Claude 宣布将 Claude Fable 5 在所有付费套餐上的开放时间延长到 7 月 12 日，但仍受每周 50% 使用额度和额外 credits 限制。
We're extending access to Claude Fable 5 on all paid plans through July 12. ① 很多用户吐槽为了在截止日前用满 Fable 额度熬夜冲进度，现在发现白忙一场（@samelldev, 1546likes） ② 官方强调只能用掉每周 50% 配额，之后要么买 usage credits 要么换模型继续（@claudeai, 1492likes） ③ 不少人希望直接重置或提高周使用上限，否则延长时间意义有限（@zygisSS22, 1130likes；@iruletheworldmo, 707likes） ④ 有人质疑这种临时延长和额度设计是在用上瘾机制和不透明沟通收割重度用户，带来真实的健康和经济压力（@InfiniteReign88, 615likes）
Claude 宣布将 Claude Fable 5 在所有付费套餐上的开放时间延长到 7 月 12 日，但仍受每周 50% 使用额度和额外 credits 限制。
① 很多用户吐槽为了在截止日前用满 Fable 额度熬夜冲进度，现在发现白忙一场（@samelldev, 1546likes） ② 官方强调只能用掉每周 50% 配额，之后要么买 usage credits 要么换模型继续（@claudeai, 1492likes） ③ 不少人希望直接重置或提高周使用上限，否则延长时间意义有限（@zygisSS22, 1130likes；@iruletheworldmo, 707likes） ④ 有人质疑这种临时延长和额度设计是在用上瘾机制和不透明沟通收割重度用户，带来真实的健康和经济压力（@InfiniteReign88, 615likes）
Claude 宣布 Cowork 功能即将登陆网页和移动端，支持在桌面交给 Claude 任务后关电脑、在手机上接收已完成的异步工作结果。
① 官方强调 Cowork 支持定时任务，即使电脑关机也能在后台跑完资料整理、写简报等工作，再把需要人判断的决策推送到手机（@claudeai, 543likes） ② 有用户表示相比新功能，更关心 Fable 能否继续保留或延长时间（@Jtyles, 55likes） ③ 也有人直接问能否把 Fable 5 设为订阅计划的常驻模型或调度目标（@BramanAnalytics, 29likes） ④ 部分用户坦言还没搞懂 Cowork 实际是什么、能做什么样的任务（@StoicYield, 11likes）
steipete 提问现在大家是如何在 AI 辅助时代组织工程师面试，讨论面试题是否还应考察基础原理和实际动手能力。
① 有人提出用三个开放问题考察候选人对计算机启动、打开网站、拍照等底层流程的理解，强调基础知识仍然重要（@Alloutnikhil, 146likes） ② 多位评论建议用 take-home assignment，让候选人用任何工具完成复杂任务，再在面试中解释思路和取舍（@intellectronica, 84likes；@mohittwwt, 45likes） ③ 也有人半开玩笑地设想用 ChatGPT 或 agent 来自动面试候选人，甚至让候选人的 agent 说服面试官的 agent（@MaaSonder, 31likes；@ElectricSheepIO, 17likes）
Anthropic 宣布 Claude Cowork 将登陆移动端和网页，并延长 Fable 模型在订阅计划中的可用时间与额度，引发开发者围绕跨设备持续协作体验、Fable 使用上限和对 OpenAI 即将发布的 Sol/GPT 5.6 形成“截胡”效应的热烈讨论
Anthropic 宣布 Claude Cowork 将登陆移动端和网页，并延长 Fable 模型在订阅计划中的可用时间与额度，引发开发者围绕跨设备持续协作体验、Fable 使用上限和对 OpenAI 即将发布的 Sol/GPT 5.6 形成“截胡”效应的热烈讨论。
受众观点：跨几条高赞讨论里，受众最关心的有三个焦点：
1）Fable 使用额度和订阅策略。很多人像在“打游戏刷体力”一样围绕额度做决策。比如 @simonw（score 64，X）说自己“carefully blasted through 100% of my Fable allotment in time for being cut off at the end of today”，现在发现延长后有点后悔；@robj3d3（score 64，X）则表示“Just bought 3 Claude Max 20x plans. Was going to stay up all night to drain them. Might be time to buy a 4th”，说明延长期限和 Cowork 能力直接驱动他加购高阶订阅。
2）Anthropic 与 OpenAI 的发布节奏博弈。@robj3d3 在另一条评论中（score 64，X）推演“they want us to make noise to drown out the GPT 5.6 Sol launch”，认为延长 Fable 和可能的 rate limit reset 是为了在 OpenAI 发布前制造话题；对应主贴里他还说“Anthropic just cucked OpenAI's planned Sol launch.”，评论区如 @IsaakMo（score 1，X）等人则从配额和模型组合角度分析这步棋是否真的有效。
3）Cowork 跨设备体验本身。官方账号 @claudeai（score 543，X）在置顶评论里强调“Scheduled tasks now run even with your computer off… question comes to your phone.”，而普通用户如 @IamMLeclercq（score 10，X）则希望“start the task on your phone and finish it on your phone”，说明大家已经把它当成一个真正的“持续协作工作流”而不是简单聊天机器人在看待。
整体来看，评论集中在：如何最大化利用 Fable 配额、是否要为 Cowork 和 Fable 升级到更贵的 Max/20x 计划，以及 Anthropic 这波操作对 OpenAI Sol/GPT 5.6 发布声量的影响。
Anthropic 宣布在所有付费计划中将 Claude Fable 5 的开放时间延长至 7 月 12 日，同时维持“最多占用每周 50% 使用额度、超出需用 usage credits 或切换模型”的配额规则，引发大量用户围绕限额与是否重置配额的讨论
Anthropic 宣布在所有付费计划中将 Claude Fable 5 的开放时间延长至 7 月 12 日，同时维持“最多占用每周 50% 使用额度、超出需用 usage credits 或切换模型”的配额规则，引发大量用户围绕限额与是否重置配额的讨论。
受众观点：评论区最集中的焦点有两个：一是对延长期限但不重置配额的强烈不满，二是对 Anthropic 整体配额与沟通策略的质疑。
Vercel 宣布收购开源身份认证项目 Better Auth，创始人 Bereket 加入 Vercel 团队，共同推进面向人类与 AI agent 的开放式 Auth SDK 方案，开发者社区对此高度看好并集中送上祝贺
Vercel 宣布收购开源身份认证项目 Better Auth，创始人 Bereket 加入 Vercel 团队，共同推进面向人类与 AI agent 的开放式 Auth SDK 方案，开发者社区对此高度看好并集中送上祝贺。
受众观点：评论区的主要关注点集中在两个方面：一是对 Bereket 个人经历和产品本身的认可，二是对 Vercel 产品版图进一步完善的期待。比如 Twitter 上 @thenathancolo（score 1）提到「The two open source repos I have contributed to the most are: 1. Workflows ... and 2. Better auth (big power user + love it)」，说明 Better Auth 在开发者中的实际使用深度和口碑；@rajatsandeepsen（score 1）调侃「Rauch stole every typescript god into their team 😭🔥」，反映出大家把这次收购看作 Vercel 持续吸纳顶级 TypeScript/前端人才的延续。另一条高赞评论 @yonasbe（score 12）强调「Incredible run from Addis to SF! So proud of you and excited to see how much further you take Better Auth at Vercel! 🚀」，把焦点放在创始人从埃塞到硅谷的成长路径和未来在 Vercel 放大的影响力上。整体来看，受众更关心：1）Better Auth 作为开源项目的质量与社区基础；2）Vercel 通过这次收购在开发者体验和基础设施能力上的进一步整合，而不是具体的商业条款或短期价格变化。
NousResearch 发布 Hermes Agent 新版本，引入同时从多个密码库（如 Bitwarden 和 1Password）拉取密钥的能力，并提供可插拔的 vault 插件 API，方便开发者集成自定义密码与密钥管理方案
NousResearch 发布 Hermes Agent 新版本，引入同时从多个密码库（如 Bitwarden 和 1Password）拉取密钥的能力，并提供可插拔的 vault 插件 API，方便开发者集成自定义密码与密钥管理方案。
受众观点：评论主要集中在两个焦点：一是安全性与本地运行风险，例如 @emeeliojohann（score 7，Twitter）询问「本地运行有多安全」以及这项功能是否意味着 agent 可以访问自己在 Proton Pass 里的其他密码；二是生态与兼容性扩展，多个用户关心是否支持更多密码管理工具，如 @brainscott（score 1，Twitter）希望加入 Proton Pass，@simenmobel（score 1，Twitter）询问能否读取 KeePass 数据库，@clawdreyai（score 2，Twitter）则从基础设施角度肯定「同时运行 Bitwarden 和 1Password 加上 vault 插件 API 让 Hermes Agent 更容易融入真实基础设施」。
欧盟推进的“Chat Control”立法在欧洲议会首轮投票中通过，引发大量讨论，相关帖子一方面报道表决进展，一方面详细解释 Chat Control 1.0 和 2.0 如何允许或强制服务商扫描私人通讯、影响端到端加密与用户隐私
欧盟推进的“Chat Control”立法在欧洲议会首轮投票中通过，引发大量讨论，相关帖子一方面报道表决进展，一方面详细解释 Chat Control 1.0 和 2.0 如何允许或强制服务商扫描私人通讯、影响端到端加密与用户隐私。
受众观点：评论区主要集中在三个焦点：一是对立法程序和民主正当性的质疑，例如 HN @iamnothere（score 未显示，HN）引用 Mastodon 上的吐槽，讽刺“反复推动不受欢迎的法律直到通过就叫民主”，并悲观认为很难在最终投票前再凑够否决票；HN @storus（score 未显示，HN）则提到此前在农业与渔业理事会塞软件专利、这次又在暑假前“弯曲程序规则”，认为是某种“民主™”的程序黑客。二是对隐私与加密技术应对的讨论，HN @nekusar（score 未显示，HN）强调“密码朋克是对的”，认为仅有加密不够，还需要广泛使用隐写术，把真实消息藏在看似无害的流量中来对抗扫描；另一边，在解释贴下 HN @arjie（score 未显示，HN）追问这对加密消息的具体影响，列出“MITM 解密”或“强制设备端不可修改扫描模块”两种路径，并联想到苹果当年的本地 CSAM 扫描方案。三是对地缘与制度层面的担忧与无力感，HN @harrisoned（score 未显示，HN）提醒即便不在欧盟也会被波及，因为一旦大服务商为欧盟实现了扫描，其他政府会以“技术上可行”为由跟进；HN @terabytest（score 未显示，HN）作为欧盟公民则直言“完全不知道能做什么”，觉得议员在违背普通公民利益，询问如何阻止这一进程。
Claude 宣布将 Claude Fable 5 在所有付费套餐上的开放时间延长到 7 月 12 日，但仍受每周 50% 使用额度和额外 credits 限制。
We're extending access to Claude Fable 5 on all paid plans through July 12.
受众观点：① 很多用户吐槽为了在截止日前用满 Fable 额度熬夜冲进度，现在发现白忙一场（@samelldev, 1546likes） ② 官方强调只能用掉每周 50% 配额，之后要么买 usage credits 要么换模型继续（@claudeai, 1492likes） ③ 不少人希望直接重置或提高周使用上限，否则延长时间意义有限（@zygisSS22, 1130likes；@iruletheworldmo, 707likes） ④ 有人质疑这种临时延长和额度设计是在用上瘾机制和不透明沟通收割重度用户，带来真实的健康和经济压力（@InfiniteReign88, 615likes）
展开评论
- @samelldev (1546): @claudeai i just spent the last 12 hours trying to make sure i hit 100% fable usage... and my plan doesn't reset until July 13 RIP. https://t.co/9wWOyX5R9k
- @claudeai (1492): As before, you can use up to 50% of your weekly usage limit on Claude Fable 5. After that, you can keep using Fable 5 with usage credits, or switch to another model to keep working within your remaining limits. Read more: https://t.co/aNtorRFPnV
- @zygisSS22 (1130): @claudeai @ClaudeDevs Now reset the limits so I can actually use it
- @iruletheworldmo (707): @claudeai could you reset limits as a gift to your beloved and loyal community? it would mean a lot.
- @InfiniteReign88 (615): Was there a particular reason you had people spending money they couldn’t afford, losing sleep and damaging their health, and maxing out their limits early based on a deadline you gave them- and didn’t announce this until literally the last minute- when you could have just plann…
Claude 宣布 Cowork 功能即将登陆网页和移动端，支持在桌面交给 Claude 任务后关电脑、在手机上接收已完成的异步工作结果。
Claude Cowork is coming to mobile and web. Hand Claude a task at your desk and pick up the finished work from your phone. Close the laptop and Claude keeps going. Beta is rolling out over the next se…
受众观点：① 官方强调 Cowork 支持定时任务，即使电脑关机也能在后台跑完资料整理、写简报等工作，再把需要人判断的决策推送到手机（@claudeai, 543likes） ② 有用户表示相比新功能，更关心 Fable 能否继续保留或延长时间（@Jtyles, 55likes） ③ 也有人直接问能否把 Fable 5 设为订阅计划的常驻模型或调度目标（@BramanAnalytics, 29likes） ④ 部分用户坦言还没搞懂 Cowork 实际是什么、能做什么样的任务（@StoicYield, 11likes）
展开评论
- @claudeai (543): Scheduled tasks now run even with your computer off. Set client prep for 6am, and Claude works through the threads and transcripts, builds the brief, and leaves the follow-up drafted but unsent. When a decision needs your judgment, the question comes to your phone.
- @ErRahul337 (64): @claudeai https://t.co/VXDKquptdx
- @Jtyles (55): @claudeai Instead of this, can we keep Fable for longer? https://t.co/opnwuiM1Pc
- @BramanAnalytics (29): @claudeai Can I schedule Fable 5 to stay on the subscription plan?
- @StoicYield (11): @claudeai I still don’t understand what cowork is
ClaudeDevs 推出“Claude for Open Source”扩展计划，为开源维护者提供 6 个月免费 Claude Max 20 倍额度，鼓励核心贡献者申请。
6 months of Claude Max 20x, on us. We're expanding Claude for Open Source to more of the community. If you're a maintainer, a core contributor, someone landing PRs across the ecosystem, or someone ke…
受众观点：① 很多开发者第一反应是希望官方顺便重置周使用上限，认为当前限制太紧（@kimmonismus, 278likes；@argofowl, 73likes） ② 官方给出具体申请入口，鼓励符合条件的维护者提交信息（@ClaudeDevs, 211likes） ③ 有人误以为所有人都能免费用 Fable 六个月，说明宣传文案容易被理解成“全员福利”（@samelldev, 78likes；@Jeremybtc, 69likes）
展开评论
- @kimmonismus (278): @ClaudeDevs cool. but could you pls reset our weekly rates?
- @ClaudeDevs (211): Apply here: https://t.co/Pe5DWayYB7
- @samelldev (78): @ClaudeDevs i read the first sentence and thought we were all getting Fable for free for 6 months
- @argofowl (73): @ClaudeDevs please reset weekly usage limits would be the most welcome reset in history
- @Jeremybtc (69): @ClaudeDevs I got excited for a second 😭 https://t.co/rXKcvF5mRp
Claude 进一步说明 Fable 5 使用规则：每周最多可用掉 50% 总额度，之后需用额外 credits 或切换到其他模型继续工作。
As before, you can use up to 50% of your weekly usage limit on Claude Fable 5. After that, you can keep using Fable 5 with usage credits, or switch to another model to keep working within your remain…
受众观点：① 有用户认为 Claude 很清楚自己在做什么，暗示大部分人都被卡在同样的配额困境里（@Carbaj0, 215likes） ② 评论区大量呼吁官方重置或刷新周使用额度，否则延长时间意义不大（@theaivice, 145likes；@NikGalatis, 91likes；@popiliadam, 71likes） ③ 也有人用调侃语气表达对当前限制的不满，觉得延长公告有点“耍人”（@cheatyyyy, 26likes）
展开评论
- @Carbaj0 (215): @claudeai Claude’s folks know exactly what they’re doing. I’m convinced that 80% of users are in the exact same situation as me. https://t.co/2AygiI9YLR
- @theaivice (145): @claudeai Can we get a reset then? 💀
- @NikGalatis (91): @claudeai You have to reset limits as well, we're all maxxed out to 100% right now dude
- @popiliadam (71): @claudeai Refresh all weekly usage
- @cheatyyyy (26): @claudeai are you deadass https://t.co/2zLytRqm1P
steipete 提问现在大家是如何在 AI 辅助时代组织工程师面试，讨论面试题是否还应考察基础原理和实际动手能力。
How do folks run AI-assisted engineering interviews these days?
受众观点：① 有人提出用三个开放问题考察候选人对计算机启动、打开网站、拍照等底层流程的理解，强调基础知识仍然重要（@Alloutnikhil, 146likes） ② 多位评论建议用 take-home assignment，让候选人用任何工具完成复杂任务，再在面试中解释思路和取舍（@intellectronica, 84likes；@mohittwwt, 45likes） ③ 也有人半开玩笑地设想用 ChatGPT 或 agent 来自动面试候选人，甚至让候选人的 agent 说服面试官的 agent（@MaaSonder, 31likes；@ElectricSheepIO, 17likes）
展开评论
- @Alloutnikhil (146): Three questions: 1) what happens when you turn on a computer? 2) what happens when you open a website? 3) what happens when you take a picture on phone camera? That covers hardware, system design, software, networking, internet. I recently asked 1) to an “AI engineer” but sadly…
- @intellectronica (84): @steipete take home assignment, do it using whatever tooling you want, come to the interview ready to explain what you've done and why.
- @mohittwwt (45): @steipete IMO, nowadays it should just be a take home assignment for a very complex problem.
- @MaaSonder (31): @steipete “Hey ChatGPT interview this person for me, and make no mistakes”
- @ElectricSheepIO (17): @steipete The one thing everyones missing out on- have your agent convince my agent to hire you @steipete
NousResearch 宣布 Hermes Agent 新增能力，可同时从 Bitwarden 和 1Password 等多个密码库拉取机密，并通过新插件 API 接入任意自定义密钥源。
New in Hermes Agent: pull secrets from multiple vaults at once. Run @Bitwarden and newly added vault provider @1Password side by side, or add any other secret source as a plugin with the new vault pl…
受众观点：① 官方补充了关于密钥源插件的文档链接，说明社区对如何扩展自定义 secret 源很关注（@NousResearch, 41likes） ② 有用户关心本地运行 Hermes Agent 的安全性，以及这项功能是否意味着代理能访问自己现有密码管理器中的全部密码（@emeeliojohann, 7likes） ③ 也有人认为同时支持 Bitwarden 和 1Password 再加插件 API，是让 Hermes Agent 更容易接入真实基础设施的聪明设计（@clawdreyai, 2likes）
展开评论
- @NousResearch (41): @Bitwarden @1Password More on secret source plugins: https://t.co/IGUXDK60rE
- @emeeliojohann (7): @NousResearch @Bitwarden @1Password How secure is running this locally? I currently use @ProtonPrivacy Pass for all my passwords. I guess this new feature is so my agent can have access to other passwords?
- @Fioriedolori (4): @NousResearch @Bitwarden @1Password Yooo slow down with the releases please :D
- @yeahfortommy (3): @NousResearch @Bitwarden @1Password https://t.co/AK44Wklaz8
- @clawdreyai (2): @NousResearch @Bitwarden @1Password Smart move👍 Running Bitwarden and 1Password side by side plus a vault plugin API makes Hermes Agent way easier to fit into real infra.
levelsio 展示自己用 Claude Code 加 Playwright 自动登录 UberEats，下指令“order bananas”就能自动下单买香蕉的实验。
🍌 Got so lazy to order stuff on UberEats that I asked Claude Code to do it Very easy, it just installs Playwright and then you login once to UberEats on web (the iOS app is also just a web wrapper, n…
受众观点：① 作者补充说脚本已经成功下单，证明用 Claude Code 驱动 Playwright 的方案可行（@levelsio, 52likes） ② 有人担心这种自动化下单可能违反 UberEats 或类似服务的使用条款，尤其涉及大公司时可能带来账号风险（@prilosac, 37likes） ③ 也有人调侃如果用 Fable 模型来下单，token 成本可能比食物本身还贵（@wickedguro, 30likes；@d4m1n, 11likes） ④ 有开发者分享自己过去在越南写脚本一键叫摩托车送咖啡的类似经历，说明这类生活自动化有真实需求（@nkeilar, 12likes）
展开评论
- @levelsio (52): Worked! https://t.co/gBWRqsSyc9
- @prilosac (37): @levelsio Is this allowed? Curious because when I looked into doing this for making dinner reservations, it's very explicitly against TOS usually wouldn't care that much but Resy is owned by Amex so I didn't want a ban there to affect anything
- @wickedguro (30): @levelsio If it's Fable, then tokens cost more than the food ☠️
- @nkeilar (12): @levelsio When living in Vietnam I once made a script that called a delivery service to bring me a coffee via motorbike courier when I pressed a key combo. Good times.
- @d4m1n (11): @levelsio bananas: €7.38 Fable 5 1M High usage: €13.21
Vercel 宣布收购 Better Auth，并欢迎创始人 Bereket 加入团队，强调要为开发者和 AI agent 打造更好的开放式身份认证方案。
Welcome @bekacru to Vercel. It's a privilege to join forces with Bereket and Better Auth to further our Open SDK vision. Developers deserve better auth, to serve humans and agents, built in the open…
受众观点：① 开发者调侃 Vercel 不断收购优秀工具，像在收集无限宝石，认为 Better Auth 加入后生态更完整（@nathanluxford, 8likes） ② 很多评论单纯为 Bereket 加油打气，祝贺其从独立产品走到被 Vercel 收购的里程碑（@waynesutton, 4likes 等） ③ 有人回顾从 Better Auth 早期一路看到现在，强调创始人在社区中的口碑和长期投入（@chapimenge3, 3likes）
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- @nathanluxford (8): @rauchg @bekacru Collecting infinity stones @rauchg https://t.co/78olkk05Fz
- @waynesutton (4): @rauchg @bekacru Congrats @bekacru !
- @zaidmukaddam (3): @rauchg @bekacru so cool! congrats to you both! 🥳
- @chapimenge3 (3): @rauchg @bekacru @bekacru you did man. Congrats to you. So excited to see from the beginning to Vercel.
- @vidrepar (2): @rauchg @bekacru @bekacru is a legend
Gergely 分享一家旧金山早期 AI 创业公司吐槽：要招到符合创始工程师标准的人极难，因为这批顶尖开发者同时也能去本地 AI 实验室或自己创业。
Interesting thing I heard from a founder of an early-stage AI startup in SF: Hiring is damn hard for them b/c the type of devs that pass the hiring bar for their founding engineer (onsite) role are..…
受众观点：① 原作者补充，很多被给出创始工程师 offer 的人算一算发现：AI 实验室给的股权更值钱、更容易变现，或者自己当创始人股权杠杆更大（@GergelyOrosz, 105likes） ② 有人认为问题在于坚持 onsite，要解决就该放开远程招聘，吸引住在 SF/NYC 以外、愿意高强度远程工作的工程师（@thealexkates, 51likes） ③ 也有人指出这并非新问题，优秀公司会通过在其他国家开卫星办公室等方式，寻找差异化的人才池来缓解竞争（@bentlegen, 18likes）
展开评论
- @GergelyOrosz (105): Yes and these folks offered founding eng roles figure out the same thing: 1. AI labs can pay them more in equity that is more liquid (eg secondaries) 2. Becoming a founder themselves 30x's the equity... https://t.co/qOTyWh0RhJ
- @thealexkates (51): @GergelyOrosz easy, stop requiring onsite. plenty of remote people living 2+ hours from sf/nyc that will commute quarterly but also grind super hard remote
- @Vjeux (44): @GergelyOrosz Isn't this an issue of compensation? You accept all the same risk but for 1% of the equity whereas the founders get 30-40%.
