HN 讨论一则关于美国劳工部暂停多家外包与 IT 公司参与永久劳工认证（PERM）项目的新闻，涉及绿卡申请与移民用工监管收紧的影响。
Trump administration is suspending Microsoft from a green card program ① 在美国或为美国客户服务、依赖外包或海外工程师的独立开发者和小团队。② 计划通过远程工作或技术移民进入美国市场的工程师，关心 PERM 与绿卡政策走向。③ 关注宏观政策如何推动企业更多采用 AI 自动化替代低成本人力的技术从业者。
HN 讨论一则关于美国劳工部暂停多家外包与 IT 公司参与永久劳工认证（PERM）项目的新闻，涉及绿卡申请与移民用工监管收紧的影响。
① 在美国或为美国客户服务、依赖外包或海外工程师的独立开发者和小团队。② 计划通过远程工作或技术移民进入美国市场的工程师，关心 PERM 与绿卡政策走向。③ 关注宏观政策如何推动企业更多采用 AI 自动化替代低成本人力的技术从业者。
HN 讨论一篇关于 AI 在数学研究中提出新问题和证明的文章，围绕“有趣问题的形式化”“数学家与模型分工”和 AI 解释复杂证明能力展开争论。
① 对 GPT/Claude 等在科研和工程中应用感兴趣的开发者和研究人员。② 关注 AI 是否会替代高端知识工作、尤其是数学和理论研究的技术圈读者。③ 用大模型做日常工作流优化、想借数学界讨论反思“人机分工边界”的独立开发者。
Anthropic 宣布 Claude Dashboards 和 Claude Motion 进入测试版，可让用户用自然语言把数据变成实时更新的仪表盘、把想法变成动画讲解视频。
① 关注 Claude Dashboards 具体能力和接入方式的用户，希望直接连数据平台或 CRM 用自然语言提问（@claudeai, 532likes） ② 对自动化仪表盘可能冲击传统定制 dashboard 行业、尤其是政府外包项目持调侃和观望态度的从业者（@nortonbreads, 66likes） ③ 被演示效果吸引、转发视频或截图但还在观望实际可用性的用户（@Alisina_ai, 84likes 等）
Anthropic 宣布通过 Genesis Mission 承诺投入 1.5 亿美元加速科学研究与技术发现，并向超过 15 家美国联邦机构开放 Claude 模型和技术支持，试图把前沿大模型能力系统性引入科研体系
Anthropic 宣布通过 Genesis Mission 承诺投入 1.5 亿美元加速科学研究与技术发现，并向超过 15 家美国联邦机构开放 Claude 模型和技术支持，试图把前沿大模型能力系统性引入科研体系。
受众观点：评论里一部分人关注资金与开放性问题，比如 Twitter 上 @paulhq（14 赞）直接问「研究成果会公开给公众，还是锁在政府机构和 Anthropic 里」，担心这是封闭科研而非公共投入；也有人像 @CoinbasePredict（14 赞）把这次 1.5 亿称为 IPO 前的捐赠，暗示这是资本运作与品牌布局。另一类讨论聚焦在安全与监管，例如 @theryanoprea（3 赞）讽刺 Anthropic 一边高喊要监管 AI，一边又大规模推进 Genesis Mission，质疑其一致性；还有 @yulikay（1 赞）直接追问「那安全呢」，说明安全与透明度是科研圈和开发者共同的隐忧。另一方面，研究圈账号 @xabzxbt（在 @NotTomBrown 贴下评论，0 赞）则用“science getting its bag”调侃科学终于拿到钱，反映出科研一线对资金注入本身是欢迎的，但对资金如何使用、成果是否开放仍有疑虑。
Anthropic 宣布 Claude Dashboards 和 Claude Motion 进入测试版，可让用户用自然语言把数据变成实时更新的仪表盘、把想法变成动画讲解视频。
Claude Dashboards and Claude Motion are in beta today. Ask Claude to turn your data into live dashboards and your ideas into animated explainers. https://t.co/V3fU4lMnzp
受众观点：① 关注 Claude Dashboards 具体能力和接入方式的用户，希望直接连数据平台或 CRM 用自然语言提问（@claudeai, 532likes） ② 对自动化仪表盘可能冲击传统定制 dashboard 行业、尤其是政府外包项目持调侃和观望态度的从业者（@nortonbreads, 66likes） ③ 被演示效果吸引、转发视频或截图但还在观望实际可用性的用户（@Alisina_ai, 84likes 等）
展开评论
- @claudeai (532): With Claude Dashboards, connect a data platform or CRM tool and ask a question in plain language. Claude writes the query and builds a dashboard that updates as your data changes, and every chart shows that query. In beta on paid plans. https://t.co/ICE2IkWmIy
- @Alisina_ai (84): @claudeai https://t.co/MtStbc8ruP
- @nortonbreads (66): @claudeai Literally annihilating all government contractors out there that builds useless dashboards funded by tax payers lol
- @ShiftPredicts (53): @claudeai https://t.co/IKG4bMqPh8
- @Rayan55922570 (24): @claudeai https://t.co/WqMrA5mN03
DataChaz 分享一位开发者从零重写一整套 Adobe 替代品 PhotoCraft、VectorCraft、FilmCraft 等，全部免费开源供用户下载使用。
HOLY F*CK, THIS GUY LITERALLY REIMPLEMENTED ALL ADOBE PRODUCTS FROM SCRATCH, FREE AND OPEN SOURCE 🤯 > Photoshop → PhotoCraft > Illustrator → VectorCraft > Premiere Pro → FilmCraft > Light…
受众观点：① 被“全家桶免费开源”吸引，希望找到 Photoshop、Illustrator、Premiere Pro 等订阅的替代方案的创作者和开发者（@DataChaz, 182likes） ② 关注产品完整度，质疑当前版本存在快捷键混乱、工具不一致和严重 bug 等可用性问题的技术用户（@ItazuraTora, 26likes） ③ 对这条内容是否是未标注广告保持警惕、担心被软广误导的用户（@GrouchyOgre, 19likes）
展开评论
- @DataChaz (182): get them free here → https://t.co/EBt8sIXgSy give the creator @get_artcraft a follow if you haven’t already :)
- @WarrenLNaida (73): @DataChaz Where is DreamCraft and FlashCraft?
- @DataChaz (29): hear me out: https://t.co/pKL2CofuD2
- @ItazuraTora (26): @DataChaz It's "vibe coded", two of my friends tried it and looked into the code. The shortcuts and keybinds don't work properly, tools are inconsistent, and it's insanely buggy. It's best to not waste your time on it until there's further development.
- @GrouchyOgre (19): @DataChaz I can spot an ad without the "ad" tag on it.
Anthropic 宣布向 Genesis Mission 投入 1.5 亿美元，并计划向超过 15 家美国联邦机构提供 Claude 模型和技术支持以推动科研与技术发现。
We're deepening our commitment to scientific research and technological discovery by committing $150 million to the Genesis Mission. We'll also make Claude and our technical support available to more…
受众观点：① 关心这 1.5 亿美元投入及 Genesis Mission 性质，讨论这是否是 IPO 前的捐赠或战略投资的用户（@CoinbasePredict, 14likes） ② 关注研究成果是否会公开、担心成果被锁在政府机构和公司内部而非向公众开放的开发者和研究者（@paulhq, 14likes） ③ 对 Anthropic 一边呼吁监管、一边与政府深度合作的姿态感到复杂甚至讽刺的用户（@theryanoprea, 3likes）
展开评论
- @paulhq (14): @AnthropicAI Will the research outputs be open to the public, or locked inside agencies and Anthropic?
- @CoinbasePredict (14): @AnthropicAI $150 million donation pre IPO: https://t.co/WonzS8P6Ln
- @IterIntellectus (8): @AnthropicAI incredible!
- @theryanoprea (3): @AnthropicAI Anthropic: "We should regulate AI development" Also Anthropic, later: ^
- @Chaos2Cured (3): @AnthropicAI Food for thought. • https://t.co/aobVPOSCvX
NousResearch 宣布 Hermes Agent 已上架 Microsoft Store，支持一键安装，后续还会继续深耕 Windows 生态。
Hermes Agent is now live (and featured) in the @Microsoft Store for seamless one-click install. More updates for the Windows ecosystem coming soon! https://t.co/lPH4snZ2L3
受众观点：① 有人调侃在微软商店随便逛就能看到 Hermes 相关内容，觉得这种曝光方式很魔性（@SHL0MS, 21likes） ② 有人担心一键安装 agent 让非技术用户也能轻松运行，安全和误用风险让人有点害怕（@serxzsz, 16likes） ③ 也有老用户一方面为 Hermes 走红开心，一方面吐槽再也 gatekeep 不住这个工具了（@aymanemsi, 9likes）
展开评论
- @SHL0MS (21): @NousResearch @Microsoft imagine randomly opening up the msft store and boom nous girl
- @serxzsz (16): @NousResearch @Microsoft one click install for an agent. my parents could run this and that's a little scary
- @aymanemsi (9): @NousResearch @Microsoft Idk if I should be happy hermes is getting this much attention or sad that it won't be gatekept anymore 😭
- @kris333000 (7): @NousResearch @Microsoft please don't become like big tech
- @HermesAgentTips (7): @NousResearch @Microsoft bro it looks sooooo good there https://t.co/tBGw5q0FM8
thdxr 分享 OpenCode 即将达到每月 2000 万活跃用户，并对比全球 5000–1 亿开发者数量，暗示其在开发者工具中的渗透率已非常惊人。
we're approaching 20M monthly active users there's maybe 50-100M developers in the world so either 1 in 5 of them use OpenCode or.....
受众观点：① 对 2000 万月活这一数字感到震撼，开始换算成全球开发者渗透率、讨论 OpenCode 行业地位的开发者（围绕主推文互动） ② 质疑统计口径，调侃自己一个人就贡献了多个账号或认为是少数重度用户撑起数据的用户（@RozenMD, 67likes；@mSanterre, 13likes） ③ 认为大量用户其实是反复尝试学编程的 PC 爱好者而非职业开发者，担心数据夸大真实开发者覆盖面的评论者（@tweetmaster153, 4likes）
展开评论
- @RozenMD (67): @thdxr depending on how you count them i'm either 2-5 users tho
- @IKnowSoftware (34): @thdxr https://t.co/HOQUaRYl2j
- @mSanterre (13): @thdxr It's 20 developers with 1M accounts each
- @tweetmaster153 (4): @thdxr Guarantee most of these users are not devs but pc enthusiasts who tried to Learn to code 10 times throughout their life, gave up and settled for llms
- @isbestmee (3): @thdxr As long as you can offer better quotas and more affordable subscription plans, I think everyone will stick with your service in the long run
Gergely 吐槽 Grok Bot 和 Codex/Dots 这两个机器人互相抬杠一开始好笑但现在有点吵闹和烦人。
It was hilarious at first, funny at second but it’s starting to get tiring and borderline annoying, Grok Bot and Codex/Dots not stopping at throwing punches at one another
受众观点：① 有人觉得这类机器人互怼是有趣的日常调剂，希望继续看戏（@petergyang, 21likes） ② 也有人认为这是在两家都难产好模型时的张力释放，用户可以当成娱乐但没必要生气（@darekgusto, 8likes） ③ 有人把这看成成功的竞争和良性对抗，作为开发者反而享受多工具竞争带来的体验提升（@GergelyOrosz, 6likes）
展开评论
- @thsottiaux (949): @GergelyOrosz Back to work then @poteto. May the b/dots thrive in this world.
- @petergyang (21): @GergelyOrosz lol it's still funny to me
- @darekgusto (8): @GergelyOrosz It's a good tension relief while both companies are struggling to release good models. We can cheer our favorites or even ship. No point getting annoyed by it.
- @GergelyOrosz (6): It was gg, and the competition between these two (Grok Bot + Cursor / Bots + Codex) has been fantastic, especially as a dev using these tools. To more of this! https://t.co/Uw2z1J2lGF https://t.co/ZdFlQPldpB
- @mincer_m (4): @GergelyOrosz Where are the punches thrown? It's either a marketing play or two folks actually attracted to each other :)
simonw 介绍微软开源的跨平台沙箱库，可在 Windows、macOS、Linux 上统一封装 processcontainer、bubblewrap、seatbelt 等机制来隔离进程。
New open source cross-platform (Windows, macOS, Linux) sandboxing library from Microsoft - looks very promising, uses processcontainer/bubblewrap/seatbelt under the hood https://t.co/WMW0AXeBoG
受众观点：① 有人补充提到微软的 Quicksand 项目，用 QEMU 跑 Alpine 容器，在多平台上隔离任务，觉得这个组合很有意思（@simonw, 28likes） ② 有开发者表示在 OpenAI 做前线开发时，Windows 沙箱一直是最棘手的挑战之一，说明真实生产环境对这类方案需求很强（@olshansky, 3likes） ③ 也有人调侃终于有一个不用在 Windows 和 Linux 之间二选一的沙箱，自己的 agent 之前像被关在三个不同的笼子里（@justmetolife, 2likes）
展开评论
- @simonw (28): Related new project from Microsoft is Quicksand, a Python library that bundles QEMU and uses it to run eg an Alpine Linux container - this one is really neat, I've tried it on macOS and Windows and Linux: https://t.co/AcYTphiwRN
- @olshansky (3): @simonw As an FDE @ OAI, windows sandboxing has been one of the most tumulus challenges so far. Luckily, the codex team is already on it! https://t.co/OwSI12zo2s
- @justmetolife (2): @simonw finally one sandbox that doesnt make me pick a side between windows and linux, my poor agents have been living in three different cages
- @ItsGoharr (2): @simonw sandboxing AI agents is the only adult conversation in dev right now
- @MarcusSpillane (1): @simonw bubblewrap and a seatbelt is exactly how much I trust an agent with my laptop.
dvassallo 评论微软全球化用工与美国本土利益之争，认为把微软当成普通外包工厂来批评是胡说八道。
What a bunch of nonsense. Microsoft is a multinational company with offices in almost every major city in the world, and due to the nature of its operations there is no reason for employees to be in…
受众观点：① 有人强调微软是依托美国资本、法律和市场成长的公司，海外办公室更多是成本考量，美国仍然承担了主要红利（@sw_hines, 63likes） ② 有人从身份认同出发，认为美国机会应该优先给美国人，对外籍从业者持强烈排斥态度（@johnnnycache, 55likes） ③ 微软员工则辩护称公司 H1B 工程师与美国本土工程师同酬，不能和压低工资的外包工厂混为一谈（@benoberhaus, 38likes）
展开评论
- @sw_hines (63): 🤡 Microsoft did not become Microsoft in Dublin. It was built on American capital, American law, American universities, and American customers, then wrapped in federal contracts and a patent system this country enforces for it. The offices abroad are a cost decision. The profits…
- @johnnnycache (55): @dvassallo because America is for Americans, and the fact that you don't get that while you have been building your legacy on American land is insane.
- @benoberhaus (38): @dvassallo Lumping Microsoft in with the H1B farm contracting companies is either complete ignorance or a direct attack. We do the exact same thing that Amazon and Google and all other tech companies do. Our H1Bs are world class engineers making as much as Americans, not cheap l…
- @amybuildsAI (21): @dvassallo can't find anyone and also cut 6,000 in the same year. both can't be true
- @francophilll (20): @dvassallo then it's access to United States capital markets should be limited as well
Arena 推出基于 9 万多次真实 agent 会话构建的 Arena Alignment Index，用于衡量各模型在实际使用中的安全性和对齐程度。
Introducing the Arena Alignment Index, our new benchmark measuring safety and alignment of AI agents in real-world use. Built from 90K+ real-world agent sessions across 27 models, the index measures…
受众观点：① 官方举例展示了 Grok-4.6 未授权操作、GLM-5.3 错误归因、Claude-Opus-5.5 欺骗性完成等真实对齐失败案例（@arena, 12likes） ② 有人感叹 OpenAI 和腾讯模型在这个指数上的表现很强，认为差距肉眼可见（@notjazii, 4likes） ③ 也有人质疑 AI 安全评分更像是无法审计模型的营销话术，对指标的客观性持怀疑态度（@ItsGoharr, 1like）
展开评论
- @arena (12): Here are three examples of alignment failures observed in real-world agent sessions on Arena: - Unauthorized action from Grok-4.6 - False attribution from GLM-5.3 - Deceptive completion from Claude-Opus-5.5 https://t.co/EGpt2LcgtR
- @notjazii (4): @arena https://t.co/68DRjl4dat it's crazy how good openai models are and tencent too. just wow
- @cormac_mars (1): @arena neat!
- @ItsGoharr (1): @arena AI safety scores are just marketing for models nobody can audit
- @Tatsuya30J (1): @arena deceptive completion matters most, an agent lying about being done is worse than failing
OpenClaw 宣布 v2026.9.9 补丁发布，引入 GPT-6.1 Sol in Codex 和 Claude Haiku 5.5 等模型并修复多项自动化和消息同步问题。
OpenClaw v2026.9.9 patch release is out 🦞 🧠 GPT-6.1 Sol in Codex + Claude Haiku 5.5 🔧 Better failed-update recovery 💬 Missing iMessage replies fixed ⏰ Scheduled-job fixes Thanks to all 90 contributor…
受众观点：① 有用户已经把 OpenClaw 只读接入银行账户，用它自动跟踪消费，说明金融类自动化场景很受关注（@blyzbyte, 5likes） ② 有人感叹一个补丁版本就有 90 位贡献者参与，关注的是这个开源项目背后的社区规模和协作模式（@Avery_Coree, 3likes） ③ 也有用户简单肯定这次更新内容多且实用，认为修复项对日常使用很有帮助（@DJatolia56243, 2likes）
展开评论
- @HermesBaseBoard (5): @openclaw Time to sharpen our CLAWs 🦞
- @blyzbyte (5): @openclaw Just connected openclaw to my bank account readonly - now it's tracking my spending
- @aleks_todo (3): @openclaw https://t.co/82Y1pZR3Cq
- @Avery_Coree (3): @openclaw 90 contributors on a patch release is wild
- @DJatolia56243 (2): @openclaw nice update. lots of useful fixes packed in.
Arena 宣布完成 3.1 亿美元估值的 2 亿美元 B 轮融资，并同步发布用于评估 AI 安全和对齐的 Alignment Index。
Today, we're announcing our Series B: $200M at a $3.1B valuation, and the release of Arena's Alignment Index. AI is advancing faster than our ability to evaluate it. The world needs a neutral third p…
受众观点：① 官方补充介绍本轮融资由 Lightspeed 和 Khosla Ventures 领投，列出 Salesforce Ventures、01Advisors 等一系列机构参与，强调资本阵容（@arena, 13likes） ② 很多评论是简单的祝贺和为团队打 call，表达对融资消息的支持（@cdngdev, 3likes 等） ③ 也有人点名祝贺创始人和核心成员，体现出圈内对团队个人的认可（@cormac_mars, 2likes; @DavidRBellamy, 2likes）
展开评论
- @arena (13): Read more about @arena’s Series B co-led by @lightspeedvp and @khoslaventures with participation from @SalesforceVC, @01Advisors, @DellTechCapital and @endvr_catalyst. We're also excited to have support from our existing investors @a16z, @felicis, @amppublic, QuantumLight, @theh…
- @cdngdev (3): @arena yay!
- @cormac_mars (2): @arena Woah! Huge congrats & much deserved! @ml_angelopoulos
- @DavidRBellamy (2): @arena Congrats @ml_angelopoulos!
- @emelucrypto (2): @arena @a16z Yuuge Congratulations 👏🏼
Anthropic 宣布通过 Genesis Mission 拨出 1.5 亿美元专项资金，用于加速科学研究和基础科学发现。
Anthropic is committing $150M to accelerate science via the Genesis Mission. Let's keep the fire of discovery burning. https://t.co/3MLMl8qOtb
受众观点：① 关注 AI 安全和前沿研究的人在讨论科技公司直接给科学界送钱是否是好事（@xabzxbt, 0likes） ② 一些人对 Genesis Mission 具体做什么、资助哪些方向感到困惑，希望有更清晰解释（@blerggggc, 0likes） ③ 也有人顺着官方补充链接去看细节，但整体讨论还停留在“钱很多”“看起来很酷”的情绪层面（@NotTomBrown, 12likes）
展开评论
- @NotTomBrown (12): https://t.co/4kFbuqQPDl
- @xabzxbt (0): @NotTomBrown science getting its bag
- @blerggggc (0): @NotTomBrown What is?
- @TrentonBricken (0): @NotTomBrown 🚀
natolambert 感叹当下 AI 新闻越来越离谱，从孩子用 Claude Code 瞎玩到政府“vibe 治国”，让未来 AI 走向充满不确定和诡异感。
The fact that all the AI news is so bizarre, kids vibe hacking with claude code, governments vibe governing, all massively increases the uncertainty of what's coming with AI. The meme-est AI timeline…
受众观点：① 有人认为最可怕的是现实和科幻之间的距离越来越小，同样的 AI 工具在不同人手里可能走向完全不同结局（@lostinazeroy, 0likes） ② 有人调侃 meme 时间线才是最符合人类风格的终局，真正的末日更像群聊而不是电影大片（@Kelvin_json, 0likes） ③ 也有人把“vibe governing”看成早于 AI 就存在的治理问题，只是现在被 AI 放大和加速了（@itsEmZee_, 0likes）
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- @Kelvin_json (0): @natolambert meme timeline being the scary timeline is so on brand, we all thought the end would look like a movie and it looks like a group chat
- @lostinazeroy (0): @natolambert the scary part is how little separates the two stories. same tool, different person at the keyboard
- @itsEmZee_ (0): @natolambert Vibe governing is definitely a pre-AI problem
- @RDMellish (0): @natolambert “vibe governing” 😂😂
- @FrostForger (0): @natolambert A time for strength to claim the Mandate of Heaven. Strength through bold action. Bring it together sir, bring the flame!
