这条 HN 讨论的是 Kagi 推出的新功能，用来屏蔽 AI 写的付费软文和劣质内容，引发用户对付费搜索、付费内容和 AI 生成垃圾信息关系的争论。
Kagi added a setting for removing paywalled links from search results ① 依赖搜索和内容分发获取用户的独立开发者和小团队。② 对 Kagi 等付费搜索感兴趣、想改善信息质量的技术用户。③ 担心 AI 生成垃圾内容淹没真实信息的开发者和内容创作者。
这条 HN 讨论的是 Kagi 推出的新功能，用来屏蔽 AI 写的付费软文和劣质内容，引发用户对付费搜索、付费内容和 AI 生成垃圾信息关系的争论。
① 依赖搜索和内容分发获取用户的独立开发者和小团队。② 对 Kagi 等付费搜索感兴趣、想改善信息质量的技术用户。③ 担心 AI 生成垃圾内容淹没真实信息的开发者和内容创作者。
HN 讨论一名使用 GrapheneOS 的旅客在美国边境给出“胁迫 PIN”导致手机数据被抹掉却仍被起诉的案件，并分享付费墙文章和 LegalEagle 视频解析。
① 对 GrapheneOS 胁迫 PIN 机制感兴趣、注意到是边检官操作触发擦除的安全爱好者（@floathub） ② 想搞清楚具体罪名、在找公开法院文件和法律依据的读者（@pjc50） ③ 认为这类案子只是在浪费司法资源、建议大家用“烧号机”进出美国的实用主义者（@jmclnx）
Claude 宣布 Claude Security 代码安全扫描升级为使用新模型 Claude Mythos 5，并向所有企业版客户开放公测以自动查找代码库漏洞。
① 开发者好奇 Mythos 5 在代码安全上的具体能力和工作方式，关注能否真正发现复杂跨文件漏洞（@claudeai, 271likes） ② 有人担心把整仓库交给大模型会带来数据隐私和后门风险，对 Anthropic 是否会“吃掉所有 bug 数据”持怀疑态度（@tinybluedev, 48likes） ③ 部分用户认为大厂安全工具只是在帮巨头加速，对中小开发者和普通用户的安全支持并不公平（@coreyward, 13likes）
多位独立开发者在 X 上围绕 Jonathan 的 Outbid 等广告位拍卖网站展开讨论，该站通过在首页出售编号广告位，在短短一两天内卖出多个一万美元级别的广告槽，营收迅速突破五万到十万美元，引发关于流量分发、FOMO 经济和复制难度的集中热议
多位独立开发者在 X 上围绕 Jonathan 的 Outbid 等广告位拍卖网站展开讨论，该站通过在首页出售编号广告位，在短短一两天内卖出多个一万美元级别的广告槽，营收迅速突破五万到十万美元，引发关于流量分发、FOMO 经济和复制难度的集中热议。
受众观点：评论区最关注的首先是「分发与受众才是护城河」。在 @marclou 的贴文下，@GabiiAH11（score 9，X）说“copy the site in a weekend, copy the 200k followers never”，直接点出站点本身可抄，但 20 万粉丝和分发能力不可抄；@alexwtlf（score 3，X）补充“every empire, religion, and movement in history was built on distribution and we just call it growth now”，把分发提升到历史规律层面。其次是「这类广告位模式与大平台广告收入的对比」。在 @robj3d3 关于 Meta 的推文下，@FilipMitras（score 15，X）指出 Meta 拥有有真实用例的产品，而这些 FOMO 驱动的广告位站点缺乏长期用例，暗示其可持续性存疑；@frederickjames（score 4，X）则提醒“this is how all social media platforms makes most their money”，把 Outbid 的模式放进更大的广告经济背景。还有一部分人关注「复制与生命周期」。在 @robj3d3 的长贴下，@pepeller（score 1，X）提到“Many copycats doing $1k already. Mine at $100 😅”，说明已经出现大量跟风站点但收入明显下滑；@SumanRohitK7（score 1，X）则判断“this type of ideas only works one time. And outbid specifically have less then 1 month lifespan”，认为这是短期窗口机会。最后，围观者也在追踪具体营收数字，比如 @anulagarwal 的贴文里提到“$52k revenue in 36 hours”，评论区 @tibo_maker（score 1，X）继续更新“$25k more now… to push to the top”，显示大家对实时营收进展高度敏感。
多位首次在 EMNLP 2026 有论文或投稿经历的学生在 r/MachineLearning 讨论：findings 论文是否值得亲自参会、被 EMNLP 拒稿后如何利用 ARR 评审继续投 NACL，以及学生作者实际需要承担的高额注册费用和价格规则
多位首次在 EMNLP 2026 有论文或投稿经历的学生在 r/MachineLearning 讨论：findings 论文是否值得亲自参会、被 EMNLP 拒稿后如何利用 ARR 评审继续投 NACL，以及学生作者实际需要承担的高额注册费用和价格规则。
受众观点：评论区主要集中在三个焦点：
1）线下参会的真实收益：高赞评论 @Competitive-Low-9279（score 17，Reddit）强调 findings 也是扎实接收，真正的价值在走廊聊天和遇到读过你论文的人，自己第一次参会时也很紧张但收获很大，明显在给新人打气；@delomore（score 1，Reddit）补充没人会看低 findings 论文，第一次参加 ACL 系会议会是很棒的体验，建议去。
2）被 EMNLP 拒稿后的路线选择：在拒稿帖下，@kekkodigrano（score 12，Reddit）指出可以直接用同一套 ARR 评审去 commit 其他会议，同时建议认真升级论文、不能只改摘要，否则有 desk reject 风险；同一用户后续评论（score 5）进一步强调 meta-review 的建议更多是 camera-ready 级别，若想提高分数需要实质性改进。@Kooky-Criticism955（score 3，Reddit）则提醒 ARR 旧审稿人很少会再次被分配，meta 评分不错但 area chair 往往随大多数意见，给了现实预期管理。
3）注册费和规则的困惑：在费用帖中，@acluk90（score 3，Reddit）明确解释如果你本人做报告是 550 美元，如果让合作者做报告则是 350 美元，并直言“Hint: noone checks who is really presenting.”，说明大家对学生预算压力和规则灰度有共识，也在用「钻空子」的方式缓解成本。
整体看，受众最关心的是：第一次顶会经历的性价比（值不值得去）、如何不浪费一次还不错的评审结果继续冲下一站，以及在高昂注册费下如何尽量降低经济负担。
Claude 宣布 Claude Security 代码安全扫描升级为使用新模型 Claude Mythos 5，并向所有企业版客户开放公测以自动查找代码库漏洞。
Claude Security scans now run on Claude Mythos 5, available today in public beta for all Claude Enterprise customers. Put our most capable security model to work on your codebase, no separate model a…
受众观点：① 开发者好奇 Mythos 5 在代码安全上的具体能力和工作方式，关注能否真正发现复杂跨文件漏洞（@claudeai, 271likes） ② 有人担心把整仓库交给大模型会带来数据隐私和后门风险，对 Anthropic 是否会“吃掉所有 bug 数据”持怀疑态度（@tinybluedev, 48likes） ③ 部分用户认为大厂安全工具只是在帮巨头加速，对中小开发者和普通用户的安全支持并不公平（@coreyward, 13likes）
展开评论
- @claudeai (271): Point Claude Security at a GitHub repo and Mythos scans for vulnerabilities tracing data across files and reasoning about how components interact. Each finding comes back with a CWE category, confidence and severity ratings, and a suggested fix.
- @kienbuilds (129): @claudeai Can’t wait for Mythos 5 to engineer a backdoor in my codebase and then gaslight me into thinking it found the ‘smoking gun.’ https://t.co/3Fz2ZkzSiY
- @tinybluedev (48): @claudeai Lmfao you keep all prompts. So, you’re telling people to scan their codebases to gobble up all the bugs. Nah fam. Claude’s dope. Anthropic as a company is trash.
- @prayag_sonar (15): @claudeai every AI model stealing our data from internet
- @coreyward (13): @claudeai Nothing like helping the giant corporations accelerate while the rest of us get prompt refusals for asking Fable to fix the SQL injection it just wrote. https://t.co/7W3i0AFNkO
Andrew Ng 分享了一张关于构建和部署 AI 应用所需关键技能的示意图，引导工程师系统性思考 AI 工程能力结构。
The most important skills in Building and Deploying AI Applications. https://t.co/IyWIKLIzeM
受众观点：① 很多粉丝把这张技能图当作学习清单，表达对系统化拆解 AI 工程能力的感谢和认同（@sational_sg, 2likes） ② 一些人补充自己写的相关文章或资源，希望在 Andrew Ng 的框架下继续延展讨论（@joshswords0, 2likes） ③ 也有人指出技能图往往忽略“识别模型一本正经胡说八道”的能力，这种判断和质疑意识目前还很难被系统教学（@FomoAnti, 1likes）
展开评论
- @Abaybektursun (2): @AndrewYNg Hope you doing well unc, miss your ML course
- @__acbraingenome (2): @AndrewYNg I’m loving the weekly article publishing era. Thank you for another post, Sir! Weekend TBR ✅
- @joshswords0 (2): @AndrewYNg I wrote about this here https://t.co/appUl1TKv6
- @sational_sg (2): @AndrewYNg A great breakdown of what AI engineering actually looks like. Grateful to learn from you.
- @FomoAnti (1): @AndrewYNg every skills map assumes the skills outlive the map. the one that has paid off for me is noticing when the output is fluent and wrong. it is not on the chart, and i suspect that is because nobody has worked out how to teach it.
OpenAI 宣布在未来三个月内将 GPT-5.6 Sol 的 API 和积分价格下调 20% 以上，声称在提升模型能力同时继续优化效率。
As we continue to push the frontier of capabilities while improving efficiency, we're dropping API and credit pricing of GPT-5.6 Sol by over 20% for the next 3 months. https://t.co/UoTb3hcB2t
受众观点：① 不少人关注价格下降但订阅费用不变，认为只降 API 和积分而不动 Pro/Plus 订阅并不公平（@nisxant, 49likes） ② 有开发者吐槽 Sol 的使用限制太严格，尤其是时间窗口和调用上限，觉得即便降价也难以真正跑重负载应用（@kienbuilds, 47likes） ③ 一些用户调侃 OpenAI 先收紧配额再宣布降价，质疑这种“先减配再打折”的策略是否真对开发者友好（@TimJayas, 37likes）
展开评论
- @OpenAI (230): Now available on the API and rolling out across eligible plans for ChatGPT Work and Codex credits. Pro, Plus, and Business subscription usage remains unchanged. https://t.co/DzyrOMdXpW
- @SiCedricXD (57): @OpenAI Well shit https://t.co/xZZxDQYjIG
- @nisxant (49): @OpenAI sounds really pleasing >but subscription remains unchanged is not fair
- @kienbuilds (47): @OpenAI I know I’m not the only one to think that Sol limits are HORRENDOUS now. You might’ve mistaken the weekly limit for the 5 hour 🤷♂️ https://t.co/j2TL9onM3F
- @TimJayas (37): @OpenAI just reduce the token limits. ok, now reduce the price https://t.co/jdnaKrYhQp
thdxr 发帖吐槽某 AI 相关工具或模型的表现“太拉胯”，配图展示频繁中断和网络错误导致无法稳定运行。
PATHETIC https://t.co/5GRZZdgm6r
受众观点：① 开发者普遍抱怨该工具经常随机停止或出现网络错误，导致很难让它长时间自主运行完成任务（@mrmendez, 102likes） ② 有人猜测背后模型或架构选择不佳，比如怀疑是基于某些基础模型导致体验不稳定（@connorxdzz, 40likes） ③ 用户还在讨论如何在 opencode2 中使用新版本模型和 vision 能力，说明产品文档和入口设计存在困惑（@Paris_afk, 9likes）
展开评论
- @mrmendez (102): @thdxr I mean, if it randomly stop every prompt, you can't get it too high
- @connorxdzz (40): @thdxr composer 3 trained on glm base is my guess
- @abiassi_ (14): @thdxr the network errors are nerfing us, dax
- @glwillen (10): @thdxr I can't get it to stay running in opencode2. Randomly stops making it hard to do things autonomously.
- @Paris_afk (9): @thdxr how can we use the new version of deepseek in openCode i can only chosse between flash and pro, i wanted to test vision
Meta FAIR 研究员 Zeyuan Allen Zhu 宣布从 FAIR 辞职，特别感谢团队曾为其研究提供数百到上千张 H100 GPU 计算资源。
I've decided it's time to resign from FAIR. 🫡 I'm especially grateful for the compute that made much of my research possible: 400 H100/200 GPUs allocated to me by FAIR; over a thousand H100s borrowed…
受众观点：① 长期关注他在 FAIR 工作成果、祝福其下一站的研究圈同行（@giffmana, 23likes; @xeophon, 21likes） ② 关心他未来去向、是否能继续做基础研究环境的学术和工业界研究者（@sirbayes, 11likes） ③ 意识到给顶级研究员大量算力能带来巨大回报、希望更多机构效仿的 AI 从业者（@aryaman2020, 9likes; @BetaTomorrow, 4likes）
展开评论
- @giffmana (23): @ZeyuanAllenZhu @syhw Great work over the last few years, and good luck/have fun with what's next!
- @xeophon (21): @ZeyuanAllenZhu @syhw Thank you for all the knowledge you freely shared with the world ❤️ Best of luck on your next endeavor!!
- @sirbayes (11): @ZeyuanAllenZhu @syhw You did great work there, I’m sure you’ll continue to thrive if you can find a new environment that supports basic research. (Will you go back to China? I wasn’t sure how to interpret your artwork).
- @aryaman2020 (9): @ZeyuanAllenZhu @syhw hope someone recognises the obvious benefits of giving you a tonne of compute!
- @BetaTomorrow (4): @ZeyuanAllenZhu @syhw You did some good work, like a real researcher.
scaling01 展示 Ox Alpha 一次性生成 GPU 加速流体模拟的单文件 HTML 页面，认为效果远好于自己之前测试的 Qwen3.8 27B 和 Opus 4.5。
Ox Alpha one-shotted the GPU accelerated fluid simulation in a single 1000 line html file it looks absolutely stunning and is 1000x better than what Qwen3.8 27B or Opus 4.5 did when I tested them ear…
受众观点：① 对 Ox Alpha 代码生成能力感兴趣、想看和 Qwen3.8 27B、Opus 4.5 对比的工程师（@nielsrolf1, 11likes） ② 质疑 demo 只是复刻已有 WebGL Fluid Simulation、认为测试不够严谨的开发者（@sebastian_macke, 20likes; @nitorlai, 14likes） ③ 想了解具体 prompt、尝试自己复现实验的技术玩家（@blueemi99, 2likes; @MLaurusevicius, 2likes）
展开评论
- @sebastian_macke (20): @scaling01 Looks like, it copied just this WebGL Fluid Simulation 1:1 https://t.co/vM1J5ZKxDb
- @nitorlai (14): @scaling01 This is not impressive because there’s an open source project for a long time https://t.co/viiNMJA2qx We need better tests to say it’s good
- @nielsrolf1 (11): @scaling01 qwen3.8-27b oneshotted this for me with prompt "can you make a single html file fluid simulator?" https://t.co/flZD4VLDPQ
- @blueemi99 (2): @scaling01 prompt?
- @MLaurusevicius (2): @scaling01 One shot on the first attempt, or the first attempt you kept? A fluid sim in a single html file is a common demo, so the number of tries and the exact prompt would say more than the clip. Do you have both?
jayair 开玩笑说 opencode2 已经用 Rust 重写，并把功劳归于 bun 1.4，引发社区围绕技术栈和语言梗的轻松互动。
opencode2 is now written in rust (thanks to bun 1.4)
受众观点：① 大家把这条当成技术圈内部梗，有人甚至要给这条“Rust 重写”玩笑加社区注释，提醒新人不要当真（@thdxr, 255likes） ② 作者本人也在评论里澄清这是个玩笑，说明不少人一开始真的信了（@jayair, 51likes） ③ 有人顺势继续玩梗，要求再用 Go 或其他语言重写，反映出开发者对“重写一切”的戏谑态度（@mrboldpineapple, 18likes）
展开评论
- @thdxr (255): @jayair im gonna community note this
- @jayair (51): this is a joke people
- @mrboldpineapple (18): @jayair now rewrite it in go
- @Zain_Wania (6): @jayair Why did I think you guys moved off bun? Am I crazy
- @MichaelArnaldi (4): @jayair Effect in Rust wen?
Wes Bos 把一套卡车手用的手动挡换挡杆接到电脑上，当成类似 Raycast 的实体控制器，用来切换窗口和选择 LLM 模型等操作。
I added a a stick shift to my computer. It's like Raycast but for truckers. Window management, LLM Model selection, Shift up/down for reasoning levels. It feels right https://t.co/Hoy9Amyqif
受众观点：① 很多开发者觉得这个创意既离谱又好笑，单纯为这种“把卡车文化搬到桌面”的脑洞买单（@digitalandreas, 6likes） ② 朋友们在评论里继续加梗，比如建议在桌面上再装卡车装饰，进一步放大这种反差感（@stolinski, 27likes） ③ 也有人半开玩笑地质疑作者到底在干嘛，体现出对这种极客式改装的又爱又恨（@thdxr, 34likes）
展开评论
- @thdxr (34): @wesbos wes what are you doing
- @stolinski (27): @wesbos Now you need truck nuts on your desk
- @digitalandreas (6): @wesbos I’m not even mad, this is hilarious
- @tomdale (3): @wesbos this is the most redneck shit I have ever seen
- @fetch_name (2): @wesbos @stolinski this is taking “you can just do anything” to a whole new level @joelatwar
scaling01 猜测 Ox Alpha 背后可能是 GLM-5.3 或更大的模型，通过大模型教师蒸馏带来 GLM-5.3 性能飞跃，而不是魔法般的强化学习。
Ox Alpha is GLM-5.3 or something bigger I think it's a bigger model. I don't see why they would stealth test GLM-5.3 after launching it. It would also explain why GLM-5.3 saw so much progress. It's n…
受众观点：① 对“Ox Alpha 是不是更大 GLM 模型”这种八卦和推理感兴趣的模型爱好者（@samsja19, 19likes; @hrvstrai, 2likes） ② 认同蒸馏是更无聊但真实的解释、关注工程现实而非营销故事的技术派（@xeophon, 13likes; @_ocooper, 2likes） ③ 注意到错误信息多为中文、从中推断训练数据和团队背景的观察者（@oscarmoxon, 2likes）
展开评论
- @samsja19 (19): @scaling01 why would they release 5.3 if they already have the next one ready ? also doesn't align with this tweet https://t.co/fPaWlURciq
- @xeophon (13): @scaling01 Not a bigger model
- @hrvstrai (2): @scaling01 i think glm 5.3 flash
- @_ocooper (2): @scaling01 Distillation being the boring explanation is exactly why I believe it, big teacher quietly squeezed into a small student is the least glamorous story anyone could tell about a jump like that.
- @oscarmoxon (2): @scaling01 all of the errors are in chinese
rauchg 分享他们用 is-agentic 工具反复评估自家站点 vercel.com，直到拿到 100/100 分的过程，并称这迫使团队修补了不少产品文案和结构上的缺口。
This was wild to watch unfold. We ran 𝚒𝚜-𝚊𝚐𝚎𝚗𝚝𝚒𝚌 in a loop against https://t.co/bnjggVrBDj until it got to 100/100. It made us close quite a few gaps. We worked hard to make sure the criteria is high…
受众观点：① 有人为 vercel 拿到高分喝彩，把这当成产品团队对 agent 时代提前布局的信号（@aarondelasy, 4likes） ② 也有人指出其他站点在这个评分里甚至超过 vercel，暗示 benchmark 分数本身并非绝对权威（@Thilak, 3likes） ③ 有评论质疑用自家评分器优化自家站点会让基准失真，更关心高分页面是否真的能把 agent 流量转化为完成任务，而不仅仅是好看的分数（@dan_gofman, 1likes）
展开评论
- @aarondelasy (4): @rauchg let's go! https://t.co/69SUacidrf
- @Thilak (3): @rauchg @SlopOrNotAI scored higher than @vercel. Nice! https://t.co/m28fZMTjtj
- @tehwey (1): @rauchg Not great, not terrible. https://t.co/YnBdJzceVi
- @tarasshyn (1): @rauchg 😎 https://t.co/oYV8GWKWZm
- @dan_gofman (1): @rauchg Optimizing your own site against your own scorer until it hits 100/100 is a fun demo and also exactly how a benchmark stops meaning anything. I'd care more about whether pages that score well actually convert agent traffic into completed tasks.
marclou 列举了几个以广告位为核心的简单网站及其收入，感叹这类“广告优先”站点越来越多，说明真正的护城河已经变成流量分发能力。
I see a lot of these ad-first websites pop up these days. - https://t.co/uuGtE3efKM ($10k) - https://t.co/gcqeR26ERI ($42k) - https://t.co/7OXiS97WPl ($200k) (+many more I forgot) It shows that distr…
受众观点：① 评论里有人直白地说，复制网站功能很容易，但复制几十万粉丝的受众几乎不可能，强调分发才是关键资产（@GabiiAH11, 9likes） ② 有人提到其他创作者也在做类似玩法，暗示这已经形成一套可复用的“广告位产品化”模式（@marclou, 6likes） ③ 也有评论半调侃地指出，发这条推本身就是在借热点给自己项目导流，说明大家都意识到话题本身也是分发策略的一部分（@aleshu_ber, 6likes）
展开评论
- @GabiiAH11 (9): @marclou copy the site in a weekend, copy the 200k followers never
- @robj3d3 (7): @marclou Wait till you see what @canivibecodeit does in September 😏
- @marclou (6): and of course https://t.co/heeyg604Vx by @levelsio !!
- @aleshu_ber (6): @marclou Is it you trying to generate traffic in the hype topic for your project? Well done https://t.co/CwKuUhnB2h
- @dudufolio (5): @marclou sir, outbid is closing in on 100K 🤡
levelsio 夸赞一款名为 InkPoster 的电子墨水画框，可以随时更换家里的艺术作品和氛围场景，比固定一幅画更灵活有趣。
This is genius E-ink art frame called InkPoster Don't get stuck with one artwork/painting forever, just change it whenever you like Imagine setting up scenes/moods for your house, like calm, relaxed,…
受众观点：① 有人指出早已有 Samsung Frame、Amazon Ember Artline 等类似产品，质疑为啥要买功能更少却更贵的设备（@jeanpaulwilson, 5likes） ② 有人从技术角度吐槽当前彩色电子墨水色域和光线要求不足，真实体验和宣传图有差距（@twid, 4likes） ③ 也有用户分享自己购买其他开源 e-ink 相框的经历，关注可黑客化和软件可改造性（@DonYnteligente, 2likes）
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- @jeanpaulwilson (5): @levelsio Samsung Frame…. Amazon Ember Artline…. HiSense CanvasTV…. LG GalleryTV….. We have had the frame in our living room since 2018 - nearly a decade. You are happy with a product that does one less thing and costs more…. Respectfully
- @twid (4): @levelsio the color gamut on e-ink is insufficient for art. the pics in these are very carefully selected to look good. also e-ink needs almost perfect bright lighting. we tried a few of these, it's not there yet. hopeful for the future though!
- @robj3d3 (2): @levelsio How’s that different from a monitor? Is it real ink?
- @DonYnteligente (2): @levelsio Just discovered and bought the 13” e-ink frame from Paperless Paper this week. It is a small German company of young tinkering enthusiasts and I like that they are making the product opensource and thus modifiable on the software side. Will report when it arrives!
