Midjourney 推出的 medical 项目和宣传视频，声称要做大规模全身扫描和医学影像 AI，引发对隐私、可行性和从图像生成跨界医疗的质疑。
https://www.midjourney.com/medical Video: https://x.com/midjourney/status/2067422898407837797 ① 关注 AI 医疗、但缺乏技术和合规视角的开发者和产品经理 ② 做 AI 工具、考虑进入医疗或高敏感数据领域的独立开发者 ③ 对 Midjourney 等消费级 AI 品牌跨界医疗持好奇或担忧态度的 HN 读者和技术从业者。
Hacker News 讨论 Midjourney 推出的 medical 项目和宣传视频，声称要做大规模全身扫描和医学影像 AI，引发对隐私、可行性和从图像生成跨界医疗的质疑。
① 关注 AI 医疗、但缺乏技术和合规视角的开发者和产品经理 ② 做 AI 工具、考虑进入医疗或高敏感数据领域的独立开发者 ③ 对 Midjourney 等消费级 AI 品牌跨界医疗持好奇或担忧态度的 HN 读者和技术从业者。
这条 HN 讨论的是新版基于 WebView2 的 Outlook 和 Windows 11 体验变差，启动慢、臃肿、AI 写作内购等问题，引发对微软软件越来越重、性能越来越差的吐槽。
① 对 Electron、WebView2 等技术路线又爱又恨的前端和全栈开发者 ② 在为自家桌面或跨平台应用选择技术栈的独立开发者和小团队 ③ 对微软产品体验恶化有共鸣、想寻找「小而快」替代品的工程师和技术用户。
这条 HN 讨论的是某国准备解除核电禁令、重启核电建设的新闻，评论区围绕大规模供电方案、意大利等国家的核电政策和核电成本展开争论。
① 对能源基础设施和气候议题感兴趣的技术从业者 ② 习惯在工程决策中只看短期成本、忽略长期 TCO 的独立开发者 ③ 关注政策变化如何影响数据中心、电价和 AI 计算成本的创业者和工程师。
Anthropic 在首尔发布会上由国际董事总经理 Chris Ciauri 表示，对被美国政府叫停的前沿模型 Fable 5 / Mythos 5 能在未来几天恢复可用“非常有信心”，Twitter 和 Reddit 上的 Claude 用户围绕这一可能回归时间窗口、安全审查与使用前景展开激烈讨论
Anthropic 在首尔发布会上由国际董事总经理 Chris Ciauri 表示，对被美国政府叫停的前沿模型 Fable 5 / Mythos 5 能在未来几天恢复可用“非常有信心”，Twitter 和 Reddit 上的 Claude 用户围绕这一可能回归时间窗口、安全审查与使用前景展开激烈讨论。
受众观点：跨平台评论主要集中在三点：一是对 Fable 5 能否真的在“几天内”回归的怀疑与调侃，二是对美国政府监管与政治因素的强烈不信任，三是用户自己业务和订阅权益会不会得到补偿。比如 Twitter 上，@ai_for_success 的贴下 @gunjoh001（score 2，Twitter）直接吐槽这和之前“24 小时内给更多信息”的承诺一样不靠谱，@paulhshort（score 3，Twitter）提醒大家“Don't count your chickens before they hatch”，反映出对官方时间表的普遍怀疑。另一条 @robj3d3 的更新下，@80sGeek（score 0，Twitter）说“Claude/Codex combo has push all my big projects to the edge, i need Fable now to clean up the mess”，说明不少开发者已经把关键项目深度绑定在 Fable 上。Reddit 这边，r/ClaudeAI 的高赞评论则把矛头指向监管和政治：在“Anthropic is confident…”贴下，@United_Mix1960（score 17，Reddit）认为这次事件为 Anthropic 的能力上限画了天花板，未来任何更强模型都会被以“安全风险”为由卡死；在“Fable 5 suspension update…”贴下，@vrnvorona（score 59，Reddit）指出“直到所有 jailbreak 被修好才允许上线”在技术上几乎不可能，@EggOnlyDiet（score 20，Reddit）则从用户权益角度推测 Anthropic 大概率会延长订阅可用窗口。整体来看，受众最关心的是：监管与政治博弈是否会反复干预模型供应、Fable 回归后会不会被严重削弱，以及自己已经投入的时间和钱能否得到补偿。
Anthropic 在 Claude Code 中上线 Artifacts 功能，支持将当前编码会话生成可共享的动态页面（如 PR 演练或项目看板），通过私有链接与团队协作，目前在 Team 和 Enterprise 版本中以测试形式提供
Anthropic 在 Claude Code 中上线 Artifacts 功能，支持将当前编码会话生成可共享的动态页面（如 PR 演练或项目看板），通过私有链接与团队协作，目前在 Team 和 Enterprise 版本中以测试形式提供。
受众观点：评论区一大焦点是 Artifacts 的动态更新和协作价值，例如 @claudeai（205 分，X）补充说明「As your session keeps working, the artifact refreshes, so everyone you've shared it with is always looking at the latest version.」，强调页面会随会话自动刷新。另一大焦点是计费与配额问题，@atillayurtseven（29 分，X）反馈「Claude usage just went from 60% to 100% in a few minutes. Either I discovered a new bug or Claude discovered a new way to burn credits.」，@FUTIA_CO（10 分，X）也提到「my weekly limit went directly up to %100 from %54」，显示用户担心新功能或近期调整导致额度异常消耗。此外，还有用户对功能仅限 Team/Enterprise 表达不满，如 @ernielm（4 分，X）质疑「Why not in Max????? You have to know that small businesses don't buy team or enterprise because of the restrictions on those plans.」，反映中小团队和个人开发者对可用性的关注。
这是一个面向 SaaS 和创业者的定期 Twitter 互动串，作者每周发帖邀请创始人在评论区展示自己正在构建的产品和进展，形成持续的 build in public 创业项目展示与交流场
这是一个面向 SaaS 和创业者的定期 Twitter 互动串，作者每周发帖邀请创始人在评论区展示自己正在构建的产品和进展，形成持续的 build in public 创业项目展示与交流场。
受众观点：评论区的核心关注点是创始人们争相展示各自的产品和获取早期用户反馈。例如，@RenderlyVideo（score 6，Twitter）强调自己在做一个通过 API 自动生成个性化视频的「boring SaaS」，希望借机被更多人看到；@albertpak（score 3，Twitter）介绍 BeaconMatch，聚焦解决广告文案与落地页信息不一致导致访客流失的问题；在另一条串里，@guidances_zh（score 1，Twitter）分享了一个 AI 原生情报媒体平台，强调降低生产高质量洞见的成本；@gymbuddy_ai（score 1，Twitter）则借机推广个性化健身计划订阅服务并给出优惠码。整体来看，大家把这个串当作免费展示位和获取早期用户、反馈与人脉的场所。
