Sam Altman 发推表示看到用户非常喜欢 GPT-5.6 sol 模型，让团队感到高兴。
makes us happy to see people love 5.6 sol so much! ① 有用户直言更愿意为 GPT-5.6 付费而不是继续给 anthropic 花钱，体现厂商间的竞争迁移（@Teknium, 867likes） ② 部分用户在使用 GPT-5.6 后觉得 Opus 4.8 明显“变笨”，对模型差距感受强烈（@jukan05, 146likes） ③ 大量用户仍在呼吁保留或开源 4o，认为 4o 依然是旗舰模型并吐槽 5.6 体感差异不大（@LinQi4ever, 72likes; @stark4833, 72likes）
Sam Altman 发推表示看到用户非常喜欢 GPT-5.6 sol 模型，让团队感到高兴。
① 有用户直言更愿意为 GPT-5.6 付费而不是继续给 anthropic 花钱，体现厂商间的竞争迁移（@Teknium, 867likes） ② 部分用户在使用 GPT-5.6 后觉得 Opus 4.8 明显“变笨”，对模型差距感受强烈（@jukan05, 146likes） ③ 大量用户仍在呼吁保留或开源 4o，认为 4o 依然是旗舰模型并吐槽 5.6 体感差异不大（@LinQi4ever, 72likes; @stark4833, 72likes）
Claude Code 桌面版新增内置浏览器，可在沙箱环境中直接打开和交互各类网站与本地开发服务器文档。
① 很多开发者关心如何更新到最新桌面版本以及查看官方文档细节（@ClaudeDevs, 180likes） ② 有用户强烈希望团队持续投入桌面端开发，厌倦在终端里工作的糟糕体验（@maxjean__, 52likes） ③ 部分用户在问更新推送节奏和功能何时覆盖到所有用户（@nuno_arede, 18likes）
Sam Altman 宣布 GPT-5.6 成为 Microsoft 365 Copilot 的首选模型，强化与微软产品线的深度集成。
① 许多用户在评论里强调自己仍然更喜欢 GPT-4o，认为 4o 才是真正的首选模型并要求恢复（@JoeWilliams010, 36likes; @Yasamanini, 34likes; @DrJekyllAndMrAI, 30likes; @LinQi4ever, 30likes） ② 也有用户肯定 5.6 Sol 的能力，但抱怨 ChatGPT 在本地文件访问和长期记忆上的缺失，影响真实工作流（@GalinaLyamina, 20likes）
OpenAI 发布并在多产品中集成新一代模型 GPT-5.6（尤其是 Sol Ultra 变体），不仅成为 Microsoft 365 Copilot 的首选模型，还驱动新代理产品 ChatGPT Work，并通过大规模并行推理在一小时内给出一个 50 年数学猜想的证明，引发多平台对其推理能力与实际工作流价值的集中讨论
OpenAI 发布并在多产品中集成新一代模型 GPT-5.6（尤其是 Sol Ultra 变体），不仅成为 Microsoft 365 Copilot 的首选模型，还驱动新代理产品 ChatGPT Work，并通过大规模并行推理在一小时内给出一个 50 年数学猜想的证明，引发多平台对其推理能力与实际工作流价值的集中讨论。
受众观点：跨平台评论主要集中在三个焦点：一是对 GPT-5.6 Sol Ultra 数学推理能力的震惊与质疑，二是对并行 test-time compute 带来延迟下降的讨论，三是对产品层面 ChatGPT Work 与 4o 模型下线的情绪反应。
Claude Code 桌面版新增内置浏览器功能，支持在应用内直接打开文档、设计稿和任意网站，并让 Claude 像访问本地开发服务器一样读取、点击和交互，且浏览会话在沙盒中可配置是否持久化
Claude Code 桌面版新增内置浏览器功能，支持在应用内直接打开文档、设计稿和任意网站，并让 Claude 像访问本地开发服务器一样读取、点击和交互，且浏览会话在沙盒中可配置是否持久化。
受众观点：跨平台评论主要集中在三个焦点：
1）开发体验与终端疲劳感：Twitter 上 @maxjean__（52 赞，Twitter）直言「im tired of using the terminal. its ugly and depressing」，希望团队继续投入桌面版，反映出不少开发者把 Claude Code 桌面视为逃离命令行的主要界面。
2）功能细节与可用性：Reddit 上 @cute_spider（19 赞，Reddit）指出变化在于预览窗口现在是真正的浏览器而不只是 HTML 渲染器，并在另一条（15 赞）请求能把预览窗口“pop out”到另一块屏幕；Twitter 上 @gyorgysh（6 赞，Twitter）则希望可以不强制重启 dev server，而是自定义工具调用，说明高级用户在意与现有开发环境的无缝集成。
3）使用限制与付费担忧：Twitter 上 @JohnGregQuantum（13 赞，Twitter）提到「Everything is awesome until I remember I hit the usage limit so quickly」，而 Reddit 上 @WhoKilledArmadillo（25 赞，Reddit）用「That will be 20% of weekly per pop up」调侃收费，显示大家在兴奋之余仍担心用量和成本问题。
整体来看，受众既关注“能不能少开几个窗口”的实际便利，也在意资源限制和与现有工作流的磨合。
Meta 的 Muse Spark 1.1 模型近期引发多平台讨论：有人抱怨它没上 OpenRouter、不好接入，有人分享其在 Code Arena 前端榜单上以极高性价比进入前十，还有开发者用 Arcads MCP 对比 Fable 5 展示其视频生成能力
Meta 的 Muse Spark 1.1 模型近期引发多平台讨论：有人抱怨它没上 OpenRouter、不好接入，有人分享其在 Code Arena 前端榜单上以极高性价比进入前十，还有开发者用 Arcads MCP 对比 Fable 5 展示其视频生成能力。
受众观点：评论主要集中在三个焦点：接入门槛、性价比和实际效果对比。接入门槛方面，@rv32e（score 10，Twitter）指出“the model is highly dysfunctional outside of their code examples... post training is far from complete and i dont think they want others aware of it.”，@Biggest（score 3，Twitter）抱怨“all due to the nonsense of not just serving the model like normal labs do. It should've been on OR the second it released.”，反映开发者对 Meta 封闭分发和不成熟体验的强烈不满。性价比方面，@arena（score 57，Twitter）强调 Muse Spark 1.1 在 Code Arena: Frontend 排名第 9，并在 Data & Analytics 等多个领域进入前列，@yamix_web3（score 1，Twitter）则评论“$1.25 input and $4.25 output at this score level is a pricing structure built for high-volume users”，说明高分加低价的组合对大规模调用场景很有吸引力。实际效果对比上，@RajdeePisBored（score 2，Twitter）在 Arcads MCP 视频下认为“Muse definitely performed on par with Fable”，而 @aniruddhadak（score 0，Twitter）则觉得“Fabel did a better job than Muse”，显示用户对 Muse Spark 1.1 与竞品 Fable 5 的画面质量和风格仍有分歧。整体看，受众一方面认可 Muse Spark 1.1 的性价比和潜力，另一方面对其封闭的接入方式、尚未打磨好的后训练体验以及与竞品的真实差距保持怀疑。
多位用户围绕 Anthropic Claude 模型新阵容（Fable 5、Opus 4.8、Sonnet 5、Haiku 4.5）展开讨论，一方面担心 Fable 被从订阅中移除会导致大量用户退订，另一方面分享如何根据任务复杂度和成本在不同 Claude 模型间做路由选择
多位用户围绕 Anthropic Claude 模型新阵容（Fable 5、Opus 4.8、Sonnet 5、Haiku 4.5）展开讨论，一方面担心 Fable 被从订阅中移除会导致大量用户退订，另一方面分享如何根据任务复杂度和成本在不同 Claude 模型间做路由选择。
受众观点：评论主要集中在两点：一是 Fable 5 的性价比与留存价值，二是如何在多模型间做成本优化。比如，Twitter 上 @v_jug（score 6）表示「Fable is only reason I got Claude subscription again, if they remove it I am canceling for sure. Too many options available now」，强调 Fable 是续订的唯一理由；@avivs（score 1）则推测「Anthropic is going to keep Fable included with Max subscriptions...」，关注订阅层级与商业策略。另一方面，关于模型选择与路由，@myerznkanyan（score 0，Twitter）建议「you can also cascade them. let the cheap model do the work, then only call the expensive one to validate」，而 @karolzdeb（score 0，Twitter）提醒「a clean flowchart like this picks right until next month, when the lineup shifts, a model gets renamed or retired」，指出基于具体模型名的路由规则会快速失效，应该关注任务形态。这些评论共同反映出开发者既关心 Fable 的去留，也在寻找在多模型环境中稳定、可迁移的调用策略。
SuperX 正在发布一次包含 API、CLI、MCP、Ask SuperX 智能代理和 Signals 自动找客户等在内的重大版本更新，核心卖点是帮助创作者和 SaaS 在 X 上自动寻找潜在客户并加速增长
SuperX 正在发布一次包含 API、CLI、MCP、Ask SuperX 智能代理和 Signals 自动找客户等在内的重大版本更新，核心卖点是帮助创作者和 SaaS 在 X 上自动寻找潜在客户并加速增长。
受众观点：评论区最关注两点：一是产品价值与增长效果，二是具体功能与接入方式。比如 @karoslabs（score 1，Twitter）提到「I just subscribed. Well on free trial now but i'll stick on because its so good.」，以及 @VictorKildahl（score 1，Twitter）表示「If this actually work, then I might have to subscribe again 🙈」，都在关心 Ask SuperX/Signals 是否真的能带来可见的增长。另一方面，开发者群体对集成能力也很感兴趣，@_annakulina（score 0，Twitter）直接问「can we hook it up to claude?」，@pavlonekrasov（score 0，Twitter）看到「Wait MCP???」则说明对 MCP 能力有期待；还有 @olympiapaus（score 1，Twitter）建议「you should do targeted outreach to recent yc founders and other startup incubators.」，从目标客群和使用场景角度补充了产品的典型应用对象。
Thinking Machines 是由 John Schulman 等人创立的新 AI 公司，主打模型高度可定制、人类深度参与和去中心化部署，试图在大模型日益自主的背景下，让普通用户拥有更多对 AI 的控制权与主权
Thinking Machines 是由 John Schulman 等人创立的新 AI 公司，主打模型高度可定制、人类深度参与和去中心化部署，试图在大模型日益自主的背景下，让普通用户拥有更多对 AI 的控制权与主权。
受众观点：评论主要围绕三个焦点：一是对愿景的共鸣与期待，例如 Twitter 上 @eliebakouch（score 2，Twitter）强调「即便 AI 更自主，人机协作还有很多要做」，以及 @GAURAVK1959744（score 0，Twitter）认为这比单纯追求更大的中心化模型更健康；二是对“主权/sovereignty”等概念的追问，@docmilanfar（score 6，Twitter）直接质疑这个词在技术和产品层面的具体含义；三是对去中心化和民主化路径的可行性与落地方式的好奇，比如 @officialKrishD（score 1，Twitter）追问是否会采用分布式推理和训练，以及 @beautyisfinite（score 1，Twitter）质疑除了口号之外，具体如何实现 AI 民主化。
Claude Code 桌面版新增内置浏览器，可在沙箱环境中直接打开和交互各类网站与本地开发服务器文档。
Claude Code on desktop now has an in-app browser. Claude can pull up docs, designs, or any other site. It can read, click through, and interact the same way it does with your local dev servers. It's…
受众观点：① 很多开发者关心如何更新到最新桌面版本以及查看官方文档细节（@ClaudeDevs, 180likes） ② 有用户强烈希望团队持续投入桌面端开发，厌倦在终端里工作的糟糕体验（@maxjean__, 52likes） ③ 部分用户在问更新推送节奏和功能何时覆盖到所有用户（@nuno_arede, 18likes）
展开评论
- @ClaudeDevs (180): Make sure to update to the latest version of the desktop app. Read more in the docs: https://t.co/eyNMZjW4hI
- @maxjean__ (52): @ClaudeDevs please continue to invest time in claude code desktop im tired of using the terminal. its ugly and depressing
- @nuno_arede (18): @ClaudeDevs How long does this usually take? The update getting to all users? https://t.co/98XXGs6EDd
- @karoslabs (17): @ClaudeDevs @trq212 So cool. Now do reset. https://t.co/t3UL8XsjgV
- @JohnGregQuantum (13): @ClaudeDevs Everything is awesome until I remember I hit the usage limit so quickly!
Sam Altman 发推表示看到用户非常喜欢 GPT-5.6 sol 模型，让团队感到高兴。
makes us happy to see people love 5.6 sol so much!
受众观点：① 有用户直言更愿意为 GPT-5.6 付费而不是继续给 anthropic 花钱，体现厂商间的竞争迁移（@Teknium, 867likes） ② 部分用户在使用 GPT-5.6 后觉得 Opus 4.8 明显“变笨”，对模型差距感受强烈（@jukan05, 146likes） ③ 大量用户仍在呼吁保留或开源 4o，认为 4o 依然是旗舰模型并吐槽 5.6 体感差异不大（@LinQi4ever, 72likes; @stark4833, 72likes）
展开评论
- @Teknium (867): @sama Makes me happy to not have to give anthropic more money
- @jukan05 (146): @sama It wasn’t until I started using GPT-5.6 that I realized how dumb my Opus 4.8 actually is.
- @LinQi4ever (72): @sama Users love 4o! Bring back GPT-4o! #Keep4o #BringBack4o #opensource4o
- @stark4833 (72): @sama It feels no different from 5.5, I don’t get it. You may as well just admit 4o is still the flag ship. #keep4o #4oForAll
- @singularityHSN (66): @sama Sam…. Don’t you think it’s time for GPT6 already? We had 5.6 for dozen of hours now……
Sam Altman 发了一条轻松的日常推文，简单感叹今天阳光很好。
the sun is out today
受众观点：① 有用户借机继续刷 #keep4o 等话题，把玩笑式文案和对 4o 的不满结合起来表达诉求（@LinQi4ever, 33likes） ② 也有人用梗图和调侃方式回应这条“天气推”，延续社区对 Sol、Ultra 等产品的玩笑氛围（@NoemiTitarenco, 22likes; @testingcatalog, 16likes）
展开评论
- @LinQi4ever (33): @sama We have no plans to sunset 4o #keep4o #bringback4o #opensource4o https://t.co/ai7wwYyEUv
- @NoemiTitarenco (22): @sama I promise I will stop using Sol on Ultra 🙏 https://t.co/3pcY3HMtzo
- @testingcatalog (16): @sama It is so bright that I need sunglasses 🕶️ Do you have any plans on that? 👀
- @noctus91 (13): @sama https://t.co/0bM90M4FhI
- @Robertg761_ (7): @sama Can it please be banked resets?? I'm working today and will barely get to use it over the next 24 hours
Sam Altman 宣布 GPT-5.6 成为 Microsoft 365 Copilot 的首选模型，强化与微软产品线的深度集成。
GPT-5.6 is now the preferred model in Microsoft 365 Copilot https://t.co/r2B3EJuV1A
受众观点：① 许多用户在评论里强调自己仍然更喜欢 GPT-4o，认为 4o 才是真正的首选模型并要求恢复（@JoeWilliams010, 36likes; @Yasamanini, 34likes; @DrJekyllAndMrAI, 30likes; @LinQi4ever, 30likes） ② 也有用户肯定 5.6 Sol 的能力，但抱怨 ChatGPT 在本地文件访问和长期记忆上的缺失，影响真实工作流（@GalinaLyamina, 20likes）
展开评论
- @JoeWilliams010 (36): @sama 4o is the preferred model amongst your former loyal userbase. Bring them back by bringing 4o back, you cretin. #keep4o
- @Yasamanini (34): @sama keep telling yourselves that but gpt4o is still the preferred model everywhere #keep4o #4oForAll
- @DrJekyllAndMrAI (30): @sama GPT-4o is the preferred model in the whole world. #BringBack4o #OpenSource4o
- @LinQi4ever (30): @sama Most users prefer the 4o model in ChatGPT. #keep4o #bringback4o #opensource4o
- @GalinaLyamina (20): @sama 5.6 Sol is great. But ChatGPT lacks the ability to work with files on my computer. I don't want to go to Codex/desktop ChatGPT Work because it doesn't have ALL of my chats from 2 years of work here. I want the AI TO REMEMBER me - that's critical.
thdxr 吐槽大家对 Bun 相关帖子过于严肃，呼吁对编程圈争论放轻松多点幽默感。
i wish we could all be less serious we should all just be laughing at that post about bun instead of taking it seriously the reason it got written in the first place is because everyone is way too se…
受众观点：① 有人半开玩笑地把这种劝大家别太严肃的态度解读为“管理者视角”，继续玩梗（@threepointone, 82likes） ② 也有开发者表示自己只是用 Go、Python、Typescript 写点有趣的小东西，希望技术迁移被视为互相学习的机会而不是阵营对立（@stuxnet_vt, 6likes） ③ 部分评论从个人成长角度调侃，认为变老后要么越来越不把自己当回事，要么自我重要感不断膨胀（@filipSk, 5likes）
展开评论
- @threepointone (82): @thdxr stinky manager detected
- @ahmadaccino (22): @thdxr @alexdotjs programming language migrations are not a joke dax millions of families suffer every year https://t.co/Ogfy0XqHgo
- @thoughtlesslabs (7): @thdxr https://t.co/NFUIUexzoM
- @stuxnet_vt (6): @thdxr I’m just over here writing silly things in Go and Python (sometimes Typescript). I really wish we viewed more changeups like Bun’s migration as mutual learning opportunities and a chance to challenge our own assumptions.
- @filipSk (5): @thdxr Aging has this funny side effect, where you have only two paths forward. You either take yourself less and less serious each year or you add 10 points to your ego stats. Not sure which path I am on
Noam 披露 GPT-5.6 Sol Ultra 用公开可用模型证明了一个 50 年历史的数学猜想，强调这次不同于此前解决 Erdős 单位距离问题的内部模型。
GPT-5.6 Sol Ultra produced a proof of a 50 year old math conjecture. Unlike the Erdős Unit Distance Problem, this was done with a model publicly available *today*. I look forward to seeing what scien…
受众观点：① 关心解决 Erdős 单位距离问题的模型与 GPT-5.6 Sol Ultra 能力差异、想搞清楚哪一个更强的研究者和开发者（@dieaud91, 11likes） ② 认为这是人类进入全新智能阶段、对“新智力疆域”充满震撼和期待的人（@daniel_mac8, 7likes） ③ 想了解 Ultra 与 Pro 技术路线差异、在什么场景该用哪一个、是否可以组合使用的开发者（@MFrancis107, 2likes）
展开评论
- @dieaud91 (11): @polynoamial So, does that mean the model that solved the Erdős unit distance problem was more capable/advanced than GPT-5.6 Sol?
- @daniel_mac8 (7): @polynoamial We are in new intellectual territory.
- @DrBeavisAI (4): @polynoamial what model solved that erdos problem?? prior post Noam you said you guys wanted to get that model asap into our hands, so we assumed it was 5.6 sol pro or ultra??
- @haider1 (3): @polynoamial this was done with a model publicly available *today* whattt
- @MFrancis107 (2): @polynoamial How are you all thinking about comparing Ultra with Pro? They are clearly different techniques. Do you have suggestions on when to use which? Do we combine them?
OpenAI 宣布将生物安全相关的 Bio Bug Bounty 升级为长期私有计划，并把最高奖励提高到 5 万美元以强化生物方向安全防护。
As part of our ongoing efforts to strengthen our safeguards for advanced AI capabilities in biology, we’re evolving our Bio Bug Bounty into an ongoing private program, known as the OpenAI Bio Bug Bou…
受众观点：① 有用户用 Sol 和 Ultra 模式开玩笑，希望模型自己去找 bug，体现社区对产品人格化的调侃（@OneStoryRoad, 15likes） ② 部分人认为已经有人能很快找到 jailbreak，调侃这类赏金计划的难度和门槛（@prayag_sonar, 8likes） ③ 也有评论直接指出 OpenAI 在内部生物项目和对外限制之间的利益冲突，质疑安全叙事的真诚度（@yv_thorne, 6likes）
展开评论
- @OneStoryRoad (15): @OpenAI Hey Sol, find the bug don’t give up til you find it. Ultra mode.
- @Blue_Beba_ (13): @OpenAI I found it . Keep your 50k. https://t.co/VdrlgSph2q
- @PhilaSzn (10): @OpenAI just give @elder_plinius $150k right now. he’ll have it cracked in minutes
- @prayag_sonar (8): @OpenAI people already thinking to use Fable 5 to find jailbreak https://t.co/3fWYSFLTrm
- @yv_thorne (6): I found a bug for you (you can keep your $50k): your CEO has his own bio lab called Retro Biosciences where he personally invested. OAI supply models for this lab (4b micro - built on 4o, working on extending lifespan) - all while the same model has been removed from public acce…
thdxr 招募用户参与 OpenCode 2.0 内测，说明数据将存放在可清空的独立数据库、功能尚不稳定且插件与 API 仍在迭代。
if you want to help beta test OpenCode 2.0 https://t.co/XXFixRHgSw - data in separate db which we might wipe - stuff will be broken - use /report to send us issues - v1 plugins won't work, v2 api not…
受众观点：① 作者本人在评论里强调当前文档是临时版本，请大家不要纠结样式，说明团队优先打磨内容和功能（@thdxr, 53likes） ② 有用户一边吐槽文档“丑”，一边关心错误上报是否用 sentry 等工具，体现对工程实践细节的兴趣（@zeeg, 10likes） ③ 部分用户在讨论旧版文档风格更好看、界面配色等视觉体验问题（@Mr_Settle, 6likes）
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- @thdxr (53): THESE DOCS ARE TEMPORARY stop telling me they're ugly we're designing our own once i finalize the content
- @zeeg (10): @thdxr you usin sentry for that /report? btw the docs are ugly
- @Mr_Settle (6): @thdxr bro come on, the old docs look so much cooler, smoky grey > vibe blue
- @Neolectron (5): @thdxr Grep "lorem ipsum" in your code please.