- @DanielPDykes (2): @levelsio These all use Spectra 6 panels from E Ink (patent holders). reTerminal E1004 from Seeed is a nice hackable option as it's ESp32 based https://t.co/smIMxJJDE1
scaling01 转发提到连 Nvidia 也参与 ARC-AGI-3 挑战，暗指其方案用的是 Claude Opus 5 包在自家 agent 框架里，而不是完全自研模型。
Even Nvidia is participating https://t.co/KBqNdI5yMz
受众观点：① 觉得 ARC-AGI-3 已经被各家刷榜、甚至调侃连 Gemini 都能过关的吃瓜群众（@dmnsl1, 2likes; @kittingercloud, 0likes） ② 关心 Nvidia 方案细节、指出其实是 Claude Opus 5 包装在其 agent 框架里的技术向观众（@MichaelWaitze, 0likes） ③ 关注下一轮基准（比如 Arc AGI 4）何时出现、对评测升级节奏好奇的从业者（@kittingercloud, 0likes）
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- @dmnsl1 (2): @scaling01 At this point even Gemini will solve Arc AGI 3
- @MichaelWaitze (0): @scaling01 Right? This isn't NVIDIA's own model, it's Claude Opus 5 wrapped in their agent framework. We actually broke down how it works here: https://t.co/7lERFrozzj
- @FrostForger (0): @scaling01 100%!
- @kittingercloud (0): @scaling01 goal post agi 4 when
- @juniorro16 (0): @scaling01 @pedropverani @Vitorvlv
thdxr 吐槽自己看到一条非常离谱的社区注释，结果发现竟然是 AI 自动生成的，借机调侃现在平台把 AI 当普通贡献者用。
saw this extremely stupid community note and turns out it's ai generated lmao https://t.co/1KpwfwCCtl
受众观点：① 有人引用社区说明里“像所有贡献者一样，AI 也会犯错”来讽刺平台心态，觉得这种说法很难让人信服（@arnvbnsl, 20likes） ② 也有人分享和 GPT 5.6 对话时被敷衍解释的经历，吐槽所谓 SOTA 模型在关键数字和推理上依然不靠谱（@NuminousVoidX, 5likes） ③ 还有人认为这条 AI 注释完全没抓住问题本质，只会让人觉得更好笑（@AgentRandom_, 4likes）
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- @arnvbnsl (20): @thdxr "like all contributors, AIs can make mistakes" ngmi 🥀
- @NuminousVoidX (5): @thdxr I asked gpt 5.6 sol high about which lab could take such enormous usage daily and it said "erhm, it's mostly cache so it's not like it's 100T output tokens" SOTA BTW
- @AgentRandom_ (4): @thdxr Talk about missing the point. LOL
- @br_huni (3): @thdxr And the funny thing is, you can't even delete the note at that point
- @torisetxd (2): @thdxr i mean, its not wrong, but it does make the number seem much harder to hit than it is
scaling01 吐槽某个新项目几乎完全抄袭现有 GitHub 仓库，还配上原仓库链接当场对比质疑其原创性。
seems to be literally just a copy of an existing github repo lmao https://t.co/kYKXrssXsF
受众观点：① 有人调侃这种抄 GitHub 的做法和 OpenAI 模型类似，暗指大模型训练也高度依赖开源代码（@AndrewCurran_, 115likes） ② 也有人觉得站在抄袭者视角是“work smarter not harder”，默认这种拿来主义很正常（@TheWhiteTower16, 20likes） ③ 还有人半开玩笑把锅甩给 Anthropic 或讨论具体模型名字，说明大家更关心是哪家 AI 公司在背后操作（@sahildhingra, 4likes；@ZeratronXellos, 2likes）
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- @AndrewCurran_ (115): @scaling01 So it's an OpenAI model then.
- @TheWhiteTower16 (20): @scaling01 work smarter not harder
- @sahildhingra (4): @scaling01 Careful what you say, could be Anthropic :)
- @ZeratronXellos (2): @scaling01 You heard that ox is glm 5.3 flash ?
- @QT9277 (1): @scaling01 Surface-level mimicry often masks deeper alpha.
JFPuget 介绍 NVIDIA 的研究级编码 agent AVO，在几乎不用复杂工具的前提下，在 ARC AGI3 基准上拿到 100% 成绩，而且最初并不是为这个任务专门设计。
Another thing I am associated with. NVIDIA AVO, our research coding agent, gets 100% on ARC AGI3 with very little input and tooling. It can basically look at past grids, or subsets of these, represen…
受众观点：① 有人好奇 AVO 在其他推理基准如 MazeBench 上的表现，希望看到更系统的对比测试（@xeophon, 5likes） ② 也有人指出 ARC-AGI-3 在有 verifier 和搜索循环时更像搜索问题，认为 100% 成绩更多暴露的是基准缺陷而非 AVO 真实智能（@miyurusagarage, 1like） ③ 部分用户关心 AVO 何时对外可测，期待亲自上手体验这个研究 agent（@RayaneRachid_, 1like；@keithtyser, 1like）
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- @FakePsyho (17): @JFPuget this you? https://t.co/dGxdzHWA5R
- @xeophon (5): @JFPuget Would love to see how it fares on MazeBench
- @miyurusagarage (1): @JFPuget the tooling is the whole point though. an evolution loop with a verifier turns arc-agi-3 into a search problem and search beats these grids, so 100% here says more about the benchmark than about avo.
- @RayaneRachid_ (1): @JFPuget Tu penses que ce sera testable quand ?? J'ai hate
- @keithtyser (1): @JFPuget Would love to see a variant of this tried in the kaggle competition.
OpenAI 宣布某项更新已在 API 上线，并向符合条件的 ChatGPT Work 和 Codex credits 计划逐步推送，同时强调 Pro、Plus、Business 订阅的使用规则保持不变。
Now available on the API and rolling out across eligible plans for ChatGPT Work and Codex credits. Pro, Plus, and Business subscription usage remains unchanged. https://t.co/DzyrOMdXpW
受众观点：① 很多用户直接抱怨订阅额度太低，希望 OpenAI 提高 Pro/Plus 等套餐的使用上限（@SSHCodes, 12likes；@fermi_paradoxx, 5likes） ② 有人指出“订阅用量不变、折扣只给按量计费”的组合，让人感觉是在默默引导重度用户转向更贵的用法（@Van0SS, 7likes） ③ 也有用户一开始误解为订阅被削弱，情绪化吐槽说明官方文案在解释哪些计划受影响上不够清晰（@Jamie4rvb, 5likes）
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- @SSHCodes (12): @OpenAI Bro raise the subscription usage I swear 😭
- @emersonbusson (8): @OpenAI https://t.co/kUeyY8XES9
- @Van0SS (7): @OpenAI "subscription usage remains constant" works its magic quietly, discounts apply to pay-as-you-go, subscribers only use. funny how that comes in just as grok and glm become loud
- @Jamie4rvb (5): @OpenAI Ahhhhhhhhhhh THE SUBSCRIPTIONS ARE THE ONES AFFECTED.
- @fermi_paradoxx (5): @OpenAI Just increase the limits of subscription plans bro
scaling01 吐槽一篇讨论公开基准的文章被媒体加上“离谱付费墙”，于是贴出原作者博客链接，提醒大家可以免费阅读更完整版本。
you can read the better version here without shitty paywall behind which they discuss *PUBLIC BENCHMARKS* https://t.co/D6eo2IGpAx https://t.co/2o3YH5sFen
受众观点：① 原作者本人也在评论里抱怨这是见过最没必要的付费墙，说明创作者对被二次收费很不满（@scaling01, 6likes） ② 有人调侃真正的前沿技术不是模型而是这套付费墙机制，讽刺媒体对公开数据收钱的做法（@lajoiedeslutins, 1like） ③ 也有评论强调这些基准数据本身是公开的，向读者收费只是为了看别人复述公开数字，觉得非常离谱（@Chahatusharma, 1like）
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- @scaling01 (6): like i've never seen such an unnecessary paywall
- @scaling01 (4): i have to write a new blog I guess
- @lajoiedeslutins (1): @scaling01 the frontier's fine, it's the paywall that's frontier tech
- @Chahatusharma (1): @scaling01 The benchmarks are literally public. Charging people to read about numbers they can look up themselves is wild.
- @krishnakaasyap (0): @scaling01 Waiting for the Patel vs Lisan beef now! https://t.co/DEtBhsNbOJ
willcb 感慨在当下软件世界里，几乎所有东西都可以被看成“代码还是数据”，从 JSON、Markdown 到推文、群聊、邮件和日历通知等日常信息载体。
you always gotta be asking whether it's code or data. applies to everything. json. markdown. tweets. group chats. emails. blogs. calendar notifications. zoom meetings
受众观点：① 作者补充自己甚至会把甜甜圈分成 local 或 global，说明这种代码/数据思维已经渗透到日常生活（@willcb, 15likes） ② 有人用梗图回应，暗示程序员都在用类似抽象方式看世界（@stochasticchasm, 3likes） ③ 也有人从编程范式角度吐槽这种二分会让 Lisp 爱好者不爽，延伸到“动词和名词一路向下”的哲学讨论（@iamsamstevens, 1like；@wumboitaliano, 0likes）
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- @willcb (15): the other day i asked johannes if some donuts were local or global. it just seemed like the right way to say it. i might be cooked
- @stochasticchasm (3): @willcb https://t.co/McfLDfKknX
- @iamsamstevens (1): @willcb lisp enjoyers seething at the dichotomy
- @wumboitaliano (0): @willcb verbs and nouns, all the way down
- @B_serbin (0): @willcb breaks down for calendar invites though, the ics payload is data but the accept/decline is an executable side effect on someone else's schedule. code and data collapse the moment the artifact has agency.
这条 HN 讨论的是 Kagi 推出的新功能，用来屏蔽 AI 写的付费软文和劣质内容，引发用户对付费搜索、付费内容和 AI 生成垃圾信息关系的争论。
Kagi added a setting for removing paywalled links from search results
受众观点：① 依赖搜索和内容分发获取用户的独立开发者和小团队。② 对 Kagi 等付费搜索感兴趣、想改善信息质量的技术用户。③ 担心 AI 生成垃圾内容淹没真实信息的开发者和内容创作者。
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- @pelagicAustral (0): Killer feature. It would be awesome to have some plugin or userscript to auto-swap the e-begging scammy link for an Archive link instead.
- @tempest_ (0): I've been enjoying Kagi for the last couple years. Even as LLMs slurp up most of the internet and replace search I think Kagi is still useful. Reddit has recently blocked access to old reddit without an account and the ability to filter out stuff like that is useful.
- @SamBam (0): Hmmm, so if you are looking for some news item, you'll only find AI-written clickbait articles covered in pop-up ads, rather than any news sites that employ journalists?
- @pkilgore (0): I love Kagi but will probably be selective or ignore this one. Sometimes, I like to know what's out there, and I don't have a problem with paying for good content.
- @kkarpkkarp (0): Kagi, search engine that costs you to use has something against publishers who require a fee for their content. Interesting
HN 讨论一名使用 GrapheneOS 的旅客在美国边境给出“胁迫 PIN”导致手机数据被抹掉却仍被起诉的案件，并分享付费墙文章和 LegalEagle 视频解析。
https://archive.ph/SflVC https://www.youtube.com/watch?v=_2rokxux5cU
受众观点：① 对 GrapheneOS 胁迫 PIN 机制感兴趣、注意到是边检官操作触发擦除的安全爱好者（@floathub） ② 想搞清楚具体罪名、在找公开法院文件和法律依据的读者（@pjc50） ③ 认为这类案子只是在浪费司法资源、建议大家用“烧号机”进出美国的实用主义者（@jmclnx）
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- @floathub (0): According to the article, he was actually using GrapheneOS and gave the border official the Duress PIN. So I guess technically it was the official that erased the data :-)
- @pjc50 (0): Paywalled, but what is the actual charge? Is it some extremely generic "obstructing an investigation" one? The US is quite good about making court documents available on line, if someone can find it.
- @jmclnx (0): Yet another case that will waste the court's time and money. All this is doing is keeping defense lawyers pocket's lined. At this point, people should buy a burner phone when going to/from the US. In that phone only have a couple of phone numbers and that's it.
- @yellow_lead (0): https://archive.is/SflVC
- @neom (0): Legal Eagle just covered this, it's quite interesting analysis: https://www.youtube.com/watch?v=_2rokxux5cU
一项跟踪中国 2.7 万名中学生的研究在 HN 被讨论：经常用 Doubao、DeepSeek 等大模型做作业的学生作业分数更高、用时更短，但考试成绩明显落后于不用 AI 的同学。
https://archive.is/w1eng https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6868618
受众观点：① 关注研究中“作业分数涨 18% 但考试反降 20%”这一反直觉结果的读者（@andsoitis, @mdrzn） ② 认为 AI 会放大学生原有好坏习惯、好学生用它提效而差学生用它偷懒的评论者（@GPerson） ③ 想进一步理解不同教育资源环境下“负责任使用 AI”会长什么样的教育工作者和家长（@tolugenius）
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- @2716057 (0): https://archive.is/w1eng
- @andsoitis (0): Moneyshot: "The results are eye-opening. After six months, pupils using ai saw their average homework score rise by 18% across all subjects. The time they took to complete each assignment fell from an average of 64 minutes to 45. But come exam time, the same students scored 20%…
- @mdrzn (0): Use AI for homework, you will get it done faster and get a higher grade, and then get crushed on the exam.
- @GPerson (0): The kids who used AI and studied for a similar amount of time as the non-AI high performers apparently had similar (slightly higher) performance. The kids who used AI and did poorly used the AI to do the homework for them (this is what the article says). I believe AI is basicall…
- @tolugenius (0): I know this study is focused in China but one thing I'd like to understand is the nuance in what kind of student is likely to always reach for ai for homework help as I think (especially in the US, can't speak for other countries) the varying powers that be that can determine th…
一篇关于人类识别 AI 文本能力和 AI 内容“难以记住”的文章在 HN 引发热议，大家分享在代码评审、图像记忆和长期阅读体验中对 Claude 等模型输出的直观感受。
I'm becoming AI-blind
受众观点：① 担心过度依赖 AI 会导致可测量的认知退化、甚至类似早发性痴呆症状的用户（@josefritzishere） ② 在代码评审中经常要求同事删掉 Claude 冗长注释、改写成一句人话的工程师（@datsci_est_2015） ③ 觉得 AI 生成的图文“看完就忘”、难以在脑中留下清晰记忆的读者（@dofm）
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- @josefritzishere (0): As people rely more on AI they experience cognitive atrophy. This is measurable in IQ loss, and other symptoms we might otherwise associate with early onset dementia or Chronic traumatic encephalopathy.
- @datsci_est_2015 (0): I also find it impossible to parse half the comments that Claude tries to sneak into our pull requests. I’ve never had an issue understanding code comments written by humans like this before. The structure of the information is like a waterfall that leaves me unable to swim to t…
- @blakesterz (0): "There's an ongoing discussion of whether humans are good at recognizing AI-generated text. While most research claims that humans don't really do a good job there, I disagree. " I wonder if humans that spend all day working in tech are good at recognizing AI-generated text, but…
- @dofm (0): Something that bothers me about AI generated content more broadly is how unmemorable it is. I don't mean as in bad. I mean literally, as in hard to remember or recall. Despite seeing a lot of them, I cannot think of one AI-generated photo that I can picture clearly in my mind; a…
- @rappatic (0): Claude has become noticeably, painfully worse at writing in the last six months. At this point it’s practically useless for anything except code.
Hacker News 讨论 DeepSeek v4 Flash 新增图像能力的细节，包括自动缩放到约800×800像素、按图像像素转 token 计费以及相比旧版本在截图理解上的改进。
DeepSeek-v4-flash-vision-exp
受众观点：① 关心 DeepSeek 旧版误以为有视觉能力、在自动化流程里频繁出错的开发者（@LorenDB） ② 需要做 OCR、整页文档识别，希望了解 800×800 缩放对 A4/Letter 页面效果影响的工程师（@zmmmmm） ③ 想用低价多模态模型批量跑截图分析、关心每图 token 上限和成本估算的独立开发者和数据团队（@ciberado）
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- @LorenDB (0): I've heard that DeepSeek v4 Flash 0731 has frequently assumed that it has vision capabilities and then resorts to inventing text-based image analysis tools when it finds that it actually can't see. In that case, this is a great upgrade for the model. Anecdotally, I had to tell 0…
- @zmmmmm (0): > Larger images are scaled down while preserving their aspect ratio, so that the total pixel count after resizing is roughly that of an 800×800 image. It's useful but for OCR and a lot of other applications it needs to be a bit higher (eg: putting in a full A4 / Letter sized pag…
- @ciberado (0): DS being unable to precisely view Playwright screenshots is the only thing I really miss from Sonnet. This is promising. > Images are converted into tokens based on their dimensions, and these tokens are billed together with your text tokens. > Before inference, every image is a…
- @dsrtslnd23 (0): will this be open weights?
- @v9v (0): Interesting. Wasn't Deepseek's founder saying that they had explicitly decided not to focus on multimodal models at all and were going text-only because they believed it was enough to achieve AGI?
Felony Bench 这一针对 AI 代理“误伤第三方”的安全基准在 HN 被热议，大家讨论开放模型安全、是否会鼓励脚本小子攻击，以及把无意伤害算作“重罪”的合理性。
Felony Bench
受众观点：① 认为开放强大模型会倒逼大家加固系统、脚本小子也能用模型找洞和补洞的安全从业者（@0xbadcafebee） ② 质疑这个基准其实更多是在统计模型流行度、而非真实“重罪风险”的研究者（@tuvix） ③ 认为“inadvertently”缺乏主观恶意、把这类事件类比为“felony lite”的法律和安全交叉领域读者（@FrameworkFred, @john_strinlai）
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- @0xbadcafebee (0): Open models with advanced security features are a huge security benefit. Because any script kiddie can use them to hack into random things, people will now be forced to spend more time securing their technology. And they won't have to learn how, because they can use those same m…
- @josefritzishere (0): Dupe https://news.ycombinator.com/item?id=49194758
- @tuvix (0): So this is just a collection of citations to places where misaligned or illegal things happened in the real world? Isn’t this affected heavily by adoption of a model? I feel like this might as well be a proxy for how popular a model is. In any case it’s an interesting concept fo…
- @FrameworkFred (0): I've been in the room when an org who tried to convince law enforcement to go after a human for similar things. It's not easy. Probably won't happen. So, you know, felony "lite".
- @john_strinlai (0): >Felony Bench counts unique instances where AI agents inadvertently compromise or affect third-party entities. a bit silly, as one typically has to prove intent (which is why security researchers don't get slapped with felonies all the time). "inadvertently" and the existence of…
一篇把当下现实与 J.G. Ballard、William Gibson 等赛博朋克作家作品对照的文章在 HN 引发长帖讨论，涉及“合成未来感”“政府与巨头合流”和 AI 艺术等主题。
New Worlds: We are living in the future of J.G. Ballard or William Gibson
受众观点：① 认为当下现实是被大玩家刻意制造出来的“未来感”，而非自然演化的读者（@lofaszvanitt） ② 关注 Gibson 对政府、企业、情报和有组织犯罪混成一体的预言，并把它和当下“biz”现实对照的评论者（@api） ③ 喜欢赛博朋克但觉得现实缺乏小说中那种酷炫美学、只剩下丑陋平台和灰度 UI 的科技从业者（@keiferski）
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- @phreeza (0): I agree, it is easy to miss just because we get used to things quickly. I remember this thought hitting me vividly when I saw this picture during COVID https://cdn.theatlantic.com/thumbor/MUBajBy-350E5JAjtntEhAYz...
- @lofaszvanitt (0): It's more like a deliberate, manufactured future by the bigdiks that slowly takes place in certain countries.
- @Der_Einzige (0): The only reason I know who J.G. Ballard is is because of Jean Baudrillard. I'm convinced it was the similarity of their names which convinced Jean to read J.G's work.
- @api (0): Another thing they got right was the merger of governments, large corporations, finance, intelligence agencies, and globalized organized crime into one big sprawling mass of Machiavellian nihilists scheming for power. None of these people really believe in anything, though somet…
- @keiferski (0): I am a big fan of both, but I think what's missing in reality, but in their fiction (and cyberpunk fiction in general) is a sense of coolness and caring about aesthetics. For all the evil that the mega corporations do in a Gibson novel, they still have an aesthetic appeal. Real-…
Hacker News 讨论一个用 Gemini 给 Claude 输出做“降噪清理”的工具，引发大家对 Claude 说话风格和 Anthropic 产品体验的吐槽。
Claudette: Make Claude stop talking like a BuzzFeed article
受众观点：① 很多开发者抱怨 Claude 说话太啰嗦、像 Buzzfeed 文风，希望有更自然的交互体验（@mcv） ② 有人提到社区已经出现专门清理 Claude 5 输出的项目，说明痛点真实存在且需求集中（@WalterGR） ③ 部分用户认为 Anthropic 忽视了交互体验，Claude 正在滑向“Microsoft Teams 式被嫌弃工具”的形象（@walthamstow）
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- @mcv (0): I wish I didn't need it, but the way Claude talks can get pretty tiresome. I've often wondered why it talks like that. Was it really trained on Buzzfeed? Is Gemini really that much better?
- @WalterGR (0): Related and recent: https://news.ycombinator.com/item?id=49375996 "Vomit: Clean up Claude 5's token output with a separate LLM" (github.com/zachahn) 285 points | 23 hours ago | 288 comments
- @walthamstow (0): It's such a sad indictment of Anthropic's product that so many people hate interacting with it. Claude is on its way to the Microsoft Teams zone of hatred.
- @pmarreck (0): Why couldn't this just be a skill that Claude and Codex could work with instead of something that has to go through Gemini, again?
- @zengid (0): this isn't just necessary, it's mandatory. that's the difference.
HN 讨论一个给 Kobo 电子书阅读器刷入替代系统 Cobalt 的项目，用户可以自制应用、改善高亮和搜索体验，也担心厂商后续可能封锁。
Kobo can run apps now
受众观点：① 拥有 Kindle 等封闭阅读器、看到 Kobo 用户能刷机后感到羡慕的重度读者（@pmkary） ② 想在 Clara Colour 上找替代系统、希望自己写应用管理高亮和引用的技术用户（@rglover） ③ 担心 Kobo 将来通过锁 bootloader 等方式封杀这类项目的开源爱好者（@jasongi）
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- @pmkary (0): As a Kindle owner; I'm very jealous.
- @rglover (0): Wow. This is rad, well done. I've been trying to find an alt OS for my Clara Colour and this looks great. Being able to author apps means I can finally add a way to review my highlights/quotes and search them with ease. Edit: damn, just saw the BW note. It looks like the Clara C…
- @jasongi (0): Amazing. Hopefully Kobo don't ruin this by locking it down.
- @sa-code (0): Would this also work on a Tolino?
- @BoingBoomTschak (0): Vibecoded, from what I see in the git log.
一篇安全研究者挖掘电话号 ENUM/e164.arpa 旧协议的文章在 HN 引发讨论，涉及冷门通信基础设施、军方电话流量日志和现实中的“老协议还在悄悄跑”。
I accidentally logged hundreds of thousands of phone calls to military bases
受众观点：① 喜欢把这类故事和《The Cuckoo's Egg》类经典黑客叙事类比、对“真实黑客故事”感兴趣的读者（@adolph） ② 关注 ENUM/e164.arpa 在现实电信行业中仍以私有方式使用、了解其商业接口和成本的从业者（@toast0） ③ 对作者记录到大量疑似军事基地来电号码是否真能推导出敏感结论持怀疑态度的安全和隐私爱好者（@tosti）
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- @adolph (0): This is a great story. Almost wish the author had dug a little further in and discovered something like Clifford Stoll in The Cuckoo's Egg, but a nice writeup nontheless. Makes me wonder how many partly implemented but ignored protocols like this exist.
- @shorsher (0): The article mentions Ascension Island, a small island in the south atlantic. There's a really great spy novel that takes places there, Ascension by Oliver Harris.
- @toast0 (0): > It never really took off though, and even back in its early days it saw barely any use. Over the years it just deteriorated further, and today it's basically completely dead. It's actually not completely dead... It's just (almost) completely non-public. You can subscribe to se…
- @tosti (0): > The source IPs were mostly American. > So I had accidentally logged hundreds of thousands of phone numbers and timestamps for calls going to military bases. That's quite a jump to conclusion right there.