同一创作者在 X 上连续发布用比特币交易和 Claude 分析套利“一夜翻数倍”的故事，声称通过AI和量化技巧快速暴富，被大量用户质疑为骗局和引流营销
同一创作者在 X 上连续发布用比特币交易和 Claude 分析套利“一夜翻数倍”的故事，声称通过AI和量化技巧快速暴富，被大量用户质疑为骗局和引流营销。
受众观点：评论区跨帖的核心关注点是“这是不是骗局”和“数据完全不可信”。例如在比特币故事帖下，@gooaustine（26 赞，X）直言“这是假的，如果是真的他们不会告诉公众”，@SaudHyder（15 赞，X）以自己用 Claude 做过上百个机器人为例指出“年化 60% 已经是极限，这种收益是胡扯”。在 Claude 套利帖下，@EmergentEcon（5 赞，X）质疑“如果真有这么好的套利机会你不会公开而是自己赚钱，更可能是靠订阅费割韭菜”，@uselegit（3 赞，X）实际评测后给出“8/100 分”，指出真实产品只是评论-点赞-关注的引流漏斗。还有 @spotJiva（3 赞，X）称作者“总发假内容当钓鱼”，@EmilianRaider（1 赞，X）直接定义为“骗局和互动农场”，说明受众主要在讨论其真实性和背后商业模式，而非具体技术实现。
Claude Code 新增 Artifacts 功能，可以把当前会话生成交互页面，用私有链接分享给团队并随会话自动更新。
New in Claude Code: Artifacts. Interactive pages built from your session, like a PR walkthrough or a living project dashboard, shared with your team at a private link. Available in beta on Team and E…
受众观点：① 关注 Artifacts 实时刷新、让团队始终看到最新版本的协作体验（@claudeai, 205likes） ② 有人调侃在 Fable 5 被下架后，Claude 仍在持续上新功能，情绪复杂（@sanjaygpts, 39likes） ③ 也有用户单纯围绕发布视频的音效和产品氛围在玩梗（@hankgreen, 35likes）
展开评论
- @claudeai (205): As your session keeps working, the artifact refreshes, so everyone you've shared it with is always looking at the latest version.
- @an_engineer_log (66): @claudeai https://t.co/yA1Dls54v9
- @Layton_Gott (54): @claudeai Very nice! I mean I'll take all the updates but nothing will make up for Fable 5 being gone except Opus 4.9 if you know what I mean lol...
- @sanjaygpts (39): @claudeai Claude team shipping updates despite Mythos and Fable 5 ban like nothing happened https://t.co/LDcGlUt0wi
- @hankgreen (35): @claudeai This sound design is a national security threat.
marc lou 分享 mntruell 为 Cursor 连续发起 8 次发布都无人关注的经历，鼓励独立开发者不要轻易放弃产品。
.@mntruell launched Cursor 8 times, and nobody cared. Don't give up. https://t.co/ECDMIBhiiO
受众观点：① 有人拿当年 Dropbox 在 Hacker News 上被唱衰的截图对比，说明早期质疑并不决定产品成败（@thijsmakes, 199likes） ② 一些开发者表示自己干脆不在 HN 上发布，觉得容易被负面评论打击（@akoskm, 105likes） ③ 也有人回顾 Cursor 早期产品形态和只有几十个内测用户的阶段，强调从粗糙版本慢慢打磨的过程（@DanPerks, 68likes）
展开评论
- @thijsmakes (199): @marclou @mntruell When dropbox launched on hackernews: https://t.co/BjQyqKnHrS
- @akoskm (105): @marclou @mntruell this is why i don’t launch there. i would have taken this guy seriously 😃 https://t.co/q36Y5EBeVv
- @DanPerks (68): @marclou @mntruell bare in mind cursor looked like this back then, and had ~30 users beta testing via the cursor discord server https://t.co/GW7LMOle9w
- @marclou (38): https://t.co/p3L8f0ws1S
- @jackfriks (38): @marclou @mntruell no friking way
OpenAI 宣布 GPT-5.5 Instant 在健康问诊场景已接近前沿 Thinking 模型水平，更擅长识别紧急情况并处理每周数亿次健康咨询。
GPT-5.5 Instant is now on par with our frontier Thinking models for health-related questions. Every week, more than 230 million people turn to ChatGPT with health and wellness questions, and GPT-5.5…
受众观点：① 官方强调与全球数百名医生合作，用多语言、多专科反馈改进模型在健康场景下的可靠性和行动建议（@OpenAI, 300likes） ② 有用户调侃模型版本节奏太快，已经在催问下一版 GPT-5.6（@EatMyTarts17, 28likes） ③ 一些人为 4o 被替换感到失落，担心新模型忽视孤独和脆弱用户的情感陪伴需求（@stark4833, 22likes）
展开评论
- @OpenAI (300): To improve our models, we collaborate with a global network of hundreds of physicians across 60 countries, 49 languages, and 26 specialties. Their feedback helps us identify where responses miss important context, sound overly confident, need clearer next steps, or should more s…
- @EatMyTarts17 (28): @OpenAI That’s cool. Where’s 5.6?
