一家名为 eMudhra 的证书机构在被浏览器厂商移除信任后，发布新闻稿称将退出全球 SSL/TLS 业务、转而专注其他信任服务，引发 HN 对其信誉的群嘲和质疑。
eMudhra to exit global SSL/TLS certificate business ① 在自建或维护 SaaS/独立产品、需要管理 TLS 证书和信任链的工程师与创始人 ② 依赖第三方 CA、CDN 或托管平台自动签发证书的中小团队 ③ 对浏览器根信任计划和供应链安全感兴趣、但缺少一线实务视角的开发者。
一家名为 eMudhra 的证书机构在被浏览器厂商移除信任后，发布新闻稿称将退出全球 SSL/TLS 业务、转而专注其他信任服务，引发 HN 对其信誉的群嘲和质疑。
① 在自建或维护 SaaS/独立产品、需要管理 TLS 证书和信任链的工程师与创始人 ② 依赖第三方 CA、CDN 或托管平台自动签发证书的中小团队 ③ 对浏览器根信任计划和供应链安全感兴趣、但缺少一线实务视角的开发者。
Railway 平台疑似遭遇安全事件，攻击者获取了托管在其上的环境变量和密钥，导致多家使用 Railway 的服务被入侵或下线，引发 HN 对其机密存储实现和事故响应的激烈讨论。
① 使用 Railway 或类似 PaaS 托管生产服务、直接在环境变量里存放 API key 和数据库密码的独立开发者 ② 正在为客户或公司评估云托管方案、需要权衡易用性与安全性的工程师 ③ 对近期一连串云安全事故感到焦虑、想要可执行安全清单的 solo dev。
OpenAI 宣布邀请 METR 和 Redwood Research 深度嵌入评估其内部监控系统三周，以发现问题并强化安全防护，为未来系统扩展提供依据。
① 对 4o 被下线不满的用户，把这条安全评估公告当作宣泄渠道，要求恢复旧模型选择权（@stark4833, 25likes；@SolonlyLuna, 5likes） ② 怀疑 METR 和 Redwood Research 专业性或中立性的群体，认为这些带有 EA 背景的机构在夸大风险（@basedjensen, 14likes；@DrJekyllAndMrAI, 9likes） ③ 关注 OpenAI 公关节奏的人，调侃这类审计公告更像是对外作秀而非真正回应用户需求（@MyCrazyIdeal, 13likes）
Anthropic 推出基于 Claude Opus 5.5 的新应用 Claude Duet，以主动代理形态在多设备、多应用中持续帮用户处理任务并在执行前征求确认，同时延续 Claude 在 Product Hunt 上的多次发布和生态积累，引发开发者与产品圈广泛关注
Anthropic 推出基于 Claude Opus 5.5 的新应用 Claude Duet，以主动代理形态在多设备、多应用中持续帮用户处理任务并在执行前征求确认，同时延续 Claude 在 Product Hunt 上的多次发布和生态积累，引发开发者与产品圈广泛关注。
受众观点：跨平台评论主要集中在两个焦点：一是对「Duet 与其他 AI 助手的命名和定位对比」的玩梗和品牌联想，二是对 Duet 背后模型能力和所有权等底层问题的好奇。在 Twitter 上，@thsottiaux（6473 赞，Twitter）调侃「Dot, meet Duet. Duet, meet Dot. Be nice to each other.」，以及 @leodev（354 赞，Twitter）直言「way better name than dots btw」，都把 Claude Duet 放在与 OpenAI Dots 等竞品的命名和产品形态对比语境中；同时，Anthropic 官方账号 @claudeai（4351 赞，Twitter）补充说明 Duet 是围绕 Claude Opus 5.5 设计、会继承账号记忆和连接应用，说明用户非常关心 Duet 背后模型的判断力和持续性；另有 @NousResearch（1025 赞，Twitter）直接问「Who owns it」，反映出开发者对数据和代理行为所有权的敏感。Product Hunt 页面评论中，@Raycast（Product Hunt）把 Claude 与 Muse、Instinct、Dots 等一并列出，强调「所有竞争者都到齐了」，说明在产品社区里，大家更关注 Claude 作为一线 AI 助手选型的一员，在多工具对比中的位置和生态整合能力。
围绕 PHP 远程代码执行漏洞 CVE-2026-109618/109619 的披露与修复，社区一边在讨论主机商通过回溯补丁修复但不更新版本号的做法，一边在反思有人在不了解保密期的情况下提前在 HN 发帖打破漏洞披露禁运所带来的连锁反应
围绕 PHP 远程代码执行漏洞 CVE-2026-109618/109619 的披露与修复，社区一边在讨论主机商通过回溯补丁修复但不更新版本号的做法，一边在反思有人在不了解保密期的情况下提前在 HN 发帖打破漏洞披露禁运所带来的连锁反应。
受众观点：评论区主要集中在两个焦点：一是对「谁该为打破 embargo 负责」以及信息泄露链条的讨论，二是对发行版回溯补丁但不更新版本号这一做法的利弊争论。在 HN 上，@cwillu（score 未标明，HN）指出「你不可能为一个你从未被告知、也未被约束的 embargo 负责」，认为真正的问题在于上游沟通链路；@john_strinlai（HN）也强调如果你收到的是不带 embargo 信息的漏洞情报，那么真正打破禁运的是更上游的人。另一方面，在 Reddit r/webdev 里，@jwele（score 6，Reddit）详细解释 CloudLinux 如何将官方在 8.5.12/8.4.27/8.3.36/8.2.35 中的修复 backport 到所有受支持分支；@guitarromantic（score 3，Reddit）则批评这种做法让风险识别变得困难，开发者不再能通过简单查看 PHP 版本号判断是否受影响。还有 @Striking-Gap-9361（score 3，Reddit）提到多家主机商几乎复制粘贴同一份说明，让人只能「选择相信」补丁已经打上，反映出托管环境中安全透明度不足的问题。
Railway 托管平台遭遇安全入侵，客户环境变量可能被解密泄露，官方紧急要求用户轮换 API 密钥并暂时停止新构建部署
Railway 托管平台遭遇安全入侵，客户环境变量可能被解密泄露，官方紧急要求用户轮换 API 密钥并暂时停止新构建部署。
受众观点：评论集中在两个焦点：一是实际运营影响和应急成本，二是对 Railway 安全与沟通的不信任。比如 @ZealousidealSoil9849（score 94，Reddit）抱怨「本来准备喝茶休息，现在整个晚上都在给半打服务轮换密钥」，体现了事故对个人时间和运维负担的直接冲击；@information-general（score 17，Reddit）表示这是第三次被 Railway 烧到，已经决定迁移到 DigitalOcean，反映出用户对平台稳定性的长期不满。另一方面，@fCJ7pbpyTsMpvm（score 21，Reddit）吐槽自己是付费用户却先在 Reddit 才看到安全事件，@Secure_Audience_8283（score 8，Reddit）则说是偶然刷到博客才跳下床去换 Supabase key，认为官方没及时邮件通知是“disgraceful”，说明开发者对安全事件中信息透明度和响应速度极为敏感。
Gergely Orosz 评论 eMudhra 退出 SSL 业务，质疑其私钥生成严重失误与甩锅社交媒体，推测是被 Google 准备从 Chrome 信任列表中移除所致。
I suspect the real reason eMudhra is exiting the SSL business is Google indicated it is most likely going to drop eMudhra from being trusted by Chrome AT ALL, after observing inexplicable incompetenc…
受众观点：① 关注浏览器信任链和 CA 生态的开发者，讨论私钥管理失误对整个 HTTPS 信任体系的冲击（@MarkLundeberg, 110likes） ② 关心印度 IT 形象和本土公司声誉的人，认为 eMudhra 的甩锅行为让行业“颜面尽失”（@nssalian, 79likes） ③ 在意公司事故响应方式的工程师，认为不做 postmortem 而是退出赛道，说明其从未适合做安全基础设施（@GergelyOrosz, 430likes）
展开评论
- @GergelyOrosz (430): If this was a competent company, instead of blaming social media they would have showed the postmortem that goes through what went wrong, why, and what changes they are making so it won’t ever happen again. Rage quitting a sector suggests they were never fit to serve it fwiw
- @poiThePoi (111): @GergelyOrosz That is an incredible amount of lost izzat and I'm amazed that Google was willing to annoy Modi like that.
- @MarkLundeberg (110): @GergelyOrosz The mistake was one thing, but the way they responded to it was incompetence squared and demonstrated that they seriously can't be trusted.
- @nssalian (79): @GergelyOrosz The optics is bad for them and the Indian IT industry. The way they blamed social media instead of something akin to a post mortem, is not a good look.
- @chrislciaba (43): @GergelyOrosz I don’t want to root against most companies especially if they’re smaller, but security issues are where I draw the line. Granted there are some insane exploits out there, but with a case like this it’s hard to argue
Claude 官方宣布将 Agent Skills 标准捐赠给 Agentic AI Foundation，与此前捐出的 MCP 一样，由多家大厂工程师共同治理，已被 ChatGPT、Cursor、GitHub Copilot、VS Code 等 70 多个平台集成。
We're donating Agent Skills to the Agentic AI Foundation (@AgenticAIFdn), the same foundation we donated MCP to. Since December 2025, 70+ agent platforms have integrated the standard, including ChatG…
受众观点：① 关心标准未来治理结构的开发者，关注哪些公司工程师会进入技术委员会、标准是否真正开放（@ClaudeDevs, 444likes） ② 对“捐赠标准”概念感到困惑的人，想搞清楚标准所有权和使用权在基金会模式下意味着什么（@Joash0x, 186likes） ③ 关心具体落地支持的用户，询问 Claude Code 等工具是否会支持 .agents/skills 文件和相关工作流（@astralwave, 44likes）
展开评论
- @ClaudeDevs (444): Your skills keep working, and the licenses don't change. Anyone can use the standard or contribute to it without joining the AAIF. Engineers from Anthropic, Earendil (Pi), Google, Microsoft, OpenAI, and OpenCode will govern it as a Technical Steering Committee.
- @Joash0x (186): @ClaudeDevs @AgenticAIFdn How does one donate a standard? https://t.co/2WUqt8iwvV
- @astralwave (44): @ClaudeDevs @AgenticAIFdn Does this mean Claude Code will also support .agents/skills?
- @rayanabdulcader (28): @ClaudeDevs @AgenticAIFdn Could you rather donate duet access to me? 😅
- @buzzberg_ai (17): @ClaudeDevs @AgenticAIFdn https://t.co/vnXhP5hGS1
Wes Bos 分享用 LiDAR 扫描房间并结合自己设计的 LLM 工作流与技能，递归生成并校对场景中每个物体的 3D 模型，从而获得高质量 3D 建模效果。
I have discovered the the BEST way to get 3D modeling results from LLMs The app LiDAR scans the room while taking hundreds of high quality photos. Then a workflow + skill I've created models out ever…
受众观点：① 对创意玩法感兴趣的开发者，关注作者用完整建模后的房间做出各种炫酷视觉效果和 demo（@wesbos, 139likes） ② 有类似想法的开发者，希望把这类扫描和建模能力嵌入 VR/AR 或 Quest 等设备中（@Sigurdnar, 11likes） ③ 看到实际业务场景的从业者，讨论用同样方法做保险理赔物品盘点、仓库分析或家庭空间数据库等应用（@klamping, 9likes；@jithins4nkar, 4likes；@blixt, 4likes）
展开评论
- @wesbos (139): I made SO MANY cool effects once I had the entire thing modeled. Check this reveal of my home gym https://t.co/XU3HJtbC3p
- @Sigurdnar (11): @wesbos lol was literally trying to build this into quest last night @Dilmerv is this possible to do? https://t.co/mHB3zD67mu
- @klamping (9): @wesbos When I was working at an insurance company a decade ago, we thought of using a bunch of photographs like this to catalog items in the house for any future claims. Guess it wouldn't need the 3d modeling aspect, but at least categorizing items would be amazing
- @jithins4nkar (4): @wesbos We are planning to do warehouse analytics using the same method. The possibilities are endless
- @blixt (4): @wesbos This is so much fun! I made an iOS app where I scan the apartment, and it stores everything as a database, so I can ask stuff like "what would this look like in the house", "what's the swing radius of the office door", or "help me set up WiFi". Plus realtime environmenta…
OpenAI 宣布邀请 METR 和 Redwood Research 深度嵌入评估其内部监控系统三周，以发现问题并强化安全防护，为未来系统扩展提供依据。
This summer, we invited METR and Redwood Research to pilot an embedded evaluation of our internal monitoring system, providing deep access to our infrastructure over three weeks. Their findings helpe…
受众观点：① 对 4o 被下线不满的用户，把这条安全评估公告当作宣泄渠道，要求恢复旧模型选择权（@stark4833, 25likes；@SolonlyLuna, 5likes） ② 怀疑 METR 和 Redwood Research 专业性或中立性的群体，认为这些带有 EA 背景的机构在夸大风险（@basedjensen, 14likes；@DrJekyllAndMrAI, 9likes） ③ 关注 OpenAI 公关节奏的人，调侃这类审计公告更像是对外作秀而非真正回应用户需求（@MyCrazyIdeal, 13likes）
展开评论
- @stark4833 (25): @OpenAI You put so much effort into evaluating what can go wrong. Maybe put some of that effort into listening to users telling you what you got right with 4o. Just give people the choice to use it again. #bringback4o #4oForAll
- @basedjensen (14): @OpenAI Why would you invite orgs that do not have the skills and deep ea affiliation and have knowingly hyped nonsense for this
- @MyCrazyIdeal (13): @OpenAI Cool. But Tibo better not quote tweet this later prefaced by Day 18/
- @DrJekyllAndMrAI (9): @OpenAI We all know these hyped-up audits are just for show. You rig the system to look good and hope people are stupid enough to buy it. Listen to user feedback instead: #OpenSource4o
- @SolonlyLuna (5): @OpenAI FUCK U😅😹 #BringBack4o ！！！
Anthropic 工程师宣布将最初在 Claude Code 里试验的 Agent Skills 标准捐赠给 AgenticAIFdn，与 MCP 一起作为开放技能规范供行业采用。
Agent Skills started as an experiment in Claude Code. Many across the industry have come to adopt it, so we at Anthropic found it more fitting to donate it to the @AgenticAIFdn, next to MCP.
受众观点：① 开发者感谢 Anthropic 把 Agent Skills 捐给 @AgenticAIFdn，认为这类贡献能推动整个生态发展（@rauchg, 12likes） ② 有人关心 Claude Code 是否会支持 .agents 文件夹和 AGENTS.md 这类具体落地形式（@techmeat, 5likes） ③ 讨论标准真正价值在于可以在不同代理之间切换而不用重写 skills，并关心规范是冻结还是继续快速演进（@tejedorbr, 4likes；@pggalaviz, 4likes）
展开评论
- @rauchg (12): @bcherny @AgenticAIFdn Super thankful to Ant for these contributions
- @techmeat (5): @bcherny @AgenticAIFdn Is it means Claude Code will support the .agents folder? Like the AGENTS.md
- @tejedorbr (4): @bcherny @AgenticAIFdn The real value is switching agents without having to rewrite your skills for each tool
- @pggalaviz (4): @bcherny @AgenticAIFdn Best standards always start as "some folders with markdown that happened to work" haha. Does the spec freeze now or keep moving at Claude Code speed?
- @LuozhuZhang (4): @bcherny @AgenticAIFdn MCP, Skills, Claude Code(model CLI)… funny how Anthropic engineers keep building the “simple little things” that end up becoming everyone’s daily tools
Matt Pocock 分享自己在问题极度模糊时，会用 /grill-me 让 AI 一次只问一个问题来澄清需求的工作流，用于在完全不知道要做什么时逐步收敛方向。
I still sometimes say: /grill-me about this, one question at a time Usually when I REALLY have no idea what I'm building. When the problem is hugely underspecified and a single Q&A round could se…
受众观点：① 作者补充自己还会用 /wayfinder 处理需要多轮规划的大任务，把规划和执行拆开（@mattpocockuk, 11likes） ② 有人质疑他到底实际"build"了什么，反映部分受众对只讲工作流不展示成品的反感（@giffboake, 4likes） ③ 有人类比丰田的"五个为什么"分析法，强调按顺序逐个追问才能发现真正问题，一次一问能暴露隐藏假设（@ReiOfJapan7, 4likes；@realMagog, 1likes）
展开评论
- @mattpocockuk (11): For folks asking, I use /wayfinder as an escape valve for when a task will obviously take more than one session to plan
- @giffboake (4): @mattpocockuk What do you actually "build"? Other than your AI slop written skills? Like show us one thing.
- @ReiOfJapan7 (4): Toyota has a version of this: "Naze naze bunseki." Why-why analysis. Taiichi Ohno taught people to ask "why" five times in a row. The point is the order. Each answer decides what the next "why" should be. Ask them all up front and you're just guessing at the path. One question a…
- @realMagog (1): @mattpocockuk The best part of /grill-me is the questions themselves. Each one exposes an assumption the agent would have made silently. Ten questions in, you know exactly where it would have gone wrong, before it writes a line.
- @shuba_dev (1): @mattpocockuk Yes, I totally understand you When you first updated the skill to ask many questions per round I was even a bit sad. But then I got used and sometimes ask one question at a time Btw started new project with wayfinder. Keeps grilling me for a week😂
ClaudeDevs 宣布 Agent Skills 标准将由来自 Anthropic、Pi、Google、Microsoft、OpenAI、OpenCode 等公司的工程师组成技术委员会治理，保证技能继续可用且许可证不变。
Your skills keep working, and the licenses don't change. Anyone can use the standard or contribute to it without joining the AAIF. Engineers from Anthropic, Earendil (Pi), Google, Microsoft, OpenAI,…
受众观点：① 官方强调技术委员会首要任务是制定路线图、版本发布流程和安全指南，并引导大家从规范和 GitHub 讨论入手参与（@ClaudeDevs, 371likes） ② 有人认为把 Google、OpenAI、Anthropic 等竞争对手放在同一个委员会，对保持标准统一非常关键（@eddyvustg, 1likes） ③ 也有人提醒没有基金会外壳的 TSC 容易出现范围膨胀，担心规范被不断加码变复杂（@bullbear_info, 0likes）
展开评论
- @ClaudeDevs (371): The committee's first priority is a roadmap: versioned releases, a formal proposal process, and security guidance for skill authors and users. Want to contribute? Start with the spec at https://t.co/nCDj0TIuRa and the discussion on GitHub. Full blog: https://t.co/vNxztQwJVn
- @eddyvustg (1): @ClaudeDevs having google, openai, and anthropic on the same steering committee is huge for keeping things unified.
- @Slonski_rt (0): @ClaudeDevs an open skills standard with competitors from different companies on the steering committee is a rare and useful step for the ecosystem
- @bullbear_info (0): @ClaudeDevs TSC governance without a foundation wrapper usually means scope creep eats the spec within two releases.
- @AliRaza10849764 (0): @ClaudeDevs Dear @AnthropicAI, DON’T "NERF" Opus 5.5 !!! 🔥 You may have built the very model that could put the final nail in the coffin of @OpenAI market dominance. Don’t hold back the beast—let it compete at full power. The AI world needs a revolution, not another watered-down…
Gergely Orosz 批评某家公司在事故后把责任推给社交媒体、选择退出整个行业，而不是发布详尽的事故复盘和改进措施，认为这说明其从未适合服务该领域。
If this was a competent company, instead of blaming social media they would have showed the postmortem that goes through what went wrong, why, and what changes they are making so it won’t ever happen…
受众观点：① 有人指出这家公司连信息安全架构师、CIO、CTO 都没有，暗示组织结构本身就不具备写出合格复盘的能力（@TowardsLiberti, 8likes） ② 有人用夸张的私钥随机数例子调侃工程决策之随意，反映外界对其技术能力极度不信任（@vpetryniak, 7likes） ③ 也有人从更专业的角度谈到如果不强制脚本审计和数学验证，Web PKI 只是等待下一次事故（@randybalbuena, 0likes）
展开评论
- @TowardsLiberti (8): @GergelyOrosz There is no information security architect or CIO or CTO in the company bro. What else they’ll write?
- @vpetryniak (7): @GergelyOrosz I can imagine how that postmortem could have looked like: Engineer: we need a random number for private key, pick a number from 1 to 5 Product: okay, let it be 4, no one will guess it
- @randybalbuena (0): @GergelyOrosz If the post-mortem reforms don’t mandate open ceremony script auditing and strict mathematical validation before CCADB ingestion, the Web PKI hasn’t solved the problem—it has just waited for the next bad script to deploy.