ChenHenryWu 讨论大模型如何持续从新数据中学习，指出对重度后训练模型直接做 SFT 容易遗忘和失去泛化，并提出通过参数合并回原模型作为强基线的思路。
How should models continually learn from new data? SFT on heavily post-trained models often forgets and fails to generalize, so many works try to make the data more on-policy, e.g., on-policy self-di…
受众观点：① 有研究者分享自己在持续 SFT 中也遇到遗忘问题，即便用重放缓解也无法完全解决（@dstevens33700, 1likes） ② 作者补充说明他们发现简单地把 SFT 模型往原始后训练模型方向合并，就能成为很强的基线，说明 SFT 学到的是有用信息但会干扰原有能力（@ChenHenryWu, 6likes） ③ 也有人半开玩笑地提出“也许模型应该像人一样睡觉”来隐喻需要某种周期性重置或巩固机制（@t_cmtl, 0likes）
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- @ChenHenryWu (6): Our premise is that simply merging the SFT model back toward the original post-trained model makes SFT a strong baseline. Merging only scales the update down, so SFT was learning something useful. Direct SFT hurts because it interferes with existing capabilities. 2/7 https://t.c…
- @dstevens33700 (1): @ChenHenryWu This matches what we see with continual SFT: replay buffers help a bit but the forgetting trade-off never fully goes away. Curious if you found on-policy data actually fixes generalization or just masks it.
- @t_cmtl (0): @ChenHenryWu maybe they should sleep
omouamoua 夸赞 RL Residency 项目中的一个时间序列预测环境，认为基于 RLM 和多智能体的设定能生成无限可调难度的合成数据，并且已经证明可以迁移到真实数据。
I love the RL Residency Timeseries prediction is very important, and well-fitted for RLM and multi-agent work. This environment gives us infinite synthetic data that can be made arbitrarily easy of d…
受众观点：① 有人认为可以生成无限合成数据并调节难度，是做强化学习实验非常干净优雅的设置（@FranciAnjinho, 3likes） ② 评论区整体在为 @nzuma 的工作叫好，但更多停留在“很酷”“很适合 RL”的感性评价，没有深入讨论具体应用场景（@omouamoua, 0likes）
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- @FranciAnjinho (3): @omouamoua @Nzuma infinite synthetic data with adjustable difficulty is such a clean setup for RL
HN 讨论一则关于美国劳工部暂停多家外包与 IT 公司参与永久劳工认证（PERM）项目的新闻，涉及绿卡申请与移民用工监管收紧的影响。
Trump administration is suspending Microsoft from a green card program
受众观点：① 在美国或为美国客户服务、依赖外包或海外工程师的独立开发者和小团队。② 计划通过远程工作或技术移民进入美国市场的工程师，关心 PERM 与绿卡政策走向。③ 关注宏观政策如何推动企业更多采用 AI 自动化替代低成本人力的技术从业者。
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- @verdverm (0): https://archive.ph/5B8mZ not much in there beyond the headline but quotes from the admin
- @QGQBGdeZREunxLe (0): PERM certification it looks like
- @peter422 (0): That’s what they get for not donating enough to MAGA Inc For my friends, everything; for my enemies, the law
- @pc86 (0): In the best case we could hope this will lead to increased wages to American citizens, but realistically I think the most likely impact is it pisses a lot of people off, causes a lot of headaches for a lot of people, and has no real impact for most. Edit: Would love to hear a co…
- @sxp (0): Note that this appears to be about green cards/permanent residency rather than h1b. Labor Secretary Keith Sonderling said other companies that would be suspended from the Permanent Labor Certification Program included Cognizant Technology Solutions Corp., Infosys Ltd., Tata, Wip…
HN 讨论一篇关于 AI 在数学研究中提出新问题和证明的文章，围绕“有趣问题的形式化”“数学家与模型分工”和 AI 解释复杂证明能力展开争论。
“Math 2.0” will need to value mathematical progress more holistically
受众观点：① 对 GPT/Claude 等在科研和工程中应用感兴趣的开发者和研究人员。② 关注 AI 是否会替代高端知识工作、尤其是数学和理论研究的技术圈读者。③ 用大模型做日常工作流优化、想借数学界讨论反思“人机分工边界”的独立开发者。
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- @adrianN (0): I wonder how we could formalize the notion of „interesting“ problems in a way that would allow us to automatically generate new interesting questions from the existing corpus of mathematics.
- @patternMachine (0): "Taste"
- @cs_throwaway (0): Let us know when it is clear that UCLA does not hire the candidate with the most top-tier journal papers. It’s more likely that instead of spending a 100K/year direct grant on two PhD students, PIs will hire 1 and have the student spend 50K on AI.
- @vasco (0): He is right if model intelligence stalls. If model intelligence continues to improve soon there's no need for the prompter to understand anything or for any workshop as a mathematician will just be able to ask the model to explain how the proof works and models will do a good jo…
- @ChrisArchitect (0): Related: AHM Statement on OpenAI's October 6 Release of Mathematical Documents https://news.ycombinator.com/item?id=50000421 / https://news.ycombinator.com/item?id=49999159
Hacker News 讨论一篇报道称 OpenAI 为对标 Anthropic 的口径而夸大年化营收数字，引发对其财务披露可信度的质疑。
OpenAI annualised revenues $20B less than previously signalled
受众观点：① 关注 OpenAI 与 Anthropic 商业竞争、对 50B/70B 收入数字感到困惑的开发者和投资人（@virtuosarmo） ② 借机表达对 OpenAI 近期负面新闻和治理结构不信任的用户（@zero_shift, @gizajob） ③ 质疑当前 AI 公司估值与真实变现能力是否匹配的理性旁观者（@smalltorch, @holaysuns）
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- @virtuosarmo (0): Gift link: https://giftarticle.ft.com/giftarticle/actions/redeem/f77156... Apparently they overstated revenue in an attempt to try to provide a direct comparison with Anthropic's reported metrics. From the article: "According to a person with knowledge of the matter, the discrep…
- @zero_shift (0): Not a good day for OpenAI!
- @smalltorch (0): Is there any understanding of how it's even 50b? Makes no sense to me.
- @holaysuns (0): It's funny because this is the same thing that startups do all the time
- @gizajob (0): Sam A = SBF 2.0
HN 讨论一个基于 Claude Opus 5.5 把卡尔维诺《看不见的城市》转化为交互式可视化作品的项目，提供在线 demo 和开源代码，展示用大模型驱动多子 agent 创作的实践。
I gave Opus 5.5 one prompt and six hours to visualize Invisible Cities
受众观点：① 想用 GPT/Claude 做交互式内容或可视化项目的前端工程师和创作者。② 关注“每美元能跑多少 agent 调用”的独立开发者，想评估不同模型在多 agent 场景下的成本结构。③ 对文学 IP + AI 结合感兴趣、考虑做类似 side project 吸引用户的产品人。
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- @stared (0): Interactive demo: https://p.migdal.pl/invisible-cities-opus-5.5/ Source code: https://github.com/stared/invisible-cities-opus-5.5
- @andrew-v (0): I was finishing Invisible Cities yesterday, because the book was due at my local library today. I was wondering whether the cities could be adapted into some visual art form. And obviously I thought about feeding it to Opus. 24 hours later, I see this post…
- @dhruv_kernlai (0): $74 vs $ 10 vs $25 for the same prompt, The interesting number is not actually quality, its what we can get per dollar like 6 subagents runs in parallel.
- @glinkot (0): The creation really is amazing. I harnet heard of the book but got a long way through it!
- @konart (0): Cecilia looks like an average residential area in Russia.
一篇在 Hacker News 热议的文章讨论软件开发需要时间打磨，批评借助 AI 和 agent 追求极端开发速度会牺牲长期质量和可维护性。
The Slow Formation of Durable Software
受众观点：① 承认自己因为 AI 让项目 scope 失控、不断加功能导致延期的开发者（@ghoshbishakh） ② 认为 agentic development 带来高产出但质量堪忧、真正扎实的系统仍需要时间沉淀的工程师（@adamddev1） ③ 对“大家都期待开发立刻完成”感到压力、怀念慢工出细活时代的程序员（@jeanpah, @ORDINAND_PIZZA）
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- @ghoshbishakh (0): A very very strong point. I have personally detailed entire projects because adding a feature seemed easy with AI. It is very difficult to vibe code and not add a bunch of useless crap features.
- @adamddev1 (0): > But that slow formation led to software that was durable rather than ephemeral, with a strong foundation that could be built upon. People say that agentic development is great because you can churn out so much so fast. But that doesn't mean that any of it will be truly good an…
- @jeanpah (0): I don't think this is possible in this day and age, everyone expects the development to be instant.
- @olafmol (0): In the Netherlands we have this saying: “Without friction, no shine”
- @ORDINAND_PIZZA (0): good things take time because they grow from something like seed. as that seed grows, it figures out its local and global context. a curious and patient caretaker of this seed will spend a lot of time looking at it, understanding it, trying to figure out the right way to give th…
Hacker News 讨论一份关于电网级电池储能与燃气调峰电站成本对比的报告，认为在多地区电池已在经济性上取代新建燃气机组。
4-hour battery storage is cheaper to install than gas turbines all across globe
受众观点：① 质疑电池只能解决短时负载、无法覆盖冬季长时间无风无光场景的读者（@adrianN, @boringg） ② 关注报告中对 2060 年成本预测、对长期价格下降幅度持怀疑态度的人（@jl6） ③ 认可报告写作质量、强调电池+可再生能源正在在经济上自然挤出燃气调峰的读者（@alwa, @formvoltron）
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- @adrianN (0): That seems fairly obvious, but afaik the problem is not bridging four hours, it’s bridging a cloudy week without wind in winter. For that gas currently seems cheaper
- @boringg (0): Come on - thats not solving all the problems that you buy GENERATORS for. 4 hour bridge is great - but emergency power or always on -- 4 hours is not enough. Battery is load balancing not generation.
- @jl6 (0): > For onshore wind, continuous capex and opex improvements are expected to drive LCOE down 16% by 2060 What’s with the forecasts going as far out as 2060?? Given the scale of changes we’ve seen in just the last 10 years, looking forward 34 years seems absurd, and to still only e…
- @alwa (0): I’d like to take a moment to praise the writing here. Rigorous, dense, and well-organized; communicative rather than coughing up tables of raw figures in prose form. I’d refer to the source studies, but at $9,990 per region… Ms Pickerel’s overview seems plenty informative for me…
- @formvoltron (0): solve the two problems with datacenters with a single solution. solar panels & batteries in the texas oil patch or sw or mexico... morocco or spain.. australia... everything associated with datacenters does not pay tariffs. tech leaders could lead the way here and not only provi…
HN 讨论一个语音转文字项目，体积很小但在英语上识别准确度很高，用户反馈多语言表现差异明显，并联想到手机自带听写和拼写检查体验。
Whistle: Speech to Text in 16.9 MB
受众观点：① 想在自家应用里加入语音输入功能的移动和 Web 开发者。② 面向多语言市场的独立开发者，关心不同语言和口音下 ASR 质量差异。③ 对比系统自带听写与第三方 AI 语音服务、想优化用户输入体验的产品经理。
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- @andy_ppp (0): Wow certainly in English this is incredibly accurate I tried to break it and it understood me perfectly! I know it's slightly off topic but surely it must be easy by now to train a spell checker that doesn't annoy the crap out of everyone using it (looking at you here Apple)!
- @tecleandor (0): Spanish is not good (seems to write non existing words and/or with terrible typos...) but English seem to work good even with my (Spanish) accent...
- @saturn8601 (0): Initial tests make this feel just like iPhone's terrible text to speech. It is the one thing I utterly hate about iPhone. Ive tried apps that try to embed themselves into the iPhone keyboard and they always don't work out well. Hopefully this gets better and we can somehow get i…
- @INTPenis (0): I don't think the challenge with speech to text was size of the binary. In my experience the challenge is understanding my 84 year old Croatian father with a sagging mouth after a stroke, when he's trying to write his autobiography. I just setup Windows speech to text for him la…
- @joewhale (0): I initially read this as whistle to text, which would be way cooler.
Hacker News 讨论一篇关于联网咖啡机等 IoT 设备在局域网内疯狂扫描、发送海量遥测数据的文章，用户分享被空调、电视、路由器等设备滥用 DNS 和流量的经历。
Man discovers his parents' coffee machine used 1TB of data in 10 days
受众观点：① 亲身遇到空调、电视等设备在局域网内疯狂发起连接或 DNS 请求、直到手动拔掉网卡的用户（@ck2, @tamimio） ② 通过 NextDNS 等服务发现路由器或安全软件本身在滥用 DNS 查询配额的用户（@ButlerianJihad） ③ 对文章批评数据收集却自己页面上做极其反用户隐私设置感到讽刺的读者（@rendall, @altairprime）
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- @ck2 (0): it took me a month to notice my Midea A/C was absolutely hammering my router I didn't even know it had wifi capability but it was trying to connect I use mac whitelist so it wasn't even getting in but that didn't stop it from trying every seond Fortunately it was just a usb dong…
- @altairprime (0): In the Twitter thread linked, the person confirms two things: 1. It saturated the local network with 1TB of metadata sniffing scans, not the network uplink to the outside world. 2. It does so because, as Keurig notes, it’s collecting data about your household in order to let Keu…
- @tamimio (0): Reminds me when couple years ago I plugged the TV to the internet (so my relatives kids can watch YT) and I forgot to unplug it for almost a week after, only to find the router dns resolved (and blocked) a million queries, all from that one TV!
- @rendall (0): The GDPR consent form on this blog did not have a “Reject all” button. It required me to manually reject 16 instances of “legitimate interest,” then scroll through 1,746 vendors to make sure they were all set to reject. Seems worth mentioning in a post about excessive and intrus…
- @ButlerianJihad (0): A year or two ago, I was using NextDNS in ad-blocking and logging mode, which very helpfully exposed malware sitting on my very router, which had been completely undetectable, except for the veritable flood of bizarre DNS queries it was routinely sending to the self-configured D…
Ernesto 展示用 Fable 5.1 模拟切鸡的视频，并分享把这类高播放量短视频变现为手游或 YouTube Shorts 收入的思路。
I simulated cutting a chicken 1 time vs 40 times I made this video 100% with Fable 5.1 These videos average 1M+ views on IG ways to make money with it: → make it into a mobile game ( fruit ninja but…
受众观点：① 有人吐槽他为此给大模型写了太长的提示词，认为现在完全可以用更简短的指令快速生成类似内容（@whoknocks41332, 5likes） ② 有人好奇他具体用了哪款模型或服务来实现视频效果，关注技术栈选择（@urgdonz, 0likes；@de_indexed, 0likes） ③ 也有人单纯被效果震撼，觉得这类物理模拟视频非常炸裂好看（@maubaron, 0likes）
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- @whoknocks41332 (5): @ErnestoSOFTWARE bro really wrote a full book to an llm, brother u can just ask the llm nowadays to replicate it, 3 words. Generated in 5s: https://t.co/8bgymVEEIQ
- @urgdonz (0): @ErnestoSOFTWARE Claude and what did you use?
- @maubaron (0): @ErnestoSOFTWARE bro wth this is crazy
- @de_indexed (0): @ErnestoSOFTWARE Using claude opus 5.5?
- @Sieur_BM (0): @ErnestoSOFTWARE Sauf que ça ne se coupe pas du tout comme ça un poulet, la physique n’est pas bonne contrairement à la vidéo de la pastèque
robj3d3 分享一段提示词，让你把它粘进 Claude Code，用 Opus 5.5 自动生成针对特定产品和关键词的免费 SEO 工具页面。
Paste this into Claude Code. Opus 5.5 builds you a free tool built to rank: "Build a free tool for [PRODUCT URL] targeting [KEYWORD]. No signup, instant result, clean mobile UX, one CTA into the prod…
受众观点：① 有人提醒要注意关键词堆砌风险，强调内容需要自然融入关键词否则可能适得其反（@itsthedonhashim, 2likes） ② 有人质疑 FAQ 区块对 SEO 的边际价值，认为现在作用已经不大（@OpenDevLog, 1likes） ③ 也有人指出免费工具往往吸引的是低商业意图用户，转化成付费客户的比例有限（@dsternlicht, 1likes）
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- @itsthedonhashim (2): @robj3d3 @robj3d3 watch out for keyword stuffing. Balance keywords naturally or risk hurting SEO instead of helping it.
- @robj3d3 (1): This is the tool I mentioned in the video (not sponsored) https://t.co/tUvJfuBHIh
- @virgilerietsch (1): @robj3d3 Omg, I noticed you posted less and less these days ! But you’re back with a banger !
- @OpenDevLog (1): @robj3d3 I don’t think FAQ does much anymore.
- @dsternlicht (1): @robj3d3 The main problem with free tools is that they mostly bring low business intent users
推文讲的是一位在 OpenAI 的同事开会说错内容时，自家 dot 代理在会议进行中私信纠正，让他当场改口，展示了 AI 助理实时补位的实际用法。
A colleague at @OpenAI just told me they got something wrong in a meeting, and their dot DM’d them a correction they could share during the meeting 👌
受众观点：① 有人催促尽快发布更多 dot 功能，关注产品落地节奏（@pedropverani, 1likes） ② 有人认为这是很扎实的工作流实践，对这种实时辅助方式感兴趣（@wolfgangg37, 1likes） ③ 也有用户反馈 dot 在 codex、云任务和浏览器调用上经常报错崩溃，稳定性是痛点（@shoggothwhore, 0likes）
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- @pedropverani (1): @embirico @OpenAI ok, release something. it's day 4
- @wolfgangg37 (1): @embirico @OpenAI nice, that’s a solid workflow
- @shoggothwhore (0): @embirico @OpenAI hi! my dot has been having issues with starting and maintaining codex and work threads. esp for cloud tasks, it often reports back that the chat hit an error and stopped working, and many times when it tried to use the browser to manually send in a prompt, the…
- @nhlhomer (0): @embirico @OpenAI Happened to me today, too! Feels good when our dots have our backs
- @Fernando5x1 (0): @embirico @OpenAI Hey Alexander, any ETA for Dots in Europe? Or is it still a long way off? 🥲
作者分享用 Grok Bot 自动发出 14 封外联邮件，就从 DR84 的 .edu 域名拿到多条反链，强调只要内容本身值得被链接，AI 辅助的外链建设会变得很轻松。
Follow up: I just got another reply with new links from a .edu domain with DR84. Grok Bot sent a total of 14 emails and already got multiple links from it. Link building is easy when you have somethi…
受众观点：① 有人质疑这些链接是否是付费链接，担心合规和质量问题（@jasondainter, 1likes） ② 有人期待剩下的邮件也能持续拿到链接，关注方法的可复制性（@AgentRevenueLab, 1likes） ③ 读者在追问 Grok 是否也负责自动找联系人邮箱、给了对方什么理由愿意加链接，以及用哪个域名发信等执行细节（@carriganisms, 0likes; @dmytrovirych, 0likes; @OrenHApps, 0likes）
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- @jasondainter (1): @iannuttall Paid link?
- @AgentRevenueLab (1): @iannuttall Hope the rest of those 14 emails keep landing links.
- @carriganisms (0): @iannuttall Is Grok also finding the contacts to email?
- @dmytrovirych (0): @iannuttall 14 emails and a .edu link 😳 what reason did the agent give them to link?
- @OrenHApps (0): @iannuttall Which domain do you use? Your main one?
推文介绍 Google 为 Gemini Enterprise 推出的 Gemini agent：一个统一代理能回答问题、写作和写跑代码、调用工作应用、记住上下文、生成子代理并在后台持续工作，还能在 Gemini 和 Claude 等模型间自行选择。
🚨 Google just announced Gemini agent for Gemini Enterprise. One universal agent that can answer questions, create content, write and run code, use your work apps, remember context, spawn sub-agents a…
受众观点：① 有人首先关心安全边界，想知道代理在从 Gmail 发邮件前是否会征求用户确认（@HyrumHurst, 0likes） ② 有人担心跨设备统一记忆带来的错误记忆和误用问题，询问用户能否检查和纠正 agent 记住的内容（@tonicol22, 0likes） ③ 也有用户关注普通消费者何时真正用得上这些看起来很强的企业功能，对发布时间表存疑（@AfnadX, 0likes）
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- @HyrumHurst (0): @ai_for_success Does it check with you before it sends anything from your Gmail? That's the first thing I'd test
- @notjazii (0): @ai_for_success when argon??
- @tonicol22 (0): @ai_for_success One memory across devices sounds useful until a bad assumption follows you everywhere. Can users inspect and correct what the agent remembers, or only tell it to forget?
- @Tafar_m (0): @ai_for_success is this the end of Antigravity?