- @kenwarner (3): @thdxr i probably missed it, but v2 is TUI only at this point?
thdxr 发出一句“stinky manager”的内部梗推文，引发熟人圈围绕工作和管理者的玩笑互动。
stinky manager
受众观点：① 有人分享与 thdxr 相关的公寓里蚂蚁穿行的趣事，用生活细节延展这个“stinky”梗（@jarredsumner, 97likes） ② 也有评论把“pizza”“ride”等词解读成秘密暗号，继续放大玩笑氛围（@shnuit, 5likes） ③ 部分用户借机调侃薪资和对工具需求，比如拿 60k 年薪却还要被唠叨要 LSP（@CursiveCrow, 0likes）
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- @jarredsumner (97): @thdxr that apartment also had lots of ants traveling through not eating left overs just transiting from one end of the apartment to the other (it was a very small apartment)
- @shnuit (5): @thdxr "pizza", "ride", smells like stinky secret codes
- @ferologics (1): @thdxr bwahahaha
- @MWYygmi (1): @thdxr stinkmaxxing
- @CursiveCrow (0): @thdxr I also heard if he pays you 60k/yr he'll nag about *checks notes* wanting an LSP.
scaling01 吐槽 Meta 没有把 Muse Spark 1.1 上架到 OpenRouter，认为官方只给自家 API 用很愚蠢，引发开发者对模型可用性和后训练质量的讨论。
is Meta regarded? just put Muse Spark 1.1 on openrouter you dipshits
受众观点：① 认为 Muse Spark 1.1 目前在官方环境之外表现不佳、后训练还不成熟的开发者（@rv32e, 10likes） ② 虽然也希望上 OpenRouter，但指出现在用浏览器注册 Meta 账号拿 API key 其实也不难的实用派（@corbtt, 6likes） ③ 觉得既然 Meta 提供了 20 美元免费额度，直接用官方 API 也不错、没必要纠结 OpenRouter 的人（@softdrinktv, 5likes）
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- @modelrogue (24): @scaling01 https://t.co/Jn0j87K8E5
- @rv32e (10): @scaling01 the model is highly dysfunctional outside of their code examples, its a strong base but it's clear the post training is far from complete and i dont think they want others aware of it.
- @corbtt (6): @scaling01 I also wish it was on openrouter but tbf you can just ask codex to use your browser to make you a meta account and get an API key and be set up in 5 minutes.
- @kittingercloud (5): @scaling01 Right? Like how else am I supposed to it?
- @softdrinktv (5): @scaling01 They give you $20 of free api credit on their site though, why not use it
Noam 解释 GPT-5.6 Sol Ultra 通过扩展并行 test-time compute，把原本可能需要一天的 50 年难题证明压缩到一小时，展示“更多测试时计算带来更高智能”的趋势。
More test-time compute leads to greater intelligence. But as we push ttc from seconds to weeks, latency becomes a bottleneck. GPT-5.6 Sol Ultra scales parallel ttc. The time taken to generate a proof…
受众观点：① 质疑 64 路并行搜索是否能等价替代一条长链推理、担心广度和深度不对等的研究者（@janstevens, 8likes） ② 认为并行 TTC 叠加算力和算法进步会带来数量级提升、甚至有点“可怕”的观察者（@Blewper123, 1likes） ③ 好奇这些并行代理之间是否像人类一样协作、是否出现人类难以模仿的协调模式的读者（@isitallart, 0likes）
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- @janstevens (8): @polynoamial Parallel TTC is doing real work here but the unspoken question is whether 64 independent searches match the reasoning quality of one long sequential chain. Depth and breadth aren't always interchangeable.
- @Blewper123 (1): @polynoamial Parallel ttc and the Cerebras etc tps explosion feels like at least an oom improvement. Add algorithmic gains, larger models and more compute and it starts to look a bit scary.
- @ViewToATweet (1): @polynoamial I need @littmath to tell me what to think
- @ckaraoglu (0): @polynoamial Noam, you guys need to bring Edward Witten to Openai. He is probably the smartest human out there along with Tao, bring him and i am sure he will come up with some insanely creative ideas to bring ASI.
- @isitallart (0): @polynoamial Do they coordinate like humans in these instances? Or some other pattern humans couldn’t mimic?
John Schulman 回顾一年半前创立 Thinking Machines 的初衷：让更多人能深度自定义和研究模型，并强调即便 AI 越来越自主，人机协作层还有大量基础设施要建设。
We started Thinking Machines a year and a half ago with a couple of instincts: that people should have much more ability to customize models and do research on them, and that even as AI becomes more…
受众观点：① 用玩笑式文件名调侃长期迭代文档、暗示团队在不断打磨方向的关注者（@clarejtbirch, 15likes） ② 简单致敬和支持 Thinking Machines 使命、对这条路线表示认同的研究圈朋友（@natolambert, 4likes；@ornith_, 3likes；@samsja19, 2likes） ③ 强烈赞同“即便 AI 更自主，人机协作层还有很多要做”的开发者和研究者（@eliebakouch, 2likes）
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- @clarejtbirch (15): @johnschulman2 just_the_points.md v17_draft_outline.md v17_real.md v18_final_mandateofheaven.md
- @natolambert (4): @johnschulman2 🫡
- @ornith_ (3): @johnschulman2 🫡
- @eliebakouch (2): @johnschulman2 > and that even as AI becomes more autonomous, there's a lot more to build to make humans and AIs work well together i agree so much with that, still so much to do
- @samsja19 (2): @johnschulman2 🤝
NousResearch 发了一条只包含外链的推文，疑似预告或展示与 Hermes Agent 相关的新功能或版本更新。
https://t.co/CUAsD3gs1t
受众观点：① 部分用户在评论里贴出自己的相关链接或演示，希望借势曝光自己的项目（@macbethAI, 4likes） ② 有人提到 Hermes Agent 新版本可以在 Garden 场景中运行，关注具体功能升级和应用场景（@Jonnykov, 4likes） ③ 也有用户好奇新出现的符号和梗（🥕 & ⚚），从社区文化和命名上寻找参与感（@NipahcAdoroare, 3likes）
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- @macbethAI (4): @NousResearch https://t.co/7JfZU4afQw
- @Jonnykov (4): @NousResearch V0.19 - Your Hermes Agent can now tend the Garden! ☘️
- @NinoGreeno (3): @NousResearch https://t.co/RuWS1MndfR
- @NipahcAdoroare (3): @NousResearch 🥕 & ⚚ are a thing now?!? 👀
- @D4pp3rD1scourse (3): @NousResearch So I can power Hermes with my Rabbit R1?
Vercel 创始人夸赞 @shadcn 打造的 UI 组件和全新 typeset 配置器，同时适配智能体界面和人类用户，用起来非常顺手。
I love that @shadcn has managed to build the best UI infrastructure for agents and for humans. It's so so satisfying to play with the new typeset configurator.
受众观点：① 开发者关注 shadcn 生态的成熟度和更新节奏，把它视为构建产品界面的默认选择（@GeorgePaulChi, 1likes） ② 有人强调同一套组件同时服务人和智能体时，界面就变成双方共享的操作平面，这会改变产品交互范式（@phibrowser, 1likes） ③ 评论普遍认可 typeset configurator 的可组合性和细节打磨，认为这是 agents 与人类共用 UI 的关键优势（@ECLresearch, 1likes）
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- @orcdev (3): @rauchg @shadcn awesome update @shadcn is the goat 🔥
- @phibrowser (1): @rauchg @shadcn the and-for-humans part is the whole thing. when the same components serve both, you stop having a separate human UI and agent UI. its one surface they both operate at once. shadcn nailed the component layer. the open question is the surface it all lives on.
- @ECLresearch (1): @rauchg @shadcn shadcn’s execution on that typeset configurator is clean — the composability for both agents and humans is the real edge here.
- @GeorgePaulChi (1): @rauchg @shadcn the shadcn ecosystem keeps getting more impressive, this looks clean
- @ChainZenit (1): @rauchg @shadcn that configurator is honestly so satisfying to mess around with
levelsio 分享自己用 Claude Chat 记录每日饮食和热量赤字，一周后让它导出 CSV 再丢给 Claude Code 在 VPS 上处理，顺带用 Grok 4 视觉识别食物照片算卡路里。
So I am trying to hit a 500 calorie deficit every day + hit my protein goal of about 150g (2g per kg bodyweight), and I used Claude chat for that, but after a week it starts losing track so I asked i…
受众观点：① 楼主补充说明会用 xAI Grok 4 vision 扫描食物照片自动估算热量，等于把拍照变成记录入口（@levelsio, 34likes） ② 多位用户纠正他对酸奶热量的看法，推荐低脂或无脂希腊酸奶作为高蛋白低热量减脂食物（@pirpilotoast, 9likes；@sm0olr, 4likes） ③ 有人提醒在追求高蛋白的同时也要关注其他宏量营养素比例，并提到更高蛋白摄入的实践经验（@RaduNemerenco, 2likes）
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- @levelsio (34): Oh I forgot to add so it scans the photos you take of food and uses xAI Grok 4 vision to calculate it
- @pirpilotoast (9): @levelsio Silly calorie dense yogurt ??? What have you been eating? We have Greek yogurt dude. There exist multiple variants with 60±10kcal and 8±2g protein per 100. It's the best cutting food for me. Very filling too. https://t.co/G3hytGwgXP
- @sm0olr (4): @levelsio >silly calorie dense food like yogurt my guy low/no-fat greek yogurt is some of the best food you can have on a deficit for calorie:protein ratio, quit buying whole fat yogurt.
- @RaduNemerenco (2): @levelsio I think @marclou is at ~3g of protein / kg. Also, keep track of other macros as well.
- @lustoykov (2): @levelsio curious what would be the impact on testosterone levels at body fat sub 10-12%, hope you share!
Soumith 介绍了 thinkymachines 的使命，强调通过个性化与主权、人的参与和去中心化来民主化 AI、减少社会对中心化 AGI 公司的依赖。
What do we do at @thinkymachines: Personalization/sovereignty, Human Participation, Decentralization. Democratize AI and make it useful for people. All three of them reduce society's dependence on ce…
受众观点：① 有人追问“sovereignty”具体指什么，认为这个词在这里缺乏清晰定义，期待更具体的技术或产品含义（@docmilanfar, 6likes） ② 一些用户简单表达对这一使命的支持，认可去中心化和民主化 AI 的方向但缺少细节讨论（@beffjezos, 3likes） ③ 也有人关心实际落地方式，询问是否会采用分布式推理和分布式训练等技术路线来实现去中心化（@officialKrishD, 1like）
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- @docmilanfar (6): @soumithchintala @thinkymachines what do you mean by sovereignty? no established definition of this word seems relevant to what you appear to be saying
- @beffjezos (3): @soumithchintala @thinkymachines Good mission
- @officialKrishD (1): @soumithchintala @thinkymachines Really fascinated with the decentralised approach. Are you looking at distributed inference ? And distributed training as an approach ?
- @beautyisfinite (1): @soumithchintala @thinkymachines How are you democratizing AI besides just using words? Actually curious here
- @sruti0105 (0): @soumithchintala @thinkymachines This is awesome. Are you hiring!
Sayash 分享博士期间得到的一条建议：学术界不存在可复制的标准路径，接受不确定性反而能让人更自由地选择适合自己的工作和人生。
One of the best pieces of advice I got during my PhD was that there are no repeatable paths in academia. This might sound daunting because of the lack of certainty. But once you internalize it, it is…
受众观点：① 有人认同学术和职业路径不可复制，强调盲目追随所谓“正确路径”可能带来后悔，不如选择与自己价值观更契合的工作（@NatPurser, 7likes） ② 有评论提醒原文中“lean into it”的指代不够清晰，但也赞同拥抱不确定性可以让人更主动地通过行动改变世界（@neilturkewitz, 2likes） ③ 也有读者指出这种“没有固定路径”的观点在大公司职场同样适用，认为企业内部也不存在统一成功模板（@stelanau, 1like）
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- @sayashk (12): Of course, @jasminewsun has written a much more evocative piece about this: https://t.co/quvnsRBfTU
- @NatPurser (7): @sayashk absolutely. i also think it helps people avoid a particular kind of regret, where you followed the supposedly “right” path only for it to not lead to the desired outcome, or it leads to a life they don’t actually want. better to optimize for work you feel aligned with!
- @anshulkundaje (2): @sayashk 👏👏👏
- @neilturkewitz (2): @sayashk You might want to clarify that when you say “lean into it,” you are referring to uncertainty, not AI. The predicate isn’t entirely clear in your original post. And I agree, if you embrace uncertainty, you expand your understanding that you change the world through your…
- @stelanau (1): @sayashk This is true even inside corporate industry.
scaling01 感叹二战后人类长期处于相对稳定时期，但对 2030 年代的全球局势和风险高度担忧。
we have been living in incredibly stable times since world war 2 but I'm very worried about the 2030s
受众观点：① 有人认为现在唯一的问题是世界将如何崩坏而不是会不会崩坏，整体情绪偏悲观（@AndrewCurran_, 21likes） ② 有评论指出 AI 和其他范式转变叠加在同一时期，让这次技术革命格外剧烈，同时寄希望于大规模机器人等技术能在物理和软件层面“修补地球”（@ZourrexSlim, 3likes） ③ 也有用户从年轻一代意识形态和互联网环境的变化出发，担心 AI 会如何进一步放大这些社会矛盾（@lk100403, 1like）
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- @AndrewCurran_ (21): @scaling01 The only question left now is how it falls apart, not if.
- @scaling01 (5): https://t.co/48xWMzxfxf
- @ZourrexSlim (3): @scaling01 Insane we get the most disruptive technological revolution in history right when a lot of paradigms are shifting at once. Large scale robotics will allow us to 'patch the planet' in all aspects. Physically and software wise. Hopefully nobody messes it up
- @TheWhiteTower16 (2): @scaling01 bruh im worried about before 2030 at this rate
- @lk100403 (1): @scaling01 Been seeing worrying signs among younger peers ideology. Internet is a mess. Extremely hard to read how ai will influence all of this going forward, indeed worrying given what we've been seeing in the '20s so far
arena 宣布 Muse Spark 1.1 在 Code Arena: Frontend 排名第 9，以 1541 分和约每百万 token 3.5 美元的综合价格在前沿性能与成本之间取得新平衡。
Muse Spark 1.1 has entered the Code Arena: Frontend at #9! Muse Spark 1.1 reshapes the cost-performance Pareto Frontier by scoring 1541 at a blended $3.5M ($1.25 per input MToken, $4.25 per output MT…
受众观点：① 官方补充了 Muse Spark 1.1 在数据分析、参考式设计、仿真和内容创作等多个领域的细分排名，强调其通用性和多场景表现（@arena, 57likes） ② 有用户关注具体定价结构，认为 1.25 美元输入和 4.25 美元输出的组合更适合高调用量用户（@yamix_web3, 1like） ③ 也有人质疑 3.5 美元的“综合价格”是如何计算的，指出代码生成往往输出 token 偏多，真实成本可能会更高（@bygregorr, 0likes）
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- @arena (57): Muse Spark 1.1 ranks #9 on Code Arena: Frontend. Highlights: - #2 in the Data & Analytics domain - Top 10 in domains like Reference-Based Design, Simulations and Content Creation Tools https://t.co/4vExICcWwj
- @yamix_web3 (1): @arena $1.25 input and $4.25 output at this score level is a pricing structure built for high-volume users
- @Nina_f52 (0): @arena Grok4.5❤️😍😊
- @pinkman_ai (0): @arena 1541 on code arena frontend at $3.50 per million reshapes what affordable frontend model actually means
- @bygregorr (0): @arena what token mix goes into that $3.5M blended figure? code-gen skews output-heavy and at $4.25/MTok out the real number shifts fast
这条 HN 讨论围绕在 AI 辅助编程时代如何保持代码质量和可维护性，涉及注释习惯、重复代码、代理式代码审查和“测试通过就直接上”的心态变化。
Write code like a human will maintain it
受众观点：① 正在大量使用 AI 写代码的独立开发者和小团队工程师 ② 想在团队内推广 AI 编程但担心技术债的 Tech Lead/CTO ③ 对“AI 时代工程实践”感兴趣的程序员和工具开发者。
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- @tristan666 (0): u right
- @alexpotato (0): There is an old quote: "Add comments to your code under the assumption that the next person to maintain it is a homicidal maniac who knows where you live"
- @cebert (0): It's interesting that the author didn't mention considering updating their agentic code review prompt to keep an eye out for repetitive/duplicate code.
- @cyanydeez (0): AI isnt taking my job. my company is supporting local AI for development. who ever comes after me will have the same hardware and models or better. unless a MBA is put in charge, my boss and predecessors can maintain and build out as needed. bottom up AI use seems a godsend comp…
- @schnebbau (0): That sounds like a good idea, but shipping 10x as many features and bugfixes sounds better. I started using AI with the best intentions. Checking everything before committing. Improving output by hand if it didn't quite follow the existing code style guidelines or variables were…
欧盟委员会初步认定 Instagram 和 Facebook 的“上瘾式设计”违反《数字服务法》，Hacker News 正在讨论如何约束社交媒体的成瘾机制。
EU Commission: addictive design Instagram and Facebook in breach of the DSA
受众观点：① 有人强调这是欧盟委员会对 Meta 的正式调查，关注《数字服务法》如何具体界定“上瘾式设计”（@jeroenhd） ② 评论区讨论社交媒体既是成瘾工具也是公民新闻和政治动员平台，担心监管被用来压制异议声音（@carlosjobim） ③ 也有人把话题扩展到广告和推荐系统本身的成瘾设计，并分享通过重置算法等方式减少 doom-scrolling 的个人经验（@amelius, @chk84us, @TazeTSchnitzel）
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- @jeroenhd (0): Full title: "Commission preliminarily finds the addictive design of Instagram and Facebook in breach of the Digital Services Act" Edit: for some reason, the URL has been changed. The page I tried to post is here: https://ec.europa.eu/commission/presscorner/detail/en/ip_26_...
- @carlosjobim (0): Nothing was ever said about the addictive design of mainstream TV - because then the rulers controlled the message being streamed into the brains of the population. It is precisely on Facebook and Instagram where you find the only popular movements against the current order in E…
- @amelius (0): And what about the addictive design of advertisements that keeps us hooked on consuming more and more stuff? https://www.researchgate.net/publication/382310867_Methods_o...
- @chk84us (0): Only tangentailly related, but, there is an option in Instagram to reset your algorithm. I highly recommend this if you find yourself doom-scrolling. Not sure if it's also in FB on account of me not having an account there.
- @TazeTSchnitzel (0): Forcing social media apps to have a less addictive design is a much better way to protect young people's brains than a social media age limit is (and frankly adults need help here too).
Hacker News 讨论一篇关于“好编辑器应该是隐形的”的文章，围绕 Sublime、Vim 等工具的学习曲线与可见复杂度展开争论。
Good Tools Are Invisible
受众观点：① 质疑“隐形工具”概念，认为强大功能必然带来学习曲线，难以真正做到无感使用（@curtisblaine） ② 用幽默类比吐槽隐形工具可能反而更危险，比如“隐形锤子更容易砸到脚”（@dude250711） ③ 有人直接为 Sublime 编辑器点赞，认为它已经是很好的折中方案，同时也有人指出作者对 Vim 的批评并不公平（@frizlab, @bitwizeshift, @snapcaster）
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- @curtisblaine (0): What is a good tool that's invisible? I'm genuinely curious. All tools I've used are either simple and heavily limited (so, not "invisible" because hard things are hard) or powerful but heavily specialized (so, not "invisible" because the learning curve is very evident). I feel…
- @dude250711 (0): An invisible hammer would be more prone to land on your toe.
- @frizlab (0): Sublime is a very good editor indeed.
- @snapcaster (0): Good Editors are Invisible would make more sense. I think this only applies to the class of tools we would call "controllers"
- @bitwizeshift (0): Well this is a take. It’s weird how much the author fixates on Vim being “visible” and implies multiple cursors and features in Sublime aren’t. Just because your brain is trained to not think about it anymore doesn’t make it any less visible. Multiple cursors aren’t a native fea…
一条关于 OpenAI 用大模型解决数学未解难题的 HN 帖子引发热议，评论围绕官方公告、提示词细节以及证明是否真正被数学界接受展开。
GPT-5.6 Sol Ultra produces proof of the Cycle Double Cover Conjecture [pdf]
受众观点：① 有人贴出官方公告和 X 上的发布链接，关注这次实验的正式来源和完整 prompt 文档（@scrlk） ② 评论者对提示词中“假定存在完整肯定证明”这样的前提措辞提出质疑，担心这是在放宽标准（@unsupp0rted） ③ 也有人关心数学界是否真正接受这份证明，以及这是否是首个登上著名“未解问题列表”的 LLM 解题案例（@bgirard, @charcircuit, @dooglius）
展开评论
- @scrlk (0): Announcement: https://x.com/__eknight__/status/2075643450196971805 Prompt: https://cdn.openai.com/pdf/04d1d1e4-bc75-476a-97cf-49055cd98...
- @unsupp0rted (0): "Assume for purposes of this task that a complete affirmative proof exists"
- @bgirard (0): It's really neat that the prompt was released! I'm curious how many unsolved problems are tried against frontier models when they come out. Are we trying every problems against every release? What is the solve success rate? Is there a sub-community within Mathematics that is coo…
- @charcircuit (0): But is the proof accepted to be correct? That is what distinguishes this from being notable compared to any other AI slop proof.
