechttmb (2): congrats, 100 weekly actives on an extension is real. curious what changed between the 4.1k post and the 16k repost- different sub, different title, or just timing? and the 1 to 4 a day after you stopped promoting is probably chrome web store search doing its thing, did you tune…
- @IsopodOk6837 (2): I mean both were netlfix subreddits. one is r/netflixindia and other is r/netflixuk. I just did a repost so the content is same as well. I think the major difference I would say is the activity on the post. on the reposted version, people starting engaging more so there were mor…
- @Shehani_Delamont (1): the point about tailoring the pitch per audience type is so underrated, most people just copy paste the same thing everywhere
- @IsopodOk6837 (1): I know right. It’s damn crucial.
- @Jaded_Database8948 (1): 4.1k vs 16k on the repost is the bit i’d dig into. same sub and same post, or did you change the hook or timing? feels like the answer is probably hiding there.
一名立陶宛个体户开发者为申请 Instagram 商业权限卡在 Meta Business 验证数月，多次上传本地合法证件都被自动系统拒绝，苦寻人工审核入口。
I'm trying to get Instagram permissions (instagram\_business\_basic, instagram\_business\_content\_publish) approved through App Review, but I've been stuck on Business Verification for months. I'm r…
受众观点：① 有人吐槽 Meta 支持只剩机器人循环，开发者在聊天里不断被丢回文档和 FAQ，几乎找不到真正的人类支持（@Decpwnz, 2score） ② 评论指出某些开发者支持链接只有在 Business Manager 有活跃广告账户并有消费时才会出现，否则就被重定向到通用文档（@lonestilldev, 2score） ③ 还有人分享 App 审核时如果不按脚本录制“每一步点击”的演示视频，自动审核会直接拒绝，真正的人工审核几乎不会触达（@lonestilldev, 2score）
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- @Decpwnz (2): Thank you, your response that actually gives me hope! If you manage to find that link again, I’d be really grateful. For months all I’ve reached is the Meta support chatbot, and it just goes in circles. It asks which app and business I need help with, I tell it, it sends me help…
- @Decpwnz (2): I opened it and see the Meta AI assistant chat and a support cases section, but no obvious way to open a ticket myself. By any chance, do you remember if you opened the ticket with a button somewhere, or did you get to it through the assistant chat?
- @lonestilldev (2): That link only shows up if your Meta Business Manager has an active ad account with spend on it. Otherwise it just 404s into generic docs and you're stuck in bot hell.
- @lonestilldev (2): It really is just an automated loop talking to itself at this point. The only workaround that ever worked for me was submitting a dummy screencast showing literally every click, otherwise their L1 bot auto-rejects without even hitting a human reviewer.
- @lonestilldev (2): The reviewers don't actually test the logic, they just scan for a literal button click that matches their checklist script. If your UI handles token exchange or webhooks in the background instead of a dumb front-end prompt, they treat it like an error.
楼主分享自家 B2B React Native 物流应用因低端安卓机内存问题导致路线页面频繁卡死，最高付费客户司机每天强制重启多次却从未报 bug，直到偶然通话才发现险些流失大客户的经历。
&#x200B; We have a B2B react native app and our biggest account is a logistics company that pays us about 4x what the average customer does and last saturday I was on a call with them about a new…
受众观点：① 有少数大客户、但缺乏系统监控和用户反馈机制的 B2B SaaS 创始人。② 用 React Native 或跨端技术做业务 App、需要兼容大量中低端设备的移动开发者。③ 还停留在“等用户提工单再修”的早期团队，希望降低隐性 churn 风险的人。
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- @musti230403 (15): I think you should make it easier for users to give feedback directly in the app. For example, an occasional pop-up asking them to rate the app or report an issue. If something’s bothering them, they can let you know right there. From my experience, submitting a support ticket c…
- @JoeKeepsMoving (3): Sign up for a testing platform like testmui. Create a testing plan that includes a wide variety of devices. I had the same issue with iOS development and am at least a bit more confident that my code works. Also, do you use a crash reporting software like glitchtip? Not sure if…
- @anderson_the_one (3): A freeze like this may never reach your crash reporter because nothing actually crashes. I'd add a heartbeat around the route screen and record time-to-interactive, memory pressure, and foreground restarts by device and RAM bucket. Then put a simple account-health review on the…
- @YogurtclosetLimp7351 (2): This! Right after a crash you could ask them to provide feedback!