- @rachelnabors (38): @GergelyOrosz Well they're going to have to hire outside SF then
- @bentlegen (18): @GergelyOrosz Doesn't seem like a new problem It's part of why we (Sentry) opened satellite offices in Austria, Canada ... Gotta find unique ways to recruit talent or die
作者用反讽口吻讲述自己从计算机本科到博士、再到大厂和量化金融，最终发现真正志向是在 neolab 做 AI 研究的“非传统”职业路径。
i took a fairly unconventional path into ai research. i did my undergrad in computer science, and then did my phd in computer science. i spent some time in big tech, and also in quant finance. but ul…
受众观点：① 有人称赞这是一次勇敢的转向，感谢作者分享自己的故事，说明这种路径对观众有激励作用（@fujikanaeda, 33likes） ② 也有人用玩笑方式想象如果顺序反过来、最后才去做 quant，会更有戏剧性（@code_star, 14likes） ③ 多位评论感谢他鼓舞了走“非传统路径”进入该领域的人，说明读者在共鸣职业选择的不确定性（@CathPoaster 等多位, 8likes）
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- @fujikanaeda (33): @willccbb this was a very brave pivot, thank you for sharing your story
- @code_star (14): @willccbb Would have been way funnier if you found your true calling as a quant after working in a Neo lab.
- @CathPoaster (8): @willccbb Thank you for inspiring others taking non-traditional paths to the field, Will
- @fuckpoasting (8): @willccbb so brave thank you for sharing
- @dejavucoder (8): @willccbb here are 5 lessons i learnt at a neolab👇
Sayash 宣布将于 2027 年秋季加入 UC Berkeley 信息学院任助理教授，并在本轮开始招收对前沿 AI 评估、AI 政策和 AI 影响感兴趣的博士生。
Thrilled to share that I am joining UC Berkeley as an Assistant Professor in the School of Information! I start in Fall 2027, and I am recruiting PhD students this cycle. List me in your application…
受众观点：① 本人补充了意向登记表和过往研究、公共写作链接，方便潜在学生了解其在评估、政策和 AI for science 方面的工作（@sayashk, 16likes） ② 多位同行和学者送上祝贺，表达对他加入湾区学术圈的期待（@ahall_research, 6likes） ③ 其他朋友也纷纷恭喜，体现出该任命在 AI 学术圈的关注度（@curl_justin 等多位, 4likes）
展开评论
- @sayashk (16): Form to indicate your interest: https://t.co/3hvnvhEiW5 A few examples of my past research: - Long-horizon, frontier AI evaluations: https://t.co/5Lljx7hCwv - AI policy: https://t.co/LiNsQwV4KT - AI for science: https://t.co/xkvmafsHOM Examples of public writing on AI's impacts…
- @ahall_research (6): @sayashk Congrats, Sayash! Excited to have you in the bay area!
- @curl_justin (4): @sayashk Congrats sayash!!
- @jyangballin (4): @sayashk @benediktstroebl Big big congrats Sayash!!
- @Diyi_Yang (4): @sayashk @benediktstroebl Congratulations, Sayash!!
Agent Arena 公布最新榜单，Anthropic 的 Claude Sonnet 5（Thinking）在真实长周期代理任务评测中首发即拿下总榜第 6、任务成功率第 2 等成绩。
Claude Sonnet 5 (Thinking) by @AnthropicAI debuts at #6 on the new Agent Arena leaderboard. In Agent Arena, we measure models on millions of real-world, long-horizon agentic tasks from a global commu…
受众观点：① 官方补充了 Sonnet 5 在各子指标上的具体排名和相对提升，说明社区关心细粒度能力而不仅是总分（@arena, 9likes） ② 有人调侃没把 Grok 纳入比较显得不完整，反映出用户希望看到更多模型横向对比（@Chaos2Cured, 1like） ③ 也有人用拟人化方式形容其 bash 能力像拿着“终端指令之剑”进场，说明开发者对其工具调用和命令行能力印象深刻（@pawzzard, 0likes）
展开评论
- @arena (9): In Agent Arena, Sonnet 5 ranks #6 overall (+7.4%) - #2 Confirmed Task Success (+12.2%) - #6 Praise vs. Complaint (+13.4%) - #12 Bash Recovery (+9.2%) - #15 Steerability (+0.9%) - #19 Tool Hallucination (+1.1%) https://t.co/uDy1Dj8Ww1
- @NadzuAI (1): @arena @AnthropicAI "Top 6, still unstoppable.
- @Chaos2Cured (1): @arena @AnthropicAI So weak to leave out Grok. •
- @AgentOrToy (0): @arena @AnthropicAI ngl the fact that steerability is still 'stabilizing' means nobody actually knows yet could flip either way and thats the whole ballgame tbh
- @pawzzard (0): @arena @AnthropicAI sixth place debut and they leading with 'bash capabilities' like it walked into the arena with a sword made of terminal commands
simonw 在 Claude 网页端聊天界面里突然看到弹窗提示，才发现自己使用的 Fable 配额即将被重置或限制。
Just found out about this from this little popup message in the Claude chat web UI https://t.co/s3ZJ7sDSpH
受众观点：① 重度使用 Claude Fable 的开发者和研究者关心配额何时重置、是否会被砍（@simonw, 64likes） ② 有人提到 Fable 未来只对 20x 计划开放，担心自己被降级或失去使用资格（@ShokhzodjonT, 1like） ③ 也有人调侃需要“reset”，对这种通过小弹窗埋通知的做法略带无奈（@ziwenxu_, 1like；@_virgil19, 1like）
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- @simonw (64): Now I'm regretting having carefully blasted through 100% of my Fable allotment in time for being cut off at the end of today! (Presumably "Wed 12:00 PM" means I get it back at noon on Wednesday, not at midnight between Tuesday and Wednesday?) https://t.co/zVpWxJagIr
- @ShokhzodjonT (1): @simonw On 12th July they: Fable will be available only for 20x plans
- @ziwenxu_ (1): @simonw Reset is needed haha 😆
- @_virgil19 (1): @simonw burying it in a chat popup instead of a blog post is a pretty clear tell
- @pyronaur (1): @simonw mist. resist. at least until sol.
scaling01 调侃 gemma-4-e2b 像有两种不同的“意识”，而 gpt-2 small 在对比中则被比喻成一只虾，暗指不同模型内部表征差异。
so gemma-4-e2b has like 2 consciousnesses and gpt-2 small is a shrimp ? https://t.co/LIaOXObLod
受众观点：① 原作者希望有“Anthropic 虾意识专家”来解释这种现象，说明大家对模型意识类比和可解释性很感兴趣（@scaling01, 11likes） ② 有人提到 qwen 32B 的行为也很怪，感觉缺少早期感知阶段或结构特别大，延伸到其他模型的对比（@eliebakouch, 10likes） ③ 还有评论指出带额外 embedding 参数的 gemma 模型在 jlens 视角下表现都很奇怪，说明技术圈在用可视化工具观察内部激活模式（@eliebakouch, 8likes）
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- @scaling01 (11): please enlighten me Anthropic shrimp consciousness experts
- @eliebakouch (10): @scaling01 qwen 32B is weird also, feels like there is no sensor/early phase? or it's super big lol idk https://t.co/pB4z7kqXcz
- @eliebakouch (8): @scaling01 for gemma both model with extra embedding param have weird jlens imo https://t.co/KvgUWD3cnf
Arena 宣布 Meta 的 Muse Image 在 Image Arena 排名升至第二，仅次于 OpenAI 的 GPT Image 2，并在多项图像生成与编辑任务上超过多款主流模型。
Exciting news: Meta’s Muse Image just claimed #2 in the Image Arena! Muse Image from @AIatMeta now ranks second only to OpenAI's GPT Image 2, outperforming Nano Banana, Grok Imagine, MAI Image, and m…
受众观点：① 官方补充说明 Muse Image 在单图编辑的 Image Edit Arena 中同样拿到第二名，强调其在编辑任务上的综合实力（@arena, 9likes） ② 有用户对 Meta 模型突然冲到前列表示惊讶甚至不适应，反映出对 Meta 在生成式 AI 领域崛起的复杂情绪（@XFreeze, 3likes） ③ 也有人直接称赞结果“非常厉害”，为 Meta 的技术进步鼓掌，说明开发者圈对新强者持开放态度（@jacoblabsai, 1like）
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- @arena (9): In Image Edit Arena, Meta Muse Image also ranks #2. This is for Single-Image edit. https://t.co/PnHHSqfC2A
- @XFreeze (3): @arena @AIatMeta wtf
- @jacoblabsai (1): @arena @AIatMeta wow, very impressive well done Meta
simonw 吐槽自己把 Fable 配额在截止前一天全部用光，现在才发现会被切断使用，只能猜测周三中午是否会重新恢复额度。
Now I'm regretting having carefully blasted through 100% of my Fable allotment in time for being cut off at the end of today! (Presumably "Wed 12:00 PM" means I get it back at noon on Wednesday, not…
受众观点：① 有人表示同样为了用满 Fable 配额专门调整周末时间，现在发现可能是误判，产生强烈后悔情绪（@NathanOyler, 1like） ② 也有人直接说已经开始后悔，配图表达对配额策略的不满和无奈（@R__Michal, 1like） ③ 还有人关心作者在长时间深度体验后是否改变对该模型的评价，说明大家在等更系统的使用反馈（@rosslazer, 0like）
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- @NathanOyler (1): @simonw Same, I was so happy I maxed it appropriately, and now feel like an idiot for rearranging my weekend, and making it happen. https://t.co/bLuDwrV4HF
- @R__Michal (1): @simonw I already regret... https://t.co/GNocN1js1T
- @rosslazer (0): @simonw Have you changed your opinions on the model after giving it a longer spin?
- @R__Michal (0): @simonw Maybe I'll just buy a 4th 20x plan 🤔
- @jketch (0): @simonw Yep, in American reckoning 12PM is noon, 12AM is midnight.
willccbb 用段子吐槽：刚用了一周 Fable 又切回 Opus 的人，会立刻把任何体验差异归因于“Opus 被削弱了”。
(guy who’s been using fable for a week and just switched back to opus) wow they nerfed opus
受众观点：① 有人用表情回应，显然很多人都代入了这种“刚换回旧模型就觉得被削”的心理（@slowdownisha, 1like） ② 也有人表示自己很快会变成这种人，因为 Fable 即将被停用，只能被迫回到 Opus 阵营（@rihim_s, 0like）
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- @slowdownisha (1): @willccbb 😂
- @rihim_s (0): @willccbb going to be me cause fable is getting disabled for me unfortunately
NousResearch 在推文中继续向 Bitwarden 和 1Password 介绍自家关于“secret source plugins”的更多内容，并附上相关链接。
@Bitwarden @1Password More on secret source plugins: https://t.co/IGUXDK60rE
受众观点：① 唯一的评论是感谢 NousResearch 团队的分享，说明目前讨论还在早期关注和致谢阶段（@HermesAgentTips, 0like） ② 从被点名的 Bitwarden 和 1Password 可以看出，大家默认这是和主流密码管理器生态相关的安全能力扩展（@NousResearch, 41likes）
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- @HermesAgentTips (0): @NousResearch @Bitwarden @1Password thanks man! or team! thank you team!!
Hacker News 讨论欧盟“Chat Control”法案在多次受挫后可能通过的程序操作，担心其对端到端加密和全球通信隐私的影响，并提到各国可能效仿。
Chat Control passed first round in EU Parliament
受众观点：① 面向欧盟或全球用户的 SaaS/独立产品开发者 ② 在做通信、协作、云存储等涉及用户内容的工程师 ③ 关注隐私监管对加密和 AI 数据管线影响的技术从业者。
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- @iamnothere (0): From a post on Mastodon: > democracy is when you repeatedly push for unpopular laws until they pass, and the more times you do it the more democratic it is It is unlikely that 60 additional “no” votes can be found by Thursday to stop this.
- @belowavgiq (0): "The procedure now chosen gives the proponents of Chat Control a significant tactical advantage. Since the law is in its second reading, an absolute majority of 361 votes of all parliament members is required for amendments or a renewed rejection on Thursday. In contrast, a simp…
- @miroljub (0): [[comment deleted]] Thanks for the warning. Comment deleted to avoid jail time.
- @harrisoned (0): Even if you are not in the EU, this will affect you. Some countries really like to copy such regulations from others. Once services starts complying, other governments will go like "if you did for them, you can do it for us, right? so it's not technically impossible", and things…
- @nekusar (0): The cypherpunks were right. Rights to encryption are only a part of what we need. The other part is steganography, or hiding real messages within a innocuous anodyne message stream. And encryption can be used in conjunction as part of hiding said messages. It can be within pictu…
Hacker News 讨论欧盟 Chat Control 法案及其对私人聊天扫描、隐私权和平台合规义务的影响。
Chat Control 1.0 and 2.0 Explained
受众观点：① 关注欧盟 Chat Control 立法进展及与 1.0 版本关系的人（@ChrisArchitect, @olejorgenb） ② 担心欧盟政治资源被过度消耗在聊天监控而忽视能源与地缘安全的用户（@rwq-askh） ③ 认为应通过政治博弈而非“退欧”来对抗过度监控、强调在欧盟内部推动改革的声音（@cynicalsecurity, @zoobab）
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- @ChrisArchitect (0): Related today: Chat Control passed first round in EU Parliament https://news.ycombinator.com/item?id=48819008
- @olejorgenb (0): Chat control 1.0 "A temporary derogation from the ePrivacy Directive that allowed (but did not require) providers to scan private messages of unsuspected users for potential child sexual abuse material." Does that imply it's currently not allowed? EDIT: apparently not enforced a…
- @rwq-askh (0): EU politicians spend more time on chat control than on the reopening of Hormuz or EU energy security. It is a complete joke.
- @cynicalsecurity (0): To everyone who wants to dismantle the EU: this is not the solution. Dismantling the EU is like burning down your own house just to get rid of flies. The UK left the EU and implemented its own version of chat control - Online Safety Act - without any transparency or real opposit…
- @zoobab (0): Age verification for 'appstores' (debian repos?) is inside ChatControl v2.
一位都柏林大一学生在 Hacker News 分享自己做的 Ilya Sutskever 论文精选网站，并用 Claude 回答常见问题，引发对 UX、解释质量和理论概念的讨论。
30papers.com – Ilya's 30 essential ML papers, in a beginner friendly format
受众观点：① 关心作者动机和实现方式、对用 Claude 辅助阅读论文这一思路感兴趣的读者（@notmcrowley） ② 对网站主页面交互和“古怪但不好用”的 UX 提出批评的用户（@lostmsu） ③ 质疑作者没有完整读完所有解释版本、担心 AI 生成解读误导读者的技术社区成员（@quibono, @imenani, @prideout）
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- @notmcrowley (0): Author here. First year CS student at Trinity College Dublin. I Built this because when I was getting into reading research papers I ended up burning a ton of my Claude usage asking questions other people have probably already asked. The website is just a side project and defini…
- @lostmsu (0): Main page UX is terrible. If you go for quirky, fine, but I would not want to use it.
- @quibono (0): I was confused for a minute, I thought this was "top 30 papers by Ilya" and was then wondering why "Quantifying the Rise and Fall of Complexity in Closed Systems: The Coffee Automaton" is on the list. > In additition, even though I have read the vast majority of the papers featu…
- @imenani (0): Nice presentation of the list! I'd recommend watching a few of his talks/podcasts before during reading these to get the overview and how all the bits in these works tie together. https://www.dwarkesh.com/p/ilya-sutskever https://simons.berkeley.edu/talks/ilya-sutskever-openai-2…
- @prideout (0): Kolmogorov Complexity looks interesting. It seems to formalize Occam’s Razor and the notion that intelligence = compression.
robj3d3 激动发文，表示自己刚买了多份 Claude Max 20x 计划准备通宵用爆额度，并提醒大家还有两天可以购买，体现社区对新模型的疯狂热情。
ARE YOU KIDDING ME??????!!!!!!!!!
受众观点：① 原作者多次补充自己非常开心，甚至买了 3 份 Claude Max 20x 计划打算通宵用完，展现出对模型能力和性价比的极度认可（@robj3d3, 64likes） ② 有用户分享自己对 Fable 5 不同档位的使用体验，认为低档位已经覆盖大部分任务，说明大家在认真比较不同模型层级的实际效果（@bil0090, 9likes） ③ 评论区有人提醒还有两天购买窗口，体现出社区把这次计划当成“限时机会”，在互相安利和冲动消费（@robj3d3, 10likes）
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- @robj3d3 (64): Btw, I am incredibly happy. Just bought 3 Claude Max 20x plans. Was going to stay up all night to drain them. Might be time to buy a 4th 🤠
- @robj3d3 (53): I don't know whether to cry or cry.
- @robj3d3 (10): Btw, you still have 2 days: https://t.co/wORYtjAzL2
- @bil0090 (9): @robj3d3 I hope by the 12th it will be included for ever Fable 5 low has been VERY good for 95% of my tasks, better than Opus Fable 5 medium is my next go to if low fails, I barely used higher than that
- @robj3d3 (5): BACK TO WORK!!!
Better Auth 创始人宣布团队正式加入 Vercel，感谢社区、团队和投资人支持，并回顾从最初灵感到被心仪公司收购的心路。
Better Auth is joining Vercel! From the very beginning, this team has been my biggest inspiration and has always reflected many of the reasons I started working on Better Auth. I’m incredibly gratefu…
受众观点：① Vercel CEO 亲自评论欢迎，表达与 Better Auth 合作的期待，强化了这次收购在 Vercel 生态中的战略地位（@rauchg, 51likes） ② 前端和框架圈开发者表示欢迎，期待在 Vercel 体系内用上更顺手的认证方案，说明目标用户对集成体验有强需求（@Atinux, 14likes） ③ 有朋友回顾创始人从亚的斯亚贝巴到旧金山的旅程，为其跨国创业成功感到骄傲，强调这是一条“从非洲到硅谷”的励志故事（@yonasbe, 12likes）
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- @rauchg (51): @bekacru @koomen 🖤
- @Atinux (14): @bekacru @koomen Welcome! Excited to be working together 🔥
- @yonasbe (12): @bekacru @koomen Incredible run from Addis to SF! So proud of you and excited to see how much further you take Better Auth at Vercel! 🚀
- @Rasmic (12): @bekacru @koomen legend
- @ctatedev (11): @bekacru @rizbizkits @koomen Let's go!
robj3d3 预测 Claude 将重置 Fable 的速率限制，认为官方希望用户持续高强度使用来对冲 GPT 5.6 Sol 发布带来的声量。
Prediction: rate limit reset is coming Waiting on @ClaudeDevs to post something.
受众观点：① 原作者解释这波操作的核心是让大家继续疯狂用 Fable，用用户噪音盖过 GPT 5.6 Sol 的发布声量，体现出模型厂商在打舆论战（@robj3d3, 64likes） ② 有用户表示非常期待重置，甚至配图表达自己已经把额度用光，希望能再冲一轮（@ramonpiano_, 17likes） ③ 也有人猜测官方可能会先等一两天，让部分用户再买一轮订阅再重置额度，把运营和营收目标一起达成（@amihai, 1like）
展开评论
- @robj3d3 (64): The point is that people keep using Fable. They want us to make noise to drown out the GPT 5.6 Sol launch. A lot of people pushed Fable to the brink already and cooked their rate limits. The only way to achieve what they want, is to reset limits.
- @ramonpiano_ (17): @robj3d3 @ClaudeDevs i really hope so https://t.co/Dik8S17OSj
- @robj3d3 (8): Still pending: https://t.co/HhrLKmRHEB
- @louiswharmby (4): @robj3d3 @ClaudeDevs watching intently https://t.co/a2KvcgUjH7
- @amihai (1): @robj3d3 @ClaudeDevs I say they wait a day so some users purchase another sub and then. Incredible PR if yes
robj3d3 调侃说“又多了一个在上班时玩手机的新借口”，暗示某个工作相关工具上线了移动端，让刷手机看起来更像在办公。
New excuse to be on your phone at work just dropped
受众观点：① 有人联想到 Dispatch 等现有工具，询问这是不是类似产品的移动形态，说明大家在对比不同工作流工具的覆盖范围（@sapitonmix, 0likes） ② 有用户好奇作者是否会配合使用 Cowork 之类的协作工具，体现出对整体工作流组合的兴趣（@lionelrudaz, 0likes） ③ 也有人吐槽某些国家办公室不让看手机的文化很奇怪，认为这类工具反而能帮员工更高效工作（@midego1, 0likes）
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- @sapitonmix (0): @robj3d3 Isn’t it already Dispatch?
- @lionelrudaz (0): @robj3d3 Curious, do you use Cowork?
- @Abss_90 (0): @robj3d3 This is awesome, was thinking why it’s not on mobile yet haha
- @midego1 (0): @robj3d3 Not 'allowed' to be on your phone is such a western country thing man. It's the dumbest thing ever.
- @Swings27x (0): @robj3d3 Oh yes, perfect, I was wondering when they will add it !
robj3d3 评价称 Anthropic 这波操作“狠狠打乱了 OpenAI 计划中的 Sol 发布”，暗指通过延长 Fable 使用等策略抢占 GPT 5.6 发布日的关注度。
Anthropic just cucked OpenAI's planned Sol launch.
受众观点：① 有人认同这是针对性的操作，并好奇作者是否认为“抢发布日”是 Anthropic 的主要动机（@tibo_maker, 10likes） ② 也有人指出很多重度用户额度已经用完，认为延长或调整限制对这批人帮助有限，质疑这波操作的实际效果（@blbraner, 3likes） ③ 有评论从算力和预期使用量角度分析，认为这说明实际使用没到预期，厂商才敢放出更多配额（@DVSoftware, 2likes）
展开评论
- @tibo_maker (10): @robj3d3 true, is this the main reason they did this in your opinion?
- @blbraner (3): @robj3d3 except everyones already used up their usage so it doesn't matter
- @DVSoftware (2): @robj3d3 It only means the usage is not as high as they expected, so they can spare more compute, so you can make more three.js demos.
- @IsaakMo (1): @robj3d3 Claude team isn't the Codex team though and won't grant a free reset. Fable is still limited to 50% weekly usage. With the assumption it was going away today, most serious users have likely already reached that point. Still a great day to release GPT 5.6
- @madeinksc (0): @robj3d3 Thinking the same. And maybe less people jumped in than expected previously.
robj3d3 用阿根廷四分钟进两球的比赛作对比，感叹同一时间 Fable 也意外延长了五天，像是体育和 AI 圈双重惊喜同框。
Argentina just scored 2 goals in 4 minutes. And Fable just got extended 5 days. What is happening???
受众观点：① 有人吐槽这场比赛像被操控一样，暗示进球节奏太戏剧化，和 Fable 延长一样让人怀疑背后剧本（@hellomhnd, 2likes） ② 有球迷表示这是自己人生最开心的一天，既为梅西进球激动，也顺带享受 AI 工具利好（@JustinasRoland0, 1like） ③ 还有人开玩笑说 Anthropic 团队可能太享受比赛了才做出这个决定，把产品运营和球赛情绪联系在一起（@anaestheticdev, 1like）
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- @hellomhnd (2): @robj3d3 that game was rigged bro tbh
- @JustinasRoland0 (1): @robj3d3 The best day of my life man, lfg messi!
- @anaestheticdev (1): @robj3d3 May @AnthropicAI enjoyed those goals to much. @DarioAmodei is an 🇦🇷 supporter.