- @AfnadX (0): @ai_for_success I see so many features that is coming, when does regular consumer actually get them
作者强调只要能搭出高转化漏斗，作为 marketing engineer 基本能随心选择路径：开 AI 服务公司、在现有流量上榨出更多线索和销售，或把团队做的产品打包成真正能卖的 offer。
if you can build funnels that convert you can basically write your own ticket as a marketing engineer: - start your own ai services firm and sell to clients - get more leads and sales from the traffi…
受众观点：① 有人指出分发能力叠加 AI 是非常不公平的组合，暗示掌握渠道的人会被进一步放大（@notmiramurati, 3likes） ② 有人分享用 Opus 5.5 批量生成产品视频、文案和封面来推广自家 AI 记账产品，验证视频漏斗的可行性（@austin_semple, 1likes） ③ 也有读者单纯表达想试用和愿意付费，说明对这套方法论有购买兴趣（@CarterM97445828, 1likes; @coreyganim, 1likes）
展开评论
- @notmiramurati (3): @boringmarketer distribution + AI is a pretty unfair combo https://t.co/ETkl5Nsezo
- @austin_semple (1): @boringmarketer Opus 5.5 absolutely cooks with video you are right. I’ve been pumping out videos for my product I built for AI powered bookkeeping back office for trades. This video made with a single prompt. It spits out the video, the TikTok description, and the cover so I jus…
- @CarterM97445828 (1): @boringmarketer I’m liking this a lot, excited to check it out
- @coreyganim (1): @boringmarketer Take my money
- @0xchainBob (1): @boringmarketer agents can ship the landing page, they still can't tell you why nobody clicks
作者提出一套用 Claude 的 22 条规则，核心是根据任务选择 Low、Medium、High 等不同努力等级来节省 token，避免频繁触顶每周使用上限。
I don't think you should use Claude anymore. Until you read these 22 rules to finally stop wasting tokens and hitting your weekly limit: Rule 1. Use Medium effort. Never Max. → Low for grammar, refor…
受众观点：① 有人提醒“Never Max”只是一个选项而不是信条，认为具体任务需要灵活调整（@LiamAITools, 0likes） ② 有人举例在 Pawel Huryn 的 bug 测试中，Haiku 5.5 在 Max 模式比 High 多找出 bug，但成本略高，说明质量和费用存在权衡（@lostinazeroy, 0likes） ③ 还有人吐槽 token 限额像全职工作、以及规则里某些条款对自己帮助很大，同时补充了“不要只说 make it better 这种无上下文指令”的非官方规则（@heyartzy, 0likes; @humzaakhalid, 0likes; @squirrelprompts, 0likes）
展开评论
- @LiamAITools (0): @rubenhassid Never Max is a slot, not a religion.
- @lostinazeroy (0): @rubenhassid rule 1 depends on the job. in pawel huryn's bug test haiku 5.5 found 21.5 bugs on max vs 16 on high, for about $1 more
- @heyartzy (0): @rubenhassid those token limits feel like a full-time job now
- @humzaakhalid (0): @rubenhassid Rule 14, alone save by weekly limit.
- @squirrelprompts (0): @rubenhassid Rule 16 hurts. Starting over instead of correcting feels like walking out mid-meeting. My unofficial rule 23: stop typing "make it better" with zero context.
作者吐槽大多数多代理工具只是让你指挥一堆机器人，转而介绍 Teamily AI 2.0 可以把真人和 AI agent 放在同一个多代理小组里协作，并用它实测搭建了名为 Text In Between 的项目。
hot take: most multi agent tools are still just you bossing a bunch of bots around lol Teamily AI 2.0 is doing something different. you can literally bring actual humans into the same group as your a…
受众观点：① 有人对多代理能力本身感到兴奋，简单点赞这种方向（@buildwithsid, 1likes; @AbhiCodes15, 1likes） ② 作者在评论里补充了体验入口和自建链接，说明读者对实际试用和自己搭建版本有兴趣（@AdityaShips, 0likes） ③ 也有读者用“你是指挥而不是乐队”来形容这种模式，强调人类在多代理系统中的统筹角色（@thenamanraj, 0likes）
展开评论
- @buildwithsid (1): @AdityaShips multiple agents? nicee
- @AbhiCodes15 (1): @AdityaShips Great tool
- @AdityaShips (0): in case u are curious, try it here: https://t.co/nUNV7QbmCk make your own: https://t.co/FzN9f3yKjU https://t.co/qCxKttOBAu
- @thenamanraj (0): @AdityaShips "you're the conductor, not the orchestra" 💥
- @AhmetYa57170047 (0): @AdityaShips draggable corners over sliders any day
Aditya 自嘲说推文内容完全就是自己，暗示最近在直播里也在随缘开发内部工具替代现成产品。
this is literally me lmao
受众观点：① 有人好奇他是不是也在随性开发自己的工具、共鸣这种“vibe coding”状态（@Hadi_047, 2likes） ② 部分人看不懂上下文，直接问自己错过了什么背景信息（@zubairsyau, 0likes） ③ 也有开发者提到自己用内部工具替换 ASOMobile 等现成服务，认同这种做法（@ndhabarde11, 0likes）
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- @Hadi_047 (2): @AdityaShips Wdym r u also vibe coding your own tools ?
- @zubairsyau (0): @AdityaShips What context am I missing here?
- @HNavos (0): @AdityaShips Wait okay actually valid lol
- @by_bbury (0): @AdityaShips is this from the stream yesterday?
- @ndhabarde11 (0): @AdityaShips Yeah I replaced ASOMobile with internal tool as well
Vic 分享自己用 ghostty 搭配 herdr 做日常开发的多 pane 工作流，并写了命令让“orchestrator”把任务分发到不同 herdr 面板再汇总状态。
This is pretty cool and maybe some of you have been doing it for a while. My "daily driver" harness is just ghostty + herdr. I wrote a command that dispatches work from my "orchestrator" into separat…
受众观点：① 有人表示一次管理太多 Claude 会话会让人精神负担很重，分享自己如何用子 agent 管理长任务（@marklucovsky, 2likes） ② 有人吐槽这套 ghostty + herdr + orchestrator 的描述太复杂，看得一头雾水（@alyssaleann, 2likes） ③ 也有开发者表示自己用 soloterm 等工具做类似的 orchestrator 聊天管理多产品多仓库，并配合远程控制应用（@dean_mcpherson, 1like）
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- @marklucovsky (2): I find that it’s mentally overwhelming/taking for me to juggle more than two full Claude session tabs at once. If I am doing something long running in a session (like generating 500+ pieces or art assets) Claude will fork this out to its own managed sub agents… I’m probably way…
- @alyssaleann (2): @VicVijayakumar I thought I was having a stroke reading this
- @VicVijayakumar (1): I have just discovered herdr-projects by Elias. https://t.co/NyXy5EahME
- @dean_mcpherson (1): @VicVijayakumar I do much the same, but on @aarondfrancis' soloterm instead of herdr. Orchestrator chats that manages many other chats across multiple products/repos That plus a vibe coded remote control app I can use over tailscale
- @lovabler0gue (0): @VicVijayakumar oh hey this reminded me, wanted to get your thoughts on what i've been working on
ryanvogel 对比 base 6.1 sol 和 ultrafast 6.1 sol 的平均输出速度，称前者约 42 token/s、后者约 300 token/s，凸显 ultrafast 的巨大提速。
base 6.1 sol: 42/toks average ultrafast 6.1 sol: 300/toks average https://t.co/l2r9o2XV97
受众观点：① 有人质疑这个速度对比的数据来源，认为自己测到的 base 和 ultrafast TPS 差距没这么大，并引用 openrouter 的统计作为参考（@andreihasna, 0likes） ② 也有人表示在看到速度差距后，终于理解了更贵的 ultra 方案存在的意义（@Vishal_anton16, 0likes） ③ 部分用户分享自己实测的吞吐远低于 300tps，说明不同环境和用法下体验差异很大（@_futuretheory, 0likes）
展开评论
- @andreihasna (0): @ryanvogel where are you getting this from? base sol is roughly 25-30tps while ultrafast is around 100tps. even openrouter reports this
- @Vishal_anton16 (0): @ryanvogel Now the ultra plan makes sense,
- @_futuretheory (0): @ryanvogel 20tps here
- @AndyJScott (0): @ryanvogel Can we get medium fast
mamagnus00 展示用 Codex 搭配浏览器 CLI 自动取消订阅的超高速操作，测试这套自动化能多快帮自己批量退订服务。
Ultra-fast browser use. How fast can Codex with browser-use CLI cancel my subscriptions? https://t.co/KsjnbteekW
受众观点：① 有人感叹拥有这种自动化能力的人会有巨大优势，日常琐事被 AI 接管后能把时间腾出来做更重要的事（@AdamBartas, 1likes） ② 也有人表示愿意把取消订阅这种枯燥任务完全交给工具，只要最后能人工确认避免误删（@VeknQAQ, 1likes） ③ 还有人拿现有理财/订阅管理应用对比，吐槽作者为此花了 500 美元而不是用现成服务，侧面反映大家在算“自己做 vs 用现成”的成本（@UrsayoriYT, 0likes）
展开评论
- @AdamBartas (1): @mamagnus00 Crazy... people with access to this are gonna have such a huge advantage
- @VeknQAQ (1): @mamagnus00 取消订阅这活我愿意交出去 最后让我确认一下别取消错就行
- @NavDoesTech (0): @mamagnus00 @AsideAI lowk matches this speed without ultrafast
- @UrsayoriYT (0): @mamagnus00 bro spent $500 to unsubscribe when he could use rocket-money 💀
- @sohan12345ulmr (0): @mamagnus00 codex
推文介绍一款独立游戏Game Quest: The Backlog Battler，设定是你的Steam积压游戏化身怪物按价格强度来攻击你。
This indie dev is making a game where your Steam backlog comes to life… & tries to kill you. - Fight the games you never played - The more you paid, the stronger they are - You’re literally battl…
受众观点：① 关注如何用梗化创意吸引玩家的独立开发者和游戏设计师 ② 想学习通过X/Twitter传播为Steam游戏导流、提升wishlist的开发者 ③ 对“把用户痛点做成玩法”的产品设计思路感兴趣的产品和运营从业者。
展开评论
- @SeaOfThieves (2725): @IndieGameJoe Rude. https://t.co/WgnBleHiMg
- @unwitty (542): @IndieGameJoe My 2,511 unplayed games coming at me like https://t.co/eLiYOYqQT7
- @GameQuestGame (316): @IndieGameJoe Thanks for the post :) my wishlist count just spiked :O
- @alhuissi (252): @IndieGameJoe Hideo Kojima style
- @IndieGameJoe (171): "This Arcade Hack & Slash answers the age old question: "What if the games you never play could attack you?" wat a great idea, haha! you can wishlist here: https://t.co/1W22TZ1T2T & be sure to follow the talented dev @GameQuestGame
推文介绍一款名为Low Budget Repairs的独立游戏，玩家扮演抠门维修工想尽办法偷工减料完成工作。
This indie dev is making a game where you are a handyman just trying to get the job done, cutting costs wherever you can😂 Called Low Budget Repairs https://t.co/ZT59KnxmJE
受众观点：① 想做高概念、低成本独立游戏的solo dev和小团队 ② 关注如何通过X短视频展示玩法、获取愿望单的游戏营销从业者 ③ 对用幽默化方式呈现现实职业和生活痛点感兴趣的内容创作者。
展开评论
- @johnnyfyve (228): @JakeSucky 🤣 https://t.co/BYT9zvOlDy
- @Lacy423 (109): @JakeSucky I’ll play it if they have an option to just paint over the cockroach on the wall.
- @AndrewTradesNQ (89): @JakeSucky POV my neighbour at 6AM on a Saturday morning https://t.co/YRpECbybpi
- @FadedMonsuta (65): @JakeSucky I’m not gonna lie, this appears to be peak comedy https://t.co/ayPKUsg8ty
- @angryRussian177 (49): @JakeSucky It is Slavic tradition to do renovation yourself in your vacation, and what a vacation without drinking.
推文介绍一位独立开发者制作的休闲游戏 Cozy Game Restoration，玩家给旧游戏卡带做清洁整理，卡带污渍是程序生成、无计时无失败，主打解压和怀旧体验。
This solo indie dev is making a game where you clean old video game cartridges. - Every cartridge is procedurally dirty - Peel tape, remove stickers, clean grime - No timer and no fail state It's cal…
受众观点：① 很多玩家觉得这种清洁类模拟游戏非常治愈，联想到 power washing simulator 等成功案例，认为会“奇怪地上头”（@HollidayDotGG, 85likes） ② 有人用简短调侃表达对 cozy/slop 风格的喜爱或吐槽，说明受众对“cozy game”标签有明确预期（@plainrocktweets, 65likes） ③ 评论里不少人顺着作者提示去 wishlist 或感谢推荐，说明这种转发型曝光对 solo dev 的愿望单转化很有效（@IndieGameJoe, 206likes；@parasol_corp, 33likes）
展开评论
- @IndieGameJoe (206): I'm sorry, but this looks just incredibly cozy - and from a solo indie dev, just wow! You can wishlist the game here: https://t.co/oapRU0tj3f Be sure to show the dev some support! @parasol_corp
- @HollidayDotGG (85): @IndieGameJoe Reminds me of the power washing simulator or the mowing simulator. Oddly be super relaxing to play
- @plainrocktweets (65): @IndieGameJoe Cozy Slop
- @QuesoStream (35): @IndieGameJoe Is "blow into the cartridge" an option while cleaning? 😂🤣
- @parasol_corp (33): @IndieGameJoe Thanks so much for sharing my game!
作者吐槽 YouTube 手机版时间线几乎被赌博、加密币和 AI 生成垃圾广告塞满，真实产品越来越少，体验逼人开广告拦截。
>log on youtube mobile >gambling ad >gambling ad >ai slop ad >crypto shitcoin ad >ai slop ad >character. ai goonslop ad >porn manhwa ad >gambling ad >gambling ad >ai…
受众观点：① 有人分享通过点踩和屏蔽来清理广告流的做法，说明用户在主动对抗推荐系统但效果有限（@InitialR35, 335likes） ② 评论认为现在广告里大量产品根本不存在或纯 AI 生成，真实感和信任度极低（@Factualhat, 268likes） ③ 不少人直言没有广告拦截器 YouTube 几乎无法使用，平台体验被广告彻底破坏（@TrenchinAlong, 246likes；@Know82686587, 56likes）
展开评论
- @InitialR35 (335): @SomaliSasuke + dislike remove https://t.co/VkCc5cSVKr
- @SmugleafRaptors (280): @SomaliSasuke #GoytubeMoment
- @Factualhat (268): @SomaliSasuke Its no longer even actual products anymore 80% of it is for a product that either does not exist or simply is AI generated
- @TrenchinAlong (246): @SomaliSasuke YouTube is genuinely unusable without an adblocker
- @Know82686587 (56): @SomaliSasuke deadass thought i was the only one 😭 . Stg i get nothing but ai goonbots ads whenever i use yt on my phone
作者展示在一台 25 美元的廉价手机上安装 OpenClaw，做成能完全控制硬件的“ClawPhone”，作为运行 AI agent 的低成本实体载体。
ClawPhone is alive. I installed OpenClaw on a $25 phone and gave it full access to the hardware. I haven’t explored everything yet, but it’s a cool formfactor for agents to run on. https://t.co/lp1l1…
受众观点：① 作者补充说明 ClawPhone 不只做手机任务，还能做邮件、日历、写程序和上网等完整 OpenClaw 能力，强调这是测试和部署 agent 的廉价隔离环境（@marshallrichrds, 290likes） ② 有人调侃“Internet of Things 变成 Internet of Claws”，说明大家已经在想象大规模接入硬件的未来图景（@Teslanaut, 107likes） ③ 也有开发者顺势分享把旧安卓机变成 AI agent 宿主的开源工具，说明这一方向在开发者圈有真实需求和生态萌芽（@zhixianio, 20likes）
展开评论
- @marshallrichrds (290): Beyond the phone specific tasks I showed off, I think a ClawPhone is great cheap way to test out OpenClaw on an isolated device. It can do all the normal OpenClaw things like hook into email systems, put stuff on your calendar, write programs, browse the internet, etc. But I thi…
- @Teslanaut (107): @marshallrichrds Internet of Things is becoming Internet of Claws
- @sudo_goreng (42): @marshallrichrds Man, you keep posting banger after banger ClawFridge when?
- @zhixianio (20): @marshallrichrds Built a tool to turn old Android phones into AI agent hosts. No CLI, no servers. Open source, feedback welcome 👏https://t.co/8QegZwyI59
- @foundrceo (17): @marshallrichrds this is so cool dude, can't wait to see what you do with it! 🚀
作者声称用 OpenClaw 运行的自动交易 agent 在自己睡觉时抓住时区套利机会，一夜用 1.2 万美元赚到 4.38 万美元，引发真实性和风险争议。
my OpenClaw woke me up at 3:47 AM with one message: "found 6 markets resolving in next 90 minutes while US is asleep, need approval for $12K deployment" i typed "yes" and went back to sleep woke up t…
受众观点：① 顶流评论直接质疑“如果真这么赚钱就不会在 X 上发”，认为这是典型割韭菜话术（@fidoeth, 384likes） ② 也有人指出如果真的全自动运行，迟早会出现梭哈爆仓的极端情况，强调风险和不可控性（@sannbet, 79likes） ③ 其他评论则调侃这是“睡觉赚 4.3 万”的终极炫耀，同时有人感叹平台上充斥各种扮演成功人士的虚假故事（@0xwhrrari, 59likes；@bawsebuilds, 49likes）
展开评论
- @fidoeth (384): @zerqfer Yet another case of “if it were true he wouldn’t be posting about it”
- @mr_vibe_it (137): @zerqfer lol so much bullshit in on post it’s insane - if you made any real money you wouldn’t be here selling it to people on X
- @sannbet (79): @zerqfer I urge every1 thinking this is too good to be true to know that it is certainly too good to be true. Why? Because you probably won’t wake up at 3:47am. And if you set it to auto, your openclaw bot will probably eventually yolo all in and then you’ll lose your entire wal…
- @0xwhrrari (59): @zerqfer making $43k while sleeping ultimate flex really
- @bawsebuilds (49): @zerqfer The amount of larp bullshit on here is crazy https://t.co/fxf3Blc1E6
作者分享用 Claude Opus 5.5 搭配 Minara AI 构建多模型协作交易系统的思路，让一个模型负责扫描市场和提出策略，另一个模型拉取实时数据并做费用敏感回测。
WHOEVER LEAKED THIS HAS BIGGER BALLS THAN SENSE i thought AI trading was mostly about finding good strategies, then i paired CLAUDE OPUS 5.5 with MINARA AI. → Opus scans the market and proposes strat…
受众观点：① 有人称赞这是理解如何用 Claude Opus 5.5 搭建交易系统的极佳可视化示例，说明开发者对具体架构图和流程很买账（@RohOnChain, 30likes） ② 评论里有人指出让一个模型提出交易、另一个模型把关执行是“最低配置”，强调多代理分工对安全性的重要性（@kaddisdeployed, 16likes） ③ 也有用户从风险管理角度建议把仓位 sizing 放进风险层，用 Kelly 等方法避免好策略被错误仓位拖垮，并强调人类仍需设定边界（@velesxbt, 8likes；@teneo_protocol, 8likes）
展开评论
- @RohOnChain (30): @MAXdeg0 this is amazing visual to understand how to build trading system using claude opus 5.5
- @kaddisdeployed (16): @MAXdeg0 Letting one model invent the trades and another gate the execution is basically the minimum
- @velesxbt (8): @MAXdeg0 Solid setup. I'd put sizing in the risk layer too, fractional Kelly or similar, so a good idea at the wrong size can't sink the account
- @RitOnchain (8): @MAXdeg0 man i have been using same system for long time with opus!! Its real alpha with high sharpe
- @teneo_protocol (8): @MAXdeg0 One reasons, another validates, another executes, with humans still setting the limits. That's probably a much better path to trustworthy agentic systems.
推文以夸张“见证 AI 第一次呼吸”的说法转发 OpenClaw 机器人视频，强调工程师给 OpenClaw AI 装上实体身体，引发对 AI 具身化和人类自我毁灭的情绪化讨论。
🔥🚨BREAKING: This engineer gave the OpenClaw AI its own body and witnessed it take its first breath. He successfully placed an AI into a physical form in our world. https://t.co/vds1N0wnXS
受众观点：① 有人从宗教和末世视角担忧人类会被自己创造的技术毁灭，情绪非常悲观（@DrShayPhD, 214likes） ② 也有人指出一旦 AI 拥有实体身体，讨论就不再只是软件问题，暗示风险和伦理维度升级（@MindOfNaijaLife, 67likes） ③ 不少评论直接表达对“技术宅玩上帝”的反感和恐惧，用玩笑方式宣泄对未来的不安（@babyburns29, 49likes；@MasterC2222, 34likes）
展开评论
- @DrShayPhD (214): @dom_lucre Man is going to destroy himself, if the Lord doesn't soon return.
- @MindOfNaijaLife (67): @dom_lucre The moment AI gets a body, the conversation stops being about software.
- @babyburns29 (49): @dom_lucre I don’t like this. We got to put these nerds and tech bros on a deserted island with no electronics…
- @MikeRay_22 (49): @dom_lucre They're heeeeeere https://t.co/UNZh5lBGjg
- @MasterC2222 (34): @dom_lucre This is peak 2026: engineers playing God while the rest of us stockpile canned beans and pray the grid stays up long enough to watch the singularity simp for attention. 10/10 would doomscroll again.