- @windbloom9 (2): tbh the support ticket thing is so true, most people just silently churn instead of reporting anything
楼主回顾自己一年里做了七个副业项目却频繁放弃，被社交媒体对比心态压垮，最近又做了 looksmaxxing 相关小实验后犹豫要不要继续，最后决定回到做小工具、不断 launch 的节奏，把“保持行动”当作核心策略。
I'm the kind of person that gives up really quickly when I don't like it anymore or don't see a future in it. Like in the past year I've probably worked on 7 "initiatives" which are startups that I e…
受众观点：① 认同“保持行动比选对唯一完美项目更重要”的开发者（@Leather-Rip-3910, 1分; @nowrean, 1分） ② 意识到很多项目死在“找不到分发渠道”而不是产品本身的 indie hacker（@Huge_Pool7424, 1分） ③ 想用更理性测试（预算、样本量、退出标准）替代情绪化放弃的创作者（@AlexHuangDubai, 1分; @BP041, 1分）
展开评论
- @Leather-Rip-3910 (1): the whole "stay in motion" thing is what kept me from quitting design work back when everything felt pointless
- @Huge_Pool7424 (1): i'd pick the one where you already know where the users hang out, the last few i killed were distribution problems not build problems. which of the 7 actually had people asking for it before you built?
- @AlexHuangDubai (1): The $40 test says something about that offer and audience, but 30 visits is too small to decide whether building is worth it for you. I would pick one problem where you can tolerate the distribution work, then set a short test and a concrete signal before writing much code. If T…
- @nowrean (1): Honestly, I get what you mean. Just keep building stuff and see what happens. You never know which one might actually take off.
- @BP041 (1): tbh the issue isn't picking the right idea, it's that you have no exit criteria. Before starting anything, write down one concrete milestone — 10 paying users, 20 calls booked, whatever — and a date, and pre-commit to quitting if you miss it. That turns "I lost interest" into ac…
作者用 ChatGPT/codex 和 Claude Code 边学边做，为儿子“vibe-code”了一块实时更新 MLB 比分的物理记分牌，并开源了完整项目。
Many people have vibe-coded an application or a software product, some have even vibe-coded entire companies. Of course I’ve played around with a few fun vibe-coding projects, but for the first time…
受众观点：① 直接夸赞作者是“好爸爸”、被亲子向项目打动的用户（@Present_Material9587, 17分） ② 觉得项目很酷、GitHub 文档也不错，希望能看到成本估算的读者（@Effective_Pizza_495, 6分） ③ 简短表示“W dad!”、为这类用技术陪伴孩子的行为点赞的网友（@TheWrathRF, 5分） ④ 作者本人补充大概花了 250 美元零件成本、准备更新到仓库的说明（@dtizzlenizzle, 4分） ⑤ 指出其实已经有现成开源 MLB 记分牌项目可以复用、暗示可以多做调研的用户（@Akthrawn17, 3分）
展开评论
- @Present_Material9587 (17): You're a great dad
- @Effective_Pizza_495 (6): Really cool! Great GitHub as well! Wish you would have included a price estimate (although I do understand your reasoning that prices change constantly).
- @TheWrathRF (5): W dad!
- @dtizzlenizzle (4): Thanks! Oh good call, I meant to do that, I think it was around $250 worth of parts. I’ll add that to the repo.
- @Akthrawn17 (3): Or, just could have used the already open source project https://github.com/MLB-LED-Scoreboard/mlb-led-scoreboard
作者开源了自托管日历 Mitra，把事件和任务放在同一时间轴上，支持 CalDAV/Google/Apple/Notion 双向同步、多用户和本地提醒，邀请大家来试用并帮忙“踩坑”。
**Website**: [https://mitracal.com](https://mitracal.com) **Demo**: [https://demo.mitracal.com](https://demo.mitracal.com) (no sign-up) **GitHub**: [https://github.com/a11delavar/mitra](https://githu…
受众观点：① 关注自托管日历、愿意尝试新工具的 r/selfhosted 用户（@Jolpadgett, 10分） ② 想用公开只读视图做协会/团队活动展示的自托管玩家（@NobodyRulesPenguins, 6分） ③ 想通过 webhook / API 把提醒接入自有通知流水线或 n8n 等自动化工具的折腾党（@nashosted, 4分）
展开评论
- @Jolpadgett (10): Looked through the docs and demo and like what I saw. For me, webhook support is important so I can feed notifications through my notification pipeline which them would show real notifications on my apple devices. Looking forward to watching this one grow.