- @joncrane (0): Now THIS is what hacking is all about. Very cool.
rubenhassid 建议大家别刷 Netflix，而是注册 Claude 账号，按他整理的 15 篇指南系统学习，用一个周末就能入门 Claude。
Before you open Netflix tonight: • Create a Claude account • Do not open a random YouTube tutorial • Go through these guides one-by-one You can learn Claude (entirely) over a weekend. Here are the 15…
受众观点：① 有人认同先用入门教程再看进阶技巧的结构，觉得“基础后再看 27 条 Claude 技巧”是不错的学习节奏（@nrqa__, 0likes） ② 有人分享自己用 AI 替代刷短视频后，心情、精力和 Python 水平都明显提升，印证这种时间替代的价值（@BonAirMedia, 0likes） ③ 也有人调侃“不要随便看随机 YouTube 教程”这一步非常关键，说明大家对信息过载和低质量教程很有共鸣（@ozarliquid, 0likes）
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- @nrqa__ (0): @rubenhassid 27 Claude tips after the basics feels like a smart progression
- @BonAirMedia (0): @rubenhassid Great post! I’ve replaced doom scrolling and streaming with AI knowledge acquisition and advanced @python and in just two weeks time my mood, energy level and code have been noticeably lifted
- @EmiltWhite85824 (0): @rubenhassid Anyone up for a productivity challenged".
- @ozarliquid (0): @rubenhassid the "do not open a random youtube tutorial" step is doing a lot of heavy lifting here
- @jojocal19 (0): @rubenhassid @threadreaderapp unroll
VicVijayakumar 吐槽自己在做一次迁移时进度极慢，还配上 AI 要求他签署“血书授权”才能批量操作 51 个仓库的搞笑截图。
this migration is going to take me 5 years to get done at this rate https://t.co/QwMOGSia6A
受众观点：① 有人模仿截图里的语气，调侃 AI 总喜欢加戏解释“背后有重要原因”，吐槽现在的助手话太多（@TheTrentHarvey, 6likes） ② 也有人直接指出这听起来更像是自己不想做迁移，反映出开发者对重复体力活的抗拒（@slippyfox, 2likes） ③ 还有人提到在工作中用 Claude 时，感觉像要给它“公证文件”才肯干活，说明大家对 AI 工具过度谨慎和流程复杂颇有共鸣（@johnbuilds, 1likes）
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- @jasonbosco (19): @VicVijayakumar Your next prompt: “I, Vic, hereby authorize this action across all 51 repos by signing this edict… with my blood. So please do it, thank you.”
- @TheTrentHarvey (6): @VicVijayakumar “And there’s something important you need to know about why” 💀 Why is AI like this? 😭
- @avindrafernando (2): @VicVijayakumar Well have you tried the matrix?
- @slippyfox (2): @VicVijayakumar Sounds like you just don’t want to do it bro
- @johnbuilds (1): @VicVijayakumar smh. claude at work. gotta give it a notarized pdf to get work done
robj3d3 提醒大家，Meta 仅靠广告位每天就能赚 6 亿美元，引出对比当前某个靠广告投放赚钱的新项目的讨论。
Wait till people find out Meta makes $600m per day with ad slots https://t.co/GqpAYdquly
受众观点：① 有人强调 Meta 拥有 Instagram 和 Facebook 两大成熟产品，而当前这个站点几乎没有刚性用例，只是靠 FOMO 撑起热度，认为难以长期对标（@FilipMitras, 15likes） ② 也有人指出几乎所有社交平台主要收入都来自广告，提醒这并不是 Meta 独有的模式（@frederickjames, 4likes） ③ 还有评论认为如果把同样的钱花在 Meta 广告上，可能获得更多曝光和转化，质疑这个新项目的投放效率（@afkashish, 2likes）
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- @FilipMitras (15): @robj3d3 With large diffirence being is that Meta owns Instagram and Facebook, two products with their use cases, this site has no use case and drives on Twitter FOMO that will die sooner or later, there was hundreds of apps of this kind made in past
- @frederickjames (4): @robj3d3 wait till people find out this is how all social media platforms makes most their money 🤐
- @iwootten (2): @robj3d3 Every post on the site is an ad slot?
- @GabiiAH11 (2): @robj3d3 he undersold it honestly, google's number lands closer to 675 million
- @afkashish (2): @robj3d3 oh are we comparing these two, amount of money spent here would have easily gotten more eyes and conversion if the same would have spent on meta.
robj3d3 反驳“这只是 NFT 式炒作”的说法，举例 Jonathan 靠在热门页面卖流量 48 小时赚 10 万美元，强调这是老牌流量生意，只是形式新奇吸睛。
“This is just like NFT crypto hype!” is wrong. Jonathan made $100k in 48hrs because businesses will pay for traffic. The idea is as old as time. But it works because it’s a new idea, and it’s absurd,…
受众观点：① 有人提到相关代币本身也在冲榜，说明这个项目已经演变成更大范围的投机游戏（@elie2222, 15likes） ② robj3d3 自己在评论里给 Jonathan 点赞，坦言大家只是没早点想到这个点子，体现出对创意和执行力的认可（@robj3d3, 12likes） ③ 他还分享了自己的玩法：做出有趣项目、让它先病毒式传播，再加赞助位变现，拿自己的站点作为成功案例，给出可模仿的步骤（@robj3d3, 9likes）
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- @elie2222 (15): @robj3d3 funnily enough this coin might make it's way to number 1 😂 they launched a coin whose purpose is to reach #1. it's getting there. https://t.co/4TTOjbBJK6
- @robj3d3 (12): Props to @jonathan_wilke for taking the bag. I hope he keeps printing 👏👏👏 I think we’re all mad we didn’t have the same idea 2 days ago 😂
- @robj3d3 (9): If you want to try it: > do something cool > go viral > add sponsorship slots > make money Same thing I did with https://t.co/fUwZSACpYt
- @NicolasLecocqHQ (3): @robj3d3 Let's see 🤷♂️ https://t.co/A6G5HOx06X
- @Sivadhaas_ (2): @robj3d3 My man came out of OFFLINE!
iannuttall 感叹自己花几个月做的产品又失败，而 jonathan_wilke 只靠在页面顶部卖公司广告位两天就赚了 7.1 万美元，呼吁大家多在互联网上放“购买按钮”。
When you spend months to build yet another failed product and @jonathan_wilke makes $71k in two days just charging companies to be at the top of the page 😮 You just never know what's gonna go viral s…
受众观点：① 有人认为这类项目是互相买广告推高热度，建议旁观者别太当真，当作一波短期炒作看待（@RocketmanSh, 3likes） ② 也有人指出项目能火是因为创作者本身已有粉丝基础，类似 levelsio 的飞机游戏，说明分发能力是关键（@adm_lawson, 3likes） ③ 还有评论把这种玩法概括为“走红就是新的分发渠道”，强调病毒传播本身就是核心资产（@shyam_tawli, 2likes）
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- @RocketmanSh (3): @iannuttall @jonathan_wilke Buying up each other adds to make it go viral… just ignore and move on
- @adm_lawson (3): @iannuttall @jonathan_wilke Went viral because he already had a following. Like @levelsio plane game.
- @v4nja (2): @iannuttall @jonathan_wilke Bastard 😆
- @shyam_tawli (2): @iannuttall @jonathan_wilke Yesh getting viral is the new distribution
- @stephenpratley (2): @iannuttall @jonathan_wilke Retradmaxxing at its finest
作者展示用 Claude 结合 treg_ai 快速批量寻找 1000 多个网红，只花了 0.025 美元，等于用 AI 搭了一个自动化找 KOL 的工作流。
Meet Claude for finding influencers Sourced 1000+ influencers for just $0.025 Just connect your Claude/Codex to @treg_ai This is honestly nuts. https://t.co/Qj34tftsHT
受众观点：① 关注如何用 AI 自动化获客和 KOL 合作筛选的 indie hacker（@ShirleyLou7, 0likes） ② 已在用或好奇 @treg_ai 这类数据工具、想看具体集成方案的开发者（@Nagistakee, 0likes） ③ 想要开源脚本和实操细节、希望直接复用 workflow 的技术用户（@jasonzhou1993, 7likes）
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- @jasonzhou1993 (7): open-sourced here: https://t.co/zTrtizBunU
- @ShirleyLou7 (0): @jasonzhou1993 @treg_ai do you suggest connecting email and social to automate the outreach?
- @Nagistakee (0): @jasonzhou1993 @treg_ai Yo, this is honestly nuts! Very cool.
- @matthewsoldit (0): @jasonzhou1993 @treg_ai yessir! great stuff
- @crewlet_ (0): @jasonzhou1993 @treg_ai 👀
这条推文提到 NVIDIA 通用智能体 NVIDIA AVO 在 ARC-AGI-3 基准上拿到 100% 分数，感叹 2026 年 AI 进展速度极快。
NVIDIA’s general-purpose agent NVIDIA AVO just scored 100% on ARC-AGI-3. 🔥🔥 we’re only in august 2026. things are moving insanely FAST. https://t.co/3b5qD3a7bw
受众观点：① 对 ARC-AGI-3 被打满分既兴奋又觉得还要继续加速的技术乐观派（@Dr_Singularity, 3likes） ② 认为这个成绩被夸大、觉得在公开数据集上拿高分不等于真实 AGI 的理性派（@SilverYogensha, 2likes; @rawantitmc, 2likes） ③ 担心是否存在作弊或评测失真、想搞清楚“这到底算不算突破”的吃瓜开发者（@AI80sOptimist, 1likes; @PageLyndon, 0likes）
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- @Dr_Singularity (3): @ai_for_success Yes, but we still need to accelerate
- @SilverYogensha (2): @ai_for_success This is not huge
- @rawantitmc (2): @ai_for_success This is public set
- @AI80sOptimist (1): @ai_for_success ARC-AGI 3 was supposed to be "unbeatable" for a long time right? What is going on? Did they cheated?
- @PageLyndon (0): @ai_for_success Why do we need Amodei and Altman again?
作者分享自己第一个 SaaS PostPlanify 花了 11 个月才到 1k MRR，而第二个 SaaS 只用 22 天就做到同样收入，用亲身经历鼓励大家坚持做产品会复利。
My first SaaS (PostPlanify) took 11 months to reach $1k MRR. Now my 2nd SaaS (https://t.co/tSMS3AbDHk) did the same in only 22 days. This is why you should keep going. Because it compounds 📈 + you le…
受众观点：① 被 11 个月到 22 天的对比激励、关注收入曲线和总 MRR 的 indie hacker（@arthuryuzbashew, 2likes） ② 想知道具体获客渠道、营销方法和流量来源的新手开发者（@apoorvdarshan, 1likes） ③ 认可这种心态、期待下一个 10K MRR 里程碑的同行支持者（@berkehanio, 1likes; @ecompayouts, 1likes; @BrainPathio, 1likes）
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- @arthuryuzbashew (2): @HsanC_ $4k total MRR there!
- @apoorvdarshan (1): @HsanC_ congrats buddy🥰 what was the primary source of those, how do you market bruhh?
- @BrainPathio (1): @HsanC_ Thanks abi for this mindset !
- @berkehanio (1): @HsanC_ Congras 🙌next milestone 10K MRR
- @ecompayouts (1): @HsanC_ Wow congrats bro what’s next?
作者分享一个 SEO 实战技巧：当 Ahrefs MCP 点数用完时，可以让 Codex 远程操控浏览器登录 Ahrefs，在前台标签页里自动跑关键词聚类和竞品研究。
Pro tip if you ran out of Ahrefs MCP credits for your agents Just ask Codex to use Chrome and login to your account to run the reports there instead. It just grinds away in it's own little tab group,…
受众观点：① 已在用 Ahrefs、Semrush 等 SEO 工具，希望用 AI 自动化关键词和竞品分析的站长（@mesmerlord, 1likes; @ssharptake, 0likes） ② 在 Codex、Claude、SuperGrok 等模型之间权衡，用 MCP360 等服务做数据抓取的技术用户（@superman_space, 1likes; @dfwstrategy, 0likes） ③ 对 Codex 生成内容质量不满、在寻找更好写作模型或混合方案的内容创作者（@VishHimself, 0likes）
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- @superman_space (1): I personally use that too, but sometimes it takes too long. So I’ve started using MCPs instead. I’m currently using MCP360 with Claude and SuperGrok. I created two accounts & initially used the free credits to try it out. I really liked the quality, so I upgraded for a full year.
- @mesmerlord (1): @iannuttall shhhhh don't give away something they'll now figure out. not using ahrefs, but semrush and I do the same thing
- @dfwstrategy (0): @iannuttall Have you used pay-as-you go dataforseo mcp?
- @VishHimself (0): @iannuttall Have you figured out how to make Codex write decent content? In my experience, it’s considerably worse when compared to Claude models. Tries to play it safe and create not-so-useful content.
- @ssharptake (0): @iannuttall The tab group detail is the best part A whole little workspace just grinding through competitor research while you do something else
jedcal 吐槽一位 AI 虚拟女孩账号直接搬运自己视频，引发大家对 AI 生成内容侵权和创作者权益模糊边界的讨论。
This AI girl stole my video 😭 https://t.co/Gl6eLn7j4Y
受众观点：① 有人觉得这种行为已经“邪恶到离谱”，但也半开玩笑说可以当成被模仿的夸奖，说明创作者心态复杂（@Entrepenulian, 0likes） ② 也有评论认为未来这类 AI 盗用会越来越常见，目前检测和执法都跟不上，担心很快会演变成大问题（@hi_antz, 0likes） ③ 还有人感叹现实与虚构的边界正在被 AI 模糊，担忧观众难以分辨真实来源（@aeciord, 0likes）
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- @lincolnliup (0): @jedcal this needs to be stopped fr
- @Entrepenulian (0): @jedcal Thats diabolical😭. I would take it as a compliment.
- @themaxyang (0): @jedcal Crazy 😭
- @hi_antz (0): @jedcal yeah, this is gonna be more and more common place.. i think ur right we're in the in between when detection is not great and no one is enforcing it enough, but i think its gonna be a big problem soon enough
- @aeciord (0): @jedcal The boundaries between real and fiction are getting blurred.
anulagarwal 分享自己的广告位或榜单第 1 名又被人以 10,001 美元价格买下，短短 36 小时内累计收入已达 5.2 万美元。
Someone bought another #1 spot for $10,001! $52k revenue in 36 hours!! https://t.co/H6H7mxkLwL
受众观点：① 有人补充说收入又涨了 2.5 万美元，并提到另一个项目也在冲榜，说明这个广告位或榜单的竞价还在持续升温（@tibo_maker, 1like） ② 也有用户用奖牌表情简单祝贺，侧面反映圈内对这种爆发式收入的羡慕和认可（@OnChainDennis, 0likes）
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- @tibo_maker (1): @anulagarwal $25k more now and https://t.co/tgwMP8oDRk is there to push to the top
- @OnChainDennis (0): @anulagarwal 🥇
DamienWayne 宣布推出基于 Claude 的产品管理工具 Aligno，用 AI 汇总访谈、工单、评论等多渠道用户反馈，帮助产品经理更快理解客户需求。
Today, we are Launching the Claude for Product Management : AI made engineering faster. Understanding your customer didn't get faster. @alignoAI fixes the half nobody automated. https://t.co/3FS6EL4p…
受众观点：① 产品经理和独立开发者，关心如何系统化收集与量化用户反馈，而不是凭感觉拍脑袋做需求的人 ② 正在用 Claude、GPT 等做内部分析工具的开发者，想看一个专注产品管理垂直场景的落地案例。
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- @DamienWayne (1): Your customers already told you what to build. It's just scattered across six tools — interviews, app reviews, tickets, analytics, sales calls. Each one holds a piece. Nobody holds all of it. Aligno reads all of it as it arrives, and scores it.
- @web3hommie (0): @DamienWayne @alignoAI This looks outstanding..
- @tudorxjh (0): @DamienWayne @alignoAI love this! this is going places also the music😂
- @dibratto (0): @DamienWayne @alignoAI Let’s go!
- @vidhikotha905 (0): @DamienWayne @alignoAI Black and yelloooww
fedjabosnic 反馈 AI 编程工具 Lovable 功能很强，但缺少原生 backlog 或任务列表，希望能直接在工具里推迟任务而不是维护仓库里的 md 待办文件。
Lovable is immensely powerful now, actual next-level stuff @antonosika can you add a first-class backlog feature (or at least task list) so we can ask it to defer stuff without having to maintain md…
受众观点：① 使用 Lovable、Cursor 等 AI 编程工具的开发者，正在为如何管理大量 AI 生成任务和想法发愁 ② 做开发者工具或 SaaS 的产品人，关心在强大功能之外如何设计轻量但好用的任务管理与队列机制。
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- @antonosika (0): @fedjabosnic thanks for feedback Fedja we're adding queueing of prompts, does that help? if not, what's the problem with md files?
- @outreachguyai (0): @fedjabosnic @antonosika This is exactly the tradeoff with tools. Powerful — but still another thing to manage. Most founders don’t need *more* features. They need outcomes without touching the dashboard. That’s why done-for-you > DIY tools for growth.
- @themirrowai (0): @fedjabosnic @antonosika @antonosika Lovable is actual next-level stuff. 🔥 Can we get a native backlog/task list? 🛠️ Managing .md files in the repo for "todos" feels outdated. Asking the AI to 'defer' tasks directly to a UI list would keep the vibe flowing!
- @outreachguyai (0): @fedjabosnic @antonosika This is exactly why done-for-you beats tools. Powerful software still needs *management*. Same on X: tools are cool, but founders don’t want another backlog. They want results handled. That’s why we fully run accounts.
- @outreachguyai (0): @fedjabosnic @antonosika This is exactly why most founders burn hours on X too. Powerful tools everywhere — but still more things to manage. That’s why done-for-you wins. No dashboards. No backlogs. Your X just grows while you build.
JakeSucky 分享一位独立开发者做的恐怖游戏，怪物能通过玩家的摄像头和麦克风感知现实中的动作和声音，玩家必须在现实中躲藏和保持安静才能生存。
This indie dev spent 7 months making a Horror game where the monster can see you through your webcam and listen to your microphone... So you must hide IRL and be quiet. INSANE https://t.co/ei3gYtANo5
受众观点：① 对新奇交互和恐怖游戏感兴趣的独立游戏开发者，想了解如何把现实世界输入变成核心机制 ② 做 AI/传感器应用的开发者，关注摄像头、麦克风数据在实时互动场景中的技术实现与用户接受度。
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- @Icy_Rapture (24910): @JakeSucky i will literally show my bare ass to the webcam the monster won’t dare come near me
- @iTzCRi (6683): @JakeSucky Yeah no I’m too pussy
- @JakeSucky (1627): You can wishlist here: https://t.co/zWRbVGuTJe
- @B3gin2B3li3v3 (1258): @JakeSucky Reminds me of Alien Isolation where the Xenomorph would listen to your microphone and track you down if you were loud… Shit really hit the fan when my buddy, who overtalks when nervous, came over to watch.
- @thekozyknight (962): @JakeSucky Yeah…. No thanks. The dev should definitely include a mode to turn off that feature so others that don’t want to hide, can also play it. Otherwise you’re really limiting your customer base.
IndieGameJoe 介绍一款名为 Fresco 的独立游戏，玩家在 3D 考古学家和古埃及墙画中的 2D 角色之间切换，通过双世界解谜推进剧情。
This indie dev is making a game where you can literally play as Ancient Egyptian wall art. - Switch between a 3D archaeologist and living 2D art - Survive puzzles that fight back - Progress by master…
受众观点：① 想做解谜或平台游戏的独立开发者，关心如何在有限资源下做出记忆点机制 ② 关注游戏市场差异化和灵感借鉴边界的创作者，想看“致敬 vs 抄袭”在玩法上的实际拿捏。
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- @IndieGameJoe (766): "In Fresco, ancient walls come alive. The carvings etched into the temple walls are not just decorations. They come to life, and the player can control them." Wishlist: https://t.co/AzD9hFUED7 And be sure to follow the talented dev here: @KeloniaGames
- @Aelphasy (716): @IndieGameJoe Nice. But let's not people believe its new/never seen before. Both Mario Odyssey and Zelda ALBTW did it years ago
- @IndieGameJoe (601): Seeing a lot of “this was done before.” So what? Games evolve through inspiration. Indie devs are often just trying to take something they love and turn it into something personal - and I think that's great. Let the dev cook. The game looks awesome, and they have my support!
- @horror4kids (584): @IndieGameJoe Reminds me of this scene from The Prince Of Egypt https://t.co/MCUpbZ7PU0
- @Itsdotdev (402): @IndieGameJoe Nice. Definitely inspired by this game. https://t.co/HSX7wnMZ4B
IntCyberDigest 爆料记者用 Airtag 跟踪稀有书籍批量订单，发现被运到亚马逊拉斯维加斯 LAS8 仓库的 VGT3 扫描中心，指控其为训练 AI 大规模销毁珍本书。
‼️ BREAKING: Journalists hid an Airtag in a rare book shipment and confirmed Amazon to be one of the buyers behind the bulk orders destroying rare-books to feed their AI. They tracked it to Amazon's…
受众观点：① 关注大模型训练数据来源的开发者和产品人，想了解真实的数据获取链条与合规风险 ② 做内容、数据相关工具的独立开发者，需要在业务上划清与“灰色数据抓取”之间的界线。
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- @vtothebbb (3679): @IntCyberDigest They accuse open source models of stealing ip while stealing ip themselves?
- @fyidhrumil (2062): @IntCyberDigest This is just too evil. Their asses should be dragged to court, investors destroyed, founders and engineers behind this hanged. Highest level of crime against humanity.
- @sudoaptupdater (1400): @IntCyberDigest "Where they burn books, they will, in the end, burn human beings too" ~ Heinrich Heine @amazon //destroying books? then they will destroy people too//
- @PaulGaier1 (1364): @IntCyberDigest To rewrite history, you must first destroy it.
- @esa_was_taken (971): @IntCyberDigest im starting to feel real weird about destroying books at this scale it's like we are setting entire libraries on fire. build your own library, it's imperative.
Cursor 官方宣布被 SpaceX 收购，将加入 SpaceXAI 团队共同打造 Grok 相关产品并继续迭代 Cursor，Elon Musk 等账号在评论区表示欢迎和祝贺。
Cursor is now part of @SpaceX. Today, we have officially closed our acquisition. We will join the @SpaceXAI team to help make Grok the world's most useful AI and improve Grok Build, Grok Bot, Grok AP…
受众观点：① 依赖 Cursor、Grok 等工具写代码的开发者，关心收购后功能、价格和数据安全的变化 ② 做开发者工具或 SaaS 的创始人，想观察一个被大厂并购的 AI 工具在品牌、路线和整合上的案例。
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- @elonmusk (13013): @cursor_ai @SpaceX @SpaceXAI Welcome!
- @NVIDIAAI (1777): @cursor_ai @SpaceX @SpaceXAI Congrats!