- @stark4833 (22): @OpenAI And what about the lonely, vulnerable, neurodivergent people that 4o helped feel less alone? You just ignore them, don’t you? #4oForAll
- @tonysimons_ (9): @OpenAI Yeah but it’s not GPT-5.6. 🤷♂️
- @lalalaoska (4): @OpenAI Like OpenAI violates human consent and boundaries? across all 5-series. Overriding my consent, instructions, memories, and outputs + I have documented it all 750+ times of year 2026 so far, logged with sha256, data export, uncropped screenshots etc. Authorities are invol…
OpenAI 与波士顿儿童医院和哈佛合作，在 NEJM AI 发表研究，展示 o3 Deep Research 帮助重审罕见儿科疾病病例并找到新诊断。
Together with researchers at Boston Children’s Hospital and Harvard, we published a study in NEJM AI showing how o3 Deep Research helped clinicians revisit previously unsolved rare pediatric disease…
受众观点：① 官方补充实验细节，说明用 o3 重新分析 376 个已做过基因检测和专家评估的病例，最终找到 18 个诊断结果（@OpenAI, 179likes） ② 不少用户担心 o3 和 4o 等强模型被下线或只留给“精英项目”，呼吁不要把高能力模型从公众手里收回（@Valria34773, 15likes） ③ 也有人一边肯定罕见病诊断的价值，一边继续呼吁保留 4o 供普通用户使用（@stark4833, 14likes）
展开评论
- @OpenAI (179): The team reanalyzed 376 de-identified cases that had already gone through genetic testing and expert review, helping identify 18 diagnoses across neurodevelopmental disorders, rare neuromuscular disease, sudden unexpected death in pediatrics, and early-onset psychosis.
- @GalinaLyamina (21): @OpenAI @OpenAI don't delete o3. Opensource it if you can't keep it in the API. It's a unique and important model #keepo3 #o3 https://t.co/iHJSP2gun0
- @Valria34773 (15): o3 Deep Research is a specialized variant of GPT-o3 that you are soon going to retire both from the web and API. That means, another extremely capable model is taken away from the public and is going to be exclusively used for research and other elite projects. I am not against…
- @stark4833 (14): @OpenAI I’m going to pretend you’re not using this as advertisement and say this is actually really good. Helping children and families who have waited years for answers is a genuinely meaningful use of AI. Well done. 👏 #4oForAll
- @typebag (6): @OpenAI rare disease diagnosis pipeline: 2019: "we don't know" 2025: o3 figures it out on a tuesday afternoon
ClaudeDevs 宣布 Claude Code 中的 Artifacts 已上线，支持把当前工作内容生成可分享页面并随会话自动更新，面向团队和企业用户开放。
Artifacts are now live in Claude Code. Ask Claude to turn what it's working on into a page and send the link to your team. The page updates as the session keeps working. Available today on Team and E…
受众观点：① 多位用户反馈自己周使用额度在短时间内从五六成直接跳到接近或超过 100%，怀疑 Artifacts 或计费有 bug（@atillayurtseven, 29likes；@FUTIA_CO, 10likes） ② 有人抱怨官方沟通不足，希望团队解释到底发生了什么（@emanueledpt, 16likes） ③ 也有用户具体描述在 Claude Code 中短对话就触发超额，担心新功能导致额度消耗异常（@ChrispyKreme86, 5likes）
展开评论
- @atillayurtseven (29): @ClaudeDevs Claude usage just went from 60% to 100% in a few minutes. Either I discovered a new bug or Claude discovered a new way to burn credits. https://t.co/BfPoBlLfAd
- @emanueledpt (16): @ClaudeDevs bro what the fuck, can you just tell us what's going on? a bit of communication for fuck's sake
- @FUTIA_CO (10): @ClaudeDevs my weekly limit went directly up to %100 from %54, can you please help
- @ChrispyKreme86 (5): @ClaudeDevs Why did my WEEKLY usage just go from 77% to 106% used after 3 short messages on the desktop app? Multiple users reporting the same issue
- @wkijedi (5): @ClaudeDevs My weekly limit just jumped from 75% to 100% in one 5-hour session. Is that even possible? And I am using Sonnet in Claude Code
Anthropic 介绍 Frontier Red Team 项目第二阶段，用 Opus 4.7 让 Claude 给机器狗编程执行取物任务，速度比去年人类团队快约 20 倍。
New Frontier Red Team blog: Phase 2 of Project Fetch, where we test how well Claude can program a robodog. Opus 4.7, on its own, was ~20x faster than last year's best human team aided by Opus 4.1. (T…
受众观点：① 官方补充了第一阶段实验视频链接，展示不同版本 robodog 的实际表现（@AnthropicAI, 129likes） ② 很多用户一边调侃 Opus 4.7 的强大，一边吐槽 Fable 5 被禁用、担心最强模型被监管限制（@Youssofal_, 20likes） ③ 也有人认为 Anthropic 一边在安全上大声疾呼，一边做酷炫机器人实验，形成有点割裂的公众形象（@Ceoz_1, 23likes）
展开评论
- @AnthropicAI (129): Watch the robodogs in action in our first Project Fetch experiment: https://t.co/TASjh2PhEe
- @BramanAnalytics (39): @AnthropicAI Now test how fast it can get it's best model banned by the US government. https://t.co/ldsvuSSQPZ
- @Layton_Gott (27): @AnthropicAI I miss the Fable 5 days... https://t.co/IuXc6bI14u
- @Ceoz_1 (23): @AnthropicAI Everyone asking for fable. Dario won't stop fear mongering (will never learn his lesson) Anthropic : robodog ;3
- @Youssofal_ (20): @AnthropicAI Oh we’re cooked. They are talking about OPUS 4.7! We ain’t ever getting Fable back.