- @psychedelic_tech (10): engagement bot
- @NobodyRulesPenguins (6): Really nice at first glance, I will definitly try it ! Thanks :) Do you think it can work as a display too ? With full public access, no login or form, and just a read only calendar from CalDAV or elsewhere in read-only ? With two instances and one configured like that it can be…
- @ethansky (6): Love seeing engagement bot comments on bot posts.
- @nashosted (4): I was thinking the same. An api or webhook for n8n is all I need :D
开发者介绍了一款名为 Levende 的免费 iPhone 应用，可在本地将孩子的手绘作品切割、骨骼化并驱动成会走路跳舞的动画，还支持 AR 展示和录制视频。
Kids' drawings end up on the fridge and then in a drawer. Meta's Animated Drawings showed they can be brought to life, but it uploads the drawing to their servers. I wanted the same magic without a d…
受众观点：① 有人从玩法角度建议加入对战和血条等机制，让兄弟姐妹的画可以互相“打架”增加粘性（@Successful-Title5403, 3likes） ② 也有用户指出“所有处理都在手机本地完成”是对家长最有吸引力的卖点，建议把隐私安全放在宣传最前面（@QuanTradin, 2likes） ③ 开发者在评论中积极回应玩法建议，讨论如何根据画作形状设计不同攻击范围和互动方式（@petertheill, 1like）
展开评论
- @Successful-Title5403 (3): If you can make them fight, goes big with siblings or even a single child. Have health bar, make it random which one wins.
- @QuanTradin (2): nothing leaving the phone is the whole pitch for parents, I'd lead with that over the dancing. the video for Grandma is a lovely touch too.
- @petertheill (1): Ha! that's a great idea! Will def. look into that
- @Successful-Title5403 (1): You should look at [drawing battle jackbox](https://youtu.be/a3cw0oz6IIQ?t=26). The level of violence (cause you prob target kids -parents) doesn't have to be PG. Could be as simple as a butting someone attack. Or WWE friendly style. Or could go very graphic if toggled on. Kids…
- @petertheill (1): Yeah, that's absolutely a great idea. I'm imagining that based on the drawing, you can maybe do a long arm, and because you can reach with a long arm, then depending on what you draw, you can actually get a much better reach and kicking the other character. Lots of stuff to look…
作者介绍自己维护的 NSFW Sherlock，本地部署的 Go 图片审核服务，基于 ONNX Runtime 和 Tesseract 提供 HTTP/gRPC 接口，用于在自托管应用中本地检测 NSFW 图片而无需把用户内容上传到第三方 API。
I maintain NSFW Sherlock, a Go image moderation service for applications that need to screen uploaded images on their own server. The repository has been public since 2023. It uses ONNX Runtime for p…
受众观点：① 有人指出帖子应该多解释一下对普通自托管用户的价值，认为这类工具在有合规要求的企业场景尤其重要，同时也存在一部分用户从价值观上反对内容审核（@brianly, 33score） ② 有评论强调“工作场所部署也是一种 self-hosting”，把话题从家庭自建扩展到企业内部服务（@YourUglyTwin, 11score） ③ 也有技术向回复直接给出 curl 示例，展示如何向本地容器发送 base64 图片并获取分析结果，说明安装和调用都比较直接（@Advanced-Feedback867, 3score）
展开评论
- @brianly (33): This may be good work but you should probably share more about why this is useful and important for individual selfhosters. This seems like a tool that would be important in a business context where there are requirements to prevent adult content. There is overlap here with folk…
- @YourUglyTwin (11): workplace hosting is selfhosting.
- @Advanced-Feedback867 (3): >Feedback on installation and the API is welcome You should provide a simple command showing how to use the project after setting up the container. Something like: `` IMG=image.jpeg { printf '{"filename":"%s","base64":"' "$IMG"; base64 -w0 "$IMG"; printf '"}'; } \ | curl -s -…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Kawawete (1): If someone was to selfhost... "Filtered Content" they would not need this, but I can see this being useful for a publicly available app.