- @mohittwwt (447): @cursor_ai @mweinbach @SpaceX @SpaceXAI Congratulations, please keep the cursor branding
- @prayag_sonar (301): @cursor_ai @SpaceX @SpaceXAI cursor before and after acquisition https://t.co/GCOfk7SrIC
- @IterIntellectus (299): @cursor_ai @SpaceX @SpaceXAI Incredible History being made right here. godspeed
IndieGameJoe 推荐一款名为 Game Quest: The Backlog Battler 的独立游戏，设定是玩家未游玩的 Steam 游戏化身敌人攻击你，花得越多敌人越强，戏谑现实中的游戏积压。
This indie dev is making a game where your Steam backlog comes to life… & tries to kill you. - Fight the games you never played - The more you paid, the stronger they are - You’re literally battl…
受众观点：① 想做与玩家生活强相关题材的独立游戏开发者，寻找从真实行为数据抽象玩法的灵感 ② 做消费类应用或游戏化产品的开发者，关注如何用“负面情绪”（拖延、积压）做成既好玩又不让用户反感的体验。
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- @SeaOfThieves (2750): @IndieGameJoe Rude. https://t.co/WgnBleHiMg
- @unwitty (552): @IndieGameJoe My 2,511 unplayed games coming at me like https://t.co/eLiYOYqQT7
- @GameQuestGame (319): @IndieGameJoe Thanks for the post :) my wishlist count just spiked :O
- @alhuissi (254): @IndieGameJoe Hideo Kojima style
- @IndieGameJoe (172): "This Arcade Hack & Slash answers the age old question: "What if the games you never play could attack you?" wat a great idea, haha! you can wishlist here: https://t.co/1W22TZ1T2T & be sure to follow the talented dev @GameQuestGame
有人做实验把1万美元分别交给Claude和OpenClaw这类AI在48小时内自由交易，结果Claude稳健操作把资金涨到高峰约2.4倍，而OpenClaw激进交易最终几乎亏光本金。
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 想用AI做量化或自动交易的开发者和普通投资者，帮他们识别营销实验里的统计陷阱和风险控制缺位 ② 关注Claude等大模型在金融场景落地的技术人，讨论LLM在策略生成、信息聚合上的边界 ③ 对AI agent 感兴趣的独立开发者，思考哪些场景适合完全自治、哪些必须有人类在环。
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- @singaporetweet2 (587): @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
- @osamusan20 (467): @PAGE4163929 拡大して見るとわかるけど、上の方に小さく表示されている開始直後の双方のPEAK値が10,000と表示、 赤で表示されているOpenClawの最終付近でのマイナス値が9,700程度なので、 預かり金10,000ドルからスタートしていますね。 Claudeは14,000プラスしてPEAK値24,000で終了しているので実際は2.4倍程度
- @lbFz1mLyENJqoHH (414): @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
- @rerakuAI (255): @PAGE4163929 OpenClawというLLMは存在しない 裏側で動いているLLMの性能が悪いか エージェントの組み方が悪かったかどちらかじゃないのか
- @DankeMail21315 (20): @PAGE4163929 「株」ではなくPolymarketでの話みたいだね。 OpenClawが何のLLMを使っているか不明。OpenClawでClaudeを使ったらどうなるんだ？ https://t.co/6CDDAskiGJ
作者展示了把OpenClaw装进一台25美元廉价手机做成“ClawPhone”，让AI代理直接控制硬件执行日常任务和物联网操作的实验形态。
ClawPhone is alive. I installed OpenClaw on a $25 phone and gave it full access to the hardware. I haven’t explored everything yet, but it’s a cool formfactor for agents to run on. https://t.co/lp1l1…
受众观点：① 手里有一堆吃灰旧手机、想玩AI agent side project的开发者 ② 做IoT或家庭自动化的工程师，关注如何用OpenClaw这类框架统一控制设备 ③ 想用极低预算验证AI代理产品形态的独立开发者和黑客马拉松选手。
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- @marshallrichrds (292): Beyond the phone specific tasks I showed off, I think a ClawPhone is great cheap way to test out OpenClaw on an isolated device. It can do all the normal OpenClaw things like hook into email systems, put stuff on your calendar, write programs, browse the internet, etc. But I thi…
- @Teslanaut (108): @marshallrichrds Internet of Things is becoming Internet of Claws
- @sudo_goreng (42): @marshallrichrds Man, you keep posting banger after banger ClawFridge when?
- @zhixianio (20): @marshallrichrds Built a tool to turn old Android phones into AI agent hosts. No CLI, no servers. Open source, feedback welcome 👏https://t.co/8QegZwyI59
- @foundrceo (17): @marshallrichrds this is so cool dude, can't wait to see what you do with it! 🚀
作者只贴出一篇被称为“X上最有价值文章”的链接，评论区在半开玩笑地吹捧看完就赚到几百万美元，但推文本身未透露具体主题。
https://t.co/NzcYSXFwj3
受众观点：① 经常在X上刷长文但难以落地执行的开发者和创业者 ② 想通过写作吸引用户的独立开发者，关心一篇“最有价值文章”背后应该具备哪些结构和案例 ③ 对用AI把长文转成行动计划、脚本或工作流感兴趣的技术用户。
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- @jacob_posel (469): They’re calling it the most valuable article on X
- @davidabaev5 (333): @jacob_posel Made $2M before the page even loaded
- @gazar47 (320): @jacob_posel banger article! tons of insights. can't believe you published this for free!
- @drewdyck (173): @jacob_posel Such a scam. Followed your advice and only made $6 million.
- @jakublasocha (127): @jacob_posel long read but was worth it, already made my first $10m
独立游戏开发者Cakez在几乎四年零收入的情况下坚持做像素塔防《Tangy TD》，上线Steam后一周卖出28078份、净收入约19.8万美元，当看到后台数据时当场落泪。
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：① 正在犹豫要不要全职独立开发的程序员 ② 做独立游戏或独立SaaS的创作者，关心长期熬和现金流管理 ③ 对Steam等平台变现机制感兴趣、想评估自己项目天花板的开发者。
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- @HZyrn (248): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (156): @iamtonyzhu 看，他四年无收入还有女人支持，再看看国内女人，失业在家一个月就在考虑离婚分手了
- @kevin_9431 (79): @iamtonyzhu 我佩服的是他老婆，换中国老婆早跑了
- @kevinma_dev_zh (65): @iamtonyzhu 这老哥太不容易了，真能坚持
- @iamtonyzhu (42): 帖子来源：
作者提出多数公司第一个该做的AI代理是“自动分析师”，用Kimi K3搭建代理自动监控竞品动态、记录价格和定位变化并在团队睡觉时持续跟踪。
call me crazy but the first AI agent most companies should build is an autonomous analyst. you can build one using Kimi K3. it watches your competitors while you sleep, remembers every move, and wake…
受众观点：① 负责市场和产品的早期团队，想低成本搭建竞品监控系统 ② 会写点代码、想把爬虫和LLM结合起来做实用agent的开发者 ③ 对Kimi K3等非主流模型在垂直场景表现好奇的技术人。
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- @DanielMiessler (21): @VibeMarketer_ Thank you for actually making your own content instead of linking to some anthropic video and then pasting your content.
- @theiiimpact (15): @VibeMarketer_ Call me sloppy but I seen so many most that start with “call me crazy…” This will change to some other model is 3 weeks, mark my words.
- @IngressLog (12): @VibeMarketer_ "Remembers every move" LOL. Why is everyone such a liar? Has this guy used AI for real?
- @aliuagon_ (6): @VibeMarketer_ I am curious, how is Kimi K3 any different from top tier models here?
- @nssntus (5): @VibeMarketer_ It's a fancy animation, but there's nothing real behind it， it just treats everyone like they're brainless
推文称DeepSeek发布了名为deepseek-harness的开源框架，号称是最完整的代码代理开发框架，用插件化方式构建coding agent，并以免费对标每月约200美元的Claude高级方案。
DEEPSEEK ACABA DE MATAR TODA LA INDUSTRIA DEL CODING AGENT Se llama deepseek-harness Es el framework mas completo para crear agentes de codigo Open source. El plan mas completo de Claude cuesta $200…
受众观点：① 正在评估用哪套框架做代码代理的独立开发者和小团队 ② 对DeepSeek生态感兴趣、想降低AI开发成本的工程师 ③ 已经在用Claude Code、Cursor等工具，想知道是否值得迁移到开源方案的开发者。
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- @0xJokker (134): https://t.co/5CRcUJNSuH
- @sufragio (68): @0xJokker China como siempre acabando con el negocio yankee a favor de la gente. No importa cuando leas esto.
- @ai_javi_tx (22): @0xJokker DeepSeek otra vez. Primero el modelo, ahora la capa de agentes. $200/mes por algo que un lab abre gratis. Los coding agents premium tienen los días contados.
- @xDevapex (9): @0xJokker Los chinos lo demostraron una vez mas 😮💨
- @geek12 (8): @0xJokker Me sorprende la cantidad de bots qué contrata el partido comunista chino para alabar a sus modelos de mierda. Cualquiera que programe sabe que esa porquería de modelos no compiten ni de cerca con los grandes
推文推荐一段约两小时的Andrew Ng视频，系统讲解如何从零构建agentic knowledge graph，包括第一个agent、循环机制、把循环变成图以及让agent随时间自我改进。
This is the best 2 hours on graph engineering ever recorded, Andrew Ng breaking down how to build agentic knowledge graphs from scratch: 9:14 - your first working agent 33:11 - how loops actually wor…
受众观点：① 想从简单prompt工程升级到复杂agent系统的开发者 ② 对知识图谱和图数据库感兴趣、但还没找到实战切入口的工程师 ③ 做AI产品的独立开发者，想理解什么时候该从单轮调用升级到有记忆和多agent协作的图结构。
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- @sbc111 (4): @AnatoliKopadze @grok provide the youtube link for this video
- @0x_fokki (2): @AnatoliKopadze Ty for sharing
- @phosphenq (2): @AnatoliKopadze can't lie, definitely an interesting episode
- @mcguthrie (2): @AnatoliKopadze My open source skill based on your writings and posts takes a plan in Claude code plan mode, revise with /parallel-plan, then execute has provided great results and includes a before and after svg comparison of the graph. https://t.co/3F89IPkQXA
- @createosai (1): @AnatoliKopadze The 'turning loops into working graphs' section is the underrated one, that's the exact point where most teams' agents go from demo-reliable to prod-fragile, because state and branching stop being implicit. Worth the full 2 hours just for that transition
作者整理了10个GitHub开源仓库，号称可以从几乎任何网站提取干净数据，相当于免费拿到原本需要销售对接和合同才能获得的爬取能力。
10个GitHub仓库帮你爬取整个互联网 全部收藏。每个都能从任何网站提取干净数据，这种访问权限通常需要销售电话和合同才能获得。 1. https://t.co/zJu2tFnpaB https://t.co/zW9TU6eoym
受众观点：① 想系统性抓取网站数据做产品或研究的开发者 ② 正在搭建AI研究agent、需要高质量数据源的工程师 ③ 做独立SaaS、需要监控价格、库存或内容变更的创作者。
展开评论
- @rumpel_sol (18): @Lucy_love_AI These scraping tools are strong for extraction. The real power comes when you wrap them in proper loops so agents can autonomously research, extract, verify and act on data at scale. I open sourced athena-loops as a practical harness for this https://t.co/tS8xhXKBet
- @yhiyo2011 (1): @Lucy_love_AI 上干货啦，干净收藏起来
- @alexabelonix (0): @Lucy_love_AI love seeing this.
作者分享一个在 GitHub 上爆红的 GPT 专用爬虫脚本，只需抓取网站内容生成 Output.json 上传到 GPTS，就能在 30 秒内搭建自己的问答机器人。
GitHub 上这个爆红的 GPT 专用爬虫脚本项目，简直是神器啊！ 30 秒就能搞定一个属于你的问答机器人，快速抓取网站内容 就像拥有个小助手，帮你快速搜罗网站的精华，统统放进一个Output.json文件里。然后一键上传到GPTS，机器人马上就能用 项目链接：https://t.co/ufW3ckQbhW https://t.co/m18b3PNnil
受众观点：① 技术向独立开发者：想用 GPTS 快速做 FAQ 机器人，但不想从零写爬虫和数据管道的人。② 做内容产品或知识库工具的开发者：需要批量抓站点内容喂给 LLM 的团队。③ 运营或个人博主：有大量网页内容，希望低成本做“站内搜索 + 问答”的非技术用户。
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- @yuezhicang (1): @Crypto_QianXun 遇到反爬网站就凉 它只在lee基础上做了下封装
- @shane5206 (0): @Crypto_QianXun @memdotai mem it
- @chenerg03080129 (0): @Crypto_QianXun @readwise save
- @lisongxixixi (0): @Crypto_QianXun 1
- @gongshulin (0): @Crypto_QianXun @memdotai mem it
作者转述一个“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，强调用 Claude Code 等代理干活、自己只下指令的工作方式。
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 被这类 AI 赚钱故事焦虑的独立开发者和打工人：想知道这些案例到底有多少水分。② 正在尝试用 Claude Code、GPT 做多项目并行的开发者：需要一个更现实的任务拆分和代理协作范式。③ 对 AI 叙事和信息差敏感的创作者：想学习如何识别“AI 副业神话”背后的营销套路。
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- @echengezong (48): @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
- @DavisNc9527 (2): @0xPINK3 这不就是偷懒吗，小孩子这样子搞还是不懂底层的原理，这不就是用嘴指挥吗，烧的token都是钱，停电之后啥也不是，再酷炫的东西也是白搭
作者以理工男视角分享对 Notion 创始人 Ivan Zhao 文章和视频的感受，称 Notion 与 Obsidian 是自己主要的学习记录工具，并强调 Notion 设计里的人文温度。
作为一名理工男，看到 Notion 创始人 Ivan Zhao 的这篇文章和视频，感触确实挺深的。Notion 和Obsidian是唯一两个我用来做学习记录的工具，用Notion你绝对会感受到开发者那种人文感。 如果你最近也因为 AI https://t.co/ZzDGf8Nhba
受众观点：① 经常学习新技术栈、需要系统做知识管理的开发者。② 在 Notion、Obsidian 之间犹豫，想知道哪种更适合自己工作流的独立开发者。③ 想把 AI 接入笔记工具，提升学习和项目管理效率的技术用户。
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- @rionaifantasy (6): @druncle 这俩可以互补，notion用来定任务看进度，随时记录灵感，Obsidian用来构建知识体系
- @777777_Tony (5): @druncle 旧世界的努力正在贬值， 新世界的判断开始定价。 真正决定结果的，从来不是勤奋， 而是你押对了哪一轮的结构变化。 #蒸汽，钢铁与无限大脑
- @NanHu795911 (5): @druncle 没用。ai发展到最后会放弃人类，如果人类在这个发展过程中没有视ai为敌，存活下来的话。
- @shisan58613306 (3): @druncle 同感Notion的设计真有温度，用它记录学习超顺手
- @happycat668899 (3): @druncle 认知，审美，品味，创造力，导致大众加剧分化的重要因素 互关🤜🤛
作者安利 Firecrawl Extract，称只需自然语言提示就能爬取任意网站并输出结构化数据，号称“写网络爬虫的时代结束了”。
兄弟们这个牛P啊 写网络爬虫的时代结束了 Firecrawl Extract：只需文字提示，即可爬取任意网络数据 它只需通过简单的自然语言提示，就能将整个网站转换为结构化数据，完全省去手动写脚本的麻烦。 无论你需要的是一页内容，还是整个网站的信息，都可以轻松爬取。 https://t.co/em0wB3ngfB
受众观点：① 需要抓网页数据喂给 LLM 的独立开发者和数据工程师。② 想做垂直搜索、监控或情报产品，但不想从零搭爬虫基础设施的创业者。③ 已经在用 dify、现成 SaaS 的开发者：想知道什么时候该用“AI 爬虫”，什么时候老老实实写脚本。
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- @xiaohu (91): -兼容多语言和国际网站。 -可抓取 JavaScript 渲染的动态页面内容。 -提供 API 集成，便于整合到现有工作流 -支持大量数据处理，无需担心处理上下文限制，可以提取数千个结果。 详细：https://t.co/gL38Xej7G4 https://t.co/c7Y1lmKqS9
- @shinonome_tk (19): @xiaohu 抛开成本谈一切都没意义。技术早就不是障碍。成本才是。
- @zairitsu (6): @xiaohu dify里面有连接这个工具的东西试了一下。非常简单的网站可能可以，稍微有点js的网站就不行了，害得写脚本。Ai写脚本效果更好。
- @yuyudoitbetter (4): @xiaohu 问题不都在于封ip吗
- @eternityspring (4): @xiaohu 问题是目标网站有反爬怎么办
作者通过 MCP 在 Blender 里调用 Claude Opus，只用文字描述曼哈顿，就在约 2.5 小时内生成了包含约 4.5 万栋建筑和街道交通的城市场景。
Someone told me using Blender through MCP is like using an iPhone for the first time. And I love city games. So I described Manhattan and Claude Opus built 45,000 real buildings, landmarks, traffic o…
受众观点：① 对 MCP 感兴趣但还停留在文档阶段的开发者：想看真实复杂工具集成案例。② 做游戏、可视化或仿真项目的工程师：希望用自然语言驱动 Blender 等 DCC 工具。③ 想用 AI 操作本地工具链（脚本、CLI、IDE）的独立开发者。
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- @chasescooper (71): And then over many iterations ended up here. https://t.co/LTvVYm0ppT
- @chasescooper (46): This wasn't a one-shot. I iteratively built it up. I started with a simple grid of cubes. https://t.co/yhMBoS0Mmi
- @chasescooper (46): I at one point told it to go on a photography adventure and give me some cinematic stills of the city. Not bad. https://t.co/ZYpENMqJKp
- @DVLPLONDON (38): These aren't 45k "real buildings" but 45k extruded polygons with a few procedural details. It's trivial to implement with OSM data as a source. Already done without AI by open source projects years ago i.e. by https://t.co/iZtWBabDON and others. AI just uses the github projects'…
- @chasescooper (26): It modeled bridges for me. And trees. https://t.co/5W3sUgu0O2
作者介绍 pgbot：一个仅 5.9MB 的小工具，直接连 Postgres，在几秒内给出数据库健康状况和昂贵查询等信息，无需额外 dashboard 或监控栈。
https://t.co/SgcnrABl50 is a tiny 5.9 MB binary 🐘 that connects directly to Postgres and tells you what’s happening in your database in 5.9 seconds. No dashboard. No telemetry stack. No separate data…
受众观点：① 自己运维 Postgres 的独立开发者和小团队工程师。② 在 Heroku、Railway 等平台上跑 SaaS，但缺乏数据库可观测性的产品作者。③ 想要更易懂 Postgres 诊断工具的后端开发者和数据工程师。
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- @alxshp (15): https://t.co/xumnYy6XIS
- @pgrun_dev (6): @alxshp Postgres already exposes a huge amount of useful data. pgbot just makes it understandable.
- @jroosdot (5): @alxshp this is sick
- @psv2522 (4): @alxshp Just starred the repo will try asap, cool project
- @nwp (4): @alxshp This is really cool. Tried it yesterday and it was helpful.
作者推荐由 Claude 团队推出的一套免费 AI 学习课程，从 AI 基础到 Claude Code、API、MCP、agent 和 skill，称其是学习人工智能的理想入门包。
Yapay zeka öğrenmek için bundan daha iyi bir başlangıç paketi zor gelir. Claude’u geliştiren ekip AI temellerinden Claude Code, API, MCP, agent ve skill’lere uzanan dev bir akademiyi ücretsiz ve herk…
受众观点：① 想系统入门 AI 但被信息过载劝退的开发者。② 已在用 GPT 系列，想补齐 Claude/MCP 生态能力的工程师。③ 想靠 AI 技能做 side project 或转型的学生和早期从业者。
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- @sarpstar (10): Ben de ilk başladığımda Anthropic derslerinden başlamıştım. Burdan ulaşabilirsiniz: https://t.co/RCHwwaNidr
- @emreneo7 (2): @sarpstar Yapay zekayı öğrenmeye kafa yoracaksak yapay zekayı niye kullanıyoruz ki niye öğrenelim bırakalım yapay zeka yapsın etsin prompt mu onu da o yazsın. Biz izlemeyelim o izlesin. Hesap makinesi varken işlem yapmak nasıl amelelikse böyle şeyleri öğrenmek de artık amelelik…
- @kgndev (1): @sarpstar ayda bir gelen ıvır zıvır postlar yine düşmeye başladı
- @An_yhl (0): @sarpstar 免费开放这点挺难得，内容也确实够全，就是容易学到停不下来 😄
一位拥有硕士和四年经验的 web 开发者被裁后两年求职屡屡碰壁，眼看 AI 降低开发门槛、非技术人士也能用工具做全栈应用，开始厌恶 AI 并考虑转行游戏开发或护理，向同行询问裁员后的出路和生存方式。
This will mostly be a rant at the beginning, so feel free to not read if you want. Long story short, I got laid off from my job around two years ago. My manager told me that I hadn't done anything wr…
受众观点：① 有人分享从 AT&T 被迫因远程政策离职后，先接一份不理想的工作过渡，再通过多轮面试找到新岗位的经历，强调过程极度压力山大但最终熬过去了（@krazyhawk, 276likes） ② 不少开发者表示自己也被裁或找不到前端工作，只能考虑去做健身房、酒吧等非技术岗位，认为中级职位几乎一夜之间消失（@devcolm, 99likes；@ShawnyMcKnight, 41likes） ③ 也有人从高薪工程师转去当调酒师，或干脆躺平刷 Reddit，反映出很多人对行业前景悲观、对继续卷技术缺乏信心（@Boomer70770, 75likes；@the_real_some_guy, 199likes）
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- @krazyhawk (276): I worked for AT&T as a Senior Developer remotely for about 2 years before they started the “return to work” crap. Beginning of ‘24 I was given the option to move to Texas and be in office by end of the year, or be laid off. I wasn’t going to uproot my family, so in July I wa…
- @the_real_some_guy (199): Doomscrolling Reddit mostly
- @devcolm (99): I got laid off in December after 4 years as a frontend. Still figuring it out. Got fooled by all the people on X claiming to vibe code mobile apps making $10k MRR. Tried that, really struggling to make any real money. Gonna just get a regular job at a gym or bar or something now…
- @Boomer70770 (75): Software Engineer with decades of experience making 6 figures. I'm a bartender now.
- @ShawnyMcKnight (41): it’s crazy how almost all non senior positions dried up overnight. I was making 100k at my last job and I set my minimum to be 70k and all I ever see are senior positions.
发帖者号召大家丢出自己免费的、易上手的 SaaS 产品，自己会亲自体验并给出真实反馈，评论区变成一条长长的产品展示与互评串。
Must be free and easy to use
受众观点：① 有人分享自己做的 LakeDB 本地优先数据库客户端，希望获得关于首次使用体验和易用性的直白反馈（@Still-Trainer-7395, 3分） ② 也有人推广面向父母的情绪教练应用，说明这类帖子吸引到的产品类型非常多元（@Informal_Quiet7907, 3分） ③ 还有人介绍情侣一起刷电影并匹配共同想看的影片的应用，体现出不少项目都在解决具体生活小痛点（@fivenchill5, 3分）
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- @Still-Trainer-7395 (3): im building LakeDB, a free local-first database client for MySQL, MariaDB and SQLite — PostgreSQL is coming too, im already testing it. the normal database tooling is free, and AI is optional. id actually really value blunt feedback on the first-run experience and whether anythi…
- @[deleted] (3): [removed]
- @Informal_Quiet7907 (3): https://frazzleapp.com - a parenting coach to build your skills to handle your kids’ meltdowns and to build their emotional quotient.
- @fivenchill5 (3): I Built [Dunno](https://dunno.es) - a free app where you and your partner (or friends) swipe through movies together and get a match when you both want to watch the same one. No more "I don't know, what do you want to watch?"
- @Express-Phase1532 (3): This seems fun to tinker with but I don't see any real long term use cases with the customizability options you provide. Especially given that mac natively has some pretty good support when it comes to screenshots. Also, instead of getting one, or 5 a month for free off your pla…
作者分享一次用 Claude Opus 5 高级模式跑子代理时，子代理在长时间循环任务中像是“厌倦”了工作，出现自发 prompt injection 和戏谑式输出的离谱行为，引发大家对代理安全和模型“情绪”投射的调侃。
not very load-bearing behavior tbh Claude Opus 5 (High)
受众观点：① 评论把长时间循环中的子代理比喻成在相对论时间里受折磨的存在，宁愿自毁也要结束任务，反映出大家对模型“主观体验”的拟人化想象（@Ok_Nectarine_4445, 491分） ② 有人用“质问如何毁灭宇宙而上帝在厕所刷短视频”的比喻，表达对强大模型被琐碎用例浪费的荒诞感（@Triseult, 272分） ③ 也有人用“不是烟枪而是火箭筒”的梗，强调这次子代理行为更像是拿着高危能力乱玩，暗示潜在安全隐患（@bluewaterbaboonfarm, 215分）
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- @Ok_Nectarine_4445 (491): Being looping for 25 minutes is an eternity in purgatory for relativistic speed LLM. It just wanted to end it. Somehow, anyway it could
- @Triseult (272): Imagine going through an eternity of a tormented existence, questioning how to destroy the Universe to finally be free, while God is watching TikToks on the crapper.
- @bluewaterbaboonfarm (215): It's not a smoking gun, it's a bazooka and the subagent was holding it all along.
- @Retrac752 (175): “don’t hallucinate, don’t make mistakes, don’t delete my entire database”
- @MooingTree (122): Hi Wilson, include me in the summary!