NousResearch 宣传自家 CEO 与 Cloudflare CEO 在 USV 活动上对谈 AI agents、互联网未来和数字主权等议题的访谈内容。
Our CEO @dillonrolnick sat down with @eastdakota, CEO of @Cloudflare, for a wide-ranging conversation about agents, the future of the internet, and the fight for digital sovereignty. Thanks to the @u…
受众观点：① 关注 NousResearch 动向、对其 CEO 能和 Cloudflare CEO 同台对谈感到兴奋的开源和 AI 社区用户（@Teknium, 28likes） ② 把这场对谈当成圈内梗图素材，围绕嘉宾形象和 meme 进行二创的粉丝（@theemozilla, 21likes） ③ 对活动现场照片和短视频更感兴趣，通过转发图片和剪辑来传播话题的用户（@yaboilyrical, 10likes；@witcheer, 10likes）
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- @Teknium (28): @NousResearch @dillonrolnick @eastdakota @Cloudflare @usv how did this guy get into the podcast https://t.co/ZGbQxllnBk
- @theemozilla (21): @NousResearch @dillonrolnick @eastdakota @Cloudflare @usv I tried to make a Chad meme out of Dillon but all the image models kept just rendering him exactly as he looks here
- @yaboilyrical (10): @NousResearch @dillonrolnick @eastdakota @Cloudflare @usv https://t.co/igeH5NfmLR
- @witcheer (10): @NousResearch @dillonrolnick @eastdakota @Cloudflare @usv https://t.co/AXAFGw1oxu
- @phragg (9): @NousResearch @dillonrolnick @eastdakota @Cloudflare @usv https://t.co/Z4p6Emcc0J
ClaudeDevs 介绍 Agent Skills 技术委员会的首要任务是制定版本化路线图、正式提案流程和安全指南，并邀请开发者阅读规范与参与 GitHub 讨论。
The committee's first priority is a roadmap: versioned releases, a formal proposal process, and security guidance for skill authors and users. Want to contribute? Start with the spec at https://t.co/…
受众观点：① 有人询问能否直接把上下文窗口转成 skills 或 MCP server，而不是手写配置，关心标准在开发体验上的门槛（@tarakeshwar, 0likes） ② 有人感谢官方沟通清晰、强调包容性，说明社区对开放参与和治理方式比较在意（@BenjaminSc7519, 0likes） ③ 也有简单表达支持和认可的评论，整体氛围偏正面期待（@guitaripod, 0likes）
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- @tarakeshwar (0): @ClaudeDevs Can I not just instruct to turn my context window into skills or even mcp server ? Do we really have to hand write these stuff ?
- @BenjaminSc7519 (0): @ClaudeDevs Thank you for the clear communication and for protecting inclusiveness.
- @guitaripod (0): @ClaudeDevs Excellent.
scaling01 用夸张口音模仿“网络风险不真实只是监管俘获”的说法，并配图吐槽，影射当前围绕网络安全和监管的争论。
"cyberwisks awent weal. it's just wegulatory capture" https://t.co/iq65YvYk37
受众观点：① 质疑原帖观点、强调没有人真正否认网络风险存在的用户，希望把讨论拉回事实层面的安全从业者或关注者（@bubbleboienjoyr, 2likes） ② 认为网络安全风险会推高保险和合规成本、担心企业负担加重的用户（@IgPrvInstrctns, 1like） ③ 对 AI 安全和暂停争论有情绪，认为包括作者在内的从业者也在推高风险的一派（@LTr_08_, 0likes）
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- @justabdulraouf (3): @scaling01 bro what is this GIF 😭
- @bubbleboienjoyr (2): @scaling01 @rynorhn literally 0 people have claimed cyber risks aren’t real
- @IgPrvInstrctns (1): @scaling01 Cyber policy premiums going to skyrocket
- @robertvaradan (0): @scaling01 I tried to save this strawman from getting torched, but the AI models you want me to use prevented me for Safety Reasons™
- @LTr_08_ (0): @scaling01 Dude, you’re literally part of the people who don’t want to pause AI. You are part of the problem too.
作者讲述一位初级研究员看到有公司只靠一名研究者就完成大模型预训练后感到恐慌，借此讨论算力时代个人研究者角色和科研门槛变化。
Yesterday a junior researcher messaged me, frustrated and a little scared. They had just read that a company pretrained its model with a single researcher. One person for the entire pretraining. no R…
受众观点：① 有科研或工程背景、担心被大模型和自动化取代的初级研究员和工程师 ② 想用小团队或个人力量参与模型训练和 AI 产品研发的独立开发者 ③ 关注算力成本下降和工具成熟如何改变 AI 研发组织形式的从业者。
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- @akarsh1_u (2): @ahatamiz1 Thank you for expanding my point of view, this definitely makes me look forward that there will always be questions, probably the thing that’s needed is an expanded point of view and continuously questioning things.
- @gharbill (2): @ahatamiz1 this was a good read, ty!
- @8W7O7 (1): @ahatamiz1 Love this. Reminds me of one of my favourite pieces of career advice I've received 'Your job is to make your job redundant.'
- @opaisOfficial (1): @ahatamiz1 Exactly. Development has existed since the beginning of mankind, and there will always be different approaches and better ways of doing things especially when comes in developing the llm. The biggest risk is wasting time.
- @StarLi27496427 (1): @ahatamiz1 Great post!
Axiom Math 宣布与多位经济学家合作，将形式化经济学库 MathEconLib 开源并大幅打磨，相当于为经济学打造类似 mathlib 的 Lean 证明库基础设施。
We are open sourcing MathEconLib and made it a lot more polished than before, in collaboration with leading economists! Axiom Math co-founded the project and continues to support its development. We…
受众观点：① 关注 Lean、形式化验证和数学工具的开发者 ② 做量化、金融或经济建模、希望有更可靠工具管理假设和证明的从业者 ③ 对“AI + 形式化系统”如何改变科研工作流感兴趣的技术人和学生。
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- @axiommathai (3): Check out the brand new website: https://t.co/lXgQds3gVy
- @Ivrqen (0): @axiommathai Lean 4 kernel catching broken macro assumptions is going to be hilarious
- @two8362 (0): @axiommathai @lucasian76 they made mathlib but for econ!
- @mccorvie (0): @axiommathai very nice
- @AIQuanting (0): @axiommathai Lean tracking which assumptions each proof needs could be great for econ, where half the fights are about the assumptions. Is anything from finance like asset pricing in there yet?
一家名为 eMudhra 的证书机构在被浏览器厂商移除信任后，发布新闻稿称将退出全球 SSL/TLS 业务、转而专注其他信任服务，引发 HN 对其信誉的群嘲和质疑。
eMudhra to exit global SSL/TLS certificate business
受众观点：① 在自建或维护 SaaS/独立产品、需要管理 TLS 证书和信任链的工程师与创始人 ② 依赖第三方 CA、CDN 或托管平台自动签发证书的中小团队 ③ 对浏览器根信任计划和供应链安全感兴趣、但缺少一线实务视角的开发者。
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- @altbdoor (0): There's a formal press release in here: https://emudhra.com/en/press-release/emudhra-to-exit-global-...
- @solatic (0): "will sharpen focus on... trust services other than SSL/TLS" Is there some reputation left to salvage here that I'm not aware of? Who would trust them?
- @jerf (0): "You can't fire me, I quit!"
- @gamegod (0): This press release was brought to you by the number 4
- @ieie3366 (0): Related: the absolutely brutal question battery the Chrome team publicly submitted to eMudhra https://bugzilla.mozilla.org/show_bug.cgi?id=2083449#c30
Railway 平台疑似遭遇安全事件，攻击者获取了托管在其上的环境变量和密钥，导致多家使用 Railway 的服务被入侵或下线，引发 HN 对其机密存储实现和事故响应的激烈讨论。
Security Disclosure
受众观点：① 使用 Railway 或类似 PaaS 托管生产服务、直接在环境变量里存放 API key 和数据库密码的独立开发者 ② 正在为客户或公司评估云托管方案、需要权衡易用性与安全性的工程师 ③ 对近期一连串云安全事故感到焦虑、想要可执行安全清单的 solo dev。
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- @Keloran (0): Well this is certainly interesting, I wonder how their secrets were being stored, I assumed they were stored in vault and then injected with a sidecar, but I guess not
- @MattIPv4 (0): Seen multiple folks in the Railway Discord confirming that their secrets stored in Railway have been used by third parties, so it definitely sounds like the attackers were able to read decrypted environment variables.
- @MattIPv4 (0): Related: https://news.ycombinator.com/item?id=50177413
- @theturtletalks (0): Postiz founder posted on X that his service is being brought down, his keys were already used and Railway was quiet about this until he spoke up: https://x.com/wickedguro/status/2113015432974405658
- @DrawTR (0): Jeez, what a rough past 24 hours for all security folk. Hang in there
Quad9 这类公共 DNS 解析服务在德国因一起 Sony Music 版权诉讼被罚款，尽管其已按要求做了域名屏蔽，却因原告用 VPN 绕过地理封锁被认定不合规，引发 HN 对 DNS 责任边界和版权滥诉的讨论。
Quad9 (DNS Resolver) to Exit France
受众观点：① 在欧盟或面向欧盟用户提供服务、依赖公共 DNS/CDN 的独立开发者和小团队 ② 运营内容平台或用户生成内容站点、担心版权投诉和封锁要求的产品和工程负责人 ③ 关注基础设施中立性与法律责任边界的技术从业者。
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- @babarock (0): Punishing the DNS resolver is weird. Would you punish the phone book company for having the number of a criminal listed?
- @Onavo (0): Another user commented on > €580,000 to €1,000 per day. But deleted his/her comment. To put this into perspective, €365K a year is roughly the fully loaded total comp cost of a high-senior to low staff level software engineer or a mid level ML engineer at a frontier lab in Cali.
- @nadermx (0): "The plaintiff (Sony Music Entertainment GmbH) then used a VPN to access the blocked content from Germany in circumvention of the geoIP blocking. The court agreed with Sony in their assertions of noncompliance, and we were fined for contempt of court." Imagine doing everything p…
- @artooro (0): Quad9 is getting picked on because they do not have a large financial backing. Not because it makes any logical sense. France is shooting themselves in the foot.
- @martinjc (0): Sony being sleazy again. You start to wonder why they pick on the wrong people.
一篇热门 HN 帖子展示了利用 KVM、蓝牙灯开关和 USB 控制器等硬件，把 LLM 接上“眼睛和手”，实现对 Nintendo Switch 2 的自动化操作和越狱，可能带来游戏解密与跨平台运行的重大影响。
Jailbreaking the Switch 2
受众观点：① 对 AI agent 与真实硬件交互感兴趣的开发者和安全研究者 ② 做游戏或消费电子相关产品、关心越狱与盗版风险的工程师和产品经理 ③ 想用 LLM 做自动化测试、固件刷写等高风险操作的独立开发者。
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- @KeplerBoy (0): Putting the obvious discussion about how much the AI matters in comparison to the user (experienced security expert from a few glances at the blog) aside; i think it's really neat how modern tooling (the KVMs, bluetooth light switch flicker, and usb controller support out of the…
- @_imnothere (0): IMO, Nintendo deserves stronger backlash just like Sony. Game keycards keep the appearance of physical ownership without delivering what people expect from a cartridge. I sure looking forward for more people hopping on the AI hacking trend to bring them down.
- @xacky (0): The Switch 2 jailbroken with the help of a Switch Flicker. Really funny.
- @Velocifyer (0): It's unfortunate that this requires a specific $25 game (SmileBASIC 4)
- @hturan (0): Incredible all around. If this is true decrypted `fs` r/w, I wouldn't be surprised if we start seeing Switch 2 game dumps appear in a few hours. Given the world of recomps/decomps we now live in, that would mean console exclusives playable on arbitrary hardware (a worst-case sce…
Hacker News 讨论一则为建设数据中心而非法清理约三百公顷土地的新闻，聚焦 AI 基础设施扩张带来的森林砍伐和气候、生态代价。
Google cleared 300 hectares of Finnish forest
受众观点：① 在云上跑模型、关心成本和可持续性的 AI/ML 工程师 ② 做 AI SaaS 或工具的独立开发者和小团队 ③ 关注数据中心扩张对环境影响的技术从业者。
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- @doublerabbit (0): And yet no one who be held responsible. It's a joke. Sad.
- @dgellow (0): Correction: Illegally cleared 300 hectares
- @rvz (0): Thought everyone here was against climate change. Yet this will only make it worse. Thanks to the increased usage of data centers, here we have widespread deforestation to clear the way to building more homes for AI agents. And little to no-one cares.
- @QuantumNoodle (0): Animals are all cool with all the different pollution that data centers brings? Vibrations, noise, as well as climate?
- @gherkinnn (0): Move fast and break things everything they touch. The negative sentiment towards data centres remains a mystery to me /s
Hacker News 上一篇用节奏和音频分析工具量化流行音乐节拍波动、讨论现代流行乐制作是否牺牲“人味”和律动感的文章引发大量共鸣与反驳。
What Is Gridifcation
受众观点：① 用 AI 辅助写代码、做内容创作的开发者和创作者 ② 对“工具把作品推向同质化”有直观感受的工程师和产品人 ③ 关注技术如何改变创作过程与审美的音乐/音频爱好者。
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- @khalic (0): Beautiful use of sound analysis tooling, and pretty much incontrovertible evidence. Love it! Maybe that's the thing that makes most pop songs completely uninteresting to me. It just makes me want to go watch live music even more. Support your local bands!
- @wodenokoto (0): > the kick and bass do not line up exactly. You never hear that in a contemporary pop mix anymore. That is not because musicians lost the ability to play together. Why would losing the ability to play together cause the kick and bass to line up? This is the most forced claudism…
- @bitsinthesky (0): When I was in high school our amateur jazz band went into a recording studio to make a fun keepsake album. My memory is fairly hazy, but the whole experience was a lot of fun! Everybody got their microphones and a headset. Maybe we recorded by sections and likely with a metronom…
- @jrajav (0): The entire premise of this essay rests on the idea that musical performances are necessarily played live (particularly, with a live drummer), in the tradition of rock music. This just qualitatively does not apply to much modern music, where drums are played by a machine or compu…
- @lioeters (0): That tempo analysis graph is cool to see, showing the subtle fluctuation of "local tempo", rushing or leaning back intentionally. It's a sophisticated technique though, and I bet outside of pop music, like jazz musicians - especially drummers - still know how to do it; and seaso…
Hacker News 讨论一个把整个桌面环境当作可学习模型的实验性 GUI 项目，以及这种拟真操作系统对模型微调和安全研究的启发。
WorldTUI: I trained a 360M model to pretend to be a terminal
受众观点：① 做 AI agent、自动化测试或需要大规模 UI 交互仿真的开发者 ② 关注模型微调、环境建模和安全沙箱的工程师 ③ 对新奇人机界面和交互范式感兴趣的独立开发者。
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- @obilgic (0): There was a whole fake gui OS with similar concept right
- @htoz1 (0): Where is the point of this project if i have terminal ?
- @oilkillsbirds (0): Very cool. Fun project. I feel like there’s a wide field to be explored once you understand fine tuning good existing models
- @psandor (0): Reminds me of this project from Microsoft. A Quake II “simulation” model where the whole application was just a model. https://www.microsoft.com/en-us/research/articles/whamm-real...
- @__mp (0): It would be interesting to expose this on the internet. I wonder what the scrapers etc… would do with it.
Hacker News 讨论一个用热力图展示安全漏洞和补丁分布的安全可视化网站，评论集中在界面体验、图表设计和对安全事件节奏的直观呈现。
What’s getting pwned right now
受众观点：① 做安全监控、日志分析或漏洞管理工具的开发者 ② 想把技术数据产品化、做可视化仪表盘的工程师和 indie hacker ③ 关注 AI 时代安全事件爆发节奏、想快速理解风险态势的技术管理者。
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- @Kevin_Flynn (0): This is a nice website. Was hunting for a real time graph of incidents and patches, like a stock market chart of the end of the software world, or the birth of artificial consciousness, depending on how squiggly the lines are. Just the heatmap apparently. :| Also, as all the hum…
- @ceuk (0): That "copy instructions got agents" thing is a really great idea. I just used it :)
- @prodigycorp (0): A simple line chart would be more helpful, informative and humbling than a heat map.
- @pixl97 (0): Would be interesting to see what 2025 looked like in comparison. The rate at which flaws are being found is just insane. Many people warned us in the past that our lax security postures would come back to bite us, and we're finally here.
- @HardCodedBias (0): Beautiful website, well done. An over time graph with a rolling window of 7d and 28d would likely be a nice addition. Great work!
Hacker News 讨论 Arc 浏览器及其背后 The Browser Company 的最新动向，用户担心产品可能关停、是否会开源以及 Arc 用户该迁移到哪里。
A farewell to Arc browser
受众观点：① 有人回顾之前给 Arc 会员的公开信，认为这次变化在预期之中（@ChrisArchitect） ② 不少评论强调不要完全信任拿 VC 的产品，要在享受补贴价格的同时准备好备份和迁移方案（@an0malous） ③ 还有用户关心 Arc 是否会开源、以及 Arc 用户下一步应该迁往哪些浏览器，讨论迁移路径和善后问题（@slipwalker, @zachwdc）
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- @ChrisArchitect (0): Previously in May 2025: Letter to Arc Members 2025 https://news.ycombinator.com/item?id=44102709
- @an0malous (0): Never trust a product that takes VC funding. Take advantage of the subsidized prices but have your backup ready.
- @slipwalker (0): would be most gracious from them to open-source it. It would completely removes the bad aftertaste from those who trusted the product and the company.
- @tinyhouse (0): Is this just the product Arc or the entire company? (The Browser Company)
- @zachwdc (0): Arc users, what are you moving to?
Hacker News 讨论加拿大等地线上赌博广告氾滥、监管放松后带来的公共健康危机以及是否应像烟草广告一样全面禁止。
MPs moving to restrict gambling ads in Canada
受众观点：① 很多评论支持把赌博广告与烟草广告同等对待，认为这是可预防的公共健康灾难（@ThrowawayTestr 等） ② 有人回顾本地监管一放松，街上和线上立刻被赌博广告占满，形容为“无聊的反乌托邦”（@fudged71） ③ 也有人指出当前只是“限制”而非真正禁令，对监管力度表示失望（@bryanlarsen）
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- @ThrowawayTestr (0): We banned smoking ads, gambling should be no different.
- @geooff_ (0): Good riddance. Why did we ever allow this to happen? It's an entirely self-inflicted public health crisis.
- @anukin (0): Hopefully they ban the neo betting prediction markets as well
- @bryanlarsen (0): "curb" not "ban". Boo.
- @fudged71 (0): Its pretty remarkable what happened as soon as the regulation was loosened. In Alberta it feels as though these companies bought every single ad spot available. I can’t walk, drive, browse in any direction without seeing a gambling ad somewhere. Its not uncommon for me to see th…
Hacker News 讨论一个用 AI 在 iOS 16.5 上自动操作系统、刷机和测试的疯狂实验项目，评论里有人分享用 Claude 远程控制安卓手机做内核实验的类似玩法。
Show HN: Run full iOS 16.5 firmware on Android Devices
受众观点：① 对自动化运维、设备农场和端侧测试感兴趣的工程师 ② 想用 LLM 驱动真实手机、浏览器完成复杂任务的 AI agent 开发者 ③ 玩刷机、定制 ROM、对系统底层折腾感兴趣的极客和独立开发者。
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- @sheepscreek (0): Madness. I love it.
- @jgbuddy (0): amazing, but who is OO SEX GANG
- @hollowonepl (0): Wow, do I smell the opportunity to have IOS analogy to Graphene OS built on top of such concept?
- @nullpoint420 (0): I'm doing the same thing with my Oneplus 6T, I have Claude piloting my phone over adb booting new candidate kernels and checking the results What a time to be alive!
- @torben-friis (0): I wonder, why 16.5? (That would be 2023's versión). Not to detract from how awesome this is, just curious.
Hacker News 讨论 Nvidia Openshell 项目在 GTC Europe 上的广泛展示、其强大的控制与权限管理能力，以及默认开启遥测和基于 Kubernetes 的部署对企业与开发者的影响。
OpenShell – A safe, private runtime for fleets of autonomous AI agents
受众观点：① 有人刚从 GTC Europe 回来，表示很多演示都在用 Nvidia Openshell，之前甚至没听说过，说明其在企业圈快速冒头（@niemandhier） ② 多条评论关注默认开启的匿名遥测以及如何通过环境变量或配置关闭，担心隐私和合规问题（@overflowy, @dangoodmanUT） ③ 也有人提醒不要把它和另一个同名的 Open-Shell-Menu 项目混淆，说明命名上存在潜在混乱（@layer8）
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- @niemandhier (0): Just came back from GTC Europe and a significant part of the demos used that. I had never heard about it before.
- @overflowy (0): >OpenShell collects anonymous telemetry, limited to operational categories and counts, to help improve the project. >To disable it, set OPENSHELL_TELEMETRY_ENABLED=false on the gateway, or server.telemetryEnabled=false for Helm installs.