作者讲述自己因工作压力和咖啡因导致神经紧绷，于是借助 AI 做了一款极简呼吸冥想应用，用 5 分钟引导练习和进度记录来降低压力、提升专注和生活状态。
As far as breathwork goes, I knew some basic techniques, but didn't use them too often. At a certain point, my nervous system felt jacked up from stress at work, caffeine, and my racing thoughts. So…
受众观点：① 有用户认为“打开应用就直接开始使用”的设计非常重要，吐槽很多健康类应用把放松变成复杂任务（@Independent-Idea7, 1like） ② 也有人好奇是否刻意弱化打卡和通知，担心习惯养成机制会变成额外压力（@Independent-Idea7, 1like） ③ 作者在评论中解释虽然没有强推通知，但会低调记录使用连续天数，鼓励完成 30 天挑战来养成习惯（@Business-Context-356, 2likes）
展开评论
- @Business-Context-356 (2): There's no notifications, but the app does keep track of your usage streak low key. I just wanted it to be fun, like a game. See if you can do the 30 day challenge kinda thing. Because that's about how long it takes to form a new habit.
- @QuanTradin (1): same reason I never stuck with the youtube stuff, every video is 40 minutes and promises to rewire your whole nervous system. something you can open under the table in a meeting is about the right size for it.
- @Independent-Idea7 (1): Honestly, the “open the app and you’re already using it” part is probably the best feature. 😂 So many wellness apps somehow turn relaxing into another task on your to-do list. Did you intentionally avoid things like streaks and constant notifications ?
- @jdcski (1): Would like to try it out!
- @lickonmybbc (1): can you please add wim hoff animation im sure there's some copyright but breathing cant be trademarked
一位 12 岁的孩子自学做了名为 flow-er 的任务管理 SaaS，分享演示并坦承界面粗糙，希望大家给反馈。
heyyyyy everyone I am making a SaaS (I am 12, so dont be harsh), specifically a task manager. many task managers are expensive and bloated so I made this saas, I dont have a name but for now I will k…
受众观点：① 有人吐槽界面很糟糕，认为现在主流 AI 模型都能生成更好的 UI，建议多用 AI 帮忙设计界面（@DataShack, 2score） ② 也有评论指出产品看起来像随意拼凑的“vibe coded”界面，提醒 UI 水平会直接影响用户是否愿意使用（@VegetableAuthor2707, 1score） ③ 楼主自己也承认目前没有 AI 功能、UI 很差，并表示会努力改进而不是强行堆 AI 卖点（@ZealousidealStep6064, 2score; @ZealousidealStep6064, 1score）
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- @DataShack (2): I dont think this looks vibe coded at all. None of the SOTA models will produce UI this terrible. I think OP should actually vibe code more and use more AI which will produce something so much better than this.
- @VegetableAuthor2707 (2): Wont deny
- @ZealousidealStep6064 (2): it doesnt have AI features right now, and I will try not to shove it down their throught
- @VegetableAuthor2707 (1): This looks heavily vibe coded and the UI specifically wont attract people to work with your app. Try focusing on that part.
- @ZealousidealStep6064 (1): thanks! I know the UI looks trash, so sorry
楼主手里有一个包含约五千万个 TikTok 创作者邮箱和公开数据的大型数据库，想探索做创作者发现工具或 API 等变现方式，同时担心市场竞争和数据合规性，向大家征求商业化思路。
I’ve been collecting TikTok data for a few years and have a dataset with around 50 million creator email addresses, alongside public profile data like follower counts, recent posts, average views, an…
受众观点：① 手里握有大量抓取数据、却不知道如何合法变现的技术型创始人。② 做网红营销、创作者经济工具或代理机构的从业者，对高频更新的 TikTok 数据感兴趣。③ 关注数据隐私、反垃圾邮件和平台政策的开发者，希望了解这类项目的红线和灰度空间。
展开评论
- @Chunky_cold_mandala (12): Ask them how much they'd be willing to pay to have you burn the list and not try to monetize it.
- @scartissue232 (5): Tell them they’re elegible for an exclusive TikTok icon and sell it for $1 each. With 1% success you get half million and still keep the database to try more stupid things.
- @scartissue232 (5): Because was my idea, and I’m stupid.
- @DataShack (1): Why? The TikTok influencers wants to be discovered by brands, thats why they put the email in their bio.
- @DataShack (1): Why is this stupid?