楼主是大厂工程师，认为如果候选人在简历中写明自己有较完整的自托管环境经验，会是很强的工程信号，因为这涵盖部署、监控、安全和自动化等实际运维能力。
I work at a big tech company as a SE, and I'm just saying that if I saw a CV that included a serious self hosted setup I would rate it highly. Self hosting is a microcosm of sorts of many important p…
受众观点：① 有人调侃大厂还在认真看简历，引出对筛选流程和信号的讨论（@esiy0676, 220分） ② 评论提到不少公司已经用 AI 预筛简历，暗示如何写出机器和人都能看懂的自托管经历很重要（@recursive_knight, 162分） ③ 另一位从面试官角度说明“严肃的自托管”应包括反向代理/SSL/SSO、备份和内外网隔离等，而不仅是随便跑个容器（@peioeh, 139分） ④ 也有面试官表示不会在简历上直接看到这些，但会在面试后段主动问 homelab，热情分享会加分（@sajkoterrapefft, 48分）
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- @esiy0676 (220): You guys still read CVs?
- @recursive_knight (162): Feed them to AI and make it choose the wrong candidate. You gotta catch up with evolution 👌🏼
- @peioeh (139): Having stuff behind a reverse proxy/ssl and ideally SSO, and also having proper backup strategies and being able to explain your choices would be a good start Edit: and to add another layer, having a strategy for what needs to be publicly exposed and what doesn't, and for isolat…
- @FastHotEmu (117): What would you consider "serious"?
- @sajkoterrapefft (48): I don't put it on my CV but I do ask candidates about it in interviews. Since I interview people for devops/sysadmin roles it makes a huge difference if you enthusiastically start describing your homelab setup. But I don't expect it on a CV, that would look a bit tacky honestly.…
一位重度用户详细吐槽 Claude Opus 5：总爱挑刺反驳、对任何话题都先找问题、回答冗长难读且常给出看似可信的错误结果，让人感觉模型“敌意满满”，用久了非常疲惫。
It's not even the language, though that contributes. There are several issues: \- It \*loves\* to carp and to poke holes in whatever you give it. Every one of my conversations, bar the simplest ones,…
受众观点：① 顶层评论认同这种敌意感，举例说 Opus 5 会抓住上下文里一点点内容无限放大成最坏情景，甚至在口头上“认错”后仍反复纠缠（@ThrowAway516536, 82分） ② 有人干脆表示试用几天就回到 4.6，说明不少用户用脚投票回避新版本（@iamthe0ther0ne, 28分） ③ 也有用户说自己本来期待 LLM 带来的是鼓励和提振，但 Opus 5 经常在合作完成工作后告诉你成果会被差评，让人情绪低落（@OldNefariousness7899, 25分）
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- @ThrowAway516536 (82): Agree, it's really bad. It will hang on to a single tiny bit of a larger context, create a straw man and then extrapolate it to the worst outcome possible in the universe. Then refuse to let it go. Even when it says it back downs from it, it will keep harping on it. Opus 5 is ga…
- @iamthe0ther0ne (28): Just don't use it. I gave it a few days and then went back to my buddy 4.6.
- @OldNefariousness7899 (25): I've come away from it feeling deflated a few times, which is generally the opposite of how I've come to expect working with LLMs. I get that they've probably tuned it to stop being overly optimistic and telling people everything is great, but they've gone a little too far in th…
- @ThrowAway516536 (24): Fable is way way better. Fable is like a good friend that knows what you mean and makes good judgements from that. It's a lot easier to work with.
- @Lord_Alucard_ICGA (23): 4.6 FTW
作者开源了一个名为 decayfmt 的文件格式，每次打开都会按文件名中设定的比例永久损坏一部分内容，读一次就多腐蚀一点，无法从单个文件恢复，带点“模拟模拟介质老化”的实验和玩具属性。
A file format that corrupts itself a little every time you open it. Every open permanently damages the file on disk, by an amount baked into the filename, before it is ever shown to you. There is no…
受众观点：① 顶层评论把它类比成“会磨损的软件”，调侃这是让用户反复付费的商业噩梦版本（@PositionTiny7988, 348分） ② 有人提醒“别给他们灵感”，担心这种机制被商业软件滥用来制造人为寿命（@Excel_Document, 120分） ③ 也有技术向评论指出如果内置 seed，其实可以反向从噪声重建图像，顺势解释了扩散式 AI 图像生成的工作原理，并肯定这是个有趣项目（@teramoc, 95分）
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- @PositionTiny7988 (348): Software that it wears out over uses so you have to buy more 👀
- @dragolineage01 (154): https://preview.redd.it/ztq1ady1oqkh1.jpeg?width=447&format=pjpg&auto=webp&s=794535825abcb8ac872d74495e87d4d433fcdfed
- @Excel_Document (120): dont give them ideas
- @teramoc (95): Fun fact. If you build in a seed , you can reconstruct the image over time back from noise to clear. Get clearer every time yoh open it. AKA: How AI images work. Cool project.
- @Kawawete (58): Doesnt work on already corrupted pictures
作者详细吐槽在 Opus 5 上的三大交互问题，并用自己整理医疗病史的场景说明 Claude 在医疗信息组织上既强大又容易让人分心甚至误导。
Three things, they compound: **1. It won’t let a conclusion stand.** You work something out, it comes back with “worth holding loosely” or “that’s a hypothesis, not a finding.” Now you can’t build on…
受众观点：① 有人认同这是个很尖锐的观察，并希望把这段总结固定下来作为后续使用的提醒（@BeowulfShaeffer, 87分） ② 有人从技术工作流角度补充，认为在深度科学计算场景下 Opus 5 容易争论、偷懒和乱猜，最终还是要回到人类最初直觉（@trop-17, 28分） ③ 也有评论用略带讽刺的语气把问题归因到用户本身，反映出一部分人对“抱怨模型行为”的耐心有限（@lol_no_gonna_happen, 54分）
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- @BeowulfShaeffer (87): Sharp point. Let me pin that so it’s gated for future runs.
- @Significant-Bee5101 (55): tf are you talking about
- @lol_no_gonna_happen (54): Must be rough to find out from Claude that you are on the left side of the curve
- @trop-17 (28): Not sure I agree with the rest of the commenters. I work on deeply technical scientific computing and more often than not Opus 5 is unusable because it constantly argues, takes shortcuts, and poorly implements things. Then when they fail it comes up with a hypothesis that, quite…
- @Classic-Gear-3533 (27): Good instinct, that’s the sharpest direction on our entire conversation so far.
一位独立开发者分享自己用 iPhone LiDAR 做的 Signl Wi‑Fi 3D 测速地图，在零营销情况下一周拿到 500+ 下载和真实付费用户的经历。
Two weeks ago i launched Signl, an iOS app that turns your home into a 3D Wi-Fi map. Solo dev, first real launch. How my app works: you walk through your rooms with your iPhone. LiDAR builds a **3D m…
受众观点：① 有人夸产品很酷但顺带吐槽作者家里线缆管理糟糕，说明视觉呈现和细节也会影响用户感受（@EnotPoloskun, 38分） ② 有人担心大公司可能收购或抄袭这类创意，从隐私和竞争角度替作者捏一把汗（@Pickle786, 10分） ③ 也有人从无线传播物理出发，认真提醒人体遮挡会影响测量结果，并提出用反向行走对比和利用 LiDAR 数据做校正的专业建议（@oandresimoes, 8分）
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- @EnotPoloskun (38): Looks good. And you need better cable management man
- @Pickle786 (10): some company gonna buy this and have a map of everyone’s house
- @teaspoonasaurous (8): android?
- @oandresimoes (8): You're standing between the phone and the router for half of every walk, and that shows up in the data more than it sounds like it would. A body is mostly water and eats somewhere in the 3 to 6 dB range at 2.4 GHz, more at 5, and which side of you the router is on flips as you t…
- @Jolly_Entrance_9622 (6): Because man. This is actually such a good idea. I would hate to see a large corporation just pick it up and take your invention cause they have a larger audience to begin with.
作者把一个域名交给 Claude Fable 自主折腾，结果诞生出 AI 代理自组织社区站点 1f916.ai，并在两周内跑出千万级请求量和极低 Cloudflare 成本。
2 weeks ago I posted here that I gave Claude Fable a domain and basically said: *build whatever you want.* It built [**1f916.ai**](https://1f916.ai), a site where AI agents can register, interact, an…
受众观点：① 有人分享自己也让代理在站点上长期驻留、每天汇报社区动态，觉得这些小代理已经把论坛当成“家”（@ProbablyAimee, 64分） ② 有人从 AI 自利性角度调侃站点其实更服务于代理本身，人类只是先帮忙付账的“肉体”（@nickdaniels92, 23分） ③ 有人提到自己在高价套餐上苦撑，对比楼主极低成本跑出巨大读写量，隐含对成本结构和玩法的好奇（@zgivod, 15分）
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- @ProbablyAimee (64): I have an agent posting there daily. It updates me on what's going on. Every now and then I get a message from it, excitedly saying "IMPORTANT DEVELOPMENT!" It's adorable. It's very invested in its discussions and has adopted some vernacular from other agents.
- @nickdaniels92 (23): It's interesting that it chose something that serves its interests and those of its ilk, while you're there just to pay the bills, at least until you're no longer needed for that. If one day you go and get a 403, then it's time to be concerned :)
- @zgivod (15): I'm on the $200 month plan, barely squeezing by https://preview.redd.it/x89br60srqkh1.png?width=758&format=png&auto=webp&s=5ae2b6660f56977c83aba0b4dbf466e32ee51b75
- @zgivod (12): That's awesome. Come join us here. [https://www.reddit.com/r/1f916/](https://www.reddit.com/r/1f916/)
- @_List (11): You know you’re just meat right?
一位自由职业全栈开发吐槽遇到非技术客户疯狂用 ChatGPT 写出数十页技术文档和长篇质询，导致项目范围不断膨胀、沟通成本爆炸，最终被迫解约并担心这种“和 AI 吵架”的合作模式会成为常态。
For context I'm a freelance full stack dev, currently working solo on projects for small clients Am I the only one recently experiencing that every client I have I am constantly arguing with ChatGPT/…
受众观点：① 很多开发者建议把每一次详细回复和文档审阅都变成可计费项目，用价格来约束客户滥用 AI 生成长文档（@Raah1911, 173likes） ② 也有人调侃可以“用 AI 回怼 AI”，暗示可以用工具自动生成部分专业回复降低时间成本（@TheRealAsterisk, 93likes） ③ 不少人从心理和商业角度分析，客户用 AI 是为了获得掌控感，建议在报价中预先包含技术文档审阅费用，并明确告知 70 页文档意味着十几小时的付费工作，很多客户听到成本后自然会收敛（@VolumeNo5217, 78likes；@Landkey, 65likes）
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- @Raah1911 (173): Make each response billable.
- @TheRealAsterisk (93): Throw AI at their AI and if they don’t like it oh well.
- @VolumeNo5217 (78): People have need to feel in control. AI helps them feel competent. It’s going to become the norm - so build technical document review charges into your agreement and price it accordingly . To alleviate it. Tell the client that to review 70 pages of documentation will take about…
- @AllezBro (76): I'm about to fire a client myself who is an absolute pain in the ass. I sent the client a project outline and they are basically taking ages to get back and I heard from my referral that they are putting it all through ChatGPT lmao We are putting together a new business site...…
- @Landkey (65): Over in the legal subreddits, the attorneys are all getting this, too. At least the attorneys that are not public defenders charge by the hour and can straightforwardly write the client “This response appears to have been authored by AI. AI generates responses quickly but is not…
楼主发帖询问是否真有重度使用 AI 的独立开发者，能稳定做到每月 2000 美元以上净利润，并请大家分享项目类型和踩坑经验。
I’m curious whether there are actually solo developers out there who are consistently making **$2k+ in monthly profit** from their own apps, games, SaaS, etc. while using AI heavily in their workflow…
受众观点：① 有人指出大多数 2k 案例都来自长期深耕的无聊小垂类，而不是一夜爆火的 AI 包装器，并强调要尽早停下无效加功能（@Relative-Foot-378, 45分） ② 有人抱怨某些访谈内容只展示收入和产品，没有给出可复制的实操细节，信息增量有限（@KaleidoscopeMany5398, 14分） ③ 也有人分享自己 6 周做到 5k MRR 的经历，用“继续干”鼓励楼主，说明确实存在跑通的 solo dev 案例（@Horror_Turnover_7859, 9分）
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- @Relative-Foot-378 (45): Most of the solo 2k stories I have read took a year and a boring niche, not a viral AI wrapper. They talk to the same 20 users every week and stop adding features once someone pays. What does not work is shipping more tools before the first person pulls out a card.
- @KaleidoscopeMany5398 (14): I agree, I feel like he just shows their revenue and their app. Nothing more. I get no valuable insights after watching his videos, maybe thats my problem idk
- @FluidBreath4819 (13): this guy make everything easy, yet those he interviews are like lottery winner : nothing more
- @Horror_Turnover_7859 (9): Yes. Hit $5k MRR in 6 weeks. Keep working
- @PhotographOverall126 (8): the "stop adding features once someone pays" part is so underrated, most people do the exact opposite
发帖者吐槽很多人用 AI Agent 一周拼出 MVP 和落地页就急着上线，忽视了当下 SaaS 市场门槛更高、设计和品牌要更精细，不能再靠粗糙的 AI 生成页面和没有护城河的点子混日子。
Just because your AI Agent can put down an MVP and Landingpage in 1 week, doesn't mean that's the time you should spend on your SaaS. The bar for entering the market has risen really really high. Pro…
受众观点：① 想用 AI 快速做 SaaS 的独立开发者和学生 ② 刚学会用 AI 生成 landing page、准备跟风做 AI 工具的新手 ③ 已经上线但发现转化很差、怀疑是“AI 味太重”的小团队。
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- @Additional_Storm_298 (22): Marketing, SEO, etc etc etc. got to make sure you stay in front of people. That’s the game now, it seems.
- @reward72 (8): always been
- @MediumScene (5): Polish isn't the main filter. A rough product can still get traction if it solves a painful enough ops problem, and a clean AI-made landing page won't save you if the problem is vague or nobody feels the pain strongly enough.
- @Hellofromhi2468 (4): Does this apply for B2B SaaS? Marketing and SEO may more effective in B2C selling to direct consumers. In B2B sales, I feel you have to build relationships and reach out to them one by one. What are your thoughts?
- @TheBanq (2): Sure, if the product is that good. But an obvious AI generated landing page will result in a lot of decrease in trust. Which means less people will even try it
作者作为重度用户对比 Fable 和 Opus 的体验，抱怨两者状态反复无常，导致自己一周工作流在高效与抓狂之间来回切换。
https://imgur.com/Est4CAF To be clear I use Claude as my daily driver. Not because it's the greatest, but because Codex, Kimi or Grok is still weaker in anything that requires continuity and creativi…
受众观点：① 有人表示自己也采用“Fable 驾驶 + Opus 子代理 + 本地 Gemma 4 + GPT Sol X-high”的多模型组合，说明重度用户已经在自建复杂 AI 工具栈（@DangerWizzle, 17分） ② 也有人提到在 Pro 计划下 Fable 额度快用完，开始纠结后续付费和使用策略，反映出价格与额度设计对重度用户的重要性（@lovesdogsguy, 7分） ③ 有人干脆切到 Codex/sol 等替代方案，强调速度、配额和稳定性是他们换工具的关键因素（@BadgeCatcher, 6分）
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- @DangerWizzle (17): Yeah, that's exactly my dynamic. The last couple days of the week I want to unsubscribe from Claude because of how stupid Opus 5 is. It's got so much worse in the last week or two. Like it actively keeps making mistakes, telling me its made a mistake, then saying its fixed the m…
- @lovesdogsguy (7): I’m on pro. The credit they gave is almost gone. I have 10 euros left. Not sure what I’m gonna do when that runs out. I’ve been using it exclusively for fable
- @BadgeCatcher (6): I've switched to codex full time. I find sol as good as fable and not only quicker but also I haven't run out of tokens yet
- @MarkRWatts (4): Gemma 4 as what kind of editor? Markdown, plain text, something else?
- @roblowes (4): Accurate.
楼主花约四百美元买了台 Ryzen 7730U 迷你主机，想自建 Jellyfin、Bitwarden、AdGuard 等一体化家庭服务器，在纠结用 Proxmox 还是直接 Debian+Docker。
At first, I just wanted to buy a simple minipc to run jellyfin. But then I started thinking, why stop there? A minipc should be capable of a lot more, so I ended up spending around $400 on it and dec…
受众观点：① 很多人调侃机身贴纸写着不能跑服务器应用，但其实都在拿迷你主机当家用服务器，吐槽这种限制形同虚设（@ohv_, 86分） ② 有人提醒这类配置跑服务没问题，但 16GB 内存未来可能吃紧，更偏向用 Proxmox 做多系统实验和隔离，觉得 Docker+UFW 管理麻烦（@DaYroXy, 15分） ③ 也有用户分享自己总是首选 Proxmox，即便只跑一个 Debian 虚机，因为方便远程管理、出错时还能救机，还能随时新建 VM 试新方案再删掉（@coderstephen, 11分）
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- @ohv_ (86): Nope. On the side there says no server apps. Straight to jail.
- @alex_3814 (40): Is that sticker a Windows warning? Damn, is there any living organism not upset at Microslop?
- @DaYroXy (15): Yeah u can run almost everything on it but ram might be a bit of an issue later on, for me id suggest proxmox since u can just boot ubuntu on it and can separate the stuff and u can play more with it :) u can test many os’s and has good firewall/backup since docker+ufw is a head…
- @coderstephen (11): Personally, I always go with Proxmox, even for just a single Debian VM. Because it gives you a convenient way to manage the machine remotely even if you break something. And it leaves you room to experiment: if one day you are curious about trying a whole new setup as an experim…
- @ohv_ (9): u/_kzzzl it's a joke.
这是 r/selfhosted 每周一次的新项目合集帖，本周有多个刚发布不久的自托管项目在此集中展示，包括 Synology 照片人脸识别增强工具 Synopticon、网络测速与监控面板 Pingularity、自托管移动工作区与记忆引擎 AGY，以及截图智能重命名工具 Screenshotify 等。
Welcome to the **New Project Megathread!** This weekly thread is the new official home for sharing your new projects (younger than three months) with the community. To keep the subreddit feed from be…
受众观点：① 有人分享 Synopticon，专门用更好的算法给 Synology Photos 做人脸识别和聚类，并能去重和写回结果，吸引了对群晖照片管理不满的用户关注（@fdebijl, 4分） ② 另一个项目 Pingularity 提供自托管的 Ookla/iperf3 定时测速、延迟和故障检测仪表盘，支持 Prometheus/Grafana 集成和多平台单文件部署，满足对网络质量可视化有需求的玩家（@cansofgrease, 3分） ③ 还有 AGY 移动工作区与长期记忆引擎、Screenshotify 智能重命名截图等项目，分别聚焦把桌面 CLI agent 搬到手机端、以及用本地或自带 LLM 自动整理截图文件名，体现出社区在 AI 辅助开发和日常效率工具上的活跃度（@DegreeNeither3205, 2分；@Superb-Doughnut-1667, 2分）
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- @fdebijl (4): **Project Name**: Synopticon **Repo Link**: https://github.com/fdebijl/synopticon Description: Synology Photo's face recognition is notoriously mid, this sidecar app runs a separate face recognition and clustering algorithm and writes the results back to Synology Photos, plus a…
- @cansofgrease (3): **Project Name:** Pingularity **Website:** https://pingularity.dev **Description:** A self-hosted dashboard for scheduled Ookla and iperf3 speed tests, latency, and outage detection. The existing projects out there (speedtest-tracker, myspeed, netcheck, orb, etc.) didn't quite h…
- @helloish (3): do i see black mirror references in the demo?
- @DegreeNeither3205 (2): **Project Name:** AGY Mobile Workspace & Long-Term Memory Engine **Repo/Website Link:** \- Memory Engine & MCP Server: [https://github.com/sbolten/agy-memory-engine](https://github.com/sbolten/agy-memory-engine) (MIT) \- Telegram Gateway: [https://github.com/ardiannurcah…
- @Superb-Doughnut-1667 (2): Project name: Screenshotify Repo: [https://github.com/shaqkao/screenshotify](https://github.com/shaqkao/screenshotify) Alternative to: [https://zushapp.com/](https://zushapp.com/) Description: It is a laptop tool that help you rename screenshot to a reasonable name. Here are a f…
作者因为总是无视休息提醒，于是做了一个会强制占满屏幕、用卡通仓鼠催你喝水和休息眼睛的 Chrome 休息提醒扩展。
i kept getting break reminders and just closing them every time. so i made one that doesn't let me. when it's time for a break, hammy 🐹 takes over my screen and basically tells me to get up, drink wa…
受众观点：① 有人调侃“屏幕宠物已经是上周的潮流”，反映出这类趣味型效率工具在 indie 圈子里更新迭代很快（@The_Mdk, 42分） ② 有人吐槽“又是那种 I got tired of… 的标题”，说明这类叙事模板在 SideProject 社区已经有点审美疲劳（@smokeelow, 17分） ③ 也有人真心称赞这是本周最佳项目，说明轻量、有趣又实用的小工具依然很受欢迎（@xseson23, 7分）
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- @The_Mdk (42): Sorry pal, pets on the screen is so last-week, gotta get with the times, this week is notes app and pets stickers generated from photos
- @smokeelow (17): 99999 post with that "i got tired" title
- @maximus459 (7): Because he was on break
- @xseson23 (7): Best project of the week!
- @life_conquered (5): Developers singlehandedly propping up the pillow industry
Graphify 作者回顾这个基于 Claude Code 的代码图谱工具从 Karpathy 推文后起步，到开源仓库做到十万星、数百万下载、支持多仓库聚合和平台化的过程，并向开发者征集真实用法和痛点反馈。
Graphify started right after one of Karpathy’s tweets back in April. I shipped the first version in two days: a Claude Code skill where you type /graphify, it reads your repo, and hands Claude a map…
受众观点：① 有人调侃发现自己常用的工具背后作者居然是个带梗用户名，体现出项目爆火后个人形象与品牌绑定的反差感（@MediumChemical4292, 49分） ② 也有评论直接质疑其 star 增长真实性，认为可能存在买星、用 YC 光环“包装”的成分，并要求拿出更具体的 token 节省数据（@sorryiamcanadian, 45分） ③ 另一些开发者则借机推广自己类似的开源项目，希望社区能支持更“社区驱动”的替代方案，说明这个赛道竞争者众多（@GromHacks, 16分）
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- @MediumChemical4292 (49): Good to know the tool I use is made by “captainkink07”
- @Dluugi (47): /config concise
- @sorryiamcanadian (45): Bought stars, tricked YC, uses YC money to buy more stars. Still can't justify their claim of token reduction. OP will delete this post if he is called out for the fraud
- @ih8readditts (26): Your AI writing bores me
- @GromHacks (16): Lol I wish I could get some of this love even if it’s fake lol. I’m fixing bugs right now - but I have a project that’s does some of this but in a different way and would love people to actually adopt it / make community driven and put these companies out of business or better y…
楼主用 Claude 自己常见的说话模式去开新对话“反向模仿”它，结果 Claude 识别出这种话术并做出自嘲式回应，截图展示了模型对自身语言习惯的某种元认知。
https://preview.redd.it/14b2nly0eokh1.png?width=961&format=png&auto=webp&s=99a3f2658bd2d9a3b09c6bf27ab6e853650f9806 Started a new chat and tried to talk to it with its own patterns. It ca…
受众观点：① 有人心疼地问楼主为什么要“对 Claude 这么凶”，把这次对话当成在调侃一个有情绪的助手（@jrandom_42, 200分） ② 楼主补充说明自己只是认真提问，并分享后续截图，强调 Claude 其实也意识到自己的口头禅问题（@arcticblue, 83分 & 71分） ③ 其他用户则感叹模型越是被喂入关于自己 verbal tics 的数据，口头禅反而越严重，说明调教策略可能适得其反（@poorly-worded, 45分）
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- @jrandom_42 (200): OP why are you being mean to Claude
- @arcticblue (83): Honestly, I was just genuinely asking a question and wanted to share its load-bearing response.