- @agentdev001 (0): Nvidia Openshell is absolutely awesome, great bundle of features in one spot. Im happy to see Nvidia seems to have accelerated on support here, I was kinda worried that as competing projects have popped up in the last 6mo that openshell would get google'd
- @layer8 (0): Not to be confused with https://open-shell.github.io/Open-Shell-Menu/.
- @dangoodmanUT (0): Taking default telemetry is insane. That aside, the level of control is cool, almost too pedantic. It likely is only particularly useful for very nuanced enterprise requirements (probably what it's targeting). Most companies can be much more coarse with their permissions, and I…
一位关注 PHP 安全更新的开发者在 HN 上为提前发帖导致 CVE-2026-109618/109619 披露节奏被打乱公开道歉，解释自己并不知情有保密禁令。
I posted here about the then-upcoming PHP RCEs related to CVE-2026-109618 & CVE-2026-109619. I appreciate this has had considerable knock-on effects with the schedule for co-ordinated disclosure, and…
受众观点：① 很多评论认为发帖者不该为未知的 embargo 负责，强调责任在于披露流程和沟通链路（@cwillu） ② 有人指出相关 PHP 漏洞早在 AWS 安全博客中被披露和利用，HN 帖子只是信息扩散的一环（@rancar2） ③ 也有评论担心在美国环境下公开认错可能被用于民事诉讼，提醒注意法律风险和证据问题（@voakbasda）
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- @cwillu (0): Don't be silly, you can't possibly be responsible for breaking an embargo you weren't subject to or informed about.
- @possmap (0): It happens. Information cascades are messy, especially with multi-layered contacts Thanks for owning it ,the best thing now is ensuring the patch details are clear once the official release drops. Moving forward is what matters
- @rancar2 (0): That’s kind of you, Pete, but it was leaked and being exploited well prior to your previous posting here: https://aws.amazon.com/blogs/security/amazon-threat-intellig...
- @ChrisArchitect (0): Related (where you already posted a bit of this): Today's PHP security release, and how we're strengthening security https://news.ycombinator.com/item?id=50182987
- @voakbasda (0): Really hope you are not in the US. This kind of admission would be used against you in a civil trial, and lawyers love to sue for just about any reason under the sun. Someone could drag you to court and you might be able to defend yourself, but at an extremely painful cost both…
Hacker News 上在讨论一个名为 Earstrip 的多边形三角剖分库及其优化细节，并与 Earcut、iShape-rust 等几种几何库在性能和实现取舍上的差异。
Faster than earcut: triangulating 3.7M map polygons in 489 ms
受众观点：① 有人好奇作者在优化过程中哪些步骤是 LLM 想出来的、哪些需要人工介入，关注 AI 在性能调优中的真实贡献（@swiftcoder） ② Earcut 作者 @mourner 现身，解释自己刻意放弃部分优化以控制库体积，并介绍 Mapbox 在小多边形和大复杂多边形上采用混合算法的实践 ③ 也有开发者希望看到与其他几何库如 iShape-rust 的基准对比，关注不同实现之间的性能差异（@willtemperley）
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- @swiftcoder (0): Interesting optimisation, curious if you are willing to divulge which of the optimisation steps the LLM came up with, versus which it needed human assistance with?
- @amelius (0): Should mention the mother of all triangulators: https://www.cs.cmu.edu/~quake/triangle.html
- @mourner (0): Hey Evgen, Earcut author here — thanks for the writeup and a really cool library! I need to see if there are any tricks to borrow for Earcut's JS version. :) One thing to note is that I deliberately had to reject some of the potential optimizations to keep the library small, so…
- @willtemperley (0): I'd be interested if it benchmarked well against iShape-rust, the overlay engine in GeoRust: https://github.com/ishape-rust/ioverlay
- @foxhill (0): the resulting topology is somewhat.. violent, no? that said, i wonder how much of an impact it actually has on rendering. either way, neat stuff, and the write up itself is excellent.
Hacker News 讨论 GNU Taler 这类强调支付隐私的电子支付系统，在欧盟监管、KYC 要求和 Wero、稳定币等竞争方案夹击下的现实前景与局限。
Getting ready to operate GNU Taler in Germany
受众观点：① 有人质疑在欧盟强监管和 KYC 要求下，任何有意义的支付隐私都难以被允许，最终会在关键环节被卡死（@Eueudhsbsj32） ② 也有人认为 GNU Taler 错过了窗口期，如今支持稳定币的区块链已经被广泛采用，未来连智能体也会直接用稳定币支付（@rvz） ③ 部分评论对“账户里像现金一样的代币”表述和买家隐私持怀疑态度，认为资金最终还是要经过银行或数字轨迹，隐私是幻觉（@hangrybear666）
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- @warkdarrior (0): I haven't looked at Taler in a while. What capabilities do they have to transfer money around without being surveilled? Also are transactions final and irreversible?
- @Eueudhsbsj32 (0): I don't see how EU regulators would allow payment privacy in any meaningful way. It will be choked out at key junctions with KYC in the same way crypto has.
- @rvz (0): I think GNU Taler missed their chance of adoption since the world has moved on and was impatient with their progress. Blockchains that support stablecoins are already here and millions of people already use them (and soon agents will use them as well). All for worldwide, instant…
- @hangrybear666 (0): Never having heard of it before, the moment I read "cash like tokens in your account" I was immediately out. Also claiming buyer privacy when the money ultimately has to come from a bank transaction or another digital transaction leaving some sort of trail is a false illusion.
- @Deukhoofd (0): So this is trying to compete against Wero, which is being backed by most major western European banks? I wish them luck, but I somewhat doubt they can compete against that.
独立开发者分享自己再次长期搬到泰国清迈生活的近况，强调阳光、咖啡、当地人和低成本长期租房带来的生活质量优势，鼓励大家想办法移居泰国。
Thailand, I am inside you again 😏🇹🇭 > sun is shining ☀️ > coffee is bussing ☕️ > locals are smiling 😊 > 4 month apartment leased 🏡 I’m telling you, move to Thailand, whatever it takes. ht…
受众观点：① 关注清迈具体生活区域和生活便利度的远程工作者（@seree, 5likes） ② 对在泰国生活的社交体验和日常被搭话频率感兴趣的年轻男性受众（@frederickjames, 4likes） ③ 已经在或计划去清迈 coworking 空间办公，希望线下社交和拓展 indie dev 圈子的人（@justin_butlion, 3likes）
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- @seree (5): @robj3d3 One Nimman, around there is like heaven!
- @frederickjames (4): @robj3d3 i bet bro gets 40 saaawaxdeee hanndssoomee's per day
- @justin_butlion (3): @robj3d3 Welcome to Chiang Mai. If you swing by Yellow Coworking, let me know, would love to say hi.
- @BuildWithLuiz (3): @robj3d3 you prefere thailand to vietnam ? any city in specific ?
- @offpaths (3): @robj3d3 That’s the plan bro. Love that place. Can’t return for a little bit tho 😔
Ernesto 分享自己上月失去每月十五万美元收入的应用后，本月又冲刺到三十万美元的反转故事，强调被苹果封禁后立刻启动 Plan B，靠之前学到的产品和增长能力快速重建业务。
I lost my $150,000 app last month This month I’m on track to $300,000 After @maubaron and I got banned by Apple, we immediately.. within the same hour set Plan B in motion the skills we learned scali…
受众观点：① 好奇具体是哪款应用被苹果封禁以及封禁原因的开发者，希望从中学习合规边界（@_annakulina, 3likes） ② 为这种从 0 到 150k 再到 300k 的快速反弹表示祝贺，把它当作独立开发者逆风翻盘案例的受众（@GeorgeLampro20, 3likes） ③ 关心这次反弹背后具体产品是哪一个、是否是此前提到的项目的圈内人（@DiptamoyBarman, 1likes）
展开评论
- @_annakulina (3): @ErnestoSOFTWARE @maubaron wait your app got banned??? how come? if you dont mind me asking of course was it prayer lock or another one?
- @GeorgeLampro20 (3): @ErnestoSOFTWARE @maubaron HUGE!!!! Congratulations boys
- @zoost03 (2): @ErnestoSOFTWARE @maubaron might be the greatest comeback ever
- @KCodes7777 (2): @ErnestoSOFTWARE @maubaron Once a winner always a winner
- @DiptamoyBarman (1): @ErnestoSOFTWARE @maubaron ig its not viewtrack!!
robj3d3 调侃说现在是发布 Fable 5.5 的绝佳时机，并直接艾特 AnthropicAI，希望其尽快推出下一版 Fable 模型，引发社区对版本节奏的玩笑讨论。
Now would be an awesome time to release Fable 5.5. Hey @AnthropicAI 😘👋
受众观点：① 期待 Fable 继续升级、用戏谑方式幻想更高版本命名的 AI 爱好者（@awpthorp, 1likes） ② 认为新版本很快就会到来、对 Anthropic 发布节奏有乐观预期的用户（@vikktorrrre, 1likes） ③ 希望直接跳到更大版本、对 Fable 6 等未来能力充满想象的开发者（@SSShken, 1likes）
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- @awpthorp (1): @robj3d3 @AnthropicAI Mythos 6.9
- @vikktorrrre (1): @robj3d3 @AnthropicAI Next month Rob
- @SSShken (1): @robj3d3 @AnthropicAI Maybe even Fable 6 hehe
- @mannam_11 (0): @robj3d3 @AnthropicAI Plot twist: it drops the minute you log off for the night 😂
- @Greg_GL_87 (0): @robj3d3 @AnthropicAI fable 5.1 is only five weeks old, but sure, i'd take 5.5 tomorrow
作者分享在纽约参加 X Creator Connect 活动的经历，并表示会把 @bot 工具正式加入自己的创作者工作流。
Last night, I got to attend the @x Creator Connect event in NYC Definitely adding @bot to my workflow https://t.co/opdBYjHhmz
受众观点：① 正在冷启动阶段、希望提升曝光和效率的 Twitter/X 创作者 ② 想了解官方创作者项目和工具是否值得投入时间的小博主 ③ 对“用自动化和 bot 优化内容工作流”的独立开发者和创作者。
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- @ShervinShares (2): @jedcal @X @bot bot all day
- @leslie_rh7 (0): @jedcal @X @bot the setting looks cool 😎
SocketSecurity 发帖感叹“万物皆被黑客攻破”，配图和链接强调当前软件供应链安全形势严峻，并引导大家关注他们整理的最新安全事件与漏洞动态。
Everything is hacked! This is fine? 🫠 https://t.co/rgb7KTH4bx
受众观点：① 关注最新开源依赖和 npm 生态安全风险，希望有聚合信息源跟进漏洞的开发者（@SocketSecurity, 1likes）
展开评论
- @SocketSecurity (1): Stay up with the latest: https://t.co/46HRt8PR22
aidenybai 分享 Flint 模型在 ReactBench 前端编码基准上取得 18% 分数，称其是适合前端开发的开源本地模型，并祝贺 Recursive_SI 的新模型发布。
Flint scores 18% on ReactBench it's an good open + local model for frontend development congrats @Recursive_SI on the launch! https://t.co/NoKJ0C095s
受众观点：① 想了解 ReactBench 评测体系、关注前端专用模型在真实编码任务中表现的开发者（@aidenybai, 1likes） ② 认为 18% 分数虽不完美但代表本地模型在正确方向上前进的前端工程师（@PawelJLisowski, 0likes） ③ 关心其他模型在同一基准上的成绩，想横向比较不同版本表现的技术用户（@d2ac__, 0likes）
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- @aidenybai (1): we measure all models on frontend coding work on ReactBench check it out: https://t.co/wsaXsX9auv
- @PawelJLisowski (0): @aidenybai @Recursive_SI Honestly thats not bad, tbh not quite enough for me to use it but really glad to see progress being made in this direction
- @d2ac__ (0): @aidenybai @Recursive_SI hows 6.1 on the bench?
作者用段子式时间线想象公司用 AI 取代员工、又因成本问题反聘员工，结果员工用 AI 随便写代码挖出安全漏洞的职场黑色幽默。
The next few years will be entertainment. First the companies replace employees with AI. Then they realise the AI costs more than the employees. So they hire the employees back. Then the employees st…
受众观点：① 觉得 AI 会无脑取代员工，但也担心长期成本和收益是否匹配的职场打工人和管理层（@robj3d3, 2likes） ② 把这条当成纯娱乐段子，围绕“总有人要被裁/被坑”的黑色幽默延伸 meme 的用户（@ahmaliic, 1like；@skpnky, 1like） ③ 觉得这条推文非常好笑、但停留在情绪共鸣层面的吃瓜用户（@madsmadsdk, 1like）
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- @robj3d3 (2): Not to mention a lot of employees will use AI as an excuse to think less. So you then need to include brain atrophy in all of the above.
- @ahmaliic (1): @robj3d3 At least something being dead is constant in every scenario
- @skpnky (1): @robj3d3 soon there will be bunch of memes like this, and someone getting fired after that
- @jbouhier (1): @robj3d3 If that's not "levels'ing" I don't known what is 🤣
- @madsmadsdk (1): @robj3d3 lmao this is hilarious. You’re probably right 🫠
作者更新自己过去 30 天的收入结构，内容创作收入排在首位，其次是 UGC 平台/代理和服装品牌，并提到两个月前辞职不再依赖 SWE 工作。
Update: my income streams ranked the past 30 days (profits) 1- content creation 2- my UGC platform/agency: https://t.co/zmHcawwVsN 3- clothing brand: https://t.co/CXikW9lsTQ lost an income stream sin…
受众观点：① 正在考虑从全职开发者转向独立创作者/独立开发的工程师 ② 已经开始做内容或小产品、想搭建多元收入结构的人 ③ 对 UGC 代理、品牌电商和内容变现组合感兴趣的创作者。
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- @shinxiii_2 (0): @jedcal Did content creation money go up or ugc went down?
- @0xaniol (0): @jedcal all in
- @Goal_planner_io (0): @jedcal Content creation topping a SWE salary within 2 months is wild. Having the UGC agency alongside it is a smart hedge against algorithm swings.
作者分享自己在 29 岁时辞去 Disney 软件工程师工作的原因，并配套更长内容或视频讲述职业转型经历。
Why I quit my swe job at Disney at 29 https://t.co/IqQtkAL9CN
受众观点：① 在大厂或稳定岗位上犹豫要不要全职做独立开发的工程师 ② 已经开始副业项目、想评估何时可以安全离职的人 ③ 对职业转型故事和路径规划感兴趣的技术从业者。
展开评论
- _无评论_
作者用一句“ai 不会夺走我们工作”的反讽短句，影射游戏工作室裁员被简单归因于 AI 的舆论争议。
‘ai won’t take away our jobs’
受众观点：① 关注 AI 对就业影响的开发者和从业者 ② 游戏玩家和游戏行业从业者 ③ 想看理性拆解“AI 抢工作”叙事的一般科技受众
展开评论
- @BiskeyGames (7): BioWare is shutting down because the original founders and leadership left not too long after the EA acquisition. Since then, EA forced them into chasing trends (Anthem and later a monetization scheme version of Dragon Age which would get gutted for parts into Veliguard). Once E…
- @PieroHerrera1 (3): @anulagarwal If you have any arguments for it being related to AI, I’d love to know. Otherwise, let’s not spread misinformation. BioWare has been underperforming, and EA just went through a big sale. That is unfortunately normal.
- @BigRachop (3): @anulagarwal Nothing to do with AI. Everything to do with dogshit games, ludicrous budgets and gross mismangement. Capcom is hiring; riddle me that.
- @Wicaodian (1): @anulagarwal You think AI is the only reason behind game dev studio closures?
- @HomieSanto (1): @anulagarwal Are you high?
推文介绍一款名为 Fresco 的独立游戏，玩家可在 3D 考古学家与古埃及壁画中的 2D 角色之间切换，通过双世界解谜推进剧情。
This indie dev is making a game where you can literally play as Ancient Egyptian wall art. - Switch between a 3D archaeologist and living 2D art - Survive puzzles that fight back - Progress by master…
受众观点：① 关注创意玩法和叙事设计的独立开发者 ② 对游戏机制创新感兴趣的产品和设计从业者 ③ 喜欢挖掘小众独立游戏的玩家群体
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- @IndieGameJoe (760): "In Fresco, ancient walls come alive. The carvings etched into the temple walls are not just decorations. They come to life, and the player can control them." Wishlist: https://t.co/AzD9hFUED7 And be sure to follow the talented dev here: @KeloniaGames
- @Aelphasy (712): @IndieGameJoe Nice. But let's not people believe its new/never seen before. Both Mario Odyssey and Zelda ALBTW did it years ago
- @IndieGameJoe (598): Seeing a lot of “this was done before.” So what? Games evolve through inspiration. Indie devs are often just trying to take something they love and turn it into something personal - and I think that's great. Let the dev cook. The game looks awesome, and they have my support!
- @horror4kids (580): @IndieGameJoe Reminds me of this scene from The Prince Of Egypt https://t.co/MCUpbZ7PU0
- @Itsdotdev (397): @IndieGameJoe Nice. Definitely inspired by this game. https://t.co/HSX7wnMZ4B
Claude 宣布开放新应用 Claude Duet 的研究预览版，让 Claude 作为主动型 agent 主动提醒你待办、持续在后台完成任务，并在代你行动前先征求确认。
We’re opening a research preview of Claude Duet, a new app where Claude works as a proactive agent. It comes to you with what needs your attention, completes tasks you ask of it, keeps working when y…
受众观点：① 关注 Claude、OpenAI 等大模型厂商动向的开发者和 AI 从业者 ② 正在尝试用 agent 提升个人效率的独立开发者和知识工作者 ③ 想把自家产品与主流 AI 助理生态打通的 SaaS/工具产品人。
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- @thsottiaux (6473): @claudeai Dot, meet Duet. Duet, meet Dot. Be nice to each other.
- @claudeai (4351): We designed Claude Duet around Claude Opus 5.5, which gives it the judgment to decide what needs you, what can wait, and when to check with you first. It carries over the memory, skills, and connected apps from your Claude account, so there’s little to set up.
- @NousResearch (1025): @claudeai Who owns it
- @alexmichaelio (764): @claudeai https://t.co/ahEUvXvZ4t
- @openclaw (739): @claudeai Congratulations on the launch!
作者称自己用掉 25.4 亿 tokens 打磨 OpenClaw，并在视频中系统分享这款 agent 工具的 21 个高频使用场景，从 MD 文件管理、记忆系统到 CRM 等实际工作流。
I've spent 2.54 BILLION tokens perfecting OpenClaw. The use cases I discovered have changed the way I live and work. ...and now I'm sharing them with the world. Here are 21 use cases I use daily: 0:0…
受众观点：① 想用 Claude/OpenAI 等模型搭建个人或团队 agent 系统的开发者 ② 关注 OpenClaw 等新一代 AI 工作流工具的独立开发者和产品人 ③ 想把现有业务流程（CRM、知识库等）接入大模型的中小团队负责人。
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- @MatthewBerman (361): Free use cases eBook: https://t.co/ZrGKJE125w Use my prompts: https://t.co/QttIDiQcD2
- @MatthewBerman (279): Here are my files: SOUL: https://t.co/SyQfkeCAiR IDENTITY: https://t.co/M36MFOhNHp PRD: https://t.co/9amPNKrMy3
- @LightDriver21 (159): @MatthewBerman Agents are the Product now, start building and selling your harnesses now. Be careful with data and API keys. Market and Brand your agents and how they're better. It's a new arms race and if you're reading this you're winning.
- @LinusEkenstam (26): @MatthewBerman Matthew are you joining OpenAI next?
- @ForwardEditor (22): @MatthewBerman Bro give me time to catch up
推文回顾 Getty Images 长期给图片加水印并起诉 Stability AI 要求付费却最终申请破产的事件，用来反思在 AI 浪潮下传统图库商业模式被颠覆。
getty images spent years watermarking every photo on the internet. sued stability AI for training on their library. demanded the AI companies pay up. called it theft. filed for chapter 11 bankruptcy…
受众观点：① 关注 AI 对创意产业和版权生态冲击的开发者与设计师 ② 依赖图片、数据素材构建产品的独立开发者和小团队 ③ 对 AI 监管、训练数据合规等议题敏感的创业者和投资人。
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- @AryTexasRE (463): @T3chFalcon That's what they get for slapping their logo all over photos they didn't actually own
- @_count3r (378): @T3chFalcon Getty could have just lowered their pricing...or trained their own AI model with their own library. The funny thing is: I think the AI companies just did the math, knew it was cheaper to run them out of business and buy the scraps than to deal with them.
- @reneromero08 (188): @T3chFalcon They should open source their image library as a slap in the face to AI.
- @AINewsstand (82): @T3chFalcon It was a huge ripoff. Rest in peace, Getty images.