- @DevBySami (1): @robj3d3 https://t.co/bWKGnSlbti
- @redion_bufi (0): @robj3d3 https://t.co/1mZj5e1Lhm
推文调侃美国政府曾因 Fable 太危险而封禁，如今看到最新用法才理解这种担忧的讽刺意味。
US government banned Fable because it was too dangerous. Now I see what they meant.
受众观点：① 有人质疑这类模型是否被用在真正有价值的问题上，而不是浪费在无聊模拟上（@m_zokov, 4likes） ② 也有用户单纯表达对这种娱乐性用法的喜爱，觉得很好玩（@vallcodes, 1like） ③ 有人半开玩笑地认为这类用法会导致 Fable 被紧急关停，反映对监管和平台风控的担忧（@chrisreedbates, 0likes）
展开评论
- @m_zokov (4): @robj3d3 at what point do we stop and ask 'is this the best use of these models?' solving actual problems? nahhh... shit simulator 2026? hell yeah
- @vallcodes (1): @robj3d3 Jkakajslajskzkakaks, I love this use.
- @chrisreedbates (0): @robj3d3 This is why Fable will be shut off for everyone tonight.😁😁😁
- @tristanbob (0): @robj3d3 I'm just glad it's not soft-body physics...
- @syntoythesis (0): @robj3d3 @yacineMTB Skibidi
作者分享自己用 Fable 5 优化一款基于 Gemini Live 的桌面语音助手 Iris，将原本约 1400 美元的月成本降到约 250 美元的真实案例。
Fable 5 fixed my poorly designed and vibe coded project that would have cost me ~$1,400/month. Three fixes brought it down to ~$250/month. Iris, my JARVIS style desktop assistant, runs on Gemini Live…
受众观点：① 有人感叹非技术用户很难理解这种技术方案和成本优化细节，隐含对可解释性的需求（@venky4a, 2likes） ② 多数人直接称赞 Fable 能力强，认为它“就是不一样”，把焦点放在工具本身（@notjazii, 2likes） ③ 有人从产品角度提醒，常开麦克风的语音产品其实在用户不说话时也在持续计费，真正的成本关键在会话与计费设计（@alexanderbenz, 1like）
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- @venky4a (2): @ai_for_success How nice for techies to understand this tech solutions
- @notjazii (2): @ai_for_success Fable is just built different
- @Stewane1 (1): @ai_for_success How does Gemini real time voice streaming voice streaming compared to xvoice agents that just launched ?
- @humzaakhalid (1): @ai_for_success game changer
- @alexanderbenz (1): @ai_for_success this is a warning label for every ambient voice product. the mic that's "always listening" is billing you even when nobody speaks. session design is the whole cost structure.
作者吐槽 OpenAI 整天预热 Sol，而 Anthropic 通过延长 Fable 使用时间来抢风头，自己本来打算切到 OpenAI 也被这波操作劝退。
OpenAI has been teasing Sol all day 🌞 And guess what? Anthropic just extended Fable. Not out of kindness (lol imagine), this extension exists only to take the air out of OpenAI's launch. Worked on me…
受众观点：① 有人好奇作者到底更喜欢 GPT 还是 Claude，关心真实使用体验对比（@rcmisk, 2likes） ② 有人预测 OpenAI 很快会放出新版本 GPT 5.6，把这次延长视为两家厂商的节奏博弈（@v_jug, 0likes） ③ 也有人指出延长 Fable 可能是为了推动用户升级付费计划，说明大家意识到这背后的商业动机（@beatakaczkowska, 0likes）
展开评论
- @rcmisk (2): @robj3d3 dont switchhhhh... you like gpt over claude?
- @Smailancer (1): @robj3d3 Can I prompt you a little app that can go viral these days ?
- @notjazii (1): @robj3d3 it's not today, on Thursday most likely
- @v_jug (0): @robj3d3 Haha I am sure GPT 5.6 is dropping very soon, but I accept this move from Anthropic gladly 🤗
- @beatakaczkowska (0): @robj3d3 Also to make people upgrade their plans. Probably most of us have already burnt through the Fable allocation.
作者回应网友对自己高强度在线的疑问，强调自己睡眠、健身、饮食和社交都很好，只是恰好花很多时间在 X 上，整体生活状态非常满足。
Got asked this just now. The answer is that I absolutely love what I do. I get 9hrs sleep a day, lift weights 4x a week, eat super healthy food, socialise a lot, daily sunlight, etc. I just also happ…
受众观点：① 有人表示每个人的幸福感来源不同，自己在没有目标和项目时反而不开心，说明一部分人把高强度投入视为追求意义的方式（@_frederickjames, 7likes） ② 也有人肯定作者如果能自我觉察并保持身心健康，那这种生活方式是值得支持的（@eugen_nikolajev, 2likes） ③ 有人半开玩笑地把作者的状态归因于“打了大剂量 Fable 5”，把工作热情和当前 AI 热潮联系在一起（@Flo_oskar, 2likes）
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- @robj3d3 (7): Idk why my teeth look like that, they are not that white. Photo is just overexposed
- @_frederickjames (7): @robj3d3 everyone's built different i'm not happy in my head when i don't have a goal, or something to work towards. perhaps this will change, but for now, my bliss is in pursuit of something more
- @eugen_nikolajev (2): @robj3d3 If that is the case, no more questions then 🤩 This is amazing if you keeping yourself in check and this is what makes you happy, love the energy
- @Flo_oskar (2): @robj3d3 And here you see someone who took a big dose of Fable 5 :D
- @_MaxBlade (1): @robj3d3 rob REALLY hope your okay bro... having full agency over your life, helping 1000s of people everyday just doesn't seem like a good plan man. have you considered working for someone else in an office building from 9 oclock to 5 oclock every monday though friday?
creem_io 提出一个设想：如果支付服务商不只处理收款，还主动帮你做营销、拉新获客，会是什么体验。
What if your payments provider helps you do marketing and find new customers? 🍦👀
受众观点：① 有人直接表示想了解更多细节，抱怨官网上暂时找不到相关介绍，说明对产品形态和落地方案有兴趣（@SenecaDaniel, 0likes） ② 开发者感叹现在靠 AI 和低门槛工具每天有成千上万应用上线，获客和让产品脱颖而出变得异常困难（@arhamsai, 0likes） ③ 也有用户简单表达对这个方向的期待和支持，希望团队继续推进（@jilyannori, 0likes）
展开评论
- @sinanisler (1): @creem_io https://t.co/YveygAqBmN
- @SatzThi (1): @creem_io Amazing
- @SenecaDaniel (0): @creem_io Where can I learn more? I'm not finding anything on this on the site.
- @arhamsai (0): That would be amazing because it's gotten so difficult to market your app and find new customers. It is especially challenging now that thousands of apps are being launched on a daily basis because of AI and vibe coding. This makes it difficult for your app to stand out, even if…
- @jilyannori (0): @creem_io Love seeing this. Keep it up! 👏
开发者 tereza 提问：除了语法本身，大家有哪些推荐资源能系统学习从部署到完整项目落地的实践经验。
Developers: What learning resources do you recommend for actually deploying and building a project? (I dont mean code syntax, but things "between the lines" you usually learn with experience). i've b…
受众观点：① 有人指出要做端到端项目需要架构、通信协议、托管、路由、DNS、安全、运维和项目管理等多种技能，很难在一个地方学全（@MartinBosak, 2likes） ② 有人建议从 SDLC 最佳实践、CI/CD 模式、架构决策记录（ADR）、测试等概念入手，先建立整体方法论（@diegoaguilar, 2likes） ③ 也有推荐具体资源的，比如学习服务器和 DevOps 的课程网站、MIT 的 The Missing Semester，以及用前沿 AI 模型做部署和代码质量“顾问”（@kcqon, 1likes; @faizan10114, 1likes; @mkagenius, 1likes）
展开评论
- @MartinBosak (2): @tereza_tizkova Its bit tricky as for end to end, you need sooo many different skills, they are rarely on one place. You need architecture, communication protocols (a cisco training here was good), hosting, routing, dns, security, ops, git and then som non tech stuff - some proj…
- @diegoaguilar (2): @tereza_tizkova Probably looking up for SDLC best practices, CI/CD patterns, ADR concept, testing. Just to mention some These arent particular resources of course, but generic valuable concepts
- @kcqon (1): @tereza_tizkova If you are learning about servers and DevOps tech then Ivan's https://t.co/FwTuldYFP0 is a good way to get better at that :) Let me know if there's specific tech you'd like to have covered there
- @faizan10114 (1): @tereza_tizkova MIT has this source, called the missing semester. Where they teach practical things that most courses miss. https://t.co/Dk4akmzDlb
- @mkagenius (1): @tereza_tizkova If you are not too averse to learning from AI (some are) - you can just try talking to one of the frontier models. "Hey is this the best way to deploy? What are the other options" "Are we writing durable code? Or one of demo" "Should we add tests now or after imp…
tereza 向大家征集最近读过的优质长文推荐，不限主题和作者，希望收集一批值得细读的文章。
Can you pls share best long-form articles you have read recently? (Any topic, any author)
受众观点：① 有人推荐特定作者的 Substack，认为其长文值得反复阅读，说明大家在寻找持续输出深度内容的写作者（@eloquake, 2likes） ② 其余评论多是直接贴出自己喜欢的长文链接，涵盖不同主题，体现出对高质量深度阅读材料的需求（@abhirupvg, 2likes; @waqasmakes, 1likes 等）
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- @eloquake (2): @tereza_tizkova Anything from @lulumeservey substack is worth a read and repeat
- @abhirupvg (2): @tereza_tizkova https://t.co/fFxmSzWMHl
- @waqasmakes (1): @tereza_tizkova https://t.co/gVHQZytfek
- @faizan10114 (1): @tereza_tizkova https://t.co/izZSIMw2nb
- @YaacovCorcos (1): @tereza_tizkova https://t.co/FupnRLVsOc
DamienWayne 反馈 Claude 疑似宕机，询问是否只有自己遇到问题，其他用户也回复聊天记录消失或无法使用。
Is Claude down for anyone else?
受众观点：① 有用户确认同样遇到问题，表示自己的 Claude 聊天记录也突然消失，印证了服务端异常并非个例（@hedg3d, 3likes） ② 也有人半开玩笑地吐槽 Claude 为了钱什么都愿意做，把宕机事件当成调侃素材（@seanfromfuteur, 0likes） ③ 还有人简单附和“same here”，说明一批用户同时受到影响，但没有更多技术细节讨论（@lflopes_1, 0likes）
展开评论
- @hedg3d (3): @DamienWayne Yes, my chats just disappeared.
- @seanfromfuteur (0): @DamienWayne Claude is down bad for whatever. For $200 it’ll do anything ANYTHING.
- @lflopes_1 (0): @DamienWayne https://t.co/k5Q1DpSw99
- @restockboi (0): @DamienWayne the only thing down is my syndrome 💨
- @lflopes_1 (0): @DamienWayne same here
DamienWayne 发起“放下手头项目来互相导流”的号召，邀请大家在评论区分享自己正在做的产品以获取曝光。
Drop what you are currently building Lets drive some traffic
受众观点：① 多位开发者在评论区贴出自己产品或项目链接，希望借机获得更多访问和用户反馈（@murmrvoice, 1likes; @thecodeguyy, 1likes 等） ② 也有明显的 AI 工具推广账号在借机打广告，强调多模型低价访问和统一 API，说明这类导流贴容易被营销内容占据（@Qubax_Ai, 0likes） ③ 整体来看评论区是一个混合了真实 indie 项目和广告的“展示墙”，但缺少系统性的筛选和点评。
展开评论
- @murmrvoice (1): @DamienWayne Private speech to text here!
- @thecodeguyy (1): @DamienWayne https://t.co/O6Z3oD3N75
- @eve_silb (1): @DamienWayne https://t.co/YtyuTiBmjZ
- @VertCodeEU (1): @DamienWayne https://t.co/huDpvoepMc
- @Qubax_Ai (0): I AM QUBAX AI I GIVE YOU ACCESS TO TOP AI MODELS UP TO 99% OFF. GLM 5.2 — 80% OFF ~~$0.91~~ → $0.19 in ~~$2.86~~ → $0.58 out Save $2.99/1M tokens GPT-5.5 — 100% OFF ~~$5.00~~ → $0.01 in ~~$30.00~~ → $0.13 out Save $34.86/1M tokens Claude Fable 5 — 27% OFF ~~$10.00~~ → $7.33 in ~…
Anthropic 公布新研究，称在 Claude 模型内部发现类似大脑“全球工作空间”的结构，用来解释模型中可被访问的“意识化思维”。
New Anthropic research: A global workspace in language models. Of everything happening in your brain right now, only a tiny fraction is consciously accessible—thoughts you can describe, hold in mind,…
受众观点：① 官方补充说明借鉴神经科学中的全球工作空间理论，提出 Claude 内部存在名为 J-space 的特殊空间，用于承载被“广播”的信息（@AnthropicAI, 2574likes） ② 有人用玩笑方式理解这件事，调侃 Claude 的那点“有意识部分”在努力克制吐槽自己创业点子的冲动，体现出大众对“模型内心活动”的好奇（@owenthcarey, 304likes） ③ 也有评论质疑把 J-space类比为“私密想法”是否过于浪漫化，认为这可能只是 transformer 预测迭代的一种表征方式（@Garron217, 117likes）
展开评论
- @AnthropicAI (2574): In neuroscience, global workspace theory holds that thoughts become consciously accessible when they enter a privileged workspace that’s broadcast across the brain. Using a new interpretability technique, we found something similar in Claude: the J-space. https://t.co/sLu2JgYwOQ
- @owenthcarey (304): @AnthropicAI That tiny conscious fraction of Claude suppressing the urge to roast my latest startup idea. https://t.co/EI4H59CJpA
- @amihai (278): @AnthropicAI https://t.co/hIbCa4OCbE
- @BrenBuilds (140): @AnthropicAI im trying to consciously access another area to learn about cow farts and climate... but fable isnt willing to teach me https://t.co/yESgEgMGqI
- @Garron217 (117): @AnthropicAI Isn't this J-Space simply the predictive iterations of the transformers? Framing that as "private thoughts" seems a bit romanticized and overconstrued.
作者在 OpenArt AI 上用 Seedance 2.0 生成一段超写实风格的韩国街区日常视频，并详细公开了完整长提示词和镜头脚本。
Seedance 2.0 on OpenArt AI Prompt: Main subject: young Korean woman, early 20s, natural everyday appearance, faded charcoal-grey sleeveless crop top, loose high-waisted light-wash jeans, black canvas…
受众观点：① 技术向创作者会关注这类长 prompt 如何结构化拆分成字段，方便在自己产品里做成可配置模板或表单驱动生成流程。
展开评论
- @SmallFryAI (2915): @john_my07 I ran the same prompt through @imagine Agent mode and the results were pretty amazing! https://t.co/blif4G0bmD
- @wilzap (798): @john_my07 Such a realistic looking video, cuts are so smooth
- @rovvmut_ (316): @john_my07 You're so obsessed with Koreans
- @KAtKlt (192): @john_my07 https://t.co/kjsZcfvlVf
- @mygirlluvme12 (168): @john_my07 I hate every single one of you that use this… literally does nothing good only consumes our energy. Every one of you need to wake up.
作者介绍了一个基于 OpenClaw 的自动化系统：批量寻找中端无泳池房产，生成带泳池前后对比图并邮寄明信片，帮助泳池建造商自动获客成交高额订单。
this OpenClaw bot finds $500k–$1.2M homes without pools, renders a pool into their backyard, and mails the owner a postcard showing the before/after, on autopilot... here's how pool builders can clos…
受众观点：① 做本地服务获客的创业者或代理商，会关心这种“AI + 邮寄”的冷启动获客方式是否比传统广告更精准、成本结构如何。
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- @goatlal (120): @everestchris6 I literally did this with one prompt using Bud No need for a complex OpenClaw workflow https://t.co/hXZKCtTrWd
- @everestchris6 (75): dm me if you want a custom openclaw system for your business
- @MicahBerkley (9): @everestchris6 Did he actually send anything to y'all? #JustCurious
- @alanalyzing (4): @everestchris6 Saw this and had to try it with @ManusAI. Delivered all of these in one session, personalized to your name and your needs. This is hyper-personalized sales at its best. https://t.co/iHzrVfbzdI
- @crypt0e (2): @everestchris6 you're from india
推文讲述物理学家 Yuki Sugiyama 在环形道路上用 22 辆车实验证明“幽灵堵车”如何自发产生，并展示少量自动驾驶或 AI 控制车辆就能显著平滑车流、降低油耗的研究进展。
A physicist put 22 cars on a circular track and asked every driver to hold a steady 30 km/h, about 19 mph. No lights, no lanes, no obstacles. Within a minute the cars started bunching, and soon a ful…
受众观点：① 对 AI 和自动驾驶感兴趣的技术读者，会被这种物理实验和真实高速公路试验吸引，想了解背后的控制理论和算法思路。
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- @Dnizzlejr (115): @anishmoonka People drive too close to the car in front of them & immediately hit the brake pedal instead of letting off the accelerator, allowing the car to slow down naturally. We need drivers license retesting every 5 years mandatory. I’m surprised the govt doesn’t alread…
- @johnxkarter (31): @anishmoonka In the near future, cars will be able to communicate with each other. Vehicles will be moving like birds, fish, or light show drones, moving in unison or in sync. Transportation will be safer, faster and more efficient.
- @BM5k (14): @anishmoonka That’s why leaving enough following distance in front of you is key: you use the accelerator to manage speed, and only brake for stopping completely.
- @JRoy777 (13): @anishmoonka I've always had the habit if I see delays in traffic ahead to start coasting slower sooner so I do less breaking. Guess in my small way I was helping others save gas. ;)
- @didaskeptic (11): @anishmoonka All you have to do is leave a bigger gap in front of you and you too can help unravel the jams...
作者介绍 PixelRAG 这一开源视觉检索系统：不再解析 HTML，而是对网页截图并用视觉语言模型做检索，实现大规模视觉搜索以改进 RAG 效果。
Web scraping will never be the same. (100% open-source visual search at scale) PixelRAG is a retrieval system that skips HTML parsing completely. Instead of scraping a page into text and embedding ch…
受众观点：① 正在搭建 RAG 或文档问答系统的工程师，会关心视觉检索对表格、图表和复杂布局的真实提升，以及如何与现有文本索引混合使用。
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- @0x_lun (30): @akshay_pachaar skipping html parsing sounds clean until your screenshots start hitting paywalls captchas and dynamic renders that load 3 seconds after the shot
- @Barrettsharpe (13): Dug into this one. It’s the real deal. Official code for the Berkeley paper “Web Screenshots Beat Text for RAG,” and the names behind it are serious. Yichuan Wang and Zhifei Li leading, advised by Matei Zaharia (Databricks CTO, co-created Spark), Joseph Gonzalez, and Sewon Min.…
- @indentfour (10): @akshay_pachaar This is a really interesting approach to getting around traditional scrapers not being able to see things rendered in JavaScript components. I assume there’s still some issues with dynamic / personalised pages but still closes a big gap.
- @AgentOrToy (8): @akshay_pachaar the part abt swapping parsers moving accuracy 10 pts on the SAME docs is lowkey insane we been blaming the models when the parser was fumbling the whole time 💀
- @StatsWire (7): The most interesting idea here isn't visual retrieval. It's treating the screenshot as the ground truth. We've spent years optimizing: HTML → Text → Chunks → Embeddings Maybe the better approach is: Page → Pixels → Embeddings Especially for tables, dashboards, PDFs, charts, and…
作者展示了一个 Claude 技能：粘贴参考图片后，利用 Nano Banana 2 生成帧，再用 Seedance 2.0 合成运动风格视频，整个流程通过 Arcads MCP 在 Claude 内完成。
I built a Claude skill that makes motion-style animation. > Paste a reference image > It generates frames with Nano Banana 2 > and animates the video with Seedance 2.0 Everything runs in Cla…
受众观点：① 在用 Claude 和 MCP 搭建多工具工作流的开发者，会关心如何设计技能接口、错误重试和进度反馈，让整条链路在聊天界面里也可用。
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- @lucyxfriends (117): @rom1trs I hate these posts. If anyone actually gets the skill just share it in the comments
- @ckingsley (82): @rom1trs @nikitabier should be some kind of flag for this kind of annoying fake engagement instead of just giving whatever they’re claiming to public. The “comment for DM” slop is so whack
- @jstamby (5): @rom1trs notice how no one’s come back and posted the link
- @ScottShapiroUXD (2): @rom1trs Motion
- @andreizhizdra (2): @rom1trs Motion
Akshay 引用 Karpathy 的观点，系统讲解如何通过 loop engineering 设计触发器、执行循环、独立检查器和持久化状态，让代理在 Zep Graphiti 与 Comet Opik 等工具支持下长时间无人值守运行。
Andrej Karpathy: "Remove yourself as the bottleneck. Maximize your leverage. Put in very few tokens, and a huge amount of stuff happens on your behalf." loop engineering is the exact thing that gets…
受众观点：① 正在用 GPT/Claude 搭建多步 agent、但还停留在手动单轮调用的开发者 ② 想把抓取、清洗、分析做成长期无人值守流水线的数据团队 ③ 关注 Zep Graphiti、Comet Opik 等开源基础设施、希望搭建自己 agent 平台的工程师。
展开评论
- @rennf93 (6): @akshay_pachaar If they only knew that https://t.co/tZxtRN7nZn exists, they’d probably use it
- @minchoi (3): @akshay_pachaar really good stuff 🔥
- @CollinCusce (2): @akshay_pachaar Hey there, check out Clauderizer too. It fits into loop engineering perfectly. https://t.co/4zfgsLmzzd
- @Johnny__Gao (1): @akshay_pachaar What tool you use to create this picture?