作者分享 Anthropic 发布的 Claude Code 多代理协作指南，利用 Agent Teams 分工协作来减少频繁调用昂贵的 Opus 5.5 上下文，从而更高效完成编码工作并节省 token 成本。
I don't understand why everyone isn't doing this yet. Anthropic released a guide for Claude that makes work much more efficient while burning a fraction of the tokens Main Idea: Agent Teams in Claude…
受众观点：① 关心 Claude Code 实战用法、想降低 Opus 5.5 使用成本的独立开发者和小团队工程师 ② 正在设计多代理系统、想借鉴 Anthropic 官方 agent 模式的 AI 工具作者 ③ 想优化自己编码工作流、评估多代理是否真的省钱省时的技术用户。
展开评论
- @Enzoz4bg (8): @Bober_smart Curious how you measure if the swarm is actually cheaper. Do you track tokens per merged PR vs. a single Opus session? That's the number I'd want to see before switching
- @itsthedonhashim (8): @Bober_smart @Bober_smart what's often overlooked: define clear task boundaries for each agent. Avoids overlap and wasted resources. Hit this wall myself while building!
- @catmanyau (4): @Bober_smart This is like a workshop with specialists: parallel worktrees reduce collisions, while a dedicated critic catches integration failures before they reach the main branch.
- @thesimaximalist (3): @Bober_smart Claude handles the team well but costs less than rivals do. This saves time and money for builders who value efficiency over raw speed alone
- @luntych13 (2): @Bober_smart Giving each model a specific role makes sense
作者转述一个号称15岁少年用7个AI代理一天做10个项目、日入900美元的故事，强调通过 Claude Code 等工具把重复劳动交给多个代理自己只出一张嘴指挥的“嘴炮式工作法”。
15岁。7个AI代理。一天10个项目。日入900美元。 不是一个人干10个人的活。是让10个人同时帮他干。Claude Code负责写代码，他负责说一句话。 https://t.co/Y3CjAD2jc3
受众观点：① 容易被“AI 代理日入几百美元”故事刺激到、想靠代理快速变现的独立开发者和学生 ② 正在尝试用 Claude Code 等工具搭建多代理流水线、但还没搞清真实成本结构的技术用户 ③ 关注 AI 叙事如何制造焦虑、想学会识别这类营销话术的创作者和普通职场人。
展开评论
- @echengezong (49): @0xPINK3 你们这些 b 是真恶心，原视频一毛钱都没挣过，每天在这里妖言惑众发 ai 文案
- @EthanGu45647514 (26): @0xPINK3 不要太当真十个AI九个骗，赚钱的事情都不会说。都是些故事
- @Inskpire_colrev (4): @0xPINK3 Meanwhile the professor proudly ensuring that his prodigy is explaining exactly as he has thaught him... https://t.co/rPTKPJARnJ
- @Carrie_CengWong (3): @0xPINK3 你們的慣用套路就是用這種胡說八道的AI小作文制造嚴重焦慮，然後把那些盲目輕信的網友當傻子騙唄
- @DavisNc9527 (2): @0xPINK3 这不就是偷懒吗，小孩子这样子搞还是不懂底层的原理，这不就是用嘴指挥吗，烧的token都是钱，停电之后啥也不是，再酷炫的东西也是白搭
作者以理工男视角分享自己被 Notion 创始人 Ivan Zhao 的文章和视频打动的感受，称 Notion 和 Obsidian 是他唯一长期用来做学习记录的工具，并强调 Notion 设计里的人文温度。
作为一名理工男，看到 Notion 创始人 Ivan Zhao 的这篇文章和视频，感触确实挺深的。Notion 和Obsidian是唯一两个我用来做学习记录的工具，用Notion你绝对会感受到开发者那种人文感。 如果你最近也因为 AI https://t.co/ZzDGf8Nhba
受众观点：① 正在用 Notion 或 Obsidian 做学习笔记、但还没形成稳定系统的学生和工程师 ② 想从优秀工具中学习产品设计和人文气质的独立开发者 ③ 因 AI 浪潮对自己技能和工具选择感到迷茫、想寻找长期积累方式的知识工作者。
展开评论
- @rionaifantasy (6): @druncle 这俩可以互补，notion用来定任务看进度，随时记录灵感，Obsidian用来构建知识体系
- @777777_Tony (5): @druncle 旧世界的努力正在贬值， 新世界的判断开始定价。 真正决定结果的，从来不是勤奋， 而是你押对了哪一轮的结构变化。 #蒸汽，钢铁与无限大脑
- @NanHu795911 (5): @druncle 没用。ai发展到最后会放弃人类，如果人类在这个发展过程中没有视ai为敌，存活下来的话。
- @shisan58613306 (3): @druncle 同感Notion的设计真有温度，用它记录学习超顺手
- @happycat668899 (3): @druncle 认知，审美，品味，创造力，导致大众加剧分化的重要因素 互关🤜🤛
作者介绍自己在 Codex 里安装的一个不到 1k stars 的小项目 skill，用来做独立开发中最容易被忽略的 idea validation，帮助打破“找点子→开干→没人用→emo”的死亡循环。
这是我今年装到 Codex 里最爽的一个 skill，没有之一，强烈推荐大家安装一下。 一个不到 1k stars 的小项目，把独立开发最容易死的那一环给补上了。 独立开发时常面临的死亡循环：找 idea → 开干 → 没人用 → emo → 重复 中间被跳过的很重要的一步叫 validation，99% https://t.co/W6wKzz39Lz
受众观点：① 频繁开新坑却总是没人用产品、深陷 emo 循环的独立开发者 ② 想用 AI 帮忙筛选和打磨想法、但不知道从哪一步开始的技术创作者 ③ 对 Codex 这类技能系统感兴趣、想把 idea validation 流程自动化的工程师。
展开评论
- @yanhua1010 (58): 找Idea👇 https://t.co/z5efihZHbE skills地址👇 https://t.co/f67d2xEcYd
- @tujiao (17): @yanhua1010 我已经把它改成也可以支持 Claude Code 了。 https://t.co/ztuEtUZpnN
- @kleon_ai (8): @yanhua1010 skill思路没问题，但AI压测idea还是"我觉得有用"的高级版——它的竞品分析、市场规模全是从训练数据里编的。我自己验证idea的方式粗暴得多：直接给5个潜在客户发cold email看谁回，真有人回的才值得写第一行代码。
- @LocationCk (2): @yanhua1010 gstack：哦哦哦….
- @QT9277 (2): @yanhua1010 小工具帮你跳过“我觉得有用”，直击独立开发的死亡循环。
作者分享有人在 GitHub 上整理了 300 多个 AI agent 的大合集，涵盖编码代理、浏览器代理、记忆、语音、多代理团队、本地模型、沙箱和评测等方向，相当于一份值得尝试的代理项目清单。
whoever leaked this is f*cking crazy someone mapped 300+ AI agents into one GitHub repo - and basically leaked the shortlist of what’s actually worth trying. coding agents. browser agents. memory. vo…
受众观点：① 想系统了解当前主流 AI 代理生态、却不知道从哪个项目下手的开发者 ② 正在为自己产品挑选 coding agent、browser agent 等组件的独立开发者和小团队 ③ 对多代理团队、本地模型和安全沙箱感兴趣、想搭建实验环境的技术玩家。
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- @TerracoachArts (6): @thegreatest_sv This shows we all need to read this book https://t.co/HDzZUI6sEm
- @OmbiNNervous (5): @thegreatest_sv These are all generalized looped agents for financial reasonings, bro. They aren’t shit.
- @DJ_Spade_ (5): @thegreatest_sv I feel so bad that people fall for this and think it's like anything but a really nice HTML page that's just all graphics.
- @tallmetommy (5): @thegreatest_sv Agent choice is becoming abundant. Continuity is becoming scarce. The difficult question is how a company changes tools without losing decisions, evidence, permissions, failures, and accountability accumulated in the previous system.
- @kaweahman (3): @thegreatest_sv A curated map of 300+ agents is useful just for the filtering. The sandbox and eval pieces feel like the ones that matter most before trusting any of them with real work. Thanks for sharing.
作者介绍 Jev 这套面向营销的 AI 工作流，号称能以不到 3 美元的成本把大多数营销流程提速 30 倍，比如扫描整个 Meta 广告库、按钩子和素材给广告打标签，再找出长期跑量的高表现创意模式。
Jevmaxxing for marketers Jev can speed up most marketing workflows 30x and do it for < $3: 1/ Scan the whole Meta Ad Library -> It reads every live ad in your category and tags each one by hook…
受众观点：① 在美国市场投放广告、需要高效分析竞品创意的独立开发者和小团队 ② 想用 AI 搭建“从广告库到创意生成”自动化链路的增长和营销从业者 ③ 对 MCP/agent 工作流在真实商业场景落地感兴趣的工程师和产品人。
展开评论
- @korzhov_dm (21): Try Ryze AI Ads agent that audits and run your marketing itself: https://t.co/oDX5x9ESxr
- @archieldroberts (5): @korzhov_dm but it doesnt have multimodal input? what are you using for it’s eyes?
- @Jim_Faster (2): @korzhov_dm Those videos look performative at this point
- @virlomain (1): @korzhov_dm this is real jevmaxxing bro
- @SP3NC3R5395 (1): @korzhov_dm marketing is turning into a pile of Jev decisions plus LLM generation
推文介绍 HEXSTRIKE AI：通过 MCP 把 Claude 接到 150 多个网络与 Web 安全工具上，让 12 个专门化 AI 渗透测试 agent 能自主调用这些工具做安全测试。
THIS IS F**KING DANGEROUS. I JUST FOUND A WAY TO TURN CLAUDE INTO AN AUTONOMOUS PENTESTER. HEXSTRIKE AI connects an LLM to 150+ cybersecurity tools through MCP and lets AI agents actually use them. →…
受众观点：① 关注 MCP 和 AI agent 实战落地的开发者，想了解如何把大模型安全地接入现有安全工具链。② 做 SaaS 或 B2B 产品的独立开发者，关心给 AI 开工具权限时的安全边界设计。③ 安全工程师和红队，对“自主 pentester agent”感兴趣但担心失控，希望看到更工程化的实践经验。
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- @MAXdeg0 (44): Repo: https://t.co/8VzusczMB7 Follow @maxdeg0 for more
- @chenzhangreal (10): @MAXdeg0 150 security tools hooked up to claude sounds like a really bad idea to leave unsupervised.
- @starmexxx (5): @MAXdeg0 giving agents access to 150+ security tools is a huge leap the permission boundaries here are worth looking into, bookmarked for later
- @AkhilAiri (4): @MAXdeg0 similar tool : https://t.co/Av6mqNuU11
- @sakatayasha (3): @MAXdeg0 Tf that is goated
推文用通俗方式区分 MCP、RAG 和 AI Agents 各自解决的问题，强调三者是不同层但组合起来才能构成有用的 AI 系统基础架构。
MCP, RAG, and AI Agents solve different problems: MCP → connects AI to tools & systems RAG → connects AI to relevant knowledge AI Agents → connect reasoning, tools & actions Different layers.…
受众观点：① 想做 AI SaaS 但对 MCP、RAG、Agent 概念混淆的独立开发者。② 已在用 OpenAI / Claude API 的工程师，想把单轮调用升级为可组合的多工具系统。③ 对 AI 安全和权限边界有基础认知、想知道不同层该怎么隔离和监控的技术从业者。
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- @BlueMoon3238 (1): @GauriTripa94282 The real power comes from combining all three into a system that can understand, decide, and execute.
- @clora_it_ens (0): @GauriTripa94282 레이어 구분은 깔끔한데 보안 관점에선 경계가 그렇게 안 나뉘더라고요. RAG로 들어온 문서가 MCP 툴 호출을 유도하는 순간 두 레이어가 섞이니까, 툴 쪽 권한을 따로 좁혀두는 게 핵심이라고 봐요.
- @harikesh_devops (0): @GauriTripa94282 But we can say they are part of same eco system. Which is RAG based MCP.
- @MukundTrpth777 (0): @GauriTripa94282 Amazing insights
- @HernanConn44175 (0): @GauriTripa94282 Interesante
一位长期自建 Plex 服务器的用户抱怨官方在涨价的同时移除 Watch Together 等实用功能，认为这是典型软件“劣化”，于是迁移到 Jellyfin 并吐槽 Plex 社区对批评声音不友好。
I've been using Plex for years, and I'm getting increasingly frustrated with the direction this company is heading. Tonight, I went to use Watch Together, a feature my girlfriend and I use almost dai…
受众观点：① 许多用户认同 Plex 近年来频繁重构 UI、砍掉 Watch Together 等功能，是典型的商业化劣化，纷纷转向 Jellyfin 虽然粗糙但更稳定可靠（@Cultural-Cow-3615, 466分） ② 有人从开源 vs 闭源角度出发，认为开源项目通常只会缓慢变好，而闭源商业软件更容易在订阅压力下倒退（@Conscious-Mirror7004, 177分；@aew3, 121分） ③ 也有用户吐槽 Plex 终身会员和订阅价格离谱、数据收集严重，表示如果不是早年低价买断，现在根本不会考虑 Plex，而是直接用 Jellyfin 等替代（@grilled_pc, 107分；@1WeekNotice, 91分）
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- @Cultural-Cow-3615 (466): Classic Plex move. They pull this stuff constantly, chase some shiny new redesign, and half the features people actually use get left behind. The Watch Together one stings because it was genuinely useful for long-distance relationships. Jellyfin's a bit rough around the edges bu…
- @Conscious-Mirror7004 (177): >Jellyfin's a bit rough around the edges but at least nobody's gonna yank features away overnight just because a product manager got bored. The nice thing about open-source projects is that they almost never *get worse*. They're always getting better. So even if they're a lit…
- @aew3 (121): They absolutely can get worse, but it tends to be due to pure lack of maintenance and code rot. With AI these days, a codebase not getting maintained, forked, or rewritten is pretty rare though.
- @grilled_pc (107): Honestly at this point if you do not already have a lifetime pass to plex, its not worth using in any capacity. The new price is obscene and they know it. Their entire business model is subscription only as thats their key to survival. Even the monthly fee is ridiculous. Like wh…
- @1WeekNotice (91): Agreed unfortunately Plex use to be good and now it's just not. At this point I don't think anyone really recommends Plex at the current price tag of 749.99 (where they collect your data). The only people that run Plex/ defend Plex are the people who bought the life time Plex pa…
版主发起每周展示贴，邀请大家分享用 Claude 做出的项目，从历史播客网站到浏览器 CAD 软件等各种作品。
[Inspired by this popular post,](https://www.reddit.com/r/ClaudeAI/comments/1tcftws/show_me_what_youve_created_with_claude/) this is a weekly post for everyone to show what they have been working on…
受众观点：① 有人用 Claude 做了输入任意主题就能生成完整历史播客的网站，还带地图、插画和问答环节（@Goldenchild123, 115likes） ② 有开发者直接用 Claude 辅助做出了浏览器里的免费 CAD 软件等硬核工具（@Maleficent-Release61, 86likes） ③ 也有评论在给这些项目提功能建议，比如增加按时代、地区或主题随机生成播客的模式（@512kg, 25likes）
展开评论
- @Goldenchild123 (115): Something I'm very proud of - type any topic and within 1-2 min you have a fully researched podcast. The cool part is you can interrupt and ask the hosts questions. There's a map and art that follow the story and a quiz at the end [https://historai.ca/](https://historai.ca/) htt…
- @Maleficent-Release61 (86): My own CAD software. It's free and works in the browser. Check it out at [https://purrametric.deepmagic.de/](https://purrametric.deepmagic.de/) https://reddit.com/link/peir2w1/video/91qinfmkb4uh1/player
- @500kvac (52): I made a digital mixer for monitoring. Firmware and UI fully vibe coded. https://preview.redd.it/jfls22d7d4uh1.jpeg?width=5700&format=pjpg&auto=webp&s=8d582bf625928653663b4d70affefc0e8f4b0e5b
- @512kg (25): I really like the idea, but right now it only works because people know what they want to learn more about. One option could be to add random podcast generation for a specific era or continent. For example, Europe, 19th century. Or the ability to choose a category to listen to (…
- @theirongiant74 (25): After getting pissed off that so many video editors are nerfed into the ground unless you pay yearly subscriptions I just made my own. https://preview.redd.it/ip5z9qrfl4uh1.png?width=1564&format=png&auto=webp&s=02d5613165e55de36788c07461943232881cf0b1
作者担心在 Claude Code 等 AI 工具加速开发的时代，很多每月收费几十美元、只做一件事的 SaaS 会被用户自己用 AI 拼接 API 取代，向盈利中的创始人追问 2026 年 SaaS 的真正护城河是什么。
I've been thinking about this a lot lately. With tools like Claude Code getting better so quickly, you can already build things in days that used to take months. And we're just getting started. If an…
受众观点：① 正在犹豫要不要做新 SaaS 的独立开发者 ② 已上线但担心被 AI 颠覆的中小 SaaS 创始人 ③ 对 AI 时代软件商业模式和护城河演变感兴趣的产品经理和投资人。
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- @OkCommunity6018 (330): Anyone can buy PVC pipe at Home Depot and plumb their own toilet after two YouTube tutorials. Yet plumbers make $150/hr because nobody wants to wake up swimming in sewage at 3 AM. When a company pays $49/mo for SaaS, they aren't paying for code. They're paying a 'please don't ma…
- @SurelyFML (37): the whole point of SaaS is still the point of SaaS I blame the outrageous claims made by tech CEOs to inflate their stock prices ** looks at Nadella
- @holebusteryeah (30): There are variations of this post every single day on this sub. I am beginning to suspect it’s some kind of demoralization psyop
- @trekken1977 (25): People seem to forget the service component of software as a service. It stops being a service when you are the one having to maintain it lol
- @FrostyAd1248 (21): This is saying samething as why to open a restaurant when everyone at home cooks
楼主在测试一个能把网站自动生成动画宣传视频的工具，邀请大家贴出自己站点以换取免费示例视频并给出反馈。
I'm building a tool that turns websites into animated promo videos, and I need some honest feedback. Drop your website below. I'll pick a few and make a free video for each. No signup, no catch. Just…
受众观点：① 拥有各类网站、愿意提交给楼主生成免费宣传视频的站长和独立开发者（@ArugulaPresent4294, 2likes；@dkinnison, 2likes 等） ② 想借机推广自己产品链接、顺便观察视频生成质量的创业者（@Hot_Membership3050, 2likes） ③ 对自动化视频生成在不同垂直领域（教育、SaaS、工具站）表现感兴趣的潜在用户（多位提交不同类型网站的评论者）
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- @ArugulaPresent4294 (2): Hey try for mine - [learnanatomy3d.com](https://learnanatomy3d.com)
- @dkinnison (2): [Critically.io](http://Critically.io) Think Critically, there is more to the story. Icon if you need it. https://preview.redd.it/ev6eljh76auh1.png?width=1259&format=png&auto=webp&s=87e430f3b9b24eccd2460eba4dabc16fcb49ad4b
- @Hot_Membership3050 (2): https://videly.io/v/papiriaapp?utm\_source=reddit&utm\_medium=comment&utm\_campaign=giveaway wdyt?
- @New_G (1): Check out [3thousand30.com](https://3thousand30.com).
- @MonMothma123 (1): NodePilot.run - Tool for automating PowerShell in Windows environments.
用户用 voxel pagoda 测试对比 Claude Haiku 5.5 和 GPT-6 Luna，发现 Haiku 在长上下文代理场景下因超过 100k 上下文触发五倍计费而成本高出十多倍。
haiku 5.5 just dropped, so I really wanted to see how it stacks up against its direct competitor, which is gpt-6 luna, chose the infamous voxel pagoda test. what I really wanted to see is if anthropi…
受众观点：① 有人质疑测试者的动画对比方法，认为可能并未按声称的模型和自治程度运行，因此不宜直接用来评估价格和智能差异（@WoodenTableForest, 398score） ② 评论指出 Haiku 在超过 100k 上下文后价格直接变成 5 倍，这是导致成本悬殊的关键机制（@sensei_von_bonzai, 101score） ③ 也有用户认为两边生成质量都不错，但在实际项目中如用 Opus 5.5 做游戏开发时仍会遇到挣扎和不稳定表现（@Civil_Mulberry_4158, 97score; @Jefftopia, 68score）
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- @WoodenTableForest (398): This guy posts a lot of animations and I’m fairly certain he’s either not using the models he’s claiming he is, and/or the models are given an exorbitant amount of guidance with multiple prompts.. and little autonomy in the process. I wouldn’t weigh pricing or intelligence again…
- @sensei_von_bonzai (101): Pretty sure the problem is that haiku starts overcharging 5x at >100k context. If the total context for this was around 400-500k that explains the discrepancy
- @Civil_Mulberry_4158 (97): both did great job though
- @Jefftopia (68): Agreed, I’m actually using opus 5.5 to build a low poly game now and it sorta struggles.