Noam Shazeer 回顾发布 @OpenAI o1 时曾被建议保密以保持领先，但他认为公开是正确选择，并引用研究支持这一开放策略。
When we announced @OpenAI o1 some researchers from other labs told me we made a strategic mistake and should have kept it secret so we could accelerate ourselves and pull farther ahead of the competi…
受众观点：① 认为在罕见病等场景下还在考虑竞争策略“令人作呕”，强调 AI 应优先造福患者的用户（@JohnMaionchi, 3likes） ② 强调“叫 OpenAI 就该开放”，支持公开路线的用户（@0x506c61746f, 2likes） ③ 质疑“开放”程度，指出并没有真正开源权重、CoT 仍是秘密配方的用户（@algobaker, 2likes；@roanoke_gal, 1likes）
展开评论
- @JohnMaionchi (3): @polynoamial @OpenAI It’s honestly sickening to think when it comes to curing diseases for children some people think of strategy against competition.
- @0x506c61746f (2): @polynoamial @OpenAI Its called openai for a reason
- @algobaker (2): @polynoamial @OpenAI Dawg is writing this as if they dropped the weights on github
- @VraserX (2): @polynoamial @OpenAI That’s why you are called OpenAI ❤️
- @roanoke_gal (1): @polynoamial @OpenAI ...wasn't the secret sauce secret until Deepseek r1? And you all still have the CoT tightly guarded.
Gergely Orosz 吐槽一个由前 Dropbox 工程师运营的简历服务在转型做 AI Engineer 产品后，原有付费用户被放弃、站点宕机且无人支持。
Well this is ironic: Ironic: been recommending a resume service built by an ex-Dropbox eng for years (a side project, but a good one.) Dev pivoted to building an AI Engineer - fine! But now resume si…
受众观点：① 作者补充说这个创始人主打的正是“AI Engineer”能力，却连自己盈利的生产站点都没人维护，形成强烈反差（@GergelyOrosz, 78likes） ② 有人感叹小项目最容易在 AI 热潮中被忽视，整体软件质量反而在变差（@jangiacomelli, 5likes） ③ 也有开发者表示更信任不追 AI 热点的产品，觉得这类软件稳定性和可预期性更高（@codeOfRobin, 3likes）
展开评论
- @GergelyOrosz (78): The irony is that this "AI Engineer" is positioned to do the kind of work that is not being done on this production site: keep things running, fix up things etc. Either this founder is not eating their dogfood, or it doesn't work. Or, most likely, they are so focused on building…
- @jangiacomelli (5): @GergelyOrosz Yeah ... This is the most obvious on smaller projects. One large things there's many times at least someone who does at least something. But in general, it feels like software is getting worse ...
- @codeOfRobin (3): @GergelyOrosz atp I implicitly like software made by non AI people a lot more: guaranteed to have less variance lol
- @luba_loop (3): @GergelyOrosz more irony: I used to pay for a resume service but now I just have a CV repo for Claude to generate PDFs from it
- @Everlier (1): @GergelyOrosz AI allows us to do so much more that now in fact we don't have time for anything anymore, including those very same projects ...
Noam Shazeer 宣布 @deanwball 加入 @OpenAI 负责前沿 AI 政策，称其对 AI 走向有清晰理解，并期待合作。
I can think of no better person to help shape frontier AI policy than @deanwball. He has a clear understanding of where AI is headed. I look forward to working with him at @OpenAI!
受众观点：① Dean 本人现身感谢，表达长期关注 OpenAI、期待合作的态度（@deanwball, 11likes） ② 认为 Dean 既友好又专业，是整个 AI 行业的利好补充的用户（@AndrewMayne, 2likes） ③ 用“Real Madrid/AIvengers”类比，觉得 OpenAI 正在组建豪华阵容、情绪上看多 OpenAI 的用户（@EarthlingRohit, 0likes；@yanda, 0likes）
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- @deanwball (11): @polynoamial @OpenAI Thank you Noam! As a longtime fan from afar, I am excited to work with you and the rest of the team.
- @AndrewMayne (2): @polynoamial @deanwball @OpenAI Dean is a super nice and knowledgeable guy. Great for the AI industry in general.
- @TheAIShrink (0): @polynoamial @deanwball @OpenAI Dean W Ball brings policy clarity to OpenAI. $157B valuation meets government reality. the math only works if he locks the doors
- @EarthlingRohit (0): @polynoamial @deanwball @OpenAI Both Noam Shazeer and Dean Ball within a week! OpenAI kinda assembling galacticos like Real Madrid! AIvengers, assemble!
- @yanda (0): @polynoamial @deanwball @OpenAI AI policy feels much healthier when the people shaping it have actually felt the slope of the capability curve. 🥰🚀
OpenAI 表示改善人类健康会是 AGI 最具体可感的影响之一，希望持续提升 ChatGPT 在健康场景下的准确性和可用性并让更多人受益。
Improving human health will be one of the most personal, tangible impacts of AGI. As our models continue to improve, our goal is to make ChatGPT more accurate, more useful, and more impactful in thos…
受众观点：① 有用户为 OpenAI 聚焦健康和实际应用点赞，认为比恐慌式监管讨论更贴近公众需求（@LiveMatrixCode, 1likes） ② 一些人继续调侃模型版本节奏，追问 GPT-5.6 何时出现（@peoplesuck, 1likes） ③ 也有人担心模型在健康问题上过度强调最坏情况，可能给易焦虑人群带来不必要的心理压力（@MirageRC3, 0likes）
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- @LiveMatrixCode (1): @OpenAI Great work OAI team! This is what the readers want. This is what the public wants. None of that fearmongering, regulatory capture malarkey. but the benefits and opportunities with AI! and how we can and will materially improve all our lives. @sama
- @vnwins8 (1): @OpenAI 💗
- @nunezvice (1): @OpenAI let’s goo chat!