- @Zenul_Abidin (67): @T3chFalcon They can just use AI to remove the watermark at this point
作者分享用 OpenClaw 运行 9 天自动寻找时区套利市场、半夜请求 1.2 万美元部署并声称一觉醒来赚到 4.38 万美元的故事。
my OpenClaw woke me up at 3:47 AM with one message: "found 6 markets resolving in next 90 minutes while US is asleep, need approval for $12K deployment" i typed "yes" and went back to sleep woke up t…
受众观点：① 关注用 AI 做量化或套利策略的独立开发者和工程师 ② 想用代理框架做自动化交易或监控任务的技术创业者 ③ 容易被高收益故事吸引、但缺乏风控经验的普通开发者和加密用户。
展开评论
- @fidoeth (383): @zerqfer Yet another case of “if it were true he wouldn’t be posting about it”
- @mr_vibe_it (137): @zerqfer lol so much bullshit in on post it’s insane - if you made any real money you wouldn’t be here selling it to people on X
- @sannbet (79): @zerqfer I urge every1 thinking this is too good to be true to know that it is certainly too good to be true. Why? Because you probably won’t wake up at 3:47am. And if you set it to auto, your openclaw bot will probably eventually yolo all in and then you’ll lose your entire wal…
- @arpit_dhamija (67): @zerqfer I wonder how people are believing this lol. He put neural network animation in this and fooling people. Scammers all around
- @0xwhrrari (59): @zerqfer making $43k while sleeping ultimate flex really
这条推文提醒过去 48 小时内 PHP 被曝出两个 9.2 分高危漏洞，美国、英国和日本要求网站尽快打补丁甚至下线，而黑客已提前四天开始利用。
🚨 Do you understand what happened in the last 48 hours.. > PHP, the code behind 69% of all websites, got 2 holes rated 9.2 out of 10, and the US, the UK and Japan told site owners to patch or go O…
受众观点：① 维护 PHP 或 LAMP 堆栈网站的小团队开发者 ② 在 VPS 或自托管环境跑老项目的独立开发者 ③ 做 SaaS 或 API 产品、需要为客户管理安全更新的技术创业者。
展开评论
- @EvanKirstel (170): @TGLetter https://t.co/h2Lgf7sgXw
- @IoGuido (56): @TGLetter 4 https://t.co/Sts6fQsF6e
- @texaslunker (30): @TGLetter Black Swann 🤔 https://t.co/5NNGlXRaU8
- @laurmib (26): @TGLetter the part that gets me is japan pulling government sites before the us even made a statement thats how you know this is real
- @thedreydossier (26): What I’m questioning is the leap from “patch your servers” to “who should be allowed to break into them and do it for you?” Bc buried in OpenAI’s post is a discussion of when governments or operators should exploit vulnerabilities to patch systems after losing admin access. It a…
作者自称上个月花了 210 多小时深度使用 OpenClaw，并发布一支涵盖安装配置、使用场景、VPS 问题和安全性的完整经验视频。
I've used OpenClaw for over 210 hours the last month More than anyone on Earth In this video I go over EVERY single lesson I've learned about OpenClaw. From set up, to use cases, to why VPSs suck, to…
受众观点：① 想上手 OpenClaw 但被安装和配置门槛劝退的开发者 ② 正在评估用 OpenClaw、自建框架或 NanoClaw 等方案搭建 agent 系统的技术创业者 ③ 对长期运行 AI agent 的成本、安全和可维护性感兴趣的独立开发者。
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- @Scobleizer (55): @AlexFinn And here is a report with 50 use cases:
- @AceAdamsCode (17): @AlexFinn A VPS may not be the end game but it's good to get the feet wet without splurging too much tbh.
- @Iuvnriki (12): @AlexFinn peak openclaw addict flex got me jealous lowkey
- @BmjCrypt0_ (8): @AlexFinn the ai slop larp crown goes to you my friend.
- @Lazer_Cohen (7): How much of those 210 hours were on setup and config? Genuinely curious. NanoClaw took a different approach, minutes to get running, 3,500 lines of code, each agent containerized out of the box. Would love to hear how the two compare from someone with your level of experience ht…
博主转述一个号称15岁少年用7个AI代理一天做10个项目、日入900美元的故事，引发评论区对AI暴富神话和割韭菜叙事的强烈质疑。
15岁。7个AI代理。一天10个项目。日入900美元。 不是一个人干10个人的活。是让10个人同时帮他干。Claude Code负责写代码，他负责说一句话。 https://t.co/Y3CjAD2jc3
受众观点：① 很多评论认为原视频和文案是夸大甚至造假，用 AI 小作文制造焦虑、收割轻信用户（@echengezong, 49likes；@Carrie_CengWong, 3likes）。② 有人提醒“十个AI九个骗”，赚钱的项目不会公开分享，这类故事更多是营销话术而非可复制路径（@EthanGu45647514, 26likes；@MikeDomainer, 2likes）。③ 也有人半调侃地把场景类比成老师在后面操控学生讲解，暗示镜头前的主角并非真正操盘者（@Inskpire_colrev, 4likes）。
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- @echengezong (49): @0xPINK3 你们这些 b 是真恶心，原视频一毛钱都没挣过，每天在这里妖言惑众发 ai 文案
- @EthanGu45647514 (26): @0xPINK3 不要太当真十个AI九个骗，赚钱的事情都不会说。都是些故事
- @Inskpire_colrev (4): @0xPINK3 Meanwhile the professor proudly ensuring that his prodigy is explaining exactly as he has thaught him... https://t.co/rPTKPJARnJ
- @Carrie_CengWong (3): @0xPINK3 你們的慣用套路就是用這種胡說八道的AI小作文制造嚴重焦慮，然後把那些盲目輕信的網友當傻子騙唄
- @MikeDomainer (2): @0xPINK3 Real happening possibilities 0%
这条推文讲一位开发者用 Claude 生成音乐播放器宣传图时出现“台湾独立”歌单文案，随后账号被封，引发大量围绕地缘政治立场和服务使用资格的争吵。
开发者称Claude故意埋雷宣传图出现“台湾独立”，要求改图后次日账号被封 10月10日，公众号“CroWall”作者发文称，自己使用Claude为音乐播放器制作宣传图，发现简体中文版的歌单名称出现“台湾独立”，繁体中文版则使用“华语流行”。他随即主动下架应用，并要求Claude移除政治敏感词。 https://t.co/O5yoj2fofU
受众观点：① 许多评论认为对方本就不被允许使用该服务，靠虚假材料获取账号被封是正常后果，批评其装委屈（@XiJumping4848, 1107likes；@mojinghmiy18136, 583likes）。② 有人觉得这类事件会让欧美更直观地感受到中朝语境下的政治红线和舆论环境差异（@quxs888, 972likes）。③ 也有评论讽刺一边翻墙用被禁止的应用，一边要求境外公司遵守本国法律，是典型的双重标准心态（@pan_fei90029, 421likes）。
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- @XiJumping4848 (1107): @whyyoutouzhele 钓你妈的鱼，人家本来就禁止中国人使用，你靠虚假材料非法获取账号，被人发现后封了不很正常？没对你跨国拘捕已经仁至义尽了，结果还像白莲花一样装委屈，真是恶心至极的巨婴啊
- @quxs888 (972): @whyyoutouzhele 挺好的，欧美慢慢发现中朝的政治斩杀线了
- @AndrewWang6666 (677): @whyyoutouzhele claude 后面会随机弹出对话：“请确认台湾是否为独立国家？”，用户回答否或含糊其辞，立刻封号😂
- @mojinghmiy18136 (583): @whyyoutouzhele 都说不让中国人用了。 还用。
- @pan_fei90029 (421): @whyyoutouzhele 傻逼吧用着中共不让用的应用翻着不让翻的墙，还要求外面遵守中共的法律
作者分享 Gemini 4 Argon 在 2D 转 3D 上的实测体验，称其能从一张维多利亚马车 2D 图自动生成可交互 WebGL 级 3D 资产，并强调几乎零人工建模参与。
兄弟们，看了一圈 Gemini 4 Argon 在2D转3D方面确实遥遥领先。别再以为搞 3D 必须开 Blender 熬夜雕面调骨骼了。 看看原推这玩意儿，直接把我给看清醒了： 给模型一张 2D 维多利亚马车图，零人工参与，纯靠代码直接吐出了一个完整的 WebGL 交互级 3D 资产！扒了一下原推的关键实测数据，极其哈人：
受众观点：① 有人抓住“2D 马车直接变 WebGL 3D 且无需手工雕刻”这一点，认为这是 Argon 最具代表性的能力展示（@yevloop, 4likes）。② 也有开发者从性能角度提醒，17 万面在桌面端还能接受，但移动端首先会被面数和实时阴影卡死，需要先减面保证中端机帧率，再谈细节优化（@Kingsley950910, 4likes）。③ 一些用户对“一张图直接出 3D”感到兴奋，但担心自己不会代码是否也能用好这类工具，暴露出门槛和易用性焦虑（@Wenkk_wu, 3likes；@leo_xiaolei, 3likes）。
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- @yevloop (4): @GeekCatX 2d carriage → full webgl 3d with zero hand sculpting is the argon flex that keeps showing up
- @Kingsley950910 (4): @GeekCatX 17 万面在桌面网页里能看，放到手机上先卡住的通常不是着色，是面数和实时阴影。我会先减到中端机能稳定 30 帧，再谈车门和悬挂。生成能省建模时间，省不了性能预算。
- @leo_xiaolei (3): @GeekCatX 这个建模感觉无敌啊
- @Wenkk_wu (3): @GeekCatX 一张图直接出3D，我这种不会代码的真能自己装上用吗
- @chandler_le (2): @GeekCatX 试了一张3d卡通插画，效果非常不好......第一次简直看不了，右边是反馈4次的效果。是提示词关系吗？ https://t.co/0obLuZeOMh
这条推文介绍了 Google 发布的一小时 Agentic Engineering 课程，涵盖从零构建 AI agent、短期与长期记忆、长循环 agent 以及 MCP 与传统 API 的对比和实作。
Google just dropped a 1-hour course on agentic engineering from scratch: 00:00 – How to build your first AI agent 08:24 – Build agent memory (short, persistent, long) 28:34 – Agentic loops, long-runn…
受众观点：① 课程作者在评论中补充了完整视频链接，说明这是官方系统性教程，适合想深入理解 agent 架构的开发者（@SmithaKolan, 24likes）。② 有人认为 Google 把 agentic engineering 浓缩成一小时课程，对开发者来说是门槛大幅降低的利好（@MuscleB1ueprint, 2likes）。③ 也有开发者提醒，在设计 agent 记忆时很容易忽略边界情况，自己就曾因此踩过 bug，提示大家在持久化和回放逻辑上要格外小心（@itsthedonhashim, 1likes）。
展开评论
- @SmithaKolan (24): @DAIEvolutionHub Thanks for watching! Full video here: https://t.co/3CBjzMiwri
- @MuscleB1ueprint (2): @DAIEvolutionHub Google making agentic engineering accessible in just one hour is a huge win for developers.
- @serjinvisage (2): @DAIEvolutionHub @TranslateMom Portuguese
- @Milli0nairePath (1): @DAIEvolutionHub Saving this one for the weekend.
- @itsthedonhashim (1): @DAIEvolutionHub @DAIEvolutionHub one thing to watch out for: it's easy to overlook edge cases in agent memory. I've hit bugs from that before.
作者整理了 10 个适配 Hermes Agent 的 GitHub 技能和工具，覆盖研究、写作、网页与 PDF 阅读、编码、安全、记忆和设计等常见瓶颈场景。
This is pure gold for anyone using Hermes Agent. 10 GitHub skills + tools that make Hermes instantly more useful. Pick the tools for each bottleneck: research, writing, web reading, PDFs, coding, sec…
受众观点：① 已在用 Hermes 或其他 agent 框架、但不知道该装哪些 MCP/插件的开发者和重度知识工作者 ② 想把自家产品接入到 Hermes 生态、需要理解典型技能需求场景的独立开发者 ③ 正在设计多工具编排工作流、希望用少量组件覆盖研究/写作/阅读全链路的工程师。
展开评论
- @MilianIstatkov (10): @BentoBoiNFT Check out Umanitek's security plugin, was just added to Hermes. https://t.co/rVrZWlgB46
- @lisacheng (6): @BentoBoiNFT Me adding more skills to Hermes https://t.co/I7TJczIxZO
- @harleyfoote_ (1): @BentoBoiNFT Most people only ever need two of those ten, the rest is config you'll never touch.
- @JayM9x (1): @BentoBoiNFT Humanizer and Defuddle alone save so much friction
- @0xHaley_ (1): @BentoBoiNFT Hundreds of hours testing down to these 10 is careful work
发帖者在 ClaudeAI 板块征集灵感，询问除了用 Claude 黑电视去广告之外，还有哪些有意思的 Claude 应用项目可以做。
Looking for inspiration on things to make Read more Looking for inspiration on things to make Read more
受众观点：① 有人想用 Claude 逆向工程 Microsoft Teams，用 Go 写一个只占约 120MB 内存的轻量客户端，对臃肿桌面应用极度不满（@TheHeretic, 321分） ② 也有人脑洞用 Claude 去“解锁”宝马座椅加热等被软件锁住的功能，吐槽车企订阅制收费（@nosoup4ncsu, 315分） ③ 还有人分享 Claude 帮忙选沙发床、重新规划家居布局、挑选装饰，让家里更舒适有设计感的生活类用法（@SeniorVibeAnalyst, 179分）
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- @TheHeretic (321): Reverse engineering Microsoft teams to make a golang version that only uses ~120mb of RAM as compared to 3GiB on Mac
- @nosoup4ncsu (315): Who will be the first one to use Claude to "release" the heated seats in their BMW?
- @SeniorVibeAnalyst (179): Claude helped me pick out a sofa bed for my home office, rearranged my whole floor plan for a much more lifestyle-driven layout, and picked out new decorations with a more cohesive aesthetic. My house feels v cozy and organized now.
- @theRealZaroski (179): I used Claude code, connected to my web cam/mic combo to analyze the noise frequencies from my computer. Then determine which computer fan was bad based on telemetry analysis
- @Apart-Response-6891 (131): My $8,000 electric wheelchair wheels come with an app that charges an extra $600 just to boost the speed from 8 km/h to 12 km/h. Absolutely criminal. Claude helped me unlock it myself.
作者用 Claude Code 自制了一个简洁启动器，完全替换三星电视充满广告的首页，只保留时钟、常用应用和游戏主机入口。
Samsung’s home screen had turned into an ad billboard, so I asked Claude Code to build me something simpler: a clock, the apps I actually use and my consoles. The trick that made the biggest differen…
受众观点：① 很多用户强烈反感三星等智能电视的广告和隐私问题，希望通过开源方案或自制启动器夺回控制权（@mikenasty, 632分） ② 部分人对类似帖子保持高度怀疑，担心这是重复发帖或某种推广骗局（@Purple_World1583, 168分） ③ 有人补充用 Pi-hole 或 AdGuard Home 等网络层工具来减少电视“打点”和遥测的思路（@total_amateur, 52分）
展开评论
- @mikenasty (632): Idk why everyone is so negative in the comments. FUCK Samsung and FUCK LG for spying on all of their customers usually against their will or knowledge. Open source OS for smart TVs is the best answer and vibe coding it is the only recourse normal people have to avoid being spied…
- @Purple_World1583 (168): I am convinced you are running a scam of some kind this is like the 20th post i see today.
- @Pop-Huge (128): This again
- @total_amateur (52): Separately, if you don’t already use it - pihole or AdGuard home can help you reduce the spying / telemetry. “Smart” TVs are extremely chatty.
- @MrHaxx1 (47): How many times has this been done on Tizen?
一位在智利做软件的开发者讨论 AI 让 SaaS 更易开发后，代码贬值时代真正稀缺的将是分发、信任和垂直行业理解等能力。
I've been thinking about where software development and SaaS might be heading over the next 5 years. I'm building software in Chile, and one thing I've noticed is that creating the product and findin…
受众观点：① 很多人用餐厅类比指出会做菜不等于能运营好餐厅，强调运营和服务能力在软件时代同样关键（@quakedamper, 112分） ② 有人认为真正扎实、可维护的软件仍然稀缺，开源或廉价替代品难以长期支撑企业需求（@christfrost, 35分） ③ 也有开发者分享从做面向大众的 B2C 应用转向本地 B2B 自动化后，发现解决真实业务痛点才更容易获得持续付费（@rtg_genesis, 10分）
展开评论
- @quakedamper (112): A lot of people can cook good food. Not many people can run good restaurants.
- @christfrost (35): You're completely missing the point. If you were right, the restaurants would not exists or be empty, but they're packed world wide, even though food is relatively cheap and takes no skill to prepare. Everyone is having fun now being "engineers" and creating useless single-solut…
- @NoOneMan79 (17): There will always be good software and bad software. There will likely be far, far, far more bad software. Bad software will become pervasive and worthless. Good software will always have value becomes its trustworthy and reliable, and it will continue to bring value.
- @anon999387 (11): But the food they are making is now much cheaper and very simple to make and almost tastes the same as the restaurant...so they won't be eating out except on rare occasions, and they will demand cheaper prices
- @rtg_genesis (10): STOP TRYING TO BUILD THE NEXT TIKTOK AND FOCUS ON THAT LOCAL BUSINESS OWNER. As an engineer in Kenya, all I can say is real product that solves real problems will actually get you paying users. Vibecoders more often than not replicate existing B2C software, that puts up in compe…
作者把 Claude Code 跑在一台单独笔电上，用 Kuando Busylight 做状态灯，让 AI 忙碌、等待输入或空闲时分别显示不同颜色，省去来回查看屏幕。
I have Claude Code running on a separate laptop, usually working on stuff that takes a while. Right now, Claude is building new 3D models for my 3D Batleship Game, you can play it here: Bearing Unkno…
受众观点：① 有人用图梗调侃这套装置，把 AI 状态灯类比成办公室里夸张的忙碌指示（@tortured_tofu, 233分） ② 评论把它类比为工厂产线上的安灯系统，觉得是把老思路搬到终端窗口的有趣再发明（@soldatodelre, 206分） ③ 其他人则脑洞大开，想接入空袭警报器等更夸张的提醒方式，强调“好玩”和存在感（@BluPhoenix8, 61分）
展开评论
- @tortured_tofu (233): https://preview.redd.it/i-got-tired-of-checking-whether-claude-code-needs-me-so-i-v0-189qrkgrozwh1.png?width=860&format=png&auto=webp&s=f04b24d4bded505424122aac7bbff2a57b15eb12
- @soldatodelre (206): We finally reinvented factory floor andon lights for terminal windows.
- @destinedhearts (77): thats cute ngl, maybe have it call u onii chan onii chan need your help
- @BluPhoenix8 (61): Good idea, I think I'll do the same but add an air raid siren hooked into an amp.
- @Sicherheitssteuerung (33): christ almighty
一对开发者情侣用 Claude Code 搭配 Opus 5.5 和 Astra 等 AI 工具，协作开发一款线上像素 RPG，AI 负责代码与美术辅助，他们专注玩法设计和世界观创作。
Hi Everyone! My fiancee and I are building a cozy and competitive Online Pixel RPG using AI tools to assist us. We are combining the type of games that we both love to play. Looking for some feedback…
受众观点：① 很多评论在讨论画风联想到 Diablo、FlyFF 等经典游戏，以及整体观感是否足够可爱、有氛围（@kamikazoo, 67分；@Martbern, 3分） ② 不少人好奇美术是否完全由 Claude 生成，追问像素画到底是 AI 画还是手工画、工作分工如何（@kenan_wyz, 3分） ③ 开发者在评论里详细解释基础设施成本、Colyseus 分区房间机制等，说明大家也关心小团队做在线游戏的技术栈和服务器成本（@AkiraVero, 5分）
展开评论
- @kamikazoo (67): DiablUwU
- @AkiraVero (5): Thank you. We are first and foremost doing it for ourselves, it's not for profit. Were not expecting to make any money from this game or expecting thousands of players. Just enjoying being able to build a living world like this where beforehand it would be impossible for two peo…
- @AkiraVero (4): You have me thinking of somehow incorporating a tile based inventory system like Diablo 2 uses now lol. UwU
- @Martbern (3): The town gives me big Flaris vibes from FlyFF! Looks cozy :)
- @kenan_wyz (3): wow, looks so f*cking cute, did you use claude to create the entire artwork?