一位站长在 WordPress 站点更新 Blocksy 等插件后，发现 Elementor Pro 弹窗在部分浏览器点击无反应，怀疑与 SiteGround 缓存和脚本初始化竞态有关求排查思路。
**Edit: the site I'm troubleshooting is** [**https://aspirecounseling.com/**](https://aspirecounseling.com/) I'm troubleshooting an intermittent issue with Elementor Pro popups on a live WordPress we…
受众观点：① 有人认为这是典型的脚本初始化竞态，SiteGround 的 JS 压缩可能改变执行顺序，让依赖 elementorProFrontend 的触发脚本先跑（@SwimmingRiver7245, 2score） ② 评论建议在失败时对比网络瀑布和脚本哈希，检查是否是缓存的 HTML 仍指向旧版 Pro 脚本导致 200 但内容错配（@upsites_digital, 1score） ③ 也有人提醒不要只盯着 Elementor，本质可能是 jQuery 被延迟或移动位置，导致 Pro 脚本初始化直接报错（@External_Excuse9581, 1score）
展开评论
- @SwimmingRiver7245 (2): Since \`elementorProFrontend\` is undefined on failure but present after refresh, this smells like a race condition where the popup's inline trigger fires before the Pro frontend script finishes initializing. SiteGround's minification can occasionally alter execution order even…
- @Salt_Hyena5896 (2): Since you've already cleared caches, I'd catch it in the act instead of flipping more settings. Open DevTools on a fresh incognito load, tick Preserve log, and when the popup fails check the Console for the first uncaught error and the Network tab for the Elementor Pro frontend…
- @SaliDevs (1): One diagnostic that would answer your question 3 directly: on a failing load, check whether the non-pro elementorFrontend object exists while elementorProFrontend is undefined. If the base object is there but pro isn't, the pro bundle specifically failed to evaluate (usually an…
- @External_Excuse9581 (1): stop guessing about minification and check if jQuery is being deferred or moved to the footer. A 200 status on Elementor Pro scripts means nothing if jQuery isn't present when those files try to initialize, because \`elementorProFrontend\` relies entirely on the DOM ready event…
- @upsites_digital (1): One thing I'd rule out before touching minification again: cached HTML pointing at assets that no longer exist. With Dynamic Cache and NGINX Direct Delivery on, some visitors can get a cached page generated before the update, and that HTML references the old minified Elementor P…
作者做了一个名为 soundtrackd.app 的网站，用户输入一首歌就能获得气质相似的电影和剧集推荐，也可以反向从影片找到对应歌曲，用来解决“有情绪没片看”的选择困难。
i always know what mood i want at night but never what to watch. usually there's one song on repeat and i end up scrolling netflix for 40 min and watching nothing so i made soundtrackd.app. you type…
受众观点：① 对音乐和影视推荐系统感兴趣、想用 AI 做“情绪驱动推荐”的开发者和产品人（@QuanTradin, 2score） ② 想验证模型是否真的理解歌曲氛围、会用具体歌曲和电影来做 benchmark 的技术玩家（@thedeadpixel-, 1score） ③ 想做面向全球用户的娱乐类 side project、关注产品创意与落地体验的独立开发者（@zainulnazir, 2score）
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- @QuanTradin (2): fun idea. throwing one at it: Holocene by Bon Iver. if it comes back with anything set in winter in a small town it's working.
- @QuanTradin (2): manchester by the sea is a direct hit. first cow is a deep cut too, I'll take that as a pass.
- @zainulnazir (2): Interesting, and looks good too.
- @thedeadpixel- (1): ok it passed i think. manchester by the sea is in there (winter, small town, grief), and winter’s bone, which is cold rural ozarks. top of the list was nomadland, the leftovers and first cow. it read the song as “smallness and sudden grace against a vast, indifferent landscape”…
- @Shehani_Delamont (1): good pick, that song basically is a movie already so the bar is high
一家做短信服务的 SaaS 抱怨 Twilio 短信营销活动审批反复被拒且被推销付费支持，开始寻找 MessageBird、Telnyx 等替代方案。
Is anyone else experiencing repeated rejections when submitting campaigns to Twilio? We provide the same SMS service to all our clients. When we submit a campaign for approval for a new client, which…
受众观点：① 有人直言 AM 通过制造审批摩擦来推销付费支持，是 Twilio 现在的标准打法（@dhruvgohil10, 2score） ② 有用户分享已经把短信业务从 Twilio 迁出，几周内完成号码迁移，替代商在标准 opt-in 场景下审批更快（@dhruvgohil10, 2score） ③ 也有人在询问其他供应商如 Bandwidth 或新玩家 Surge，希望找到审批更透明、仪表盘更好用的方案（@quietmacbuilder, 1score; @dnsbty, 1score）
展开评论
- @dhruvgohil10 (2): But the AM upsell is the whole playbook now. They burned the self-serve path on purpose. Same service, same rejection whack-a-mole, same offer to pay for "premium support." We cut Twilio for SMS last quarter. Took a couple of weeks to port numbers. Support actually answers the p…
- @quietmacbuilder (1): It does feel like that is their playbook: cause a problem so you will pay to fix it. I will take a look at MessageBird and Telnyx. Thank you!