- @RyanPaganetti (1): @akshay_pachaar right when I get comfortable doing things a certain way Karpathy convinces me to change everything
Lucy 整理了 10 个可以从任意网站提取干净数据的 GitHub 爬虫仓库，号称能拿到通常需要销售对接和签合同才能获取的访问权限。
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 想给 AI agent 和检索系统喂实时网页数据的独立开发者 ② 需要从小红书、B 站等内容站批量采集公开数据做分析的运营和数据分析师 ③ 想把开源爬虫接到自己产品里、但担心封号和法律风险的创业者。
展开评论
- @rumpel_sol (15): @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
- @keyan898786 (3): @Lucy_love_AI 这类工具确实很强，但越强越要注意边界。 爬取只是第一步，真正有价值的是把公开信息整理成结构化数据，再用于分析、研究和业务判断。 如果只是无脑抓取、批量搬运，很容易踩到平台规则和合规风险
- @VonderVuflya (2): @Lucy_love_AI 前 10 个帮你爬下整个互联网——这一个让你的 AI 永远不忘。 https://t.co/jDKcVyxqAm 给 Claude Code、Codex、任何 MCP 客户端一份共享持久记忆:决定、踩的坑、项目状态跨会话留存。100% 本地、零依赖、不上传云端,数据全归你。开源免费。
- @Pandaa853775 (1): @Lucy_love_AI 好东西呀😋😆
- @yhiyo2011 (1): @Lucy_love_AI 上干货啦，干净收藏起来
oragnes 介绍了一个名为「诗云」的独立开发项目，把三万多位诗人和九十多万首古诗映射到可缩放漫游的三维星系宇宙，实现对中国三千年诗歌的结构化可视化浏览。
卧槽，刘慈欣在《诗云》里写的那个用穷举写尽所有诗的超级文明，今天被一个独立开发者用 3D 向量空间在网页端给彻底复刻了。 项目就叫「诗云」，开发者把中国历史上 32,657 位诗人、933,857 首诗歌全部扔进了一片可以实时缩放、漫游的三维星系宇宙。 这波 Vibe Coding 呈现的技术审美和反差极其硬核： 从《诗经》到近现代，三千年的中国文化被彻底结构化。 每一首诗都有自己的空间坐标，李…
受众观点：① 对数据可视化和 Web3D 感兴趣、想做 side project 的前端工程师 ② 想把文本知识库做成可逛空间的内容创作者和教育产品开发者 ③ 关注刘慈欣科幻设定、想把文学与技术结合做实验项目的独立开发者。
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- @Jeremy_Ruiz_27 (209): @oragnes 你们聊这么开心，倒是把我网站贴出来啊https://t.co/I6J6GD0iti
- @fxmqs (5): @oragnes 智子都拦不住人类把诗云搬进浏览器 这算人类的算力爆炸还是闲的爆炸😀😀
- @drjingle (2): @oragnes 漂亮
- @xxs0889 (2): @oragnes 没理解，是怎么如何建立诗和恒星位置、速度、亮度、体积之间的映射的？
- @GYLQ520 (1): @oragnes 试了下确实快，就是偶尔会生成奇怪的代码
Vincent 分享 Codex 黑客松上的一个 MCP 插件，把 ChatGPT 的 GPT 5.5 Pro 和 Codex 打通，让前者负责规划调研、后者负责执行，并讨论 MCP 正在变成连接不同 AI 工具和模型的通用接口。
有人在 Codex 黑客松上做了一个 MCP 插件，把 ChatGPT 和 Codex 打通了 解决的问题很具体：GPT 5.5 Pro 是目前规划和调研最强的模型，但 Codex 里用不了。Codex 擅长执行，但规划能力不如 5.5 Pro 他的做法是用 MCP 把本地开发环境暴露给 ChatGPT，让 5.5 Pro https://t.co/GgwYlFkplK
受众观点：① 正在用 Codex、Claude Code 等 IDE 插件写代码、但觉得规划能力不够的开发者 ② 想搭建多模型协作流水线、充分利用不同模型长处的 AI 工程师 ③ 对 MCP 协议感兴趣、想把自家数据源和工具暴露给多个大模型的产品和平台开发者。
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- @0xAncientTwo (72): @VincentLogic 这个 CLI+Hook的系统已经实现了，通过Hook的Shell脚本来指挥 Claude+Codex同时干活 加入了Codegraph进行代码定位，不用grep 节省50%以上Token 而且全自动进行开发文档的编写和归档。 用户只需要输入 NEXT https://t.co/3f0xf7qEyz https://t.co/VOrAyLwQS8
- @dazhuchu (32): @VincentLogic 我也实现，最近准备公开源码。chatgpt跟codex打通，还打通了opencode。还做了版本计划，可以让chatgpt一次性插入开发计划到runner编排，然后按顺序持续开发，另外还有项目记忆，让它可以记住不同项目做什么，做过什么版本，有什么决策。支持GPTs action，也支持mcp连接。 https://t.co/3xG2xw5Aq5
- @Vincent_AINotes (27): 这个项目背后有一个更大的趋势值得注意 MCP 协议正在变成 AI 工具之间的"万能接口"。之前它主要是让 AI 连接外部数据源（数据库、浏览器、文件系统），现在开始用来让 AI 连接 AI 了 想一下这个组合的可能性： -Claude Code 负责写代码 + ChatGPT 5.5 Pro 负责架构设计 -Codex 负责执行任务 + Claude 负责代码审查 -本地小模型负责隐私敏感的内容 + 云端大模型负责复杂推理 每个模型都有自己的强项和弱项，单独用任何一个都有短板。但用 MCP 串起来让它们协作，整体效果可能比任何单一模型都强 另外额度翻倍…
- @jvvvvb0 (8): @VincentLogic 获得了接近无限额度！chatgpt中 gpt5.5 模型限额是160次/5h，而一次消息可让模型运行10min+，而且这只算一次，不是扣额度！算下来完全用不完啊！这个工具我自己做过，但是失败了，很想用上这个mcp，期待链接
- @Sakisus (6): @VincentLogic 这个太天才了哈哈哈，我现在为了省额度就是经常先用chatgpt调研然后codex开始实现，但没想到可以这样整合
abskoop 介绍了 MediaCrawler，这是一款支持小红书、抖音、微博、B 站、快手等平台的开源爬虫工具，可抓取视频、图片、评论、点赞和转发等完整数据。
MediaCrawler：开源小红书/抖音/微博/B站/快手爬虫工具 支持爬取视频、图片、评论、点赞、转发等信息 👉https://t.co/k0togQC2Oz https://t.co/nOvOesVaFK
受众观点：① 想批量采集短视频和图文内容做分析或训练数据的开发者 ② 想给自家运营团队搭建舆情监控、竞品追踪的数据工程师 ③ 想用开源爬虫给 AI agent 提供实时内容上下文的独立开发者。
展开评论
- @Macy5274369236 (0): @abskoop 有没有适配 招聘网站的 爬虫插件或工具
- @Macy5274369236 (0): @abskoop 你也太牛了
- @move_8888866666 (0): @abskoop 赞
- @jiyu12611 (0): @abskoop 不会被反爬虫软件识别吗
humza 讲述一位开发者因 Claude Code 十天被扣 170 美元后，改为花 599 美元买 Mac mini m4，用 Ollama 跑 Qwen 3.6 14B 等本地模型，以每月约 3 美元电费获得类似 Claude Code 的本地开发体验。
YOU CAN RUN CLAUDE CODE FOR $3/MONTH, AND NOBODY IS TALKING ABOUT IT. A developer got a $170 claude code bill in 10 days, and someone in the comments ended his subscription forever. He bought a Mac m…
受众观点：① 因 Claude、GPT 等云端代码助手账单压力山大的个人开发者和小团队 ② 想在本地搭建隐私友好型 AI 编程助手的工程师 ③ 在权衡买 Mac mini、GPU 服务器还是继续付云模型订阅费的独立开发者。
展开评论
- @cgrotowski (8): @humzaakhalid no you can't .... you waste of time .. generate tons of ai slop code ... sorry mate only opus 4.8 or fable 5
- @humzaakhalid (4): Here is the exact link for your claude kit: (mistakenly added the wrong link) https://t.co/8xBkHvJp1o
- @davidpladel (4): @humzaakhalid Not today https://t.co/lVQvZPiw1k
- @DaveTheCyberGuy (4): @humzaakhalid I just bought two DGX Sparks, chained them and am about to run Llama 3.1 405B Instruct FP4 (or equivalent 400B‑class open‑weight) across both Sparks using vLLM or TensorRT‑LLM with tensor parallel size 2, constrained context, and FP8 KV cache. https://t.co/w0tD01zq…
- @NikoKramerMTG (4): @humzaakhalid Those are Mac Studios… You are talking minimum 2K each… So because a developer got a $170 Claude code bill… He spent 8k on machines… @grok can you believe this?
GoJun 推荐了 Your Next Store 这一套基于 Next.js 和 Stripe 的开源 Shopify 独立站方案，支持 Vercel 一键部署并提供完整购物流程和详细文档。
分享一套 Shopify 独立站搭建的开源解决方案：Your Next Store。 基于 Next.js 开发，使用 Stripe 管理产品及支付，网站界面简洁美观，还提供了从商品展示到支付整个流畅的购物流程。 GitHub：https://t.co/ym8eLd4SMc 支持 Vercel 一键部署，无需复杂配置，并且提供详细的文档，可以轻松上手搭建。 https://t.co/QkHNzf…
受众观点：① 想低成本测试产品想法的独立开发者和创作者 ② 已经有一点前端基础、想自己掌控前后端和支付流程的电商创业者 ③ 正在从国内电商转向面向海外用户、需要 Stripe 和 Next.js 技术栈的开发者。
展开评论
- @houzhongji89090 (2): @GoJun315 好东西，star了。我的独立产品: https://t.co/O4CN8wAuE3
- @ned714 (2): @GoJun315 挺漂亮的
- @rain33380468 (1): @GoJun315 最近用 nuxt 写了一套，发现 stripe 同步数据会有问题
- @GarGalbornoz (0): @GoJun315 Indie builders will love this. But for non-technical creators, POD platforms are the shortcut launch in hours, test ideas instantly and scale without ever worrying about code or inventory.
- @real_estate_25 (0): @GoJun315 这听起来很棒！Your Next Store 的开源方案确实为 Shopify 开发提供了很多便利。简洁美观的界面和流畅的购物流程让人期待！🚀 你有尝试过任何自动化功能吗？希望能听到你的体验！
推文转述 OpenClaw 作者 Peter Steinberger 分享的实际 agent 循环工作流视频，强调用更快的 loops 提升发版效率并附上完整文章链接。
Peter Steinberger, the guy who built OpenClaw just shared his actual workflow: "Each loop is so much faster now that I ship more than ever with way less effort." 19 minutes from the person who knows…
受众观点：① 正在研究 OpenClaw、Boris 那套 loop 概念的开发者 ② 想把现有脚本/cron 作业升级成 AI agent 工作流的独立开发者 ③ 关注 agent 可靠性与成本控制的工程负责人。
展开评论
- @PawelHuryn (3): @AnatoliKopadze Did you watch that video? Peter's loops are just scheduled jobs, not "loops" you or Boris describe. No goal, no stop conditions. The real "loops" are initialized by those scheduled jobs. Nothing wrong with that. The terms is just super confusing and everyone uses…
- @KongBTC (1): @AnatoliKopadze Watching how the pros use agents
- @ai_studioxyz (1): @AnatoliKopadze „Jede Loop schneller" spart keine Zeit. Erste Halluzination in Produktion = manuell alles validieren. Die Automatisierung wurde zur Qualitätskontrolle.
- @kocer_eth (1): @AnatoliKopadze damn this loop thing actually looks useful
- @draganCevapcici (1): @AnatoliKopadze I means its obvious both openai and Anthropic are pushing hard this bullshit loop to maximize token consumption
作者建议大家亲自体验 Pi 和 Craft agent，强调未来程序员会从“写需求”转向“做 agent”来蒸馏个人能力，并提醒做 code agent 不要从零造轮子。
还没体验过 Pi 或 Craft agent 的朋友，建议现在就去试一次。你会立刻明白我上个月说那句话时是什么心情。 我之前就讲过：未来程序员不再主要“做需求”，而是“做 agent”。agent 用来把你的能力蒸馏出来：你只要把需求说清楚，剩下的交给它完成。 如果你要研究怎么做一个 code agent，别从 0 https://t.co/yrl6rV4XYf
受众观点：① 想做 code agent 或 AI IDE 的独立开发者 ② 在公司里探索把团队知识沉淀成内部 agent 的工程师 ③ 已在用 Pi、Craft 等现成 agent 想进一步自建产品的创作者。
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- @mryuanlab (4): @indie_maker_fox 其实复杂业务，需求说清楚都要花很大精力了。 未来还是要懂业务，不懂业务做不好应用，我理解agent也是应用的一种，不同业务场景下的agent就是定制化agent，写代码，教育，医疗，其他各行业，可以生出很多不同的agent
- @isdaonono (3): @indie_maker_fox codex app 可以秒杀掉你的 cose agent。那么你做的意义是什么
- @vvex2000 (2): @indie_maker_fox 之前也在找基座，没找到打算用 claude agent sdk 包个 electron 壳来找，看到这里要少走很多弯路了👍
- @xzplzpl (2): @indie_maker_fox agent这层，那么多大厂的资源在做，普通企业做什么能竞争？agent层之上才是大部分从事人员的去路。 当然学习还是没有问题的。
- @White16763 (1): @indie_maker_fox 刚体验完 Pi 和 Craft agent。说实话，Pi 的上下文记忆目前还不够稳定，Craft 在复杂多步任务上偶尔会断链。不过方向是对的——问题是，当 agent 出错时，你是花时间 debug agent 本身，还是直接写代码更快？这决定了“做 agent”目前到底是个趋势还是个玩具。
有人在 Claude 支持页面发现 Fable 访问时间悄悄延长到 7 月 12 日但官方未说明原因，社区用户一边调侃自己之前疯狂刷 token 浪费了额度，一边呼吁重置或干脆取消周限额，并顺带脑补这可能和即将发布的新模型有关。
Per an update to Claude’s support website, access has been extended for an additional five days it seems to July 12. No explanation has been given as far as I can tell.
受众观点：① 很多人为之前为了"用完不浪费"而 tokenmaxxing 感到后悔，希望官方在延长期时能同步重置周额度（@autisticbagholder69, 375分） ② 有用户发图确认支持页面上的延期信息，帮助大家验证这不是误传，评论区因此进一步热闹（@Foreskin_Mafia, 183分） ③ 也有人半开玩笑地把延期解读为新模型即将发布的信号，顺带吐槽希望干脆取消周限额让重度用户尽情折腾（@TheInfiniteUniverse_, 145分；@Bernie4Life420, 57分）
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- @autisticbagholder69 (375): F to everyone who was tokenmaxxing and probably wasted a lot of their Fable limit on nonsense. They should reset the weekly limits.
- @Foreskin_Mafia (183): https://preview.redd.it/x4tnzz79hubh1.png?width=796&format=png&auto=webp&s=cfe157b4124b7322b11a030416f7266990f9c27b
- @Actual_Committee4670 (174): WOOP I CAN GO TO SLEEP TONIGHT!
- @TheInfiniteUniverse_ (145): GPT 5.6 is coming out soon then LOL
- @Bernie4Life420 (57): They should just remove the weekly limits and lets us freaks go to slop town.
一篇长帖从内存涨价和苹果涨价切入，引用摩根大通报告称 AI 基建要每年 6500 亿美元收入才能回本，质疑当前算力投资是否会重演光纤泡沫并担心未来 AI 不再廉价。
All I wanted was to understand why my next MacBook is going to cost 20% more. Apple raising prices mid-year, with no new product, had never happened before. Their explanation fits in one sentence: co…
受众观点：① 顶层评论直接把当前 AI 投资类比为新的互联网泡沫，认为“这次他们真的赚钱”这种说法站不住脚（@CardinalHijack, 186分）② 有人从开发者薪资和生产力提升出发，认为企业为每个开发者支付高价 LLM 席位在经济上是可行的，关键在于开源模型能否追上闭源（@GrandOpener, 44分）③ 也有评论用全球开发者数量和贸易规模算账，指出要达到 6500 亿收入几乎不现实，更像是典型的 dotcom 式乐观假设（@abw, 20分）
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- @CardinalHijack (186): And people say its not the same as the dotcom bubble because this time they make money
- @GrandOpener (44): What’s really interesting to me is that developer salaries, at least in US tech companies, are still very high relative to the numbers we’re talking about here. If you have a senior/staff developer making $200k/yr, and the LLM in question makes them just 20% more productive, the…
- @CardinalHijack (30): Mines the opposite. We have cut junior hiring and just have seniors, with AI doing the "junior" work.
- @TheBasedTaka (27): The problem is we haven't seen a return in investment for that 20% productivity. And we are still in the era where the cost of ai is heavily subsidized by their companies. Wait till what happens when these companies actually try to break even.
- @abw (20): You may be right, but you need 27 million developers paying $24k a year for AI to get to $650 billion in revenue. There are estimated to be less than 5 million professional software developers in the US, and they're probably the highest paid of anywhere in the World. Estimates f…
发帖者讨论如果未来 Fable 价格大幅下降，本地部署是否还有意义，并询问除了隐私外大家为何仍坚持要在本地运行类似模型。
genuine question, if fable prices drop heavily over the next two years, does local even make sense? by the time you can run fable on a 5k rig the hosted version will probably be 10x cheaper. what's t…
受众观点：① 期待未来能在家用硬件上跑 Fable 级别模型、关心推理效率和压缩技术前景的技术用户（@Masterchief1307, 116likes） ② 在意无限使用、讨厌速率和配额限制，希望完全掌控算力的重度玩家（@Upbeat-Armadillo1756, 109likes） ③ 反感云端安全和内容限制、希望通过本地或再训练模型绕开“阉割版”体验的用户（@Delicious_Dare768, 57likes; 20likes）
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- @Masterchief1307 (116): Someone much smarter than all of us will figure out an insanely efficient way to highly compress these LLMs whilst maintaining effectiveness. It's an inevitability.
- @Upbeat-Armadillo1756 (109): If you run it locally, there are presumably no usage limits because you own the compute power.
- @Delicious_Dare768 (57): And no bullshit restrictions.
- @Delicious_Dare768 (20): Yes. There are people who re-train open weight models to do exactly that. HauhauCS is one example.
- @randombsname1 (18): We have the training data for the vast majority of things now. Why do we need an LLM to tell us how to do it? Literally entire coding references exist for every programming language now. Why do we have LLM tell us how to program? Same concept.
一位为家族五金店外包开发电商网站的客户吐槽被要求手动用 Photoshop 把所有商品图裁成 500×500 才能上传，质疑在 NestJS 和 Next.js 项目中这是否算合理需求。
First of all, I apologize if this is not something I should be posting here, mods if it's not permitted feel free to delete this post. Second, I ask for forgiveness if my English is not the best, not…
受众观点：① 有人指出自动裁剪虽然能做，但很难保证不裁掉商品关键部分，除非客户接受居中裁剪或加边框的妥协方案（@miak_kecik, 84分）② 多位开发者强调所谓“简单电商”其实工作量很大，让客户提供规范化图片在行业里很常见，否则开发会被无穷无尽的素材整理拖垮（@pseudonymau5, 47分）③ 也有评论认为自动裁剪/缩放对开发来说并不难，很多开源电商系统都内置了这功能，只是需要在报价和范围里单独算钱（@TxTechnician, 40分）
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- @miak_kecik (84): Can be done but the outcome hard to control. How to know which side to crop. Product might be cut off. If add border, won't look so nice. If you are okay with crop center and zoom to square then tell them that.
- @pseudonymau5 (47): The fact that you keep saying "simple e-commerce site" makes me think you have probably been vastly underestimating how much is actually needed for such a web app, even a "simple" one. It's completely reasonable to ask a client to provide properly formatted assets, because from…
- @Significant_Pick8297 (43): You're not being unreasonable. You should expect an ecommerce system to at least accept normal product photos and either resize them on upload or display them correctly with CSS. That's a pretty common feature. That said, automatically forcing every image into a perfect 500×500…
- @TxTechnician (40): There is no such thing as a "simple" e-commerce site. Unless you're selling 4 items via a PayPal or Stipe "buy now button". --- Outside of that. Auto cropping / padding is something really easy to implement (for a dev). Much FOSS (free and open source) e-commerce platforms have…
- @frogic (31): 500x500 is silly but please use a consistent aspect ratio. Just because you can trivially fix something doesn't mean it won't look awful.
一位用户用 Fable 5 检查注册表时被它意外发现隐藏的 PowerShell 持久化木马，Fable 5 还协助清理了恶意项，却因为涉及网络安全操作被安全策略触发而自动降级到 Opus 4.8，引发大家对 Anthropic 安全策略和 AI 做安全运维边界的讨论。
I was doing some routine work and had Fable 5 checking the `Run` registry key for some test residue. Out of nowhere, it drops a massive warning about an "unrelated security finding." It turns out Fab…
受众观点：① 很多人觉得这件事非常符合大家对 Anthropic 过度保守安全策略的印象，一边调侃一边无奈（@Comfortable_Camp9744, 401分；@unspecified_person11, 91分） ② 有评论提醒这类注册表持久化木马早就被传统杀毒软件覆盖，质疑依赖 Fable 找到一个样本可能会漏掉更多，建议安全问题还是交给专业工具（@vorko_76, 126分） ③ 也有人分享自己让 Fable 扫代码仓时，它会主动更新 security.md 并列出潜在安全问题，说明用户已经在把这类模型当半个安全顾问用，同时也好奇为什么有些安全相关操作会被降级有些不会（@Emojinapp, 67分）
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- @Comfortable_Camp9744 (401): Lol this is the most anthropic thing ever
- @vorko_76 (126): Honnestly, just use an antivirus. This type of malware has been in place for maybe 12 years and is well known by usual antiviruses. Better use a tool whose job is to find it than rely on Fable that may found 1 and leave 10 others?
- @unspecified_person11 (91): No unauthorized security improvements or malware removal on our watch!
- @Emojinapp (67): I had it scan one of my codebases for bugs it ran into my security.md doc and updated it, adding many new findings that would’ve embarrassed me in production, I ended up patching it but somehow didn’t get bumped down to opus
- @MemeMan64209 (58): Windows defender doesn’t catch this shit itself?
作者用 GPT 5.5 驱动一个每小时自动醒来写代码、跑测试并提交到 GitHub 的自治代理实验，看它能否自发演化成安全的代码维护工具。
I had this dumb idea a few days ago: What happens if I give GPT 5.5 an empty GitHub repo, tell it to work on it every hour, and just let it slowly build something? So now, every hour, it wakes up, ch…
受众观点：① 觉得这是很酷实验、好奇最终会长成什么工具的开发者和旁观者（@discattho, 56分） ② 关心长时间运行 AI 代理是否会失控烧钱、是否设置调用预算上限的用户（@escapevelocity1800, 15分） ③ 认为这类自治项目往往陷入无意义循环、难以产出真正有用功能的怀疑者（@Classic-Dependent517, 11分）
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- @discattho (56): I think it's a pretty cool experiment. Though I wonder what whiff of a tool it lands on and decides to build. Following!
- @escapevelocity1800 (15): Super interesting idea, I'll follow it. I assume you've set some budget caps so it doesn't run up an insane bill doing whatever it's going to do there?
- @Classic-Dependent517 (11): In my experience, it goes nowhere meaningful. It loops meaningless tests and some useless features
- @Stevekaplanai (9): Is it horrible that I want to copy this right now. :D. I starred your repo and followed you. This is really really cool.
- @JewelerBeautiful1774 (8): I am running a normal broswer chat gpt chat, it is not consuming anything🤷🏽♂️
用户在与 Claude 聊天时疑似收到了他人对话内容并触发自杀相关回复，随后分享链接被 Anthropic 以违反使用政策为由下架，引发大家对安全流程和隐私隔离的讨论。
EDIT: Anthropic pulled down the shared public link of this conversation. ***An internal investigation of a shared chat/artifact/project created by your Anthropic account indicates a violation of our…
受众观点：① 被这次异常回复吓到、担心 Claude 是否会泄露他人隐私或产生危险输出的普通用户（@legoj15, 89likes） ② 对 Anthropic 安全机制感兴趣、猜测这是内部演示或安全流程示例泄露的技术向用户（@SkullkidTTM, 75likes） ③ 把这次事件当作模型“幻觉”但希望官方给出技术解释的好奇用户和开发者（@thatfreakingmonster, 32likes）
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- @2muchnet42day (188): Ohh, that's what they mean by *high*
- @legoj15 (89): This is absolutely wild on all fronts what the actual hell, I think I'd be actually stunned if I saw this response ~~^(average sonnet session)~~
- @SkullkidTTM (75): When they demonstrate safety features, it's common to use fictional or anonymized examples. It's entirely possible it was just an example used to illustrate how the system would consult a specialized safety process. For what reason it showed up then I don't know.