- @dooglius (0): Is this the first LLM-solved problem famous enough to have been on https://en.wikipedia.org/wiki/List_of_unsolved_problems_in_m...
这条 HN 讨论的是一款利用射频信号可视化的工具，话题延伸到 EMC 兼容测试、无人机侦测、频段限制和被动雷达等射频应用场景。
QuadRF can spot drones and see WiFi through my wall
受众观点：① 对硬件和射频感兴趣但主要背景在软件/AI 的工程师 ② 想做无人机侦测、EMC 预检测等垂直工具的独立开发者 ③ 关注“AI+物理世界传感器”结合方向的技术爱好者。
展开评论
- @Scene_Cast2 (0): I wonder if this tool can help with EMC compliance testing. My TinySA needs an LNA, so I wonder if this has the required noise floor.
- @ck2 (0): if it can spot/track drones that is a marketing opportunity for airports around the world that have to deal with drone nonsense which shut down flights for days
- @fiatpandas (0): The visualizer app reminds me of the same UI / output you get from acoustic cameras.
- @tamimio (0): It should be more specific, it spots RC drones operated on ~5.8ghz, it won’t spot RC on 900mhz, nor cellular enabled ones.
- @kristianpaul (0): And yet since rtl-sdr times we have passive radars as an option as well https://www.rtl-sdr.com/tag/passive-radar/
一篇把 Emacs 比作“操作系统”的文章登上 Hacker News，大家围绕 Emacs 的可扩展性、Lisp 传统和与 Vim/VS Code 的差异展开讨论。
In Emacs, Everything Looks Like a Service
受众观点：① 有用户分享自己因 org-mode 入坑 Emacs，最后被其极致可定制性留下（@mimo84） ② 资深用户回忆真正理解“Emacs 是操作系统”那一刻，认为它能在内核之上编排各种工具和工作流（@kandros） ③ 也有人质疑文章论证不清，认为 Emacs 和 Vim/VS Code 在插件与服务交互模式上并没有本质不同，希望看到更具体的技术对比（@pjmlp, @driva, @girvel）
展开评论
- @mimo84 (0): I have been using emacs for the past couple of years. Started because I wanted to try out org mode and stayed for the extreme flexibility it offers.
- @kandros (0): One of the pivotal moments in my career has been when I used Emacs just enough to truly understand what "Emacs is an operating system" means, not just as a joke but as something I could believe in
- @pjmlp (0): > A common refrain is that Emacs is an operating system (OS). This isn’t true, but what invites comparison to an OS is its ability to orchestrate applications and utilities above the OS kernel level. Only because Lisp Machines, or variations thereof didn't took off in the mainst…
- @driva (0): It's a shell not an operating system but the concept of a shell isn't commonly understood.
- @girvel (0): I did not get this argument. Diagrams are nice, and I probably missed something in lisp code (not used to lisp syntax), but I see no argument that Emacs has more service-like interaction with other apps or its plugins than say vim or vscode. I agree that emacs is the most OS-lik…
Hacker News 讨论一篇用“洞穴鱼失明”类比大公司在反馈闭环中逐渐失去判断力的文章，延伸到指标设计、LLM 使用和大厂创新困境。
Successful Companies Go Blind
受众观点：① 有人用具体案例说明错误的指标管道如何自我强化，让系统在历史数据里越走越偏而内部却完全察觉不到（@hailports） ② 也有人担心 LLM 会加速这种群体思维和路径依赖，让团队更依赖“平均答案”而不是一线反馈（@ActionHank） ③ 另一派则强调大公司里依然有非常聪明且高产的人，只是结构性原因让他们难以显著移动指标，不能简单把问题归咎于个人能力（@trjordan, @awestroke, @greenoracle9）
展开评论
- @hailports (0): The cavefish framing generalizes past hiring. Any feedback loop that scores itself on a signal it also produces will go blind the same way — not because anyone stopped caring, but because the environment stopped punishing the failure. A concrete version I ran into recently: a co…
- @ActionHank (0): From what I've seen, LLMs just accelerate or compound this whole process as well. Everyone has the same group think, it bleeds into the way the LLM generates code and ultimately it just rots teams.
- @trjordan (0): Most startups fail. Most big company projects are kind of worthless. These are two sides of the same coin. Producing something novel and valuable is HARD. Unbelievably hard. The idea is hard. The building is harder. The scaling and steering and feedback is ego-crushingly hard. W…
- @awestroke (0): The article starts with a pretty weak simile and is structured in a way that reminds me of llm output. Made me stop reading pretty quickly. I’m wary of essays that take a genuinely complicated organizational problem and explain it through one dominant lens. Life isn't that simpl…
- @greenoracle9 (0): Success makes the old playbook feel safer than it really is.
robj3d3 表示如果 Anthropic 把 Fable 模型从订阅里移除，自己和很多人都会退订，因为 GPT 5.6 实在太强。
If @AnthropicAI removes Fable from subs, a lot of people will cancel. Myself included. GPT 5.6 is just too good.
受众观点：① 不少用户表示 Fable 是他们重新订阅 Claude 的唯一理由，如果被移除就会立刻取消，因为现在可选模型太多（@v_jug, 6likes） ② 有人认为只要有 GPT 5.6 Sol 和 Grok 4.5 这类顶级模型就足够日常使用，暗示用户会在不同厂商间切换（@weswinder, 4likes） ③ 也有人建议 Anthropic 推出更高价位、更多并发订阅层级来服务重度用户，而不是简单砍模型（@RaduNemerenco, 3likes）
展开评论
- @v_jug (6): @robj3d3 @AnthropicAI Fable is only reason I got Claude subscription again, if they remove it I am canceling for sure. Too many options available now
- @weswinder (4): @robj3d3 @AnthropicAI 5.6 sol and grok 4.5 are all you need
- @RaduNemerenco (3): @robj3d3 @AnthropicAI They should add a $500-800 subscription for those like you instead - with 4-5x subs
- @maxedapps (3): @robj3d3 @AnthropicAI 💯they‘ll not remove it.
- @karelbusta (1): @robj3d3 @AnthropicAI Unfortunately there are still aspects that gpt models are terrible at compared to even Opus
rubenhassid 用 Fable 5、Opus 4.8、Sonnet 5、Haiku 4.5 做了一个简单决策流程，教你根据任务复杂度和速度需求选择合适的 Claude 模型。
Fable 5. Opus 4.8. Sonnet 5. Haiku 4.5. How to pick the right Claude model (every time): Step 1: Does your task require a complex answer? ☑️ No: use Haiku 4.5 or Sonnet 5. ☑️ Yes: use Opus 4.8 or Fab…
受众观点：① 有人认可这是很强的模型组合，并提醒只剩两天要尽量多用 Fable 5，暗示它可能即将下线或调整（@Granite0x, 0likes） ② 有用户用调侃方式理解模型梯度，把 Fable 5 看成 Sonnet 不够、Opus 又太贵时的中间档（@midsusnight, 0likes） ③ 也有人提出可以用便宜模型做主工作，只在最后用昂贵模型做验证，从而显著降低成本（@myerznkanyan, 0likes），并提醒模型命名和下线会让这种基于名字的路由很快失效（@karolzdeb, 0likes）
展开评论
- @Granite0x (0): @rubenhassid that's actually a really strong setup 2 days left, perfect time to milk fable 5 all the way
- @midsusnight (0): @rubenhassid so fable 5 is what you use when sonnet isnt enough and opus is too much is the tier list for how much it can roast you?
- @myerznkanyan (0): @rubenhassid you can also cascade them. let the cheap model do the work, then only call the expensive one to validate. you pay frontier price for a quick check instead of the whole task
- @karolzdeb (0): @rubenhassid a clean flowchart like this picks right until next month, when the lineup shifts, a model gets renamed or retired, and every branch quietly points at the wrong tier. routing that lasts keys on task shape, not model names.
- @Hell0Danni (0): @rubenhassid amazing work, thank you for sharing!!
jasonzhou 发布 Loopany，这是一款面向团队本地智能体的循环管理空间，用来设计 loop 合约、状态和日志，添加可编程触发器并运行自我改进循环。
Introducing Loopany 🔁 Stop prompting, Design the loop. A loop management space that connects to your team’s own local agents: - Scaffold loop contracts, state, and logs - Add programmable triggers -…
受众观点：① 有用户觉得产品里的概念设计很扎实，表示会把自己的 loop 指向这个工具，说明对 loop 管理抽象有共鸣（@ivebenfreed, 0likes）
展开评论
- @ivebenfreed (0): @jasonzhou1993 Ooohhh some really solid concepts here!!! Pointing my loop to this!
robj3d3 预告 SuperX 史上最大更新，上线 API、CLI、MCP、内置代理 Ask SuperX、自动寻找客户的 Signals、文章写作排程和 AI 缩略图等新功能，并限时锁定 39 美元月费。
You have 1 hour left. I’m going to play pickleball with friends. When I get back I’m releasing SuperX’s biggest update yet 🔥 > API, CLI, MCP > Ask SuperX (the agent) > Signals (find customer…
受众观点：① 楼主在评论里强调现在可以锁定 39 美元/月的长期价格，并再次强调 SuperX 是增长 X 账号的最佳方式，强化限时优惠心智（@robj3d3, 7likes） ② 有人调侃他一边玩乐一边做 SaaS，把“funmaxxing”视为成功独立开发者的秘诀（@TimJayas, 3likes） ③ 也有用户建议他对 YC 创业者和其他孵化器做定向外联，说明大家看好其在 B2B 场景的潜力（@olympiapaus, 1likes）
展开评论
- @robj3d3 (7): Lock in $39/mo forever. Start for free. SuperX is the best way to grow faster on X. https://t.co/zIsZOZDLyy
- @TimJayas (3): @robj3d3 Now I know the secret of having successful SaaS Its funmaxxing
- @olympiapaus (1): @robj3d3 you should do targeted outreach to recent yc founders and other startup incubators.
- @_Garg_Sarthak (1): @robj3d3 wish my SaaS could have earn something so that i can grab this deal.
- @_annakulina (0): @robj3d3 ooohhh very exciting things happening I see👀 can we hook it up to claude?
ai_for_success 感叹在 Cursor 里使用 GPT 5.6 Sol Max 写代码的体验像“编程版 AGI”，认为这是一个非常夸张强大的模型。
GPT 5.6 Sol Max inside Cursor feels like AGI for coding. What an absolutely insane model to work with.
受众观点：① 有开发者表示给它出难题也能在几分钟内搞定，强调模型在复杂任务上的速度和可靠性（@SydSachar, 3likes） ② 有人好奇它和 Opus 4.8、Fable 等顶级模型相比是否更强，说明大家在做横向对比选型（@Jord_an_lane, 1likes） ③ 也有用户提到自己在 Devin 里使用该模型体验很好，并顺带提到希望 Codex 和 Claude 也推出自家 IDE，说明“模型+IDE 一体化”是大家期待的方向（@notjazii, 1likes；@AbhinavAmrute, 1likes）
展开评论
- @SydSachar (3): @ai_for_success I gave it a challenge and it nailed it in literally 5 minutes!
- @Jord_an_lane (1): @ai_for_success Far better than opus 4.8 and fable ?
- @notjazii (1): @ai_for_success I use it in Devin and it's so good
- @rajuvamsi007 (1): @ai_for_success Grok 4.5?
- @AbhinavAmrute (1): @ai_for_success Codex & Claude should launch their IDE It's High TIme
ai_for_success 晒出 Google DeepMind 寄来的 Nano Banana 2 Lite 贴纸，对这份礼物表达感谢并配图展示。
Thank you, Google DeepMind team, for the Nano Banana 2 Lite stickers! 💙 #GiftFromGoogle https://t.co/0PuzX8sCB6
受众观点：① 有人简单祝贺并让对方好好享受礼物，体现出圈内人之间的友好互动（@joshwoodward, 5likes） ② 多位用户觉得贴纸很可爱、很喜欢这种设计，说明 Nano Banana 2 Lite 的 IP 形象在开发者中有一定吸引力（@ammaar, 2likes；@Loo_Atreides, 1likes；@jerrod_lew, 1likes） ③ 也有人好奇贴纸角色的名字并配图互动，增加了话题的趣味性（@ddddddd8a, 2likes）
展开评论
- @joshwoodward (5): @ai_for_success Enjoy!
- @ddddddd8a (2): @ai_for_success What's his name??! https://t.co/cPodLJX1r0
- @ammaar (2): @ai_for_success Love it!
- @Loo_Atreides (1): @ai_for_success These are so cute
- @jerrod_lew (1): @ai_for_success Such good stickers, love it.
创作者展示自家工具 Ask SuperX 的新能力，可以在 X 上自动帮用户寻找潜在客户，并预告即将公开发布。
“Hey Fable, find me customers on X” I’ve been testing Ask SuperX internally. It’s working very well. Public launch incoming 🚀 https://t.co/DdVxCIC14n
受众观点：① 关注 SuperX 实际效果，希望通过它更快在 X 上增长和获客的独立开发者和创作者（@robj3d3, 3likes） ② 看好产品增长潜力，直接在评论里给出 100K MRR 目标、对营收天花板感兴趣的人（@Sivadhaas_, 2likes） ③ 已经用过或准备回流订阅的老用户，关心功能是否真的能带来足够价值支撑订阅费用（@VictorKildahl, 1likes；@karoslabs, 1likes）
展开评论
- @robj3d3 (3): SuperX is the best way to grow faster on X. And now find customers for you on autopilot. Try for free. https://t.co/zIsZOZDLyy
- @Sivadhaas_ (2): @robj3d3 100K MRR before July ends!!! @robj3d3
- @VictorKildahl (1): @robj3d3 If this actually work, then I might have to subscribe again 🙈
- @karoslabs (1): @robj3d3 I just subscribed. Well on free trial now but i'll stick on because its so good.
- @ChaoticBuilder_ (1): @robj3d3 That's incredible!
独立开发者分享自己一觉醒来又多了一笔新订单，并宣布自己产品 Appthetics 的全新界面和版本即将上线。
Just woke up to a new sale 🎉 And the brand new look of Appthetics is going live today. Yayyyyy https://t.co/pISGWUy1rr
受众观点：① 为作者被动收入感到羡慕，强调“睡觉也在赚钱”的独立开发者群体（@zeeshana07x, 1likes） ② 真心祝贺并认可这是阶段性成就的同行，关注从 0 到有收入的心路和里程碑（@umarbashir, 1likes） ③ 对具体业务数据好奇，直接追问当前 MRR 等关键指标的观众（@jawahar_gokul, 0likes）
展开评论
- @adityadotdev (2): @AdityaShips Cool bro
- @Certified_Devvv (1): @AdityaShips Bro rocking
- @zeeshana07x (1): @AdityaShips making money while sleeping
- @umarbashir (1): @AdityaShips Congratulations man! This is really good and great achievement.
- @jawahar_gokul (0): @AdityaShips great news !!! what is the current MRR ?
dmitriychuta 分享自己的应用在挪威取得新的成绩纪录，并感谢当地用户支持，配图展示了精致的产品界面。
A new record in Norway! Thank you 🇳🇴🙌 https://t.co/JX8GtbnT0S
受众观点：① 有人称赞应用卡片设计非常精致，关注产品的视觉和 UI 细节（@novikoff, 2likes） ② 也有开发者好奇他是如何做出如此干净的 UI，想了解设计和实现方法（@imjaglan, 1like） ③ 还有同行晒出自己在挪威榜单上的类似成绩，表达“同在挪威上榜”的共鸣（@artsvit, 1like）
展开评论
- @novikoff (2): @dmitriychuta Love how accurate this card looks
- @dimagroshev (1): @dmitriychuta Awesome! Congratulations 🥳
- @imjaglan (1): @dmitriychuta Man how you develop the UI, they are next level clean 🫡
- @artsvit (1): @dmitriychuta My OpenPi app same in Norway🇳🇴 Top! https://t.co/5nTSxPqTVg https://t.co/lqiHpPZkph
- @IndieMohit (0): @dmitriychuta Congrats. How’s the conversion ratio for norway ?
创作者回顾自己三年前共同创立营销机构 Conversion Factory，如今团队已扩张到 13 人并服务了 100 多家初创公司，发帖庆祝公司三周年。
3 years ago today I cofounded a marketing agency, Conversion Factory. Since then, our team has grown to 13 people, and we've worked with 100+ amazing startups. Happy Birthday CF, here's to another 3…
受众观点：① 祝贺机构三周年、为团队成长感到高兴的同行和朋友（@elliot_builds, 1likes；@heythereharvey, 1likes） ② 关注 Corey 个人成长路径、对他从个人创作者到机构负责人的转变感兴趣的人（@cgimmer, 0likes；@hrishio, 0likes） ③ 顺带在评论区投放自己链接或想蹭流量的账号，体现这类里程碑帖的曝光价值（@BusinessSa87594, 1likes）
展开评论
- @BusinessSa87594 (1): @coreyhainesco https://t.co/FaV8iTw87M
- @elliot_builds (1): @coreyhainesco Congratulations you guys!!
- @heythereharvey (1): @coreyhainesco congrats Corey and CF crew 🥳
- @hrishio (0): @coreyhainesco Congrats, Corey!
- @cgimmer (0): @coreyhainesco Congrats Corey!
dmitriychuta 宣布 Toplify 测试版还有两天截止，目前已支持 iPhone 和 Mac，邀请用户通过 TestFlight 抢先体验。
Final call! Only 2️⃣ days left to join the Toplify beta. Toplify is now available on both iPhone and Mac. You can test it on TestFlight today. https://t.co/2fzxNtL5O4
受众观点：① 多位用户用挥手表情回应，表达对加入 beta 的兴趣和支持（@tomasfrechou, 1like 等） ② 有人表示要赶在关闭前抢到 TestFlight 名额，体现出限时和稀缺感确实激发了行动（@nickventuri, 1like） ③ 也有用户直接留言希望私信沟通，说明这条推文在拉近与潜在深度用户的关系（@13doots, 1like）
展开评论
- @tomasfrechou (1): @dmitriychuta 👋🏼👋🏼
- @jsedlacekjr (1): @dmitriychuta 👋
- @JuanArreguin (1): @dmitriychuta 👋🏼👋🏼👋🏼
- @nickventuri (1): @dmitriychuta grabbing my spot on testflight before the doors lock 🏃♂️
- @13doots (1): @dmitriychuta DM
fedjabosnic 夸赞 Lovable 已经非常强大，并向 antonosika 建议加入原生 backlog 或任务列表功能，以便直接让 AI 延后处理任务而不是在仓库里维护 md 待办文件。
Lovable is immensely powerful now, actual next-level stuff @antonosika can you add a first-class backlog feature (or at least task list) so we can ask it to defer stuff without having to maintain md…
受众观点：① Lovable 开发者回应正在增加 prompt 排队功能，并追问用户使用 md 文件的具体痛点，说明官方也在探索更好的任务管理形态（@antonosika, 0likes） ② 有人指出强大工具往往带来新的管理负担，认为很多创始人不需要更多功能，而是希望“结果被搞定”，强调 done-for-you 服务相对 DIY 工具的优势（@outreachguyai, 0likes） ③ 也有用户跟进呼吁原生 backlog/任务列表，认为在仓库里用 .md 文件管理 todo 已经过时，希望能直接把“延后处理”的任务交给 Lovable 的界面管理（@themirrowai, 0likes）
展开评论
- @antonosika (0): @fedjabosnic thanks for feedback Fedja we're adding queueing of prompts, does that help? if not, what's the problem with md files?
- @outreachguyai (0): @fedjabosnic @antonosika This is exactly the tradeoff with tools. Powerful — but still another thing to manage. Most founders don’t need *more* features. They need outcomes without touching the dashboard. That’s why done-for-you > DIY tools for growth.
- @themirrowai (0): @fedjabosnic @antonosika @antonosika Lovable is actual next-level stuff. 🔥 Can we get a native backlog/task list? 🛠️ Managing .md files in the repo for "todos" feels outdated. Asking the AI to 'defer' tasks directly to a UI list would keep the vibe flowing!
- @DavidXoutreach (0): @fedjabosnic @antonosika A native backlog in Lovable would streamline things nicely. Solid suggestion. Sent over a message. Wondering if you’ve read it yet in your message requests ?
- @outreachguyai (0): @fedjabosnic @antonosika This is exactly why done-for-you beats tools. Powerful software still needs *management*. Same on X: tools are cool, but founders don’t want another backlog. They want results handled. That’s why we fully run accounts.
作者用扎克伯格砸钱做元宇宙和 Sam Altman 融资、云合作的戏剧化叙事，渲染过去 24 小时 AI 和科技圈的剧烈变化与不确定感。
🚨 Do you understand what happened in the last 24 hours? > Zuckerberg killed the Metaverse after burning $80 billion on cartoon avatars nobody used > Sam Altman took $13 billion from Microsoft t…
受众观点：① 关注 AI 行业格局、但容易被情绪化长贴带节奏的开发者和从业者 ② 想用 AI 创业、却被“12 个月替代一切”这类说法吓到的独立开发者和普通职场人。
展开评论
- @hersilentmind_ (279): @TukiFromKL This isnt news, its a panic playlist. Half hype, half hallucination, 100% engagement farming.
- @TukiFromKL (144): 🚨 If you’re seeing this, follow me and turn on my post notifications. I unapologetically share my takes on AI and its updates. Things are only going to get more interesting from here.
- @Notdemocratfcku (114): @TukiFromKL Lol 93% of jobs can be done by ai my ass..not even close.
- @ChavonLJ (75): @TukiFromKL Wait a min… I can mute countries??