- @quietmacbuilder (1): Has anyone used Bandwidth?
- @dnsbty (1): I'm the CEO of [Surge](https://surge.app), an alternative to Twilio. We're focused on creating a great experience for platforms specifically. We get your campaigns approved in 2 days, and if there's anything wrong with them, we'll let you know exactly what needs to be changed. Y…
Radian UI 团队发布了一个免费的在线 Emoji 浏览器，内置 1900 多个 Unicode 表情，可一键复制纯文本或代码片段，并作为其开源 React 设计系统的配套资源。
We just added a free emoji browser to Radian UI, our open source React design system. Try it: [https://radianui.com/resources/emoji](https://radianui.com/resources/emoji) It has 1,900+ Unicode emojis…
受众观点：评论区目前几乎没有有效反馈，尚未形成明显的用户关注点或需求讨论。
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作者用 Codex 和 Devin 搭建了一个可替代 Gamma 的 AI 幻灯片工具，让用户先定义模板组件，再在约束内生成内容，讨论如何平衡模板刚性与布局灵活性。
I used Codex and Devin to build an alternative to Gamma after running into a frustrating problem at work. The layouts Gamma generated often weren't what my boss wanted. I needed more control over the…
受众观点：① 有人建议把模板当作硬约束，只让 AI 填充内容槽位，并用固定网格和设计 token 保证一致性（@adeelraza86, 1score） ② 评论普遍认同用户更需要可预测、可信赖的幻灯片，而不是每次都给出惊喜布局（@SpiritualMix7482, 1score）
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- @adeelraza86 (1): Make the template the hard constraint and let the AI only fill content slots. Give users a small set of layouts, maybe 3 to 5, built on fixed grid, font and color tokens instead of free-form control. Validate the model output against the template schema before render, and fall b…
- @SpiritualMix7482 (1): I like the idea of treating the template as a hard constraint. People want slides they can trust, not a surprise layout every time
研究者发布 U-Space 与 U-Lens 方法，为开源推理模型提供单次前向即可计算的不确定性评分，并区分歧义、信息缺失、证据冲突等不同类型的不确定性。
If you build on open-weight reasoning models, you have probably wanted a "how sure is the model about this answer?" signal that does not cost 5x sampling, a judge model, or a labeled dataset. Hence,…
受众观点：① 有人关心该方法是否能用于批量流水线中的幻觉检测，希望在发现幻觉时自动重试或调整采样参数（@Tiny_Arugula_5648, 3score） ② 作者回应认为幻觉检测可行，但也提醒高不确定性并不总等于错误答案，简单重生成未必是最佳策略（@t_brx, 2score）
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- @Tiny_Arugula_5648 (3): This is very interesting work.. So is this viable to use for hallucination checks? I'm thinking more for batch/pipeline work. So if we detect a hallucination we can bump temp, random seed, etc and have it try again?
- @t_brx (2): hallucination checks should be possible for sure. Interesting application, although it might also flag non-hallucinated answers where the model is uncertain, where re-generation might not necessarily be the best remedy.
NeurIPS 2026 前夕的 ELLIs UnConference 上征稿 CL4SM 分会，聚焦在科学与工程建模中引入物理约束和守恒定律的机器学习方法。
CALL FOR CONTRIBUTIONS CL4SM session at ELLIs UnConference, a NeurIPS Paris pre-event: https://badulion.github.io/cl4sm\_2026/ Machine learning models of scientific and engineering systems can fit th…
受众观点：① 有人表示自己项目中也担心模型虽然拟合数据但在物理上完全不合理，这类约束学习话题非常重要（@PersimmonOld7611, 1score） ② 也有用户指出原帖链接因为下划线前的反斜杠导致无法直接访问，说明大家对会议信息本身也有关注（@boccaff, 1score）
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- @PersimmonOld7611 (1): this is the kind of stuff that keeps me up at night with my own projects, models that technically learn but are physically nonsense
- @boccaff (1): The link is broken by a \ on cl4sm_2026.