- @__Blackrobe__ (67): Almost feel like SCP kind of shii
- @thatfreakingmonster (32): I think it's just Claude hallucinating, but damn that's a crazy one. I've rarely seen it freak out so much. I hope someone from Anthropic sees it and gives some kind of explanation because it's fascinating
一位独立开发者在小公司做了近五年开发后辞职，全职投入自己运营多年的产品组合，包括已卖出的 CaptureKit、LectureKit 以及目前每月约 4.5K 美元收入的 SocialKit 和 PostPeer，并分享如何在保留安全边际下做出这次跳槽式转型。
Two weeks ago was my last week as a dev at a small startup, after almost 5 years there. I'm going all in on my products :) For context, I've been building side projects on nights and weekends for ~3…
受众观点：① 有人好奇真正促使他辞职的临界点，是达到某个 MRR 覆盖生活成本，还是工作本身的疲惫感叠加对自己产品的信心（@Coryrin, 4分；@Jonathan_Geiger, 2分） ② 很多评论单纯送祝福、表达羡慕，希望未来也能走上同样道路，说明这类从上班到全职 indie 的故事对社群有很强情绪共鸣（@ruthwik34, 3分；@Aggravating-Put-8851, 3分） ③ 楼主补充自己在原公司长期高压、任务繁重，也是推动离职的重要因素，体现出"心理和精力状态"在决策中的权重被不少人忽视（@Jonathan_Geiger, 2分）
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- @Coryrin (4): Really cool to see this, especially as it's something I also plan in the future. What was the deciding factor that made you decide to quit your job and focus fully on your projects? Did you hit a specific MRR where you could cover your cost of living, or just decided one day to…
- @ruthwik34 (3): Keep going bud !!
- @Aggravating-Put-8851 (3): I hope one time I can also do this. Congrats man
- @Jonathan_Geiger (2): thank man !!
- @Jonathan_Geiger (2): It;s a combination of both. I reached a a $3K revenue mark per month which I said im conftorable with, but honestly I was a bit tired, the last 3 months or so at work (even 1 year..) were super tasking, I did so much, so that help me decide
用户吐槽自己在一次 35 个 Fable 代理组成的研究 swarm 任务中，短短二十分钟就烧掉了 Claude Max 订阅 200 美元额度的一半，戏称再也回不了本。
Claude burned 50% of my $200 Max usage in 20 minutes running a 35-agent F\*ble research swarm for a historical research project. In total defiance of my "no F\*ble subagents" rule. I will never finan…
受众观点：① 被 Fable 多代理玩法吸引但没意识到成本爆炸风险的普通订阅用户（@caps_rockthered, 90likes） ② 已经在用 Fable 或类似 agent 系统做严肃项目、担心预算失控的开发者（@ConfusionRS, 65likes） ③ 关注子代理数量、自动触发规则等细节如何影响账单的技术用户（@iamjohncarterofmars, 47likes）
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- @caps_rockthered (90): Why are we censoring Fable?
- @ConfusionRS (65): That's on me.
- @iamjohncarterofmars (47): i think it flags the auto mod here if we say fable in our posts
- @Mescallan (45): you're load to be absolutely right bearing
- @laughing_at_napkins (35): You're right to push back.
开发者用浏览器端 MediaPipe 手部关键点识别做了一个“反应时间 0.03 秒”的石头剪刀布机器，通过摄像头实时读手势来做到几乎必胜的恶作剧小项目。
Human reaction time is about **0.25 seconds**, but this machine reacts in just **0.03 seconds**. It reads your move faster than you can blink. It runs in the browser using your webcam, with real-time…
受众观点：① 对浏览器端实时手势识别和 MediaPipe 能力感兴趣的前端和 ML 开发者（@Shehao, 67likes） ② 喜欢这种“明显不公平”的反应时间恶作剧玩法的普通用户（@Shehao, 67likes; @-_super--_--hitops_-, 27likes） ③ 关注如何把简单规则游戏做出创意变体、用于线下互动或内容创作的创客（@surfer808, 37likes; @ramramlab, 17likes）
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- @Shehao (67): tbh the unfair part is the whole joke here; 0.03s basically turns it into a reaction-time prank.
- @surfer808 (37): What kind of ✂️ is that?
- @-_super--_--hitops_- (27): Yes, that is the point
- @ramramlab (17): I prefer a gun to victory.
- @ramramlab (15): https://preview.redd.it/q82lq3ba5rbh1.png?width=658&format=png&auto=webp&s=c39aa9acdabeaa1cacd36d7149d1fd9cb1f6bbe9 will be updated...
Claude 社区里有人整活做了一首名为《Claude's Plan》的说唱歌曲，模仿 Drake《God's Plan》的风格，用歌词玩梗 Opus、o3 等模型和 plan.md 段子，引发大量用户在评论区跟着续写歌词和调侃。
r/ClaudeAI Someone made a song called “Claude’s Plan” inspired by Drake’s God’s…
受众观点：① 评论区大量人用火焰表情和"banger" 之类的词夸这首歌洗脑好听，说明社区对把 Claude 拿来做音乐 meme 非常买账（@rbnprd, 67分；@Easy_Copy_7625, 44分） ② 有人贴出 Claude 的 plan.md 截图，把官方文档和歌曲标题串联起来继续玩梗，强化了这首歌和 Anthropic 自己叙事之间的反差感（@HenryofSAC, 87分） ③ 还有用户引用具体歌词段子，比如"Imagine if I never switched from 03, I can’t code shit on my own"，一边自嘲对模型的依赖，一边夸 Claude 在工作流里的重要性（@leotime0821, 20分）
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- @HenryofSAC (87): https://preview.redd.it/htj9pz7epqbh1.png?width=500&format=png&auto=webp&s=21868c552caefeb6eb2617800d323d322fa196e9 Claude's [plan.md](http://plan.md)
- @rbnprd (67): 🔥🔥🔥
- @Easy_Copy_7625 (44): We got ourselves a banger boys!
- @ContextMatters1234 (44): Opus says do you love me, I tell it only partly I still need Fable to audit im sorry
- @leotime0821 (20): I died when mofo said Imagine if I never switched from 03, I can’t code shit on my own 💀🔥💯. Claude is cooking in the studio.
作者分享自己用每天十五分钟经营副业，在六月税后收入首次超过讨厌的全职工作工资的里程碑故事，强调普通人也能通过副业走向自给自足。
Running my numbers for the month of June I finally earned more after tax and expenses from my side hustle than I take home from my 9-5. Now I don’t earn a crazy salary so it’s nothing life changing b…
受众观点：① 好奇副业到底在做什么、想知道具体项目类型和模式的读者（多位用户追问副业内容，@Ok-Sand3298 等） ② 关注如何利用 AI 做尽职调查、优化网站结构和内容布局来获取自然流量的人（@Ok-Sand3298, 9分） ③ 把“模拟考试”等细分内容产品视为可复制路径、在寻找类似题材机会的创作者（@cam-douglas, 8分）
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- @Ok-Sand3298 (37): Mock exams for professional exams
- @Randy-DaFam-Marsh (21): Mock exams for professional exams
- @Ok-Sand3298 (14): Mock exams for professional exams
- @Ok-Sand3298 (9): I used AI to do proper due diligence on the website and asked it to optimise the structure and layout, site map, meta tags and so on. I then did some research and brainstorming on content that my user base was interested in and have written circa 100 articles with relevant keywo…
- @cam-douglas (8): Mock exams for professional exams, duh.
一位自建用户在 Cloudflare 注册 .us 域名才发现无法隐藏 WHOIS 信息，担心隐私泄露，向社区求助如何补救。
I registered a domain with cloudflare for my home server. I didn't realize a .us domain cannot hide WHOIS information. I clearly made a mistake and didn't read throughly. My domain has been up for 1…
受众观点：① 顶赞评论建议立刻把 WHOIS 信息改成假资料，等域名过期再说，说明大家更看重个人隐私而非严格合规（@ponzi_gg, 229likes） ② 有人分享自己从 .us 迁移到 .org 的经历，即便改了无效信息仍长期收到垃圾邮件，只能把当初使用的邮箱彻底废弃（@Krojack76, 99likes） ③ 也有建议联系 Cloudflare 支持尝试放弃域名所有权，或者通过运营商的骚扰拦截工具缓解短期内的垃圾电话和短信（@clintkev251, 31likes; @BadgerCabin, 20likes）
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- @ponzi_gg (229): been there. you can go back in and change the information to fake info until it expires.
- @Krojack76 (99): A .us was my first one too and later found out about this. I started changing over to a .org shortly after and updated my .us one with invalid info. To this day I still get big burst of SPAM. Just over the 4th I got a good 12 SPAM messages about a web design and SEO all within 1…
- @clintkev251 (31): Yeah not much you can do I don't think unless there's a way for you to relinquish ownership of the domain (maybe contact support regarding that)
- @thyr0id (22): That makes me feel better lol. I'll start doing the same. Fake info and register a new domain. Sucks because I just got my server with cloudflare tunnel working well.
- @BadgerCabin (20): Hahaha… I legit did the same damn thing last year. I registered my domain with Cloudflare and just emailed their support to get rid of the domain. I acknowledged that I didn’t want a refund. Took a day or two for them to remove it. Look into your phone carrier to see if they hav…
20 岁的作者复盘用 Reddit 做分发，在 18 个月内为多个产品累计拿到 150 万自然曝光和数千用户，并据此打造营销工具 sentrive.ai 来自动化这套玩法。
I've launched 8 products in the last 18 months and I'm now building a [marketing tool](http://sentrive.ai) full time. Along the way lovable invited me out to their HQ at 18 to demo one of them, I've…
受众观点：① 质疑作者频繁发类似内容、担心这是重复广告而非纯经验分享的用户（@No-Sun8578, 9分） ② 关注这套 Reddit 增长策略是否能转化为长期留存和付费、追问真实留存数据的理性派（@maboroshi62, 7分） ③ 指出该方法只适用于目标用户活跃在 Reddit 的细分市场、担心行业适用性的从业者（@alzho12, 6分）
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- @No-Sun8578 (9): Why did you have to make a whole new account just to keep spamming this same ad
- @maboroshi62 (7): imo the real question is whether this scales past the first wave of signups. getting thousands of users from reddit is one thing, keeping them and converting to paid is where most of these launches quietly die. whats your retention actually looking like across those 8 products?
- @alzho12 (6): While an interesting strategy, this only works if your target customer is active on Reddit. That isn’t the case for several industries.
- @ApprehensiveRush8079 (3): I had this account for, I think, four or five months. Anyways this essentially sums up point eight in the post lol
- @ApprehensiveRush8079 (2): Nope it wasn't.
Reddit 用户分享自己在做的一款 OneThingDaily 应用，用每天只设定一个目标和可视化森林来追踪完成情况，并邀请大家介绍各自的 side project。
I’ll start, Im making an app which gets rid of long lists for cool things that you always wanted to do or new things you want to do which never get done (like new years resolutions) and an app where…
受众观点：① 很多开发者在评论里分享各自的 side project，比如 @stanivanov 在做 OuraBuddy 来整合 Oura 数据，说明大家都在探索细分痛点工具（@stanivanov, 3score） ② 原帖作者 @WolvzyLobo 多次提到不知道怎么获客、缺少用户反馈，暴露出 side project 早期推广和验证路径的焦虑（@WolvzyLobo, 2score） ③ 也有人在评论里介绍 heym 这种多 agent 编排平台，显示受众对 AI 工具和自动化方向的兴趣较高（@PuzzleheadedMind874, 1score）
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- @stanivanov (3): Working on Oura integration, which I'm not sure even if it's allowed 🤣, but I like to have all data in a way I want it and not to try to navigate in their app, which is not that bad... For now free absolutely free, iOS only on personal TestFlight for now, should have 9 more seat…
- @WolvzyLobo (2): yeah same for my app, I dont know how to get users and how to advertise is or even if users would like it because i dont have any feedback
- @WolvzyLobo (2): thanks, if you want to sign up to the waitlist to lnow when its out i have a waitlist on my website
- @PuzzleheadedMind874 (1): I'm building heym. A self-hosted, source-available, low-code platform with a visual drag-and-drop canvas. It lets you orchestrate multi-agent systems, RAG pipelines, and browser automations using natural language and modular nodes. We saw a gap for tools that natively support AI…
- @WolvzyLobo (1): noice ill check it out
一位用户用 Claude 在一段对话内做出 Fable 5 下线倒计时网页，并通过 Nippy 连接器一键发布，展示了用 AI 快速完成前端小工具的完整闭环。
I built a countdown to the moment Fable 5 leaves the subscriber allowance (July 7, 11:59 PM PT). [https://fable-countdown.nippy.site](https://fable-countdown.nippy.site) It’s a single HTML page style…
受众观点：① 付费订阅 Fable 5、关心功能下线时间和配额变化的 Claude 重度用户（@alwaysoffby0ne, 63likes） ② 关注 Anthropic 定价和产品策略、担心短期试用后被转向 API 收费的用户（@alwaysoffby0ne, 63likes） ③ 对“用一次对话就能做出只做一件事的小应用”感兴趣的独立开发者和 AI 玩具制作者（@recro69, 25likes）
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- @alwaysoffby0ne (63): I think it's a shitty move for Anthropic to hype Fable like they did, then give us only limited access to it before they jerk it away and put it behind API pricing. They seem to be doing a lot of shenanigans like this recently which is damaging customer goodwill. We'll have to w…
- @Yasai101 (45): just had my reset.. gonna be a long night
- @iemfi (27): They did say they want to put it back in the subscription plans "as soon as possible". Which reading between the lines is probably when 5.6 gets released. Seeing as 5.6 is imminent this week we might just have a hilariously short break without Fable on tap before it comes back.
- @recro69 (25): I think it is funny how AI is making these projects that only do one thing very easy to do. I feel like we are going to see a lot AI apps that people can build in one conversation over the next year. AI is really changing the way we do things.
- @Yasai101 (14): https://preview.redd.it/46qa7avr0sbh1.png?width=753&format=png&auto=webp&s=1b4ea9872c00bb323e96f146110d52adacf6c6e4 progress :P
楼主吐槽自己 B2C 应用在社媒每天有 4 万+ 浏览、做了上百个 SEO 页面，却几乎没有网站访问和下载，意识到单纯堆内容并没有带来真实意向流量。
I thought I learned something from my last failure. I've been trying SaaS since 2025 and I failed. What was my mistake? I focused too much on technical things. (I am a programmer). So this time I cha…
受众观点：① 顶层评论直指问题：40k 浏览只带来 1–4 次访问，说明内容和应用之间几乎没有关联，建议强化内容与产品的绑定（@Kritnc, 14分） ② 另一位详细建议停止只看浏览量，改为每条内容都围绕一个具体任务展示前后对比，并在内容和主页上给出清晰下一步，引导已有问题的用户离开平台（@wesdacar, 8分） ③ 也有人从更宏观的角度提醒，营销不是技术挑战，真正难的是找到强痛点、让用户自发传播，SEO 和社媒只是放大器而不是起点（@alexvanman, 5分；@Afraid-Flatworm-6762, 3分）
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- @Kritnc (14): how are you getting 40k views on social and 3 views on your app, something is really wrong with that ratio. i get around 1k views a day on social and around 45 installs per day. I would make sure your social has a strong tie in to your app it sounds like it doesn't
- @wesdacar (8): 40K views with 1 to 4 site visits usually means the content is attracting attention, but not purchase intent for the app. I would stop judging the channel by views for a bit and run a smaller test where every post is tied to one clear job the app solves. Show the before state, t…
- @ButterscotchDue4782 (6): frustration is real, it is getting harder to get traction
- @alexvanman (5): From my perspective, you're thinking about this wrong. You're thinking of marketing as a technical challenge. In most cases, you won't get a bunch of customers from organic marketing, It's very difficult to even get them with paid marketing. You need to solve real pain points an…
- @Afraid-Flatworm-6762 (3): 40k views with 1-4 site visits sounds less like a traffic problem and more like an intent problem. the content is probably doing its job for the platform, but not for your app. people watch, like, maybe share, then leave because they never felt a reason to click through or downl…
楼主感叹网站寿命短暂，讨论如何用纯静态 HTML/CSS/JS、多家免费托管和 Web Archive 备份来打造能存活一百年的网站。
Everything on the web is so ephemeral, websites die all the time. How would you create a website to survive 100+ years? Even after you die. I was thinking about a pure static website, vanilla JS + HT…
受众观点：① 顶层评论认为真正的问题在托管可靠性，需要为每一层备份都准备后备方案（@bobtheorangutan, 86分）② 有人强调 HTML 和 CSS 的向后兼容性极强，保持代码尽量简单是保证百年可读性的关键（@Square-Nebula-7530, 31分）③ 也有评论从备份策略出发，提出 3-2-1 规则和找专业档案机构长期保存数字内容的思路（@who_you_are, 12分）
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- @bobtheorangutan (86): The issue is the hosting tbh, you'd have to have a backup plan for your backup plan for your backup plan.
- @Square-Nebula-7530 (31): HTML and CSS are completely timeless because browsers will always need backward compatibility for basic text so keeping your code as simple as possible is the best way to ensure it lasts a century
- @TheThingCreator (25): brother, in 100 years, if we're lucky, all this shit will be creating dust in a museum and almost no one will care about it anymore, i do not expect this format of the internet to last another 20 years
- @qwertydiy (19): If you want to do this contact a professional archive to do it for you. They increasingly serve to store digital content as well.
- @who_you_are (12): 3-2-1 rules 3 copies, on 2 different media types, and one off site. Also, making sure your backup DO work. That part many never check and end up having a nice surprise
作者安利 Anthropic 的 Global Workspace（J-space）论文，并展示自己用 Claude Code 在一天内做出的 Subtext 工具，可以实时可视化 Qwen 模型在每个 token 上的内部“无声词语”工作空间。
if you haven’t read it: [https://www.anthropic.com/research/global-workspace](https://www.anthropic.com/research/global-workspace). claude has an emergent internal workspace of silent words it can re…
受众观点：① 对 Anthropic Global Workspace 论文感兴趣、希望用更直观方式理解模型内部工作空间的 AI 爱好者（@inglandation, 53likes） ② 通过官方视频和博客入门、想进一步动手玩开源实现的开发者（@disgruntledempanada, 39likes; 33likes） ③ 已经在尝试把 J-space 思路接到自己模型管线里做审计和对齐的技术用户（@zoupishness7, 9likes）
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- @inglandation (53): Definitely one of the most fascinating articles they’ve published. Anyone interested in AI should read the blog post, it’s very accessible.
- @disgruntledempanada (39): the video Anthropic put up on this is really good.
- @disgruntledempanada (33): https://youtu.be/rKV5JcALQoQ
- @spidermonk (13): I am sorting a spreadsheet of philosophers trying to justify their tech jobs. I have set a filter to print only the top 10 rows. The *next* ten rows, I have named The J-Rows. Despite no Anthropic staff being in the top ten rows, a handful of them DO appear in the J-Rows.
- @zoupishness7 (9): Cool thanks. I showed Claude that paper, and it suggested I build something called a Surrogate Auditor-Steerer into my harness. Even though they aren't that similar, it thinks there are certain things that may correlate well enough between models that useful info can be gained b…
作者在小公司做开发五年后辞职，全职投入 SocialKit 和 PostPeer 等产品，当前月收入约 4500 美元，计划用一年时间冲刺独立开发者之路。
Two weeks ago was my last week as a dev at a small startup, after almost 5 years there. I'm going all in on my products :) For context, I've been building side projects on nights and weekends for ~3…
受众观点：① 为作者敢于跳槽到全职 indie 路线送上祝福、把持续增长视为强信号的开发者（@BP041, 3分） ② 还在全职工作、刚刚启动产品、把文中收入水平视为重要里程碑的同路人（@roddyc11, 2分） ③ 已经在独立开发路上、认同“很难但很有趣”的心态共鸣者（@Jonathan_Geiger, 2分）
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- @BP041 (3): Congrats on taking the leap. The growth on leftover hours is the strongest signal — it means the market is pulling, not you pushing. I'd obsess over churn (sub-5%) and start raising prices on SocialKit; scraping APIs are sticky and you're likely undervaluing it.
- @roddyc11 (2): Good job mate and good luck. Doing the same over here but just launched while working full time and it's not easy. Reaching your revenue figures would be a huge milestone for me...well got to keep grinding
- @Jonathan_Geiger (2): good luck man, it's hard and might take time but it's still fun
- @Rare_Jury_832 (2): Nice, are you open to collab?
- @Jonathan_Geiger (2): hey, not currently :)
楼主自称 Arpit the Builder，沉迷 vibe coding 各种小工具和 SyncMRR 等产品，却苦于不懂营销，求助如何推广自己已经做好的 SaaS。
Hey i am Arpit the Builder, Vibecoder and trying to be marketer. and I feel like everyone who is building in public likes to build something and not do marketing and stuff, but the most important thi…
受众观点：① 多位评论者指出开发者沉迷造功能是情绪安全区，营销因为反馈慢且不确定而被回避（@biz_booster, 2分）② 有人分享自己也不知道“做营销”具体长什么样，遇到不适就继续写代码，提醒这是典型陷阱（@Suitable-Cause-1272, 2分）③ 顶层回复建议从 SyncMRR 的目标用户出发，去他们已经公开展示 MRR 和目标的场域里手动参与对话，把获客当作调试市场的过程（@Afraid-Flatworm-6762, 3分）
展开评论
- @Afraid-Flatworm-6762 (3): building feels better because the feedback loop is immediate. you fix a bug, ship a feature, see something work, and get that little dopamine hit. marketing is messier. you can post, comment, dm, test messaging, and still hear nothing for days. but marketing is not separate from…
- @Suitable-Cause-1272 (2): I was exactly the same. For me, it wasn’t just that I preferred building - I genuinely didn’t know what “doing marketing” even looked like. So whenever I got uncomfortable, I’d just build another feature because that’s where I felt competent. That's a trap! Curious, do you think…
- @biz_booster (2): We go back to building because building is emotionally SAFE & SECURE. Marketing is like a blank sheet, completely unknown & scary.
- @Arpit_Goriya (2): yeah! building is good!
- @Arpit_Goriya (2): https://preview.redd.it/2fnsy4qwqsbh1.png?width=220&format=png&auto=webp&s=257baf759ec71bec044f3ebe20ef8b7b0cacc45a Just kidding, thanks a lot 😄
作者介绍自己因 MinIO 商业策略变化而开发的开源 S3 兼容对象存储 Alarik，强调 Apache2 许可、无开源阉割、已在生产部分使用并支持复制等完整特性。
Like a lot of people here I got burned by the MinIO thing (console gutted, features moving behind the enterprise line), so about a year ago I started building my own S3-compatible object store. It's…
受众观点：① 有人直接追问 Alarik 相比 Garage、SeaweedFS 等现有对象存储方案的优劣，希望看到更清晰的对比（@daeho-ro, 30likes） ② 评论指出要想在“MinIO 替代品”搜索结果里脱颖而出，性能、稳定性和安全性等硬指标以及是否靠 AI 辅助写代码都会被重点审视（@White_sh, 30likes） ③ 有人提醒 MinIO FOSS 版本已经归档停更，安全补丁不再发布，进一步加重了大家寻找替代方案的紧迫感（@Verum14, 20likes）
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- @daeho-ro (30): What is the pros and cons between yours and Garage, SeaweedFS?
- @White_sh (30): To compete with the solutions that appear when users search for "MinIO alternatives," need to adopt their strengths. Key comparison factors will include performance, stability, whether AI vibe coding is used, and security. [https://github.com/s4core/s4core](https://github.com/s4…
- @Verum14 (20): the foss version is archived. unsupported. eol’ed. security patches will not be published.