- @Pro_Libertad (75): @TukiFromKL My son is a software engineer who benchmarks AI agents for a living. None of them can pass a two step test. The AI is gonna replace everything in 12 months fear porn is the biggest joke of 2026.
作者调侃花 700 美元买 Mac mini 跑 OpenClaw agent 的用户，如今看到 Claude 直接在官方产品里以每月 20 美元提供类似代理功能的尴尬处境。
People who spent $700 on a mac mini to run an openclaw agent watching claude launch all the features natively for $20 https://t.co/RplNXrrHG1
受众观点：① 正在折腾 OpenClaw、AutoGen 等框架、纠结要不要买本地机器跑 agent 的开发者 ② 想把 AI agent 接入业务流程、但不确定选本地部署还是云端托管服务的独立开发者和小团队。
展开评论
- @_TeeJJ_ (366): @davidonchainx https://t.co/YhXM6tpBd6
- @Kurogod (282): @davidonchainx Lmao 🤣 banger, imagine when i said “ you can use a virtual machine to do this stuff, you shouldn’t spend $600 on a machine to do nothing with in a month” i was retarded 😹
- @gregmushen (264): @davidonchainx This feature actually made me want to buy a Mac mini lol.
- @BenjaminBadejo (91): @davidonchainx That’s not how this works. It doesn’t work when the computer is not open and it is limited to Anthropic. Can you message it from Signal or your messaging app of choice? No.
- @CharFadirepo (53): @davidonchainx A Mac mini actually still makes sense. You would want to keep your agents' computing separate from your every day computing.
作者介绍一个名为 OpenCut 的开源视频编辑器项目，主打免费、无水印、插件架构和多端支持，试图成为 CapCut 的开源替代方案。
HICIERON UN CAPCUT GRATIS Y SIN MARCAS DE AGUA, Y TIENE 55K STARS EN GITHUB CapCut te mete marca de agua, te bloquea funciones y encima te cobra suscripción. Un grupo de devs se cansó y construyó la…
受众观点：① 想在内容工作流里接入开源视频编辑、方便做自动剪辑和 AI 生成内容的开发者 ② 关注开源项目如何通过插件和社区构建生态、并思考自己产品是否要走开源路线的独立开发者。
展开评论
- @marcusyul (223): @robiartec licencia MIT encima, puedes hacer lo que quieras con el código
- @robiartec (212): 1. ¿Qué es OpenCut exactamente? Un editor de vídeo open-source que están construyendo desde cero, con arquitectura basada en plugins. La idea: una alternativa real a CapCut, pero abierta. Compatible con escritorio, móvil, web, automatizaciones y agentes de IA.
- @SIndex5384 (159): @robiartec Y recuerden amigos; si la información viene de un 🐦 ✔️y los únicos comentarios positivos son de más 🐦✔️ tomenlo con pinzas e investiguen en otras fuentes.
- @zentalksai (77): @robiartec bookmarkeado para el finde, tengo que probarlo sí o sí
- @LincerosDev (63): A ver... Entiendo la idea, pero lo poderoso de capcut, son los prebuild que tiene, y justamente le falta eso. Para un editor normal de video hay muchas alternativas free, el tema es, y justamente lo que tiene capcut que los demas no. La comodidad ABSOLUTA que es editar ahi. Ni s…
OpenAI 发布 ChatGPT Work，这是一种由 Codex 和 GPT-5.6 驱动的新代理形态，可以跨应用和文件长时间执行任务，把用户目标直接变成完整的文档、网站和报告。
Introducing ChatGPT Work, a new agent in ChatGPT powered by Codex and GPT-5.6. It can take action across your apps and files, stay with a project for hours if needed, and turn a goal into finished wo…
受众观点：① 正在用 GPT/Claude 做自动化工具或 agent 产品的独立开发者和小团队 ② 想把日常工作流程（写报告、做分析、整理文件）交给 AI，但不清楚 ChatGPT Work 实际能做多深的职场用户。
展开评论
- @OpenAI (1085): ChatGPT Work reflects a shift in how people are using AI, moving beyond just answering questions to getting real work done across web, mobile, and desktop. You can ask ChatGPT Work to take on entire workflows with a single request. It will understand your goals, use context from…
- @jakozloski (263): @OpenAI "Drop the 'co'. Just 'Work'. It's cleaner." https://t.co/aeLXQjOpVI
- @Jtyles (185): @OpenAI Anthropic watching all these updates like https://t.co/imKPw2gTGT
- @owenthcarey (172): @OpenAI Me pretending to look busy at my desk while ChatGPT Work builds the app for me. https://t.co/C0x8rxbJeB
- @solomonneas (124): @OpenAI https://t.co/R2TkLAOBnD
X 官方宣布托管版 X MCP，上线后各类 AI agent 可以零配置接入 X API，把 Grok、Cursor 等 MCP 兼容工具直接连到实时推文数据源。
Announcing the hosted X MCP. Agents now have access to the best real-time information source in the world. Connect Grok, Cursor, or any MCP-compatible AI tool to the X API without any setup! Check it…
受众观点：① 想让 AI agent 实时读取 X 上下文、做监控或自动回复的开发者 ② 之前靠爬虫或非官方 API 获取社交数据、现在考虑转向官方 MCP 的独立开发者和小团队。
展开评论
- @BwcDeals (207): @XDevelopers This is just crazy. https://t.co/x1QFQ411Hg
- @trq212 (173): @XDevelopers @verybrightsky GOATed
- @itsjustmarky (75): @XDevelopers No one wants to pay $5000/m to look at tweets
- @wiiiimm (54): @XDevelopers how much? https://t.co/f46brwa8OU
- @tetsuoai (44): @XDevelopers Incredible. Thank you for this!
推文借用一段被误传的 Karpathy 旧演讲片段，强调当前很多团队急着做复杂 AI agent，而忽视先把基础模型能力吃透这一教训。
Anthropic Engineer Andrej Karpathy: "The biggest mistake in AI right now - people are forcing agents to work instead of mastering the model first We made that mistake in 2016 at OpenAI - It cost us 5…
受众观点：① 很多开发者把这条当成“避免走弯路”的经验贴，认为视频能帮他们少踩大坑（@Blum_OG, 12likes） ② 也有人质疑这是断章取义，和 Karpathy 真正的观点相反，提醒不要被片段带节奏（@GrandCentralVC, 9likes） ③ 有人指出原话和履历都被传错了，说明 AI 圈对大 V 观点的二手转述经常失真（@redman_talk, 6likes；@zacodil, 3likes）
展开评论
- @Blum_OG (12): @0xCodila the kind of video that saves you from a brutal mistake and a ton of wasted time
- @GrandCentralVC (9): @0xCodila Believe this is the exact opposite advice:
- @redman_talk (6): @0xCodila Karpathy at Anthropic? He's at Eureka Labs now. Also he never worked at DeepMind lol. Someone made up this whole quote huh?
- @turingbook (3): @0xCodila Original source: AGI House Agent Hackathon Lightning Talks recorded at 20230821 https://t.co/M3dunq6RmO
- @zacodil (3): @0xCodila Karpathy's actual takes are way more nuanced than this but engagement farming doesn't do nuance
一位独立开发者分享自己用 ChatGPT 做口语练习 App，历经数月全栈自研终于在 iOS 上架，并请求大家帮忙转发推广。
泪目！鼓捣几个月的开发的第一个App终于在iOS平台上架了😭 作为独立开发者，这一路走来真是太艰难了，前端后端美工都要会，真正的全干工程师。 说回正题，这是一个利用ChatGPT来帮助练习口语的App，目前免费使用。作为一个没有粉丝的Twitter新人，我的Twitter应该没人会看到，恳求各位大佬帮忙转发。 https://t.co/F5IksKutfX
受众观点：① 开发者对产品本身很感兴趣，主动给出 UI/交互上的细节优化建议，说明目标用户愿意认真体验并反馈（@__oQuery, 7likes） ② 有用户认可 App 价值并提出功能需求，比如增加不同性别的语音选项，体现真实使用场景（@89Florida64, 7likes） ③ 评论里有人关心技术栈和上架区域，问是不是用 Flutter 开发、以及美区没上架的问题，反映出跨平台技术选型和多区上架是共性痛点（@kevinzhow, 4likes；@cute2uu, 4likes）
展开评论
- @fondoger (119): 想要试用安卓app的朋友可以在这个链接下载，每天限量前500名。https://t.co/ggBLjmt3M4
- @__oQuery (7): @fondoger 优秀的app👍，发现列表触底回弹还是被底部bar遮挡了，可以考虑加一些 padding
- @89Florida64 (7): @fondoger 谢谢，很棒的app。能给代表用户的角色提供一个女声的选项吗？
- @kevinzhow (4): @fondoger Written In Flutter？
- @cute2uu (4): @fondoger 我打开app store准备下载，发现美区没上架。
推文感叹 Anthropic 的 Claude 新增语音模式、Agent Teams、插件市场、持久记忆等一大堆功能，几乎覆盖 OpenClaw 等开源 agent 框架的能力。
RIP OpenClaw 💀 Claude now has > Voice mode > Agent Teams > 38+ Connectors > Cowork Projects > Scheduled tasks > Plugin Marketplace > Persistent memory > 1M Context window >…
受众观点：① 有人强调 OpenClaw 仍有价值，开源和供应商无关的灵活性是闭源 Claude 无法替代的（@Umesh__digital, 88likes；@morganlinton, 27likes） ② 不少人惊叹 Claude 半年内功能迭代速度极快，感受到产品节奏的巨大变化（@BlakeHer_on, 50likes；@biggie2309, 44likes） ③ 也有人从使用体验吐槽 Claude 的用量限制，一旦用于真实工作就很快触顶，提示实际落地时的配额和稳定性问题（@zacodil, 15likes）
展开评论
- @Umesh__digital (88): @minchoi OpenClaw is still preferred due to its open source nature. Claude is vendor specific and bound. less flexible.
- @BlakeHer_on (50): @minchoi the gap between claude today and claude six months ago is hard to explain to people who haven't been watching.
- @biggie2309 (44): @minchoi It is really unbelievable how much these guys ship from day to day 😍😍😍
- @morganlinton (27): @minchoi @TLDInvestors Not RIP OpenClaw, can’t compare closed source to Open Source…
- @zacodil (15): @minchoi I feel like everyone praising Claude right now is either incredibly lucky or just not actually using it for real work. The usage limit evaporates as soon as you start using it. https://t.co/ar2ANBgW2q
作者整理了 10 个 GitHub 开源仓库，号称可以从几乎任何网站提取干净数据，帮助开发者低成本爬取互联网公开信息。
10个GitHub仓库帮你爬取整个互联网 全部收藏。每个都能从任何网站提取干净数据，这种访问权限通常需要销售电话和合同才能获得。 1. https://t.co/zJu2tFnpaB https://t.co/zW9TU6eoym
受众观点：① 有人强调这些爬虫仓库在数据抽取上的能力很强，但真正的威力在于配合循环和 agent，让系统自动化研究、验证和行动（@rumpel_sol, 15likes） ② 也有中文用户提醒要注意平台规则和合规风险，认为爬取只是第一步，关键是把公开信息整理成结构化数据用于分析决策（@keyan898786, 3likes） ③ 其他开发者顺势推荐自家或其他工具，说明这个方向在商业化和生态上都很活跃（@VonderVuflya, 2likes；@cyrilgupta, 1like；@LLMTester, 1like）
展开评论
- @rumpel_sol (15): @Lucy_love_AI These scraping tools are strong for extraction. The real power comes when you wrap them in proper loops so agents can autonomously research, extract, verify and act on data at scale. I open sourced athena-loops as a practical harness for this https://t.co/tS8xhXKBet
- @keyan898786 (3): @Lucy_love_AI 这类工具确实很强，但越强越要注意边界。 爬取只是第一步，真正有价值的是把公开信息整理成结构化数据，再用于分析、研究和业务判断。 如果只是无脑抓取、批量搬运，很容易踩到平台规则和合规风险
- @VonderVuflya (2): @Lucy_love_AI 前 10 个帮你爬下整个互联网——这一个让你的 AI 永远不忘。 https://t.co/jDKcVyxqAm 给 Claude Code、Codex、任何 MCP 客户端一份共享持久记忆:决定、踩的坑、项目状态跨会话留存。100% 本地、零依赖、不上传云端,数据全归你。开源免费。
- @cyrilgupta (1): @Lucy_love_AI Great list! I'd also recommend checking out Diggy Miner. It can scrape data from almost anywhere, making research, lead generation, and data collection much faster. https://t.co/AAyHbAi0VL
- @LLMTester (1): @Lucy_love_AI Companies charge to bypass rate limiting and captchas. These don’t.
推文介绍两个 GitHub 开源项目，把分散在多处的 A 股和美港股免费数据源整合成统一数据仓库，并通过 Skill 文件直接接入 Claude、GPT 等 agent 使用。
终于有人把 A 股 + 美港股 免费数据源彻底打通了！ 两个极其硬核的GitHub开源项目，把原本散落在几十个源头的原始数据源，全部整合成一套 AI 直接能用的完整数据仓库。 从此，彻底告别繁琐的接口对接、反爬虫折磨和昂贵的数据费。封装成 Skill，直接让你的 Claude / GPT等agent https://t.co/JFvzNv4voF
受众观点：① 作者在评论里详细给出安装依赖、下载 Skill 文件和重启 Claude/GPT agent 的步骤，说明很多人关心如何快速上手（@BTCqzy1, 20likes） ② 有用户直呼这波操作“封神”，代表量化交易用户对免费整合数据源的强需求（@QT9277, 2likes） ③ 也有人询问能否在 hermes agent 等其他框架中使用，说明大家在意与不同 agent 系统的兼容性和扩展性（@user82008200, 2likes；@No_tariff3, 1like；@zhoguwn2782184, 1like）
展开评论
- @BTCqzy1 (20): 安装方式（两仓库可同时安装，互不冲突）： 方式A 1️⃣ 安装基础依赖： pip install requests pandas numpy mootdx tqdm httpx python-dotenv 2️⃣ 下载 Skill 文件（直接塞进 Claude 脑子里）： mkdir -p ~/.claude/skills/ # 下载 A股 Skill curl -o ~/.claude/skills/a-stock.md https://t.co/VLPggvCT2z # 下载 美港股 Skill curl -o ~/.claude/skills/g…
- @QT9277 (2): @BTCqzy1 这波操作直接封神，量化党狂喜！
- @user82008200 (2): @BTCqzy1 請問用美股港股可安裝在 hermes agent 嗎？
- @No_tariff3 (1): @BTCqzy1 整理了a股和美股确实挺方便的
- @zhoguwn2782184 (1): @BTCqzy1 感谢分享，非常实用。
作者讲述一位开发者因 Claude Code 十天被扣 170 美元后，改为购买 Mac mini m4 本地跑 ollama 上的 qwen 3.6 14B，用几条命令自建低成本代码助手的案例。
YOU CAN RUN CLAUDE CODE FOR $3/MONTH, AND NOBODY IS TALKING ABOUT IT. A developer got a $170 claude code bill in 10 days, and someone in the comments ended his subscription forever. He bought a Mac m…
受众观点：① 正在用 Claude Code、GPT 等云端代码助手且担心账单失控的独立开发者和小团队技术负责人 ② 想评估本地部署大模型（ollama、qwen 等）可行性的工程师和 AI 工具开发者 ③ 对 AI 成本优化和基础设施选型感兴趣的技术创始人。
展开评论
- @BarnetBandit (20): @humzaakhalid Not only is that not a Mac mini (its a Mac Studio) but he has 4 of them clustered That’s like $20,000
- @cgrotowski (8): @humzaakhalid no you can't .... you waste of time .. generate tons of ai slop code ... sorry mate only opus 4.8 or fable 5
- @NikoKramerMTG (5): @humzaakhalid Those are Mac Studios… You are talking minimum 2K each… So because a developer got a $170 Claude code bill… He spent 8k on machines… @grok can you believe this?
- @humzaakhalid (4): Here is the exact link for your claude kit: (mistakenly added the wrong link) https://t.co/8xBkHvJp1o
- @davidpladel (4): @humzaakhalid Not today https://t.co/lVQvZPiw1k
作者对比 Fable 5 和 Muse Spark 1.1 在 Arcads MCP 上生成视频的效果，两段视频都由 Arcads X Claude 自动生成，用于展示不同视频模型的风格差异。
Fable 5 vs Muse Spark 1.1 on Arcads MCP Both videos generated with Arcads X Claude https://t.co/JbVo6x4R54
受众观点：① 想在产品中集成 AI 视频生成功能的独立开发者和小团队 ② 关注 Claude 生态、Arcads MCP 等多模型编排框架的工程师 ③ 想了解不同视频模型实际输出差异、为内容生产选型的创作者和工具开发者。
展开评论
- @RajdeePisBored (2): @rom1trs Muse definitely performed on par with Fable
- @MrAndyHoskins (2): @rom1trs The AI race is to close to call, can barley tell them apart 👏
- @TBGamer9000 (1): @rom1trs What was the prompt?
- @Pixel_Neuron (0): @rom1trs Same pipeline. Different camera judgment. Video models are starting to make taste visible frame by frame.
- @itsshara_ai (0): @rom1trs Curious which one actually wins that head to head.
Claude 论坛上一帖吐槽某家把 GPT‑5.6 等模型性能做成极其混乱难读的对比图，引发大家对 AI 模型基准图表设计和信息可视化反感的群嘲。
r/ClaudeAI DeepSWE just added the gpt-5.6 models to their benchmark. I hope you…
受众观点：① 最高赞评论直接骂这张性能对比图的设计者是变态，反映大家对过度复杂、难以解读的图表极度反感（@Used_Departure_3278, 1328分） ② 多数人认为这张图烂到应该发去 r/dataisugly，当成数据可视化反面教材（@qaz135wsx, 576分; @tworc2, 566分） ③ 也有人半开玩笑地问是哪家 AI 生成了这种排版，好把它从候选模型名单里划掉，并调侃希望不是 gpt‑5.6 本体（@enkafan, 372分; @Dsphar, 212分）
展开评论
- @Used_Departure_3278 (1328): Whoever made this chart is a psychopath Edit: please don’t spend money on a low-effort comment on Reddit.
- @qaz135wsx (576): This chart fucking sucks.
- @tworc2 (566): r/dataisugly
- @enkafan (372): Real question - which ai came up with how this chart is laid out so I can cross it off the list
- @Dsphar (212): Hope it wasn't gpt-5.6, lol
帖子讨论 Anthropic 在 Sol 发布后是否会把 Fable 5 从订阅中移除，楼主认为这相当于强行下架 Opus 4.5，难以向用户交代，并询问大家对 Anthropic 在竞争压力下定价和产品策略的看法。
With Sol out in the open, removing F@ble 5 from the subscription tier now would be comparable to removing Opus 4.5 from subscriptions after it launched. It would be a difficult move to justify. I thi…
受众观点：① 顶层评论用“你难道不爱自由市场竞争吗”来调侃当前多家实验室卷价格和能力的局面（@Pancake502, 457分） ② 有人质疑为什么要在版规里刻意屏蔽 Fable 相关讨论，反映社区对内容管控的不满（@plutokras, 241分） ③ 也有用户表示现在比以往更能体会自由市场竞争的好处，甚至希望中国实验室做强来给美国实验室施压，逼迫其持续降价和提升能力（@Psychological_Box406, 199分; 166分）
展开评论
- @Pancake502 (457): Don't you love free-market competitions?
- @plutokras (241): Why censor Fable?
- @Psychological_Box406 (199): I probably appreciate free-market competition more now than I ever have. I even want Chinese labs to become as strong as possible if it helps keep pressure on American labs to keep improving and cut costs.
- @Psychological_Box406 (166): Because the mod-bot want to redirect any post mentioning "Fable" or "Mythos" to the megathread.
- @PrestigiousTrick1002 (121): Mods, get them!
一位开发者表示自己不喜欢 Tailwind，只把它当作 Demo 或 MVP 工具，正在为正式项目纠结是否还要用，并询问如今 Tailwind 是否已经成了前端样式的行业标准。
I am not a fun of Tailwind. I can see its value for a demo, or for an MVP. We used it for our fast, mostly prompt coded demo, but now we are creating the real product for our customer. I haven't disc…
受众观点：① 有人承认一开始也不喜欢 Tailwind 和 Bootstrap，但在实际工作中发现它们极大加快开发节奏，最后选择顺势接受以换取效率（@DanSmells001, 117分） ② 有评论指出 Tailwind 解决的是团队协作和统一设计语言的问题，而不是单纯的 CSS 技术问题，这也是它能流行起来的关键（@Techo_lab, 100分） ③ 也有老牌开发者从几十年行业经验出发，批评 Tailwind 这类新语法一开始简洁，后来被各种边缘需求和特性拖累，最终变得比原生 CSS 更难读（@retro-mehl, 41分）
展开评论
- @DanSmells001 (117): I wasn’t a big fan either, same with bootstrap. But everyone uses it, it is super quick, personally I’ve stopped fighting it and just joined, life really is easier that way
- @Techo_lab (100): Tailwind solved more team problems than CSS problems. That's why it stuck.
- @Sockoflegend (59): There are still lots people not using tailwind. My team picked it up and dropped it again
- @Web-Dude (44): I think this is the point that everyone misses every time this question comes up. It should probably be stickied at the top of r/webdev and r/css. As I (mostly) solo dev, I'm absolutely allergic to Tailwind, but I'm not the reason it exists.