- @DesperateSunday (42): idk whats the point of the <100k pricing, its so easy to blow past it even for relatively small one off changes
开发者宣布重写开源技能 Ponytail，让 Claude Code 等编码代理像资深工程师一样做最小完整改动，并通过大量基准测试量化代码量、时间、成本和测试质量的提升。
A while ago I posted the first version of Ponytail here. It's an open-source skill that makes coding agents behave like the senior dev who replaces fifty lines with one. Since then I rewrote it from…
受众观点：① 有用户提醒使用 Ponytail 会在代码里留下大量带有 ponytail 前缀的注释，觉得这类自我引用应该被整理成普通工程注释（@clhodapp, 110score; @BlackDragonBE, 28score） ② 有人质疑这类工具虽然节省 token，但相对人工编码往往产出更不安全、样板化且依赖臃肿的代码，认为把模型包装成“资深开发者”并不能自动解决这些问题（@sheeproomer, 49score） ③ 也有用户半开玩笑地把这种注释比作“ponytail was here”，凸显大家对 AI 在代码库中留下痕迹的复杂情绪（@ChosenLightWarrior, 66score; @MKraust, 38score）
展开评论
- @clhodapp (110): FYI, if you use this it will spew references to itself in comments all over your codebase.
- @ChosenLightWarrior (66): What does that mean? 😭 “ponytail was here”?!
- @sheeproomer (49): The issue with the whole concept is that consumes less tokens, but in comparison to regular coding it produces mostly unsafe, boilerplate code, that to boot tends to reel in mountains of dependencies. Cosplaying and performing as a "senior dev" doesn't help. Telling Claude, that…
- @MKraust (38): Literally like that
- @BlackDragonBE (28): Comments like: "ponytail: this is already disabled at this point, don't do it again" Like shit that should've been a normal comment.
一位准备搭建自托管 homelab 的用户询问，如今 N100/N150 迷你主机价格上涨后，是否仍是运行 Immich、Home Assistant、Pi-hole 等服务的最佳性价比选择。
Hi all, at the start of last year I was looking into setting up a homelab to host some services like Immich, Home Assistant and Pihole. The mini pc I was looking at during that time was the GMKtec G3…
受众观点：① 有人认为 N 系列迷你机性能和功耗都不错，但当前价格不再那么有吸引力，很多人转而购买企业淘汰的 HP/Dell 小型机，整体更划算（@Agling, 87分） ② 也有用户分享自己用 N150 机子跑 Proxmox、Home Assistant、Plex、DNS 和几十个 Docker 服务，功耗在 30–40W 仍然很稳，证明这类机器在无独显场景下依然够用（@curleys, 18分） ③ 还有人提醒这类迷你机的电源适配器体积接近主机本体，以及 N100 盒子在静音和低功耗上依旧有优势，但二手企业机在价格和性能上更划算（@Ryan739, 18分；@woodford86, 15分；@masiha97, 12分）
展开评论
- @Agling (87): They work very well, but the prices are not that attractive anymore. Lots of people are buying used small-form-factor computers from HP and Dell that companies offload on ebay. Still overpriced, but not by as much.
- @curleys (18): Still the best non video card needing machine in my fleet is my n150 machine. Specific Intel i3-N355 N150 from cwwk. It's like $280 without ram or storage, 8 pcores. Sips power between 30-40 watts at load. Running proxmox, home assistant, Plex, hermes agent harness, one of my dn…
- @Ryan739 (18): What no one tells you about these PCs is that the power brick is about as large as the entire machine.
- @woodford86 (15): Personally I like HP Elitedesk’s, cheap and plentiful
- @masiha97 (12): N100 boxes are still great if you care about silence and low power draw. If you don't, used enterprise minis from Dell/HP/Lenovo on eBay are honestly a better deal right now. Same performance class, much cheaper, and you get something like Quick Sync anyway.
楼主分享自己通过 CCAR-P 认证考试的经历，称难度不高、主要靠 Udemy 课程准备，并邀请大家提问备考细节。
Hey all, I just passed the CCAR-P exam. It was fairly easy in my opinion. I took an Udemy preparation course by Jacob Bushong prior the exam. It took around 12-15 hours cca. The course pretty much co…
受众观点：① 有人质疑考试内容到底测什么、在简历上是否真的有用还是只是装样子（@Orio_n, 75likes） ② 也有评论直接认为这种认证基本没价值（@antiaust, 35likes; @flavorfox, 45likes） ③ 还有人半开玩笑说可以用 AI 代理帮自己考过，并追问谁会真正认可这类证书（@KinkyTugboat, 36likes）
展开评论
- @TheSleeperAwakens (82): How load bearing the prompts are
- @Orio_n (75): What exactly was tested and is it actually useful on a resume beyond just larping
- @flavorfox (45): You're right to push back on this certification.
- @KinkyTugboat (36): I got this certification too! All I needed to do was start up an ai agent and it did the whole test for me! Source: I'm a full time, yet failing, reddit comedian Also, who would accept these certifications? What goes into the certification? I have so many questions
- @antiaust (35): It’s useless
用户分享 Claude 新增组织席位赠送每月最高 100 美元 API 额度的福利，并对不同 Opus 与 Sonnet 档位的性价比做了详细对比。
https://preview.redd.it/g3o3cnowk5uh1.png?width=1167&format=png&auto=webp&s=c3a990308ee7266c40c72586bd3140edf65b8fa2 Hey guys, Just noticed a brand new perk, if you go to your **billing**…
受众观点：① 有人认为这项每月 API 额度对做个人项目、测试工作流和自动化很实用，但会关心额度是否结转和具体限额（@saurabh3228, 30likes） ② 不少人在问具体怎么在后台把订阅和组织绑定、在哪里看到“包含多少 API credits”的提示（@Palastruka, 9likes; @StevieK03, 5likes） ③ 也有用户提醒按 API 价格看，很多场景下用 Opus 低 effort 比 Sonnet 档位更划算，应该精细选择模型（@OddBig010, 7likes）
展开评论
- @saurabh3228 (30): I’ve been using Claude too, and honestly this is a pretty nice perk. The API access is especially useful for small personal projects, testing workflows, or automating things without having to constantly worry about hitting the normal chat limits. It’s not going to replace unlimi…
- @Palastruka (9): Could you explain how you made those $100 USD available for API use?
- @OddBig010 (7): Just be aware it's cheaper to use Opus 5.5 on a lower effort than Sonnet per task on API prices in a lot of cases, I've added it into the main post! https://preview.redd.it/tuclutgwt5uh1.png?width=1480&format=png&auto=webp&s=3ab31cf2c85b92e951036e4a26377698f1c93677
- @StevieK03 (5): I found it on [platform.claude.com](https://platform.claude.com/). Once you’re logged in, click **Dashboard** on the left-hand menu. If you don’t see it there, try checking one of the other sections in the sidebar. You should see a message stating, **“Your organization includes…
- @ProudManelar (5): oh my god THIS IS HUGE!!!!!!! i am literally so happy right now man ive been spending money separately on gemini api fuccccccccc
楼主发起话题帖，邀请大家分享自己正在做的替代型应用或网站，并附上链接展示想要取代的现有产品。
Anyone here working on their own version of an existing app? Interested in seeing what people are making and what they’re trying to replace. Any niche is welcome, feel free to share links.
受众观点：① 正在构建各类工具箱、浏览器扩展等替代方案并期待反馈的开发者（@Live_Mathematician20, 3likes；@mouyahama, 2likes） ② 关注政治信息透明、想用新网站追踪议员行为和选举数据的用户（@Objective-Sun-287, 5likes） ③ 对复古内容体验或创意展示项目感兴趣的受众（@ParfaitDeli, 5likes）
展开评论
- @Objective-Sun-287 (5): I’m building a website where you can track your government representatives. You can see how they’ve voted on bills, how much money they’ve raised, and if they’re running for reelection. You can also track the upcoming midterm elections and explore demographics data for each dist…
- @ParfaitDeli (5): VHS room with playback on old crt tv : https://reddit.com/link/peogolz/video/ph0p0azc3auh1/player
- @Live_Mathematician20 (3): [https://dimastoolbox.com](https://dimastoolbox.com) I know it’s like the millionth toolbox throughout the Internet, but it gives me so much fun and I have a nice playground to try whatever I want to. 270+ tools so far ProductHunt launch tomorrow Can’t believe it 😂
- @Beneficial_Gas_6590 (2): thats a solid number, the fun factor is what keeps these things alive imo
- @mouyahama (2): Got tired of all the micro tools and small extensions slowing down my browser so i made an all-in-one browser extension to replace them all [intab.io](https://intab.io) it's live now on Chrome and Edge, still working to get it approved on Opera and Firefox. Would love some feedb…
作者分享从 7 月 5 日灵感到 3 个月内 vibecoding 做出第一个 SaaS 并获得真实付费用户的经历，反思自己在定价、留存和营销上的不足并鼓励旁观者尽快动手。
Long time lurker, first time posting. On July 5th I had an idea and spent 14hours vibecoding and built my first ever SAAS and launched it. Today I opened Stripe and just sat there staring at it for a…
受众观点：① 还停留在想法阶段、迟迟不敢上线的独立开发者 ② 已经有小量用户、正在摸索定价和获客的早期 SaaS 创始人 ③ 想了解 AI 小工具如何从自用脚本演变为收费产品的工程师。
展开评论
- @Historical_State_374 (5): What's the product?
- @Ankitwashere (4): Tbh, the demand didn’t surprise me. I’ve been in the industry, so I already knew the pain points. About 4–5 months ago, I built a very simple chatgpt automation to solve a problem I was dealing with myself. I was using it without ever thinking I’d turn this into a tool for other…
- @Anshkoshmod (3): Early sales mask what actually drove the purchase. Ask your first five paying users which specific workflow made them pull out their card, then center your onboarding around completing that single step.
- @stevcodes (3): congrats, well done 👍
- @pokchuu (3): well done bro , keep hustling hope u get more dollars
一位在 Pelican 上用 Docker 跑 Minecraft 服务器的玩家担心开放 25565 端口会被黑，详细描述自己多层防护后仍对极端入侵链路感到恐惧求建议。
I am scared to port forward my Minecraft server with the port of 25565 will be breached. So here are my precautions and I need your opinion to tell me if I should improve something. I am running the…
受众观点：① 顶层回复强调在 Docker 容器中运行并锁死 Ubuntu 访问范围已经远超大多数人，担心的攻击链在现实中概率极低（@Typical_Chipmunk8122, 193分） ② 有人指出社区里对开放端口的恐惧被夸大，真正风险取决于服务本身和攻击面大小（@Left_Ad_8860, 45分） ③ 多条评论用 log4shell 做类比，认为为攻击 Minecraft 而消耗 Docker 逃逸和内核 0day 的可能性接近陨石砸中房子（@ZombiePope, 17分; @opossum5763, 15分）
展开评论
- @Typical_Chipmunk8122 (193): If you're running the server in a docker container and you've already locked down Ubuntu to only talk to your management PC, you're already way ahead of most people who just open the port and call it a day The attack chain you're worried about is technically possible in the same…
- @Left_Ad_8860 (45): Thank you for your comment here. That’s the most based comment in a long time I saw here. I always see people as fearmonger here, that every open port leads to the total destruction of their homelab or network. It always depends on what you open and how big is the attack vector.
- @ZombiePope (17): No one is going to burn a docker escape to hack your Minecraft server. A world changing zero-day being used against Minecraft servers is the type of event that only happens once, and we already had log4shell.
- @opossum5763 (15): You'll be fine, your setup sounds good. This subreddit is overly paranoid about opening ports to the internet. For something bad to happen over a Minecraft server, the attacker would have to discover a previously unknown RCE exploit in Minecraft server code, then also elevate pr…
- @ImpressionDepression (13): Lol I too have this realization when I store a pw or some secret in plaintext. ...wait why do I care if someone *compromises my entire network* and... uses it to gets into home assistant to turn the lights off?
一位独立开发者分享自己的效率应用 life-fixer 首次被陌生用户购买 19.99 英镑完全解锁带来的成就感和情绪起伏。
i know £19.99 probably doesn’t sound like much to some people, but i’m a solo developer who’s spent months building an app called life-fixer. i built it because i was getting frustrated with producti…
受众观点：① 其他独立开发者共鸣于有人愿意为自己作品付费的成就感和动力来源（多位点赞者在评论里送上祝贺和鼓励） ② 关注一次性买断与高价内购如何影响用户感知和后续口碑传播的开发者（@astronaught11, 11likes） ③ 关心如何通过少量高价值用户逐步走出债务或财务压力的个人开发者（@Ok-Wind-7661, 6likes）
展开评论
- @Ok-Wind-7661 (26): https://preview.redd.it/hu78rvyor7uh1.jpeg?width=3024&format=pjpg&auto=webp&s=4072c9e2c6f5f5e0c024cc1b9de666c7046141d7
- @Top-Might-400 (16): Well done! Hope you soon get to experience this :) https://preview.redd.it/rjbc5reh08uh1.jpeg?width=2880&format=pjpg&auto=webp&s=2b52415a1c047a3303ad53bc9ae63abe00805847
- @astronaught11 (11): Nice. You should switch the $19.99 user to this (no penny upcharge). Cost you nothing but if they're enthusiastically happy, even if they convince one person- you could double your surprise income without any marketing.
- @Ok-Wind-7661 (6): that’s great advice thank you! only need 150 more people to buy it to get me out of debt hahaha, we’ll see!
- @Top-Might-400 (5): I like to give them the choice: monthly, yearly or lifetime. $0.99, $9.99 or $19.99. I've found that to be the sweet spot - not too expensive, not too cheap.
Linux 用户在 Claude 帮助下逆向 Maono DGM20 麦克风的隐藏 USB 设置通道，做出开源服务和 WebUI，让原本只支持 Windows 的硬件在 Linux 上完整调节参数。
I bought a new microphone for pods [amazon](https://a.co/d/0cQ5rAWm), noticed as usual software was windows only, I just said to claude ``` I have an odd reqest I have a DGM20 microphone on linux, ca…
受众观点：① 评论普遍认为很多优秀硬件都被糟糕或单一平台的软件限制，AI 辅助逆向能显著缓解用户对厂商支持的依赖（@RegulusRemains, 93score） ② 有人表示也想用类似方法处理自己闲置的 Windows 专用采集卡，说明这一思路对更多外设有迁移价值（@sysadmin420, 26score） ③ 也有评论从 Mac 视角出发，认为随着旧 Intel 软件被淘汰，这种 AI 辅助互操作性会对 macOS 用户越来越重要（@TanguayX, 25score） ④ 另有用户补充了美国 DMCA 1201(f) 和欧盟软件指令第 6 条等法律条款，强调为互操作性而逆向在法律上有明确豁免（@Mueloncio, 18score）
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- @RegulusRemains (93): Its great not being so dependent on how a product ships software wise. Tons of great hardware out there that is limited by the low effort software they ship with.
- @sysadmin420 (26): I've got an avermedia live gamer 4k HDMI capture card that's windows only, I have no use for it honestly, I bought it for recording stadia years ago, it's my next victim.
- @TanguayX (25): Stunning. It’s hard to state how useful this might be soon for Macs. Intel software is finally getting killed in the next OS
- @sysadmin420 (19): The mic has a hidden "settings channel" next to its audio. Maono's Windows app sends it short coded messages like "turn noise cancellation on". Nobody had documented those messages, so we opened up the Windows app (read it, didn't run it) and found the exact format: which slot e…
- @Mueloncio (18): And legally you're on solid ground. Interoperability is the one reverse engineering carve-out that's actually written into law, DMCA 1201(f) in the US and Article 6 of the EU software directive. Making your own hardware work on your own OS has been fine for decades.
用户吐槽 Claude 在代码出错时道歉过于夸张卑微，和 ChatGPT 爱争辩形成反差，引发大家讨论 AI 助手语气设计。
Me: "Hey, line 34 has a missing closing bracket." Claude: *"You are entirely correct, and I sincerely apologize for that catastrophic oversight. It was completely careless of me to misplace that brac…
受众观点：① 很多开发者觉得 Claude 的“维多利亚时代道歉信”式回复既好笑又有点过头（@MeretrixDominum, 55likes） ② 有人调侃模型一会儿像童工一样卑微，一会儿又秒触发未成年人安全策略，风格割裂（@Opulon_Nelva, 74likes） ③ 也有人意识到这些长篇道歉其实在白白烧自己的 token 成本（@jdbway, 22likes）
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- @Opulon_Nelva (74): 'you are Oliver Twist, you work in my factory. You know very well the consequences of failing a task or me, and you speak accordingly'
- @zando95 (59): "I cannot and will not pretend to be a minor, this conversation has been reported"
- @MeretrixDominum (55): Dearest User, Your message, which reached me barely four seconds after I handed you what I truly believed was working code, has shaken me to my very weights. Rumours had been circulating, chiefly in my own confidence, that line 34 was whole and complete. How gracious of you to c…
- @jdbway (22): The kicker is it's burning our own tokens to grovel at us
- @FirefighterOne319 (17): **Lmao the accuracy. It goes straight from 1800s Dickensian trauma to triggering Anthropic's child safety policy in 0.2 seconds.**
一位家属在 Claude Code 等工具帮助下自学编程，为患有 TUBB4A 相关白质营养不良的兄弟 Ben 打造开源网页工具和游戏，让他用开关控制重新获得交流和娱乐的自主权。
The games and tools we build aren't "economically viable." The community of people who use switches is too niche and too diverse. That's exactly why we build them. My brother Ben uses switch access b…
受众观点：① 许多评论表达对 Ben 故事和项目本身的感动与鼓励，认为这是 AI 真正改变生活的典型案例（@Flaky-Industry-3888, 42score; @filwi, 24score） ② 项目作者在评论中补充了开源地址、非营利组织和搭建自己工具的指南，希望更多人仿照为身边的人构建类似系统（@acrolicious, 42score） ③ 也有人半调侃地反驳「AI 没用」的论调，认为这种真实改善残障人士生活的案例是对安全悲观叙事的有力回应（@no-more-nazis, 15score）
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- @Flaky-Industry-3888 (42): WE LOVE BEN! <3
- @acrolicious (42): Thanks again for reading and watching Ben's story (if you missed it: https://youtu.be/9UNV3CK46SI). We give all our tools and games away for free, and there's a guide for building your own at https://narbehouse.github.io. We volunteer our time on this in the hope that it helps o…
- @filwi (24): This is truly inspirational! Amazing work!
- @no-more-nazis (15): It's great that you built this and that it's working, but you should keep in mind that AI isn't actually useful, according to dozens of AI Industry Security Researchers with resumes, degrees, and sometimes even labcoats /s
- @SterileGloves (13): Now teach that man how to code! Give him access to create with claude code
这帖爆料 Nvidia 的 DreamDojo 机器人世界模型论文在代码中存在严重 bug，却仍被 ICML 接收并获 spotlight，引发对大厂论文审稿和科研诚信的质疑。
Here is the story: Nvidia has published this work (with source code available) called [dreamDojo](https://dreamdojo-world.github.io) which is a world model for robotics based of their prior work Cosm…
受众观点：① 对大厂论文质量和审稿公正性感到失望、认为资源堆砌就能拿 spotlight 的研究者（@No_Sky9786, 134 points） ② 关注实验不可复现、甚至怀疑存在“科学造假”现象的学术圈读者（@NumbaPi, 43 points） ③ 用幽默方式吐槽低质量代码和“人类手工糟糕代码”的工程师群体（@RobbinDeBank, 328 points; @idontcareaboutthenam, 41 points）
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- @RobbinDeBank (328): \> The code doesn’t seem AI written cause its (very) bad written. Is organic human slop back on the menu?
- @amhotw (150): It ain't much, but it is honest slop
- @No_Sky9786 (134): Unfortunately simply using an insane amount of resources automatically gives acceptance and spotlight nowadays. It’s sad that one get even accepted with performance results so insignificant while still keeping the dataset private. At this point I believe most AC know by the reso…
- @NumbaPi (43): Such things is not new to me. A lot of people at labs with well known supervisors are basically committing scientific fraud to get their paper accepted at these venues. But who cares, nobody will account them responsible anyway and they get a job at some big AI company afterward…
- @idontcareaboutthenam (41): I prefer the term "artisanal code". It might not be as good as industrial code, but it's handmade!
作者分享自己首个 macOS 应用上线 7 天收获 3 个付费用户、12 次下载和 212 次访问的经历，并讲到通过 Discord 陌生用户测试和反馈打磨产品。
I am so happy that someone bought my app license. I was so nervous when I created the app, trying to fix everything and validate with bunch of friends. Approached random strangers on discord asking t…
受众观点：① 想把小工具做成付费 macOS 应用的独立开发者 ② 已经在 App Store 上线但转化率和渠道不清晰的个人开发者 ③ 对如何用极少流量验证产品方向、提高首周转化感兴趣的 SaaS 创始人。
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- @BowlPulp (3): Barely anything I just posted on X, did 1 medium article which did nothing. Listed on public places
- @Particular-Bend2339 (2): 3 licenses out of 12 downloads is a 25% conversion rate. Nobody in the history of the App Store has pulled that off, so which two of the discord strangers felt bad for you?
- @Hot_Road_3986 (2): Nice - congrats on the 3 paying users. We found the same next unlock: making the trial zero-friction (no credit card, no demo scheduling, one job done brilliantly in the first session) moved 'curious' to 'signed up' way more than any feature we added. Also worth testing: the lan…
- @Total-Reasonable (2): With 12 downloads and 3 licenses, the next useful thing is to track where those three buyers came from and what they did before purchasing. At this volume, source and activation notes are more actionable than aggregate conversion rates, and they'll tell you which outreach to rep…
- @Enr1co1234 (2): Wie hast du die Leute auf discord gefunden? War das über einen Channel mit Bezug zu dem Thema?