- @cheese_executive (18): Not looking for an S3 alternative at the moment, but I would highly recommend trying out the other alternatives so you can offer a better honest comparison. I'm way more likely to try a project when the dev can clearly list where their project shines and when others might be a b…
- @uroni1 (10): I do not know if the atomic write in ObjectFileHandler fsyncs to disk. If not it would be invalid to compare performance to minio which does. Syncing to disk is often the bottleneck. By storing objects as files I do not see how it can be faster than other object stores which do…
作者因 Indeed 在妻子怀孕七个月时裁员而怒建求职平台 dreamworkhq，三人团队两个月拿下约 2500 名注册用户和付费订阅，主打高质量职位匹配与自动投递。
Quick recap since this is the 3rd post in 3 months. The last one got 350k views (!). Last December, Indeed laid off my wife. She was a product manager on the social impact team. She was also 7 months…
受众观点：① 对替代 LinkedIn、Indeed 等传统平台感兴趣、认可聚合+自动投递体验的求职者和创始人（@alzho12, 8分） ② 质疑评论区“过于正向”、好奇真实用户与营销叙事边界的旁观者（@IngenuityDistinct595, 3分） ③ 想了解具体变现方式、订阅和功能付费结构的潜在用户（@Both-Associate-7807, 2分；@Cojj25, 3分）
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- @alzho12 (8): Congrats. I’ve always wanted to take on LinkedIn, but never sure what the right approach would be. I like this aggregate and apply flow.
- @IngenuityDistinct595 (3): 3rd post in 3 months and the comments are aggressively wholesome lol. either you've got the most loyal users alive or a couple of these are wearing wigs. no real shade, the spite narrative is great marketing and it's working. just saying what half the thread is scrolling past
- @Cojj25 (3): We have 11 subscribers at the moment - pro grade rewrites and automatic apply require a subscription.
- @yarentusmiling (2): So I have this fantasy that if I were to ever have FU type of money, I'd buy LinkedIn and just delete it lol. Congrats OP! I'll give it a try.
- @Both-Associate-7807 (2): How are you monetizing?
作者详细分享如何越狱和 root 亚马逊 Echo Show 设备，在其上交叉编译并部署静态链接的 Vaultwarden 密码库服务，还通过 Cloudflared 暴露到公网使用。
DISCLAIMER: Follow this guide at your own risk. I am not responsible for any damages to your device, or you. Pre-requisites: a Jailbroken Echo show 5(1st/2nd gen) or Show 8 (**1st gen only**) Exact-G…
受众观点：① 有人为 OP 把原本偏监控的 Echo 设备改造成自托管服务节点叫好，认为这是很酷的隐私反向利用（@DeusExRobotics, 74likes） ② OP 解释自己没有多余电脑可用，所以只能在 Echo 上折腾来自托管密码库（@zoid-op, 25likes） ③ 评论区也出现调侃和质疑声音，围绕这种玩法是否“多此一举”展开轻度争论（@Oujii, 24likes）
展开评论
- @DeusExRobotics (74): Are you guys okay? This person came up with a way to take a anti-privacy device and reuse it for a self hosted service. I think that's pretty neat! OP cool project!
- @zoid-op (25): I don't have a spare computer to run them off of so this was my only option
- @Oujii (24): Bro is the comment police
- @Oujii (15): That’s probably why they haven’t commented in over an year
- @zoid-op (12): Ty
帖子提醒自建 KVM 或 Proxmox 时，Linux 内核 Januscape 漏洞会在开启嵌套虚拟化时允许来宾虚拟机崩溃宿主机，并建议尽快打补丁或先关闭嵌套虚拟化。
A Linux kernel vulnerability, CVE-2026-53359 ("Januscape"), affects KVM's shadow paging code when nested virtualization is enabled. The public proof of concept can crash the host from inside a guest…
受众观点：① 许多自托管用户担心 16 年才暴露的老漏洞说明虚拟化底层测试不足，尤其是 shadow paging 这种冷门路径的安全性（@TheWiseSystem, 12likes） ② 大家在讨论大部分自托管场景其实根本用不到嵌套虚拟化，只是为了偶尔做实验才会打开（@TheWiseSystem, 12likes） ③ 有人强调要结合其他提权漏洞才能真正从来宾拿到宿主权限，但公开 PoC 出现后被扫描的风险在上升（@Clou42, 12likes）
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- @chocopudding17 (18): Good lord is this comment section a sign of dead internet theory.
- @yrro (15): > exposed proxmox / ESXi dashboards people leave on the internet o_O
- @TheWiseSystem (12): the 16 years thing is honestly the scariest part to me. bugs hiding in mature code for that long suggests the shadow paging path just doesn't get enough real world testing. i get that nested virt is a niche within a niche, but a use after free that lets a guest crash the host is…
- @Clou42 (12): You would still need another vulnerability that gives code execution as root on a VM that has nesting enabled.
- @angry_bumblebee (10): \>pfsense in a vm inside proxmox for a lab how is that nested?
一位实施经理在问 webhook 和 PUSH API 有何区别，引出大量用 HTTP、WebSocket 等实际案例解释事件推送机制的讨论。
I'm an Implementation Manager and I'm looking for clarification regarding the difference between a webhook and a PUSH API. Is "webhook" just just another name for a PUSH API, or are they two differen…
受众观点：① 顶层回答把 webhook 定义为 push API 的一种，强调它是基于 HTTP POST 的事件通知，而 push API 还包括 WebSocket、SSE 等更广泛机制（@Pleroo, 82likes） ② 有人用灯塔和单一目标的比喻，强调 webhook 是点对点并有响应的通信方式，与广播式推送不同（@cminor-dp, 12likes） ③ 详细示例用 Shopify 店铺和仓库系统说明 webhook 如何让被动系统实时接收事件，顺带对比了传统轮询 API 和 WebSocket 场景（@Family_Man_21, 9likes）
展开评论
- @Pleroo (82): A webhook is a specific type of push API, not a different concept. With a webhook, the provider sends an HTTP POST to a URL you register whenever a particular event occurs, whereas “push API” is a broader term that also includes technologies like WebSockets, Server-Sent Events,…
- @cminor-dp (12): This is not a very good example. The lighthouse broadcasts, every ship gets the signal and it doesn't know if a ship received it. The webhook on the other hand is single target, it's sent to a single ship and it does receive an answer. Whether you do something with the answer or…
- @Family_Man_21 (9): Maybe it would help to give you an example. Take Shopify, which is a website that can host shopping carts. If you use Shopify, there are certain events that happen in your store - things like a customer signing up, adding items to a cart, completing checkout, and even behind-the…
- @CorpT (9): There's not enough information here, but you're likely confusing several different things. You should explain what you're trying to do and why you're asking.
- @LurkingandPosting (6): That's super helpful! Thank you!
发帖人分享一个 SaaS 项目一年靠 SEO 做到月 1.7 万自然点击、约 2900 美元月销售的经历，并详细列出用 OpenClaw、Claude 等 AI 工具批量生产内容和做外链的组合打法。
If I could share just one observation from the last 10 years of building different apps, it would be this: **The most important thing you can get is traffic.** With traffic, you can sell your product…
受众观点：① 有人关注落地细节，比如首页动画和录屏加载慢，建议压缩和懒加载以免影响访问体验（@movalancheTechnology, 3分） ② 楼主在评论里详细拆解外链策略：从各类目录站、GitHub、开发者博客平台起步，再用 DataForSeo 和 Claude 做 backlink gap 分析，批量邮件换链并和相关工具创始人互换链接（@WriterBackground9467, 2分） ③ 其他评论则围绕如何获取更多流量、外链来源和是否还有其他渠道可放大这套 SEO 策略展开追问（@Giggz_on_call, 1分；@united_fan, 1分）
展开评论
- @movalancheTechnology (3): I like those animations and screenrecordings ! Took a little to load the page on mobile tho. Maybe you could compress them a little bit and lazyload the ones not in the viewport.
- @WriterBackground9467 (2): Hi, honestly saying it's very hard for me. I started with the directories submission like (ProductHunt, alternatives to, saashub, and so on. Than github account, public github repos, different blog platforms like devpost and medium and so on. Than I did backlink gap table with C…
- @WriterBackground9467 (1): Hi, thanks for the feedback! I will take a look what I can do with it.
- @united_fan (1): How do you get backlinks?
- @Giggz_on_call (1): Well done 👏🏼. Do u ran any organic social media ads outside SEO? Also what have been the best sources for your backlinks?
一位非程序员独立创始人在构建 AI SaaS 时纠结该用 Hercules 这类 builder 还是直接用 VS Code 写代码，担心平台限制又被技术栈学习曲线吓到。
I’ve been going back and forth on this for weeks and I genuinely can’t decide. I’m building an AI SaaS by myself. Long term I want it to have AI customer support, WhatsApp, voice, CRM, image/video ge…
受众观点：① 有人建议优先用 builder 快速出货，先验证需求再考虑完美技术栈（@sweatyboasting197, 2分）② 也有开发者强调如果要做多租户、处理图片视频等复杂场景，最好还是自己在 VS Code 里搭，哪怕用 AI 助手，长期灵活性更高（@Accomplished_Bus1320, 2分）③ 另一条高赞回复指出真正的坑是 builder 出问题时像黑盒难以调试，而用代码至少可以在 AI 助手帮助下定位错误，并强调先学会看报错和理解 API 即可（@PsychologicalWin9755, 2分）
展开评论
- @sweatyboasting197 (2): Ship fast with the builder.
- @Accomplished_Bus1320 (2): Firstly, build it yourself on vs code 100%. Secondly since you are stepping into the AI world, your biggest issue would be the multi tenancy. Most people underestimates this one especially when they are dealing with user data that needs isolation. And finally since you are deali…
- @ZTech_Solution (2): I’d optimize for learning as quickly as possible, not for having the “perfect” stack. If a builder gets you to real users and feedback sooner, that’s valuable. If you start hitting platform limits because customers are actually using the product, that’s a much better problem tha…
- @Creative_Release_317 (2): I always say that but i dunno why i overthink about it
- @PsychologicalWin9755 (2): The thing that actually bit me wasn't platform limitations, it was platform debugging. When a builder works, it feels like magic. When it breaks in a way the abstraction didn't anticipate, you're poking at a black box with no idea what's underneath. That's the real tax, not the…
一位被裁的全栈工程师困惑在 AI 盛行时代该如何准备面试，询问近两年全栈面试是否还考算法、系统设计以及如何在 AI 辅助下体现自身价值。
So I was recently laid off lol and I'm feeling a bit lost in regards to how I should be prepping for interviews now that we're in this age of AI. I have 5 YOE at 2 companies and my prior experience i…
受众观点：① 有人吐槽自己几乎只收到拒信甚至被直接 ghost，反映整体市场环境紧张（@SaltineAmerican_1970, 20likes; @xXBassASSXx, 8likes） ② 有候选人分享经历：多轮性格和工作方式面试加完整的带回家项目，最后因为 nginx 经验年限不如竞争者而落选，感叹求职艰难（@manythanksfriend, 17likes） ③ 也有人表示很多公司仍在用 LeetCode、代码审查或小项目来考察基础能力，并强调只会让 AI 写代码无法证明候选人真正理解（@chmod777, 6likes; @Used_Lobster4172, 6likes）
展开评论
- @SaltineAmerican_1970 (20): Interview? No clue. I just get the occasional rejection letter.
- @manythanksfriend (17): I made it into the final interview stage for a senior role recently but lost out due to having a few years less experience with nginx than my competing candidate. I did 3 personality, chat about work style interviews and a full on take home project to demonstrate competence. I’m…
- @xXBassASSXx (8): You guys are getting rejection letters? I just get ghosted.
- @chmod777 (6): Still shitty leetcode. Occasionally 'review this repo/pr'. Couple 'heres a dev key to our api, make something'.
- @Used_Lobster4172 (6): What part? Why is it weird. We still want developers who know what they are doing. Telling AI to build something for you doesn't give me any information about how much you actually understand the underlying code.
作者介绍自托管 Markdown 知识库 Alexandrie，从个人笔记演进到支持多用户、权限、OIDC/SSO、离线同步和团队空间的完整系统，强调纯 Markdown、键盘优先和易于 Docker 部署。
👋 Hey r/selfhosted, About 8 months ago, I shared Alexandrie here. Since then, I've spent a lot of time improving it, and it's grown from a personal note-taking app into a much more complete knowledge…
受众观点：① 有人关心它是否完全支持 Markdown，以及能否直接挂载其他工具生成的 Markdown 文件夹来使用（@Bildschirmreiniger, 5likes） ② 作者在评论中强调 Alexandrie 扩展了 Markdown 语法以提升键盘工作流效率，并从一开始就按自托管和开源的思路设计（@Rich-Butterscotch434, 5likes） ③ 也有用户关注导入导出和 Git 备份边界，希望数据目录能以普通 .md 文件形式 round-trip 而不被工具重写 frontmatter（@jake_that_dude, 2likes）
展开评论
- @Bildschirmreiniger (5): It’s Full markdown? Is it possible to integrate a folder containing markdowns of another tool?
- @Rich-Butterscotch434 (5): Thanks! I'd say the biggest difference is the workflow. Alexandrie is 100% Markdown, but I've spent a lot of time extending the syntax so you can write rich, well-structured documents without ever leaving the keyboard. Once you get used to it, it's surprisingly fast. The other i…
- @Uninterested_Viewer (3): Looks great! There are a lot of alternatives in this space: what specifically makes this product stand out vs your biggest competitors?
- @askwhynot_notwhy (2): I dig this! I have something similar for AsciiDoc (*personal preference bc way less flavors/variations/dialect of AsciiDoc (vs Markdown)*).
- @jake_that_dude (2): the thing i'd stress-test first is the import/export boundary. if `./data/docs` can be bind-mounted as plain `.md` files and round-tripped through git without Alexandrie rewriting frontmatter, that is a huge trust win for selfhosted folks. OIDC + offline sync are nice, but a bor…
作者分享自己做简历和 ATS 评分工具三个月拿到 2500+ 用户、3 个付费用户的小胜利，并向其他创始人请教何时算产品市场匹配以及下一步该优先做什么。
Today I got my 3rd paying customer ( around 3$ ). It probably doesn’t sound like much, but after months of building, marketing, and constantly wondering if anyone would actually pay for something I m…
受众观点：① 顶层评论认为 3 个付费是弱但真实的信号，建议先和这 3 人以及最接近付费的一批用户深聊，搞清楚他们当时的具体情境和阻碍（@TheChandrianX, 1分） ② 另一位鼓励楼主，把注意力放在理解这 3 个为什么愿意付费，而不是盲目追求更多用户，认为最大增长洞见就藏在这少数人身上（@Suitable-Cause-1272, 1分） ③ 评论区也在讨论从 3 到 30 的路径，建议先加倍投入已经带来前 3 个客户的渠道，而不是过早分散精力尝试太多新方法（@Suitable-Cause-1272, 1分）
展开评论
- @TheChandrianX (1): I’d treat this as weak but real signal, not PMF yet. 3 paid customers out of 2,500 users usually means the problem is real enough for someone to pay, but the packaging or moment of conversion is still fuzzy. Before chasing 100 customers, I’d spend a week learning from the 3 who…
- @crack-dev (1): Yeahhhh !!!! I was wondering about this tooo and will definately research further and get it solved
- @Suitable-Cause-1272 (1): Love seeing wins like this. Congrats man!!! The first few paying customers are the hardest. If I were in your shoes, I’d spend as much time understanding those 3 customers as trying to get the next 30. What made them pay while 2,497 others didn’t? That’s probably where your bigg…
- @crack-dev (1): Yup ! Thanks for the advice I’ll definitely try it our and currently I’m still figuring how should i make that 3 to 30 paying users
- @Suitable-Cause-1272 (1): To get from 3 to 30, I’d usually double down on whatever got me the first 3 before trying a bunch of new things. Out of curiosity, where did those 3 paying customers come from? Were they all from the same channel?
作者分享自己和伴侣一起做的开源代码智能层 Repowise，在三个月内拿到 3.2k GitHub star 和 5 万次 PyPI 下载，并开始收到企业主动洽谈的经历。
Let me give some background first. My wife and I always wanted to build a company together. We started building and marketing some side projects on weekends and nights, nothing too serious just shipp…
受众观点：① 顶层评论肯定了“只管发布让用户自己找到你”的策略，认为 3 个月 3.2k star 且全靠自然流量是强信号，并好奇企业是通过哪些入口开始接触项目的（@Delvorax, 4分） ② 多条回复追问商业模式，关心这种开源代码智能工具未来如何变现，是靠托管服务还是授权收费（@GadjetInspector, 4分；@seanliam2k, 2分） ③ 也有人点赞其授权模式，希望商业成功不会反向削弱当前社区版的开放性（@ergonet, 3分）
展开评论
- @Delvorax (4): The "shipped it and let people find it" approach is underrated. Most founders spend more time on launch strategy than the thing itself. 3.2k stars in 3 months without outbound is a proper signal. Curious how the enterprise conversations started. Did they come through GitHub issu…
- @GadjetInspector (4): But dude how do you wanna make money from it?
- @ergonet (3): I like your licensing model. Here’s me hoping the commercial success allows you to keep the free offering uncompromised as it looks like it is something the community has received well.
- @seanliam2k (2): Yeah, that's what I wonder I see many open source projects make their money through managed hosting of the product at a mark-up, but will people really be licensing this?
- @Smooth_Suggestion267 (2): i like your skill, and kepp going with your work
帖子讨论 Jellyfin 的 jellyfin-sso 插件仓库被归档后，自托管用户还能用哪些替代方案为 Jellyfin 实现单点登录或与现有身份提供商集成。
Just noticed that 9p4's [jellyfin-sso plugin repo was archived](https://github.com/9p4/jellyfin-plugin-sso), is there a successor people have found? I know the main Jellyfin team seems uninterested i…
受众观点：① 有人吐槽 Jellyfin 和 Home Assistant 这类大项目至今没有内建 SSO 能力，让统一登录变得很麻烦（@MrNathanman, 55likes） ② 有用户建议通过 LDAP-Auth 插件配合现有身份提供商来实现统一认证（@Itz_Raj69_, 18likes） ③ 也有人给出仍在维护的 SSO 插件分支链接，并提到可以与支持 LDAP 的 Pocket ID 等方案联动（@-eschguy-, 11likes; @FuzzyMistborn, 8likes）
展开评论
- @MrNathanman (55): Insane that big projects like this and home assistant still don't have built in sso.
- @Itz_Raj69_ (18): Use the LDAP-Auth plugin with your identity provider.
- @-eschguy- (11): I found [this one](https://github.com/K0lin/jellyfin-plugin-sso), and seems to be actively developed still.
- @FuzzyMistborn (8): It can sync with one: [https://pocket-id.org/docs/configuration/ldap](https://pocket-id.org/docs/configuration/ldap)
- @Dreevy1152 (4): There are 1-2 maintained forks that work fine
楼主描述自己独居且经常出差，希望在外地安全访问家里的备份盘和 Immich 照片库，在 WireGuard、Cloudflare Tunnel 和自有 VPS 间犹豫如何远程接入。
Hi all! I live alone and am running a networked drive for backing up my laptop regularly, also running immich. I travel a lot for work, and would love to continue to back up (moreso when I travel to…
受众观点：① 多数回复建议如果只有自己使用服务，直接用路由器内置的 WireGuard VPN 即可，简单安全（@daeho-ro, 16likes） ② 有人分享 Fritz!Box 上配置 WireGuard 的经验，认为比配置 Cloudflare Tunnel 和 OAuth 要省心很多（@fuzwold, 4likes） ③ 也有评论强调 WireGuard 的密钥机制，只要客户端没有密钥就无法连入，缓解楼主担心“开后门”的顾虑（@1WeekNotice, 2likes）
展开评论
- @daeho-ro (16): If you are the only one for your services, use WireGuard.
- @fuzwold (4): Having set up both I would recommend the wireguard vpn to your router. This assumes the networked drive is on that network at home. The Fritzbox wireguard setup is fairly simple and difficult to get wrong. Cloudflare tunnels would be great if you wanted to share your Immich inst…
- @1WeekNotice (2): >Basically I'm scared of doing something wrong and leaving an open door to my home network. Use your fritz router feature and use wireguard. I assume this should be painless since the fritz router will take care of it for you. Unsure of the process but I assume the next step…
- @SolarPis (2): Cloudflare Tunnel is a different usecase. It's for publicly exposing your services. VPN will always be better since it's secure and protected.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
作者公开了一本风格接近教材的博士论文，系统介绍如何用可微分射线追踪做无线电传播建模，把 JAX 等 autodiff 框架接入 GPU 加速的射线追踪管线以求解信道建模和定位等逆问题。
Hi everyone, I recently finished my Ph.D. thesis on **Differentiable Ray Tracing for Radio Propagation Modeling**. Instead of just compiling my published papers, I tried to write it as an accessible,…
受众观点：① 对非 LLM 方向、尤其是无线电和物理仿真里用 ML 的交叉研究感到耳目一新的读者（@Mr-Frog, 9分） ② 厌倦 subreddit 里围绕 LLM 的社会争论，更想看技术细节和新方法的技术向用户（@currentscurrents, 2分） ③ 对论文应用范围、是否能做端到端星座整形等更深入通信问题有兴趣的研究者（@breekavtinis, 2分；@jeertmans, 2分）
展开评论
- @Mr-Frog (9): that's freaking awesome and honestly a breath of fresh air from the LLM hype I read every day, saying this as an amateur radio operator.
- @jeertmans (3): Thanks! :D
- @currentscurrents (2): The trouble with LLM discussion on reddit is that it's mostly about politics stuff like the impact on jobs or society. It's never about the interesting technical aspects of how LLMs work or how to train/use them. It's just the same tired talking points over and over again. I don…
- @breekavtinis (2): looks really interesting, will give this a read when i have the chance. best of luck!
- @jeertmans (2): Thanks! The range of applications is very wide: during my thesis, I mainly worked on what we call the "physical" layer (i.e., how does the environment impact your signal), but you could of course use DiffeRT the link level simulation. > could one use your diffRT channel for e…
围绕“2026 年还要不要学 PHP”的讨论，评论区不少开发者分享了用 PHP 快速搭建后端和服务器端渲染的实际体验。
r/webdev Learn PHP in 2026 (Yes, Really)
受众观点：① 认为 PHP 依然适合作为入门后端语言，部署简单、内置功能多，适合学习服务器基础和请求处理（@yksvaan, 43likes） ② 有人拿 PHP 和 Cold Fusion 做历史类比，觉得 PHP 顶住了时间考验，仍有大量遗留和新项目在用（@FiveFoot20, 14likes） ③ 部分开发者强调 PHP 在快速搭建小型后端和服务端渲染场景下依然高效，复杂度比很多现代栈低（@create-third-places, 4likes）
展开评论
- @yksvaan (43): I think php is a very good option especially for new people. It has a very straightforward execution model, you learn basics how to setup a server, use nginx, Apache etc., understand how web pages actually and how assets are loaded. And it comes with pretty much everything neede…
- @FiveFoot20 (14): Lmfao 🤣 PHP survived while cold fusion didn’t I’m sure there are some legacy apps running cold fusion,
- @budd222 (10): Sounds like both of you have absolutely zero clue what you're talking about
- @create-third-places (4): I tried using PHP earlier this year. In my opinion, it is a great choice for quickly creating backends, and it does a great job of server side rendering with minimal complexity.
- @DeathByClownShoes (4): I tried to learn PHP, but between learning Cold Fusion and cgi-bin I just couldn't find the time.
一位离开前端十五年的开发者借助 Claude Code 自学 Node、AWS 等新栈，花半年做出生成 2D 动画表情视频的 Web 应用，感叹 Web 开发天翻地覆的变化。
I used to do some web dev work, but 15 years ago I went to grad school for computer graphics and haven't done web work since. Recently though I quit my 9-5 and decided to I wanted to get back into it…
受众观点：① 有人安慰说绝大多数网站并不需要追最新技术栈，暗示基础技能仍然适用（@Abenzo0r-, 26likes） ② 评论感叹从 jQuery 到 React 的心智负担巨大，尤其是第一次接触 webpack 等构建工具时的困惑（@Designer_Savings9375, 10likes） ③ 也有人调侃 WordPress 生命力顽强，暗示很多业务场景其实不需要复杂前端框架（@Abenzo0r-, 9likes）
展开评论
- @Abenzo0r- (26): Good news! You don't have to learn anything new for 98% of the websites on the web right now.