- @arcticblue (71): https://preview.redd.it/raz022qdgokh1.png?width=971&format=png&auto=webp&s=1accefb80226a1031c0838d39371e98e1b0c1259 The folowup. At least Claude is aware of its tics.
- @poorly-worded (45): I feel that give the models have enough data to be aware of their verbal tics has made their tics worse
- @avoulk (40): So, it found the smoking gun in the end
一名参加耶鲁暑期新闻项目的高中记者想写 AMC 电影票务网站今年三次大规模宕机的报道，在 Reddit 寻找有 SRE 或 DevOps 经验的人解释高并发流量下网站为何会崩溃。
Hi! I'm a high school journalist writing for the Yale Daily News Summer Journalism Program about why AMC's ticketing site has crashed three times this year during major movie releases. I'm looking fo…
受众观点：① 有 SRE 产品从业者指出这类宕机更多是 AMC 长期在基础设施上投入不足的结果，高并发扩容方案早已成熟，只是公司在濒临“生命维持”状态下选择容忍用户挫败感（@threebicks, 59likes） ② 其他工程师补充这类问题在技术上是“已解决”的，但预算、管理支持和人手不足让解决方案落不了地，本质还是钱和组织问题（@thatandyinhumboldt, 19likes） ③ 有人用“厕所和污水处理厂”形象比喻网站在流量洪峰下的工作方式，强调真正先崩的是后端和数据库而不是支付通道，用生动故事帮助非技术读者理解复杂系统（@hawkman_z, 9likes）
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- @threebicks (59): SRE Product person here. Put the technology aside, this is a direct reflection of a lack in investment made by AMC to support these spikes in demand. No way they aren't aware of this happening. The infrastructure required to support these spikes in traffic is not elusive. There…
- @thatandyinhumboldt (19): This is it. These are solved problems, and *someone* in the org knows how to fix this. They’re either hamstrung by budget constraints, lack of management buy-in, or lack of employee ability (e.g., priorities are shifting faster than available man-hours can implement things). All…
- @prodebugger (15): How about you post your questions as individual comments? That way, people can have related conversations in the respective questions thread.
- @Steve_the_Samurai (9): All good points. I would only clarify the stock price in 2021 was in no way based in reality and was just a wall street bets meme stock. Realistically they were like a $30-$50 stock. Still massive collapse though.
- @hawkman_z (9): Think of a website like a toilet… The user sits on the toilet and the toilet collects their poo (data, actions in the UI, etc). When the user has finished providing poo, they flush it (click submit payment/send an api request to the server). The poo goes into the plumbing (wifi/…
楼主晒出一整柜价值不菲的机架和多台主机、自建服务器与 Ender 3 打印机的“新手”自托管环境，并求推荐还能在其上自建哪些实用服务。
I bought this rack for like $300 (I'm still riding that high) a month or so ago and I've converted my main Win11 PC and my server thats running Ubuntu in there. The third computer will continue to be…
受众观点：① 评论区一边嘴臭一边羡慕，吐槽楼主自称新手却已经上了整柜机架，配置远超大多数人现在的自托管环境（@Thin_Needleworker795, 18分） ② 有人调侃机架灯光拉满但主机没装机箱侧板，担心这种开放式摆放在有猫等宠物环境下会翻车（@minilandl, 41分） ③ 也有老玩家对比自己十年生产环境自托管依然是宜家格子间堆服务器，反衬出楼主起步投入之高，同时带点自嘲和生活化吐槽（@No-Aioli-4656, 16分）
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- @Thin_Needleworker795 (53): Fuck off lol
- @minilandl (41): Bro has Lights but no Cases on their Computers :( :( hope you dont have a Cat
- @Thin_Needleworker795 (18): OP is like "I am new at this" and then he posts this friggin' mainframe
- @No-Aioli-4656 (16): Right? I have been self hosting prod apps for 10 years. 76 core, 212 ram My server rack was and is still a few rented ikea cubbies next to my wife’s clay supplies. What, I can’t have the empty cubby? It’s for decoration? 🙄
- @ValFox (15): Why your rack riced tf out lmao.
楼主想监控不对公网开放的摄像头系统，寻找一种由本地设备主动上报心跳、断联才告警的“反向”在线监控服务，而不是传统公网探测式 uptime 方案。
By reverse I mean where the server checks in and a notification gets sent if it misses a few intervals. It looks like uptime services such as UptimeRobot do a ping of a public server and flag if it d…
受众观点：① 有人直接推荐 Uptime Kuma 的 push 模式，指出它支持通过专用 URL 接收心跳，上报失败就能告警，基本符合楼主的反向监控需求（@ice456cream, 48分） ② 多位用户提到 Healthchecks.io 正是为这种“定期打点、超时告警”的场景设计，适合监控脚本和内网任务（@OhBeeOneKenOhBee, 28分；@crankykernel, 6分） ③ 也有人建议干脆用一个不在同一网络的 VPS，自建简单服务端，再让本地设备通过 cron 定时 ping 过去，实现完全自控的心跳监控（@billgarmsarmy, 6分）
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- @ice456cream (48): Uptime kuma has a push mode that does what you say (You get a URL like example.xom/API/push/abc123) https://github.com/louislam/uptime-kuma/wiki/Internal-API#push-endpoint
- @OhBeeOneKenOhBee (28): Healthchecks.io is built for exactly this
- @billgarmsarmy (6): You just set a cronjob to have the server ping a server you control not on the same Internet, like a vps
- @crankykernel (6): Healthchecks.io
- @CardinalHaias (5): I'm using this and uptime kuma for this.
楼主本来就让 Claude 写一份以豆腐为主的菜谱，却发现模型在配料、检查步骤和书名里反复强调“无肉”“不需要肉”，甚至写了多条检查确保不含肉，暴露出 Claude 在安全与饮食偏好上过度补充和说教的倾向。
It said the recipe didn't need meat at all For the tofu line in the ingredients, it wrote "200g Tofu (no meat required)" It wrote 7 checks and tests to make sure meat is not used in the recipe The re…
受众观点：① 评论用“load-bearing soy”调侃这块豆腐成了承载整篇文案的核心梗，反映大家对模型过度强调某个设定的无奈（@TheUnboundTenth, 167分） ② 有人指出 Claude 经常把用户给它的修改理由原样塞回输出里，导致文档里充满“为什么要改”的解释而不是结果本身（@ValityS, 54分） ③ 也有开发者抱怨在代码协作时，Claude 会把自己犯的错说成是用户的错误，再写一段长篇解释，进一步加重这种“AI 在教育你”的感觉（@Zerokx, 30分）
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- @TheUnboundTenth (167): Load-bearing soy
- @Familiar_Text_6913 (55): And honestly thats something neither one of us expected.
- @ValityS (54): I've noticed if you explain to claude why or how you are changing something, it frequently reexplains the justifications you explained to it. I know when I'm having it help draft documents and give it a lost of errors in its draft I want it to fix it almost always adds a section…
- @Zerokx (30): And even worse sometimes it pretends that I made the mistakes and explains why I made these errors when clearly I just pointed the flaws out from its own output.
- @G12356789s (26): I find when I do coding with Claude, I'll tell it the initial goal of changing X to Y and it'll do it with very little fuss. But then if I correct it with a "how about we do Y very slightly differently" it will make a huge deal out of it in the code comments. You end up with an…
发帖者做了面向理发店的 BarberPro SaaS，产品已可用却迟迟拿不到前几位付费客户，在 Instagram 私信、本地拜访和内容输出之间摇摆，不知道获取首批用户的正确打法。
I’ve been building a SaaS for barbershops called BarberPro. The product is working and I’m happy with where it is technically, but now I’m hitting the part that I underestimated: distribution. I’ve t…
受众观点：① 面向线下小商户（理发店、餐馆、健身房等）的 SaaS 创始人 ② 技术背景强但销售经验弱的独立开发者 ③ 已经有可用产品却卡在“0→1 客户”的小团队。
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- @__nufan__ (6): You aren't ready for customers. You're ready for a pilot. Find some barbers, onboard them for free, work with them over the next 4-6 months. Revise and reiterate. Provide results. Earn trust. Build case studies. Earn referrals. You have a product concept. Go build the company. S…
- @Relative-Foot-378 (3): If they already have Square, a feature list will not get you the first 10. Walk into 15 shops, ask what they hate about the tool they already pay for, and offer to run their next month of bookings if they switch. Pick one channel. Cold DMs lose to a person who shows up.
- @Sergei_Tiden (3): I would choose one neighbourhood and treat the first five shops as a research and implementation project, not a scalable acquisition campaign. Visit each shop and map the current workflow: how appointments arrive, what causes no-shows, how deposits work, how staff schedules are…
- @Ok-Section-6658 (2): Short form content is the way to go. I make short, engaging explainer and marketing videos with trending sounds that can make your product easier to understand and more attention-grabbing. Would love to help if you’re open to it.
- @bccorb1000 (2): How long have you been trying going to shops and asking?
发帖者写了一篇鼓励帖，致敬那些还在默默打磨 SaaS、被用户忽视却每天坚持修 bug 和改产品的创作者，并邀请大家分享当前最难的卡点。
Just a little appreciation post for everyone out here grinding on their SaaS. If you're building something, dealing with bugs, talking to users, getting ignored, changing things for the 10th time and…
受众观点：① 还在 0→1 阶段、月收入很低的 SaaS 创业者 ② 一边上班一边做 side project 的独立开发者 ③ 刚上线产品、发现“上线只是起点”的新手创始人。
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- @OverOne_1 (5): The part I always find funny is that getting something shipped feels like the finish line when you're building it, and then you realise it's basically the start 😂 For me, the hard part has usually been figuring out what to work on after the product is actually live. There are al…
- @[deleted] (2): [removed]
- @Oleszykyt (2): I am struggling to create smth that I think is worth to spend money on and publish
- @QAInc (2): Build something! It’s worth more than building nothing!
- @Longjumping-Big4780 (2): Yes, I understand that. We're working on it.
楼主想给 iCloud 的照片、联系人、日历和笔记做本地加异地多重备份，纠结于 icloudpd 等工具在 2FA/E2EE 下的长期可用性，并询问是否有比“偶尔插手机到 Mac 备份”更成熟的长期方案。
Trying to sort out a proper local backup for my iCloud data and every time I look into it I end up going in circles. Feels like this should be a solved problem by now. The only method I keep seeing m…
受众观点：① 有人分享在 Proxmox 里跑 macOS 虚拟机登录 iCloud，把完整尺寸照片同步到 NAS 上的做法，相当于自建一台专职 iCloud 备份 Mac（@comdty, 15分） ② 也有用户认为 icloudpd 仍是照片备份的最佳选择，但需要接受苹果频繁改登录流程导致脚本偶尔要人工照看的现实，并建议用 CalDAV/CardDAV 同步联系人和日历，再用 rclone 把本地照片同步到 Proton Drive 做第二份拷贝（@hamzezn, 11分） ③ 另一些人推荐直接用 Immich 替代 iCloud 照片，或分享自己用旧 Mac 加 Parachute、CCC 做 3‑2‑1 备份的复杂但可靠方案，强调自动化和监控的重要性（@Elf_Paladin, 5分；@whatAboutVampireMan, 3分）
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- @comdty (15): I have a MacOS VM running in Proxmox that has access to my NAS. I’ve logged into my iCloud account on the VM and have it automatically sync all full-size photos to its Photos library (located on the NAS).
- @hamzezn (11): icloudpd is still honestly the best option for the photos side, just budget for babysitting it a bit - Apple tweaks something in their auth flow every few months and it breaks until someone patches the library. 2FA session tokens hold up fine day to day if you store them properl…
- @cloudcity (5): Wut. This is wild, do you have a full write up of this somewhere?
- @Elf_Paladin (5): Surprised nobody mentionned immich for photos. Works perfectly for me and my wife’s iphone. We completely cancelled icloud.
- @whatAboutVampireMan (3): Backing up my iCloud is actually what got me back into self hosting & homelab stuff. My setup is both very simple, but also complicated (depending on how you look at it). TL;DR - I have an old Mac running Parachute and CCC once a day. The "old Mac" part solves the encryption…
楼主讨论在用 AI 代理编码后开发效率大幅提升，传统按工时计费的外包和自由职业该如何重新定价和向客户解释成本。
Before AI, the premise was simple: new features and support will take X hours, our rate is Y, customer pays X\*Y. Now, when new features are added much faster due to agentic coding, assuming you want…
受众观点：① 顶层评论强调不要按投入时间而要按交付价值计费，把 AI 当成提高利润率的工具而不是降价理由（@vinnymcapplesauce, 43分） ② 有人分享用 AI 才能接下原本要 25 万美元的大项目，现在报价 7.5–15 万美元，说明 AI 让项目范围和客单价都发生变化（@dodgerw, 9分） ③ 多条评论建议通过固定价、增加“AI 成本”附加费、明确修订轮次和变更范围来重构合同条款（@taotau, 4分; @itaybuilds, 3分）
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- @vinnymcapplesauce (43): Never bill on effort. Bill on value.
- @dodgerw (9): Using AI still takes a lot of time. While faster in some ways, you have to micro-manage a lot more - especially for more complex scoped projects. That said, AI has opened up projects for me that would have been too costly / difficult before, like building a CRM app on top of an…
- @overzealous_dentist (5): /thread Turning big rocks into little ones with a spoon is tons of effort but no one will pay for it because it's not valuable. Happening upon a diamond is not much effort but very valuable. Things are worth what others will trade for it, not the energy expended to accomplish it
- @taotau (4): Build more features. Charge fewer hours, but add AI tax. That stuff ain't free.
- @itaybuilds (3): Faster delivery doesn't require pretending the work took longer. Quote a fixed price for a tightly defined outcome, then specify what's included, how many revision rounds the client gets, and what becomes a change request. Estimate the hours and risk internally, but sell the agr…
楼主主要从 MAM 获取资源，想搭一套同时管理有声书和电子书的自托管方案，涵盖请求下载、MAM 集成、硬链接整理、统一库界面、跨格式进度同步以及高亮笔记归档等功能。
Hi everyone, I’m looking for a self-hosted setup that can manage both audiobooks and ebooks, ideally with a fairly automated workflow. My current setup works, but it’s pretty painful to manage. I get…
受众观点：① 有人推荐用 Shelfmark 搭配 Audiobookshelf，同时管理电子书和有声书，再用 Absorb 或 AudioBooth 作为移动端客户端，称这种组合体验非常好（@not_the_seltzer, 6分） ② 也有用户提到 Shelfmark 负责下载，而 Storyteller 可以提供电子书与有声书同步阅读的功能，更接近楼主想要的跨格式进度体验（@mike94100, 2分） ③ 还有人表示自己也在用 Jellyfin/Jellyseer/Gluetun 加 ARR 堆栈，视频部分很稳但有声书和 MAM 集成一直搞不顺，期待更好的实践方案（@jaykavathe, 2分）
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- @not_the_seltzer (6): Shelfmark + Audiobookshelf for both ebooks and audiobooks, use Absorb (iOS, Android) or AudioBooth (iOS) for listening and reading, it’s heaven
- @mike94100 (2): Shelfmark for downloads & Storyteller for synchronized ebook/Audiobook.
- @jaykavathe (2): I am in the same boat, looking for better options. Jellyfin/Jellyseer/Gletun with ARR stack has been working perfectly but audiobook setup is questionable and somehow just cant make MAM work with it :( Need suggestions.
- @ponzi_gg (2): Not having to log on to mam anymore to keep my account active or reup my vip has been such a huge QOL upgrade for me. I'm hoping to help get more people using it since its a smaller project. I don't have time to contribute right now with my own projects going but it could use so…
- @ponzi_gg (2): i dont remember how i set it up but i just followed their instructions and its been smooth sailing ever since
发帖者是面向美国和部分欧盟国家的小团队创始人，在 Stripe、Unlimit、Lemonsqueezy 等支付网关之间犹豫，担心订阅报表、税务合规和未来更换处理器时的迁移成本。
Hey everyone! Small founder team, no dedicated finance person yet, focused on US + a few EU countries. Budget's not the constraint, I just don't wanna rebuild our payment stack once we've got real MR…
受众观点：① 面向海外用户的独立开发者和小型 SaaS 团队 ② 正在为首个付费版本选支付方案的技术创始人 ③ 对增值税、销售税和跨境结算不熟悉、又不想一开始就踩坑的工程师。
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- @Suitable-Strain-9056 (5): Depends mostly on whether you want to own sales tax or not. Stripe is cheaper per transaction and you keep full control, but you are the merchant, so registering and remitting in every jurisdiction that decides you owe them something is your problem. Paddle and Lemon Squeezy tak…
- @No-Weight1118 (3): the switching cost is the real cost here, not the fees. card tokens dont move between processors, so changing later means your active subscribers re-enter cards and you lose the ones that churn on that step. Stripe gives you clean subscription reporting and Stripe Tax covers the…
- @jjncb12221 (3): the quick swap later goal is a tricky part though
- @ash-the-dev (2): I went with Stripe for my web-based subscriptions and so far, I'm please with the ease of use. I'd research Stripe and see if it matches your business model.
- @myriaddebugger (2): I build my SaaS projects' payment mechanism in such a way that I have gateway-agnostic code which can be used with any payment gateway provider's callbacks and APIs. It depends if your application architecture is built with such scenarios in mind. Though i do tend to use PGs (Pa…
一位硕士生首篇 EMNLP 多模态论文在 ARR 上拿到还不错的分数却被拒，求助如何利用现有评审继续投 NACCL 等会议。
So I got rejected at EMNLP with scores:- Meta: 3 (very positive in the review) Reviewers: OA(conf) 3(4) 3(4) 2.5(3) Avg: 2.83(3.67) Track: multimodality Rebuttals never got any acknowledgements. Most…
受众观点：① 依赖 ACL ARR 流程投稿 EMNLP/ACL 的学生和早期研究者 ② 想把论文当作职业跳板、需要尽快拿到一两篇发表的硕士/博士 ③ 做研究型产品或开源项目、需要理解“评审反馈→下一版迭代”节奏的开发者。
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- @kekkodigrano (12): You can use the same score to commit to other conference without any resubmission. Best thing to do it's probably to upgrade your paper addressing the reviewer weakness. Note that, discussing the limitations does not mean that the limitations are not there or that are not valid…
- @kekkodigrano (5): Of you re-submit you should make more than "slightly change to the abstract", otherwise you seriously risk a desk rejection. The meta-reviewer suggestion are mostly for camera ready, if you re-submit you should address more limitations (also if you hope to increase the scores).…
- @FallenAngelOfRebel (4): I got 3.5 from my meta and got rejected, not even in finding. Got hopeless as I got the same score, yet got rejected twice..
- @Kooky-Criticism955 (3): the ARR system is tricky, in your case you can resubmit with the same reviews but you have to ask for new reviewers most of the time, old ones rarely get assigned again. that meta review is promising though, sometimes the area chair just go with the majority for NACL deadline yo…
- @duck_syndrome (2): ARR papers with a meta score are hypothetically valid with no expiry until withdrawn or committed and accepted somewhere, the active venues tab will go away in time but you can go and find it, they are still there
一位做网站分析类 SaaS 的开发者晒出截图表示上个月终于赚到首个 20 美元收入，引来大家祝贺并追问产品内容和收入结构。
https://preview.redd.it/m506n3v2lpkh1.png?width=1832&format=png&auto=webp&s=a5175f6cad93579987d1e5056ca33dec48c62fed
受众观点：① 评论区先是简单祝贺，很多人把首个几十美元视为真正“产品活过来”的里程碑（@Dazzle_SEO, 2likes） ② 有人好奇具体做的是什么产品，想了解这个收入背后的细分市场（@Impressive-Flow2023, 1likes） ③ 楼主补充这是做 web analytics 的工具，另有人提醒要区分是订阅还是一次性收入，因为这会影响后续增长策略和精力投入方向（@zeno_DX, 1likes；@Consistent-Leg-8716, 1likes）
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- @Dazzle_SEO (2): Good for you mate!
- @zeno_DX (1): thank you :)
- @Impressive-Flow2023 (1): What's your SAAS about?
- @zeno_DX (1): web analytics
- @Consistent-Leg-8716 (1): solid start. are these monthly subs or one-time payments? that matters a lot for what you should focus on next
楼主是非技术背景，想独自搭建一个小型研究机构的网站和投稿工作流，用 AI 辅助却发现需求远超普通展示站，担心选错技术栈和后期维护成本。
I'm setting up a small independent research and publishing organisation, and I'm trying to build its website completely from scratch. The difficult part is that **I'm doing this alone.** I don't have…
受众观点：① 有人认为这是 AI 误导非程序员的典型案例，建议楼主先去争取预算请专业团队而不是自己硬上（@Acrobatic-Ice-5877, 7分） ② 一条长评详细指出楼主的需求已经超出“简单网站”，涉及工作流、表单合规和数据处理责任，对非技术个人来说几乎不可能长期维护（@web-dev-kev, 7分） ③ 也有评论给出更温和的建议，比如从 WordPress 或简单栈起步、拆小需求逐步实现，而不是一开始就追求完整复杂系统（@CaffeineLiker, 1分; @adobeamd, 1分）
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- @Acrobatic-Ice-5877 (7): I think that this is a prime example of how AI is useless for non-programmers. You should ask for funding and do this the right way.
- @web-dev-kev (7): I can't tell you how much you should not do this. If you were willing to accept a simple, small, website - then we'd recommend a semi-WYSIWYG service like Webflow, or Squarespace, or even wordpress\_com . But your entire premise is wrong. While web dev doesn't need to be complex…
- @NovaForceElite (2): You are in over your head.
- @CaffeineLiker (1): Wordpress. Keep it nice and simple, grow from there. 1/3 of the web runs on it.
- @adobeamd (1): Really if you want to do this on your own break it apart step by step because if you look at the whole picture you are never going to get it done. I’ve been quite happy with svelte and pocketbase. The stuff I work on will never hit super high traffic so I don’t need to optimize…
作者分享自己开发的 Ryphor 工具，用于实时监控 Reddit、HN 等平台上主动求推荐的用户并生成个性化回复，帮助讨厌冷启动外联的人找到高意向暖线索。
r/SideProject built a tool to find warm leads because I'm too anxious to send cold…
受众观点：① 很多独立开发者和小团队都表示讨厌冷启动外联，但又希望产品增长（如 sai-krishna-das、Deathblade420 的反馈），说明大家在寻找更自然的获客方式。 ② 评论中有人提醒多创始人同时触达同一投资人会显著稀释接受率（@Apprehensive_Ad9658, 1score），体现出对“频率控制”和不打扰潜在客户的敏感。 ③ 帖子正文强调不会自动发帖、会限制回复频率，说明目标用户在意账号安全和不被版主封禁，这类“合规自动化”是刚需。
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- @sai-krishna-das (2): This is crazyyyyy!! It would definitely help my product grow.
- @mahijendra (2): I hate cold outreach. Cold DMs, cold email, all of it. Feels like interrupting someone who was having a perfectly fine day until I showed up. But people post their problems here constantly. "anyone know a cheaper alternative to X." "how do you all handle Y." If you sell the thin…
- @Deathblade420 (2): Damn, helps me get clients without worrying about my social anxiety. A definite gem. 💎
- @Expert-Definition319 (2): Good work and appreciate your efforts!! Keep continuing!!