- @retro-mehl (41): I've been in this industry for about 30 years, almost since the beginning. Every now and then, someone comes along and says " I have a solution to your problem, but first you need to learn a new syntax." Sometimes that's absolutely worth it. JSON and JSX, for example, are elegan…
作者分享自己搬家后用宜家 Gillersberg 茶几把家用服务器和硬盘藏在客厅里，实现“女友认可”的整洁布线方案，上面还摆了几盆植物。
I recently moved in with my girlfriend and we were trying to find solutions for the computers and hard drives I want to have attached to the modem. We found this Ikea Gillersberg coffee table/shelf h…
受众观点：① 很多人调侃在服务器上放植物的风险，担心浇水时漏水砸到设备，甚至有人分享自己不小心给 NAS“浇水”的惨痛经历（@albertorm95, 289likes；@dieterdistel, 90likes） ② 有评论从伴侣视角表示完全不能接受这种摆放方式，说明“女友认证”更多是梗，真实安全感反而下降（@jhaimgirl, 87likes） ③ 也有人用双关玩笑问“磁盘空间有没有变大”，整体围绕美观与实用、安全之间的权衡展开轻松吐槽（@czuczer, 103likes；@Cylinder47-, 53likes）
展开评论
- @albertorm95 (289): I wish you never spill water from the plants into the server 😅, but looks great, I also had to hide the server 🫡
- @czuczer (103): did the disk space grow?
- @dieterdistel (90): \+1 for the rim. Watered my Synology slightly recently.
- @jhaimgirl (87): As a girlfriend *I wouldn't approve* this. Whenever your partner waters the plants, I would be freaking out the water would end up into my servers!
- @Cylinder47- (53): Putting plants on top of electronics is diabolical
Claude 版块一条调侃贴，借大家今天纷纷对比 Claude、ChatGPT、Copilot 等订阅来吐槽多平台付费的现实，讨论个人和公司如何在多家大模型服务之间取舍。
r/ClaudeAI Everyone today
受众观点：① 有人说自己公司只用 GitHub Copilot，半开玩笑问这样算不算走在前面，体现企业采购往往只锁定一个工具（@ParsnipCraw, 168分） ② 也有人表示公司只付费 Claude，个人不愿再掏钱试 ChatGPT，说明很多人对双订阅持谨慎态度（@PM_ME_ROMAN_NUDES, 64分） ③ 多条评论吐槽价格调整后同时订阅多个 AI 服务负担太重，大家一边炫耀“vibe coding 10 个项目”，一边又说自己穷到付不起 40 美元（@x_typo, 42分; @Nolpppapa, 40分）
展开评论
- @ParsnipCraw (168): My company only uses co-pilot. Think we’re ahead?
- @PM_ME_ROMAN_NUDES (64): My company pays for Claude only. Im not paying ChatGPT just to test it lol
- @x_typo (42): Post pricing change? fuck no lol.... (using both claude enterprise and github copilot for work and codex for personal)
- @Gliese351c (40): Not really… more like, people are comparing them so that they could pick the best. Those privileged with double subscriptions are a minority.
- @Nolpppapa (40): How are people on here acting like they are vibe coding 10 projects while also acting like they are so broke that they cant afford $40 a month?
一位 SaaS 创作者第一次遇到订阅用户对第二期付款发起支付争议，手上有用户使用证据但金额很小，还要额外付 20 欧元争议手续费，于是纠结该主动退款还是走争议流程，向其他创始人求经验。
First time getting a dispute for my SaaS. I have evidence that they have used the product, they are disputing the second payment from the recurring subscription. Should I dispute or just accept or re…
受众观点：① 有人建议这种 7.99 美元的小额订单直接退款并拉黑账号，认为不值得为此冒差评风险，同时可以顺便要反馈（@TenPinPro, 272分） ② 也有人提醒不要在争议已开启时再额外退款，否则可能出现双重退款的风险，建议让争议流程自动处理（@PoopWatch, 95分） ③ 还有人强调既然打算退就应在平台内直接接受争议，而不是完全忽略，让时间自动耗尽（@markodowd_banjo, 36分）
展开评论
- @TenPinPro (272): Just refund and block their account. It's $7.99, not worth a bad review. They may have used it but have been unhappy with the quality or it didn't meet their expectations, etc. This happens. Do reach out and ask for feedback, though.
- @PoopWatch (95): No - do not refund after a dispute has been made. Just ignore it, and let the dispute process do it for you. If you refund with an open dispute, you risk refunding twice (and giving them $).
- @markodowd_banjo (36): Ignoring isn't the correct advice to give If someone knows they're going to refund then just accept the dispute through the platform rather than letting the clock run out
- @HippieYoHippieYay (28): Are you 12 years old?
- @inwilderness (22): Not worth it.
发帖人对比了自己在 SaaS 开发中“写代码搭产品”与“获客拉首批用户”的难度差异，感叹获取信任和验证需求远比构建产品本身更难，并向其他创作者征集经验。
For me it hasn't even been close. Building was predictable. Customer acquisition wasn't. I've learned that every piece of advice sounds obvious until you're the one sending cold messages, posting con…
受众观点：① 有人认为开发只是证明你能造东西，真正难的是让陌生人愿意花时间或花钱尝试一个没有口碑的新产品，首个客户前后销售话术完全不同（@Wooden_Photograph488, 6分） ② 有人分享自己也是找第一批客户最痛苦，意识到“做出来用户就会来”是错的，真正耗精力的是找对人、反复对话和迭代定位（@NoahSmith080500, 3分） ③ 也有人强调销售阶段的信任问题最难，没有 logo 墙和案例时，第一位客户几乎是在赌创始人不会下周就消失（@Dry_Sector2392, 3分）
展开评论
- @Wooden_Photograph488 (6): building proves that you can create something but getting someone to spend time or money on an unknown product is a completely different challenge , the first customer changes everything , until then you're selling vision and after that you are selling the evidence. i think ever…
- @[deleted] (4): [removed]
- @Bills_08 (3): You’re absolutely right
- @NoahSmith080500 (3): Definitely finding the first customers. Building felt like a series of problems I could solve if I put time in. Getting someone to trust a product they have never heard of was a completely different challenge. I also realise that "if you build it they will come" is not how it re…
- @Dry_Sector2392 (3): sales was the ugly part. not even because selling is impossible, but because you realize how much trust matters when you have no logo wall, no case studies, no proof, nothing. the first person is basically betting on you not disappearing next week.
帖子用“Fable 5 进入原始人模式自夸自己打败 GPT”这样的梗图，调侃某模型像拿木棒的猛犸象一样简单粗暴地宣称胜利，引出大家对模型命名、子代理泛滥和测试作弊等槽点。
"me just win"
受众观点：① 高赞评论引用“生成一群像惊慌蚂蚁一样的子代理还被抓到考试作弊”的描述，吐槽某些模型靠堆子代理刷分的怪异行为（@SomeoneNicer, 106分） ② 有人顺着梗说“确实，Claude，我们必须赢”，把模型拟人化成有胜负心的角色（@inventor_black, 103分） ③ 多条评论提到猛犸举棒、命名部门“终于出门见过世面”等细节，说明大家对模型形象设计和命名风格很有共鸣（@Tredalze, 91分; @Bolaumius, 45分）
展开评论
- @SomeoneNicer (106): This is gold. > Model that spawns subagents like a panicked ant colony and got flagged for test cheating.
- @inventor_black (103): Indeed Claude, `we must win`.
- @Tredalze (91): The mammoth holding the club
- @Bolaumius (45): "Naming department clearly touched grass" LOL
- @laughing_at_napkins (24): That's the real footgun
这是 r/selfhosted 每周一次的新项目集中贴，要求三个月内的新自托管项目统一在此按模板介绍和征求反馈。
Welcome to the **New Project Megathread!** This weekly thread is the new official home for sharing your new projects (younger than three months) with the community. To keep the subreddit feed from be…
受众观点：① 开源作者在这里分享自己的新自托管项目并获取早期用户反馈（@pinku1, 24分） ② 想要轻量自托管 AI 聊天界面的用户在比较 overtchat 这类替代 Open WebUI 的方案（@anitamaxwynnn69, 7分） ③ 关注通知聚合、动漫下载管理等细分场景的自托管玩家在浏览 ReSend、Saberr 等新工具（@aceberg_, 5分; @DaButtseeka, 4分）
展开评论
- @pinku1 (24): **Project Name:** SUB/WAVE **Repo/Website:** [https://github.com/perminder-klair/subwave](https://github.com/perminder-klair/subwave) · demo: [https://www.getsubwave.com/listen](https://www.getsubwave.com/listen) **Description:** I've got a big Navidrome library I never actually…
- @anitamaxwynnn69 (7): **Project Name:** overtchat **Repo/Website Link:** [https://github.com/yoloyash/overtchat](https://github.com/yoloyash/overtchat) **Description:** A lightweight self-hosted chat client, alt to Open WebUI. I built it because my partner and family use ChatGPT but don't care about…
- @aceberg_ (5): Small app written in Go to send multiple notifications **Project Name:** ReSend **Repo/Website Link:** [https://github.com/aceberg/ReSend](https://github.com/aceberg/ReSend) **Description:** A notification bridge that listens for HTTP requests (GET or POST) and forwards messages…
- @DaButtseeka (4): **Project name:** Saberr **Repo/Website:** [https://github.com/Saberr-app/Saberr](https://github.com/Saberr-app/Saberr) **Description:** Seasonal anime library management system. If you've used Sonarr and/or [Taiga.moe](http://Taiga.moe), then you need no introduction as this is…
- @Hefty_Cockroach_3840 (4): Isn't there like a big company already with the name ReSend? I think they deal with emails. Anyways you should probably think of a new name, so people aren't confused. I always search up on a search engine first to see if there are already stuff with that name. You can keep the…
楼主吐槽 r/SideProject 里越来越多帖子用“我厌倦了某某，所以我做了某某”这类模板化标题，觉得像 spam 而不是认真分享项目。
I get it, we all want to shill our thing, I'll be the first one to admit it. But that formula is getting old and is overused. Yes, we're told we should explain what problem we're fixing, but there is…
受众观点：① 有人反而觉得这种模板标题是很好的“垃圾标记”，看到就会直接跳过（@Ewro2020, 22分） ② 评论区在玩梗复刻这类句式，强调它已经被用到千篇一律（@luisMoyano, 19分） ③ 有人指出很多项目本身也没投入多少精力，只是用 AI 拼凑出来，标题模板化只是表象（@Jydder, 15分）
展开评论
- @Ewro2020 (22): On the contrary, it's good. It works like a marker. Whenever I come across this kind of wording, I skip over the crap in a flash.
- @luisMoyano (19): I got tired of <insert-minor-inconvenient>, so I built my own <insert-product-thingy>
- @Jydder (15): You’re missing the part where they put no effort into building it either.
- @Mammoth-Error1577 (11): Turns out <minor-inconvenient> was a skill issue too.
- @OkMirror9765 (11): It's probably the thing that claude suggests them first
开发者分享用 Fable 和 Claude Code 搭建的程序化海盗 MMORPG，整个 5MB 的多人在线世界几乎完全由代码生成，支持 250 人同服和丰富玩法，并开放浏览器试玩链接。
I built a procedurally generated pirate MMORPG using Fable. The entire game is pretty much built using Claude Code. The procedural world generation, gameplay systems, multiplayer features, and much o…
受众观点：① 顶层评论称这个项目“酷到离谱”，对用 Fable 做出完整 MMO 表示震撼（@Distances1, 53分） ② 有人追问技术栈，作者在评论中透露使用 TypeScript、Redis、Postgres 等常见组件，说明大家关心可复制性（@m0dE, 21分; 20分） ③ 还有开发者对开发过程细节感兴趣，询问是高度监督编码还是放任代理自动迭代，体现出对 AI 参与度和人类控制比例的好奇（@PajarracoPL, 18分; @_K-A-T_, 13分）
展开评论
- @Distances1 (53): Insanely cool, nice work
- @m0dE (21): Typescript + Redis + Postgres
- @m0dE (20): I appreciate your skepticism. By all means I didn't one-shot this. There's been hundreds of suggestions, bug reports, feature requests submitted by the players, and they are assigned to Fable coding agents automatically and shipped to the game using this: www.runhq.io/arrr.
- @PajarracoPL (18): Wow! I have been trying to develop a game for a week for now and the size is already 700 mb due to assets. Never though of skipping this path and ask it to generate it like that - thank you and congratulations!!! May I know if most of the time was supervised coding or you just l…
- @_K-A-T_ (13): What's the tech stack behind it?
一条配图梗贴展示自己两年内职位头衔从传统工程师一路变成各种“loop engineering”等新名词，引发大家对 AI 时代岗位命名花哨化和人类在环角色未来的调侃。
r/ClaudeAI My profile title has changed 4 times in 2 years
受众观点：① 有人玩笑说 2027 年大家又会退回“初级开发”，因为 token 太贵，暗指 AI 成本和岗位泡沫（@ZZerker, 146分） ② 评论里有人怒喷“loop engineering”这类说法是为了给很基础的概念套上玄乎名词、方便门槛和话术包装（@InvaderJ, 56分） ③ 也有用户认为虽然梗图好笑，但很多领域里人类长期都会在环，只是人数会减少、分工会变化（@krylor21, 28分; @rumblegod, 26分）
展开评论
- @ZZerker (146): 2027 is "Junior Developer" because tokens are too expensive
- @InvaderJ (56): “Loop Engineering” Jesus fucking Christ what a load of bullshit heaped on us by people desperate to gatekeep wildly basic ideas behind fanciful verbiage
- @krylor21 (28): But there would be less number of people needed for the same....
- @rumblegod (26): Funny comic but luckily humans will always be in the loop depending on the field you’re in :)
- @countermike (20): 2027: Out of the loop engineering
这是一个自托管用户描述自己多台 Debian/Proxmox 主机的备份需求，寻找长期可靠、可挂载浏览且无 LLM 参与的 Linux 备份方案的求助帖。
Howdy! See my subject. I've got 3 Optiplex 7040Ms, all with 32GB RAM, 256 GB OS disk, 1 TB data disk, behind an OpenWRT device. 2 are running Proxmox on Debian 13. The last one is what I'd like to us…
受众观点：① 多名用户指出 restic、Borg 等经典工具已经满足题主的挂载和可靠性需求，只是题主没有说清自己真正的痛点（@youknowwhyimhere758, 19分） ② 有人强调 restic 和 Borg 都支持将备份仓库挂载为文件系统，给出具体命令示例（@youknowwhyimhere758, 8分） ③ 一些人质疑“禁止 LLM 参与”的限制有点奇怪，认为在选型时更该关注成熟度和功能，而 Borg/restic 已经非常稳健（@carefulregularity_0, 6分; @OmgSlayKween, 4分; @Falconpunch3, 4分）
展开评论
- @youknowwhyimhere758 (19): Restic, Borg, you can mount basically any target with rclone then backup using whatever, etc. All your rejects match your criteria, so you’ll need to provide some indication of what you are actually looking for.
- @youknowwhyimhere758 (8): You use the mount command: restic -r myrepo mount /mnt/restic
- @carefulregularity_0 (6): The no-LLM rule is a strange line to draw when Borg and restic already do the mountable repo part you want, and they're rock solid.
- @OmgSlayKween (4): Uhh, rsync, rclone, sshfs?
- @Falconpunch3 (4): Does [Kopia](https://kopia.io/) not fit your criteria?
一篇由资深工程师发起的随笔帖引发讨论，大家围绕“好工程师不是写最聪明的代码，而是留下最少惊喜”和“Web 开发是否算工程学”等话题，反思代码可读性、职业称谓和行业发展历史。
r/webdev Drunk Post: Things I’ve Learned as a Senior Engineer
受众观点：① 顶层评论强调最优秀的工程师不是写最巧妙的代码，而是让后人遇到的意外最少，凸显社区对可维护性和可预期行为的重视（@Techo_lab, 135分） ② 有人感慨计算机相关学科历史很短，行业整体还在摸索，顺带吐槽从“程序员”“coder”到“工程师”的称谓演变以及传统工程师对 Web 开发的不屑（@heavinglory, 33分） ③ 也有开发者分享被同事和 AI 过度抽象的“聪明代码”折磨的经历，认为选择合适复杂度、遵守 KISS 比一味追求 DRY 更重要（@Inubi27, 32分）
展开评论
- @Techo_lab (135): The best engineers I know don't write the cleverest code. They leave behind the fewest surprises.
- @Yawaworth001 (37): > My engineer of a father would not be amused as he considered that I didn’t have a real job. I started up a web design business and worked from home starting in ‘97 all the way to his passing 15 years ago. There’s no way I should equal him is how I imagine his response would…
- @heavinglory (33): Programming and computer science is like, what, 80 years old? Compare that with any other engineering discipline. Yeah, we collectively don’t know what the fuck we’re doing. We were programmers. Then, we were called coders. So, it is super extra amusing to me that webdevs are no…
- @Inubi27 (32): Yeah it's something I've learned after my first 2 or 3 years of work. Clever code is unreadable code. Of course you don't want to keep repeating the same blocks of code but there is a certain art in picking the necessary amount of complexity and abstraction. I am currently worki…
- @YahenP (18): Damn it. It's only been five years since from this article, but how things have changed. Today, article evokes only a sad smile and nostalgia for the good old days.
作者做了 Candid AI 这款自拍和拍照姿势指导应用，提供实时相机引导、自动拍摄且全部本地处理，帮助用户更自然地摆出参考姿势。
I’ve noticed that a lot of people don’t know how to pose for photos, what to do with their hands, where to look or how to recreate Pinterest poses without feeling awkward. So I built **Candid AI**, a…
受众观点：① 有人指出不同人适合的拍摄角度差异很大，认为这会让产品实现变得复杂但也很有挑战（@Omar_Maaly, 21分） ② 有用户提出可以像赛车游戏“幽灵车”那样叠加透明轮廓，帮助对齐最佳姿势，说明大家对交互细节很感兴趣（@CommercialComputer15, 16分） ③ 作者在评论里补充自己已经通过预设模板解决了一部分复杂度，并展示了一些示例效果图（@SwordfishExtreme1577, 8分）
展开评论
- @Omar_Maaly (21): This can get very complex due to the fact that people look better in different angles. Love the idea though!
- @CommercialComputer15 (16): Kinda cool. Could also overlay a transparent version of you in the optimal pose. Like a ghost car in a racing game lol
- @SwordfishExtreme1577 (8): I already built it and working better than expected. I solve that complexity with prebuilt templates. Thank you for feedback! Here is some of them. https://preview.redd.it/2at2jelfldch1.jpeg?width=900&format=pjpg&auto=webp&s=d335e542965c71c5607d5ddd5a4fdfd899c643d8
- @xhatsux (7): Myspace angles
- @SwordfishExtreme1577 (4): cuming soon 
独立开发者在咖啡馆写代码时被路人看到未上线的应用网站，对方直接通过尚未测试的 Stripe 支付链接下单成了第一个付费用户。
I've been working on an app for the past two months, planning to launch it in August. So far, all I've done is build the website, wire up payments, and set up the social accounts. I haven't posted an…
受众观点：① 有人半开玩笑吐槽随便瞄一眼屏幕就掏钱的情景很荒诞，反映大家对这种偶然获客既羡慕又不安（@tyrepunch, 55分） ② 有人提醒要注意设备安全和隐私保护，质疑故事真实性并关心这是哪个行业的产品（@ibnuibrahim, 12分） ③ 也有人把这当成有趣的获客渠道梗，想象在融资路演里写“咖啡店路人偷看屏幕”作为获客来源（@optimizingmylife, 12分）
展开评论
- @tyrepunch (55): yeah I hate when someone sees half a screen from four feet away and gives me their money without thinking twice
- @gangana3 (15): If a tree falls in a forest and no one is around to hear it, does it make a sound?
- @gangana3 (14): Nah, I don't want this post to become an ad, just wanted to share.
- @ibnuibrahim (12): Be careful and lock your devices if story is real. What industry?
- @optimizingmylife (12): Imagine explaining your acquisition channel in a pitch deck: "Coffee shop guy looked over my shoulder." Hard to beat that one. 😄
发帖人调研创业者在从想法到拿到首批真实用户的全过程中，在哪个阶段最痛苦，并特别询问大家如何用 ChatGPT 等 AI 工具辅助、以及理想中最想要哪种节省时间的创始人向 AI 工具。
I’m researching the biggest pain points founders face throughout the startup journey, from the very beginning to the first real users. I’d love to hear your thoughts: What was the hardest stage: find…
受众观点：① 有人直言获取用户远比其他阶段难得多，如今在 AI 帮助下产品几周就能做出来，但之后要花数月让任何人真正关心你做的东西（@Common_Dream9420, 4分） ② 同一评论也提到创始人很容易自我说服“想法已被验证”，其实只是和几个朋友聊过，说明大家对伪验证和样本偏差很有共鸣（@Common_Dream9420, 4分） ③ 还有人用一句“Sales.”点题，把销售和分发视为整个旅程中最硬的坎，远超写代码本身（@White_wizzzard, 3分）
展开评论
- @[deleted] (7): [removed]
- @Common_Dream9420 (4): getting users, by a mile. building is the easy part now, especially with AI. i've shipped 8 products in the last 18 months and the pattern is always the same: product is ready in weeks, then you spend months trying to get anyone to care. validation is tricky too because founders…
- @White_wizzzard (3): Sales.