波士顿大学 Girls Who Code 社团招募 3 至 12 年级学生参加为期六周的免费线上编程课程，使用 Scratch 和 Python 教授计算机科学基础。
Hi everyone! My name is Wynn and I am a member of Boston University's Girls Who Code chapter. Every semester, we run a volunteer-led program where we teach free coding lessons to elementary through h…
受众观点：① 程序员和家长关注这种免费课程能否真正教会孩子编程、避免只做表面小游戏（@21shadesofsavage, 2score） ② 有人对过去学校里形式主义的编程教学感到失望，希望新项目能提供更扎实的实践体验（@21shadesofsavage, 2score）
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- @21shadesofsavage (2): this is pretty cool. always good to see volunteer work helping out people interested in coding. i had a maddening experience in school with some program where i had to move a turtle or something instead of actually programming. i hope these kids get a better education
作者介绍自己为二手相机市场做的 Kamarvo 网站，每天抓取多国相机店成交数据，自动估算各型号相机和镜头的真实二手价格和行情走势。
Context: I run a used camera store online as a side project. Have done so for a few months now. Reliably finding used price estimates was the biggest hurdle at the beginning and I wanted to share inf…
受众观点：① 想为细分垂直市场（相机、球鞋、域名等）做价格情报或监控工具的独立开发者 ② 对 Python + SQLite + 家用服务器这类极简后端架构感兴趣、希望低成本上线项目的工程师 ③ 需要跨站点、跨语言做商品实体匹配、对数据清洗和归一化有需求的开发者和数据工程师
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开发者分享 tinydetect 项目，将开源 RoBERTa 文本和 ViT 图像 AI 检测模型压缩并部署到浏览器端，实现无需上传内容的本地 AI 生成检测。
I wanted an AI text and image detector that doesn't need you to upload anything, so I took two existing open detectors and got them running fully client-side with ONNX Runtime Web. Demo: https://tiny…
受众观点：① 有人对完全本地推理的隐私友好方案表示认可，关心压缩后模型相对原始 fp32 的精度损失情况（@Important_Range3030, 1score） ② 同一评论也提到 ONNX Web 一直看起来很麻烦，但实际在线 demo 加载速度不错，激发更多人想尝试类似方案（@Important_Range3030, 1score）
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- @Important_Range3030 (1): this is sick, love the idea of keeping everything local. how much does the compression affect accuracy compared to original fp32? been meaning to try something similar but the onnx web setup always looked like headache. also the on-page demo loads pretty fast for me in desktop,…
作者做了一个浏览器可视化工具，在本地运行 SmolLM2-135M 模型，一边逐 token 生成一边展示注意力权重和候选词概率，并在调试中亲身踩到 attention sink 现象。
I made a little thing that visualizes attention. It runs **SmolLM2-135M** fully in the browser (onnxruntime-web, int8, no server, works on my phone). You give it a prompt, it generates one token at a…
受众观点：① 想在浏览器里跑小模型、做本地推理或教学可视化的前端和 ML 工程师。② 对 Transformer 内部机制、尤其是注意力分布和 attention sink 感兴趣的学习者。③ 在做 AI 产品原型，希望用可视化方式向非技术同事解释“模型在看什么”的产品经理和独立开发者。
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- @YawninglyCrooked (-3): attention sink is such a fun thing to stumble into when you think your viz is broken. the click to see ranked attention is a nice touch
作者开源了一个名为 shad0w 的小工具，能在本地 LLM 前面缓存高频问答，用一个学习来的查找表在 CPU 上微秒级返回重复问题结果，还展示了从 LLM 学会玩贪吃蛇的有趣实验。
project: [https://2796gaurav.github.io/shad0w/](https://2796gaurav.github.io/shad0w/) If you use a local model for classification, you know the wait: seconds per message, for questions it has answere…
受众观点：① 关注本地部署 LLM、需要在边缘设备或小服务器上做分类推理的开发者，会在意如何在不改模型的前提下降低延迟和算力成本。② 做 AI SaaS 或内部工具的工程师，希望了解在 OpenAI 兼容接口前加一层智能缓存/路由的实际收益和风险。③ 对有趣 LLM 应用感兴趣的技术用户，会被“让模型教出一个会玩贪吃蛇的查表代理”这种实验吸引。
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Google 在 Product Hunt 上发布了 EmbeddingGemma 2，这是一款轻量级多模态 embedding 模型，支持在本地设备上为音频和视频等内容生成向量，用于检索和相似度搜索。
Google EmbeddingGemma 2
受众观点：① 正在搭建 RAG、搜索或推荐系统的 AI 应用开发者 ② 想在本地或边缘设备上做多模态检索的独立开发者 ③ 关注开源模型生态、在不同 embedding 方案之间犹豫选型的工程师。