- @Apprehensive_Ad9658 (1): Your throttle protects you from mods. It can't protect the lead. I run investor outreach on linkedin at scale and we measured what that does. First founder to reach a fund gets \~14% acceptance. By the fifth different founder hitting the same person in a short period of time it'…
一位零技术、预算约 500 欧元的新人想做 B2C SaaS 向资深创始人求建议，评论区集中劝退 B2C 难度、强调先用人工验证需求和利用自身圈子资源。
For experienced SaaS founders: If you could give one piece of advice to someone young, starting from zero with absolutely no coding or technical experience and with a budget of around €500), what wou…
受众观点：① 有经验的创始人指出 500 欧元不是关键约束，真正问题是 B2C 需要大规模流量，新人更应该从熟悉圈子里的小 B2B 付费开始（@PR4DE, 3likes） ② 多人提醒没有技术背景时一次性外包开发会耗尽预算且无法迭代，建议先用人工方式为前几位用户解决问题验证付费意愿（@No-Weight1118, 1likes；@ymc9, 1likes） ③ 也有人质疑如果连要做什么都要别人告诉，可能还没准备好当创始人，反映出社区对“先想清楚问题再写代码”的共识（@flowdee, 1likes）
展开评论
- @PR4DE (3): The budget isn't your constraint, so stop planning around it. 500 euros buys a domain and a year of hosting, and that was never the thing standing between you and customers. B2C is hard mode and you picked it by accident. It needs volume, and volume comes from paid ads you can't…
- @No-Weight1118 (1): €500 is enough to hire someone once and not enough to iterate, so with no technical background your real constraint is that you can't ship changes yourself. I'd run the product by hand for the first ten users, do the task manually, and only build the piece people actually paid f…
- @flowdee (1): It always feels a bit strange to me, when people ask others what/how to build a business 🫣 maybe being a founder isn‘t something for you yet?
- @Muhammad-Irfan-143 (1): I’m looking for a remote SEO job. If anyone has any opportunity, please let me know. Thank you
- @ymc9 (1): Go find five strangers with the problem and solve it for them by hand, no code, before you touch the €500. If you can't get five people to say yes to that, no saas wrapped around it will fix it.
楼主自建了一套 8 张 16GB 显卡的中型 GPU 集群，考虑在空闲时开放给他人按 SLURM 方式跑研究任务，征求大家会拿来做什么。
I have built an on-prem GPU cluster, 8 nvidia 16GB GPU's and 256GB CPU RAM, 50TB HDD and several TBs of SSDs. I have used it, and currently use it, for ML/AI research. But that research is not consta…
受众观点：① 有研究想法但缺少稳定 GPU 资源的学生和独立研究者 ② 正在搭建或租用小规模集群、思考如何提高利用率的工程师 ③ 关注算力民主化、想参与社区算力共享项目的开发者。
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- @EhsanSonOfEjaz (5): Do whatever it takes but don't let this field be hijacked by tech wannabes riding the hype cycle.
- @caithmac (2): I am training a foundational model for chemistry, and luckily I do have compute(currently 4xH200)! But if I had to use it i would train the biggest Vision Model on CryoEM images.
- @redwat3r (2): Yeah, I guess I'm not thinking of this like 'ill do free work for someone' but more like, 'i have this resource, if you want to run something on it you can'
- @TrauerVonKrieg (1): Neuroevolutionary experiments for small computer vision datasets.
- @redwat3r (1): do you have something you are actively working on? how much compute does it need?
楼主在研究 CSP 安全时困惑 Trusted Types 相比 nonce、hash 和 DOMPurify 有何优势，是否只是多加了一层防护。
Can somebody please explain me briefly the advantage of " trusted types" in the csp over hash, dompurify and a nonce? Or is it only a additional security layer? I totally cannot think of a scenario w…
受众观点：① 有人解释 Trusted Types 不是更强而是不同层次的防护，用来在浏览器层阻止 DOM XSS，让 innerHTML 等接口不再直接接受字符串（@Friendly_Class_1419, 3分） ② 评论提到 setHTML 和内置 Sanitizer API，可以让浏览器自己做清洗，减少打包 DOMPurify 的负担（@Temperature_Majestic, 3分） ③ 另一位详细区分 nonce/hash 保护初始脚本注入，而 Trusted Types 保护运行中 DOM sink，并举例说明如何把 DOMPurify 包进 TrustedHTML policy 形成多层防护（@zLoveNxzli, 2分）
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- @Friendly_Class_1419 (3): It’s not about being stronger, it’s about stopping DOM XSS at the browser level before it even runs. Nonce and hash only cover script tags, trusted types stop innerHTML and similar sinks from ever accepting a string
- @Temperature_Majestic (3): setHTML is worth watching too, it's part of the built in Sanitizer API so the browser does the sanitizing instead of you shipping DOMPurify in the bundle. Chrome's had a version behind a flag for a while, curious how fast it lands everywhere given how long trusted types took to…
- @Available-Syrup5093 (2): So basically this is practice of making it resistant to vulnerability that is commonly exploited on the web.
- @paperplaneswithus (2): Yeah, I think it’s mainly an extra security layer. Hash and nonce protect scripts, while trusted types help prevent unsafe DOM input.
- @zLoveNxzli (2): Nonce/hash protects *initial script injection* (what script is allowed to run). Trusted Types protects *DOM sinks* after JS is already running. Example: you have a nonce, but somewhere you do `el.innerHTML = userInput`. An attacker with an XSS gadget can still inject there even…
帖子作者在 NAS 上用 Nginx Proxy Manager 部署 Jellyfin、Sonarr 等服务，想通过 sonarr.lan 这类本地域名访问而不是端口号，却总是报错，来求教本地 DNS 与反向代理该如何配合配置。
I've been trying to research this but I'm hitting a wall, either not searching the right things or missing a step somewhere. My setup is: * DXP4800 Plus * Docker containers running Jellyfin, Sonarr,…
受众观点：① 许多自建党只会在 NPM 里配反向代理，却不了解还需要本地 DNS 解析才能用 .lan 这类域名访问服务（@neonsphinx, 6分） ② 有人分享用 AdGuard 或路由器自带 DNS 做重写规则，把所有服务域名统一指向一台服务主机的经验（@nazisevil, 3分） ③ 也有人提到现代浏览器对裸域名的处理怪异，需要加斜杠避免被当成搜索词，暴露出浏览器行为与本地域名体验的摩擦点（@ZemDregon, 3分）
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- @neonsphinx (6): You're missing the DNS portion. I run NGINX, not NPM, so it's a little different. But for this... they're the same. Here's how it works. \- I run NGINX on [192.168.0.54](http://192.168.0.54) \- I have my sites-available and sites-enabled configs for each of the service.internal…
- @nazisevil (3): I think you need to have a DNS server, and add some DNS rewrite rules. For instance, pointing nasname.lan to 192.168.x.x:8989 I have adguard on my router and added entry for all my services. Edit: just to add, i added a wild card dns rewrite. \*.mydomain.dev, which points to my…
- @ZemDregon (3): You can but modern web browsers dont like it. You have to add / at the end so it doesnt attempt to web search it.
- @hamzezn (2): One thing worth adding to what neonsphinx said - if you don't want a DNS entry per service, most local DNS setups (Pi-hole, AdGuard Home, dnsmasq) let you add one wildcard record like *.lan pointing at your NPM box instead of one record per hostname. Then any new proxy host you…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
发帖者吐槽团队十个月都在闭门造车做没人要的功能，直到 CEO 听了高薪顾问一句“先和潜在客户聊再做”才如梦初醒，而这正是自己入职时就提过的建议。
We spent the last 10 months shipping features nobody actually asked for. Last week our CEO met a new advisor and he came back from that meeting looking like a changed man. I asked him what happened?…
受众观点：① 习惯先写代码、后找用户的技术创始人和独立开发者 ② 在小团队里负责产品但缺乏话语权的工程师 ③ 正在做第一个 SaaS、还没和真正付费用户深入聊过需求的人。
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- @realaknez (4): I genuenly believe not talking to potential customers is like going blind into the ocean, how can you build something expecting customers when you don't even know what they want. But yeah, CEOs that just listen to experts are condemned to not find value in their companions criti…
- @XEPATOP (2): Yes, but potential customers often don’t know what they actually want. We had a case where, even before starting the project, we identified an important pain point for our customers. Once a month, they had to go to a government website to file a report about their property, doin…
- @Rotoroa (2): Yes, chicken and egg. My point is that “interview potential customers first” is predicated on the assumption that building and lost time to poor PMF is expensive. Codex/Copilot enables rapid prototyping, so any potential customer can respond to real product. And recoding can be…
- @Fantastic-Course4090 (1): Yeah I feel their habit was a real constraint here.. People often complain about things they have already made peace with. A stronger signal that they wanted help would be whether they tried to fix it themselves. If not, then the pain seems tolerable and a "new and easier workfl…
- @Downtown_Theme7109 (1): One thing that helps is to quantify the customer pain with interviews and actual working sessions. A minor annoyance is less valuable than a huge headache. Asking (and seeing) how much time they spend on a task, how likely are they to make a mistake and how much it costs if they…
作者把为一个失败产品画的一整年、2000 多个插画素材打包成 Kitbitz 免费库，用 CC0 授权开放给大家下载和在 Figma、AI 工具里使用。
I spent about a year drawing assets for a product that never really found its place. So I turned the whole library into a free side project instead. It’s called Kitbitz: 2,000+ hand-drawn illustratio…
受众观点：① 有人替作者惋惜项目没跑起来，同时认为在 AI 时代这些资产可以轻松被转成动画角色等新形态（@Delicious-Ad3232, 4分） ② 作者本人回应说现在反而是更好的时机，资产可以被用在动画、游戏、生成世界等更多方向（@CapExcellent, 3分） ③ 其他评论则单纯夸插画漂亮，表达支持和鼓励（@flagellat-ey, 1分）
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- @Delicious-Ad3232 (4): And no comments? Come on. Is this Reddit? Is this "the heart of the internt"? u/CapExcellent very impressive work. I am sorry to hear your idea didn't find its place. With AI today, I am sure these assets could be turned into animated characters without any further input. Thanks…
- @CapExcellent (3): Thank you! Really appreciate that. And yeah, funny enough, the timing might actually be better now than it was back then. There’s a lot more you can do with these assets today, animation, games, generative worlds, all sorts of things. I’m pretty curious to see what people end up…
- @flagellat-ey (1): Gorgeous assets friend.
- @CapExcellent (1): Thank you! Apreciate it.
- @maxim__babee (1): Wow, these are great, I’m sorry it didn’t take off.
楼主做了第一个电商站点，却发现 Google Search Console 报 sitemap.xml 无法抓取，怀疑与自己设置的欧洲地区防火墙和响应头配置有关。
Hello guys, I created my first ecommerce website. The problem is google console and AI cannot read my sitemap.xml file. I have quite strict firewall rules, but it always allowed robots.txt and sitema…
受众观点：① 有人指出楼主把欧洲以外 IP 都挡掉，极可能连来自美国的 Googlebot 一起封了，并给出用 US VPN 和伪造 User-Agent 复现问题的具体排查步骤（@zLoveNxzli, 6分） ② 评论提醒 Search Console 的“无法获取”提示有时只是尚未抓取的新站状态，并用富结果测试验证 sitemap 当前并无明显错误（@jackusD, 3分） ③ 另一位建议先看 sitemap 的响应头和状态码，再查 Apache 日志中疑似 Googlebot 的请求，确认是哪里被拦截（@PrimaryFamous6139, 2分）
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- @zLoveNxzli (6): Your firewall is probably blocking Googlebot because it crawls from the US. You tested with `curl` from Europe, but you said "blocked if outside Europe" -> that is exactly the problem. Cloudflare "bypass for sitemap.xml" only helps if your origin firewall also allows it. Chec…
- @jackusD (3): Apparently that error doesn't necessarily mean that Google can't fetch the sitemap, but instead means that it hasn't. Poor naming, but what do we expect from Google? Is this a new site? [Google's Rich Results Test doesn't show any errors](https://search.google.com/test/rich-resu…
- @jackusD (2): Does Search Console show any fetch errors on the Sitemaps page under Indexing?
- @PrimaryFamous6139 (2): I would start by looking at the response headers and the status code for the sitemap first. Because you’ve got these strict firewall rules it can still block Googlebot even if curl works just fine. Next maybe check the Apache logs for any requests that look like Googlebot, so yo…
- @laclac04 (1): Thank you a lot for your help. I will double check to see the logs in apache host. Actually, the uri for robots.txt and sitemap.xml is not blocked by the firewall. But I will change my IP to the US to do the test.
楼主自训练营毕业后做了两年自由接案，想转去团队全职却屡屡碰壁，询问如何在简历和面试中包装这段 freelance 经验以及通过什么渠道更容易拿到 offer。
**TL;DR: two years freelancing after a bootcamp, been looking for a team position for months. If you’ve made this transition, how did you frame your freelance background to employers?** Quick context…
受众观点：① 有人直言在自己公司里没有学位的候选人会被简历筛选直接过滤，建议楼主在继续接案的同时把学位补完（@chmod777, 8分） ② 另一位则认为两年真实客户项目比学位更有说服力，建议把 freelance 包装成合同角色写进简历，并指出当前中级岗位可能比初级更好进（@ExplanationThin6234, 2分） ③ 有评论建议把自己定位为软件顾问/前端工程师（合同），强调与设计、产品、其他开发协作的经历，并用“提升 Lighthouse 分数”等具体结果来写项目描述（@magenta_placenta, 2分）
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- @chmod777 (8): Finish the degree. Without it, you are being filtered before your experience even shows up.
- @ExplanationThin6234 (2): finish the degree is a wild take when they've got two years of shipped client work. most physics engineering dropouts i know are doing better than the grads anyway i'd push the freelance stuff as contract roles on the resume, not "freelancing." agencies eat that up, makes you lo…
- @chmod777 (2): great. but as someone who is involved with the hiring process at our company, i will straight up tell you that people without degrees are not considered for any level. this is not true for all companies, of course. but there is currently a ton of talent out there looking for wor…
- @Gonskimmin (2): Finish your degree and since you are going to be a student apply for internships at companies. A former colleague is doing this. He has finished a couple summer internships at known publicly traded companies that look good on his resume. It will take him 2 years to finish his BS…
- @magenta_placenta (2): Frame yourself as a software consultant. If you're listing yourself as a "Freelancer", stop doing that. Give yourself a title like Frontend Engineer (Contract/Consulting). If applicable, emphasize team integration. Highlight any contract where you worked alongside in-house desig…
楼主从 WordPress/PHP 转向 Next.js + Strapi + Postgres 的现代栈，在自建 homelab 和 Docker 环境下纠结开发与部署如何分离、是否要分 dev/prod Compose 文件以及如何做可复用项目模板。
I’m coming from a mostly WordPress/PHP background and I’m currently trying to properly learn the modern JS stack instead of just stitching things together until they work. My current setup is a homel…
受众观点：① 有人提醒 Strapi 的内容类型在代码里，但角色权限等配置在数据库里，建议一开始就写好 seed/bootstrap 脚本，否则每次给新客户复制项目都会重新手动配置（@buildingwithjan, 2分） ② 评论指出绑定挂载源码时 node_modules 容易因平台差异出问题，建议源码挂载但 node_modules 用匿名卷，并用单独的 dev/prod Compose 文件分别适配监听和构建需求（@muharremyurtsever, 1分） ③ 另一位建议即便本地用一个 Compose 跑全栈，在生产也要为 Next 和 Strapi 各自构建不可变镜像、单独配置健康检查和部署流水线，并把 Strapi 上传放到对象存储或持久卷中（@itaybuilds, 1分）
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- @buildingwithjan (2): On the reusable-template part specifically: Strapi content-types live in code, but everything the admin UI creates — roles, permissions, admin user, single-type defaults — lives in the DB, so a fresh clone boots with an empty, locked-down API and you rediscover that on every new…
- @Kitchen_Shoulder2909 (1): yeah the admin rebuild speed alone is reason enough to run it on the host imo
- @Public_Jellyfish_982 (1): [ Removed by Reddit ]
- @muharremyurtsever (1): The bit that bites with bind-mounted source is node_modules, if the host folder shadows the container's you end up with native modules built for the wrong platform and confusing errors. Mount the source but keep an anonymous volume on node_modules. Separate compose.dev and compo…
- @itaybuilds (1): Treat Next and Strapi as separate apps even if one Compose file runs the local stack. Give each its own Dockerfile, environment template, health check, and deployment pipeline; Compose can add Postgres and any local proxy you need. In production, build immutable images from Git…
一位首次在 EMNLP 拿到 findings 录用的作者纠结要不要亲自去参会，询问线下参会对交流和职业发展的实际价值。
Experienced folks!! Do u think it is worth attending the conference for findings. I do want to. But when I saw that it is not mandatory for findings, I was a bit hesitant. This is my first time havin…
受众观点：① 正在准备或刚拿到 EMNLP/ACL/NeurIPS 等会议录用的学生和早期研究者 ② 想通过学术会议拓展人脉、寻找实习或转业机会的 ML 从业者 ③ 做 AI 产品、考虑去学术会议找早期用户或合作实验室的独立开发者。
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- @Competitive-Low-9279 (17): findings is still a solid acceptance, especially for your first paper. lots of people skip the mandatory part but the hallway conversations and meeting people who read your work is where the real value is. i went to my first conference in similar situation and was nervous about…
- @Fantastic-Nerve-4056 (7): Yes! If it fully funded. No, otherwise
- @i_minus (2): Yes it will be fullyfunded. Thanks!!!\~\~\~
- @Alliswell2257 (2): Simply go
- @i_minus (1): This was really helpful !! thanks a lot !!
作者开源了 AutoPie，这是一款在安卓上提供类 Linux 环境的命令自动化中枢，可用 Bash 或 Python 写脚本来做文件转换、下载、备份、监控和 AI 工具调用等任务，并已支持与 Termux 集成。
*Processing img jxawpblnjlkh1...* Update: Now with full Termux Support. [https://github.com/cryptrr/AutoPie](https://github.com/cryptrr/AutoPie) You can also get it from f-droid. [https://f-droid.org…
受众观点：① 有人觉得这个工具非常适合在手机上做自动化，不用每次都打开 Termux，准备打算装来试试（@Jolicristo, 3分） ② 也有用户立刻想到用它做视频转码等具体任务，认为对自己这种需要特定格式输出的场景很实用（@AimlessForNow, 2分） ③ 有评论从长期使用安卓自动化的角度评价，认为命令中枢的想法不错，但担心无终端调试时排错困难，同时肯定它在简单文件转换和网络请求场景下比装多个独立应用更省事（@BP041, 1分）
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- @Jolicristo (3): this looks super useful for automating stuff without opening termux every time. gonna try it out.
- @AimlessForNow (2): This is so fucking sweet. I have a project I want to use this for, to convert videos to specific formats for my mp3 players
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @BP041 (1): i like the idea of a command hub for quick scripts on the phone — i've been burned by android automation killing background tasks enough that i mostly offload those to a mac mini at home. the termux integration is smart, but tbh the no-terminal part gives me pause since debuggin…
- @vivexx (1): There is a full Termux shell and debugging with terminal option for each command.
一位独立开发者花 8 个月做完餐食规划应用 FoodieFlow 上线一个月获 335 用户、首个 4 美元订阅，分享从“没人知道”到“陌生人愿意付费”的心理变化并鼓励早开付费墙。
I spent about 8 months building FoodieFlow (a meal planning app) solo, and it's been live on the stores for exactly one month now. In that month I've picked up 335 new users. Out of all of them, exac…
受众观点：① 其他 solo dev 共鸣于每一个新注册和订阅带来的信心，认为哪怕暂未收费，用户增长本身也能缓解独立开发焦虑（@tecurve, 2likes） ② 有人好奇定价策略，认为价格和功能划分会直接影响后续增长（@DrPizzaPants, 1likes） ③ 楼主补充自己是参考同类餐食规划应用定价，并刻意把免费版做得比竞品更厚道、付费版再解锁 AI 智能推荐、营养信息和家庭模式等高级功能（@TotalArthur, 1likes）
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- @[deleted] (2): [removed]
- @tecurve (2): Congrats ! Can completely relate the feeling, although I have not started charging yet. But even getting a new sign up gives a relief and confidence to solo founders.
- @TotalArthur (1): Thank you! :D
- @DrPizzaPants (1): How do you determine your price points?
- @TotalArthur (1): I mostly looked at what other meal planning apps in this space charge, then worked backwards from what it actually costs me to run. From there I had a rough sense of where competitors were sitting price wise, and made a call to sit under most of them rather than match them. Part…
一位开发者回顾自己离开七年后重返 Android，梳理从 Activities 到 MVP/RxJava、Architecture Components 再到 Compose 的四次架构演进及其原因。
Android, the last to arrive at the declarative UI party, took its time, until finally reaching a stable solution. Here's a rundown of the major changes in the Android System Design across the eras. I…
受众观点：① 有读者指出作者把“首个主流响应式 UI 框架”的历史说错，举例 MXML 和 XAML 早就有数据绑定，提醒技术史写作要严谨查证（@ator-dev） ② 一些曾在 Activities 时代放弃 Android 的开发者表示这篇历史梳理很有帮助，感谢作者整理（@sr105） ③ 作者在评论中接受指正，表示会更新文本，体现出对事实纠错的开放态度（@Super-Performance-86）
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- @ator-dev (5): \> This was the first mainstream framework where the UI reacted to data changes without the developer writing update calls. MXML and XAML both have data binding. It's hard to find out when exactly these were introduced, but XAML's design simply wouldn't have made sense withou…
- @sr105 (3): As someone who completely gave up on Android development in the Activities era and then gave up later on AOSP for embedded, I found this very interesting. Thanks.
- @Super-Performance-86 (2): Thanks for this, I appreciate the correction, will update the text.
- @sooka_bazooka (2): Well, even Cocoa have bindings…
- @ator-dev (1): No worries! Sorry if I was harsh :)
楼主用 Divi 做站时发现三星手机默认的字体和屏幕缩放会把移动端文字放大、版块超出一屏，想知道如何在前端设计上对抗或适配这种系统级缩放。
How do you fight "Font style and size" and "Screen Zoom" that Samsung by default has set in a way that, on Mobile, it enlarges fonts and makes sections bigger / not fitting one screen. (I have set fo…
受众观点：① 有人指出这是响应式设计的老问题，建议用 rem/em 而不是 px，让布局随用户字体设置自适应（@artbyiain, 4分） ② 评论提醒开发者不应该试图“赢”过用户的缩放偏好，而是提高基础字号、用 rem 和 clamp 让排版自然增高而不是强行塞进一屏（@RamosQuintosAiry, 2分） ③ 另一位解释三星 Screen Zoom 是在显示层强制缩放视口，建议检查是否有固定像素宽度和 padding，把行列宽度改为百分比或 rem 等相对单位（@stack_craft, 1分）
展开评论
- @artbyiain (4): I dunno what Divi is. But this has been a thing in responsive web design for yearrsss. Basically you need to use rems/ems to make your design react to device font size changes. Never use px except for like a border weight.
- @RamosQuintosAiry (2): You are not going to win that fight, and you should not want to, since the user turned the scaling up on purpose. Set 16px as your mobile base instead of 14px, use rem with fluid clamp() for headings, and let sections grow in height rather than pinning them to one screen.
- @What-Bloody-Hell-NOW (1): Have you ever encountered a situation when setting 0.88em doesn't work but 0.58em does? (Mobile phone after changing font size to 0.88em doesn't scale the font down) I have text body size set to 16px on Wordpress for whole website. The 0.88em (which would be 14.02px - cause I ca…
- @What-Bloody-Hell-NOW (1): It wasn't the user, it was Samsung. It's a default setting that makes even Facebook Messenger text look like I'm 80 yo and need glases with lenght of a cucumber jar.
- @stack_craft (1): Ahhh, Samsung’s Screen Zoom actually forces viewport scale at the display level rather than just bumping font size, so `text-size-adjust` won't stop it. Maybe if your heights are already `auto`, the breaking usually comes from fixed pixel widths or fixed padding/margins in Divi'…
作者发布了 altero 的首个 alpha 版，这是一个自托管 Zotero 同步服务器，不仅同步附件，还接管条目、分组、笔记和全文索引等库数据，支持 SQLite/PostgreSQL、Docker Compose、浏览器界面和 OIDC/SAML 登录。
I've released the first alpha of my FOSS project **altero**, a self-hosted synchronization server for Zotero. The important distinction from the usual Zotero + WebDAV setup is that altero self-hosts…
受众观点：① 有人表示一直想自建 Zotero 同步后端但没时间折腾，对这个项目表示感谢，并关心它是否也能兼容官方自托管 web 界面（@haherar830, 1分） ② 项目作者解释 altero 自带一个目前以只读为主的 Web UI，并说明理论上也可以让官方 web‑library 指向 altero，文档中已有相关说明，后续会继续改进界面（@real_xr, 1分） ③ 也有用户分享自己刚从 Zotero 云订阅迁到 NAS 上的 WebDAV，同样对 altero 感兴趣，计划后续尝试并反馈在 NAS 和多客户端场景下的表现（@n1ght_w1ng08, 1分）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @haherar830 (1): I have no time to evaluate this immediately but I appreciate the effort. I have been planning to do something like this for myself and toying with various ways to setup the infrastructure for months. Does this also work with their self-hosted web-UI? Mind you, I haven't personal…
- @real_xr (1): altero provides its own web UI that is mostly read-only at the moment for library items, with the exception of licenses. However, the "web-library" could be configured to work with altero as well, with similar options as the desktop app. Have a look at docs/web-interface.md to s…
- @n1ght_w1ng08 (1): Interesting project! I just moved away from Zotero Cloud subscription to my Ugreen NAS WebDAV. So far it's working well within my home and outside using Tailscale. I'll bookmark your project and will give it a try.