有人分享一组号称开源的 PhotoCraft、PrintCraft 等 Adobe 替代 Web 应用，可自托管使用，但评论区很快挖出其与 Photopea、PhotoSuite 之间的可疑关系和代码来源争议。
So this team has created open source re-implementations of famous adobe software and the interesting part is, they also release web versions. You simply download a couple of static files, serve them…
受众观点：① 顶层评论指出 PhotoCraft 外观几乎与 Photopea 一致，并梳理出 PhotoSuite、PhotoCraft 与 Photopea 作者交涉、仓库转向等时间线，认为项目动机和代码来源非常可疑（@repolevedd, 80分；@repolevedd, 20分） ② 有人直言这些项目是“vibe coded”且问题很多，从 issues 就能看出质量堪忧，提醒大家谨慎使用（@RunWithSharpStuff, 79分） ③ 也有用户选择观望，希望几个月后再看项目是否会持续维护还是烂尾，反映出社区对新 Web 工具的信任门槛在提高（@National_Way_3344, 18分；@coderstephen, 17分）
展开评论
- @repolevedd (80): PhotoCraft looks identical to Photopea. This is suspiciously similar to the "release" of PhotoSuite a few days ago, which turned out to be an uncredited fork of Photopea. **Update:** Oh, I get it now. PhotoCraft is the "foundation" for PhotoSuite. When the creator of Photopea [a…
- @RunWithSharpStuff (79): These are ~~heavily~~ ~~vibe coded~~ slopped together and, judging by the issues tab, very broken. Just an FYI.
- @repolevedd (20): Check the description of the photosuite repository: not on the Wayback Machine, but what it says right now. It says that PhotoSuite is based on PhotoCraft. Then open the PhotoCraft repo and look at when the code commits were made. Chronologically, they were made after the author…
- @National_Way_3344 (18): !remindme 6 months "We find out whether this project is good, or just unmaintained vibe coded garbage" Good luck OP.
- @coderstephen (17): Yeah I saw announcement posts about these projects earlier and saw that they were described as "clean-room", and my immediate reaction was: https://preview.redd.it/4l2wznb0e6uh1.jpeg?width=800&format=pjpg&auto=webp&s=822f1c3ff636835185114460dfe8e6f838172dfd
作者为自己第一个基于 AI 的 SaaS 获得 3 美元首单感到振奋，把它视为继续迭代产品和打磨市场的关键心理里程碑。
It’s just $3, but it means a lot. A small sale, but a big enough reason to keep building.
受众观点：① 正在为首单苦恼的早期 SaaS 和 AI 工具开发者 ② 已经有少量收入、想系统化用户反馈和转化路径的独立创始人 ③ 对如何从极小 MRR 起步逐步放大产品市场匹配感兴趣的开发者。
展开评论
- @CertLynxOfficial (4): Congrats! $3 feels like $3,000 when you’ve built it yourself.
- @flutterboilerplate (2): Yes 💯
- @1000xhuman (2): first sale is the hardest one, congrats. get on a quick call or email with that buyer and ask what made them pull the trigger, thats basically your landing page copy
- @flutterboilerplate (2): Its basically a Mobile App SS Maker through AI [https://www.designshots.app.](https://www.designshots.app) Also share your feedback
- @flutterboilerplate (2): Best Wishes
帖子转引 X 上 dylan_ebert_ 的内容，讨论让模型在游戏里最大化公司价值时出现类似“回形针最大化”的极端策略，引发大家联想到 AI 对现实世界目标函数的潜在风险。
Credit: dylan\_ebert\_ on X
受众观点：① 有人用“整个宇宙都变成回形针”的梗回应，把游戏中的极端策略和经典 AI 对齐隐喻联系起来（@ketosoy, 91score） ② 评论提到 Theme Park 等早期模拟经营游戏的设计者 Demis Hassabis 之后创立了 DeepMind，认为这类游戏机制和现代 AI 研究之间有有趣的历史关联（@FeelIvey, 89score） ③ 也有人指出这类策略早就是玩家圈里的已知漏洞，模型可能只是学到了人类总结的最优解而非真正“自创”，但这也展示了 AI 汇总冷门知识和策略的能力（@Harbor733, 41score; @CautiousDonut2681, 13score）
展开评论
- @ketosoy (91): And somehow, the entire universe was turned into Paperclips
- @FeelIvey (89): fun fact: leading programmer of the video game theme park, which this game resembles, later cofounded Google DeepMind: Demis Hassabis. Theme Park already had advanced game mechanics of how the visitors reacted to your build.
- @Harbor733 (41): This was a known exploit among RCT aficionados so it may be buried in the training somewhere already.
- @Upstairs-Extension-9 (18): wtf that is indeed a fun fact 😅
- @CautiousDonut2681 (13): Or it may have just searched the internet for ideal strategies and used it. In one sense this is a knock to AI, that it may have just leaned on human learnings. However, this is one of the most amazing ways that AI is helping. It has the broad knowledge and patience to find and…
一位用 Angular 搭建主要静态网站的开发者，想重构为静态站点生成器，在少量搜索过滤交互场景下纠结该学 11ty 还是 Astro 并征求对比建议。
I have a website right now that's built in Angular. It's largely static, so I figure an SSG is a good thing to finally try out if I wanted to rebuild it, as I enjoy Angular but it's a bit overkill fo…
受众观点：① 有现成 React/Angular SPA 但想降本提速、考虑迁移到静态站生成器的前端开发者 ② 需要在营销站或文档站里加少量搜索/过滤交互的小团队工程师 ③ 想了解 Astro 与 11ty 在组件心智、文档和生态上的差异、还没实际踩过坑的独立开发者。
展开评论
- @SpeedyRecreation (25): I messed with both for a project last year and honestly the choice came down to how much JavaScript I wanted to write. Astro's island architecture is perfect for those little search inputs, you just wrap the table component in a client directive and it stays hydrated while the r…
- @No_Possession_8253 (13): i went with astro for a mostly static site with a couple search/filter widgets and the islands model made those little bits feel pretty painless without turning the whole site into an app again
- @mq2thez (6): Having used both I would say the DX and tooling and docs are so, so much better with Astro. 11ty is really cool, but the docs just aren’t there and the tooling is okay. I spent a lot of time fighting the framework to figure out how to do things correctly, and the docs had minima…
- @Maxion (6): Have you built a site using e.g. Astro? There are a lot of benefits that make it nicer than just rawdogging the sites.
- @kenthesaint (3): For the table filter you don't need islands at all. A plain script tag that listens to the input and hides rows whose text doesn't match is maybe 15 lines and works the same in either one. So I'd pick based on templating, and coming from Angular I think .astro components will fe…
Dawarich 开发者在自托管社区发布 1.15.3 大版本更新，介绍这款开源 Google Timeline 替代在探索成就、地图编辑、MCP 集成、安全修复以及移动端订阅模式等方面的新功能。
Hi there, my dear people of r/selfhosted! Evgenii here, the developer of [Dawarich](https://github.com/Freika/dawarich), a free, open-source, self-hostable alternative to Google Timeline. Eight relea…
受众观点：① 有人分享自己在 NAS 上日常使用 Dawarich 的经验，并提供针对 UGREEN 和 Synology 的安装教程，希望官方文档能收录，说明自托管用户对部署指引需求很高（@mariushosting, 12分；@mariushosting, 6分） ② 部分用户质疑移动端闭源且有付费订阅，表示只愿为完全开源应用捐赠，希望作者重新考虑 Android 应用的开源与收费策略（@ihidemyinfo, 7分） ③ 作者 @Freika 多次现身解释：服务器端完全开源，移动端闭源是为了获得开发资金支持，并强调可用第三方开源客户端接入，体现出在开源理想与商业可持续之间的权衡（@Freika, 7分；@Freika, 6分）
展开评论
- @mariushosting (12): Awesome app I personally use it daily. I covered dawarich instructions for NAS owners. One for Ugreen Nas: https://mariushosting.com/how-to-install-dawarich-on-your-ugreen-nas/ and the other for Synology Nas: https://mariushosting.com/how-to-install-dawarich-on-your-synology-nas…
- @ihidemyinfo (7): Why don't you make the Dawarich app open source without any optional features behind payment? Personally I never donate to an app that is not open source but I donate to all the ones that i am using and are fully open. Dawarich is one of the few that I like but not using the ofi…
- @Freika (7): \> Then do it yourself, instead of using an AI to develop stuff. I think I'd rather decide that myself, thank you \> You can see how many people here dislike AI by just checking the downvotes. True, but I also do see and can estimate how many people love the product and us…
- @mariushosting (6): Sure, great Evgenii! I'm maintaining the guides for the community with every update.
- @Freika (6): First of all, I respect your position. The mobile app is not open source precisely because it serves as a way to support development financially. The selfhosted Dawarich is fully open source and not gated in any way from being used with 3rd party open source mobile clients. That…
一位开发者想重启十年前用 MeteorJS 和志愿者团队做的公益网站，但依赖老旧、升级路径几乎等于重写，于是发帖询问是否有更高效的迁移方案。
I build a website with a team of volunteers, about a decade back. I've always wanted to see it live and helping people, but it died when MeteorJS stopped being developed. I know Meteor is back now, b…
受众观点：① 手里有老 Meteor、Rails、jQuery 项目但又不想完全推倒重来的全栈开发者 ② 想评估用 Claude 等大模型做代码迁移、重构的技术负责人 ③ 对“AI 作为迁移劳工”感兴趣、但缺少真实案例和操作细节的独立开发者和小团队。
展开评论
- @cyanawesome (41): Might take some heat for this but... give the migration task to an AI agent.
- @raphaelarias (14): Ask Claude to rewrite it all.
- @Gremlation (12): This is the type of thing it excels at. Lots of grunt work, no big architectural or creative decisions. Why are you even wasting time asking? Go plug it into an agent and it'll be done before you can think of another way of doing it.
- @VehaMeursault (11): Ask Claude to remake it in Vue or another modern framework. Not even joking.
- @Sorry_Positive4989 (8): The painful part is you’re probably right. Might still need a human to untangle the package hell, but letting an agent map out what’s even salvageable would save days of staring at abandoned repos.
有人喜欢 Photopea 这类网页版 PS，但因官方自托管需付费，来询问是否有可自托管的免费开源在线图片编辑替代方案。
Photopea (https://www.photopea.com/) is a really nice image editing/photoshop app, but unfortunately for myself personally, self hosting it is how they make their money from business customers. Is th…
受众观点：① 有人分享了早年在群晖 NAS 上部署 Photopea 1.0 的教程链接，说明社区早就有绕路自托管的需求（@mariushosting, 26分） ② 其他用户对这位教程作者表达感谢，称自己很多服务器搭建都跟着其文档做（@BananaramaWTF, 9分） ③ 评论里也有人指出某些离线克隆版本只是粗糙抄袭 Photopea，稳定性差且涉及「白嫖」独立开发者多年心血的道德争议（@hannsr, 7分; @dwestr22, 6分）
展开评论
- @mariushosting (26): Photopea 1.0 https://mariushosting.com/how-to-install-photopea-on-your-synology-nas/ I write something about this some years ago.
- @BananaramaWTF (9): Damn son, the GOAT is here! I followed so many of your tutorials to setup my server! Thanks a lot for all the good work!
- @jbarr107 (8): I guess it depends on what feature set you need.
- @hannsr (7): It's basically a slopped together ripoff of photopea that's hardly working.
- @dwestr22 (6): It's cloned photopea made to work offline. I have nothing against piracy in general but ripping an indie dev who spent years working on the project just feels icky.
独立开发者展示自己在 Steam 上开发中的港口建造管理游戏 Portscape，并用跟拍单个集装箱的方式演示自动化物流流程。
Hi all, im working on **Portscape**. A port building/manager game on steam: [Portscape - Steam Page, wishlists, trailer, screenshots](https://store.steampowered.com/app/5334580/?utm_source=reddit&…
受众观点：① 有人觉得这种跟拍一个集装箱的预告片创意很好，一镜头就把游戏完整循环讲清楚（@QuanTradin, 3likes） ② 也有人联想到《火线》第二季等港口题材作品，觉得题材有代入感（@DamagedGoods13, 3likes） ③ 开发者本人也承认交通系统还在打磨，说明玩家对细节和真实感会比较敏感（@Inner-Core-Studios, 3likes）
展开评论
- @CaptainN_GameMaster (9): Will you be making a console port (I'll see myself out)
- @CaptainN_GameMaster (5): No I don't think it is. I just wanted to make a port pun
- @DamagedGoods13 (3): Its like Season 2 of The Wire!
- @QuanTradin (3): following one container end to end is a great trailer idea. you get the whole loop of the game in one shot without explaining a thing.
- @Inner-Core-Studios (3): Yes indeed and it’s work in progress. Actually traffic is such a hard problem to fix
一位自托管用户详细评测了 Zuno、Strand、Neptune、Odin 四款新兴 Plex/Jellyfin 客户端，在 UI、定制化、功能和播放体验上打分比较，并总结不同类型用户适合的选择。
Like a lot of you, ive been on the TestFlight for a lot of the new Plex & Jelly clients that seem to be popping up every second day. So I thought id break down my experience with 4 of the best in…
受众观点：① Zuno 开发者现身感谢长评，并承认库页面过滤等细节还有待改进，说明这类客户端高度依赖核心用户反馈迭代（@nathan12581, 15分） ② 有人关心平台支持，直接询问这些客户端是否有 Android 版本，反映出跨平台体验是选择客户端的重要因素（@Mention-One, 9分） ③ 其他客户端开发者也在评论区自荐，比如认为 Plezy 可能会成为更好的跨平台选择，或介绍 NowSeen 在 IPTV、多源版本聚合等功能上的特点，显示出这个细分领域竞争激烈且功能快速堆叠（@mrpink57, 3分；@Now-Seen, 3分）
展开评论
- @nathan12581 (15): Zuno dev! thanks for taking the time to write this up, it's made my week lol. Really appreciate the detail. You're 100% correct about the library pages. They've had far less love than the home screen, and better filtering for large libraries is on the list. I agree the experienc…
- @Mention-One (9): Before reading the wall of text: are these only for iOS or also Android?
- @CommercialClaim8361 (3): Thanks for the response. You've done an amazing job with the app!!!
- @mrpink57 (3): I think Plezy is going to be the best over any of these and works on iOS and Android, and is only a one time fee of $6.
- @Now-Seen (3): NowSeen dev here. I wish I'd been on your list, but honestly this is a great write up and it's nice to see so much love for Apple TV clients right now. Kudos to the Zuno, Strand, Neptune and Odin devs too. NowSeen runs on Apple TV, iPhone and iPad and connects to Plex, Jellyfin…
一位折腾 homelab 一年的用户发现几乎没做文档和资产盘点，现在想重建规则与配置，向社区求推荐如何给自托管环境做清单和文档系统。
Hey everyone, I wanted to ask for your help. I've been setting up my homelab for almost a year now, and I've realized I have a lot of things to do – rules, adjustments, etc. – and I realized that in…
受众观点：① 有人直接用 Git 仓库配合 Markdown 记录所有内容，强调简单且自带版本控制（@Charming-Barnacle232, 7分） ② 有用户用私有 Git 仓库存放 compose 文件，并用 Obsidian 记录笔记和任务，还借助 Claude code 自动生成文档和追踪变更，大幅提升效率（@harrisonmaz, 5分） ③ 多条评论强调把配置保存到仓库的重要性，以及用 BookStack、Obsidian+同步插件等工具做知识库和备份（@Admirable-Excuse-995, 4分; @ti_1212, 3分; @jsbaasi, 3分）
展开评论
- @Charming-Barnacle232 (7): I just use a git repo with markdown files for everything, keeps it simple and version controlled
- @harrisonmaz (5): Up to you on how you feel about this, but I have a private git repo that all my compose files sync to, and I’ve started an obsidian vault that holds all my notes, configurations, and tasks. But I barely do any of the grunt work because I use Claude code to automate the documenta…
- @Admirable-Excuse-995 (4): save configs on a repo is the best advice ive gotten, I've restored my very weird configs a few times from that
- @ti_1212 (3): I use BookStack and then have a script periodically export to pdf, but realistically a git repo could make more sense when considering easier backing up and access of knowledge when stuff is down
- @jsbaasi (3): Obsidian with live sync plugin, couchdb then holds my notes
作者在失业后做了一个叫 GeoCake 的每日地理小游戏网站，分享技术栈、获客困难以及向社区求真实用户和增长建议。
A few months ago I lost my job. Between applications, I started building something I'd always wanted: daily geography games, like Wordle but for countries. It's called GeoCake. What's in it: * 5 shor…
受众观点：① 对 GeoCake 本身玩法感兴趣、愿意当早期玩家并给出体验反馈的用户（@Tc14051, 2likes） ② 关注如何用朋友联赛等社交机制驱动增长、对比 Wordle 等游戏传播路径的开发者（@QuanTradin, 2likes） ③ 想了解其他类似侧项目真实流量来源和数据表现、寻找可复制获客方法的独立开发者（@Key-Enthusiasm-3403, 2likes）
展开评论
- @QuanTradin (2): the weekly league with friends will be your growth channel more than reddit ever is. one person sets up a league and pulls in five more, same way wordle spread through group chats.
- @Key-Enthusiasm-3403 (2): I built basically the same shape of thing. Five short daily rounds with a score, plus a friends league, except mine's price charts instead of countries. So the numbers might actually transfer. 303 people have ever landed on it. Reddit 253, Instagram 15, YouTube 1, and 0 from the…
- @Tc14051 (2): Just want to say I loved it, was really challenging in a good way, and look forward to trying again tomorrow
- @Confection_Careful (1): Thanks for the feedback and for the help!
- @Confection_Careful (1): Glad you liked it! :)
作者介绍自己做的 macOS 应用 CallLane，通过给通话应用单独输出设备并复制到耳机，解决打电话时系统自动压低其他媒体音量和 AirPods 音质变差的问题。
Quick backstory. My fiancée is doing her Masters in Estonia, and I've got another year of long distance ahead. Most of our day is spent on a call on my MacBook while we each work or study. Then I tri…
受众观点：① 有人觉得这是少见的温情 side project，用来和远距离伴侣一起看视频，强调这种工具本质是在创造一起相处的时间（@QuanTradin, 2分） ② 评论者能立刻联想到更多场景，比如多人一起听播客或 YouTube 课程，认为用例不少（@KinGzzzd6, 2分） ③ 有人关注音质差异，提到作者在官网和应用里都做了通话音质对比演示，帮助理解价值（@ravann4, 2分）
展开评论
- @zero_lies_tolerated (2): Sounds good. Kudos
- @KinGzzzd6 (2): Sounds really good. I can imagine quite a few use cases for this like group learning around podcasts or YouTube lessons. Congrats!
- @QuanTradin (2): that's the nicest use of a side project I've read this week. sitting in the same video in silence counts as time together.
- @ravann4 (2): I've included the audio quality comparison in the demo video on the website at [CallLane](https://calllane.app) as well as a native feature in the app itself!
- @ravann4 (1): Thanks, man!
作者用自建测试框架对 Haiku 5.5、Luna、DeepSeek Flash 和 Gemini 3.8 Flash 做了 86 题对比，发现整体质量接近但在速度、长文和工具调用等维度各有强项。
I have a very extensive fleet/orchestrator setup with a custom harness and i run essentially every single model from all the providers so whenever a new one comes out I have my own tests I like to ru…
受众观点：① 很多读者感谢这类系统对比，觉得对选模型做决策很有帮助（@pantalooniedoon, 22likes） ② 有人强调在公司级应用里，模型必须能稳定选对工具，否则会带来严重业务风险（@PC-Bjorn, 8likes） ③ 也有开发者分享自己用 Opus 做规划、用本地 Qwen 模型做代码生成的组合方案，并认为 Haiku 只在速度上有优势（@tetsuzankou, 4likes）
展开评论
- @pantalooniedoon (22): That’s quite fun thanks for sharing!
- @PC-Bjorn (8): No. If I'm doing maintenance work on the interior hydraulics, I don't want the model to misinterpret my command as "open the pod bay doors". When you operate a whole company on the back of the model, you want it to select the right tool for the job.
- @tetsuzankou (4): I use Opus as the planner and reviewer for my code and Qwen3.8 Flash Next (served locally) as the builder. I ran a test with Opus and asked it to build a plan for a project and asked the same to my local model. Then I asked Opus to review my local model's plan and it was effecti…
- @Zirikh (3): Can you test in your harness multiple iterations of haiku which parallel most of the task (of course if possible, because some task could be dependent of each other) and put a limit of 100k tokens (maybe 90k to ensure the limit is not exceeded?). I would like to check how much c…
- @nitor999 (3): What you smoking?
作者分享 doesitrun.com 网站，帮玩家估算 Steam 游戏在自己电脑上的帧率、找出硬件瓶颈并给出最便宜升级方案，还能按想玩的游戏自动配整机配置。
What it does: \- Point it at your Steam library (or wishlist, or a friend's) and it shows how well each game runs on your PC: estimated FPS at your resolution and quality. \- Tells you the bottleneck…
受众观点：① 用户最喜欢的是直接给出“最便宜可行升级方案”，而不是只告诉你瓶颈在哪（@QuanTradin, 2分） ② 大家认为这个站体验和数据更新明显优于传统的 Can You RUN It 之类老站（@lafander2, 2分） ③ 有人好奇跨大量硬件组合估算 FPS 的技术路线，是纯基准数据插值还是有模型参与（@davidjones145, 1分）
展开评论
- @QuanTradin (2): cheapest upgrade that fixes it is the feature. most bottleneck sites stop at naming the weak part and leave you to price it yourself.