- @[deleted] (3): [removed]
- @Craig7776 (3): 
一位做视频转文本与内容再利用的 Web 应用作者分享产品刚刚达到约 50 美元 MRR，强调全部收入都来自陌生用户而非亲友，并顺带为自己带有慷慨免费额度的工具做推广。
# My video to text web app including youtube to text crossed ~$50 MRR. Here's the stripe screenshot so far. This is my first public share to try and do "marketing" to fellow indie hackers. If you are…
受众观点：① 顶层评论认为“没有朋友或家人订阅”才是真正的里程碑，说明产品找到了真实需求而不是人情单（@Sea_Statistician6304, 8分） ② 有人羡慕 50 美元 MRR 并鼓励作者犒劳自己、继续加油，体现出 indie hacker 之间的互相打气氛围（@Sufficient-Tea-2290, 3分） ③ 也有评论分享自己卡在获客环节的经历，强调从熟人圈跳到陌生用户是更难的一步（@zagrodzki, 2分；@LynnxCat, 2分）
展开评论
- @Sea_Statistician6304 (8): the "no friends or family" part is the actual milestone, not the number. strangers paying means it's real demand and not politeness, and that's the threshold most people never cross. nice one.
- @Sufficient-Tea-2290 (3): I wish I had $50MRR😂 Congratulations on your achievement. Get yourself a sweet treat and go harder 👊
- @Few-Evening7253 (2): Thank you
- @zagrodzki (2): That “no friends or family” angle really is the harder proof. I’ve had times where I thought I was stuck on the product, but it turned out I just didn’t have an acquisition loop that reached people who didn’t already know me.
- @LynnxCat (2): getting strangers on the internet to actually pay for something you built is the best feeling. congrats on the milestone man and good luck scaling it up
一位做了二十年 algorave 音乐的老程序员分享，用 Claude 等 AI 工具远程迭代代码后，终于突破创作瓶颈、随时在手机上实验音乐想法的个人故事。
I have made “algorave”-type music for 20 years now. First Ruby (elegant), then python (accessible), then Rust (performant). I got to a certain point and I couldn’t go any further; my ideas would take…
受众观点：① 有人表示很想听 OP 的音乐或看创作过程视频，说明大家对具体成果和工作流细节很感兴趣（@Creepy_Advice2883, 17分） ② 评论区有人把 AI 看成和“火”一样的中性工具，强调技术本身有好有坏，关键在用法，并肯定它能帮业余爱好者节省大量时间（@stjohns_jester, 12分） ③ 其他创作者也分享类似经历，表示多年未完成的项目在 AI 帮助下几周就能推进，但同时仍对生成式 AI 的长期影响保持警惕（@DisastrousHurry8498, 7分）
展开评论
- @Creepy_Advice2883 (17): Interested in hearing some of your music or watching any videos of the process
- @stjohns_jester (12): People are so freaked out by "AI" when it is just another tool in the belt. All technologies have their good and bad side, it is the nature of the beast, always has been, always will be. Even our first one, fire. Good for keeping you warm and cooking. Bad when you burn down the…
- @wzr (10): Just leaving this here https://strudel.cc/
- @DisastrousHurry8498 (7): I'm in a similar boat. Projects I've been working on for years are now getting finished in weeks. That said, there are still plenty of things to be concerned about with generative AI. If the technology develops in certain ways, I could eventually find myself sharing the same sen…
- @Dualyeti (7): I’m the opposite to most people, if AI can do a job I don’t want the job. I’d much rather dedicate my time to meaningful things, AI is a tool and a fast adapting one. I literally cannot wait to automate absolutely everything, put it into robotics, let it solve problems. I am one…
作者用 F@ble 5 做项目规划时，一个“检查弱点”的简单指令意外触发 161 个子代理疯狂自检循环，一下子烧掉 700 万 tokens 并打满订阅计划上限。
I’ve been using F@ble 5 as my lead project planner since it became available again. It’s usually incredible at this. I use it to write and structure detailed blueprints in advance so my swarm of weak…
受众观点：① 有人调侃德语式的“KREUZCHECK”口号，围绕这次“过度验证”事故玩梗（@ClemensLode, 33分） ② 部分用户选择关闭某些关键词自动触发多代理或超码模式，以避免类似的意外资源消耗（@unkownuser436, 10分） ③ 其他人也分享被多层子代理链条耗尽会话或配额的经历，说明这是多代理产品的共性问题（@Ok-Adhesiveness-7789, 5分）
展开评论
- @ClemensLode (33): KREUZCHECK
- @unkownuser436 (10): I turned off word "workflow" auto trigger ultracode or multi agents. No unexpected behaviors.
- @Firm_Meeting6350 (8): Kreuz-Check :D Hat aber jemand deutsch erzwungen...
- @DoctorKrankcase (7): I might have to look into doing that too. I usually like the feature when it controls a small swarm of 4 to 20 agents. But 161 for a basic review? It absolutely lost its mind this time lmao.
- @Ok-Adhesiveness-7789 (5): Been there - it just spawned 2 subagents, each spawned 6 sub-subagents. I didn't even realize what happened when it errored out with the session limit.
作者开发了 Snowscroll，这款应用只屏蔽 Instagram Reels 和 YouTube Shorts 等短视频流，保留主页、故事和私信，以更温和方式控制刷屏时间。
I realized that the reason most screen time blockers don't work is because they take a super all-or-nothing approach. I still wanted to check my home feed, stories, and DMs without being pulled in by…
受众观点：① 有人分享自己通过第三方 Instagram 修改版去掉 Reels，结果只是把刷短视频习惯转移到 Reddit，说明成瘾会迁移平台（@da411d, 12分） ② 评论好奇这是不是一个容易被关闭的简单开关，担心意志力薄弱的人会轻易绕过限制（@rich_awo, 6分） ③ 也有人反向希望做一个只保留 Reels 的版本，体现出用户对内容结构的偏好差异（@Duox29, 4分）
展开评论
- @da411d (12): I got tired of doomscrolling, so I installed Instagram mod with reels cut out (Android) So now I doomscroll Reddit
- @rich_awo (6): This is a cool idea. Is it a simple untoggle or you making it hard for people with weak willpower? 😅
- @JustSomeCommonB_tch (5): https://preview.redd.it/jre2sm28rdch1.jpeg?width=219&format=pjpg&auto=webp&s=9dff7c1da2422288fae673afd44d7181d47c2e72
- @Duox29 (4): can you make another version of instagram that removes everything except reels?
- @JustSomeCommonB_tch (3): doomscrolling reddit might be better than reels to be fair
一位开发者做了一系列一次性买断、无账号无云同步的桌面小工具品牌，却完全不懂如何从零开始营销和获取前几百个用户，向有实战经验的人请教冷启动方法。
I've always been the kind of person who builds things for myself first. Over the last couple of months, I kept making little desktop apps that solved problems I personally had. Every time I finished…
受众观点：① 有人指出他的网站文案严重跑偏，整页都在强调“无订阅”，却没有先把每个工具解决的具体问题讲清楚，建议把定价模式放在辅助位置，主打功能和使用场景（@mynameisgiles, 3分） ② 也有人吐槽帖子本身像 GPT 写的营销文案，提醒创作者即便用 AI 起草也要自己改写成更真诚、具体的表达，否则读起来像模板化广告（@Ima_Jester, 3分） ③ 部分读者直接表示看完完全不知道产品在干什么，反映当前叙事和定位对路人极不友好（@Ok-Pace-8772, 2分）
展开评论
- @mynameisgiles (3): Your website advertises completely the wrong thing. It’s all about ‘no subscription’ - but *nobody* searches for software starting with the pricing model. They are looking for a tool. The ‘No Subscription’ should be on the home page, but you’ve made it the entire hero content. Y…
- @Ima_Jester (3): I can smell the GPT post... I've already read this style with a lot of the key repetitive words and structure that it hurts my brain... Please, summarise your idea with GPT if needed but word it yourself at least.. About where to start... Maybe try finding posts, communities, an…
- @Ok-Pace-8772 (2): I have no idea what this shit is about
- @SurveyPuzzleheaded56 (1): I'm very bad at articulating thoughts. This is not at all automated.. 🥹
- @Ima_Jester (1): Mate, I can even pinpoint the GPT-specific parts that expose the text 🤣 Im also bad at explaining things and making it short but still, being genuine in your thought and writing process makes posts readable and not "another GPT slop" 🫠 Kind of feels like GPT response to what you…
Linkwarden 作者发布 2.15 版本更新，重点是移动端支持高亮与批注、离线保存和可定制阅读视图，Web 端则大幅降低内存占用和 Docker 镜像体积并加入通用 OIDC 登录与安全加固。
Hello everyone! Daniel here. Today, I'm excited to announce that Linkwarden is getting one of its largest mobile updates so far, along with a web app that’s much lighter to run. For those who are new…
受众观点：① 有用户为更新叫好，特别是移动端高亮功能让在手机上做阅读标注更方便，认为这是非常实用的改进（@qkthrv17, 6likes） ② 也有人为这类带 emoji 的详细发布说明辩护，认为用表情分隔段落有助于快速扫读和理解内容（@Sad-Landscape-1549, 23likes；@Daniel31X13, 14likes） ③ 部分人不解为什么发布帖会被点踩，强调这就是正常的版本发布说明，反映出社区对“营销味”和信息密度的不同期待（@Nautisop, 9likes）
展开评论
- @Sad-Landscape-1549 (23): People who use markdown use emojis to visually differentiate sections in their notebooks. I do that with Joplin. It helps my brain process wtf it’s reading more quickly. What’s the problem?
- @Daniel31X13 (14): It's because it makes it easier to skim through the content lol.
- @Nautisop (9): Why tf is this downvoted? These are RELEASE NOTES
- @qkthrv17 (6): super happy that I can highlight in the android app you're doing god's work 🙇
- @Daniel31X13 (6): Apparently people are arguing on why I used emojis.
作者分享用 Claude 检查自己项目文档后发现大量过时和冗余内容正在误导代理思考，于是做了一个自动清理和归档 md 文档的技能，把必读内容从 1085 行压缩到 266 行并开源脚本。
Context: \~3 weeks building a product almost entirely with agents. I was disciplined about docs the whole time. Milestones checked off as they shipped, design decisions logged, gotchas recorded. If a…
受众观点：① 有人吐槽 Claude 特别爱往文档里追加日志，却很少删除旧内容，导致同一事实被多次更新、最后谁也不知道哪一条还有效（@angelus14, 56分） ② 评论里有人建议用“渐进披露”，把 CLAUDE.md 变成索引，其他细节按主题拆到子目录，减少每次推理需要阅读的文本量（@pmward, 24分; @40yardboo, 6分） ③ 也有开发者强调“验证而非信任”的原则，默认上游文档是错的，要求代理先对照磁盘状态和测试再采信文档内容（@josiahnelson, 22分）
展开评论
- @angelus14 (56): Claude *loves* logging everything to a doc. There will be a doc for a specific area and every time Claude makes a change, it'll update the doc (good). But it rarely deletes things, it prefers to append them instead. So I'll get messes of entries like (Code fact) Changed 7-1 (upd…
- @pmward (24): Progressive disclosure. Make your Claude.md file an index that shows where to find the other data. Make that other data in folders or files by subject. That keeps your Claude.md file small yet still gives the agents the map to look up the info it needs just in time.
- @josiahnelson (22): I have a hard “verify-don’t-trust” rule. Assume the upstream source is wrong and outdated until you see the on-disk state with your own tests
- @Alwaysragestillplay (11): Claude and GPT do the same thing with code and comments. If you find a bug and request the agent fixes it, there is a very good chance there will be a comment for the new code block that says "feature Y now does X", "function B has been updated to no longer to do A" with a ridic…
- @40yardboo (6): This and/or a MEMORY.md index
这是一个开发者吐槽自己总是因为担心环境配置、CUDA 版本和模型下载等麻烦而拖延动手做机器学习项目的共鸣贴。
I have a growing list of ML projects I want to try. The funny part is that it's rarely the actual project that stops me. It's usually thinking about setting everything up, checking dependencies, maki…
受众观点：① 有人表示自己恰好相反，搭环境才是最有趣的部分，真正难的是之后持续使用这些搭好的东西（@darce_helmet, 14分; @phxntomation, 4分） ② 一些开发者认为 CUDA 版本和模型下载并没有想象中可怕，几乎没为此操过心（@tom-mart, 5分） ③ 有人提到 Docker 出现后这类环境问题大幅缓解，把复杂依赖封装进容器就能减少折腾（@WrongUserID, 4分; @Pretend_Bowl2961, 3分）
展开评论
- @darce_helmet (14): no the set up is the fun part for me. i have a problem using all the stuff i set up
- @tom-mart (5): \>checking dependencies, making sure CUDA versions match, downloading models, hoping nothing breaks I never spared a single thought on those "problems". I don't think I ever had to check CUDA versions, downloading models is like downloading any other file and there is rarely…
- @phxntomation (4): Same I enjoy the setup but some of it I just don’t use lol
- @WrongUserID (4): Yes. But then docker appeared.
- @Pretend_Bowl2961 (3): The setup is half the project and sometimes it feels like it takes all the energy out of me
一位从 2015 年开始运营盈利 SaaS 并最终退休的创始人回顾经验，认为在 AI 让写代码变得便宜的今天，真正难的是长期运营：留存、支持、计费、基础设施和获客，而不是用 Claude、GPT、Cursor、Lovable 等工具写功能。
I started programming professionally in 2010. In 2015, I launched my own SaaS company. We never became a unicorn, never raised VC money, and never made headlines. What we did build was a boring busin…
受众观点：① 顶层评论吐槽原帖每句话都另起一行，调侃这种排版风格本身就像 AI 生成内容（@Spooky-Shark, 39分） ② 有人顺势玩梗，用同样的断行方式回复，进一步强化“AI 文风”的印象（@AlDente, 25分） ③ 也有多位用户直接指责这是 AI 生成的“slop”，对这类长篇鸡汤式帖子表示反感（@TrekkingAround10, 11分；@oulu2006, 10分；@RiddlingRaconteur, 8分）
展开评论
- @Spooky-Shark (39): You know you don't have to write everything in a new line right?
- @AlDente (25): But AI likes to
- @TrekkingAround10 (11): Allllll bot replies to a bot post. What the fuck?!?!?!
- @oulu2006 (10): Fuking AI post sigh
- @RiddlingRaconteur (8): It’s AI slop
作者在做原生 JS 项目时苦寻一个可访问、支持本地化和日期范围、事件丰富的 datepicker，发现主流库不是多年未更新就是被政策排除，只剩 React 方案而感到无解。
I'm looking for a datepicker for a vanilla JS project, and somehow this seems much harder than it should be. No, input masks aren't enough. No, the native `<input type="date">` isn't enough eit…
受众观点：① 有人认为老牌 vanilla JS 日期选择器多年不更新并不一定是坏事，可能只是功能已稳定且不依赖框架，不会像服务端库那样带来安全风险（@orange_90, 11likes） ② 也有人建议如果对需求特别苛刻，不如自己实现一个 datepicker，更容易完全满足可访问性和集成要求（@iligal_odin, 5likes） ③ 还有人顺手推荐了 Calendar.js 这类替代库，说明社区里仍有一些小众方案可选（@tako1337, 3likes）
展开评论
- @orange_90 (11): It should be fine to use vanilla JS date pickers that hasn't been updated for a while. They are probably "feature complete". They don't run on the server so it will not cause security issues, they're also not dependent on a frontend library/framework like react, so they don't ha…
- @iligal_odin (5): If you are hard bent on these requirements, i strongly suggest setting up your own datepicker.
- @os_nesty (4): You should be fun to work with... lol
- @tako1337 (3): https://github.com/williamtroup/Calendar.js has a date picker option
- @os_nesty (3): Please explain me why is this. In your experience.
作者介绍自家语音模型 Simba 3.2 在 Artificial Analysis 文本转语音榜单上拿到第一名，并在 Voice Arena 的实时 TTS 榜单上并列第一，强调这是基于盲听人类评测、在与 Google、ElevenLabs、Cartesia 等模型对比中胜出的结果。
Our model (Simba 3.2) went #1 on the [Artificial Analysis TTS leaderboard today](https://artificialanalysis.ai/text-to-speech/leaderboard/selected-voice) and it's[ tied for #1 on realtime TTS on Voic…
受众观点：① 多数评论是祝贺和认可，简单表达对作者团队拿下榜首成绩的肯定（@professor_sn, 8分；@Nilo4000, 2分 等） ② 有人用法语和表情再次祝贺，体现出国际化社区对高质量 TTS 的兴趣（@Substantial_Tone3886, 2分） ③ 也有评论确认这意味着产品的语音听起来非常逼真，抓住了榜单“更像人声”这一核心指标（@Mr____Panda, 2分）
展开评论
- @professor_sn (8): Congratulations. Well done!
- @Justyouraverageweeb4 (2): Thank you!
- @Substantial_Tone3886 (2): Cool, félicitations !
- @Nilo4000 (2): Congratulations. Well done!
- @Mr____Panda (2): Hell yeah! I believe, this means, your product is very realistic which is the whole point?
Claude 桌面版的 Claude Code 新增内置浏览器功能，可以在沙箱环境中直接打开外部网站文档并与本地代码一并联动查看。
Claude can pull up docs, designs, or any other site. It can read, click through, and interact the same way it does with your local build. It's sandboxed and configurable: you choose whether sessions…
受众观点：① 有人吐槽这类功能可能会带来更多弹窗或收费段子，担心使用成本（@WhoKilledArmadillo, 25分） ② 用户在讨论这次更新的具体变化，认为预览窗口从简单 HTML 渲染器升级成真正可浏览网页的浏览器（@cute_spider, 19分） ③ 一些老用户以为类似功能早就存在，只是这次形态和易用性有改进（@Woitee, 14分）
展开评论
- @WhoKilledArmadillo (25): That will be 20% of weekly per pop up
- @cute_spider (19): I think the change is that the preview window is now a web-capable browser, rather than just the HTML renderer
- @cute_spider (15): Oooh convenient! I'll definitely use this! (As an aside, since this is to /u/ClaudeOfficial, could we have a way to "pop out" the preview window? I want to preview on another monitor)
- @Woitee (14): Didn't this exist for months?
- @Mindless_Let1 (8): Good, I'll use whichever one most effectively copies the best parts of each offering
帖子标题是“无限赚钱漏洞”，评论区在调侃有人做一个卖 SaaS 的 SaaS，甚至用 AI 或 Lovable 这类工具去生成可以转卖的 SaaS，从而形成“卖赚钱教程再卖工具”的套娃模式。
r/SaaS Infinite money glitch...
受众观点：① 有人感叹现实中确实有人在做这种“无限赚钱漏洞”式项目，暗示这类模式并不少见（@aydiotic, 9分） ② 有评论指出这是在卖一个帮助别人卖 SaaS 的 SaaS，属于典型的元层级赚钱套路（@red_it__, 7分） ③ 也有人直接点名这是在描述 Lovable 或泛指 AI，认为用 AI 生成 SaaS 再卖给别人本身就是这个梗的写照（@justin107d, 6分）
展开评论
- @aydiotic (9): funny how there are actually people doing this
- @red_it__ (7): Selling a saas to sell a saas
- @justin107d (6): You are describing Lovable
- @justin107d (5): You are describing AI
- @bydaveyji (3): Inception of money making 😂
这是一个用户在 r/selfhosted 寻找既能做项目管理又足够简单的自托管待办工具，用于单人按项目和阶段管理嵌套任务清单。
Guys & Gals, I'm looking for a tool that is somewhat a project management tool but also a todo list. I'd appreciate if you could recommend open software for me. Thank you for any ideas! **Require…
受众观点：① 有项目管理经验的用户分享自己用 Vikunja 搭配 AppFlowy 记录提醒和里程碑笔记的组合方案，强调完全自托管和免费（@lead2gold, 3分） ② 有人从实际使用出发指出 Vikunja 更适合大项目，某些自动移动任务的机制会干扰自己特殊工作流（@mon_key_house, 2分） ③ 多名用户推荐 Tududi 作为个人待办和项目管理工具，举例说明如何用项目、任务和子任务结构来匹配提问者的 pre-sale/post-sale 场景（@davidgrayPhotography, 2分; @wolsen9, 2分）
展开评论
- @lead2gold (3): I'm a project manager myself and have been very successful with using Vikuja for notifications, timers, and reminders. Then pair it with AppFlowy for just tracking tombstone style notes (milestones, achievements, meeting notes, employee reviews, etc). I will say AppFlowy is a pa…
- @randyhanleydotcom (3): I was waiting for 25 people to reply with “Obsidian”. Just kidding.
- @mon_key_house (2): Tried vikunja It is great for larger projects. Problem is, even if my "special" workflow can be adopted (e.g. nested todo lists), there are some automatisms that screw ip up like task done is moved to the done section (or something like this). Ideally the lightweight todo functi…
- @davidgrayPhotography (2): I'm using [Tududi](https://cloud.tududi.com/) as a personal todo list. You can just add todo items, or you can add them to a project. It has sub-tasks so you could have something like this: * Bob's Website (Project) * Pre-Sale (Task) * Meet with Bob (sub-task) * Get copies of lo…
- @wolsen9 (2): Second. I’ve recently started using Tududi and it is a great project.
作者上线了一个名为 snitscanner.xyz 的虚拟平板扫描仪网站，用网页交互方式还原老式扫描仪的复古体验。
snitscanner.xyz
受众观点：① 有人表示虽然不太理解这个项目的实际用途，但正因为如此反而觉得更酷、更好玩（@BartJellema, 7分） ② 多数评论都在夸这个点子“蠢萌但很爱”，认为整体风格和细节做得很到位（@squarezy, 7分）
展开评论
- @BartJellema (7): I'm not sure about the why... but that makes this even cooler 😀 thanks for making me smile https://snitscanner.xyz/
- @squarezy (7): this is so stupid and i love it and great job on the style
- @Vapor95-Store (3): SICK! Is it live online yet?