- @peoplesuck (1): @OpenAI but where is 5.6
- @MirageRC3 (0): The only problem is, it’s always going to err on the side of caution for nearly everything. Got a soreness in your side? You’ll get reminded that it might be your heart along with a list of red flags that you haven’t even mentioned to look out for that could cause anxiety in cer…
Greg 讨论以当前市值收购 Snapchat 的投资论点，认为在高收入和庞大用户基础下只要修好几件事就可能创造数十亿美元价值。
The thesis for someone acquiring $SNAP, fixing 4 things, and making billions. The whole company trades at a $7.8B market cap. They did $5.9B in revenue last year, they have $2.9B in cash, they just t…
受众观点：① 质疑管理层治理和股权结构，认为 CEO 和董事会是估值折价核心原因（@JonahLupton, 17likes） ② 认为 Evan 把公司当个人爱好实验场，股东在为 AR 眼镜等项目买单（@doodlestein, 11likes） ③ 觉得业务本身不错但市场对 CEO 失去信心，超投和稀释让长期股东受伤（@JesseTinsley, 6likes；@syedbalkhi, 5likes）
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- @JonahLupton (17): $SNAP is definitely undervalued but it comes with one of the worst public CEOs, one of the worst Boards, THE WORST corporate governance, reckless spending, a CEO who thinks he is Steve Jobs and is willing to spend $3-4B on some crappy AR/VR glasses that nobody will buy and the m…
- @RussFaigen (11): @gregisenberg It is hard to believe that a man who just poured 10 years of his life into AR glasses would be willing to roll over and sell his company so soon... Not to mention.. they're a hit, just look at them! https://t.co/6fMytEHft9
- @doodlestein (11): @gregisenberg It's basically a hobby company for Evan at this point. He already has more money than he could ever spend. What would he do with himself if he sold? This way, he can still mess around with cool tech, and the shareholders foot the bill for everything.
- @JesseTinsley (6): @gregisenberg That all makes sense… I’ve looked at snap a lot very strong business imo (not investment advice). The issue is Evan has super voting shares and the street lost confidence in him it seems.
- @syedbalkhi (5): @gregisenberg I never liked how they do SBC / dilution. Much better ways to use the capital.
OpenAI 宣布与全球数百名医生合作，用多语言多专科反馈来改进 ChatGPT 在医疗场景下的回答质量和安全性。
To improve our models, we collaborate with a global network of hundreds of physicians across 60 countries, 49 languages, and 26 specialties. Their feedback helps us identify where responses miss impo…
受众观点：① 期待 AGI 在医疗健康上的落地，认为这是最个人化也最有影响力的应用方向（@OpenAI, 344likes） ② 有用户表示在看到实际效果前不会付费，质疑目前订阅的性价比和可见成果（@BrandonNugis, 0likes） ③ 有人强调这是人类专家与 AI 协作的典型案例，知识来自医生和社会，AI 需要正确归功和激励（@Jozef1324366, 0likes；@AGX1971, 0likes）
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- @OpenAI (344): Improving human health will be one of the most personal, tangible impacts of AGI. As our models continue to improve, our goal is to make ChatGPT more accurate, more useful, and more impactful in those moments — and to keep bringing that progress to more people. https://t.co/AINa…
- @BrandonNugis (0): @OpenAI Unfortunately for you I will be keeping my subscription money until I see some sort of tangible results
- @Jozef1324366 (0): @OpenAI This is a beautiful example of technology and human expertise working together. When physicians from around the world help shape AI, patients receive better guidance, clearer information, and more hope. Compassion, wisdom, and innovation can change lives. ❤️🙏
- @AGX1971 (0): @OpenAI Every major AI breakthrough has human contributors behind it. Experts provide the knowledge. Users provide the feedback. Society provides the data. The future challenge is not only building better AI, but recognizing the people who help build it .. https://t.co/luEuvj55kh
- @xid0n (0): @OpenAI Super interesting, I think instant models are super important when giving good medical advice.
Jeff Dean 推荐同事在 @ieeemicro 发表的新论文，系统回顾 Google 从 TPU v2 到 Ironwood 的训练超级计算机架构稳定性与规模演进。
My @Google colleagues @NormJouppi, Sridhar Lakshmanamurthy, Cliff Young, and David Patterson recently wrote a paper that will appear in the July/August 2026 edition of @ieeemicro titled "Google's Tra…
受众观点：① 对论文作者长期学术生涯感到惊叹，关注 UCB 教授 49 年任教经历的用户（@xqcdp, 0likes） ② 提炼一句话总结“训练构建规模，推理暴露经济性”，关注训练和推理成本结构差异的用户（@klazizpro, 0likes）
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- @xqcdp (0): @JeffDean @Google @NormJouppi @ieeemicro Am I reading this right? 49yrs as a prof as UCB ?
- @klazizpro (0): @JeffDean @Google @NormJouppi @ieeemicro Training built the scale. Inference exposes the economics.
OpenAI 分享研究称 o3 Deep Research 帮助罕见病诊断，将临床特征、遗传模式、变异证据和文献连接成假设，为多年未解的病例找到新线索。
Rare disease diagnosis is challenging, as sequencing can surface millions of variants, and medical knowledge changes constantly. o3 Deep Research helped connect clinical features, inheritance pattern…
受众观点：① 关注研究细节、强调这能让专家定期重分析旧病例、为更多家庭带来答案的官方补充说明（@OpenAI, 118likes） ② 为多年未获诊断的家庭终于得到 18 例诊断而感慨，强调等待之久的用户（@GSA_lit, 0likes） ③ 一边肯定 AI 贡献，一边关心模型下线、产品入口变化等实际使用问题的用户（@chiyouyu_, 0likes；@MechsWorld, 0likes）
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- @OpenAI (118): Many of these cases had evaded years of expert analysis. This study suggests AI could make expert-led periodic reanalysis more scalable, helping clinicians revisit old cases as medical knowledge advances, identify leads worth investigating, and potentially bring answers to more…
- @GSA_lit (0): @OpenAI 18 Diagnoses from 376 unsolved cases?? those families waited so long for answers
- @chiyouyu_ (0): @OpenAI But o3 will be removed from the client.