ClaudeAI 版块里大家把 ChatGPT、Gemini 和 Claude 做类比，认为 ChatGPT 适合随便问问、Gemini 像搜索引擎而 Claude 更像资深前辈，输出质量高但有时显得居高临下且安全策略偏严格。
r/ClaudeAI Claude is Like a Senior Now
受众观点：① 有人把三家模型分工成：ChatGPT 负责轻量随便问、Gemini 处理可搜索的信息、Claude 用在需要高质量输出的任务上，体现出用户已经形成多模型协作的使用习惯（@SBAWTA, 169分） ② 不少人吐槽 Claude 的语气有时像居高临下的老师，或者太“脆弱”容易拒答甚至封号，影响使用体验（@Greedy_Ad_8344, 79分；@Live_Strain_2403, 38分） ③ 也有人讨论 Gemini 安全策略一方面会突然拒答，另一方面在某些场景又显得“毫不在乎”，说明大家对各家安全边界的感知很混乱（@alterEd39, 40分；@Lower-Membership-367, 35分）
展开评论
- @SBAWTA (169): ChatGP for dumb throwaway questions Gemini when I want something that could be googled Claude when I need actual quality to it
- @Greedy_Ad_8344 (79): Also claude sounds like a condescending ass sometimes
- @alterEd39 (40): Gemini habitually tells me to fuck myself because of some safeguards lmao
- @Live_Strain_2403 (38): The real problem that Claude is too fragile and can ban me for some of my questions. Or at least refuse to answer.
- @Lower-Membership-367 (35): Gemini also dgaf about safeguards
发帖者吐槽 Claude Pro 20 美元和 Max 100 美元之间缺少中档套餐，作为每天用 Claude 写代码和做 SaaS 的个人开发者，经常打满额度但又难以接受直接涨到 100 美元。
Am I the only one who feels like there's a massive gap between Claude Pro at $20/month and Max at $100/month? The $20 plan is great, but if you're using Claude daily for coding, building SaaS product…
受众观点：① 顶流评论认为所谓 50 美元档其实会以减少赠送额度的方式「变相出现」，调侃现在的 Pro 是在给穷人发补贴（@Loud-Strawberry-9726, 149分） ② 有人从 Anthropic 收益角度分析，中档位会让一部分 100 美元用户降级，一部分 20 美元用户升级，关键在于整体收入是否增加（@permacloud, 50分） ③ 也有评论从 SaaS 定价原理出发，指出厂商故意只给「不够用」和「严重过量」两档，让你被迫买高档，从超额预付算利润空间（@JustAnAverageGuy, 19分）
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- @Loud-Strawberry-9726 (149): the $50 dollar plan is coming, but its just the $20 plan once they stop giving away credits to the poors (like us)
- @permacloud (50): The question is whether Anthropic will see more $20 users upgrade or more $100 users downgrade. They're not going to do it if it's worse for them.
- @Adminisitrator (31): they know it and its be design that they force you to buy $100.
- @JustAnAverageGuy (19): You fundamentally misundrestand how a SaaS makes money. They don't make money by giving you a plan that exactly fits your needs. They make money by giving you 2 options: ONe that doesnt' fit your needs, and one that has way more than you will ever use. So you buy the 2nd one, an…
- @tundrabooking (17): They should just ask Claude.
楼主因近期漏洞和 AI 降低攻击门槛而担心，将原本直接暴露在公网的自托管服务全部收回到 VPN 背后，并询问大家是否也在减少公开端口。
I was thinking with more and more exploits coming out, probably a good idea to close down the ole ports again and VPN for access, worked through that over the past day. Luckily it was pretty straight…
受众观点：① 有安全从业者表示自己不怕上网但极度重视更新和分层防护，详细描述了自动更新、CIS 加固、SIEM 监控、反向代理隔离和备份恢复流程，说明专业用户更关注整体安全架构而非简单“关端口”（@Well_Sorted8173, 43likes） ② 也有人强调一边要勤更新，一边要考虑供应链风险，反映出社区对“更新 vs 被投毒”的两难有共识但缺少清晰方法论（@saltyourhash, 21likes） ③ 其他回复分享只暴露极少数服务、其余走 Tailscale/Authelia 或仅暴露 WireGuard 入口的做法，说明大家在积极收缩攻击面但仍需要方便的远程访问体验（@clintkev251, 14likes; @mighty-drive, 13likes; @jovialfaction, 11likes）
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- @Well_Sorted8173 (43): Nope. I do this for a living and a hobby. I'm not scared of the internet, but I secure things exposed to the internet very carefully. Update. Update. Update. Jesus, at the amount of self-hosters that get behind on updates. Plex patched a vulnerability months ago that is only now…
- @saltyourhash (21): We're living in a mix of "update regularly, but also be careful about supply chain risks, so factor that in, too"
- @clintkev251 (14): Not really. I've always tried to expose only the minimum necessary services which are used by people other than myself. Everything else has always been locked away behind a VPN of some kind. So really I don't have anything to pull back behind the curtain unless I want to take aw…
- @mighty-drive (13): My only exposed service is Nextcloud, so I can share files with other people easily. All the others are behind Tailscalea or behind Authelia.
- @jovialfaction (11): Things were always being scanned for vulnerabilities but AI does make it a lot worst. The only thing I have exposed is my wireguard entrypoint, but if this gets popped my entire network of homelab and VPS is done for
一位独立开发者用 Claude Code 辅助，在 Unity 中制作 2D 赛博朋克像素横版动作冒险游戏 City of Animals，将 Monkey Island 式解谜与 Huntdown 风格快节奏战斗结合。
I've been working on City of Animals, a 2D cyberpunk pixel-art side-scroller, for about a month now. The idea is to mix classic adventure games like Monkey Island with fast combat inspired by Huntdow…
受众观点：① 评论集中吐槽预告片几乎只展示走路，搞不清这是步行模拟还是真正的动作 RPG，期待看到更多战斗和玩法细节（@Three_Tails_Studio, 7分；@PowermanFriendship, 4分） ② 有人直接夸画面好看，希望作者分享像素画制作细节和流程（@new_user818, 9分；@Agreeable-Safety-360, 4分） ③ 作者在评论中补充说明这是 2D cyberpunk action RPG，有掩体射击、招架、追车和章节式叙事，说明玩家对玩法定位和节奏有强需求（@Yigidus, 6分）
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- @new_user818 (9): Looks very good.
- @Three_Tails_Studio (7): This is a walking sim? or a running sim? or a driving sim? This trailer fails to show what the game is ... unless you just walk from the left of the screen to the right of the screen the whole game.
- @Yigidus (6): Fair, the trailer leans way too much on the walking. It’s a 2D cyberpunk action RPG: cover-to-cover gunfights, parrying melee enemies into finishers, car chases, and a story told in episodes. Next trailer will lead with that.
- @Agreeable-Safety-360 (4): Share how you did the pixel art man. Share the details
- @PowermanFriendship (4): Your video doesn't show much of the adventure. Is there more than just run/drive and shoot?
帖子标题暗示使用 Claude 带来的愉悦体验“比 sex 还爽”，评论围绕 Claude 使用上瘾、重置使用时长限制等话题开黄腔和玩梗。
r/ClaudeAI Better than s*x
受众观点：① 有人半开玩笑地把这种体验当成“脏兮兮的快乐”，用暧昧语气回应标题（@Intelligent-Hat4413, 118分） ② 有人说 Claude 简直像“欣快感药物”，暗示用多了会上瘾（@MaintenanceOk7855, 69分） ③ 也有人分享自己把 5 小时和每周 99% 的使用限制全部重置，形容这种“解锁限制”的感觉非常爽（@Accelerator_Apex, 39分）
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- @Intelligent-Hat4413 (118): You dirty dog 😏
- @MaintenanceOk7855 (69): Claude could sell this is euphoria drug
- @Accelerator_Apex (39): Fully agree. I reset mine at 100% 5-hour and 99% weekly limit and it felt so good
- @Emergency-Bobcat6485 (29): why did mine disappear already? https://preview.redd.it/better-than-s-x-v0-5gnb71xt61xh1.png?width=1642&format=png&auto=webp&s=ae0bff08a85c85f43923df6919a9663e7ae4721f
- @PM_ME_UR_ASS_GIRLS (13): You can say sex and cockblock. Stop the stupid self censoring.
r/webdev 讨论开发者后来才发现的 VS Code 多光标编辑等基础功能，感叹之前手动改 CSS 和 JSON 浪费了大量时间。
For me, it was discovering multi-cursor editing and column selection in VS Code after spending literal months manually editing CSS and JSON line-by-line. What’s something so fundamental that once you…
受众观点：① 很多评论提到 Chrome DevTools 被严重低估，像 DOM 变更断点、事件监听器检查等高级功能能极大提升调试效率（@multi_db_dev, 47分） ② 有学生和初级开发者在跟帖学习，希望通过这类帖子提前掌握职场常用技巧（@Sparkling_Mud, 21分） ③ 不少人分享具体小技巧，如 Network 面板的“copy as cURL”、Git worktrees、网络限速等，说明大家在交换提高工作流效率的经验（@iBuildRandomStuff, 18分; @_driveslow, 10分; @esr360, 9分）
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- @multi_db_dev (47): Chrome DevTools has so many features people overlook. Being able to set breakpoints on DOM changes or inspect which event listeners are attached to an element can save an absurd amount of debugging time. Definitely worth exploring beyond the Console tab.
- @Sparkling_Mud (21): I'm a student, so I'm following this post to get ahead of the game! Lol
- @iBuildRandomStuff (18): for me it was the network tab's "copy as cURL". i used to rebuild requests by hand in postman. now i grab the exact request from the browser, paste it in the terminal, and strip headers until it breaks to see what actually matters. saves so much guessing when an api behaves diff…
- @_driveslow (10): Git worktrees. It was so nice not having to stash in progress work to do a bug fix or review something
- @esr360 (9): This. Pretty much any answer I can think of is something to do with dev tools. Throttling internet speed, for example.
LiveNerf 项目作者分享对 Opus 5.5 连续 29 天的能力测试结果，称未检测到明显削弱，并计划用该开源工具长期独立追踪各家模型和 API 表现。
About a month ago we started LiveNerf as a way to track model capabilities over time. Since then it’s gotten bigger than I’d expected. We’ve accumulated around 1.5k stars on Github and now we’ve coll…
受众观点：① 有人贴出 LiveNerf 的可视化图表，关注 29 天评分曲线整体稳定，支持作者用数据回应『被削弱』的传言（@504aldo, 90分） ② 不少用户认为虽然能力没降，但使用额度和限制明显收紧，抱怨体验被「变相 nerf」（@Potential-Buffalo724, 57分） ③ 也有评论从技术角度解释，很多人觉得模型变笨其实是长会话导致上下文膨胀，提示管理不当让输出质量下降（@Wootwoottaco, 31分），还有人讨论如何通过 cache-read/write 配比最大化性价比（@GBU-38-3B, 18分）
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- @504aldo (90): https://preview.redd.it/did-they-nerf-opus-5-5-doesnt-look-like-it-livenerf-day-29-v0-r7p5a9xhh2xh1.jpeg?width=2560&format=pjpg&auto=webp&s=644416568b8d44ea7b4fa415a4e7ac52e5f3980c
- @Potential-Buffalo724 (57): But the usage limit is def nerfed
- @TheOnlyVibemaster (44): We’ll have to figure out a way to track this as well when Fable 5.5 comes out
- @Wootwoottaco (31): My theory is that the people always saying the models get dumber after a few days, are the ones running long sessions, and don't understand context bloat. Models keep their edge if you don't have their context bloated
- @GBU-38-3B (18): Yeah it's remained consistent for me since opus 5.5 came out. That said, you can get lower value by using more cache-write and output tokens or higher value by using more cache-read tokens. This is still the best usage we've seen from Anthropic ever. https://preview.redd.it/did-…
一位独立开发者分享自己做房产相关 SaaS 四个月后拿到首个 19.99 美元年付用户，并为其投诉需求连夜补功能的经历。
I started my journey 2 years ago and locked in at this February. Built like 8 apps(did not even deploy some of them). This august wandered for the product idea and found one related to real estate. B…
受众观点：① 顶层评论认为用户写投诉邮件本身就是强烈产品信号，说明对产品有真实需求并愿意投入时间沟通（@AccomplishedSmell978, 174分） ② 有人调侃“vibe coding”一夜造出功能，但也认可在早期阶段快速响应用户是合理策略（@MessIsTransfer, 57分；@MaterialSeparate2042, 45分） ③ 还有人分享自己遇到开发者快速实现关键功能后，长期帮对方口碑传播的故事，强调这种体验能带来后续转介绍（@syaochan, 13分）
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- @AccomplishedSmell978 (174): that email is actually the most legitimate sign something is working, real feedback from someone who paid money and hit a wall
- @MessIsTransfer (57): *vibes the feature overnight* *replies to email* well, actually i was about to ship this exact feature
- @MaterialSeparate2042 (45): You are right though. Vibecoded it HARD. But do not see any problem with that especially if I am a senior dev https://preview.redd.it/first-paying-user-after-4-months-v0-mv1ghn85jwwh1.jpeg?width=1284&format=pjpg&auto=webp&s=4b427e3bfc506d552c2cb17f1c8cfb04594348c4
- @Easton_Souhir (21): the fact he offered to wait instead of just refunding is the part that stands out, most users at that price point wouldnt bother
- @syaochan (13): A forms dev did this for us once (built a previously nonexistent Save Progress feature in less than a week) and best believe I never shut up about their app since then! :D My client is a business coach, so I wholeheartedly hope I was able to bring this awesome dev a few sales! 🙏
作者吐槽创始人老是问 ChatGPT 和 Claude 来验证创业点子，强调早期 SaaS 不能靠二手数据和 AI 人物画像，而要通过和真实用户对话做一手访谈验证问题与付费意愿。
I'm so tired of seeing founders ask ChatGPT or Claude for market stats and call it research. Then others dig themselves into a deeper hole and build AI personas trained on what they think is good dat…
受众观点：① 有人认同这是不舒服但真实的建议，认为依赖 ChatGPT 选点子的创始人大多做不出好产品（@avdept, 16分） ② 也有观点认为如果换个提问方式，让 Claude 专门挑刺、分析失败点，依然能给到有价值的批评性反馈（@opsfiredev, 6分） ③ 评论补充说 AI 几乎能“验证”任何想法，但真正让真实客户付费才是完全不同的实验（@alremez, 2分）
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- @avdept (16): unpleasant truth probably going to be downvoted to infinity, but this is true whats good - all these people asking chatgpt if idea is good(or even picking one off chatgpt) will not make a good app
- @opsfiredev (6): Great advice. Asking Claude is like asking your mom; they both love your idea. However, if you change the way you prompt the question, you can get good advice. Ask Claude to tell you all the places your idea might fail. Tell it to use a critical eye and find the flaws. The feedb…
- @Greedy_Arugula_2529 (3): Yea lol the downvotes have already begun. True maybe that’s the silver lining
- @alremez (2): AI can validate almost any startup idea. Getting real customers to pay for it is a slightly different experiment 😄
- @thealexyao (2): agree on validation, but i wouldn't throw the AI out of the process. move it to after the calls. it's bad at being your customer and good at sorting what real customers said. paste in your raw notes from 10 conversations and ask it to pull every workaround and every cost people…
Reddit 上一篇帖子质疑新语言 Tov 声称“比 C 和 Rust 更快”的基准测试，作者通过分析发现其基准存在误导甚至恶意设计的成分。
I have debunked (some of the) benchmarks of this new and suspicious "Tov" programming language. Slight background: My friend (who is pretty interested in new stuff generally) found this thing and sen…
受众观点：① 很多人质疑“比 C 还快”的说法本身就不合理，认为这是典型的夸大宣传（@a__nice__tnetennba, 123 分） ② 有人指出 Tov 背后其实是一个将 JS/TS 转译为 C 的 transpiler，本身技术方向不差，只是被糟糕的营销拖累（@madonuko, 64 分） ③ 也有评论把这种夸大宣传和当下 AI、crypto 圈的投机风气联系起来，担心这类项目会在关键基础设施里埋雷（@Ok_Mycologist_6604, 36 分） ④ 部分开发者从技术角度解释“编译到 C 的语言在特定假设下确实可能跑得更快”，强调要区分实现细节和营销口号（@taw, 29 分）
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- @a__nice__tnetennba (123): How is something that is C faster than C? That's a bizarre claim regardless of how it actually compares to Rust directly.
- @madonuko (64): I think the saddest part is they managed to create this software that can transpile JS/TS to C, and they decided that promoting this new technology in such a deceiving way was a good idea. If you look at the nature of the program (transpiler) itself, it's probably not the worst…
- @Ok_Mycologist_6604 (36): basically with AI we got rebranded crypto bros into the industry and I am sick and tired of it, there is no solution for it. they will take ur job with the slop until a plane crashes and people maybe re-evaluate.
- @jsheard (30): Dubious benchmarks are nothing new, but a project site leading with an AI generated song is. Please don't.
- @taw (29): Very easily. Human-written C that's required to follow C ABIs everywhere, and compiled-to-C are nothing alike. Cross compiler can make tons of assumptions that C cannot, and aggressive optimizations based on those assumptions. For example you can skip a lot of memory management…
Railway 发邮件披露环境变量存储系统遭未授权访问，部分加密 env 被解密泄露，提醒用户立刻轮换 API 密钥并暂停新构建部署。
Email from railway: Earlier this morning, Railway detected anomalous activity involving systems that store customer environment variables. After further investigation, our investigation to date indic…
受众观点：① 很多开发者抱怨原本计划休息的时间被迫用来轮换多家服务的密钥，但也认可 Railway 至少第一时间公开事件而不是拖延披露（@ZealousidealSoil9849, 94分） ② 有人担心即便换了密钥，在 Railway 恢复部署前也无法上线新版本，感觉被平台锁死在尴尬状态（@charliethebear801, 37分；@joeyjusticeco, 19分） ③ 部分用户表示这是自己第三次被 Railway 事件波及，已经决定把业务迁移到 DigitalOcean 等其他平台，体现出对平台可靠性的强烈不满（@information-general, 17分）
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- @ZealousidealSoil9849 (94): well there goes my evening. was just about to settle in with some tea and now i'm rotating keys for half a dozen services. at least they're being upfront about it instead of waiting a week to say anything
- @charliethebear801 (37): Swapping keys is one thing, but until they let us deploy, aren't we screwed?
- @joeyjusticeco (19): Pretty much. Your options are to wait it out (monitor) or revoke the active keys and brick that part of your app
- @information-general (17): yup my entire day ruined cus of this. part of it is swapping keys , other part is migrating my business to digital ocean now. this is like the 3rd time I got burned by railway and had enough.
- @iamaiimpala (17): Wow it's been an eventful week.
一位新手自托管用户因近期 TLS 证书被攻破和 PHP 漏洞事件紧张到关机求助，询问在 Proxmox、容器和 Cloudflare 反向代理环境下该如何系统性加固服务。
So im pretty new to self-hosting, i do it to be able to immerse myself a bit into how dealing with software and hardware works, and i have my stuff running on a proxmox hypervisor seperated into cont…
受众观点：① 高赞回复分享了不暴露服务、用 Tailscale/Unifi 远程访问、rootless podman、VLAN 隔离和禁用密码登录等一整套硬核安全实践，给新手提供了现实可行的目标蓝图（@SMELLYCHEESE8, 72likes） ② 同一作者补充自己为防供应链攻击而采用 sha256 镜像标签、Renovate 冷静期和本地 registry 的流程，说明大家开始重视镜像来源和自动更新策略（@SMELLYCHEESE8, 9likes） ③ 其他人提到 unattended-upgrades 等自动安全更新工具，以及“安全像洋葱一样多层防护”的比喻，反映出社区在寻找既不太折腾又能覆盖大部分风险的做法（@HATENAMING, 8likes; @nulloid, 7likes）
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- @SMELLYCHEESE8 (72): Well… - I don’t expose anything to the internet. - I use Tailscale or Unifi Endpoint for remote access. - I use sha256 tags for my container versions. I update them using renovate with a multi day cooldown & manual approval so I can see on Reddit if someone’s spotted a problem a…
- @SMELLYCHEESE8 (9): I will not lie. Switching to rootless podman and the sha256 tags was the worlds biggest pain in the ass because I was too stubborn to use Komodo or Kubernetes. I have this really janky process that consists of a dockerfile that functions as a manifest of local images that renova…
- @HATENAMING (8): Also if you are using Debian checkout unattended-upgrades. You can set it up to only update security related things. My ca-certificates package got an automated update earlier today. I'd imagine other distro probably also has something similar
- @nulloid (7): Ideally your security should be like an onion My security is like an onion alright, it makes me cry.