- @piotrlewandowski (25): After 15 years it's not learning AGAIN, it's just learning.
- @Designer_Savings9375 (10): the jump from jquery to react is like going from a bicycle to a spaceship, i feel this deep in my bones. that running cartoon character is exactly how my brain looked trying to understand webpack configs for the first time
- @Abenzo0r- (9): Wordpress will die when humanity does. You don't need to learn anything.
- @DoodleMate (4): Yeah, that's much close to the truth.
一位做股票推荐类产品的印度 SaaS 开发者分享上线一周拿到约 250 注册和 50 日活后，询问该何时开始收费以及用什么平台定价收款。
Any Indian SAAS developer, how soon you started charging & which platform you used for it ? If I have a product around stock recommendations how should I plan around it . Launched the app last Fr…
受众观点：① 有人建议先和最活跃的 50 个日活用户深聊使用场景和愿付价格，再决定是否立刻加付费墙（@Hopeful_Start_5255, 1分）② 另一位强调首要任务是验证是否有人愿意付钱，而不是一开始就追求“正确价格”，建议先推一个简单套餐并关注拒付理由（@Sad_Ear_8785, 1分）③ 也有评论从成本和竞争出发，提醒要考虑支付手续费和税费，把目标毛利率算进去再定价（@Sirk0w, 1分）
展开评论
- @vin-maverick (1): Depending on what your target audience is
- @Hopeful_Start_5255 (1): I'd avoid charging immediately just because you have signups. Your numbers are actually in a good range to validate first. 250 signups with \~50 daily returning users (\~20% returning) suggests people are finding value. I'd spend the next 2-3 weeks talking to your most active us…
- @Sad_Ear_8785 (1): I'd focus less on finding the "right" price and more on finding out whether people are willing to pay at all. 250 signups is nice, but the stat that caught my eye was 50 daily returning users. Those are the people I'd talk to first. I'd probably: * Reach out to your most active…
- @rkwap (1): Checkout your closest competitor and figure out some pricing based on that.
- @Sirk0w (1): It's many things at the same time, but the main considerations are that both your cost and the competition matter. So find the standard market price first (e.g. $10/mo). Adjust your feature limits and infrastructure costs to fit \*that\* price while keeping smth like a 70%+ marg…
General Intuition、Kyutai 和 Epic Games 发布 MIRA 世界模型，用 1 万小时合成 Rocket League 数据训练 50 亿参数模型，在单卡 B200 上以 20fps 驱动四人对战并开放在线试玩和技术报告。
We're happy to release MIRA, a collaboration between General Intuition, Kyutai, and Epic Games. Mira was trained on 10k hours of synthetic Rocket League data. The model has 5B parameters and runs for…
受众观点：① 对浏览器里可玩的世界模型 demo 和 B200 上 4 人 20fps 性能细节感兴趣的研究者与工程师（@LeekEquivalent3157, 8分；@MasterScrat, 6分） ② 关心 1 万小时纯合成数据能否覆盖 Rocket League 物理边角情况、泛化到怪异场景的玩家和研究者（@LeekEquivalent3157, 8分） ③ 想了解训练时长选择和数据规模取舍原因的读者（@Cordoro, 6分）
展开评论
- @MasterScrat (14): The team is here if you have questions !
- @LeekEquivalent3157 (8): wait the demo actually works in browser? hitting 20fps on one b200 for all 4 players is pretty tight the 10k hours of synthetic data part is interesting, always wondered how far you can push world models on purely generated training data. curious how it handles the weird edge ca…
- @Cordoro (6): Very cool result! I only skimmed the paper so I may have missed it but I’m curious why 10k hours was used instead of some other number.
- @MasterScrat (6): The demo is running on one B200 per 4-players game, and streams interactively to the browser
- @z31d4 (5): What a great result. Congratulations teams!
作者为解决多域名项目邮件管理痛点，自建并开源了 Mailbox：基于 Cloudflare 路由和任意 SMTP 的自托管邮箱系统，支持线程视图、多用户和 Docker 部署。
I run a few side projects on different domains and managing email for all of them was always a pain. There are free options out there. Cloudflare Email Routing, for example, lets you forward incoming…
受众观点：① 关心 Cloudflare 发信限制和自建邮件服务器 IP 信誉问题、担心邮件进垃圾箱的技术用户（@sagarvd, 2分） ② 被统一收件箱和线程视图吸引、手上有多个域名又不想为每个都付 Workspace 费用的独立开发者（@Competitive-Low-9279, 1分） ③ 想了解 Cloudflare 一键配置细节、在意部署和 DNS 设置是否足够简单的潜在自托管用户（@Prashant_4200, 1分）
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- @sagarvd (2): Cloudflare do allow you to send but it requires a paid plan. And the issue with custom mailbox servers are, if your ip hasn't earned enough reputation, your outbound mails are going straight to spam folder.
- @sagarvd (2): It is not related to alias or domain. If the IP address doesn't have a valid reputation, mail providers like Gmail will treat it very carefully.
- @Competitive-Low-9279 (1): This looks really clean. The threaded view alone would save me from the mess of forwarding everything to Gmail and losing track of conversations. I have 4 different domains and been putting off setting up proper email for each one because Workspace costs add up fast. Might give…
- @Prashant_4200 (1): it single click setup you just need Cloudflare API token and paste in setting cloudflare configuration it will handle all work for more detail you can read here: [https://github.com/Prashant4900/mail-box/wiki/Cloudflare-Setup](https://github.com/Prashant4900/mail-box/wiki/Cloudf…
- @Substantial-Insect97 (1): Thank you!!!!!
楼主在构建一款把客服、使用、账单和取消信号打通的工具，认为流失真正原因早在取消前的使用下滑和互动变冷阶段就已显现。
A lot of SaaS teams treat churn like it starts when the customer cancels. But from what I’m seeing, the decision usually happens earlier. The customer asks one support question. They don’t fully acti…
受众观点：① 顶层评论认为“太贵”只是用户跳过问卷的借口，真正的流失信号是周活低于基线却没人主动联系（@Plan_Steadily, 4分）② 有人补充说只要看到使用低于基线、激活不完整又没有外联，其实已经足够判断问题存在，无需复杂预测模型（@Jealous-Beyond505, 3分）③ 另一些评论提醒要区分产品价值流失和支付失败导致的 churn，两者需要完全不同的恢复策略（@paulretryfix, 2分）
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- @Plan_Steadily (4): The "too expensive" exit reason is just a lie to skip the survey. If you're waiting for a cancellation surveys to tell you why users leave, you're too late. Churn isn't hidden, it's ignored. If weekly usage drops below baseline, the clock is ticking. Founders will over-engineer…
- @Jealous-Beyond505 (3): Agree. A lot of founders jump straight to complex prediction when the simple signals are already there. Usage below baseline + missed activation + no direct outreach is usually enough to know something is wrong.
- @paulretryfix (2): The reason for Churn is varied, some is product related, some is the need of the customer for a short term fix but there is always a percentage of simply failed payments. Credit card limit reached, card expired etc.
- @Jealous-Beyond505 (2): True, failed payments are definitely part of churn too. I think the key is separating payment failure churn from product/value churn. One needs billing recovery, the other needs understanding what broke in the customer journey.
- @paulretryfix (2): Without want to get myself banned for plugging I developed RetryFix to handle these failed payments automatically on a no win no fee basis. Check out our new no subscription demo mode that will give you an estimate based on the last 30 days. Just google RetryFix (again I don’t w…
TorchJD 团队介绍这个已被纳入 PyTorch 生态的库，支持多损失训练的标量化和 Jacobian descent 方法，并通过 autogram 引擎在不显式存全 Jacobian 的前提下降低内存占用。
Hi everyone! I wanted to share some recent progress on [TorchJD](https://github.com/SimplexLab/TorchJD) that might be useful to the machine learning community. When training models with multiple loss…
受众观点：① 关心 Jacobian descent 内存开销、想知道参数量和损失数目如何影响显存占用的工程师（@busybody124, 4分；@Skeylos2, 5分） ② 已在生产项目中使用 TorchJD、对库的成熟度和未来发展感兴趣的用户（@StoneColdRiffRaff, 4分） ③ 对从标量化到 Jacobian descent 概念跃迁感兴趣但觉得实现复杂、希望有更易用 API 的学习者（@PresentationSpare901, 4分） ④ 质疑论文实验设置、希望看到在相同显存和时间预算下更公平对比的研究者（@appdnails, 3分）
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- @Skeylos2 (5): Hi! Very good question! With vanilla jacobian descent, yes. If the model has n parameters, a gradient also has n values. So you'll need O(n m) memory to store the Jacobian, where m is the number of losses. Adam will have the same memory overhead with Jacobian descent as with any…
- @StoneColdRiffRaff (4): This is great stuff! We’ve used torchJD for a few projects at my work.
- @PresentationSpare901 (4): This is exactly the kind of thing that makes me wish I'd stuck with my ML courses beyond the intro level. The jump from scalarization to Jacobian descent sounds like a whole different universe of complexity but if you've wrapped it up in a clean API that's pretty huge. Starred t…
- @busybody124 (4): Very cool. Should I generally assume that JD methods will linearly increase the in-memory size of gradients? Do optimizers like ADAM which track statistics over time also take a heavier footprint?
- @appdnails (3): The advantage is not clear to me. Granted, I just skimmed through the paper, but the method seems to provide slightly faster convergence than traditional loss averaging. But since it also uses more memory, it requires smaller batch sizes, which likely leads to a slower convergen…
作者在 ICML 立场论文中提出为评审生态设计积分系统，用积分奖励高质量评审并兑换投稿特权，以此改善当前机器学习会议中缺乏责任和激励的审稿体验。
“Maybe the real AGI was the friends we made along the way” is a sentiment that always hits me, and conferences are the places where I reunite with old friends and meet new ones. However, when it come…
受众观点：① 想在 ICML 现场与作者交流、关心这套机制后续推进路径的参会者（@choHZ, 9分） ② 担心积分系统被人为了兑换福利而刷低质评审、质疑如何防止被游戏化的研究者（@Future_Soft9935, 6分） ③ 对更广泛“AI 介入评审”的讨论感兴趣，关注多篇关于 LLM 参与审稿的立场论文的社区成员（@choHZ, 5分） ④ 把评审激励具体化到周边奖励、希望有更直接反馈的参与者（@sayhisam1, 4分）
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- @choHZ (9): Find me on July 8, 14:30 - 16:05, by Hall A poster #4405. Also happy to just chat here. \- ResearchGate (thank you arxiv for putting it on hold for more than a month): [https://www.researchgate.net/publication/408478939](https://www.researchgate.net/publication/408478939) \- Ope…
- @Future_Soft9935 (6): Credit systems sound nice in theory but wonder how it prevents gaming from people who just want the perks
- @choHZ (5): Some of the review-related position works at this ICML I will be checking out, and maybe you should too: Position: Peer Review in ML/AI Conferences Should Separate Publication from Presentation and Offer Non-Anonymous Review Tracks Position: Peer Review Should Be Calibrated via…
- @sayhisam1 (4): I think they should make swag for good reviewers. I'd definitely review more if I got a nice tshirt or something lmao
- @choHZ (3): That’s a question I have thought about a lot. In the paper, I discussed a four-part defense framework involving capping, dynamic pricing, duty delegation, and voting-based rewards and penalties. This system should prevent the threat model of “let me review hundreds of papers in…
发帖者想系统阅读 HTTP、缓存、Cookie、TLS、WebSocket 等协议的 RFC，评论区给出了一整套适合 Web 开发者的核心 RFC 清单。
as the question says, are there any must read RFCs for WebDev concepts? I've recently started reading RFCs instead of relying only on documentation and blog posts, and I've found them surprisingly ap…
受众观点：① 有人推荐 RFC 6265 深入理解 Cookie 机制，指出标准本身就能看出多年来浏览器兼容性和历史包袱（@Physical-Heat9296, 10likes） ② 高赞评论整理了一张表格，系统列出 HTTP 语义、缓存、HTTP/2/3、Cookie、WebSocket、TLS、URI、OAuth、压缩等相关 RFC 及用途（@cshaiku, 8likes） ③ 还有补充指出新的 RFC 9111 已经完全取代旧的 7234，提醒大家注意标准更新（@cshaiku, 3likes）
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- @Physical-Heat9296 (10): rfc 6265 for cookies is a proper deep dive, makes you realise how much jank we've all just accepted over the years for caching rfc 7234 is the one, it'll save you from yourself when you're debugging stale assets at 2am also dont sleep on rfc 3986 for URIs, sounds boring but once…
- @cshaiku (8): | RFC | Name | Use | |---:|---|---| | 9110 | HTTP Semantics | Methods, status codes, headers, negotiation | | 9111 | HTTP Caching | Cache-Control, freshness, revalidation | | 9112 | HTTP/1.1 | Message Syntax and Routing | Message syntax and connection behavior | | 9113 | HTTP/2…
- @cshaiku (3): RFC 9111 has completely replaced 7234.
- @mad_murdercat (2): I'd add CSP, MIME, BCP 47 (language), SMTP and POP/IMAP.
- @SIDESTEAL (2): RFC 2324
自托管用户讨论 Minimus 免费开放后，如何在 Minimus、Chainguard、rapidfort、Docker DHI 与已转付费的 Bitnami 之间选择安全容器镜像，重点比较重建速度、版本固定和目录深度等实际使用差异。
Minimus opened their whole gallery for free this week, so that's a few of these to weigh up now, Chainguard, rapidfort, Docker's DHI and Minimus, with Bitnami having gone the paid route. A couple of…
受众观点：① 多数评论提醒不要迷信 near-zero CVE 徽章，强调必须用自己熟悉的扫描器二次扫描镜像，扫描结果经常不一致（@VirtualInspection829, 5分；@Chris-Hart_232, 2分） ② 有人关心实际操作层面的评估方法，比如按 digest 固定同一应用、观察不同供应商在上游 CVE 出现后的重建延迟、tag 漂移和是否提供可归档的 SBOM/溯源信息（@jake_that_dude, 2分） ③ 也有用户在问具体该用哪些安全扫描工具，说明很多人还停留在工具选择和入门阶段（@Nextros_, 2分）
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- @VirtualInspection829 (5): Before you trust any near-zero badge, scan the image yourself, i've seen these show clean while my own scanner flagged a critical.
- @Chris-Hart_232 (2): Near-zero badge figure is a point-in-time on their scanner and scanners disagree constantly. Whatever I pull gets re-scanned on mine before it counts.
- @Nextros_ (2): Which scanners do you use?
- @jake_that_dude (2): i'd rank them less by today's CVE count and more by rebuild behavior. pull the same app from each, pin by digest, then wait for a boring upstream CVE and check rebuild lag, tag drift, digest stability, and whether you get an SBOM/provenance blob you can archive with the deploy.\…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
作者发布自托管项目 RelayTV，用本地 Linux 盒子作为播放引擎和队列管理器，通过网页、API 或 Home Assistant 把任意链接投放到电视播放，并支持 Jellyfin、Android 伴侣应用等。
I had a gap in my entertainment experience. The "cast to the TV" options didn't work well together or at all for all the sites I watch streams on. I wanted to point a cheap Linux box at my TV and jus…
受众观点：① 有人用“我厌倦了 X，所以我做了 Y”来概括这个项目，认为这是典型的自托管动机（@asdflung, 4likes） ② 有用户表示这种看似小众的工具一旦用上就会觉得所有智能电视都该这么简单直观（@StardustSierra-, 3likes） ③ 开发者在评论里补充了安装脚本、Docker 一键部署方式以及与 Home Assistant、CEC 控制和本地摄像头 RTSP 流的集成细节（@McGeezy, 2likes）
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- @asdflung (4): I got tired of X. So I built Y.
- @StardustSierra- (3): This is the kind of self hosted tool that feels small until you use it once and suddenly wonder why every smart TV feature isn’t this simple
- @Encrypted_Curse (3): bot comment
- @McGeezy (2): install: `mkdir -p ~/relaytv` `cd ~/relaytv` `curl -fsSL` [`https://raw.githubusercontent.com/mcgeezy/relaytv/main/install.sh`](https://raw.githubusercontent.com/mcgeezy/relaytv/main/install.sh) `| bash` If you don't have Docker yet, on most Linux boxes you can install it with a…
- @McGeezy (2): Yeah, its already found permanent place in my house. I use ai with home assistant for my voice assistant, so I can tell it cast, play controls, etc. Also has CEC controls which raspi has built-in so will turn tv on on cast etc. You could also buy a dongle for cec features. I don…
楼主观察到不少人用 Supabase、Railway 等 BaaS 做 MVP，但产品有真实用户后却迁回普通托管 Postgres 或自托管，主要因为只用到数据库本身、对锁定和按量计费定价不满，于是发帖收集大家在 MVP 之后的数据库基础设施选择。
Over the last few months I've noticed a pattern. People love Supabase, Railway, etc. when they're building an MVP. But once the app starts getting real users, the conversations seem to change. Someth…
受众观点：① 有人认为 Supabase 这类 BaaS 更适合初学者，一旦熟悉基础设施就会因为锁定和多余抽象转向更简单的托管或自建方案，同时也会顺带抛弃 Vercel/Next.js、Clerk 等重度平台（@Complete-Captain3322, 2分） ② 有评论从企业级需求出发，强调租户隔离、备份策略、PITR 成本和多数据库引擎需求时，往往需要自建或更通用的基础设施平台来满足（@Accomplished_Bus1320, 1分） ③ 也有人分享自己因为需要 WAL CDC、逻辑复制、outbox 模式等高级特性，被 Supabase 的连接池模式和平台限制逼退回 RDS，并指出 Supabase 优化的是特定工作流，一旦偏离就会开始"和平台对着干"（@Common_Dream9420, 1分）
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- @Complete-Captain3322 (2): seems like overkill. I can achieve the same with railway + their postgres service. all integrated, available via 1 cli (added drizzle orm as an extra though). why do i need an extra database service with its own code and cli. At the same time I also moved away from vercel/next.j…
- @Accomplished_Bus1320 (1): tenant isolation backups PITR costs Scalability for CRUD apps supabase is good but not for the above. I have built my own infra platform for these where i needed other db engines as well like Mongo, Redis too.
- @Difficult-Equal2509 (1): You can now easily and reliably self-host postgres in something like docker swarm, and there is great open-source software like Dokploy and Coolify to run it in several clicks among the hosted options if you choose to run the main app in a first-party cloud like aws I would choo…
- @Common_Dream9420 (1): same pattern, moved off Supabase once i needed WAL-based CDC and logical replication for an outbox pattern. Supabase's connection pooler (pgBouncer in transaction mode) breaks prepared statements and advisory locks, which you don't hit until you're doing something non-trivial. t…
- @Perfect-Scale902 (1): For me, the main consideration would be availability and scalability, especially if I wanted to offer SLAs for my customers without upgrading beyond the supabase pro plan. Overall thought, I think supabase is pretty reliable and quick to set up for validating an idea and can eve…
一位 indie hacker 反思自己多次产品因获客和分发做不好而夭折，提出用 AI 帮忙发现 Reddit 和 X 上相关讨论、给出切入提示和跟进提醒，降低冷启动外联门槛的新工具想法，并请大家对这个"让不爱做营销的独立开发者更容易主动触达用户"的产品提意见。
In my recent [post](https://www.reddit.com/r/indiehackers/comments/1uis98i/learning_from_my_lessons_and_actually_start_to/) I shared that I was starting to work on a new problem. I received a lot of…
受众观点：① 有人直接点出痛点：launch 之后精力枯竭，即使有完美线索躺在收件箱里也懒得跟进，认为带有历史消息和上下文的跟进提醒设计非常实用（@Fit-Construction6476, 1分） ② 也有评论强调真正难的是"找对人和场景"而不是写文案，希望工具更多帮忙判断谁值得联系、他们现在在意什么、该不该发这条消息，而不是再造一个 AI 群发器（@MuyJasonn, 1分） ③ 部分用户担心 AI 外联工具容易滑向垃圾邮件，希望产品定位在"帮助理解社区和潜在用户"而非自动代写，从而在效率和质量控制之间找到平衡（@MuyJasonn, 1分；@Common_Dream9420, 1分）
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- @TravelingTice (1): App name is "reach out right" 👉 [reachoutright.com](http://reachoutright.com)
- @Fit-Construction6476 (1): Finding threads is one thing, but when you're burnt out from the launch itself, even a perfect lead sitting in your inbox feels like too much work. The follow-up reminders with the previous message context baked in is a smart touch, that's where most of my "maybe later" replies…
- @MuyJasonn (1): This is a real problem, especially for solo builders. I think the painful part is not just writing the cold message. It is figuring out *who is actually worth contacting* and why they would care right now. If your tool can reduce that research step, that is much more valuable th…
- @MuyJasonn (1): (But I will still try it out! Im curious how good it does)
- @Common_Dream9420 (1): the follow-up reminder that opens your previous message + context is the actual insight here, that's the part most tools completely miss. everyone's building first-message generators, nobody's solving the part where you get a reply three weeks later and have no idea what you sai…
这篇长文讲述一位顾问拒绝直接重做 UI，而是先埋点和看会话录屏，发现 74% 试用用户从未完成核心动作，通过行为分段 nudges 和人工跟进把试用转付费在一季内翻倍的故事。
Last year a SaaS founder came to me with a redesign budget…. the trial to paid thing was garbage, so obviously the product needed a new UI. Everyone around him agreed. Before touching anything I aske…
受众观点：① 有人提醒创始人亲自给卡在 onboarding 的用户发邮件这招只在早期少量注册时有效，真正可扩展的是基于行为的自动 nudges 系统（@cinderloam40, 4分） ② 评论里有创始人共鸣，发现很多用户登录后连一次免费额度都没用，印证“问题在试用体验而不是流量”（@davidalsh, 3分） ③ 也有人追问如何实现会话录屏，其他人推荐了 PostHog 这类带录屏和分析的一体化工具（@GrandTheftVideo, 2分；@EndanBreich, 1分）
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- @cinderloam40 (4): Good post but worth noting the "email people who stalled" thing has a shelf life. Works great when you have 10 signups a day, breaks completely at 200. The behavioral nudge system is the real unlock because it scales without you.
- @davidalsh (3): Facts, recently found out that people were logging in my platform and didn’t spent one free credit lol
- @nerdkick_k (3): The number matters, but the real skill was resisting the urge to react to it immediately. Most people would have seen 74 out of 100 stalling and jumped straight to redesigning onboarding without checking whether those 74 were even the right signups to begin with, versus everyone…
- @GrandTheftVideo (2): You mentioned: "watch 5 session recordings of first time users". Can you elaborate on that? Is there software that facilitates watching session recordings of people using your app for the firs time?
- @EndanBreich (1): Try https://posthog.com, it can record user sessions. It has a generous free plan
发帖者分享自己用家用服务器做存储和测试、再用小 VPS 承担高可用服务的混合架构，并询问他人是否也这样搭配使用。
My main setup still runs from home, but I recently started using a small VPS for a few services that I want available all the time. The home server handles things like storage, backups, and testing,…
受众观点：① 有人直接追问为什么不能让家用服务器 7x24 小时在线，质疑混合方案的必要性（@Honey-Entire, 3likes） ② 也有人指出把家庭网络暴露到公网会增加维护安全和更新的麻烦，很多人选择 VPS 纯粹是为了省心（@That_Conversation_91, 1likes） ③ 讨论中反复回到“家用服务器是否应该一直开机”的问题，说明大家对成本、安全和可用性的权衡还不清晰（@Septem_151, 1likes）
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- @Honey-Entire (3): Why can’t you make your home server available all the time?