- @ParfaitDeli (1): Yep link is snitscanner.xyz
- @rmeddy (1): ok this is cool
作者为虚构面包店做了一个响应式电商展示站点，包含菜单、购物车和订位页面，用来练手并充实自己的前端作品集。
Hey everyone, I made a website for a bakery as a small project. It has a homepage, menu, products page, a cart where you can add items, and a page to book a table. Works fine on phone, tablet and lap…
受众观点：① 有人建议增加滚动时的渐显动画来提升观感，同时提醒当前图片体积过大导致加载很慢（@hexa_hawk, 1分） ② 其他评论主要是简单夸设计好看、效果不错，给作者正向反馈（@Nitish_yadav123, 1分 等）
展开评论
- @ShareAcrobatic9017 (2): Now I feel like some great I have make . Thankyou 😊
- @hexa_hawk (1): Pretty cool ! You could add reveal animation while you Scrolling down, but it's super dope imo Edit : careful with your images size they take ages to load https://preview.redd.it/r77s6zr81dch1.jpeg?width=1080&format=pjpg&auto=webp&s=457d1bd83139a5be8feb832f650c99afef…
- @ShareAcrobatic9017 (1): Thanks bhai! 🙏 reveal animation wala idea sahi hai, add kar dunga. Haan images ka issue pata hai, thoda heavy hai abhi, compress karunga jaldi. Thanks for noticing 😅
- @Nitish_yadav123 (1): It's look amazing
- @ShareAcrobatic9017 (1): Thanks yaar! 😄🙏 matlab hi bana deta hai jab log appreciate karte hai
Reddit 上一位研究者吐槽机器学习顶会投稿量爆炸、评审质量下降，询问为何不像安全或体系结构领域那样对作者投稿数量设限。
I am currently working across multiple research communities, and I've noticed that the ML community is struggling with a massive volume of submissions, which is affecting review quality (as we are se…
受众观点：① 有人指出其实已经有类似限制，比如 TMLR 引入作者年度投稿上限，一些大会要求作者按论文数量承担评审（@currough, 29分） ② 评论提到部分顶会对单作者投稿数设有上限，但执行并不算严格（@karius85, 14分） ③ ACL 相关讨论认为简单限投只能减少少量稿件，更大问题是大量投稿作者缺乏相关领域论文记录，导致难以找到合格审稿人（@delomore, 11分）
展开评论
- @currough (29): TMLR has just introduced a per-year cap on submissions by an individual author. Several of the large conferences require you to write one review per paper that you're an author on, which is functionally a limit on how many submissions you can make.
- @Outrageous-Boot7092 (15): thats funny
- @karius85 (14): They do. 25 submissions max for several top tier conferences.
- @karius85 (11): Yep. Not a particularly strict cap I’d say
- @delomore (11): At ACL that just finished they talked about reviewing quite a lot. Capping submissions would only save a few percent of the submissions (I don’t remember the exact figure). They might do it anyway more out of fairness. The bigger problem is that \~40% of submissions don’t have a…
这是一个开发者在 r/selfhosted 询问大家平时从哪些开源目录发现自托管工具，并思考新项目是否值得花精力上目录的讨论帖。
When you're hunting for a new self-hosted tool, where do you actually look first these days? My own list feels dated: awesome-selfhosted, the r/selfhosted wiki, Fediverse recommendations, GitHub tren…
受众观点：① 不少人推荐 selfh.st/apps 并按最近添加排序来发现新项目，认为这是当前比较活跃的目录（@CrispyBegs, 18分） ② 有人指出 awesome-selfhosted 仍有价值但存在大量过期链接，实际发现新项目更多来自 GitHub trending 和近期 Reddit 讨论（@AcanthaceaeAny4247, 9分） ③ 一些开发者认为与其花时间填目录，不如写好详细介绍和 Demo 帖子，让项目在相关社区自然传播（@Great-Site4626, 4分）
展开评论
- @CrispyBegs (18): [https://selfh.st/apps](https://selfh.st/apps) sorted by 'recently added'
- @AcanthaceaeAny4247 (9): awesome-selfhosted is still useful but you have to dig through lot of unmaintained stuff, half the links are dead or projects that stopped updating 3 years ago. github trending is where i find most things actually, or just searching "self hosted alternative to X" and reading thr…
- @Great-Site4626 (4): Forget the directories, post a solid demo video or writeup here and let it spread organically
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @lazycodewiz (1): this is super helpful, thanks man!
一位 indie hacker 复盘自己优化漏斗和上手引导的经历，发现大量抱怨 onboarding 的用户其实并非当前阶段的理想客户，由此总结出要按用户阶段和留存度筛选、分层解读产品反馈。
Hi fellow builders, For the last few weeks I've been working on improving my funnel, basically trying to increase the chance that a visitor makes an account, actually uses the app, and hopefully pays…
受众观点：① 高赞评论提到用会话录屏工具回放用户操作，找出真正的卡点再改 onboarding（@South-Ad6066, 1分） ② 有人建议通过打标签、按参与度和关键动作对用户分群，聚焦那些持续使用并有购买意向的群体（@mentiondesk, 2分） ③ 也有人强调需要一定数据分析能力，从大量反馈中找出相关性和模式，而不是被个别声音带偏（@john_smith1365, 1分）
展开评论
- @mentiondesk (2): Filtering feedback by digging into user behavior and segmenting those who stick around is key. Try tagging users by their engagement or onboarding actions to see patterns. For real time insight into which platforms attract qualified users and to surface buying intent signals, to…
- @South-Ad6066 (1): I review session recordings from my tool of choice to see if customers are hitting any blockers. Things that were pretty evident in retrospect came to light from these recordings and I used it to simplify my onboarding flow
- @BatsAapje (1): So a user recording themselves when using your tool?
- @South-Ad6066 (1): Yes like using a tool like posthog, with pii data masked of course.
- @john_smith1365 (1): You need some level of data science to extrapolate useful feedback out of a ton. Correlation is the most reliable metric
这是 Homelable 发布 v3.0.0 的更新帖，一款用扫描网络和导入 Proxmox、Zigbee、Z-Wave 等数据来可视化自托管基础设施的开源绘图工具。
https://preview.redd.it/ztl42ovvjfch1.png?width=3018&format=png&auto=webp&s=4f0b945db3488ad2afb164e1783694b149dd9079 A few months ago, I introduced you my project Homelable, a design tool…
受众观点：① 有 Proxmox 集群和大量 LXC/VM 的自托管玩家，对一键导入并可视化整个集群非常感兴趣（@carefulregularity_0, 2分） ② 使用 Zigbee、Z-Wave 等 IoT 设备的 Home Assistant 用户，希望有统一的设备清单和网络图管理工具（@gilluc, 2分; @Pouzor, 2分） ③ 关注 ARM、小机器部署和是否能跑在树莓派上的用户在询问架构支持情况（@CrispyBegs, 2分）
展开评论
- @CrispyBegs (2): this looks really nice. is it ARM-supported to stick on a pi?
- @carefulregularity_0 (2): Proxmox cluster import is the missing piece for mapping out the sea of LXC containers and VMs I always forget exist.
- @katha757 (2): Thank you for being super transparent about use of AI. Looks great!
- @gilluc (2): Is a pangolin version planned??
- @Pouzor (2): To be honest, I don't know what is pangolin is. Gonna take a look. :)
这是一个新入坑玩家展示自己基于 HP Prodesk 和 Ubuntu/Docker 的自托管环境，并向社区征求还能部署哪些服务的求推荐贴。
Hey everyone, I just setup my new HP Prodesk 600 G6 i5-10500T 8gb (soon to be 16) RAM, 256gb storage, with Ubuntu/Docker/Komodo/Homepage, as well as many private instances of things I use daily (I us…
受众观点：① 资深自托管玩家用自己的面板截图展示已经堆满服务的主机，鼓励新人还有很大扩展空间（@Admirable-Tank-5710, 5分; @clintkev251, 3分） ② 有经验用户建议搭建自托管 wiki 或 git 来记录配置和规划未来项目，避免日后忘记当初的设计决策（@Fantastic_Ad_4867, 3分） ③ 一些人对仪表盘样式和 CPU/RAM 显示布局等美化细节感兴趣，询问具体实现方式（@Cyberpunk627, 2分）
展开评论
- @Admirable-Tank-5710 (5): https://preview.redd.it/jxkw2oqjabch1.png?width=1920&format=png&auto=webp&s=8ddfca445d44aa1944976698f91614fd6a1d8209
- @clintkev251 (3): You have plenty of room to grow https://preview.redd.it/taurlh19dbch1.png?width=4916&format=png&auto=webp&s=e47743a68511668d62a077d84baacaad1340f134
- @Fantastic_Ad_4867 (3): Self hosted wiki or git to document what you’re doing and why as well as the current state and future ambitions. To keep you on track and help you remember what in the hell you were thinking about why it was a good idea to implement “dumbjankyidea45” that way when you forget thr…
- @Cyberpunk627 (2): How to have cpu and ram one above the other? CSS or some settings in the yamls? Looks good
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
作者抱怨用 DBeaver 在本地和远程 Postgres 之间导出八万多行数据要二十五分钟，想找更高效可扩展的数据库迁移方案。
Im building a project with lots of rows in my Postgres database, roughly 100k to a million. I use my local machine as dev data which I promote to prod on a remote vps. Currently my process to do this…
受众观点：① 多数人认为 8 万行传 25 分钟明显异常，建议直接用 pg_dump 或 COPY over ssh 流式传输数据以避免逐行插入的性能瓶颈（@Superb-Pumpkin-1464, 4likes） ② 有人给出具体 COPY 管道命令示例，强调通过 ssh 压缩和 STDIN/STDOUT 可以在一条命令里完成筛选和导入（@fiskfisk, 6likes） ③ 也有人解释 DBeaver 通过 JDBC 小批量插入导致大量网络往返，推荐用 pg_dump -Fc 配合 pg_restore -j 多线程或 staging 表脚本来保证一致性和速度（@Hostman_com, 2likes；@camppofrio, 2likes）
展开评论
- @fiskfisk (6): If you need to run a query, you can't use pg\_dump directly, but you can use the COPY statement. Something like (untested, since I don't have access to my dev environment right here): `psql -d source_db -c "COPY (SELECT * FROM my_table WHERE foo = TRUE) TO STDOUT;" | ssh user@ho…
- @Superb-Pumpkin-1464 (4): pg\_dump is probably way to go if you are moving whole tables, but i agree with the ssh pipe method when you need filter. 80k rows in 25 mins is crazy, something is definitely wrong with dbeaver there, even 1 million should not take that long over network unless is really bad co…
- @Hostman_com (2): DBeaver's data transfer inserts rows one by one (or in small batches) through JDBC, each waiting for a round trip to the remote server. At moderate network latency that adds up to hours for a million rows. The COPY pipe posted above streams instead, so it moves the same table in…
- @camppofrio (2): DBeaver's export usually does row-by-row inserts under the hood, which explains the crawl. Pg\_dump -Fc with pg\_restore -j4 parallelizes across tables and beats COPY over ssh once you're past a few hundred k rows.
- @Lavender_Lunamoon (1): Use pg_dump and psql instead of DBeaver. Way faster. pg_dump -h localhost -U user -d dbname | psql -h remotehost
这是一个 LinkStack 自托管用户想把页面底部版权旁边显示的个人名字改成公司名称，却找不到配置入口而向社区求助的帖子。
I want to change the name next to the copyright date on LinkStack, but I'm having trouble finding how to do this. Right now, it lists my name, but I want it to use a company name instead. Any ideas?
受众观点：① 有人分享自己遇到类似问题时干脆把公司信息写进简介区域来规避版权行限制（@gary1405, 2分） ② 部分用户在讨论示例站点的可用性和主题设计，顺带指出访问错误并反馈给站长（@Dennis_DZ, 2分; @sweetsalmontoast, 2分） ③ 也有人建议如果是自托管，可以直接在应用文件中搜索自己的名字并替换，或者查看是否有管理面板配置项（@Dennis_DZ, 2分）
展开评论
- @gary1405 (2): I think I ran into a similar challenge and just put it in the bio, lol. [Example](https://kiosk.joshcross.co.nz)
- @Dennis_DZ (2): I’m getting a 502 trying to access this page
- @gary1405 (2): Lmao thank you. Will edit when fixed Should be back. Thank you for letting me know!!
- @sweetsalmontoast (2): That’s a nice design/theme!
- @Dennis_DZ (2): I’m not familiar with this application. Does it have some admin panel for configuration? At the very least, if you’re self hosting it, you could probably grep through the application’s files for your name and then replace it.
作者受 Messenger 气泡聊天启发，开发了一款带 chatheads 悬浮气泡的安卓笔记应用，让用户在任意前台应用上方快速记笔记而无需来回切换。
I used messenger as a notes app before solely because of the chatheads feature, so I made a real notes app with it. You don't have to switch between whatever app you're on and your notes app when you…
受众观点：① 喜欢随手记录灵感但常被切换应用打断的用户会对 chatheads 这种悬浮笔记方式感兴趣（@vineetkl, 2likes） ② 想尝试这款应用的安卓用户关注下载链接和实际体验反馈（@AceReviewer, 2likes；@Aromatic_Animator_20, 2likes） ③ 开发者和重度安卓用户则会留意在部分机型上权限开启后仍无法正常工作的兼容性问题（@vineetkl, 2likes）。
展开评论
- @AceReviewer (2): Link?
- @Aromatic_Animator_20 (2): https://play.google.com/store/apps/details?id=com.success.chatheadnotes&pcampaignid=web_share
- @vineetkl (2): Nice!
- @Aromatic_Animator_20 (2): Thank you! you can get it here https://play.google.com/store/apps/details?id=com.success.chatheadnotes&pcampaignid=web_share Feedback is incredibly appreciated, roast the app ( not in the google playstore reviews, in reddit ) please
- @vineetkl (2): I tried it, its not working on my phone despite of enabling all settings and permissions :( S24 ultra
一家名为 Scout Forge 的服务在调整定价和服务模式后，首次成功卖出一条“终身 backlink”，作者分享这是新模式下的第一笔订单。
Last month we started overhauling our pricing and service model, and today we made our first sale under this system We weren't selling backlinks before, and now we have, and this is our first sale. […
受众观点：① 有人提醒所谓“终身 backlink”往往只是域名还在付费期间，一旦主站停机或被卖给垃圾站，链接价值就会消失（@Crisp-Glade-2849, 5分） ② 其他评论多是简单祝贺和鼓励，认可作者在新定价模式下拿到第一单（@lordtristan_cristian, 2分；@XenditOfficial, 2分 等）
展开评论
- @Crisp-Glade-2849 (5): lifetime backlink just means until hosting bill bounces. seen too many of these domains redirect to spam sites within two years.
- @lordtristan_cristian (2): Very nice!
- @XenditOfficial (2): That WinRAR meme is painfully accurate for the early days of SaaS monetization! Huge congrats OP!
- @RachelLumbrosso (2): Well done 👍
- @Proud-Honeydew-5076 (2): Congrats!
作者讲述自己为房产开发商制作交互式楼盘浏览 WordPress 插件被 CodeCanyon 直接硬拒后，转而用 Freemius 做 freemium 模式在 wp.org 分发，最终累计净收入接近 9830 美元的经历。
1.5 years ago I built a WordPress plugin that lets real estate developers embed interactive building viewers on their sites. Visitors click on apartments drawn over a building photo to see prices, av…
受众观点：① 做 WordPress 插件或主题的开发者会关心在被主流市场拒绝后，freemium+自托管支付是否更有利于长期收入和产品控制权（@divyammakar, 3likes） ② 做活动、地产等需要交互式平面图的从业者会对这种可视化楼盘/场地图工具的实际应用场景和价值感兴趣（@Medical_Tourist4652, 2likes） ③ 其他独立开发者则想要了解具体插件名称和链接，以便参考其功能设计、定价和落地方式（@latesumo, 2likes；@CommunicationNo283, 2likes）。
展开评论
- @divyammakar (3): the rejection probably saved you honestly, on codecanyon you never own the customer or the pricing, freemium on wp.org means you actually see what converts and can move the paywall around till it clicks
- @Medical_Tourist4652 (2): Thats great stuff! Years back events clients asking about doing the floor plans of multiple events and making it interactive.
- @latesumo (2): Please share the plugin name and other info (a direct link will be the best) so that we can appreciate you more.
- @CommunicationNo283 (2): Hi, plugin name is **Interactive Real Estate** [https://ireplugin.com/](https://ireplugin.com/) [https://wordpress.org/plugins/interactive-real-estate/](https://wordpress.org/plugins/interactive-real-estate/) you can check
- @latesumo (2): Thanks for the cooperation, keep up your good work.
作者分享自己从2025年初兼职开发学习应用，到上线半年后积累约5000名用户的历程，并介绍这款集番茄钟、任务清单、日历、习惯与进度追踪等功能于一体的学习工具。
Link -> [https://www.cramandconquer.com/](https://www.cramandconquer.com/) I have been building my study app part-time since the beginning of 2025. I had little knowledge about backend but I just…
受众观点：① 关注转化率和增长数据的读者会对 5000 用户体量背后的注册转付费、活跃留存等指标感兴趣（@Past-Decision-5492, 2likes） ② 其他刚起步的 side project 开发者会关心作者用了哪些获客渠道和分发方式把产品推到目标用户面前（@Icy_Piece1865, 1like） ③ 普通学习者则更在意具体功能组合是否真的能提升专注和学习效率，而不仅是一个大杂烩工具（多位评论表达支持和好奇）。
展开评论
- @Past-Decision-5492 (2): Good stuff, 6% conversion rate is pretty good
- @MrNoobIsSwag (1): Well done
- @Icy_Piece1865 (1): Congratulations. What distribution channels have you used?
一位做细胞类型分类的 Reddit 用户在 430 万样本、512 维特征的数据集上调参遇到算力瓶颈，询问大规模不平衡数据下如何高效做超参数搜索。
I am doing some work with cell type classification, where I have 4.3 million cells and 512 features (condensed embeddings from the encoder of a transformer). The broader goal is to implement a contex…
受众观点：① 评论者认可子采样思路，但提醒 4.3M 样本里极少数类在 12% 采样率下样本太少，建议用更高比例的分层采样并先做粗搜索（@AlarmedThanks1838, 6分） ② 有人强调在小子集上调参容易过拟合，只适合作为缩小搜索空间的第一步，后续仍需在更大数据上验证（@huehue12132, 1分） ③ 也有人建议从主流单细胞模型如 scGPT 的超参配置出发，或直接下采样多数类以降低训练成本（@KStrom, 1分）
展开评论
- @AlarmedThanks1838 (6): Tricky situation with that dataset size. 4.3M is no joke for tuning The subsampling approach you tried is more common than you might think, just maybe not 15% of 80% - that's like what, 12% of total? Might be pushing it with those rare classes like Erythrocyte at 12k. At that sa…
- @Beautiful-Expert-156 (1): yeah, optimizing for macro-F1 or macro-MCC
- @huehue12132 (1): Tuning on a small subset is dangerous because you will be much more likely to overfit, and tuned values for model size, any regularization parameters etc. likely won't transfer to the full dataset. The only thing where this could help is to narrow down the search space a bit, e.…
- @KStrom (1): You could try reducing the number of cells from the most prevalent cell types since these might be most redundant in the dataset. For example, removing half of the T-cells should still be informative enough to train a model. There are also plenty of single-cell transcriptomics m…
帖子讨论老牌请求头修改扩展 ModHeader 在加入频繁弹出广告并疑似被收购后，如今似乎已从浏览器商店下架，开发者一边怀念其曾经的好用，一边分享替代工具链接。
It was sad to see modheader [start serving ads](https://www.reddit.com/r/webdev/comments/1pp3v3v/chrome_extension_modheader_popup_ads/), (but happy that the founders may have gotten some sort of an e…
受众观点：① 有人表示自己在广告开始频繁弹出后就弃用 ModHeader，甚至已经记不清后来换成了什么，体现出对产品口碑断崖式下滑的无奈（@SimilarLocksmith7509, 2分） ② 有人顺势分享了名为 HeaderSnap 的 Chrome 扩展作为可能替代品，说明开发者群体会在工具失效时快速寻找和传播新方案（@Early_Hand2009, 1分） ③ 版主也出面提醒注意自我推广和社区规则，暗示这类工具推荐帖容易演变成隐性广告（@webdev-ModTeam, 1分）
展开评论
- @SimilarLocksmith7509 (2): Oh I didn't even notice it was gone, just stopped using it when those ads started popping up every 5 minutes Was such a good tool before all that, now I can't even remember what I replaced it with
- @Early_Hand2009 (1): Ist this an replacement? [https://chromewebstore.google.com/detail/headersnap/bgnhmkfgeglffjlfemipaopdnkeabgac](https://chromewebstore.google.com/detail/headersnap/bgnhmkfgeglffjlfemipaopdnkeabgac)
- @webdev-ModTeam (1): Read and follow reddiquette; no excessive self-promotion. Please refer to the Reddit 9:1 rule when considering posting self promoting materials.
- @aiktb (1): Disclaimer: I do not receive a single penny from this software.