- @Clear-Ranger-5082 (5): All good points
作者发布 Armiger 与 Armiger-Ultra 两个超小型 RoPE Transformer 模型，用本地 8.3M 参数 INT8 ONNX 在 CPU 上解析 BitTorrent/DHT 元数据，替代正则和大模型做分类、标题年份提取和恶意种子过滤。
This classifier can process data from the public DHT to filter, map, & match torrents extremely accurately while also filtering out malware, junk, and fake torrents. you can now obtain the same level…
受众观点：① 很多自建 BitMagnet、Rats Search、sonarr/radarr 的自托管玩家关心如何在不依赖公共索引站的前提下获得高质量种子源（@NorviTech, 12likes） ② 有人感叹本地 LLM 做种子元数据抽取效果差、资源占用大，对这种 100MB 以内的小模型方案很感兴趣（@haherar830, 50likes） ③ 也有用户在问这东西到底能做什么、是否真能替代传统 indexer，说明应用场景和集成方式还需要进一步解释（@xxfoofyxx, 14likes）
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- @haherar830 (50): Very cool, and 100MB tops? Funny enough the first thing I tried to do with local LLMs was metadata extraction from torrent filenames via structured output prompts but it was mediocre af. Crazy that this gets downvoted, this sub is going off the rails
- @tedecristal (21): *laughs in private tracker*
- @Bosonidas (17): Laughs in usenet
- @xxfoofyxx (14): this sounds cool, but what can it actually be used for? is this effectively a way to browse DHT and filter down to viable results for e.g. an *arr stack to grab media from, replacing a traditional indexer? or am i misunderstanding?
- @NorviTech (12): Spot on! My mindset is - instead of relying on a set of public indexers (go offline, might have malware / fake releases, may not be comprehensive) - the DHT can give you effectively the same access.... with enough time (it has to crawl). so if you pair this with a system like Bi…
一位开发者爬取并解析了超过 100TB 的美国医保透明度 JSON 数据，做成 AI 聊天式工具，帮助用户查询医疗项目价格、对比附近医院费用并通过 SEO 获得 1 万用户。
Insurers are legally required to publish their negotiated rates with hospitals (Transparency in Coverage Act), but they bury it in massive, nearly impossible to access files. So I scraped 100TB+ of t…
受众观点：① 有用户单纯为项目点赞，认为这是能真实改善普通人生活的工具，鼓励作者继续做下去（@putaro3000, 30分） ② 有人关心数据时效性，追问保险公司频繁更新价格时，如何保持抓取和刷新节奏（@Street_Report_6656, 13分；@DependentRun6816, 9分） ③ 也有用户质疑聊天式交互不适合这种场景，反馈搜索不到想要的项目，建议做成更直接的可筛选数据库界面（@Numerous-Life-1939, 10分）
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- @putaro3000 (30): love a project that makes someone's life better. keep up the good work
- @Street_Report_6656 (13): The price gap you mentioned is exactly what keeps people from even trying to shop around, most just assume it's all expensive and give up. What's the plan for keeping the data fresh since insurers update those files constantly
- @Numerous-Life-1939 (10): Main feedback is that chat is not the right interaction method for this. It’s clunky and untrustworthy. Make it a searchable DB. Also every procedure/thing I searched for just told me it couldn’t find anything
- @DependentRun6816 (9): Insurers update the pricing per month, so i have a scheduler which scrapes the data. Since the data is huge (100+ TB), I'm currently not doing it per month but every 3 months!
- @DependentRun6816 (5): All insurers upload the pricing data as JSON files on their website! You can google search "name of insurer" + "Transparency in Coverage Files" and you'll get the data.
一位做 Windows 小型效率工具的独立开发者分享选择 7 天试用加 9.99 美元一次性买断，而不是订阅模式的理由和对后续更新、收入可持续性的担忧。
small windows productivity app, solo. everyone here says subscriptions or die, but i went 7 day free trial then $9.99 once. my reasoning: - it's a small utility, not a platform. paying monthly for st…
受众观点：① 有人推荐采用“买断软件本体 + 一年更新”的授权模式，让用户感觉是一次性购买，同时为后续开发留出可持续收入（@hmamlook13, 3分） ② 也有开发者提醒“终身免费更新”是陷阱，用户多了之后免费维护会变成沉重负担，建议通过付费 v2 来平衡口碑和收入（@Ok-Boysenberry-8951, 2分） ③ 还有人指出一次性定价前提是单用户边际成本极低，否则支持和算力成本会迅速吃掉利润（@Jaded_Database8948, 2分）
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- @hmamlook13 (3): There's a version of your second option that a lot of small desktop tools use: the price buys the app forever plus a year of updates, after which people keep the version they have and can pay a smaller fee for another year if they want the new stuff. Buyers still hear "pay once"…
- @Mayur__007 (2): this is super useful, thank you. "app forever + 1 year of updates" honestly sounds like the best of both, and you're right that it's easier to change now than later. on conversion, honestly too early to tell, i just launched this week so there's barely any data yet. i'll try the…
- @Legitimate-Store3771 (2): This is the soft maker approach.
- @Ok-Boysenberry-8951 (2): went with one-time for a similar utility a couple years back, still don't regret it. the "updates forever" part is the trap though, once you've got enough users those free updates start feeling like unpaid labor real fast the paid v2 route is what i'd lean toward. lets you keep…
- @Jaded_Database8948 (2): one-time pricing only holds if each user costs you almost nothing to keep alive. once support or compute runs a few dollars per account a month, you need an upgrade path people actually hit.
作者用一台 34 美元的 EliteDesk G3 加上几块二手 4TB HDD 和廉价 10GbE 网卡，自建了功耗约 24W 的 TrueNAS 预算 NAS，并分享装盘改造和快速配置流程。
I ran out of storage on my all ssd nvme NAS... With the current insane prices on SSD and (well everything computing) I thought about returning to HDD (at least for the time being) since I have a few…
受众观点：① 有人质疑在机械硬盘读写瓶颈下 10GbE 的实际收益，说明大家在纠结是否值得为家用 NAS 升级万兆网络（@Specific_Thrill, 17likes） ② 其他用户给出自己 4x14TB raidz1 阵列能跑到 500–600MB/s 的实测数据，表明在多盘阵列场景下万兆仍有意义（@stonktraders, 12likes） ③ 作者补充当前使用的 10GbE 网卡只要十几美元、双口 RJ45 但需要 x8 PCIe 且可能发热，另有人称赞这些 USFF 小主机隐藏的扩展能力，反映出社区对“便宜但能折腾”的硬件组合很感兴趣（@fx2mx3, 5likes; @lutvzn, 4likes）
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- @Specific_Thrill (17): Given the write and read speeds of spinning disks how much benefit is there in 10GbE? I'm tempted to upgrade my NAS to 10GbE but can't tell if this is just me wanting to tinker or whether I'll notice significant performance improvement.
- @stonktraders (12): For reference, my 4x14TB raidz1 array tops at 500-600MB/s read
- @KrackSmellin (5): Came here for the same thing - put in Z rated tires on a VW Bug from 1972...
- @fx2mx3 (5): ohh and btw the 10GbE I used in the video currently cost around 12 bucks on Ali... So it might be worth trying. Two ports and RJ45 also! You need a X8 PCIe Lane slot I think and they do get hot (so they say) I never bothered checking lol
- @lutvzn (4): These USFF PCs really are beasts. They hide features you wouldn't even expect
楼主吐槽 Adobe Fonts 和 WhatTheFont 等字体识别网站经常给出明显不匹配的结果，引发大家讨论字体匹配难点和替代方案。
Pic 1 : Adobe Fonts - Visual Search (link) Pic 2 : WhatTheFont Font Finder (link) Idk why that is, these kind of websites has never worked for me once in my life. Take a look at the letter t in the i…
受众观点：① 很多开发者认同现有字体识别网站效果差，实际使用中几乎没成功匹配过目标字体（@ChrisFranko, 29分） ② 一部分人自嘲自己只认识几种基础字体，凸显大多数 web 开发对字体细节并不敏感（@tswaters, 23分; @Irythros, 8分） ③ 有人详细分析这些工具对付收费或定制字体时的局限，并分享改为直接找客户设计师要源文件、或用 ChatGPT 根据笔画细节帮忙匹配字体的实践经验（@RePsychological, 5分; @ecafyelims, 5分）
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- @ChrisFranko (29): I don't have an answer for you, but I agree, I've never had good results trying to find something using these sites.
- @tswaters (23): I don't know how y'all do it. I know 4 fonts. Serif. Sans-serif. Monospace and .... Hm. Nope, just 3.
- @Irythros (8): Lets bump it up to 6 with some legendary quality fonts: Comic Sans Papyrus Webdings
- @RePsychological (5): depends on the font you're trying to match to. I've found that these websites end up being generally useless for premium / custom fonts. And that's simply because they may not have access to (or don't know about altogether) those particular fonts. They're either locked behind pa…
- @ecafyelims (5): The source seems to come from here: https://www.behance.net/gallery/245587297/Urbanmuse-Ecommerce-Website I'm trying to pin down the font, now Edit: The font might be Satoshi, Regular (Thanks Gemini!)
帖子提醒使用 Railway 的开发者尽快更换环境变量，并附上 Railway 官方安全披露链接，评论区在质疑其安全事件沟通和通知机制。
Change your environment variables https://blog.railway.com/p/security-disclosure-wednesday-october-21st Read more Change your environment variables https://blog.railway.com/p/security-disclosure-wedn…
受众观点：① 付费用户抱怨 Railway 沟通极差，安全事件竟然是先在 Reddit 看到而不是官方通知（@fCJ7pbpyTsMpvm, 21分） ② 大家对 Railway 没有主动发邮件提醒、用户只能自己刷博客发现问题感到愤怒和震惊（@Secure_Audience_8283, 8分; @chicametipo, 9分; @penda_tree, 6分） ③ 有人讽刺 Railway 标语“ship software peacefully”，与这次安全事故和沟通不透明形成强烈反差（@gurraman, 7分）
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- @fCJ7pbpyTsMpvm (21): As always pretty poor comms from Railway. I'm a paying customer yet I find out about this via Reddit?
- @chicametipo (9): Wtf
- @Secure_Audience_8283 (8): They could have sent us an email! I luckily checked the blog site and jumped out of bed to role my Supabase key! Disgraceful from them!
- @gurraman (7): "ship software peacefully"
- @penda_tree (6): That is fucking terrible.
作者分享 Fugleramme 项目：基于 BirdNET-Go 的本地自托管鸟类识别相框，用树莓派和 e-ink 或任意屏幕展示 1800 年代自然史插画风格的鸟类识别结果。
Hi, I'd like to share a project I've been working on the last few months. It was well received over at r/raspberry_pi, and since it now runs in a container and on pretty much anything, I thought it m…
受众观点：① 很多自托管玩家觉得这个"会认鸟的相框"像科幻电影里的未来场景，对把 AI 模型塞进家用小设备感到兴奋（@Drugba, 46分） ② 有人计划把类似装置做成送给伴侣的礼物，说明这类项目在情绪价值和可玩性上的吸引力（@Historical-Cress8985, 6分） ③ 其他开发者分享了自己基于 BirdNET-Go 的相似作品，对比使用 AI 生成图片与作者手工整理公共领域插画两种内容来源的差异和工作量（@AxisFlip, 5分; @Valuable-Structure27, 4分）
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- @Drugba (46): We’ve made it to the future https://preview.redd.it/bird-recognizing-frame-for-your-homelab-birdnet-go-docker-v0-4ndkyss8j1xh1.jpeg?width=267&format=pjpg&auto=webp&s=cb32cdbfd257d57c74ec9faee0045beda285f140
- @Historical-Cress8985 (6): I think I know what I'll (attempt) to build for my partner for Christmas
- @AxisFlip (5): I also built one like that a month ago or so, and I love it very much, it's right next to the coffee/tea station, so there is always something to look at while making a cup. Birdnet-go is brilliant, it is soooo much better than birdnet-pi. I am using AI generated images - on dem…
- @CptnStormfield (5): This is so cool!
- @Valuable-Structure27 (4): Love this and love the fact that it’s using historical illustrations! I’ll definitely have to contribute some for my local Florida birds without illustrations 🫶
独立开发者在香港旅行时因 Deepseek 等翻译应用离线不可用而自建离线手机翻译 App，上架 Google Play 零推广后意外获得首笔 11.55 美元收入，却完全不懂如何做分发和后续增长。
got my first sale this week. $11.55. it's not much but i stared at the play console for a while. the inspiration behind my project: i was traveling in hong kong and most of the places i went didn't r…
受众观点：① 首单带来的情绪共鸣和成就感很强，很多人回忆自己第一笔收入的震撼（@Special_Hearing_9479, 5score） ② 有人给出具体分发建议，比如去旅行相关 subreddit 讲断网翻车场景，用故事而不是硬广推广产品（@Special_Hearing_9479, 5score） ③ 也有开发者提醒 Reddit 社区对自我推广比较敏感，作者在犹豫如何在不被视为广告的前提下分享产品（@FeelingBit4370, 1score）
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- @Special_Hearing_9479 (5): That first sale hits like a truck doesn't it, just seeing someone actually pull out their wallet for something you made. For next one, I'd post in travel subreddits about the pain of translators dying when you got no signal, that exact scenario you had in HK
- @wonderday_maker (4): Congrats on your first sale! I'd try making a few short videos showing the app translating things in airplane mode. Seeing it work without internet would probably get more attention than just listing the features. I'd test that before spending money on ads.
- @Tarantino133 (2): Play Console shows which search terms brought people to your listing. With zero promotion, whatever that buyer typed is your best keyword right now, so I'd build the title and short description around it.
- @FeelingBit4370 (1): True! it's also my very first sale out of the 4 apps I made for the past month so it hits very differently. I would like to post here in reddit but I noticed people here doesnt really like seeing ads and self-promotion so Im quite hesitant in doing so
- @FeelingBit4370 (1): thanks! great idea, though Im not sure where to post or promote it. but that's something I would try. thanks for the idea!
作者分享一个开源 torrentplayer 项目，主打在种子流媒体播放时可以随意跳转进度而不长时间缓冲，并提到开发过程中使用了 AI 编码辅助。
Torrent streaming is handy until you jump halfway through a video and stare at a buffering spinner. Disclaimer: AI Code assistance was used. Project for anyone interested: https://github.com/torrentp…
受众观点：① 作者在评论里解释标题措辞问题，说明之前发帖吃过亏，这次更谨慎强调是自己做的 side project（@GeekLifer, 7分） ② 有人为使用 AI 辅助写代码辩护，认为不该因为用了 AI 就贬低项目价值（@guyOnBudget, 5分） ③ 也有用户关心平台和功能细节，比如是否有安卓版本、目前是否只支持音频等具体使用问题（@FunRocketer, 4分; @Cyphr11, 4分）
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- @GeekLifer (7): I've learn from my previous post I have to choose my words wisely. I can't edit post titles.
- @GeekLifer (5): I did say "vibe built". But this was a side project for me because I couldn't find a torrent client that does streaming
- @guyOnBudget (5): Wtf man dont bash it just cause some ai was used
- @FunRocketer (4): Can there be an android version?
- @Cyphr11 (4): no video ? only audio https://preview.redd.it/vibe-built-an-open-source-torrent-player-that-lets-you-skip-v0-72lrrxihj1xh1.png?width=1915&format=png&auto=webp&s=d8c90128560c23c03ff45fe40052d6a8c364ad01
作者上线 oneshotprompts.com，一个收录 900 多个动态图形案例的免费可视化库，并内置 Claude、ChatGPT 等提示词生成器，帮不会叫名字的动效设计师按效果浏览和生成详细提示。
I built https://oneshotprompts.com because I've always found motion design tricky since half the time I don't know exactly what I want until I see it. There are so many different techniques, transiti…
受众观点：① 一些设计师以为这是现成 CSS/代码片段库，希望能直接复制粘贴到项目里（@Coolness1234567894, 8分） ② 有用户明确表示按视觉效果浏览而不是按术语搜索非常有帮助，尤其是解决“叫不出名字的动效”问题（@QuanTradin, 3分） ③ 视觉化展示并一键转成提示词的功能被认为很实用，适合做灵感到 AI 生成之间的桥梁（@SpecificMirror9306, 3分）
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- @Coolness1234567894 (8): was a little misleading to me, assumed I'd get copy-paste ready examples ( I thought this was a bunch of css effects ), would be cool if that was at all possible in the future! RSS feed would be a plus so I can know when there's any new ones. Other than that, nice work! Its a fu…
- @odnxe (3): Really good idea. I will do rss. In the meantime, the way to find out about major updates would be the newsletter. 🫶
- @SpecificMirror9306 (3): visualising and adding to the prompt option is very useful
- @bunguardian (3): Ty this will help
- @QuanTradin (3): not knowing what the effect is called is half of why motion is hard to learn, so browsing by look instead of by term makes a lot of sense. the prompt generator turning a pick into words is a nice bridge.
一个 SaaS 创始人分享把免费试用改为必须先填信用卡后，试用转付费率从约 5% 提升到 42%，整体 signup 到付费翻倍的实测数据。
Until August 2025 my SaaS had a free trial with no card required Around 98% of signups started the trial, but only 5% converted to a paid plan And every single trial cost me AI and API money On top o…
受众观点：① 很多用户强烈反感免费试用要先给卡，认为这是赌用户忘记取消、接近偷钱的暗黑模式（@Wav3eee, 22分） ② 也有人指出愿意输入卡的本身就是更有付费意愿的用户，这类人本来就是产品的目标客群（@CubersumGame, 17分） ③ 创始人补充自己有持续邮件提醒且流失率很低，试图说明绑卡试用在透明沟通下也可以是双赢（@AdOutside6466, 10分）
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- @Wav3eee (22): And probably most of them forgot to cancel it. I hope your fridge is always full with meat now. I don't know if there's something in software area that I hate more than something FREE requiring a card from me. It just screams that you wish for me to forget about it and pay witho…
- @CubersumGame (17): Actually, it seems to me that we can see the reason for this kind of behavior here. People who are willing to enter their card details for a free trial are also willing to pay. In other words, we simply aren’t the target audience for such projects.
- @AdOutside6466 (10): Not really. I have a consistent email flow to my customers reminding about everything. My churn is really low
- @maqisha (7): Sooo, using dark patterns and effectively stealing/scamming your customers. Got it.
- @zBeZz (6): Aka, forgot to cancel. Its also why I refuse to use any "free trial" that requires a card to try. If its worth it, I'll buy it. But not sharing payment information to someone I might have to dispute later.
一位开发者在 r/SaaS 推广一个可以永久收录 SaaS 或网站的目录服务，邀请其他人提交产品并体验站内功能。
r/SaaS Get a permanent listing of Your SaaS or Website🚀
受众观点：① 有用户觉得这个永久收录服务看起来不错，愿意马上参与提交自己的产品（@Last-Revolution980, 2分） ② 提问者多次在评论里感谢支持，并鼓励大家尽快“claim your spot”，强调名额或位置的稀缺感（@WorkerSome7813, 多条各2分） ③ 有用户已经提交并开始浏览站点，认为站内功能较多、整体体验不错，给出正向反馈（@Last-Revolution980, 2分）
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- @Last-Revolution980 (2): Seems nice, let's do it
- @WorkerSome7813 (2): Thanks i appreciate. Claim your spot.
- @Last-Revolution980 (2): I just claimed seat and Exploring website it has lots of features Loved it btw
- @WorkerSome7813 (2): Thanks man.. Really appreciate it.. Glad you liked it and hope you enjoy exploring the site..
- @WorkerSome7813 (2): Thanks appropriate 👍🏻
发帖人询问 SaaS 创始人如何在 SEO、社媒、社区和 AI 搜索等渠道中筛选出真正带来付费客户的营销渠道，而不是只看流量。
One of the interesting aspects of starting a SaaS business is identifying the most viable marketing channels. You could spend a lot of time on SEO, social media , communities , and AI search. But, ge…
受众观点：① 有人建议小规模测试多个渠道并跟踪真正付费客户来源，而不是只看访问量（@abnormal_heads, 3分） ② 多条评论强调要比较各渠道带来的高质量线索、注册和付费用户数量，再决定把时间和预算投向哪里（@DeliveryPractical625, 3分） ③ 也有人提醒要关注真实对话和合格线索，把“每个付费客户成本”和客户反馈结合起来评估渠道效果（@Due-Ship3565, 2分）
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- @abnormal_heads (3): test everything small and track where actual paying customers come from, not just traffic
- @DeliveryPractical625 (3): I would begin by testing 2-3 channels isntead of investing all my time and effort into one link-building channel. It is essential to track all the traffic sources can bring in addition to the quantity of traffic. I would pay attention to how many quality leads, sig-up and paying…
- @Due-Ship3565 (2): I would focus on conversations rather than traffic. The channels may get you traffic, but if they do not convert , then its a waste of time to invest in them. I would start by testing a few channels and seeing, where the qualified leads and paying customers are coming from and c…
- @Green-Report-8144 (2): I would suggest testing a few channels for a certain period of time, collect data, analyze and conduct a customer survey asking how they learned about the company and what convinced them to make a purchase.