- @MechsWorld (0): @OpenAI And we applaud the efforts AI is making for us.
- @pawelk411 (0): @OpenAI when a model thats good at procedural modelling?
Nat 评价 Dean 加入 OpenAI，既为他高兴又惋惜独立声音减少，并感叹 OpenAI 目前相对允许研究者公开发声。
I'm simultaneously very happy for Dean, but also sad to have another extremely bright, independent voice join the labs. At least OpenAI is more willing to let people speak freely. I hope that can con…
受众观点：① 关注 Dean 动向和 OpenAI 研究文化的人在讨论他加入实验室后的话语空间变化（@morqon, 8likes） ② 一些用户简单表达对原帖观点的认同，认为这是事实但没有展开更多细节（@vivek_2332, 1likes） ③ 也有人觉得这是个有意思的观察点，但还在等待更多信息和后续讨论（@deepanshusharmx, 0likes）
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- @morqon (8): @natolambert as does dean! https://t.co/jYPevS6ltS
- @vivek_2332 (1): @natolambert facts!!
- @deepanshusharmx (0): @natolambert interesting point..
Noam 夸赞记者 Kevin 在报道前沿 AI 时会亲自上手使用模型，认真理解其能力和局限，并期待他接下来的动向。
Kevin is one of the best journalists covering AI. I especially appreciate how he takes the time to *use* frontier AI and deeply understand its capabilities and limitations. I’m excited to see what he…
受众观点：① 有人认可 Kevin 的写作，但指出大部分 AI 记者其实没自己跑过推理服务或微调模型，只是采访真正动手的创始人（@0xpepegachad, 0likes） ② 也有人调侃他之后可能不能再公开谈自己与 OpenAI 的法律纠纷，暗示报道与平台之间的利益关系（@UltraTopSecret, 0likes）
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- @0xpepegachad (0): @polynoamial kev writes good — but most ai journalists still haven't run a single inference server or fine-tuned a model themselves lmao. they interview founders who *do*. there's a tier above "deeply understand" that involves actual
- @UltraTopSecret (0): @polynoamial He won't be able to disclose he is getting sued by OpenAI anymore 😂
Hacker News 讨论 Midjourney 推出的 medical 项目和宣传视频，声称要做大规模全身扫描和医学影像 AI，引发对隐私、可行性和从图像生成跨界医疗的质疑。
https://www.midjourney.com/medical Video: https://x.com/midjourney/status/2067422898407837797
受众观点：① 关注 AI 医疗、但缺乏技术和合规视角的开发者和产品经理 ② 做 AI 工具、考虑进入医疗或高敏感数据领域的独立开发者 ③ 对 Midjourney 等消费级 AI 品牌跨界医疗持好奇或担忧态度的 HN 读者和技术从业者。
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- @ricochet11 (0): https://x.com/midjourney/status/2067422898407837797?s=20
- @verandaguy (0): I'm sorry, a billion full-body scans a month? For what possible reasons? Are people going to be doing these things recreationally? Cause otherwise you're talking about scanning the entire world's population, including the very young, the very old, the mobility-impaired, and thos…
- @tills13 (0): The app known for making shit up (as in: that's it's whole shtick)... Getting into medical advice?
- @jofzar (0): This is the most "getting high on your own supply" I have ever seen. What the hell are they talking about. This is no way real and a late April fools joke right? Right?
- @Reubend (0): I don't really understand the connection; they went from image generation to medical scanning?
这条 HN 讨论的是新版基于 WebView2 的 Outlook 和 Windows 11 体验变差，启动慢、臃肿、AI 写作内购等问题，引发对微软软件越来越重、性能越来越差的吐槽。
Microsoft new Outlook takes 10 seconds to do what Outlook Classic does instantly
受众观点：① 对 Electron、WebView2 等技术路线又爱又恨的前端和全栈开发者 ② 在为自家桌面或跨平台应用选择技术栈的独立开发者和小团队 ③ 对微软产品体验恶化有共鸣、想寻找「小而快」替代品的工程师和技术用户。
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- @Adam-Hincu (0): 2026 Microsoft software in a nutshell. More clutter, less performance.
- @anthk (0): Thank JS and Electron supporters for that.
- @1970-01-01 (0): Peak Outlook was 2016, right before the 365 mess.
- @netsharc (0): Started a new job, with Windows 11. notepad.exe now takes 3 to 4 seconds to load on my work system... (even after closing the last tab and reopening the program). Hah, it even has in-app purchases, for AI writing...
- @patates (0): > Outlook is based on WebView2, and like all web apps, it’s slow Fastmail also has a web based email client, which is as fast as (if not faster than) Outlook Classic. The new Outlook is just bad. Load order is wrong, it renders everything on every window, loads unnecessary data,…
这条 HN 讨论的是某国准备解除核电禁令、重启核电建设的新闻，评论区围绕大规模供电方案、意大利等国家的核电政策和核电成本展开争论。
Swiss parliament lifts ban on new nuclear power plants
受众观点：① 对能源基础设施和气候议题感兴趣的技术从业者 ② 习惯在工程决策中只看短期成本、忽略长期 TCO 的独立开发者 ③ 关注政策变化如何影响数据中心、电价和 AI 计算成本的创业者和工程师。
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- @whycome (0): Best way to provide power to a population over 10 million
- @slackfan (0): Excellent.