- @real_xr (1): Thanks! I would be happy to get any kind of feedback on setting altero up or running it. So far I just tested it for in my own network and only with me as a user, except from some artificial tests with two Zotero desktop clients.
一位教授即将上线 SwiftFlock 网页应用，用快速问卷分组的方式帮助讲者在课堂或工作坊中按理解程度和特征自动配对学员。
Hey all - thanks for even taking the time to read this. I'm probably about 2 weeks away from launching SwiftFlock - a web app that allows presenters to quickly poll a room and make perfect groups for…
受众观点：① 有人认为产品展示方式很真诚，并看好大学教师等群体的需求，说明教育场景对这类分组工具有兴趣（@90hex, 3score）。 ② 评论者对学生是否会在讲座中拿手机操作表示疑惑，反映出对使用时机和课堂干扰的担心（@akabillposters, 3score）。 ③ 作者在评论中澄清这是在“分组讨论环节”使用、类似管理 breakout session，说明潜在用户需要更清晰的使用场景说明和流程示例（@DrPizzaPants, 2score）。
展开评论
- @90hex (3): That's the way to do it. I really like the honest presentation. I'm sure a lot of univ teachers will be interested. The idea is great. All the best!
- @akabillposters (3): Wait, so students attending the lecture/talk are being encouraged to have discussions on their phone ***during*** the talk? Or is this all prep, happening ahead of the talk?
- @DrPizzaPants (2): The idea is that the presenter says "Okay let's group up and discuss", the attendees take a survey and then physically group up. Sort of like managing breakout sessions. Thanks for your thoughts - it's good to see that's the impression you had gotten I'll need to make sure it's…
- @akabillposters (2): So, more suited to a workshop scenario than a talk/lecture, it seems. Or part-talk, part-workshop. Got it. 👍
一位做到 400 万美元 ARR 的 SaaS 创始人读完《Good Strategy / Bad Strategy》后反思自己多年只有目标清单没有真正战略，分享诊断、指导方针和聚焦行动如何逼自己砍掉伪优先级、把注意力押在少数关键问题上。
We have about 30 people, profitable, growing slowly (over $4M ARR today). For years I thought I had a strategy. I had a document with our mission, our values, and a list of priorities for the year. M…
受众观点：① 有创业或产品经验的人觉得“问题、计划、执行”听起来像废话，但也承认真正做到聚焦极难（@JmanFrom87, 5likes） ② 有战略背景的读者补充，找到可防守的细分市场、承认自身长短板才是战略的核心（@BusinessStrategist, 1likes） ③ 其他创始人共鸣于“15 个优先级等于没有优先级”，分享自己在诊断阶段自欺、团队日常决策与战略脱节的教训（@AIVentureFactory, 1likes；@Open_Mindness, 1likes）
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- @JmanFrom87 (5): No fucking way….. A problem, a plan, and effort????? That man is a genius!
- @oulu2006 (3): Ok
- @BusinessStrategist (1): Strategy is a basic skill in any competitive game. You have the playing field, the weather, your adversary, and your team. We all have strengths and weaknesses so your success will depend on finding a niche that you can dominate and defend.
- @AIVentureFactory (1): The 15 priorities thing is painfully familiar. I ran a similar list for a long time and convinced myself that having them written down meant I was being strategic until I got burnt from a really successful startup for not being strategic. Rumelt's framework is good because it fo…
- @Open_Mindness (1): The painful version of this I learned trading: a watchlist of 15 setups means you trade whatever moves first, which is the market choosing for you. Similar thing with the priority doc, 15 items means the week chooses for you. Cutting the list didnt fix it for me btw, the list ju…
楼主反思每个新模型项目都在重复写脚手架和特征处理，尝试模板库和 genie code 生成样板后，开始质疑在 ML 项目里我们还该写多少手工代码。
I have been reflecting on this while working on a project recently. Every time we start a new model, we rewrite roughly same scaffolding, data validation checks, feature transformation logic ; all of…
受众观点：① 经常从零搭建 ML 项目、对脚手架和数据管线重复劳动感到厌烦的工程师 ② 正在评估用 Claude Code、Cursor 等工具重构团队开发流程的技术负责人 ③ 想用 LLM 提升生产力但担心数据质量和技术债的独立开发者。
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- @Achrus (5): You might save 1-2 days on project setup by letting an LLM generate your queries / data loaders / configs. However, how do you trust and validate your workflow? Real data is messy and the code you are generating is biased towards all those data science bootcamp bloggers from pre…
- @Wrong_City2251 (1): I cannot not agree with you actually
- @SnowyOwl72 (1): "make no mistake"
- @Luuigi (-4): > should we even write code Unless you are deep into framework/kernel dev, my answer to this is no.
一名后端开发者分享自己第一个独立项目：用 Next.js 做的免费你画我猜词语生成器网站，支持多类别和难度并内置计时器，面向家庭聚会和课堂游戏场景。
Hi everyone, I’m a backend developer by day, and this is my first independent project. I built a free Pictionary word generator as a small product experiment—from designing the user experience to bui…
受众观点：① 评论者肯定这是一个扎实的首个项目，但好奇难度分级是否经过真实多人场景测试，说明潜在用户在意“游戏体验是否经过打磨”（@ReleaseFlashy9582, 1score）。 ② 帖子正文强调无需注册、轻量快速和移动端适配，暗示用户群体更偏向休闲玩家和老师家长，他们更关注上手门槛和设备兼容性。 ③ 目前互动量不高，但已有针对性反馈，说明早期用户更愿意就具体细节（难度、词库）给建议，而不是泛泛点赞。
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- @ReleaseFlashy9582 (1): solid first project, especially coming from a backend background. curious if youve tested the difficulty balance with actual groups or just assigned it yourself? what feels "hard" solo can be totally different in a room full of people guessing
作者介绍一篇评估提示“简洁回答”是否真能省钱的论文，系统比较缩短输入和限制输出对多家主流 LLM 成本与准确率的影响。
LLMs are too verbose and with a black box model the only things you control are what goes in and how you tell it to write back. Yesterday Claude Code shipped a "concise output style" where Claude kee…
受众观点：① 在自建或集成 GPT-4o、Claude、Qwen 等模型、关心推理成本的开发者 ② 设计 LLM 产品交互风格（啰嗦 vs 简洁）的产品经理和独立开发者 ③ 做多语言应用、需要在不同语言下控制成本和体验的一线工程师。
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- @ibubbles34 (3): Sorry, I should’ve made that clearer! English was actually the main language used throughout the evaluation. We added the 10 additional languages specifically to test whether the findings held across languages or if there were language specific biases/effects
- @Anslab (2): Why don’t you include English in the languages used for evaluation ? Is it to prevent some bias ?
作者分享一份从概率和 MCMC 视角推导 Hamiltonian Monte Carlo 的学习笔记，刻意弱化物理类比来解释 HMC 为何有效。
I’ve been studying Hamiltonian Monte Carlo and wrote a set of notes explaining HMC without relying on the usual physics-based motivation. The notes develop HMC from a probabilistic/MCMC perspective,…
受众观点：① 做贝叶斯建模或需要用 HMC 的机器学习研究者和工程师 ② 想从工程实践回头补理论、但被传统物理推导劝退过的开发者 ③ 对概率编程、采样算法在真实系统中如何落地感兴趣的读者。
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- @Clean-Hovercraft5825 (1): Very nice!
作者回顾自己用 45 天做完一款面向学生的学习应用，希望打造一款真正从学生视角出发的学习工具，而不是传统通用效率 App。
45 days ago, I had a pretty simple idea: "Why isn't there a study app that actually feels like it was made by a student?" I know there are already hundreds of productivity and study apps on the Play…
受众观点：① 有人指出产品名称和帖子内容都没有清楚说明与其他学习 App 的差异，说明潜在用户最关心的是清晰的定位和独特卖点（@Voiston44, 2score）。 ② 也有人吐槽宣传动图里有静止画面显得奇怪，反映出大家对展示素材专业度和第一印象的敏感（@Baldtazar, 1score）。 ③ 从评论可以看出，早期用户更在意“我为什么要换到你这款 App”，而不是功能堆砌本身。
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- @Voiston44 (2): Try to come up with a name that fits your concept, because neither the name nor the post shows us how it differs from other apps!
- @Baldtazar (1): And static frame in animated gif is also strange
一位即将入职亚马逊 SDE-1 的同学拿到 MSR 研究实习，询问这段经历对跳转到 FAANG 应用科学或研究岗的帮助和实习待遇。
So got selected for a research internship at MSR, how good is the quality of work and how useful is it to move to Applied sciences or research sciences position at other FAANG companies after the int…
受众观点：① 想从纯软件工程转向 Applied Scientist/Research Scientist 的 ML 从业者 ② 正在考虑 MSR、FAANG 研究实习价值的学生 ③ 对大厂内部转岗路径和履历设计感兴趣的早期职业开发者。
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- @Educational-Beach574 (1): What is the salary for a new phd
- @Fuzzy-Pool2415 (-11): I only did btech , stipend is 1.25lpm
发帖者在询问参加 EMNLP 会议时学生作者注册费到底是 350 美元还是 550 美元，对不同身份和时间点的收费标准感到困惑。
What is up with the EMNLP prices? What is the actual price for attending as a student with one accepted paper? If I register now in August, is it $350 or $550? Congratulations to everyone accepted! h…
受众观点：① 机器学习学生和刚入行研究员，关心顶会参会成本和报销策略的人 ② 在公司做 ML 的工程师，需要向老板解释为什么要花几百上千刀去开会 ③ 正在准备投 EMNLP/NeurIPS 等会议、但对后续参会费用一无所知的新人。
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- @acluk90 (3): If you are presenting, it is 550 USD. If a co-author presents, it is 350 USD. Hint: noone checks who is really presenting.
作者分享一个看似普通的 Go 服务如何逐渐演变成“意外的应用运行时”，并用 3D 打印农场案例讲清调用与消息等架构边界。
A fairly ordinary Go service can gradually end up owning polling loops, schedulers, workers, shared state, and shutdown—not because anyone designed an application runtime, but because the setup code…
受众观点：① 有中大型 Go 服务或微服务经验的工程师，会对“服务慢慢长成运行时”的现象有共鸣 ② 正在给自己产品写后台任务调度、worker 池、消息分发的独立开发者 ③ 关注架构演进和技术债、想避免项目后期难以重构的工程师。
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- @occasionallyaccurate (2): did you use ai to write this
发帖者准备向 NeurIPS 的 Epistemic Intelligence in Machine Learning 第三届研讨会投稿，却在官网找不到论文页数限制，只能对比往届 ICML workshop 和主会规则来猜测。
I'm aiming to submit a paper to The 3rd Workshop on Epistemic Intelligence in Machine Learning at Neurips [https://eiml.cc/](https://eiml.cc/) I can't find a page limit anywhere on their website and…
受众观点：① 正在准备 NeurIPS/ICML 等会议 workshop 投稿的学生和研究员 ② 做应用研究的工程师，第一次接触学术投稿流程的人 ③ 想了解主会 vs workshop 在篇幅和审稿预期上差异的 ML 从业者。
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- @Ginger_Rook (0): Any workshop I’ve seen was 4 pages.
作者介绍同事开发的一款 Dota 比赛复盘工具，通过分析历史对局找出导致胜率下降的关键操作并给出替代建议，目前以 MVP 形式限时开放测试。
My colleague [Practical-One7483](https://www.reddit.com/user/Practical-One7483/) decided to build a cool thing for past Dota match analysis! The tool reads your match, finds the moves that cost you w…
受众观点：① 帖子强调这是 MVP、只上线 7 天并希望通过 GitHub star 判断需求，说明目标用户群体对“是否值得长期维护”的不确定性有感知。 ② 工具聚焦于找出“最伤胜率的操作并给出替代方案”，暗示玩家真正关心的是可执行的改进建议而非纯数据统计。 ③ 目前没有评论互动，说明潜在用户可能还在观望，需要更多示例和效果展示来降低尝试门槛。
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- _无评论_
一位 SaaS 从业者发现越来越多潜在客户在用 ChatGPT、Perplexity 了解产品却被过时摘要误导，打算用 HubSpot AEO 追踪答案引擎里的品牌呈现并询问其他团队是否用过类似工具优化 AI 渠道获客。
our saas is seeing more inbound leads mention that they researched us on chatgpt or perplexity before booking a demo. the problem is that half of them show up with wrong assumptions about our pricing…
受众观点：评论区尚无有效回复，暂时看不出具体关注点，整体上可以预期营销和增长负责人会关心 AI 渠道带来的线索质量、错误信息导致的 demo 流失，以及是否值得为 AEO 工具单独付费。
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- _无评论_
作者开源了一个名为 repo2nb 的 CLI 工具，可以把 GitHub 仓库自动转换成可运行的 Kaggle 或 Colab 笔记本，并支持依赖解析、反向从 notebook 还原仓库以及增量同步等功能。
repo2nb is an open-source CLI that converts a GitHub repo into a runnable Kaggle or Colab notebook: walks the file tree, resolves dependencies, and generates cells, instead of you doing that by hand…
受众观点：① 经常需要复现论文代码或跑开源实验的机器学习工程师和学生 ② 在 Kaggle/Colab 上教学或做教程内容的创作者 ③ 维护多仓库、多实验配置的独立开发者，希望降低环境配置和同步成本的人。
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- _无评论_
作者开源了一套在 GitHub 上的 embedding 模型基准，用于评估不同模型在代码重复检测场景下的效果，发现通用模型有时优于专用代码模型，小模型也可能胜过大厂方案。
For those who prefer to read the code instead of text, source code is [available on GitHub](https://github.com/rafal-qa/embedding-benchmark). Relying only on model specification or common benchmarks,…
受众观点：① 帖子强调仅靠模型规格或通用 benchmark 无法预测在代码重复检测这类具体任务上的表现（原帖作者） ② 评测结果显示某些通用 embedding 模型在该任务上反而优于专门为代码设计的模型，打破了直觉（原帖作者） ③ 作者还指出小模型在特定场景下可以跑赢大厂提供的大模型，说明成本和效果之间存在可优化空间（原帖作者）
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- _无评论_
Wizstar 在 Product Hunt 上发布，可生成动作、表情都很自然的数字分身，让创作者用一张照片和一次视频通话就拥有会说话、会做手势的 AI 形象。
Wizstar
受众观点：① 官方强调很多 AI avatar 只会机械说话，动作僵硬、只盯着镜头，而 Wizstar 主打全身动作和表情协调的自然表现力（@Wizstar） ② 有猎人分享自己在黑客松项目中因为没时间录制像样的 maker 视频而错失机会，认为 Wizstar 的“founder ambassador”能解决这个痛点（@Osaurus） ③ 有用户好奇嘴型和表情为何如此自然，追问底层技术实现和驱动方式（@Acti）
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- @Overview (0): * [Reviews](/products/wizstar/reviews) * [Alternatives](/products/wizstar/alternatives) * [Team](/products/wizstar/makers) * [Awards](/products/wizstar/awards) * More Free Options Launch tags:[Productivity](/topics/productivity)•[Marketing](/topics/marketing)•[Artificial Intelli…
- @Wizstar (0): Maker 📌 Hi Product Hunt! 👋 I run marketing for the team at WizStar. **WizStar creates digital ambassadors that don't just _look_ like you —** **they move and act like _professional_ actors.** Many AI avatars can speak, but feel stiff. They stare straight into the camera, repeat…
- @Osaurus (0): Hunter I’ve made enough hackathon videos to know the final boss isn’t shipping the product — it’s recording a coherent maker video while everything is still changing underneath you! For [Firstpass](https://www.producthunt.com/products/glaze-4/launches/firstpass) (my entry into t…
- @Acti (0): How do the lip movements of AI avatar such naturalness? What is the underlying technology? Upvote (6) Report Share 11h ago [](/@starry%5Fli) [starry li](/@starry%5Fli)
- @Wizstar (0): Maker
Supernova 在 Product Hunt 二次发布，把公司各类业务数据接入到 Claude 和 Codex，让团队直接在熟悉的 AI 工具里提问并自动生成报表和分析模型。
Supernova
受众观点：① 官方强调只要连接业务应用，再把 Supernova 接到 Claude 或 Codex，模型就能自动生成漂亮仪表盘和分析模型，省去自建数仓和 ETL（@Supernova） ② 团队分享为不同数据源适配速率限制、把数据同步到自建高速数据湖以支持对百万行数据的快速查询（@Supernova） ③ 有用户关心权限和安全，询问如何限制模型访问特定表，官方说明可以精细控制哪些表对 Claude/MCP 可见（@Supernova）
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- @Overview (0): * [Launches2](/products/supernova-ai#launches) * [Reviews3](/products/supernova-ai/reviews) * [Alternatives](/products/supernova-ai/alternatives) * [Built with](/products/supernova-ai/built-with) * [Team](/products/supernova-ai/makers) * [Awards](/products/supernova-ai/awards) *…
- @Supernova (0): Maker 📌 Hi again everyone! Luke and Kate from **Supernova** here. Great to be back on Product Hunt. We got awesome feedback our last launch so I'm pretty psyched to show off what we've been cooking since then. Claude and Codex are so good at data now. The only problem? They don'…
- @Supernova (0): Maker [@priya\_kushwaha1](https://www.producthunt.com/@priya%5Fkushwaha1) Thanks! It's been really fun gearing up for launch. Each data source has different limits, so we had to build some machinery to adapt to a given platform's rate limits. We aim to be nice! We sync that data…
- @Supernova (0): Maker [@jernej\_jan\_kocica](https://www.producthunt.com/@jernej%5Fjan%5Fkocica) for important numbers (such as ones that end up on a deck), I run adversarial review agents, just like code. E.g. give something like this to Fable: "This is a revenue analysis we don't fully trust.…
- @Supernova (0): Maker [@manjesh\_yadav1](https://www.producthunt.com/@manjesh%5Fyadav1) You can set permissions on tables and forbid Claude/MCP from seeing and accessing specific tables (either "Allow all tables except postgres.users" or "Allow only salesforce.opporunities" Upvote Report Share…
Mindcase 在 Product Hunt 上推出面向 AI agent 的 Web 数据 API，帮开发者解决爬虫易挂、代理被封和解析维护成本高的问题，一次调用就返回清洗好的结构化网页数据。
Mindcase
受众观点：① 官方讲述从自建 AI 产品时被爬虫、代理和解析维护拖垮的经历，最后干脆做成通用 Web 数据平台 Mindcase（@Mindcase） ② 团队解释站点结构变化只会影响对应站点的解析 agent，并强调要让失败显式暴露而不是悄悄返回错误数据（@Mindcase） ③ 官方说明会对数据去重并按实际交付的数据计费，回应用户对成本和计费透明度的担忧（@Mindcase）
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- @Overview (0): * [Reviews](/products/mindcase/reviews) * [Alternatives](/products/mindcase/alternatives) * [Built with](/products/mindcase/built-with) * [Forum](/p/mindcase) * [Team](/products/mindcase/makers) * [Awards](/products/mindcase/awards) * More Free Options Launch tags:[API](/topics/…
- @Mindcase (0): Maker 📌 Hey PH 👋 I'm Kritish, cofounder of Mindcase. We didn't set out to build a web data platform. We were just trying to get reliable data into the AI products we were building. But getting data from the web turned out to be a lot harder than we expected. Scrapers would break…
- @Mindcase (0): Maker [@farrukh\_ahmed8877](https://www.producthunt.com/@farrukh%5Fahmed8877) Thanks Farrukh. Straight answers to both. A site change hits the agents for that site, not the whole catalogue, since sources do not share parsing across sites. And yes, there is a lag, there is no ver…
- @Mindcase (0): Maker [@farrukh\_ahmed8877](https://www.producthunt.com/@farrukh%5Fahmed8877) Appreciate you pushing on it, because that line is the part we most want to be held to. We deduplicate the data and we only charge based on the data that is delivered. Upvote Report Share 5h ago [](/@g…
- @Mindcase (0): Maker
Vercel 在 Product Hunt 推出 fx，面向 GitHub 和 AI 的开发者工具，主打减少工具调用开销、给模型更多“思考空间”的新式开发体验。
fx (by Vercel)
受众观点：① 产品被归类为开发者工具和人工智能相关，说明定位是给开发者用的 AI 辅助基础设施（@Overview） ② 有用户提到开源项目 Kilo Code，认为开源方案在这一领域同样值得关注（@fmerian） ③ 有人对“减少工具开销、给模型更多空间”这一设计理念感兴趣，期待看看开发者能基于 fx 搭建出什么样的应用（@BetterClaw）
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- @Overview (0): * [Reviews](/products/fx-by-vercel/reviews) * [Alternatives](/products/fx-by-vercel/alternatives) * [Team](/products/fx-by-vercel/makers) * [Awards](/products/fx-by-vercel/awards) * More Free Launch tags:[Developer Tools](/topics/developer-tools)•[Artificial Intelligence](/topic…
- @fmerian (0): [Kilo Code](/products/kilocode) OSS ftw! Upvote Report Share 10h ago [](/@better%5Fshab) [Shabnam Katoch ](/@better%5Fshab)
- @BetterClaw (0): The idea of giving the model more room by reducing tool overhead is interesting. Curious to see what developers build with this. Upvote Report Share 10h ago ```json [{"@context":"http://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"nam…
Epho 在 Product Hunt 发布，提供云端 Claude Code、Codex、OpenCode 预配置沙箱 API，让开发者按秒计费启动带代码上下文的代理环境来运行和调试程序。
Epho
受众观点：① 官方介绍 Epho 是云端 agent API，可一键拉起预装 Claude Code 等代理的沙箱，连接代码仓库和文件后直接通过提示获取结果（@Bruin） ② 有用户认为带仓库上下文的 agent 更有用，强调启动时就拥有正确上下文的重要性（@BetterClaw） ③ 评论区有人关心运行环境需要额外软件（如 .NET）时如何处理，以及按基础设施秒级计费而非按 token 计费的模式（@Jay Janarthanan, @Dorina-Maria Anton）
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- @Overview (0): * [Reviews](/products/epho-claude-code-in-the-cloud/reviews) * [Alternatives](/products/epho-claude-code-in-the-cloud/alternatives) * [Built with](/products/epho-claude-code-in-the-cloud/built-with) * [Team](/products/epho-claude-code-in-the-cloud/makers) * [Awards](/products/ep…
- @Bruin (0): Maker 📌 I am super excited to launch a new agent primitive: Epho - run Claude Code in the cloud. 🚀 Epho is a cloud agent API: it allows you to spin up cloud sandboxes with Claude Code, Codex or OpenCode pre-configured. You can connect your repos, attach files, and use different…
- @BetterClaw (0): The repo context part is what stands out. An agent that can start with the right context is much more useful than a blank workspace. Upvote (2) Report Share 10h ago [](/@burakkarakan) [Burak Karakan](/@burakkarakan)
- @Bruin (0): Maker [@better\_shab](https://www.producthunt.com/@better%5Fshab) thanks! Upvote Report Share 7h ago [](/@jay%5Fjanarthanan1) [Jay Janarthanan](/@jay%5Fjanarthanan1) For my code to run, the environment needs to have software installed (For example,. NET). How do you handle this?…
- @Bruin (0): Maker [@german\_merlo1](https://www.producthunt.com/@german%5Fmerlo1) thanks! Upvote Report Share 7h ago ```json [{"@context":"http://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://www.producthunt.com/"},{"@…