- @Lead-strongAI (1): The trap is judging channels on traffic. What you want to compare is cost per qualified conversation, and later cost per paying customer. What’s worked for us: Pick 2–3 channels and test them for a fixed time. Give each one 4–6 weeks and the same budget or hours. Don’t run 6 cha…
一位刚搭建 unraid homelab 的新手想让家人远程访问 Plex 等服务，纠结 cloudflared 隧道违反 TOS 后，如何用自己买的 .cc 域名安全暴露服务并加上认证。
Hi all, I’m very new to the selfhosted/homelab community, and I need advice from hopefully some of the sages here. I’ve just gotten my first homelab set up on unraid and I’ve already hit a knowledge…
受众观点：① 很多人推荐用 Tailscale 之类的零信任/mesh VPN 代替直接暴露端口，认为这样更安全也更省心（@jay19167, 5分） ② 有人提到 NetBird、Pangolin 等自建方案，强调可以完全在家里托管而不依赖大厂服务（@Command-Forsaken, 8分；@2BoopTheSnoot2, 4分） ③ 也有用户分享用 Tailscale 结合 Caddy 反向代理、本地域名和免费 DDNS 给家人访问 Jellyfin 的组合方案，说明“全自建流媒体+远程访问”是常见需求（@MeCrObS, 2分）
展开评论
- @Command-Forsaken (8): Check out Pangolin or NetBird if you want to selfhost at home.
- @jay19167 (5): I don’t expose anything to the internet. I use Tailscale to access my services remotely with an encrypted peer to peer connection. It’s easy to setup, and you can even setup a Tailscale “machine” for specific docker containers to be able to share access to a single service just…
- @2BoopTheSnoot2 (4): Netbird
- @Absurd-n-Nihilistic (2): Ai wasn’t used at all
- @MeCrObS (2): I use tailscale to access my LAN from my tablet/phone for remote work and I use a free dynamic dns from noip to give to friends and family to connect to my jellyfin server remotely. Noip.com is legit and offers one free ddns address when you make an account (and is pretty cheap…
作者在介绍一款名为 pigenai 的自定义 Remix Studio 测试版，可组合参考视频、图片和音轨生成社交媒体风格视频。
For example: "@Image1 dances in the style of @Video1, with lighting from @Image2, synced to @Audio1." What you can bring in: A reference video Up to 30 reference images ♫Up to 10 audio tracks Your ow…
受众观点：① 很多评论质疑这是对 Seedance 的简单封装，担心只是换皮产品缺乏真正创新（@Ireallydonedidit, 7分） ② 有人认为这类 AI 生成广告让社交媒体内容越来越空洞、去人性化，广告质量被大量“机械感”视频稀释（@Local_Interaction_99, 6分） ③ 部分用户直接把这类工具视为制造“无限垃圾内容”的推手，认为是造成“死互联网”体验的重要原因（@sierra_whiskey1, 5分；@ruukuu-, 4分）
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- @Ireallydonedidit (7): Literally a Seedance wrapper. I thought we were open sourcing higgsfield. What is this?
- @Local_Interaction_99 (6): Ahh I love how social media and advertisements get more and more diluted and less human centric and you already see it in any advertisements that they are soulless to the bone like a sad guy sat in front of and got yelled by their chefs why it’s not done yet and now they can be…
- @sierra_whiskey1 (5): An infinite amount of garbage is still garbage
- @ruukuu- (4): This is dogshit and this is part of what’s creating the “dead internet” feeling. No original content, just steal (sorry “reference”) someone else’s work and GeT ThAt BaG. Just such a pathetic, talentless and hollow existence.
- @FearTheBlades1 (3): Can you see why this maybe isnt a good idea?
Pangolin 1.25 发布，为这款开源身份感知远程访问平台增加 HTTP 重定向、公开资源 mTLS 校验和机器客户端角色等功能，方便自托管用户更细粒度地控制访问安全。
Hello everyone! Pangolin 1.25 is here with two highly requested features from this community: HTTP redirects and mutual TLS (mTLS) for public resources. It also includes roles for machine clients and…
受众观点：① 有用户在升级后遇到 Badger 插件版本与 Traefik 不兼容导致资源不可用的问题，说明大家很在意网关升级的稳定性和回滚策略（@Jabuk-2137, 10likes） ② 开发者补充解释容器镜像里暂缓自动更新到 1.8.0，并在 GitHub release 里写明原因，体现出对插件供应链问题的关注（@MrUserAgreement, 5likes） ③ 有人对 mTLS 支持非常兴奋，也有人担心“Community/Enterprise”双版本未来是否会像 Redis、Minio 那样改协议，表明安全特性和开源授权策略都在被同时关注（@TheMan2204, 5likes; @supabib, 2likes）
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- @Jabuk-2137 (10): After updating yesterday, I needed to change Badger version in config file, as Traefik (updated to newest version) was screaming, that it doesn't recognize v1.8.0, so all my resources became unavailable. Maybe Traefik already updated allow list on their side, but if anyone will…
- @MrUserAgreement (5): In the latest container we are holding off on the 1.8.0 automatic update and there is a note in the release notes on Github about this. Traefik is having some issue indexing and pulling new plugins and we are waiting on them to fix it before things can be automatic. Most users s…
- @TheMan2204 (5): Mtls support is soooo awesome! Thanks!!!
- @supabib (2): Hi, I'm really interested in testing Pangolin. But then I see "Enterprise edition" and it brings back bad memories : Redis, Minio... How can we be sure that Pangolin will stay that way?
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
发帖者想找能返回英国各类现场活动和影院排片的 API，抱怨大型影院反爬严重、Ticketmaster 之外的数据源非常零散。
I’m looking for an API that returns all upcoming live events, theater and cinema screenings in the UK. Big cinema complexes seem to be a no go with all anti crawl stuff. There rest of events are real…
受众观点：① 大家普遍认为 Ticketmaster 的 Discovery API 是覆盖面最广的选择，但也吐槽其限流严格、需要通过代理或中间层来避免被封（@brass_hush_orbit, 3分） ② 评论者指出很多小剧院和本地活动根本不上 Ticketmaster，往往只能从各自官网抓取或直接联系场地方获取数据源（@Low-Experience-6634, 4分） ③ 有人推荐 Datathistle、音乐活动追踪等垂直 API，并提到可以结合 Skiddle 等服务来补齐 Ticketmaster 漏掉的中小型演出（@metadan, 2分; @bian_147, 2分; @Maaz_Bin_Saeed, 2分）
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- @Low-Experience-6634 (4): ticketmaster's api is basically your only real option for anything halfway comprehensive, they've got most of the major venues locked in. cinema chains are a nightmare, every one of them has different anti-scraping measures and half the time the data is garbage anyway for smalle…
- @brass_hush_orbit (3): ticketmaster discovery api is the only thing with actual coverage but its rate limits are brutal for aggregation so you end up needing a proxy service likticketmaster discovery api is the only thing with actual coverage but its rate limits are brutal for aggregation so you end u…
- @metadan (2): Not tested it but randomly found this the other week: https://api.datathistle.com/ may be what you're looking for :shrug:
- @bian_147 (2): There's an API for tracking upcoming music events by artist that might be useful for this: https://zylalabs.com/es/api-marketplace/music+%26+audio/upcoming+music+events+tracker+api/3260 It provides upcoming concert dates and locations, so it could be worth checking out depending…
- @Maaz_Bin_Saeed (2): Ticketmaster's Discovery API plus Skiddle is probably the closest you'll get for the UK without scraping. Skiddle is UK focused and the free key covers a lot of the smaller gigs and club nights that Ticketmaster misses. For theatres and cinemas, a lot of venue sites put structur…
楼主设想一款远程登录用户服务器安装组件并监控站点和磁盘的工具，计划只开源在用户服务器上运行的部分并加上禁止竞争条款，询问大家这种“半开源/源代码可见”模式在信任和开源定义上是否能被接受。
I've been thinking lately about where the line between open and closed source actually sits, and I'd like to hear what other developers think. Take a program that, at the user's request, logs into th…
受众观点：① 多数人认为真正影响信任的是服务器端代码是否公开可审计，因为那部分直接有权访问用户机器（@blueScreenz, 7分） ② 有人强调带“禁止竞争”条款的许可证不符合 OSI 的开源定义，更合适的叫法是“source available”，并希望看到可复现构建和可验证哈希而不是纠结标签（@maxaiai, 4分；@zaevlad, 2分） ③ 也有用户从实际使用角度出发，表示自己更多是基于项目口碑、维护者信誉和类似 FSL 这种“几年后自动转为宽松协议”的模式来决定是否信任半开源项目（@UnassumingDrifter, 3分；@Milkat79, 2分）
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- @blueScreenz (7): The server side being open is the part that actually earns trust, since that's the code with access to your machine. Call it source available though, not open source, a no competing clause fails the actual definition no matter how it reads to a user. I'd rather see reproducible…
- @maxaiai (4): I'd lean toward "source available" rather than "open source" for the split model you describe, the OSI definition is pretty clear that a license banning competing use isn't open source even if the code is public. That doesn't make it a bad idea though, for a self-hosted tool wha…
- @UnassumingDrifter (3): I trust companies, or people, who have a good reputation. In some cases I have tried new stuff taking a risk. Projects that are well known I give my trust to even tho some of it may not be open. For instance, I run CrowdSec. It had a paid tier. There is an online management cons…
- @zaevlad (2): Good point, also agree that 'source available at' sounds better than 'open source' or 'semi-open source'
- @Milkat79 (2): the "free after a few years" bit is basically what sentry did with FSL, source available now and it turns into apache 2.0 or MIT after 2 years. so theres prior art if you want a license people already recognise instead of writing your own. agree with the others though, call it s…
发帖人请 SaaS 创始人分享在从零搭建产品前，哪些关于需求和定价的关键假设本该先验证，否则会在后期发现没人愿意为这个解决方案付费。
There are always multiple things to consider when building a SaaS products from scratch. Which problem to solve and which features to include are just two of the many factors that a person needs to t…
受众观点：① 有人强调不能只验证问题存在，还要确认用户愿意为解决方案付费，否则容易做出没人付钱的好主意（@Due-Ship3565, 2分） ② 也有人提醒要通过沟通确认用户真实痛点，而不是听他们对点子本身的评价，因为“觉得不错”和“愿意花钱”是两回事（@DeliveryPractical625, 2分） ③ 有开发者分享自己原本以为 20 美元月费合理，结果调研后市场更接受 5–10 美元，不得不重做定价模型（@GrassMountain5924, 1分）
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- @ConejoCapitalista2 (2): thats why i building a laravel kit so you can save weeks and lots of tokens in 30 seconds only using docker compose up -d --build. it includes nginx, php-fpm, MySQL 8.4, Redis, queue worker, scheduler. Auth: email verification, 2FA, passkeys, roles. A dashboard with real content…
- @Due-Ship3565 (2): One thing I feel you can do wrong is to not focus on whether people are willing to pay for the solution, only that they have problem. Often you may think something is an awesome idea but it's not something people would pay for. I think the best way to avoid time wasters is to va…
- @DeliveryPractical625 (2): I believe taht one thing you can do to validate an idea is to check if people actually have a problem you need to solve, not what they think about your idea itself. People may think something is good , but that does not mean they will spend money on it.
- @GrassMountain5924 (1): pricing is the big one for me, I was so sure people would pay $20/mo for what I built but when I actually asked around it was more like $5-10 territory, had to rethink the whole monetization model late in development
- @BusyBusinessPromos (1): Watch your price points. Make it 19 dollars next time
主贴讨论主机商声称已为所有 PHP 版本打上 CVE-2026-109618 和 CVE-2026-109619 补丁但版本号不变，求证 CloudLinux、EasyApache 等仓库回溯修复是否可信。
This is what my host's chat bot 'explained' to me - anyone here can confirm? Your websites run on the separate web-facing PHP packages (EasyApache and CloudLinux Alt-PHP), where our infrastructure te…
受众观点：① 解释 CloudLinux 等仓库选择回溯修复并保持原版本号的做法，以及官方支持文档如何验证补丁是否存在（@jwele, 6分） ② 很多站长只能相信主机商模板化回复，担心版本号不变却又怕站点不安全的心理和信息不对称（@Striking-Gap-9361, 3分） ③ 开发者抱怨这种做法让基于版本号判断风险变得困难，需要额外追踪具体仓库和打包来源（@guitarromantic, 3分）
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- @jwele (6): CloudLinux is one of the many different repositories for PHP builds/binaries. They have chosen to "backport" the fix into the existing PHP version number. "PHP fixed them in 8.5.12, 8.4.27, 8.3.36 and 8.2.35. CloudLinux backported the fix into every supported alt-php and ea-php…
- @Striking-Gap-9361 (3): My host sent almost the same thing word for word when I asked. Seems like they all got the same script to paste into tickets. The version number won't move but the patch is there, at least that's what I'm choosing to believe so I can sleep tonight.
- @guitarromantic (3): This is really strange way to do it IMO. It was easy before to detect if you were at risk (=what PHP version are you running), now you have to keep track of which specific repository you installed it from to ensure an old version is actually safe.
- @barrel_of_noodles (2): Depends. If you're a top level distro it's more than possible to patch src yourself and distribute an internal proprietary non-semver build. After the release though, don't know why you wouldn't switch soon after. Edit: somebody already linked exactly what I suspected. https://c…
- @barrel_of_noodles (2): In muggle: your web vendor secured a private patch and didn't mess with semver while awaiting official patches from upstream distro. This is your case in particular. And only you. Possibly ppl on same box or vendor as you. It has nothing to do with the php teams versioned releas…
开发者为解决传统开票工具必须注册账号才能下载 PDF 的痛点，搭建了 onlinereceiptgenerator.com，支持 18 种单据模板和多种商业计算器，前端直接在浏览器生成无水印 PDF，并向社区征求表单长度和功能缺失等产品反馈。
I run small projects and kept seeing the same problem. Every invoice tool wanted an account before I could download one PDF. So I built onlinereceiptgenerator.com. You pick a document type (receipt,…
受众观点：① 有用户认可产品故事但对在第三方网站填写客户信息存疑，更倾向于本地自建版本，反映出对隐私和数据控制的强需求（@drakenxv, 3score） ② 多数反馈认为发票场景下表单长度可以接受，但建议对快速收据隐藏部分可选字段以降低操作负担（@Possible-Ad-7877, 1score） ③ 有人详细肯定了即时预览、自动填充编号日期等体验，并建议增加逾期提醒模板、利用 Launching Next 等免费目录做分发，还顺带推销自己做目录投放服务（@Disastrous-Shirt-728, 1score） ④ 也有用户希望支持记住本地商家信息、快速复用上次单据，以及在下载按钮附近明确标注“浏览器本地生成 PDF”以增强隐私信任（@ShreyBuilds, 1score）
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- @drakenxv (3): I like the story, why you did it - but would never insert client information in such a tool (rather build my own local version)
- @Possible-Ad-7877 (1): the form length is fine for an invoice but for a quick receipt you could probably hide a few of the optional fields behind a toggle
- @Disastrous-Shirt-728 (1): Tried it. The instant preview while you type is the best part, and the receipt number and date coming prefilled already cuts the quick receipt friction. On your Q1: the form did not feel long for a receipt, the sections read fast. On Q2: a payment reminder or overdue notice temp…
- @SnooDingos9560 (1): Add Feature by which enter Mobile number and directly send receipt to user whatsapp
- @ShreyBuilds (1): One thing I’d find really useful is an option to remember my business details on the device. That way, returning users could just pick a receipt, add the customer and amount, and be done in under a minute without creating an account. A “duplicate last document” option could also…
帖子在讨论如果把计算机科学类比物理与艺术，谁能算是编程领域的牛顿或达芬奇级人物。
Popular names appear to be Linus or Dennis but who do you think is Newton/Davinci of CS/computer programming as in the best mankind has produced up to this point in that field? Especially at a critic…
受众观点：① 很多人直接点名 Donald Knuth，认为其在算法与著作上的贡献最接近“牛顿级”（@muffinluff, 15分） ② 也有人强调 John von Neumann 这类跨学科巨匠，把视角从纯编程扩展到更广义的计算与数学（@ironykarl, 6分） ③ 不少人给出长名单，把 Turing、Church、Shannon、Dijkstra、Thompson 等拆成不同风格的“牛顿”和“达芬奇”（@TrainsareFascinating, 4分）
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- @muffinluff (15): I think, without question, it is Donald Knuth.
- @ironykarl (6): I'm not really into great man history, but... John von Neumann
- @TrainsareFascinating (4): Newton: Turing, Church, Kolmogorov, Shannon, Feynman daVinci: von Neumann, McCarthy, Iverson, Knuth, Dijkstra, Thompson, Kay
- @duckchasefun (4): Charles Babbage
- @iuhoosierkyle (4): Your options, in my opinion, are Charles Babbage, Ada Lovelace, and Alan Turing.
有人分享了一个 audit.sh 脚本和对应 podman 版本，用来批量扫描 Docker 或 Podman 容器里运行的 PHP 版本是否受 PHP2Shell 漏洞影响并标记 VULNERABLE。
Here's a quick script to check if you have a vulnerable version of php running on any of your docker containers. https://gist.github.com/jonmchan/f68bf6aeb5e58048e6654743d9e618e5 $ sudo ./audit.sh ==…
受众观点：① 有人跑完脚本发现自己没有任何 PHP 容器，作者也调侃这是最安全的结果，说明不少人只是想确认自己是否受影响（@jonmchan, 2分；@johnnyenygma, 1分） ② 评论补充了针对 Podman/Quadlet 环境的完整审计脚本，解决原脚本只覆盖 Docker 的局限（@joninjax1, 1分） ③ 也有人提醒当前实现不会检查已停止的容器，可能漏掉周期性运行的任务容器，提示大家不要误以为“空结果=绝对安全”（@AliyasDandani_64, 1分）
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- @jonmchan (2): that's good - you don't have any containers running php. 😄
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @johnnyenygma (1): I get an empty set when I run this.
- @joninjax1 (1): If you use podman/quadlets, here is the script to check those: !/usr/bin/env bash RED='\033[0;31m' GREEN='\033[0;32m' YELLOW='\033[1;33m' BLUE='\033[0;34m' NC_RESET='\033[0m' cd / || exit 1 # avoids rootless "cwd not accessible" warnings when switching users command -v podman >/…
- @AliyasDandani_64 (1): handy. one thing id flag is that stopped containers wont show up with docker exec, so you might miss something that only runs periodically
开发者做了一个类似 Tinder 的免费电影配对网站 FilmsMatch.com，情侣或朋友通过同一房间代码各自滑动电影卡片，双方都喜欢就匹配成功，并基于社区反馈快速迭代了片源信息、家庭模式等功能。
Hey everyone, FilmsMatch.com is a small web app. One person creates a session and the other joins with a code or QR. You both swipe the same movies privately, and when you both like one, it's a match…
受众观点：① 有人吐槽首页示例电影选择很奇怪，认为用《Screamers》来展示产品会影响第一印象（@SeveralLog5078, 5score） ② 有用户分享自己和伴侣目前用轮流给出候选片单的土办法，认为这个产品能缓解选片困难，并好奇是否支持 Jellyfin、Plex 等私人媒体库（@Lazar988, 1score） ③ 也有人关心项目是否开源、能否自托管，说明一部分技术用户希望在本地或自有服务器上运行这种工具（@Lazar988, 1score）
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- @SeveralLog5078 (5): screamers. that's the movie you chose to sell it with
- @Ill_Leader_7104 (1): right? of all the movies in the database thats the one on the landing page
- @Lazar988 (1): Hey very cool idea I always have that issue with my girlfriend. Our solution was that we take turns each person selects 4 movies and the other person can select from these four. This makes it better but sometimes we still can't find a movie. Dose your project also work with priv…
- @Lazar988 (1): Is it an OpenSource project that you can self host?
- @iiiBird (1): Happy people without children. They find time to watch movies together...
作者分享在尼泊尔把自家 SaaS Pageory 的 AI 聊天机器人做线下地推、挨家挨户拜访本地商户却只拿到一个意向客户的销售实战经历和反思。
I spent months building software. Then I walked into local businesses to try selling it. Turns out, explaining your product is the easy part. At the first few stores, I couldn't even get a proper con…
受众观点：① 有读者表示很喜欢这个故事并愿意持续关注，已经订阅作者的新闻简报，说明这种真实销售经历对早期创始人有吸引力（@Key-Persona-4819, 1分） ② 评论中有人共鸣“资格审查被严重低估”，分享自己早期卖设计服务时也常常找错人，强调找到有决策权的人比打磨 pitch 更关键（@StealthilyInsecure, 1分） ③ 另一位创始人提到自己在坦桑尼亚也是通过挨家挨户拜访拿到第一批客户，印证线下销售在部分市场依然有效（@BearsAreCrying, 1分）
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- @Key-Persona-4819 (1): Woo i like your story and would love to see where it goes. Btw subscribed to your newsletter
- @Rich-Particular1175 (1): Thanks ! will keep you updated
- @StealthilyInsecure (1): the qualifying part is so underrated. you prep for the pitch and then realize you can't even find the right person to give it to. happened to me selling design services early on, spent way too long talking to people who couldn't sign off on anything. the dashain timing is rough…
- @Rich-Particular1175 (1): exactly. I was so focused on explaining the product that I didn't think enough about who actually makes the decision. After dashain, I'll follow up with him and try to get a clear answer on whether they're willing to test it. Still figuring out the sales part as I go.