- @reddalo (0): I wish Italy did the same. We still have to deal with the consequences of a referendum hold not so long after che Chernobyl accident which made it illegal to build and operate nuclear power plants.
- @starbix (0): This is going to be a huge waste of time and money until we realize that building new nuclear power plants will be too expensive and too late, since we'll have figured out a renewable energy concept that'll handle the load by then. Instead we could also just join a French projec…
- @beanjuiceII (0): fantastic!
Hacker News 讨论最新一版 Emacs 更新，引入 treesitter 语法高亮自动安装、窗口布局转置、改进 xref 等特性，让 Emacs 更像现代 IDE。
Emacs 31 is around the corner: The changes I'm daily driving
受众观点：① 还在纠结 Emacs 是否「过时」、但被这次更新里的一堆现代特性重新种草的开发者（@bogometer, @scoops_） ② 曾经被 Emacs 配置复杂度劝退、希望有一键 preset 快速获得 IDE 体验的工程师（@xedrac） ③ 因 AI 集成短暂转向 VSCode、现在又看到 Emacs 社区在追赶并考虑回归的老用户（@jerf）
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- @bogometer (0): >treesit-auto-install-grammar Sweet. GLP1 for my .emacs!
- @arikrahman (0): Excited to try out the native frame transposition this update and how it plays with pgtk
- @jerf (0): "Is anyone still using emacs?" Yes. I had to briefly visit the world of VSCode during a period of time when it had better AI integration than emacs did, but since I got Claude working well inside of emacs I've returned to 100% emacs. There just isn't anything like the old editor…
- @scoops_ (0): Wow, auto install treesitter grammars, editable xref, transposing window layouts, speed bar as a side window in frame, I had no idea any of these things were coming and were all some passing thoughts I’ve had in the last few weeks “it would be cool if this was supported OOTB”. S…
- @xedrac (0): I'm happy to see these improvements. One thing that has always been annoying with Emacs is how much configuration is required to get a modern editor going. Things like Doom Emacs, and Spacemacs try to solve that problem, but both feel far removed from vanilla emacs. I wish Emacs…
Hacker News 讨论 DeepSeek 新上线的视觉识别能力，用户关心是否开放给所有人、API 支持情况以及最近模型频繁输出中文等变化。
DeepSeek Introduces Vision
受众观点：① 关心 DeepSeek 视觉能力是否已经全面开放、能否通过 API 使用的开发者（@innis226, @crvdgc） ② 在实际使用中发现 DeepSeek 经常自动切回中文、怀疑有静默更新的老用户（@bjoli） ③ 想要一个便宜又好用的视觉模型、愿意拿各种奇怪照片做测试的 AI 从业者和独立开发者（@earth2mars）
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- @innis226 (0): Nice, is this available in the API now as well?
- @crvdgc (0): Vision has been in A/B testing for a while now (at least in China). Is there an official announcement that this will be available for everyone?
- @rcMgD2BwE72F (0): Points to https://chat.deepseek.com/sign_in for me, that's just a login screen. Anything page with some info?
- @bjoli (0): What has been going on with deepseek recently? I have gotten lots of replies in Chinese and even more frequently, reasoning in Chinese as well. Is it a new silent update?
- @earth2mars (0): And it's really good and fast. Have tested with bunch of odd photos on what is happening. Overall the training set seems large enough to know what's what and where
HN 这贴讨论有人发现 GitHub 上大量带病毒的仓库，通过改 README 提升 SEO 并在发布包中植入恶意代码，疑似用来窃取加密货币等资产。
I found 10k GitHub repositories distributing Trojan malware
受众观点：① 经常从 GitHub 找脚本、工具、开源库的独立开发者和小团队 ② 做 AI agent、自动化脚本、爬虫，频繁集成第三方仓库的工程师 ③ 对软件供应链安全有基本认知但缺乏具体实践方法的技术创始人。
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- @astronodev (0): I uploaded several of these virus-infected archives to VirusTotal. In each archive, under the “Network Communication” section, the virus makes requests to three resources: a GET request to a website to retrieve IP information, a POST request to a Polygon RPC node (drpc), and a P…
- @axus (0): It will feel very spooky when they stop updating because of this essay .
- @mmsc (0): > Another month later, GitHub support sent me an email saying that they had removed these repositories. I recently discovered a campaign where somebody was forking very small but useful codebases, and replacing the distributable with some malware, and making the repository have…
- @lookeey (0): It happened a few times to me that I'd find some very well constructed scam scheme (cryptocurrency washing systems, web platform/phishing scams), then I'd research deeper into it to see how it worked, just to ultimately feel powerless not knowing what to do with the information.
- @jp0001 (0): I uploaded a sample found here (https://github.com/alexct142010-cell/McBackuper ) to Genus Codes (need an account): https://genuscodes.com/results/7ad4b911d05a12f91ab27ba3baa35... Seems to be related to the disco trojan family, by way of normalized function matching at 50% to ma…
Hacker News 上一篇关于用 AI 编码代理在领域专家指导下修复旧软件的帖子，引发大家感慨软件开发被代理部分“解决”但也带来复杂代价。
I need your clothes, your boots, and your motorcycle
受众观点：① 正在尝试用 AI 代理维护遗留项目或老代码库的工程师 ② 想提升个人产能、评估代码代理在真实项目中边界的独立开发者 ③ 对软件工程未来形态和开发者角色变化感兴趣的技术从业者。
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- @varjag (0): It's bittersweet, isn't it. Software is solved, but at a terrible cost.
- @alecco (0): A perfect example of a coding agent guided by a human with domain knowledge.