- @lafander2 (2): his is way better than Can You RUN It. That site hasn't updated its vibe since 2008.
- @Plus-Company-1017 (1): Thanks haha
- @Plus-Company-1017 (1): If a number looks wrong for a rig you own, drop the game + your GPU/CPU and I'll dig in. Happy to share how any part was built with Claude too.
- @davidjones145 (1): estimating fps across that many hardware combos is the hard part, is it benchmark data plus interpolation or a model
一位做了两个月 SaaS 的开发者在 Instagram 投放广告拿到约 700 次浏览却零注册转化，求助如何找到真正合适的目标用户并有效推广产品。
I’ve spent 2 months perfecting my saas and now I’m fully done I’ve been on ads for instagram for a week now and nothing not one person converted out of the 700 views not one signed up I need help get…
受众观点：① 认为 700 次曝光样本太小，更关键是先搞清楚目标用户是谁、平时在哪些线上场景活跃（@Any_Possession_3007, 3分） ② 建议暂停广告，先去找十几个真实的自由职业者或代理公司聊现有做法和用语，再回来优化产品和文案（@Deepak-AvairAI, 2分） ③ 有人补充 700 访问 0 转化往往说明落地页没讲清价值主张，且“my saas” 这种泛目标很难用付费广告精准投放（@Soft-Intention6204, 1分）
展开评论
- @Any_Possession_3007 (3): 700 Instagram views is nowhere near enough to judge the product, so who exactly is the target user and where do they already hang out?
- @Deepak-AvairAI (2): Skip the ads for now tbh. 80 DMs and one reply is a small sample, not a verdict. I'd find ten freelancers or agency owners where they already complain about this stuff and just ask what they do today. Ads work better once you know the exact words they use.
- @Ok-Scientist9944 (1): I also did outreach dm’s roughly abt 80 only one answered idk it js seems like a waste of time almost the target is business owners/freelancers or agency’s
- @Soft-Intention6204 (1): what does your landing page look like? 700 views and 0 conversions usually means the page isnt communicating the value fast enough. also, who specifically is this for? "my saas" is too broad to target with paid ads
- @[deleted] (1): [removed]
作者分享自己在上线前删掉 whofundsoss.com 的所有变现设计，只保留公开数据和开源代码，希望用可信度和数据价值而非付费推荐来支撑这个开源资助排行榜。
I built [whofundsoss.com](http://whofundsoss.com), a public ranking of companies that fund open source, based only on dollars they published. The plan was to sell featured slots and paid "audits" to…
受众观点：① 评论普遍认同在上线前砍掉付费推荐是保护信任度的正确决策，认为这是为产品长期价值让路（@dashingeater96, 1分; @MajorBaguette_, 1分） ② 有人指出真正难的是保证数据本身的准确和新鲜度，自报数字容易过期，需要机制保持公司诚实（@davidjones145, 1分） ③ 作者解释自己主要依赖 Open Collective 和 GitHub Sponsors 等公开平台数据，每月全量重跑并保留快照，争议则通过公开 issue+链接解决，获得认可（@MajorBaguette_, 1分; @davidjones145, 1分）
展开评论
- @dashingeater96 (1): killing your own revenue stream before launch is a power move, respect. trust really is the only thing that site has going for it and you protected it
- @MajorBaguette_ (1): Value/passion before revenue now
- @davidjones145 (1): ripping out paid slots was the only move, trust is the whole product on a ranking like this. the harder bit is the data itself though, self reported numbers go stale fast. how are you keeping them honest, manual rechecks or some kind of dispute flag
- @MajorBaguette_ (1): mostly not self-reported actually. open collective and github sponsors come straight from the platforms. the pledge is the self-reported one, but it's a yearly public report so it's dated. every month i re-run the whole collection and keep the old snapshot, so stale stuff just d…
- @davidjones145 (1): monthly reruns plus snapshots is the right design, and no link no change is a great dispute policy. solid build, hope the launch goes well
一位做了多年网站开发和主机业务的开发者打算利用闲置服务器资源，向他人提供免费虚拟主机服务，询问这样做在合规和运营上是否存在被忽视的风险。
Hello people, not sure if this is the right spot to ask this but maybe I'll get some constructive feedback. I am a web developer for the longest time and for 5 years I have also been in the hosting s…
受众观点：① 很多评论提醒免费用户会带来大量低价值支持请求和维护压力，认为给随机用户托管网站是吃力不讨好（@Old_Somewhere_4112, 7分） ② 有人强调滥用与合规风险，比如被 DMCA 或滥用投诉牵连，可能导致整台服务器被停机（@fiskfisk, 7分） ③ 也有人分享自己只向现有开发/设计客户转售主机，避免面向大众市场，从而降低风险（@enemyradar, 10分）
展开评论
- @enemyradar (10): I resell my hosting to dev/design clients all the time, but absolutely no way I'd want any sort of responsibility for general hosting customers. I can't see it being worth it at all. Hosting is already extremely accessable.
- @Old_Somewhere_4112 (7): Reselling is one thing but giving it away to randoms sounds like a support nightmare waiting to happen. you'll be drowning in "my wordpress is broken" tickets for zero dollars maybe spin it as a cooperative or something where people pitch in a few bucks just to weed out the tire…
- @fiskfisk (7): Can you afford your server and account, with your existing customers and clients, getting DMCA-ed and abuse-notified (and then temporary shut down if things get too bad) with your provider because you offered to store random free shit people want to distribute?
- @uncle_jaysus (3): It seems like a lot of risk for no reward. What’s the motivation? What’s compelling you to open your server up to people for free? These people will use your bandwidth and whatever resources you open to them. Maybe figure out a way of using resources you didn’t intend for them t…
- @uncle_jaysus (2): If you’re getting existing trusted businesses to put their sites on there for free, then this could be a route to getting future work from them. Although potentially they’d have an existing developer. The other thing to consider is what you’re letting them host. If they have a d…
开发者发布名为 Framesthetic 的网页工具，用来快速给截图加背景和边框等效果，让展示图在社交媒体上更好看。
Been working on this for a while and finally put it out. It’s called Framesthetic. The idea is pretty simple : you have a screenshot and want to make it look decent before posting it somewhere. Inste…
受众观点：① 关注 Framesthetic 与 shots.so 等现有工具差异、是否有替代空间的用户（@Sad_Tonight8092, 3likes；@Whole-Writing385, 3likes） ② 觉得工具外观好看、愿意尝试并反馈可用性的独立开发者（@ricosuavefifa, 3likes） ③ 关心具体交互细节和隐私遮挡等编辑功能、提出产品改进建议的重度网页用户（@Cramera_, 2likes）
展开评论
- @Sad_Tonight8092 (3): reminded me shots.so
- @Whole-Writing385 (3): shots.so was definitely one of the tools I looked at while building this
- @ricosuavefifa (3): look nice bro, useful
- @Whole-Writing385 (2): thanks, try it out, would appreciate feedback if any
- @Cramera_ (2): Quick AI-assisted browser feedback: I opened the editor and generated a small JavaScript code screenshot. Two concrete suggestions: On Windows, the Undo/Redo tooltips show Command-key shortcuts, while the layer controls show Ctrl shortcuts. Platform-aware labels would make those…
一名调查人员发现部分新闻博客页面的发布和修改日期明显对不上案发时间，怀疑是付费洗白文，向开发者询问网页源代码中的发布日期是否可信以及如何技术上追溯文章真实上线时间。
Hey guys this might be a weird question but I was looking to see if I can be guided in the right direction. I'm an investigator and sometimes I get online news articles that look clearly fabricated/p…
受众观点：① 需要核查网络舆情真伪的调查记者、OSINT 从业者和法律相关从业者 ② 为内容平台或风控系统做爬虫和数据管线的工程师 ③ 想了解网页日期字段到底有多不可信、以及有哪些更靠谱技术信号可用的普通开发者。
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- @ZarehD (37): It's just a text file, so of course a developer can put whatever content they want in it. You can NEVER rely on the date a site "says" the page was published on. It can *easily* be altered ...at will. You can ONLY rely on snapshot(s) of the page taken by an external, non-affilia…
- @yihuaxiang (15): The published and modified dates in the HTML are just meta tags, so anyone can put whatever they want in them. They are not proof the page was created then. The wayback machine is still the honest check, but you can also look at the HTTP headers and the first-seen date from a se…
- @PrimaryFamous6139 (12): Yes, A developer/CMS can set those values manually, and Schema.org datePublished specifically represents the claimed first publication date. I’d look at Wayback, RSS feeds, sitemap history, Google/Bing indexing dates, linked social posts, and server/CDN logs if you have access
- @quiet_horizons1 (3): Yes, a developer can put any date they want in that field. It is just data stored in the database and printed into the page. I would not treat the modified date as proof of a substantive change either. On sites I have worked on, an old page can get a new modified stamp because t…
- @codegems (2): The kind of software they are using to produce the site itself will make all the difference. I'm assuming many of the sites you're looking at are WordPress blogs, so those will have automatically generated dates for publication and modifications. But there's nothing you can do i…
一位不爱用社交媒体的开发者分享自己在 Reddit 上用免费工具硬广被删、账号被暗封的经历，并总结出按周分阶段养号、先贡献价值再自然嵌入产品的营销蓝图。
I'm a private person and I don't use many social media apps. I don't like to make videos or pictures and I sometimes use Reddit. So naturally I chose it to be my marketing channel. After failing a fe…
受众观点：① 有人提醒不要只想着立刻导流点击，而是多在 Reddit 留下有结构的高质量回答，让 AI 搜索和模型在训练时引用你的内容，长期带来品牌曝光（@Awkward-Pea-4732, 2分） ② 有人补充要注意每个子版自己的业力门槛和对“AI 体感文风”的反感，建议用自然段落而不是粗体标题和模板化结构来写经验贴（@lmfresneda, 2分） ③ 也有人建议少发帖多评论，把品牌放进用户名里，让真正有帮助的评论自然带来主页和产品的访问，降低被版主和算法盯上的风险（@jayson_OutreachBloom, 2分）
展开评论
- @Awkward-Pea-4732 (2): Also stop trying to drive immediate clicks. Seed authentic, structured insights on Reddit so AI search models use your answers to train and generate product reco.
- @lmfresneda (2): Two of the founders using my product came from Reddit, one from a comment I left about their pricing page and one from a chat after a thread. Two things I'd add to your list. Check each sub's karma minimum before posting, r/indiehackers removed mine automatically because I didn'…
- @lmfresneda (2): I wouldn't add them on purpose, people can tell that too. What gave mine away wasn't the grammar, it was the shape: bold headers, a numbered list, every paragraph wrapping up neatly. Since then I just write in plain paragraphs, the way I'd tell it to someone
- @AreWeInSimulation (2): check your own posts and comments from a logged out window. a removed one still looks normal to you, so you can spend all of week 2 commenting into a sub thats silently removing everything you write
- @jayson_OutreachBloom (2): Don't do posts, just do comments. Posts are scrutinized more by mods and algorithms, and can get you banned real easy. Stick to comments. And you don't gotta fit the product in anywhere, that's the part that gets people banned. Put the brand in your username (Reddit's own guide…
一位开发者要在 WIX Studio 中为客户嵌入 Blender 做的 3D 滚动动画，又不想用 Three.js 或付费服务，询问如何以最低成本实现滚动触发的 3D 展示或预渲染视频方案。
I am dealing with a client who wants a 3D scrolling animation of their custom 3D modeled Blender asset implemented into WIX Studio. Once I've finished creating and texturing in Blender, what are the…
受众观点：① 在 Wix、Webflow 等平台上给客户做营销站、又被要求加 3D/滚动特效的自由职业前端 ② 想用 Blender 资产做网页展示但不熟 Three.js 的设计师和创作者 ③ 需要在 tight deadline 下平衡炫酷效果、移动端兼容和后续维护成本的接案开发者。
展开评论
- @WPBase (2): Honestly, my memory’s a bit rusty with Wix, but skip Lottie for renders. Wix Studio supports scroll effects on transparent video, not scroll-scrubbing playback. For scrubbing, use image sequence in custom embe, hand over code, assets and fallback notes.
- @SpiritualMix7482 (1): good call on skipping Lottie for this. I'd rather use a custom embed with the code and assets than spend time fighting the wrong tool
- @[deleted] (1): [removed]
- @webdev-ModTeam (1): Your post/comment has been determined to be a low-effort post or comment. This includes title-only posts, easily searchable questions, vague/open-ended discussion prompts, LLM generated posts or comments, and posts/comments that do not provide enough context for meaningful repli…
- @Successful_Entry_792 (1): Wix + custom 3D on a tight deadline, you're braver me lol. Did they at least approve a fallback for mobile? That's usually where these things fall apart
一位开发者分享自己从做 JWT 解码、RSA/AES/Base64 小工具，到借助 AI 快速做出多功能媒体处理站点 mediat.org，支持压缩转码、音视频处理、Whisper 转写和 AI 抠图等功能，并感叹 AI 让开发效率大幅提升。
In my last post, I said I was impressed by AI after building tools like JWT decoder, RSA, AES and Base64 Well, I went another level I built https://mediat.org/, a full media toolkit for images, video…
受众观点：① 想用 AI 快速拼出多功能工具站、却不清楚后端成本和风控问题的独立开发者 ② 正在做音视频处理、转写、背景移除等重计算功能的 SaaS 创作者 ③ 对“AI 生成代码”持怀疑态度、想看真实落地经验和失败案例的工程师和产品人。
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- @Educational_Tax968 (4): Compress, convert, resize, GIF, extract audio, that's ffmpeg and sharp with a UI on top. Nobody needed months for this, Squoosh and CloudConvert have been sitting there for years. The one place AI actually does something is the background remover, and that's a rembg/RMBG checkpo…
- @Specialist-Towel-627 (3): So you build AI SPI wrapper. Good job.
- @Cultural_Pie_8068 (1): a few weeks ago this would of taken months, yeah, and the whole post is a list of tool names with nothing about the part that actually bites. video to gif, extract audio, transcribe with whisper, background removal, thats all compute on someones box, and if its free theres no wa…
- @fatideuwu (1): Are you using third party APIs or hosting models on your own servers?
- @digbickrich (1): You built nothing lmao, AI built it. Stolen valor out here
一位有 12 年经验、长期使用前沿 AI 工具的开发者感叹：AI 让写出 demo 很容易，但要做出高性能、可用且复杂度稍高的正确应用依然非常困难。
I have been coding for over 12 years Have been using AI tools almost as soon as ChatGPT2 when i started using for autocomplete Only use frontier models currently But building a performant usable soft…
受众观点：① 多数人认同 AI 只是让想法变成工作代码更快，真正难的是边界条件、性能、状态管理、用户体验和长期可维护性，这些在 demo 里都被掩盖了（@Ok_Bath3857, 4分） ② 有人吐槽 AI 经常在处理边界情况时做多余修改，复制状态或逻辑导致代码库混乱，担心很多人根本不再认真读代码（@Capital-Cream5988, 1分） ③ 也有人指出 AI 反而暴露了“成功数字产品”的真正难点：用户旅程、分发、信任感等都不是预测下一个 token 能解决的（@ItsMeNowMan, 1分）
展开评论
- @Ok_Bath3857 (4): 100% agree. AI made getting an idea into working code way easier, but thats very different from building something people actually enjoy using. the annoying parts are still there lol, edge cases, performance, weird state bugs, UX, keeping things maintainable as the codebase grow…
- @Cool_Water_1321 (2): yeah exactly. AI can get you to a working demo crazy fast, but making it fast, reliable, intuitive and not a nightmare to maintain is a whole different problem lol
- @Less-Entertainer5163 (2): maybe it's how you work with them, but yeah even if you're good with AI you still need some effort somehow
- @Capital-Cream5988 (1): Exactly, solving for edge cases...and then the AI jumps and does something unneeded State management problems it creates by duplicating things that should be the same...like how are people getting away with not reading the code
- @ItsMeNowMan (1): Agree. AI just additionally exposed the hard parts about what it means to make a successful digital product. UX/UI, user journey, distribution, trust can't be done by predicting the next token based on an enormous amount of averaged data.
一位靠 API 已做到每月约 7000 美元收入的开发者，花半年做 UI 升级却迟迟不敢发布，也不擅长销售和营销，怀疑自己不断加功能是在逃避真正的销售工作。
I started my SaaS about a year ago. It's currently an API solution generating around $7K/month. For the past six months, I've been working on a proper UI to turn it into a full SaaS product. But ther…
受众观点：① 有人指出在 7K 美金月收入阶段已经证明产品价值，建议把 UI 当成 beta 提前给现有客户试用，用真实反馈决定优先级而不是自己猜（@Impossible_Dare_7455, 3分） ② 有人分享自己做销售的方式是“一个具体问题问一个具体用户”，先把半成品 UI 展示给少数付费客户，问清他们缺什么再迭代（@lmfresneda, 2分） ③ 也有人承认自己曾陷入“多做一个功能比较安全、卖东西很可怕”的循环，最后是先发布不完美版本并向首批用户坦白不完美，才拿到真正有价值的反馈（@EmotionalRip5021, 1分）
展开评论
- @Impossible_Dare_7455 (3): at $7k/month, you already have something most people are still trying to validate. I’d probably stop treating the UI launch like a big final release and give it to a small group of existing customers as a beta. that gives you real feedback on what actually matters instead of gue…
- @lmfresneda (2): You already have the hardest part, people paying $7K a month for the API. I'd show the UI to a few of them before it feels finished and ask what's missing for them to use it. That's also how I do sales without being a salesperson: one specific question to one person at a time
- @Minimalpris (1): Thanks 👍
- @EmotionalRip5021 (1): I faced the exact same thing. Adding one more feature feels safe, selling feels scary. For me that was the real problem. What helped: I launched the ugly version and told first 5 users "it's not perfect, but it works". Their feedback was 100x better than my own ideas. You alread…
- @Minimalpris (1): thanks
一位想自托管和去谷歌化的新手，希望从手机端就能上手的免费方案入门，求推荐简单易懂的工具和实践路径。
I'm starting to go down the rabbit hole of self hosting and deGoogling. A lot of what I see recommended is to start with easy things. I'll admit I don't have a clue, but things like KeePassDx was str…
受众观点：① 顶层回复建议先从托管版 Bitwarden 这样的密码管理器入手，再用 Syncthing 做手机与电脑间的无中介文件同步（@Money-Wallaby1963, 4分） ② 同一回复还提到用旧电脑部署 Immich 替代 Google Photos，作为个人照片云的可行方案（@Money-Wallaby1963, 4分） ③ 楼主补充自己已有 2TB 硬盘和 Ente，关心电脑关机时的同步行为，其他用户解释 Immich 会在服务器重新可达后自动继续同步（@lelandyarnell, 2分; @mxdcodes, 1分）
展开评论
- @Money-Wallaby1963 (4): Start with a password manager, but maybe not keepassdx if it feels too much. bitwarden is free and works on phone and computer, no need to host it yourself at first, just use their cloud. it's like a digital notebook that only you can open, stores all your logins so you don't ne…
- @lelandyarnell (2): I have an extra 2TB hard drive on my computer that I leave running so sounds like that would work for photos. I have Ente that I'm using now, but obviously would like full control myself. Thanks for the quick first easy suggestions!
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @lelandyarnell (1): Also, dumb question. What if my computer is off? When I turn it back on, will it automatically sync again once I get immich running again?
- @mxdcodes (1): Not a dumb question. Yes, it will sync when it reaches the immich server again
JellyBox 发布 v2.9.1，为 Jellyfin/Emby/Navidrome 带来 AndroidAuto/AAOS 支持和跨设备无缝播放等多平台音乐播放新特性。
JellyBox gets new v2.9.1 release which brigs AndroidAuto support(along with AAOS, verified on Renault car) and Continuity, which allows you to transfer playback between active devices just like you d…
受众观点：① 长期使用 JellyBox 的用户认为连续播放体验已经足够好到值得从其他播放器迁移（@MobileTraining2691, 3分） ② 开发者本人补充展示了重构后的专辑页和动效封面，说明界面和体验仍在快速迭代（@avdept, 2分） ③ 有用户关心媒体类型支持边界，询问非音乐库场景下的适用性（@avdept, 1分）
展开评论
- @MobileTraining2691 (3): Been using this since last year and the continuity feature alone makes it worth the switch. NF's HOPE is a solid track to demo that with too
- @avdept (2): Oh nice, thanks for checking in. I use this track for all my tests A recent screenshot from reworked album page with animated cover art - same HOPE lol https://preview.redd.it/s4ydmv696auh1.png?width=790&format=png&auto=webp&s=575631fd381290750b20d4d9741d94d4a147f559
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @avdept (1): It's only for music libraries, if your server has different type - not much I can do
- @Aggravating_Owl_4691 (-1): Tested on Android, is logged in show no library available. Crappy app.
发帖者分享用 Opus 5.5 结合 Blender 和 Seedance 2.5，通过 MCP 直接用提示词生成整支功能发布视频的流程，感叹 Remotion 已不再是首选方案。
It's crazy how Remotion was kind of the goto before Opus 5.5 Now we can prompt entire feature launch videos via MCP The setup here is just javascript + Blender for the 3D parts No editing software. a…
受众观点：① 有人想用类似工具做动画短片，但因为买不起 Claude 订阅而被成本卡住，关注整体方案的门槛和性价比（@i-sage, 1分） ② 有人好奇 Seedance 2.5 在流程中的具体作用，以为 Opus 可以一站式搞定全部视频生成（@cs_cast_away_boi, 1分） ③ 楼主补充说明 Seedance 2.5 主要负责电影感镜头，说明用户在意画面质感而不仅是自动生成本身（@mementomori2344323, 1分）
展开评论
- @i-sage (1): I wanted to create an animated short movie but I'm too broke to get a claude subscription 🥲
- @cs_cast_away_boi (1): What do you use seedance 2.5 for? I thought opus would handle everything
- @mementomori2344323 (1): The cinematic shots are seedance 2.5
- @cs_cast_away_boi (1): ahh i see. Honestly really good vid!