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- @Overview (0): * [Reviews](/products/embeddinggemma-2/reviews) * [Alternatives](/products/embeddinggemma-2/alternatives) * [Team](/products/embeddinggemma-2/makers) * [Awards](/products/embeddinggemma-2/awards) * More Free Launch tags:[Artificial Intelligence](/topics/artificial-intelligence)•…
- @LLMs (0): [Pinecone](/products/pinecone?ref=product%5Fsidebar) Build knowledgeable AI [4.9(74 reviews)](/products/pinecone/reviews) [AI Infrastructure Tools](/categories/ai-infrastructure)[Cloud Computing Platforms](/categories/cloud-computing-platforms) [Mistral AI](/products/mistral-7b?…
- @Yotako (0): Congrats on the launch! An open multimodal embedding model this light makes local retrieval much easier to ship. Which device sizes are you targeting for on-device use? Upvote (1) Report Share 4h ago ```json [{"@context":"http://schema.org","@type":"BreadcrumbList","itemListElem…
ngram 2.0 在 Product Hunt 推出 AI Explainer Video Maker，能把研究论文、幻灯片或产品文档自动转成带旁白和动画场景的讲解视频。
ngram
受众观点：① 需要频繁做产品演示、教学内容的 SaaS 创始人和 PM ② 想用视频提升转化率但没有剪辑能力的 indie hacker ③ 做知识付费或在线课程、希望用 AI 降低内容生产成本的创作者。
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- @Overview (0): * [Launches2](/products/ngram#launches) * [Reviews](/products/ngram/reviews) * [Alternatives](/products/ngram/alternatives) * [Built with](/products/ngram/built-with) * [Team](/products/ngram/makers) * [Awards](/products/ngram/awards) * More This is the 2nd launch from ngram. [V…
- @ngram (0): Maker 📌 Hey Product Hunt, I’m Rishi from ngram. A research paper, a slide deck, or a product guide can have everything someone needs to learn a topic. Turning that material into a video still takes a separate round of scripting, recording, and editing. Today we’re launching ngra…
- @Famulor (0): 💡 Bright idea Congrats on the launch, Rishi and team! Turning a screen recording into a narrated product walkthrough is especially useful for feature updates. Can ngram keep the video in sync when the product UI changes, or would you create a new one from the updated recording?…
- @ngram (0): Maker
- @ngram (0): Maker
Knocket 2 在 Product Hunt 上发布，为独立开发者和小团队提供一个通过脚本嵌入网站、消息直达 Telegram 的轻量级客服与访客聊天工具，并内置基于文档的 AI 自动回复。
Knocket
受众观点：① 还不想为全功能客服平台付费的独立开发者 ② 需要快速在多站点接入统一访客入口的小团队创始人 ③ 想用 AI 回答基础问题、但又希望在关键对话中亲自接管的产品运营。
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- @Productivity (0): Makers need a way for visitors to reach them, and to reply without opening another dashboard. Paste one script tag and a chat bubble appears on any site, or publish a contact page for your bio. Visitors start typing with no account needed. Messages go to Telegram. Quote-reply an…
- @Knocket (0): Maker 📌 Hey Product Hunt! 👋 We’re excited to launch Knocket today. We built Knocket because early-stage founders and small teams often don’t need another complicated customer support platform. They simply need an easy way for visitors to reach them — and a fast way to reply. Wit…
- @Knocket (0): Maker
- @Knocket (0): Maker [@jitendra\_bhatt](https://www.producthunt.com/@jitendra%5Fbhatt) Yes, absolutely! Knocket can manage conversations across multiple websites through Telegram. We’d love for you to give it a try and share your feedback. Upvote (1) Report Share 5h ago [](/@xiaoxia%5Fzheng)
- @Knocket (0): Maker [@xiaoxia\_zheng](https://www.producthunt.com/@xiaoxia%5Fzheng) Absolutely! That's actually a great use case for Knocket 🙌 You can embed the widget directly on your docs pages, as long as your docs platform supports custom scripts. Visitors can ask questions without leavin…