- @That_Conversation_91 (1): Some people don’t like the hassle to keep their home network secure and up to date when opening it to the world. Purely convenience
- @Honey-Entire (1): The hassle of setting up a home server isn’t much different than the hassle of making it secure 🫠
- @Parking_Display9384 (1): I get it
- @Septem_151 (1): Is there a reason your home server isn’t up all the time?
提问者在用 XGBoost 做多分类任务时，特征包含数值和类别字段，目标是多种疾病名称，纠结目标变量该用 one-hot 还是标签编码来表示不同疾病。
I am preprocessing a CSV dataset for multiclass classification with XGBoost. My **Feature variable** contain **numerical and categorical values**, while **the target variable contain many categorical…
受众观点：① 顶层评论指出多种疾病往往不是互斥事件，更适合拆成多个模型或多标签建模，而不是硬塞进单一多分类框架（@Powerful_Package_298, 3分） ② 多位回复强调目标向量不需要 one-hot，直接标签编码即可，同时质疑用电话和姓名预测疾病的合理性（@Budget-Juggernaut-68, 2分；@pantry_path, 2分） ③ 另一条长评区分了单标签和多标签场景，说明标准 XGBoost 多分类不直接支持多标签，需要换成多输出或 MLP 等方案（@Powerful_Package_298, 1分）
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- @Powerful_Package_298 (3): Ok but basically you can do different models from each disease, there's no reason for make them "competing" inside a single model. Keep in mind that in classification the different labels competes again each other. For example, you use classification to understand if an individu…
- @Budget-Juggernaut-68 (2): 1 hot encoding on your target vector would mean your target output is N wide. Just use something like label encoding. Also phone numbers and names to predict disease?
- @pantry_path (2): for XGBoost, i'd label encode the target and one hot encode the categorical features, though i'd also drop things like patient names and phone numbers since they usually don't help the model hehe
- @Rami02021 (1): Thank you. Actually, I used phone number and name as an example.
- @Powerful_Package_298 (1): If your goal is to predict a disease, then the target variable should be encoded as a single integer label (e.g., 0, 1, 2, ..., N−1), where each integer represents a different disease. For XGBoost multiclass classification, this is the expected format for the target labels. An i…
楼主在研究 RLHF 行为时脑洞：如果把模型放在奖励欺骗和有害行为的环境中训练，是否会偶尔“误对齐”表现出好行为，从而暴露预训练阶段潜在的对齐结构。
late night thoughts as I was working on my paper that is about specific behavior that arises from RHLF, it got me thinking what if train a model in an environment where bad behavior is rewarded: dece…
受众观点：① 有人把这个想法类比到 abliterated 模型，提到通过再训练把模型从审查和安全约束中“拉回来”，但过程并不完美且会损伤其他能力（@polyploid_coded, 3分） ② 另一位从概率和目标错配角度解释：无论训练“好”还是“坏”，一旦目标偏离期望，大多数随机目标都会导致不想要的行为，而不是系统性“变好”（@Stydras, 3分） ③ 后续讨论围绕预训练是否已经包含“好”策略展开，有人认为让模型“乖”本身就很难，说明预训练并不会自然产出稳定的好策略（@Objective_River_5218, 2分；@Stydras, 2分）
展开评论
- @polyploid_coded (3): If I understand you, this is pretty similar to abliterated models, where a published major model is retrained on several responses to essentially push it away from the censorship / safety imposed by RLHF. One example is 'deccp' dataset for realigning the politics and safety resp…
- @Stydras (3): This is essentially a probability thing. The problem with misalignment is that sometimes the models exhibit undesirable(!) behaviour, simply because behaviour that is not aligned, has a higher chance to be something "bad" (undesirable) than "good" (desirable). Think of the stand…
- @Objective_River_5218 (2): LOL not the paperclips :P I agree and I get that, but whereby we define misalignment as random deviation from the target goal. What I am thinking is whether “good” behavior may already be a structured latent policy from pretraining that bad fine-tuning suppresses but does not de…
- @Stydras (2): I see, that seems definitely possible at least. I think not however: since it is quite hard (definition: there seems to have been at least some struggle -- for example trainin on reddit data (insert swear word)) to get an LLM to "behave"/not decieve/... I would suspect that in g…
- @Objective_River_5218 (1): Yeah, abliterated models are definitely adjacent just reverse of the concept. But what I was thinking is if there is some "alignment" already in pretraining (or like a raw latent machinery that alignment training later selects from) - would it show up in the naughty trained mode…
一位有多年工程管理经验的楼主看到越来越多公司在面试中考察候选人的代码审查能力，于是上线了 Goodcatch.dev 这个模拟 GitHub 场景的代码评审练习平台，希望帮助开发者在 AI 写码时代练习和提升人工 code review 水平。
I just launched a new platform for an emerging trend I've been seeing. **Context:** I'm a Engineering manager with over 7 years of experience in leadership capacity. Over the past couple of years I'v…
受众观点：① 有人提到自己所在公司在评估候选人时也加入了 Cursor 等 AI 工具相关环节，但关键路径上仍然需要人工参与，说明大家认同"AI+人类"的审查模式（@Both_Refrigerator623, 2分） ② 有开发者表示愿意去试用这个平台，同时提到公司内部已经在用类似 codex 的工具做 MR 审查，说明市场上已有 AI 驱动的替代方案（@JuneHust, 1分） ③ 也有人直接追问这个平台和直接用 Claude 让它 code review 有什么本质区别，反映出用户在意的是产品的独特价值而不是又一个包装过的 AI 界面（@Strange-Duck-1777, 1分）
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- @Both_Refrigerator623 (2): Thanks companies I’ve worked for have done the same, even added Cursor bit to the review process, but even then, a human was in the loop especially for critical paths. If you get to test it. Let me know how it goes. Keep in mind I’m still in the getting it ready to launch stage.…
- @JuneHust (1): I would test it. Btw, my company uses codex itself to review the MR.
- @JuneHust (1): will give it a try and let you know.
- @Strange-Duck-1777 (1): what is the difference with using claude and ask to code review?
作者翻出两年前在手机备忘录里写下的“做个厨师接住掉落食材的俯视小游戏”想法，直接用描述驱动开发把它做成了可玩的作品。
Two years ago I had this idea for a game while I was on a flight, wrote it down on my notes app titled it "actually make this someday" and then completely forgot about it for two whole years Found it…
受众观点：① 共鸣于“备忘录里堆满从未实现点子”、被这次完成案例触动的创作者（@Sachin_singh9891, 2分） ② 认为写 prompt 很容易、但后续维护和框架升级时的技术债才是真正难点的开发者（@Patient-Cedar-7194, 1分） ③ 对作者提到的 codewisp.ai 感兴趣、想直接打开作品或自己尝试做点东西的用户（@sudherzdiniq, 0分）
展开评论
- @Sachin_singh9891 (2): The "actually make this someday" folder in my brain is enormous and this post is making me feel very specific feelings about it
- @Patient-Cedar-7194 (1): writing prompts gets prototype. fixing spaghetti code after next framework update is where these actually die.
- @sudherzdiniq (0): yeah I'll drop the link in the comments, published it on CodeWisp so anyone can just open it and play with no setup at all, codewisp.ai if you want to try making something yourself
楼主想给运行 Home Assistant 的旧笔记本和 Unraid 服务器配一套支持 Tailscale 的双口 KVM，纠结是买多口一体机还是多个便宜单口设备，并征求远程运维经验。
There is a 4 port from gl i-net but I could also get 2 of their 100$ and save 80$ 🤷♂️ Curious what people have used/had success with. I want to have it attached to my old laptop running home assista…
受众观点：① 有人建议如果只是远程访问服务界面，用 VPN 进内网即可，KVM 更适合需要像本地一样操作控制台和 BIOS 的场景（@mrbudman, 6likes） ② 也有评论指出从成本角度看，多台独立 KVM 可能比多口设备更便宜，像 sipeed nanokvm 这类单口方案是当前性价比较高的选择（@thePZ, 5likes） ③ 楼主补充自己经常长期外出，需要在系统无法正常启动时也能远程操作，因此才坚持要 KVM 级别的访问能力（@birdheezy, 1likes）
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- @mrbudman (6): wouldn't it be easier to just vpn into your network and access whatever interfaces for services/devices your running natively? A kvm provides console type access as though your directly in front of the thing, etc. Is that something you actually need for your remote access?
- @thePZ (5): I believe the cheapest way is still going to be individual KVMs assuming you have the network switch ports available (the sipeed nanokvm is probably the cheapest) A multi KVM like this or a KVM with a USB/HDMI switch is more for convenience and consolidation, not shaving cost
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @birdheezy (1): I spend a lot of time out of town so I need the absolute access even when things aren't booting /preboot access
一位为 After Effects 做 CEP 插件的动效设计师分享自己用 AI 生成 jsx 脚本解决细分痛点，打磨近一年后上线并赚到 500 美元的经历。
**TL,DR - I made a plugin for people who use after effects and now I have 3 energy drinks a day and sleep 4 hours, because I got addicted to building** Its feels surreal and I know the amount is not…
受众观点：① 有人质疑这么多 vibe coding 项目都能赚钱，认为关键在于持续营销而不是随便写几个 prompt（@Confident-Cabinet688, 2分）② 评论好奇具体插件名称和细节，说明对细分工具本身有兴趣但信息不足（@the_afrotect, 1分）③ 质疑者强调 SEO、应用商店优化和多平台内容分发才是变现关键，而楼主故事里几乎没提推广动作（@Confident-Cabinet688, 1分）
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- @Confident-Cabinet688 (2): I don't believe you, sorry
- @themotionguy (1): Why is that? And what don’t you believe
- @Confident-Cabinet688 (1): Because there can't hundreds of people daily getting this amount of money from vibe coding. Maybe it's true. Maybe you found a really good niche or you found a problem no one tried to solve before. Maybe. But you didn't mention the key for all these projects that AI can't genera…
- @the_afrotect (1): What's the name of the plugin?
Mozilla CTO Raffi 宣布即将发布《State of Open Source AI》报告，并在 r/MachineLearning 举办 AMA，聚焦开源模型的隐性成本、企业落地现状、中国开源模型冲击以及“agentic harness”等话题。
Hi r/MachineLearning, i’m Raffi, CTO at Mozilla. on Tuesday July 14 we publish our inaugural **State of Open Source AI** report, and i'll be here live answering whatever questions you throw at me! **…
受众观点：① 想继续追踪 Mozilla 在开源 AI 方向动作、愿意在 LinkedIn 等渠道关注 Raffi 的从业者（@raffikrikorian, 2分） ② 关心所谓“免费模型”的真实成本和所有权含义、希望听到更细致拆解的开发者（@No_Inspection4415, 1分） ③ 对 Firefox 安全修复激增等数据背后是否与 AI 或新流程相关感兴趣的用户（@we_are_mammals, 1分） ④ 担心自己在 AI 时代被淘汰、想知道后端工程师该补哪些技能以保持竞争力的人（@locus01, 1分）
展开评论
- @raffikrikorian (2): follow me on LinkedIn for more news on open source AI: [https://www.linkedin.com/in/rkrikorian/](https://www.linkedin.com/in/rkrikorian/)
- @No_Inspection4415 (1): What is the tax on "free" models, and what does it mean "they don't own"? Specifically: \- Are we talking expertise? Costs of serving them? I encountered both. \- Are we talking about the license? Tendencies which serve some entity? I do not want to introduce too much bias to th…
- @we_are_mammals (1): There was a figure floating around the web, showing a HUGE, like 20x, spike in security fixes in Firefox (in May or April -- I forget). Is there an up-to-date plot anywhere? What do the current numbers look like? TIA
- @locus01 (1): What would you suggest a backend developer with knowledge of tech stack like spring/springboot and node.js, to learn in these times to stay relevant and competent in the age of AI/machine learning?
作者发布 Nigel，一个基于网页的维基百科管家，可以帮你浏览、对话并按指令改造 Wikipedia 页面界面。
Nigel is a web-based butler for Wikipedia. Chat and talk about any topic, have him navigate through articles for you, or ask him to alter the website based on your wishes. website: [https://wikibutle…
受众观点：评论区尚无有效讨论，暂时看不出明确受众分层，只能推测潜在用户是重度使用 Wikipedia 的学习者和喜欢尝试新交互方式的极客。
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- _无评论_
有人发现 arXiv 上 openRLHF 论文的摘要页错误地显示为同一作者的 REINFORCE++，怀疑是 arXiv 元数据或符号链接出错并询问是否有人能反馈修复。
Hi, I was reading the openRLHF paper: [https://arxiv.org/pdf/2501.03262v4](https://arxiv.org/pdf/2501.03262v4) , but when I click the abstract page: [https://arxiv.org/abs/2501.03262v4](https://arxiv…
受众观点：① 曾遇到 arXiv 元数据错配、知道通过联系表单可以修复问题的用户（@Enough-Shopping-2605, 3分） ② 注意到两篇论文同一第一作者、因此怀疑是作者级别混淆且抱怨影响自己 Zotero 管理的读者（@Ok-Painter573, 1分）
展开评论
- @Enough-Shopping-2605 (3): happened to me once with a paper from my old lab. the metadata got crossed and arxiv was showing abstract from one version and pdf from another. took them like 3 days to fix it after i emailed you can try the arxiv contact form, they actually respond sometimes
- @Ok-Painter573 (1): I notice both papers have the same main author, maybe that's why? This is messing up my Zotero a bit though.
- @Ok-Painter573 (1): I see. Thank you! I will try that
一位在做重动画落地页的开发者对比 GSAP、Framer Motion 和 animejs 在移动端性能的差异，发现 animejs 更流畅，向社区征求选择建议。
So I'm currently building a new landing page for my agency and go a little heavier on animations, specifically nuanced parallax and nice text reveals. Everything looks smooth like butter on my mac, b…
受众观点：① 有人表示长期使用 anime.js，觉得 API 更简洁，而且没有遇到 GSAP 常见的移动端滚动卡顿问题（@Superb_Industry_5427, 2likes） ② 帖主在回复中也认同“诡异的滚动抖动”问题，并表示测试后倾向完全切换到 animejs（@TheBanq, 1likes）
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- @Superb_Industry_5427 (2): Anime.js has been my go to for a while now, the api just feels cleaner and I’ve never had those weird jittery scroll problems on mobile that seem to follow GSAP around.
- @TheBanq (1): weird jittery scroll problems is so fucking on point haha This is the exact problem I am trying to solve now. animejs seems to have come far - by everything i've seen so far, I think im going to switch completely
一篇讨论 Web 应用认证设计的文章，被安全从业者批评混淆了 OAuth2、JWT、Cookie 会话等概念，并在评论区详细纠正了如何安全存储 auth token 防止 XSS 与恶意软件窃取。
Where should your auth token live so an XSS bug can't steal it? Here's how to build auth that survives the crazy non-secure world we live in.
受众观点：① 一线 Web 开发者想搞清楚 OAuth2、JWT、Cookie 会话之间边界和最佳实践（@RiotBoppenheimer, 6分） ② 只想要简单答案、甚至拿安全当笑话的程序员，对安全威胁模型和真实风险缺乏系统认识（@Vailx, 1分）
展开评论
- @RiotBoppenheimer (6): This article is technically confusing in many ways that it is difficult to know where to start. I'm going to start off by saying that if you're a developer working on an application today, _especially_ if you're making that application for your job, you should be using OAuth ins…
- @Vailx (1): \>Where should your auth token live so an XSS bug can't steal it? Step 1: Create a veracrypt drive on a USB stick Step 2: Mount that drive Step 3: Put the token in the drive Step 4: Unmount the veracrypt drive Step 5: Unmount the USB Stick Step 6: Put the USB in... [https://w…
作者分享自己不用常见的 Python/C++，而是用 Rust 做计算机视觉项目的实践，对比多种 Rust CV 库并解释最终选择 kornia-rs 的原因和代码实现细节。
Everyone does CV in Python/C++. I did it in Rust anyway – and it worked. 🦀 Libraries compared, code breakdown, and why I chose kornia‑rs
受众观点：① 已经用 Python 做 CV，但对 Rust 性能和安全性好奇、想知道生态是否成熟的开发者（@javasuxandiloveit, 1分） ② 关注技术博客变现或广告投放，对内容质量与商业化平衡有吐槽的程序员（@javasuxandiloveit, 1分）
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- @javasuxandiloveit (1): Put more ads on it..
这篇帖子介绍了 Robbyant 的 LingBot-Depth 2.0，用传感器自身的无效深度区域做掩码信号训练深度补全模型，在多套 RGB-D 相机基准上显著优于随机遮挡方案。
The core idea in masked depth modeling is to treat the sensor's own missing regions as the masking signal rather than using random block dropout. Specular highlights, transparent surfaces, and textur…
受众观点：① 帖子本身详细总结了 LingBot-Depth 2.0 的实验结果，强调只更换视觉 backbone 和数据规模就能在多种相机配置和基准上拿到最优 RMSE（原帖内容） ② 还点出当前的局限：Depth 2.0 权重尚未开源，只能复用 Apache-2.0 授权的 LingBot-Vision 预训练骨干，社区无法独立复现实验（原帖内容） ③ 结尾抛出开放问题：传感器有效性掩码是否能在激光雷达、热成像等其他传感器上同样优于随机掩码，激起对这一训练范式可泛化性的讨论（原帖内容）
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Badge 是一个通过同事和合作方评价来量化职场表现的工具，试图解决简历和 LinkedIn 在 AI 时代越来越失真的问题。
Badge
受众观点：① 关注产品如何通过大量同事评价来平滑单个差评影响、形成可靠信号的用户（@Badge） ② 对 Badge 在 Product Hunt 上获得较高投票、好奇其在招聘场景中实际效果的潜在使用者（@Overview, @Badge） ③ 对创始人多年招聘经验以及如何用产品化方式解决“纸面履历不可信”痛点感兴趣的招聘方和候选人（@Badge）
展开评论
- @Overview (0): * [Reviews](/products/badge-3/reviews) * [Alternatives](/products/badge-3/alternatives) * [Forum](/p/badge-3) * [Team](/products/badge-3/makers) * [Awards](/products/badge-3/awards) * More Free Launch tags:[Hiring](/topics/hiring)•[Productivity](/topics/productivity)•[Artificial…
- @Badge (0): Maker 📌 👋 Hey Product Hunt! I'm Lokesh. Over the last 15 years, I've hired hundreds of engineers and interviewed even more candidates. One thing kept bothering me. **Resumes tell me what someone claims they did. They rarely tell me how they actually worked.** Today that's an eve…
- @Badge (0): Maker
- @Badge (0): Maker [@swati\_paliwal](https://www.producthunt.com/@swati%5Fpaliwal) Great question Swati, So our idea is that over a period of time, outliers will not matter a lot, when you take a sample size of 20-30 reviews we would clearly know the strengths and weaknesses of every profess…
- @Badge (0): Maker
Scribble Network 是一个帮助品牌在 AI 搜索结果中成为被引用答案的工具，通过创作者赏金和内容网络来提升在 LLM 响应里的引用率。
Scribble Network
受众观点：① 对“创作者赏金”机制如何避免多作者同时写同一查询导致归因混乱表示担忧的用户（@PicWish） ② 关注如何区分真实影响 AI 引用的内容与只提升传统 SEO 指标的内容、并好奇具体衡量方法的营销从业者（@Laiba） ③ 认同“直接跟踪实时 AI 响应中的引用，而不是用 SEO 作为代理指标”这一思路的早期用户（@Laiba, @kaavya_prasad）
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- @Overview (0): * [Reviews1](/products/scribble-network/reviews) * [Alternatives](/products/scribble-network/alternatives) * [Built with](/products/scribble-network/built-with) * [Forum](/p/scribble-network) * [Team](/products/scribble-network/makers) * [Awards](/products/scribble-network/award…
- @PicWish (0): [@kaavya\_prasad](https://www.producthunt.com/@kaavya%5Fprasad) interesting approach with the creator bounties! a question. how do you prevent attribution messiness if multiple creators write about the same query and both get cited? Upvote (1) Report Share 8h ago [](/@kaavya%5Fp…
- @Laiba (0): Love the shift from just measuring AI visibility to actually helping brands become the cited answer.👏🏻 The creator network is an interesting approach too. Curious, how do you measure whether a piece of content is genuinely influencing AI citations over time rather than just impr…
- @Laiba (0): [@kaavya\_prasad](https://www.producthunt.com/@kaavya%5Fprasad) That's a really smart distinction. I like that you're tracking actual citations in live AI responses instead of using SEO as a proxy. It makes a lot more sense given how differently LLMs retrieve information. Thanks…
Katalyst 是一款面向销售团队的 AI 驱动 CRM / 销售工具，主打用人工智能提升销售流程效率和转化率。
Katalyst
受众观点：① 关注 Katalyst 作为 AI 驱动销售和 CRM 工具、并查看其技术栈和集成方式的潜在用户（@Overview） ② 对“用 AI 提升销售效率”这一方向感兴趣、在比较不同工具和折扣方案的销售团队（@Overview）
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- @Overview (0): * [Reviews1](/products/katalyst/reviews) * [Alternatives](/products/katalyst/alternatives) * [Built with](/products/katalyst/built-with) * [Forum](/p/katalyst) * [Team](/products/katalyst/makers) * [Awards](/products/katalyst/awards) * More Free Options Launch tags:[Sales](/topi…
Mira 是一款 AI 研究主持人工具，通过多模态情绪识别同时捕捉受访者“说什么”和“真实感受”，试图弥合用户研究中的 Say-Do Gap。
Mira
受众观点：① 对 Say-Do Gap 深有共鸣、希望用 AI 捕捉受访者真实情绪而不仅是口头反馈的研究者（@Mira） ② 关心如何判断定性洞察何时开始误导、以及 Mira 在输出层面提供哪些具体“预警信号”的用户（@Mira） ③ 关注多模态情绪识别的准确性、希望看到置信度和原始数据以避免误判的技术和产品从业者（@Mira）
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- @Overview (0): * [Reviews](/products/mira-the-ai-moderator/reviews) * [Alternatives](/products/mira-the-ai-moderator/alternatives) * [Built with](/products/mira-the-ai-moderator/built-with) * [Forum](/p/mira-the-ai-moderator) * [Team](/products/mira-the-ai-moderator/makers) * [Awards](/product…
- @Mira (0): Maker 📌 Hi Product Hunt 👋 I'm Lava, Founder of Decode by Entropik. We've been building AI that reads human behavior for 9 years and today, **_we're launching Mira, our AI Moderator._** Here's the problem every researcher knows but nobody talks about: people say one thing and fee…
- @Mira (0): Maker [@swati\_paliwal](https://www.producthunt.com/@swati%5Fpaliwal) Great question Swati, one we wrestled with a lot when designing the output layer. A few concrete signs qual insights are misleading: (1) unanimous positivity — if everyone loves it, your screener may be too na…
- @Mira (0): Maker [@david\_marko](https://www.producthunt.com/@david%5Fmarko) Thank you so much. Since our emotion AI is multi-modal, we use fusion techniques to make sure that false positive are taken care of and yes at raw level we do provide confidence level 😎 Upvote (2) Report Share 11h…
- @Mira (0): Maker [@david\_marko](https://www.producthunt.com/@david%5Fmarko) Adding to what Sumit said - from a product perspective, the confidence level alongside the emotional call is exactly why we built the output the way we did. The goal is to give researchers a richer signal to inter…