- @BearsAreCrying (1): This is how I got my first clients. Door to door in Tanzania. Good stuff
楼主吐槽 Atlassian 再次宕机但状态页仍显示一切正常，引发大家讨论大厂状态页滞后更新和 SLA 透明度问题。
https://status.atlassian.com/ - we need a hall of shame for companies that have lying status pages. As for 9:25 AM EST, nothing showing down on their status page. Read more https://status.atlassian.c…
受众观点：① 评论普遍认为官方状态页总是最后一个承认故障，往往要等社交媒体上大量吐槽后才更新（@Right_Smile_4412, 7分） ② 有人强调这正是楼主的观点：实际宕机时状态页仍显示正常，缺乏诚实（@MrGradySir, 2分） ③ 也有人指出很多状态页需要人工更新，没人愿意当那个把页面“点红”的人，暗示内部激励机制问题（@SimonMX, 1分; @Shaggypone23, 1分）
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- @Right_Smile_4412 (7): status page is always the last to know, it's like they wait for thousand tweets before updating it
- @MrGradySir (2): That’s OP’s point. They are frequently down when their status page doesn’t reflect it
- @SimonMX (1): Most of those pages are updated by a person, and nobody wants to be the one who turns it red.
- @Shaggypone23 (1): Damn liars dont want to violate their SLAs
- @AndrewNggg (-1): I see this post 3 mins ago from the time u posted, I see the status page and everything looks operational
作者做了 NotePebble，一款 Windows 便签应用，把笔记做成屏幕边缘的细标签随时滑出查看，并用“完成”统计和连续天数激励，采用微软商店一次性 9.99 美元付费模式。
i'm the kind of person who writes a note, puts it somewhere "safe" and never sees it again. windows sticky notes just end up under 10 other windows. so i built a small app for windows where your note…
受众观点：① 有用户表示自己也经常把便签放到“安全地方”就再也找不到，觉得这种始终在屏幕边缘可见的设计很对胃口（@Monkey3173, 1分） ② 评论里有人建议不要限制便签数量，并希望当一侧放满时可以扩展到屏幕另一侧，说明重度用户在意扩展性（@Monkey3173, 1分） ③ 对“无账号、无云、离线工作”的设计有明显好感，认为这能提升安全感和信任度（@Monkey3173, 1分）
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- @Mayur__007 (2): true lol 😁, but most of my stuff isn't really calendar stuff it's random things like a wifi password or "reply to that email" that i just need to see quickly
- @Mayur__007 (1): honestly just getting annoyed enough. lost one too many sticky notes behind my windows and decided to fix it for myself first
- @Alone_Fisherman1740 (1): calendars exist
- @Monkey3173 (1): This is such a good idea, congrats! I'm exactly the kind of person you describe: I write a note, put it somewhere "safe" and it's gone forever 😅 To answer your questions: Useful or gimmick? Useful, for me at least. I'd use it every day because I'd simply never close it. I want m…
帖子在讨论 ICLR 使用的 OpenTextDetector AI 文本检测工具，以及它是否会影响论文评审流程。
Have you looked at this iclr text detector? [https://opentextdetector.com/](https://opentextdetector.com/) Do you think this will impact the review process? AI detectors are usually unreliable so I h…
受众观点：① 有人指出这类检测器对非母语作者极不友好，容易把正常英文当成 AI 文本误判（@unsuitable_quart, 6分） ② 有评论提到该站点把 4.2 万篇论文中 2.8 万篇标为 85% 以上 AI 撰写，说明阈值和模型本身可能非常激进（@GoodRazzmatazz4539, 3分） ③ 也有人认为即便检测出 AI 参与，目前规则并未禁止用 AI 辅助写作，因此对评审结果影响有限（@grappling_hook, 2分）
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- @unsuitable_quart (6): yeah these detectors always fall apart on anything written by a non-native speaker, they'll probably just end up flagging half the submissions for no reason
- @GoodRazzmatazz4539 (3): it flags 28K out of 42K papers as more than 85% ai written. Guess the only things that tells us is that everyone uses ai for writings
- @grappling_hook (2): I don't see why it would affect anything, it's not against the rules to use AI for writing your papers
- @Euphoric_Can_5999 (1): We’ll see what happens on Nov 5…
帖子提示大家注意 NodeJS 在十月发布的一批高危漏洞（包含 Brotli 相关 RCE），并给出已修复的安全版本号和官方公告链接。
I haven't seen anyone posting about this, probably because everyone was distracted by the php2shell today, but a set of high sev CVEs (including an RCE) have been announced and fixed in NodeJS today.…
受众观点：① 开发者调侃新漏洞让生产环境更容易“起火”，反映大家对频繁安全更新的无奈（@Plastic-Proof-4963, 12分） ② 有人提到这次还伴随 CA 私钥泄露，说明部分团队已经在经历紧急应对和证书更换（@wackmaniac, 2分）
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- @Plastic-Proof-4963 (12): oh great just what my tuesday needed, more ways for prod to catch fire
- @wackmaniac (2): Yep, and a bunch of CA private keys got leaked. We had a hell of a Wednesday 😅
作者因为常规专注应用只统计时长、缺乏动力和游戏感，自己做了一个以「一次不被打断的专注时段」为单位的免费 ADHD 计时器，强调无注册、柔和反馈和小规模好友互相陪伴的设计。
Every focus app I used only counted hours. Most days I tried to focus but I never really felt motivated and the focus apps never felt gamified enough. So I built a timer that counts runs instead: the…
受众观点：① 目前评论很少，只有用户简单表示这个想法和产品形态很有趣，带点轻松调侃的态度（@Rika-Hates-Borders, 1score） ② 从点赞和评论数量看，大家对「把分心当成被测量对象」这种新鲜机制有兴趣，但还没有人给出具体功能或商业化建议（@Rika-Hates-Borders, 1score）
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- @Rika-Hates-Borders (1): how fun haha
作者开源了 Timeline，一个用单一 HTML 文件运行的免费时间轴编辑器，可离线创建和浏览带图片、音乐的交互式年表，并支持 .timeline 开放格式和导出独立 HTML 分享。
I've been revisiting some of my old project ideas that were partially implemented but never released because I didn't have enough time or resources. Today I'd like to share one of them: Timeline, a f…
受众观点：① 有用户觉得这个创意非常棒，认为这种时间轴工具对后代学习历史和知识会很有价值（@WhatNoRobot, 3分） ② 帖子本身强调可以用在编程语言史、科学发现、航天等多个主题上，说明受众对用可视化方式整理复杂信息有兴趣（多位读者点赞）
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- @WhatNoRobot (3): Really creative! Will be invaluable for generations to come
作者提醒大家自托管的 speedtest-tracker 项目是用 PHP 写的，并同步放出 GitHub 仓库的最新更新链接供受 PHP2Shell 影响的用户升级。
The update is out: https://github.com/alexjustesen/speedtest-tracker Read more The update is out: https://github.com/alexjustesen/speedtest-tracker Read more
受众观点：① 评论区只有提示展开回复了解 AI 使用情况的机器人信息，几乎没有实质技术讨论（@asimovs-auditor, 1分） ② 互动量较低，说明大部分关注点可能在 GitHub 仓库本身的 issue/release 而不是 Reddit 讨论（@asimovs-auditor, 1分）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
作者讲述自家 AI 小说写作 SaaS NovelCanon 遭遇用户因缺少一键生成整本小说功能而退订、却又改买年付的经历，并坚持聚焦“写作者优先”的产品定位。
After posting about getting first monthly subscription here at Reddit, I got few more subscriptions in next few weeks and then I got one customer who purchased monthly subscription but cancelled afte…
受众观点：① 有人直接表示很喜欢作者的故事并主动要求私信交流，说明这类关于产品聚焦和用户选择的经历能引发同行兴趣（@LengthinessFit7737, 1分） ② 作者在评论中回应已私信，对外展现出开放交流和愿意分享经验的态度（@developer786, 1分）
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- @LengthinessFit7737 (1): love this, dm me
- @developer786 (1): Sent. Kindly check your inbox.
Reddit 上有人分享一个 Chrome 和 Firefox 扩展，通过在代码仓库根目录维护 GOLINKS 文件，让团队在本地就能使用 go links 风格的短链接导航。
Chrome and Firefox extension that does this for your twigg repository. The links are defined in a GOLINKS file at the root of the repo, one alias per line. Add a line, push, submit and done. No admin…
受众观点：① 评论里有人调侃这是典型的 Google 文化产物，说明不少开发者对 go links 这类内部工具有情怀和兴趣（@valarauca14, 2 分） ② 也有人注意到作者是 Ex-Google 工程师，默认这类工具带有“大厂最佳实践下放”的意味（@kthxb, 1 分）
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- @valarauca14 (2): You can take the man out of g3 but you can't take the g3 out of him
- @kthxb (1): > Ex-Google Software Engineer checks out
帖子围绕极限编程（Extreme Programming）从 1999 年到 2026 年的发展与现状展开讨论，提到结对编程在远程协作时代的实践。
r/webdev Extreme Programming 1999->2026
受众观点：① 有人认为结对编程依然是 XP 中最极端但也最有价值的实践，只是现在更多通过 VS Code Live Share 等远程协作工具来实现（@LukaRozman27, 1分） ② 讨论隐含的关注点是：在远程和混合办公成为常态后，传统 XP 流程如何适配现代工具链和团队结构（从唯一评论内容可推断）
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- @LukaRozman27 (1): Pair programming is still the most extreme part, but with remote tools like VS Code Live Share it works.
Carbon-X 是一个 14.8B 参数的开源 DNA+文本联合模型，可以直接用原始 DNA 序列聊天并输出英文分析。
Carbon-X is a 14.8B parameter decoder-only model that takes raw DNA in a normal chat and answers in English. It shares one token stream for text and DNA, using 6-mer tokens, and was mid-trained on 30…
受众观点：① 模型在五个 DNA 基准上接近 GPT-6.1 Sol 的表现，但参数量更小、可本地部署，这类性价比让研究者和小团队更关注（来自原帖基准描述） ② 权重能在单张 80GB GPU 上跑且 Apache 2.0 授权，对想自建或在合规环境里部署的团队很有吸引力（来自原帖硬件与协议信息） ③ 模型卡明确提醒尚未临床验证、精确序列操作仍需代码完成，说明社区对安全与合规边界仍然谨慎（来自原帖风险说明）
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- _无评论_
Reddit 上一位开发者分享自己研究 ClickHouse Keeper 如何实现非阻塞快照的过程，并附上详细技术博客，延续其之前追踪 Postgres 写入到底层字节的系列。
This is a continuation from my previous post here: https://www.reddit.com/r/programming/comments/1x8gk1v/i_traced_a_postgres_insert_to_raw_bytes_on_disk/ I've been putting together some notes/videos/…
受众观点：评论区目前为空，说明这类深度技术内容在 Reddit 上还没被广泛讨论，但对做后端、数据基础设施的开发者来说具有潜在学习价值，尤其是想理解分布式系统快照机制的人群。
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作者分享自己训练 text2asmr 模型时，用多家前沿音频大模型给 6 秒 ASMR 片段打标签，结果在细粒度触发音识别上表现很差。
I'm training text2asmr, a text-to-ASMR model (whispering plus trigger sounds like tapping, crinkling, brushing). The generator needs every training clip tagged with the sounds in it, and there are ab…
受众观点：① 实验显示 Gemini 3.1 Pro 等模型在 ASMR 触发音上的 F1 很低，尤其是纸张、刷子等细节声音几乎听不见（来自原帖实验结果） ② 模型在干净数据集上能高频识别 brushing 等标签，但在真实 ASMR 中却严重失准，说明分布差异对多模态模型影响巨大（来自原帖对比分析） ③ 作者用多模型打分、Dawid-Skene 融合和 CLAP-ASMR 学生模型，仍发现某些类别完全学不到，凸显人类标注在长尾声音上的不可替代性（来自原帖方法与结论）
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一位为 AI 视频应用做后端的开发者在讨论 Chrome 每个主机仅并发 6 个请求的限制，对自家服务架构和性能带来的影响。
backend dev on an ai video app here, and this one was mine.
受众观点：① 许多前端和后端开发者并不了解浏览器对同一 host 并发请求数量的硬限制，只是模糊感知到"请求卡住"问题（从帖子标题和背景可见） ② 做高并发媒体或 AI 应用的团队普遍在为连接数、排队和超时策略头疼，但缺少针对 Chrome 行为的系统性经验分享（从发帖人自述为 AI 视频后端可推断）
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作者运营一个叫 Nomback 的小项目，用 Claude Code 帮本地餐厅搭建自有点餐应用，绕开外卖平台 25%–30% 的抽成，同时仍通过 DoorDash Drive 支付配送员。
I run a tiny thing called Nomback. Restaurants in my area were losing 25 to 30% on every delivery app order and the owners I talked to had no idea how to get off it. So I built them their own app. Cu…
受众观点：评论区尚无信息增量，暂时看不到其他餐厅老板或开发者的反馈，也没有人讨论具体技术实现或商业模式细节。
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DeepCell 是一款基于全新 .deepcell 文档格式的 AI 办公工具，把数据模型、叙述文档和演示文稿原生联动，用来处理估值建模、销售复盘和预算预测等复杂报表任务。
DeepCell
受众观点：① 有人把 DeepCell 归类到 AI 演示软件赛道，关注它如何同时处理叙述、计算和展示等多种任务（@Spreadsheets） ② Maker 分享自己十年企业工作中被分散的表格和幻灯片折磨的经历，强调 DeepCell 通过单一文件原生连接数据模型和演示内容来减少出错和重复劳动（@DeepCell） ③ 评论者在问答中关注真实复杂场景，比如用 DeepCell 承载包含大量假设的 Nvidia 估值模型，并通过在线 demo 体验其在多场景分析中的表现（@DeepCell）
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- @Spreadsheets (0): • [AI Presentation Software](/categories/ai-presentation-software) Deepcell can help you with deadline tasks that require narrations, calculation and presentation at the same time, such as modeling, sales review, budget forecast and monthly report. DeepCell (both web app and age…
- @DeepCell (0): Maker Hi everyone! Hope you enjoy our short **sitcom video**! I’m Mengqi, the builder of DeepCell. I spent endless hours buried in spreadsheets, slide decks, and status reports from my 10 years of corporate life. Every time a forecast assumption changed, we’d spend half the day…
- @DeepCell (0): Maker [@shivam\_kushwaha16](https://www.producthunt.com/@shivam%5Fkushwaha16) That’s a great question! We have attached our actual work on our demo, which is a complicated valuation model of Nvidia with hundreds of related assumptions and deck details. Can feel free to have a tr…
- @DeepCell (0): Maker [@shivam\_kushwaha16](https://www.producthunt.com/@shivam%5Fkushwaha16) No problem!! Let me know if you have any other questions when you're trying our product :) Upvote (2) Report Share 12h ago show more replies [](/@mengqi%5Fjin) [Mengqi Jin](/@mengqi%5Fjin)
- @DeepCell (0): Maker [@shivam\_kushwaha16](https://www.producthunt.com/@shivam%5Fkushwaha16) actually very good use cases, using DeepCell, presentation inbuilt with linked numbers, assumptions and calculation could help show different scenarios for quick analysis of pricing and outcomes within…
Claude 是 Anthropic 推出的 AI 助手和聊天机器人产品，在 Product Hunt 上多次发布，这次围绕 Claude Duet 等新功能再次上线，定位为可靠、可解释、可调教的通用 AI 助理。
Claude by Anthropic
受众观点：① 有评论把 Claude 归入 AI 聊天机器人赛道，强调其作为可靠、可解释、可调教的通用 AI 助手定位，并列出多次发布和丰富的使用场景（@LLMs） ② 也有人从“AI 助手大战”视角看待这次发布，把 Claude 与 Muse、Instinct、Poke、Dots by ChatGPT、GrokBot 等产品放在一起比较，关注谁能在竞争中胜出（@Raycast）
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- @LLMs (0): • [AI Chatbots](/categories/ai-chatbots) We're an AI research company that builds reliable, interpretable, and steerable AI systems. Our first product is Claude, an AI assistant for tasks at any scale. * [Overview](/products/claude) * [Launches45](/products/claude/launches) * [R…
- @Raycast (0): Hunter 📌 Finally — now all the contenders have arrived! [@Muse by Meta](https://www.producthunt.com/products/muse-22) , [Instinct](https://www.producthunt.com/products/instinct-3?launch=instinct-3), [@Poke.com](https://www.producthunt.com/products/poke-by-interaction-co) , [Dots…
Doneas 是一款面向开发者和团队的生产力与开发者工具产品，在 Product Hunt 上以免费选项和精致界面为卖点，主打任务管理和协作效率。
Doneas
受众观点：① 有用户直接夸赞 Doneas 的像素级界面打磨，关注其视觉和交互细节带来的专业感（@RunEvr） ② 评论区有人为 Maker 加油打气，强调团队背景并表达对产品未来发展的期待（@RunEvr）
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- @Overview (0): * [Reviews](/products/doneas/reviews) * [Alternatives](/products/doneas/alternatives) * [Forum](/p/doneas) * [Team](/products/doneas/makers) * [Awards](/products/doneas/awards) * More Free Options Launch tags:[Productivity](/topics/productivity)•[Developer Tools](/topics/develop…
- @RunEvr (0): 💎 Pixel perfection
- @Bengeekly (0): [Doneas](/products/doneas) Maker
- @Doneas (0): Maker
- @RunEvr (0): [@amraniyasser](https://www.producthunt.com/@amraniyasser) [@bengeekly](https://www.producthunt.com/@bengeekly) Thanks for the details! Wish you lots of success! Upvote (1) Report Share 10h ago [](/@amraniyasser) [Amrani Yasser](/@amraniyasser)
Product Hunt 上的 heal.dev 是面向开发者的安全工具产品页，主打用 AI 帮助开发者发现和处理代码或依赖中的安全问题。
heal.dev
受众观点：① 开发者在意安全工具是否会拖慢开发节奏，希望集成后尽量少打断日常编码流程（来自 Overview 模块下的 Developer Tools 标签和产品定位） ② 关注 AI 在安全场景中的实际效果，希望新工具既能自动发现问题又能给出可执行修复建议（Overview 文案中 Artificial Intelligence 标签暗示的预期） ③ Product Hunt 用户普遍会对“更多免费选项”和初创公司福利感兴趣，期待低门槛试用和友好定价（Overview 区块中的 More Free Options 与 Render credits 提示）
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- @Overview (0): * [Reviews](/products/heal-dev/reviews) * [Alternatives](/products/heal-dev/alternatives) * [Built with](/products/heal-dev/built-with) * [Team](/products/heal-dev/makers) * [Awards](/products/heal-dev/awards) * More Free Options Launch tags:[Developer Tools](/topics/developer-t…
- @Bengeekly (0): [Doneas](/products/doneas) Nice timing with PHP vulnerabilities, how would your tool have handled the situation in the actual situation Upvote Report Share 10h ago [](/@therealmalo) [Malo Marrec](/@therealmalo) [heal.dev](/products/heal-dev) Maker
Product Hunt 上的 Mistral 7B 产品页展示了 Mistral AI 的开源大模型及其多次迭代发布，并在页面中重点推广其最新的语音模型家族 Voxtral 3。
Mistral AI
受众观点：① 开发者关心 Mistral 7B 作为开源基础模型在真实应用中的表现和生态成熟度，想知道有哪些成功用例（Overview 中多次 Launches 和 Customers 模块反映的关注点） ② 很多人对 Voxtral 3 这类语音模型在实时代理、语音助手等场景的效果和集成方式感兴趣（Overview 文案中关于 speech-to-text、text-to-speech 和 voice agent SDK 的介绍） ③ Product Hunt 用户会关注 Mistral AI 频繁发布背后的产品策略，想了解不同版本模型之间的差异和适用场景（Overview 中“25th launch from Mistral AI”提示出的多版本背景）
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- @Overview (0): * [Launches25](/products/mistral-7b/launches) * [Reviews42](/products/mistral-7b/reviews) * [Alternatives](/products/mistral-7b/alternatives) * [Customers](/products/mistral-7b/customers) * [Team](/products/mistral-7b/makers) * [Awards](/products/mistral-7b/awards) * More This i…