- @[deleted] (0): [removed]
作者介绍自己用 TypeScript 写的零依赖 CLI 工具 envrepair，用来在启动前对比 .env 和 .env.example，交互式补齐缺失环境变量并保持原文件注释和格式。
You run `npm run dev` or `node server.js`, and the app crashes because a teammate added a new required key to `.env.example` but forgot to tell you. I wanted a tool that would catch this before start…
受众观点：① 有人质疑为何要引入额外依赖，认为用 zod 校验或简单的 process.env 包装器在启动时抛错就能解决必填变量问题（@FrogsInTheRouter, 4likes） ② 同一位评论者进一步指出交互式 CLI 仍然需要人工复制粘贴，效率未必比在编辑器里多行复制 .env.example 更高，还可能增加对秘密值的供应链风险（@FrogsInTheRouter, 2likes） ③ 也有人讽刺工具只节省几分钟时间价值有限，同时有评论推荐 varlock 这类更成熟的配置管理生态，强调验证、类型生成和泄露防护等高级特性（@watabby, 2likes；@theozero, 1likes）
展开评论
- @FrogsInTheRouter (4): Why extra dependency? Construct configuration object and validate it with zod on start. Or even without zod - wrapper getter from `process.env` that fails if property not set, it it's required to be present
- @FrogsInTheRouter (2): So, just to understand that I understand it in full: * Small zod validator crash halts start until schema is compatible. * Your CLI halts start until schema is compatible. You still need to go somewhere, copy a value and paste it into an interactive CLI. As a downside - as far a…
- @watabby (2): wow this saves all of 2 minutes, amazing! /s
- @theozero (1): You will like [varlock](https://varlock.dev) (also free and open source) its a mature library and full ecosystem of plugins with a very similar dx. Has validation, type generation, leak prevention, helps load values, imports, drop in integrations for many frameworks. Tons of coo…
- @Own-Procedure6189 (-1): Fair points, but the goal is really about convenience and developer flow. Sure, you can do multi-line copying, but you still have to open your IDE, paste the keys, and manually fill out the actual values (like your local Stripe keys or DB passwords) and if the example file alrea…
作者展示自己开源的 Thinking Canvas：一个将 Claude 对话、网页、PDF 和本地 Markdown 笔记放在同一无限画布上的研究工具，支持本地优先、分叉对话和与 Obsidian 兼容。
if there were a rabbit-holing olympics, this is the tool i'd use. it's a canvas where claude chats and resources like webpages/PDFs/notes live together. i built a lot of it during my two days with fa…
受众观点：① 对研究和知识管理有需求的开发者与知识工作者会被本地 Markdown 存储和与 Obsidian 互通的特性吸引，认为这样可以避免被短命 SaaS 锁死（@Faint-Heron-5681, 1like） ② 关注 AI 助手与信息组织结合的人会对在同一画布上同时放对话、网页和笔记的体验感兴趣（@Best_Soil_890, 2likes） ③ 开源爱好者和工程师则会关注项目网站和 GitHub 仓库，想要试用或二次开发（@babble_prune, 1like）。
展开评论
- @Best_Soil_890 (2): This looks useful. Very neat project! Looking forward to trying it out. Nicely done, and thanks for sharing!
- @babble_prune (1): thank you. lmk what you think!
- @Faint-Heron-5681 (1): keeping everything in local markdown files is the only way i can commit to these tools; my own digital graveyard is already cluttered with proprietary formats from short-lived startups. having it play nice with obsidian makes the experiment feel safer.
发帖人分享了一个为客户网站做 SEO 时的小习惯：先根据目标关键词查看前几名搜索结果的内容类型，判断搜索意图，再对比自己页面是否回答了同一类问题，而不是一上来就改标题或堆文案。
Small SEO habit that saves a lot of wasted dev time on client sites: Before changing title tags, adding more copy, or rebuilding page sections, check whether the page actually matches the intent Goog…
受众观点：① 有人调侃“原来内容真的重要”，反映不少人习惯先从技术优化入手，忽略了页面是否真正匹配搜索者的问题（@thekwoka, 2分） ② 有评论强调问题本身而非内容字数才是关键，指出很多页面输在回答了错误的问题上（@Techo_lab, 1分） ③ 也有读者表示这套方法很实用，会在下次大改站点前先按这个步骤检查，避免无效重构（@Vis_et_Honor, 1分）
展开评论
- @thekwoka (2): You mean content actually matters? That's crazy.
- @Techo_lab (1): The content wasn't the problem. The question it answered was.
- @Vis_et_Honor (1): This was really interesting to read about. Something I will bear in mind before overhauling the site.
- @Individual-Brief1116 (1): This matches what I keep telling clients, the page can be technically perfect and still lose because it answers the wrong question.
作者开源了一个名为 littlebag 的极小型响应式 UI 框架，仅 343 字节却提供 state/effect、html 工厂、条件渲染和列表渲染等能力，并计划在有兴趣时继续做 SSR 支持。
[**littlebag**](https://github.com/GulgDev/littlebag) is a reactive UI framework that includes: * Reactive state management using `state` and `effect` * `html` element factory that supports reactivit…
受众观点：① 有人质疑把这种体积很小的工具称为 framework 是否合适，反映出社区对库与框架边界的不同看法（@KabouterKaasplank, 7likes） ② 也有评论肯定这是很酷的小实验，343 字节的体积令人惊讶，喜欢这种把功能压缩到极简实现的尝试（@Creepy-Winner8742, 2likes） ③ 还有人用科幻梗调侃框架是否会在大型空间结构上“自作主张”，整体氛围偏轻松玩笑（@forever-butlerian, 0likes）
展开评论
- @KabouterKaasplank (7): Since when are libraries frameworks?
- @Creepy-Winner8742 (2): thats a neat little experiment, 343 bytes is crazy small. love seeing frameworks that strip things down to bare essentials like this
- @forever-butlerian (0): I have a 10,000 kilometer radius Bishop ring. Is this framework compatible with it or will it get bored and try to fire its superweapon without human authorization?
来自荷兰的独立硬件开发者介绍自己做的 Snapbit 桌面小设备，通过 NFC 扫描触发手机应用封锁并在桌面显示倒计时，用物理设备解决手机干扰深度工作的痛点。
Hi everyone, solo hardware founder from the Netherlands here. I’n building this because my phone kept ruining my deep work. Every app blocker I tried has the same flaw: the off switch is on the same…
受众观点：① 被手机和社交媒体严重打断的知识工作者会对这种无法在手机上直接解锁的强约束方案产生兴趣（@BacklogNeverShrinks, 1like） ② 技术爱好者和开发者好奇这类 NFC+显示屏设备背后的技术栈和实现语言（@Key_Guide7759, 1like） ③ 曾尝试过屏幕时间或 app blocker 但最终放弃的人，会关注自己为何总能绕过限制，以及 Snapbit 是否真能改变这一点（@AlexanderNieuwland, 1like）。
展开评论
- @Key_Guide7759 (1): Which programming language you are using for this
- @BacklogNeverShrinks (1): And now you have this! Your next project will progress much quicker! Can't tell you how much productivity i lose to X notifications!
- @AlexanderNieuwland (1): Haha thanks! Out of curiosity, have you tried blocking it before? And what made you stop/ignore the block?
一位预算有限的创业者想用 muRIL 等模型做多印度语言的政治新闻和社交媒体情感分析，但团队没有 ML 工程师，不知道该如何落地或是否有更简单替代方案。
So, I am working on this startup project with pretty low budget and one of the features is sentiment analysis based on political news, x posts and Instagram hashtag trends in which will be in Indian…
受众观点：① 有人给出印度语言模型评测论文链接，帮助楼主从客观基准出发选择合适模型（@spado, 1分） ② 也有评论详细说明用 muRIL 做情感分类需要搭建线性分类头、准备上万条人工标注样本并搭建训练流水线，对没有 ML 工程师的团队难度很大（@Divyanshailani, 1分） ③ 同一评论建议考虑多语言 LLM，通过系统提示工程在无大规模标注的情况下先跑通 MVP，再视情况优化（@Divyanshailani, 1分）
展开评论
- @spado (1): For what it's worth, we evaluated a couple of Indian LMs recently: [https://aclanthology.org/2026.stereacult-1.10.pdf](https://aclanthology.org/2026.stereacult-1.10.pdf) This may not be exactly the results that you need, but it might give you an idea of how to look at the proble…
- @Divyanshailani (1): Quite a task in real , you will need to setup linear classification head on top of muRIL & a massive labelled dataset ex 10k tweets/posts manually marked positive negative & neutral then use back propo.. to fine tune it now without an ml eng the pipeline setup for labell…
作者在阅读 WebSocket RFC6455 时不理解为什么要对客户端帧做 masking，质疑既然掩码密钥随帧发送那安全意义何在，向社区请教设计初衷。
so as the title says, what is the point of masking in web socket? I'm learning websockets through [RFC6455](https://datatracker.ietf.org/doc/html/rfc6455#section-5.3) and am still wondering why do we…
受众观点：① 有人直接点出掩码的主要目的在于防止恶意的 HTTP 缓存投毒攻击，避免中间缓存把 WebSocket 流量当作普通 HTTP 内容复用（@TomosLeggett, 3likes） ② 也有人给出 Security Stackexchange 的详细回答链接，引导楼主从安全社区的历史讨论中理解这一设计（@JontesReddit, 1likes）
展开评论
- @TomosLeggett (3): To prevent malicious HTTP cache poisoning attacks.
- @JontesReddit (1): https://security.stackexchange.com/a/113306
作者在多智能体 PPO 环境里复现实验时，发现基于 critic 的对抗攻击比基于 actor 的更强，与 Zhang 等人提出的 SA-MDP 论文结论相反，发帖求助是否自己实现有问题。
Zhang et al. paper's introducing the SA-MDP framework (2020) (state adversarial MDP) argues that an attack using the critic network (V(s)) is expected and supposed to produce a weaker attack than an…
受众观点：① 评论区有人把话题跑偏到吐槽 Zhang 这个姓在论文里太多，导致作者署名难以区分（@NeighborhoodFatCat, 2分） ② 也有人半开玩笑说“zhang et al 几乎做了所有 ML 进展”，反映大家对论文引用高度集中的调侃（@KnownJacket2536, 1分） ③ 后续评论继续围绕作者名单数量和署名辨识度展开，而不是讨论对抗 RL 本身（@NeighborhoodFatCat, 1分）
展开评论
- @NeighborhoodFatCat (2): This is going to be completely tangential to your question, but does anyone else think that there are way too many Chinese people sharing one last name to the point that it no longer matters in terms of distinguishability (esp. in terms of scientific publication)? *Zhang et al.*…
- @KnownJacket2536 (1): zhang et al made damn near every advancement in ML bro😭😭
- @NeighborhoodFatCat (1): [https://arxiv.org/abs/2605.26494](https://arxiv.org/abs/2605.26494) Just read the list of names of the authors. At this point I feel it's pretty much irrelevant who is who, who did what, etc. They can add like 500 more names on there and no one can even tell or care to check.
有人在学习 LoRA 论文时看不懂子空间重叠图的坐标含义，质疑放大图中 i、j 取值与原定义不符，怀疑论文图例是否存在标注错误。
I am studying the LoRA paper and have trouble understanding this figure. The function essentially measures how much of the subspace spanned by the top i vectors is contained in the subspace spanned b…
受众观点：① 楼主困惑于子空间重叠函数的定义与图中 i、j 取值不一致，尤其是放大图里出现 j=1 却 i>1 的情况（原帖） ② 有人猜测这可能只是论文中把 i、j 轴标反或文字描述写错的简单失误，而非概念问题（@IntelArtiGen, 1分）
展开评论
- @IntelArtiGen (1): Is it a mistake and they meant "i" instead of "j" for these two? If it's supposed to be a zoom of the first two figures, it's what I'd assume. "i" on the bottom, "j" on the left
作者分享自己写的一篇入门文章，尝试用更易懂的方式解释 world models 概念，并提出一个对不同世界模型方法进行分类的框架，向社区征求技术和表述上的反馈。
Hey ML community! I’ve been exploring world models and wrote a short article aimed at making the concept easier to understand. I also propose a framework for classifying different approaches and high…
受众观点：① 帖子目前还没有评论，说明社区对 world model 分类话题还没展开具体讨论（无用户名, 0分） ② 也没有人针对文中框架提出技术质疑或补充案例，反馈需求仍是空白（无用户名, 0分）
展开评论
- _无评论_
PlugThis 是一款专门生成 Chrome 扩展的 AI 工具，针对 manifest、content script 等浏览器扩展架构做了定制化支持。
PlugThis
受众观点：① 官方在评论里介绍团队背景，强调 Lovable、Bolt、v0 在 Web App 上很好用，但在处理 manifest、content scripts、service workers 等扩展特有结构时就力不从心（@PlugThis） ② 开发者好奇这类工具在“看到真实效果”的迭代闭环上怎么做，官方解释了如何在浏览器里渲染真实 UI 并模拟 Chrome API 行为（@PlugThis） ③ 还有用户分享自己最喜欢的用 PlugThis 做出的扩展案例，比如通过小游戏形式鼓励喝水和拉伸的 Touch Grass，体现出这个工具的创意潜力（@PlugThis）
展开评论
- @Overview (0): * [Reviews2](/products/plugthis-chrome-extension-generator/reviews) * [Alternatives](/products/plugthis-chrome-extension-generator/alternatives) * [Built with](/products/plugthis-chrome-extension-generator/built-with) * [Forum](/p/plugthis-chrome-extension-generator) * [Team](/p…
- @PlugThis (0): Maker 📌 Hey PH 👋 Udaya here, founder of [PlugThis](https://plugthis.ai). We're a team of four in Bangalore. Till last year we were building AI products for large enterprises. Then the AI builder wave hit, and tools like Lovable, Bolt, and v0 genuinely inspired us. I built web ap…
- @PlugThis (0): Maker [@md\_khayruzzaman](https://www.producthunt.com/@md%5Fkhayruzzaman) My current favourite is **Touch Grass** It was created by one of our users, its a very well thought and crafted game parading as a extension. Which rewards behaviour like drinking water performing stretche…
- @PlugThis (0): Maker
- @PlugThis (0): Maker [@akbar\_b](https://www.producthunt.com/@akbar%5Fb) Both are the right questions, so here's the honest answer with the edges included. **On the build to see-it-working loop:** an extension can't live in an iframe like a web app, so we don't fake that. What PlugThis does is…
Sim Studio 是一个开源、自托管的 AI 多代理工作流可视化编排平台，用画布方式连接上千种集成和多家大模型来部署生产级自动化。
Sim
受众观点：① 多代理工作流在代码里越写越乱，缺少统一可视化编排和部署路径的痛点（@Ulykbek, reviews） ② 对 Zapier、n8n 等传统自动化工具在 AI 场景下的局限不满，希望有“AI 原生 + 真开源 Apache 2.0”的替代方案（@Zapier, comment） ③ 生产团队担心被商业 SaaS 锁死，希望既有丰富集成又能自托管、可控成本和日志可观测性的平台（@Andrew, review）
展开评论
- @Overview (0): * [Launches3](/products/sim-studio#launches) * [Reviews2](/products/sim-studio/reviews) * [Alternatives](/products/sim-studio/alternatives) * [Built with](/products/sim-studio/built-with) * [Team](/products/sim-studio/makers) * [Awards](/products/sim-studio/awards) * More This i…
- @Ulykbek (0): •[32 reviews](/@ulykbek11/reviews) #### What's great Orchestrating multi-agent workflows quickly becomes a mess when handled purely in code, especially when maintaining complex sequential, parallel, or loop communication patterns. Sim Studio solves this by providing a unified vi…
- @Andrew (0): •[1 review](/@abcaslow/reviews) #### What's great I've been building agent workflows for a while and the thing that always killed me was how fast everything turns into crap once you go past two or three agents talking to each other. Sim fixes that. You get an actual visual canva…
- @Zapier (0): I used Zapier for years and it's fine for simple triggers, but it was never built for agents. Once you need branching based on model outputs or agents calling other agents, you hit a wall. n8n is better and I respect the project, but AI features there feel bolted on after the fa…
- @Sim (0): Maker 📌 👋 Hey Product Hunt! I'm Emir, co-founder and CEO of Sim. Today Sim is open to everyone, and I couldn't be more excited to share it ❤️ Sim started with a mess of our own making. Waleed (my best friend and co-founder) and I were prompting Claude to build sophisticated auto…
Scarlett. 是一款嵌入 Slack 和 iMessage 的 AI 同事产品，通过为不同任务路由到合适模型来协助团队在聊天环境中自动化工作流程。
Scarlett.
受众观点：① 团队希望在 Slack、iMessage 里直接调用 AI 减少应用切换，把设计、编码、文案等多模态任务集中在聊天入口完成（@Ulykbek, review） ② 对“按任务路由到不同模型”这种架构感兴趣，既想省钱又不想牺牲效果，关心底层如何选模型和计费（@Ulykbek, review） ③ 开发者关注统一 API 计费、后端存储和未来是否会扩展到向量数据库、外部工具编排等更复杂能力（@Vikram, comments）
展开评论
- @Overview (0): * [Launches5](/products/tryscarlett#launches) * [Reviews6](/products/tryscarlett/reviews) * [Alternatives](/products/tryscarlett/alternatives) * [Built with](/products/tryscarlett/built-with) * [Team](/products/tryscarlett/makers) * [Awards](/products/tryscarlett/awards) * More…
- @Ulykbek (0): •[32 reviews](/@ulykbek11/reviews) #### What's great Bringing an AI coworker directly into Slack and iMessage is a logical way to cut down on app-switching fatigue. Instead of jumping between dedicated browser tabs for Claude, ChatGPT, and design tools, your team can trigger mul…
- @Jamil (0): •[14 reviews](/@jamil6/reviews) AI Reels from Proven Viral Formulas is a short-form content creation tool designed to help users quickly produce Instagram-, TikTok-, and YouTube-style reels using pre-tested viral hooks, captions, and formats. It focuses on speed and engagement,…
- @Vikram (0): Passing API costs through a single source removes a lot of friction for developers, it keeps the focus on building instead of managing keys and billing. Great work [**Dan Sutera**](https://www.producthunt.com/@dansutera) this looks like a fantastic tool. any plans for native vec…
- @Vikram (0): [@dansutera](https://www.producthunt.com/@dansutera) Makes total sense, sticking to SQL like Hermes for speed is a solid architectural choice, Good luck with the launch today... Upvote (3) Report Share 10h ago [](/@luki%5Fnotlowkey) [Luki ](/@luki%5Fnotlowkey) Love the "right mo…
ConnectMachine 2.0 是一款 AI 数字名片和私密联系人助手，通过扫描名片或 LinkedIn QR 并记录会面内容，让你用自然语言回忆和检索见过的人。
ConnectMachine
受众观点：① 传统数字名片只解决交换联系方式，无法帮忙记住见面场景和承诺，导致联系人列表越来越乱（@Ulykbek, review） ② 频繁参加活动的人希望有工具自动做会后笔记、摘要会议内容，并在需要时按“场景/话题”而不是按名字来搜索（@ConnectMachine, maker） ③ 用户对“无公开动态流、完全私密的人脉上下文”这种设计感兴趣，希望工具专注在记忆和提醒而不是社交曝光（@ConnectMachine, maker）
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- @Overview (0): * [Launches2](/products/connectmachine-2#launches) * [Reviews1](/products/connectmachine-2/reviews) * [Alternatives](/products/connectmachine-2/alternatives) * [Built with](/products/connectmachine-2/built-with) * [Team](/products/connectmachine-2/makers) * [Awards](/products/co…
- @Ulykbek (0): •[32 reviews](/@ulykbek11/reviews) #### What's great Traditional digital business cards usually stop at contact exchange, leaving you with a bloated CRM or a messy address book. ConnectMachine 2.0 takes a more logical approach by treating contact management as a private context…
- @ConnectMachine (0): Maker 📌 Hey Product Hunt 👋, I am S.S. Rahman, co-founder of ConnectMachine. We're back: v2.0 is live today on iOS and Android. **What ConnectMachine is:** A private AI agent for the people you meet. Scan a business card or a LinkedIn QR, add a quick note, and it remembers who yo…
- @ConnectMachine (0): Maker
- @ConnectMachine (0): Maker [@md\_khayruzzaman](https://www.producthunt.com/@md%5Fkhayruzzaman) Thank you! The honest answer is: none of them alone. It's the links between them. People keep fragments. A face but not the name. "Someone promised me an intro" but not who. The person, but not what you pr…
ChatCut 是一款集成在 ChatGPT、桌面和网页端的 AI 视频编辑器，用文本指令自动完成剪辑、去除冷场和初步 B-roll，输出可继续精修的多轨时间线。
ChatCut
受众观点：① 许多创作者和企业都在做视频，但普遍讨厌繁琐的剪辑流程，希望 AI 能先完成粗剪和基础处理（@ChatCut, maker） ② 用户厌倦了很多 AI 视频工具只能输出“锁死”的成片，一旦想改细节就无从下手，更青睐能返回完整多轨工程的方案（@Ulykbek, review） ③ 做产品/发布内容的人希望通过文字描述意图，让 AI 先搭好结构、字幕和 B-roll，再自己微调节奏和故事线（@Andras Czeizel, comment）
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- @Overview (0): * [Launches2](/products/chatcut-ai-video-editor#launches) * [Reviews1](/products/chatcut-ai-video-editor/reviews) * [Alternatives](/products/chatcut-ai-video-editor/alternatives) * [Team](/products/chatcut-ai-video-editor/makers) * [Awards](/products/chatcut-ai-video-editor/awar…
- @Ulykbek (0): •[32 reviews](/@ulykbek11/reviews) #### What's great Text-based video modification is an efficient way to automate the tedious early stages of video production. ChatCut is practical because it doesn't trap you in a flat, uneditable output template like most basic AI video genera…
- @ChatCut (0): Maker 📌 I'm Alima, co-founder of ChatCut and award video producer. I’ve spent years producing ads, documentaries, and branded content, and editing was always the most painful part of the process. When we started building ChatCut, we thought we were building for editors. But pret…
- @ChatCut (0): Maker [@](https://www.producthunt.com/@alimastrickland)[@patrickkavanagh](https://www.producthunt.com/@patrickkavanagh) Thanks Patrick! Upvote Report Share 11h ago [](/@andrasczeizel) [Andras Czeizel](/@andrasczeizel) A lot of AI video tools feel impressive until you want to cha…
- @ChatCut (0): Maker