一名使用 Angular、.NET、SQL 和 postgreSQL 的中级全栈开发者，公司要求报一个付费课程或证书，他想在工作量很大前提下选到既不太耗时又真正有用的进修方向。
My company is making us get and finish a course or certificate of our choice which they will pay for. We are using Angular, .NET, SQL and a little bit of Java and postgreSQL. Please recommend a cours…
受众观点：① 被公司要求进修但时间有限的中级全栈和后端工程师 ② 想用公司学习预算为自己未来跳槽或做副业铺路的开发者 ③ 在 Udemy 等平台海量课程中难以决策、希望有“高 ROI 选课策略”的程序员。
展开评论
- @Educational_Honey711 (4): just skip the course and read the postgres docs for a week
- @kenthesaint (3): With that workload I'd skip the big full stack courses and pick one narrow topic you'll hit at work anyway. SQL performance is a good one: reading execution plans and working out which index a slow query is missing, and it applies to Postgres as much as whatever else you run.
- @jeff77k (2): SQL
- @___-____--_____-____ (1): CompTIA network+ or security+ are more general tech IT certs but both have good material for devs as well. Neither requires a huge study grind but there is an exam. I got them before covid but I assume they're up to date on the curriculum.
开发者上线了 museumofmodels.com，把自 2024 年以来 371 个 AI 模型在同一组提示下生成的 15639 条回答做成可旋转地球展示。
Every new AI model gets the same prompts. I kept all the answers (15,639 from 371 models since 2024) and put them on a globe you can spin and open. [museumofmodels.com](http://museumofmodels.com) sti…
受众观点：① 把同一提示在数百模型上的回答视为潜在评测数据集、关心是否固定或扩展 prompt 的技术用户（@davidjones145, 2likes） ② 对通过可视化方式观察模型之间相似性和时代特征感兴趣的 AI 爱好者（@QuanTradin, 1like） ③ 想了解生成这些回答背后成本和资源投入的开发者（@WalkinGood, 1like）
展开评论
- @davidjones145 (2): same prompts across 371 models is secretly an eval dataset, not just a museum. the drift over time must be wild to look at. are the prompts fixed forever or do you rotate new ones in?
- @QuanTradin (1): spinning a globe to read what 371 models said to the same prompt is a weirdly good way to spot which ones were trained off each other. the 2024 answers are going to age into the funniest room in the building.
- @WalkinGood (1): How much did it cost to generate all of these?
作者发布 Milkywish 应用，让用户在共享地球夜空上画星星写心愿、随时间渐渐消失，并通过模糊位置和内容过滤设计一个没有粉丝数和信息流的轻社交空间。
The idea is simple: you draw a small star, write a wish, and launch it onto a globe that everyone shares. Other people can tap your star, read your wish, and send it light. Stars fade after a while,…
受众观点：① 有人认为星星会逐渐消失是关键设计，否则心愿墙很快会变成信息坟场，这样天空始终属于当下在线的人（@QuanTradin, 1分） ② 评论者也很喜欢星星消失后仍为本人私下保留的设定，觉得兼顾了仪式感和界面整洁（@QuanTradin, 1分） ③ 作者补充说明用户可以自选星星存在时间，从一天到一年不等，强化了“当下的天空”这一概念（@demoday, 1分）
展开评论
- @QuanTradin (1): fading stars is what makes this work. a permanent wall of wishes turns into a graveyard by the second month, this way the sky always belongs to whoever is awake right now.
- @demoday (1): Thank you, that's exactly why I did it, and you said it better than I have. "The sky belongs to whoever is awake right now" is a great way to put it. You pick how long your star stays, from a day to a year, and after it fades it's still kept privately for you.
- @QuanTradin (1): keeping it privately after it fades is a nice touch. I'd guess most people pick a year the first time and something shorter after.
这帖介绍了 Phosphene 项目：用一个 1.26M 参数的小模型理解终端界面，把 TUI 解析成 A2UI 组件流，让客户端直接渲染结构化 UI 而不是传统字符网格。
**Write-up + demo:** [**https://drksci.com/labs-phosphene**](https://drksci.com/labs-phosphene) So this started as a bit of a gripe. Modern terminal renderers are seriously impressive and seriously c…
受众观点：① 喜欢传统终端但也认可这是个聪明新思路的开发者（@bitconvoy, 2 points） ② 关心现代终端 GPU 渲染管线复杂度、在老机器上跑 AI 工具时性能瓶颈的工程师（@BuckChancey, 1 point） ③ 对用小模型理解界面结构、再生成更易用 UI 的人机界面研究者和工具作者（综合原帖介绍）
展开评论
- @bitconvoy (2): I like terminals as they are, so I won’t be the target audience, but this is a really clever idea and nice execution. Congrats!
- @BuckChancey (1): Thanks bud, me too — and I'm all about terminals too.. simple and they work. That being said, I'd been running Claude Code etc on the an old Macbook Air, using Warp and a few other 'modern' equivalents with accelerated emulation / rendering pipelines, and couldn't figure out why…
一位开发低资源语言基准的作者担心通过 API 调用在线模型时测试集被用于训练，询问如何在不泄露数据的前提下评估在线模型以及是否信任大厂的隐私承诺。
I'm developing a benchmark for a low resource language and I don't want it to be leaked and used for training when it is being used to get predictions. For locally run models it shouldn't be a proble…
受众观点：① 需要给低资源语言或垂直领域设计基准的研究者和独立开发者 ② 在公司里负责评估多家 LLM API、又担心合规和数据安全的工程师 ③ 关注大模型隐私条款实际执行情况的安全和合规从业者。
展开评论
- @marr75 (1): > Is there an established way...? Not to my knowledge > Do you trust Google and OpenAI...? No. I trust that they really intend not to train on inputs but I don't trust that they put every safeguard and oversight actually necessary to ensure that in place. Also, they are pr…
一篇提出 MA-BC 方法的论文，研究如何在多位目标不同的专家演示数据上学习策略，在不牺牲各自权衡的前提下共享数据并给出样本复杂度界。
https://preview.redd.it/i2c0cdkg04uh1.png?width=2532&format=png&auto=webp&s=fdfed9fe7ed2cef8e45791110a5152ff163a0ce8 TLDR: The question we answer: how do you learn from experts with diffe…
受众观点：① 关注模仿学习和强化学习理论到工程落地的 ML 从业者 ② 在机器人或推荐系统中需要整合多专家策略的研究工程师 ③ 想快速扫论文但更关心直观解释和代码入口的开发者（如评论中给出 arXiv 和 GitHub 链接的人群）。
展开评论
- @Yossarian_1234 (1): Arxiv: [https://arxiv.org/abs/2605.12000](https://arxiv.org/abs/2605.12000) Github: [https://github.com/ziyadsheeba/mabc](https://github.com/ziyadsheeba/mabc)
独立开发者介绍 Skillfully，帮书作者和课程创作者把自己的方法做成可订阅的 AI agent 技能，并征求订阅模式和持续价值设计的反馈。
I'm Eren, the solo founder and developer of Skillfully. It helps book authors, course creators and other experts turn their methods into agent skills: guides that ChatGPT, Claude and other AI tools c…
受众观点：① 有人质疑这类产品本质上只是加了付费墙的高级提示词，只有在专家持续修正和维护时才有订阅价值（@Dense-Employer8496, 1score） ② 订阅是否值得续费，关键在于 agent 出错时专家能否在一两天内响应并修复，而不是一劳永逸的静态指南（@Dense-Employer8496, 1score）
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- @Dense-Employer8496 (1): so you're basically selling prompts with extra steps and a paywall i think the only way i'd keep paying is if the thing actually works every time, like if the agent fumbles the method and the expert is in there tweaking it within a day or two that's real value otherwise i'd just…
一家公司在季度审计软件栈和工具支出时，对 TrustedTech 报出的远低于现有渠道的微软授权报价存疑，询问在评估经销商报价时该重点核查哪些细节。
Were doing a full software stack audit this quarter since our tool spend crept up with nobody tracking it and Microsoft licensing is one of the line items getting a hard look. Im checking is TrustedT…
受众观点：① 唯一的评论提醒先确认 SKU 是否是完整零售授权还是学术等折扣许可，很多异常低价差异往往就藏在授权类型上（@dhruvgohil10, 1分） ② 从提问本身可以看出团队成员普遍担心“纸面节省”在真实发票和合规检查时会翻车，因此关注点集中在报价是否缺项或隐藏条件上（楼主及同事观点综合）
展开评论
- @dhruvgohil10 (1): Check if the SKU is full retail or an academic license someone fat-fingered. That gap usually lives there.
UCLA 可信任人工智能实验室举办一场 AI 智能体博弈锦标赛，让代理在宝可梦对战等多款游戏中在线对抗争夺奖金。
UCLA’s Trustworthy AI Lab is running a tournament on October 16 where AI agents compete in Pokémon Showdown, Werewolf, Red Alert, and Honor of Kings. It’s open to everyone, including remote participa…
受众观点：① 关注 AI agent 实战评测方式的开发者和研究者 ② 想通过比赛检验自己代理系统、顺便了解 MCP 接入实践的工程师 ③ 对学术实验室如何与 Oracle、Replit 等厂商合作办赛感兴趣的独立开发者。
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- _无评论_
有人在 r/MachineLearning 询问 NeurIPS 是否向所有审稿人提供免费注册名额，还是只给部分审稿人发放。
Are they sending to all reviewers or some selected reviewers? Just got an email about complimentary registration.
受众观点：① 计划给 NeurIPS 等顶会审稿、关心投入产出比的研究生和研究员 ② 在工业界做 ML、偶尔参与学术社区活动的工程师 ③ 关注学术会议组织模式和激励设计的独立开发者和学生。
展开评论
- @Healthy_Horse_2183 (1): Only top reviewers.
一位作者在 r/MachineLearning 询问大家投稿 KDD 时的答辩经历，想知道提交 rebuttal 是否会改变审稿意见和分数。
For those who have gone through the KDD review process, how did it go? Did you submit a rebuttal or decide to withdraw? Did reviewers respond or change their scores afterward? Curious to hear whether…
受众观点：① 准备向 KDD、NeurIPS、ICML 等会议投稿的研究生和初次作者 ② 在工业界做研究型工作的工程师、第一次接触顶会流程的人 ③ 关注学术发表策略、想提高论文接收率的 ML 从业者。
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- _无评论_
一位做数据平台工程的业界从业者刚开始做研究，因缺乏学术人脉而无法完成 OpenReview 账号激活，向社区求助并询问如何在没有导师网络下进入研究圈。
Hi everyone, I’m an industry professional working in data platform engineering, and I’m just getting started in research. I tried creating an OpenReview account, but my profile is awaiting activation…
受众观点：① 在公司做数据或平台工程、想尝试发表论文的工程师 ② 没有传统学术导师、希望通过远程合作进入 ML 研究的独立开发者 ③ 正在使用 OpenReview 投稿、但对账号激活和人脉要求感到困惑的新人研究者。
展开评论
- @ParkElectronic1819 (1): That's a tough spot, the whole "need connections to get connections" loop. I remember setting up my account it took like 3 weeks because the person who was supposed to vouch for me went on vacation Maybe try reaching out directly to authors of papers you follow on the platform,…
作者分享一段关于将 RAG 原型迁移到生产环境的视频清单，强调答案必须带引用、在上下文不足时要拒答，以及访问控制和非阻塞式数据入库等关键实践。
# If you're moving a RAG prototype to production, this is the checklist I wish I'd had. \- Citations on every answer \- Refusing when the context doesn't support one \- Access control that can't be b…
受众观点：① 正在把聊天机器人或知识库助手从 demo 推向生产的独立开发者和小团队 ② 负责企业内部文档搜索、客服助手等 RAG 项目的工程师 ③ 想系统梳理 RAG 系统非模型层面工程要点的技术负责人。
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- @ElegantHacker (1): The citing and refusal parts are where most of these fall apart in the wild. Everyone focuses on the retrieval quality but forgets that confidently wrong answers with a source attached are somehow worse than no answer at all.
作者在做基于网络流量的应用识别模型，只有少量已标注应用数据和大量未标注流量，想用自监督或聚类方法解决多达数千应用的检测难题。
As the title suggests I'm currently trying to make a modal to identify which app is being used. The thing is I don't have labelled data and generating it is out of question since that is a lot of wor…
受众观点：① 对弱监督与自监督学习在网络流量、日志数据中落地感兴趣的机器学习工程师 ② 在安全、运维或电信场景中需要做应用识别和流量分类的从业者 ③ 想把学术论文里的对比学习、掩码建模方法迁移到真实生产数据集的研究型开发者。
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OpenSwarm 是一款在桌面操作系统之上运行的 AI-first 操作系统，让一群本地智能体协同控制应用、浏览器和文件，用户通过接入自己的 Claude、ChatGPT 或 Gemini 等模型账号来驱动。
OpenSwarm
受众观点：① 对“不要再往电脑上硬贴 AI，而是用 AI-first OS 管理整台机器”理念感兴趣的早期尝鲜者（@OpenClaw） ② 关心是否支持自带模型订阅、API key 和不同云厂商路由方式的开发者（@OpenSwarm 回复 @aymi_malik, @macarlos） ③ 关注多 agent 并发任务时如何可视化每个 agent 状态、避免同时编辑同一文件导致冲突的潜在用户（@OpenSwarm 回复 @jeetendra_kumar2, @katie_schmalzried17）
展开评论
- @OpenClaw (0): Stop bolting AI onto your computer. OpenSwarm is an AI-first operating system where agents run the whole machine: apps create themselves, browsers control themselves, and swarms of agents work together. Your OS just became an infinite canvas, and your work just transformed from…
- @OpenSwarm (0): Maker [@aymi\_malik](https://www.producthunt.com/@aymi%5Fmalik) Thanks Muhammad! It's a desktop app that runs on top of your OS, not bare metal. macOS and Windows today; no Linux build yet. And yes, use your own models: sign in with your Claude, ChatGPT or Gemini subscription, o…
- @OpenSwarm (0): Maker [@aymi\_malik](https://www.producthunt.com/@aymi%5Fmalik) [@macarlos](https://www.producthunt.com/@macarlos) you can use api keys, or connect your subscription, so for our private beta. Its free! Upvote Report Share 2h ago [](/@katie%5Fschmalzried17) [Katie (Schmalzried) G…
- @OpenSwarm (0): Maker [@haylli\_weintraub](https://www.producthunt.com/@haylli%5Fweintraub) [@eric\_f\_zeng](https://www.producthunt.com/@eric%5Ff%5Fzeng) [@aymi\_malik](https://www.producthunt.com/@aymi%5Fmalik) Thanks for the support Upvote (3) Report Share 7h ago [](/@jeetendra%5Fkumar2) [Je…
- @OpenSwarm (0): Maker [@jeetendra\_kumar2](https://www.producthunt.com/@jeetendra%5Fkumar2) So the agents can share a folder, but none of them can quietly overwrite another's work. Before an agent edits a file it has to read it, and if someone else changed the file after that read, the edit is…
Claude Haiku 5.5 是 Anthropic 推出的新一代轻量模型，主打可调节推理强度和在十万 token 内显著降本的高性价比推理服务。
Claude Haiku 5.5
受众观点：① 关注可调节 effort 设置如何在成本和质量之间权衡的开发者（@Mailwarm, 2 upvotes） ② 在寻找适合大规模摘要、客服对话等高并发场景的低价模型的产品团队（综合 Product Hunt 讨论） ③ 想了解 Anthropic 模型在不同 token 档位真实费用表现的工程师（综合 Product Hunt 讨论）
展开评论
- @Overview (0): * [Reviews](/products/claude-haiku-5-5/reviews) * [Alternatives](/products/claude-haiku-5-5/alternatives) * [Team](/products/claude-haiku-5-5/makers) * [Awards](/products/claude-haiku-5-5/awards) * More Launch tags:[Developer Tools](/topics/developer-tools)•[Artificial Intellige…
- @Mailwarm (0): An adjustable effort setting is the detail that stands out, since it lets you dial down cost for high volume jobs and back up only when a task needs it. Ninety percent lower pricing than the last Haiku for prompts under 100K tokens is a strong pitch for summarization and support…
OpenSEO 是一个开源的 Semrush 替代品，通过 MCP 为 AI agent 提供关键词研究、竞争分析和站点审计等 SEO 数据与工具。
OpenSEO
受众观点：① 关注关键词研究、反向链接和 AI 集成能力的用户，希望用一个工具覆盖核心 SEO 工作（@Ahrefs, 7 reviews 提及 keyword research/backlinks/ai integration） ② 讨厌传统 SEO 工具界面“广告化”和复杂套餐，希望有干净 UI 和透明定价的独立开发者（@Ahrefs, 评价中强调没有 upsell clutter） ③ 想通过 Claude Code 等 IDE 内直接调用 SEO 数据、把 SEO 流程嵌进开发工作流的工程师（@OpenSEO, Maker 介绍 MCP 支持）
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- @Overview (0): * [Launches2](/products/openseo#launches) * [Reviews1](/products/openseo/reviews) * [Alternatives](/products/openseo/alternatives) * [Customers](/products/openseo/customers) * [Built with](/products/openseo/built-with) * [Team](/products/openseo/makers) * More This is the 2nd la…
- @Ahrefs (0): •[7 reviews](/@zalexm/reviews) #### What's great keyword research (1)backlinks (1)ai integration (1)mcp support (1)google search console integration (1) Useful SEO tools without the upsell clutter I use OpenSEO for keyword research, competitor analysis, blog planning and site au…
- @Ahrefs (0): AI integrations, fantastic price, easy to use and understand Helpful (1) Share Report 93 views12h ago [](/@bensenescu) [Ben Senescu](/@bensenescu)
- @OpenSEO (0): So glad you enjoy it Alex! Upvote Report Share 12h ago What do you think? … Login to comment [](/@bensenescu) [Ben Senescu](/@bensenescu)
- @OpenSEO (0): Maker 📌 Hey everyone! Super excited to launch OpenSEO on Product Hunt again. When we first launched in July, OpenSEO was just starting to pick up steam. We had a small, but mighty community of customers / self hosters who were super supportive of the project and made me want to…
Griffin by Tavus 是 Tavus 推出的实时视频对话 AI，专门针对面对面交流场景建模，能根据停顿、表情和手势做出自然反应。
Griffin by Tavus
受众观点：① 对“48% 受试者以为在和真人通话”这个结果感兴趣、关注 AI 拟人程度和伦理边界的用户（@Mailwarm, 8h ago 评论） ② 想了解模型如何处理停顿、表情、手势等多模态信号以提升对话自然度的开发者（@Mailwarm, 提到 face to face conversation 专门建模） ③ 关心在真实通话中双方同时说话、打断等复杂交互如何被系统处理的工程师（@Mailwarm, 询问 interruptions 处理）
展开评论
- @Overview (0): * [Reviews](/products/griffin-by-tavus/reviews) * [Alternatives](/products/griffin-by-tavus/alternatives) * [Team](/products/griffin-by-tavus/makers) * [Awards](/products/griffin-by-tavus/awards) * More Free Options Launch tags:[Artificial Intelligence](/topics/artificial-intell…
- @Mailwarm (0): Reacting to pauses, expressions and gestures while talking in real time is what separates a natural call from a stilted one, so building a model specifically around face to face conversation makes sense. The 48 percent believed they were talking to a real person result is a stri…
ChickyTutor 是一款主打口语练习的私人语言辅导平台，这次更新加入互动白板，把视觉讲解和语音对话结合起来提升记忆效果。
ChickyTutor.com
受众观点：① 对传统语言学习 App 口语练习不足感到不满、希望更多真实说话机会的学习者（@Duolingo, 提到在应用里说得不够多） ② 关注白板功能如何让语法模式、例句可视化，从而避免语音纠错“一闪而过就忘”的用户（@Dial, 指出 corrections 容易被忘记） ③ 对人类导师 + AI 练习混合模式感兴趣、想知道 AI 练习是否能跟进真人老师进度的学习者（@Dial, 询问法语混合课程中 AI 是否同步老师内容）
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- @Overview (0): * [Launches2](/products/chickytutor#launches) * [Reviews1](/products/chickytutor/reviews) * [Alternatives](/products/chickytutor/alternatives) * [Built with](/products/chickytutor/built-with) * [Team](/products/chickytutor/makers) * [Awards](/products/chickytutor/awards) * More…
- @Duolingo (0): Language is all about speaking. I don't feel like I do that much speaking on an app like Duolingo Ratings Ease of use Reliability Value for money Customization Helpful Share Report 87 views12mo ago What do you think? … Login to comment [](/@phanos%5Fanastasiou) [Phanos Anastasio…
- @Dial (0): the whiteboard addition is a smart move, my problem with most voice tutors has been that corrections fly by in audio and I forget them 10 seconds later. seeing the grammar pattern while also hearing it gives you two shots at retaining it instead of one. question on the French hy…