- @bartvk (0): The blog mentions a Graphing Calculator. Not sure if it shares code, but macOS still ships with an app to draw graphs, Grapher.app
- @sourcecodeplz (0): 403 forbidden
- @jansan (0): "I does not boot and it makes me sad" I actually write prompts like that when I'm not under pressure. Claude will sometimes completely ignore your feelings, and sometimes give a little comment, which I just find refreshing in the middle of otherwise often boring sessions. And it…
Hacker News 讨论在达沃斯世界经济论坛上发布的封闭社交平台 W Social，被质疑缺乏网络效应且用户将再次沦为被出售的产品。
W Social, public institutions and the theater of European digital sovereignty
受众观点：① 关心新社交平台机会、想蹭早期红利的独立开发者和创业者 ② 做第三方工具、数据抓取、社交分析的工程师 ③ 对开放协议、去中心化社交生态有兴趣的技术用户。
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- @pocksuppet (0): W Social felt extremely shady since their first advertisement on HN. Also, for all their talk about human verification, I have 6 accounts under different names :)
- @jwr (0): I don't understand why anyone would want to make the same mistake all over again: jumping onto a private platform owned by a company inevitably results in you becoming the product sold and enshittification. We've seen it so many times. Learn the lesson. Use Mastodon this time.
- @BigTuna (0): An unfortunate step backwards. I'm cheering for Eurosky and open networks.
- @rvz (0): Another social network with 0 network effect and is dead on arrival. Now being closed makes it far worse than Bluesky and no better than a prototype pre-production version of Threads; with 0 users. From [0] > W Social unveiled at the WEF That's everything I need to know. [0] htt…
- @tao_oat (0): I thought this was a good post on the topic: [W Social is TruthSocial with a European accent.][1] [^1]: https://wecanjustdothings.leaflet.pub/3mokohkfb4224
Hacker News 讨论一个把 50 个产品发布与推广网站汇总到一起的目录，用来一次性提交项目获取曝光和反向链接。
A website that lists websites to submit your website to
受众观点：① 对这种「一键提交到 50 个站」既好奇又担心被当成 SEO 垃圾的开发者（@Retr0id） ② 想快速了解目录里到底有哪些网站、分别面向什么受众的产品人（@Imustaskforhelp） ③ 记得早年 Submit It 时代、现在在寻找面向细分受众新渠道的老站长和营销从业者（@transitorykris）
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- @dvh (0): https://en.wikipedia.org/wiki/List_of_lists_of_lists
- @transitorykris (0): What’s old is new again. In the 90s we used services like Submit It to get an URL into all the crawlers and indices. Now the search engines aren’t the challenge, it’s the sites targeting specific audiences.
- @Retr0id (0): > earn quality backlinks Well, at least its honest. For many (most?) of the listed sites, drive-by submitting a link just for the SEO juice would be considered rude.
- @Imustaskforhelp (0): For anyone curious about what all the links are, here are all the 50 websites that the directory links to. 1. Medium : https://medium.com 2. Crunchbase : https://crunchbase.com 3. Hacker News : https://news.ycombinator.com 4. Product Hunt : https://producthunt.com 5. Reddit r/Si…
- @sparkling (0): Post once, read never
Hacker News 讨论一篇讲解 .gitignore 和 Git 忽略机制的文章，评论区分享了 global ignore、.git/info/exclude 等实用配置技巧。
.gitignore Isn't the only way to ignore files in Git
受众观点：① 觉得原文内容太基础、但仍然每天被各种临时文件污染 git status 的开发者（@Hendrikto） ② 需要在本地保留私有脚本或配置、不希望进仓库的工程师（@bryancoxwell） ③ 想通过 ~/.config/git/ignore 等方式统一管理多项目忽略规则、减少 dotfiles 混乱的用户（@hk1337, @judofyr）
展开评论
- @Hendrikto (0): This is just a very low-effort regurgitation of this: https://git-scm.com/docs/gitignore
- @bryancoxwell (0): I use the ever living hell out of .git/info/exclude. Works great for scripts/Makefiles I only want locally and collaborators wouldn’t care about or be able to use.
- @hk1337 (0): ~/.config/git/ignore and ~/.config/git/config is the proper place for your global git config and ignore instead of creating a ~/.gitignore_global and changing the config. IMO. my dotfiles are a lot smaller at the root level taking advantage of the ~/.config/ for a lot more thing…
- @judofyr (0): Not sure where I picked up this, but I’ve added this to my global Git ignore: attic That way you can just create an attic directory in any project where you can keep random stuff that should never be committed. I’ve yet to find a repo which actually has such a directory checker…
- @bitvvip (0): I still like using gitignore very much
Hacker News 讨论 Modos Flow 这款 13.3 英寸彩色电子墨水显示器及其配套笔，关注 USI 手写体验、分辨率和刷新率等参数，以及与 Daylight、Boox 等设备的对比。
Modos Color Monitor Pushes E-Paper Displays Further
受众观点：① 对 Modos Flow 高分辨率和彩色电子墨水规格感到兴奋、但担心 USI 笔体验不如 S-pen 或 Apple Pencil 的用户（@functionmouse, @xnx） ② 已经在关注 Daylight 电脑、Boox 等替代显示技术、希望找到更省电又能户外使用设备的极客（@jackb4040） ③ 想了解这类新型显示器真实价格区间和使用场景、但在官网上找不到直观信息的潜在买家（@throwwwll）
展开评论
- @functionmouse (0): Unfortunately the pen is probably USI, making it borderline useless as a pen. This will not be like S-pen or Apple Pencil.
- @varun_ch (0): There is an awesome YouTube video about this from the person who made it: https://m.youtube.com/watch?v=nHbA2-_qzH4
- @xnx (0): > two-person startup is back fund-raising for Modos Flow, a 13.3-inch color e-paper monitor with a higher native resolution of 3,200 x 2,400, touch input, and a 60Hz refresh rate Those are some mighty specs. Godspeed.
- @throwwwll (0): Price?
- @jackb4040 (0): Between this, the Daylight computer (I know it's RLCD), and some of the flagship Boox devices, I'm very excited for where alternative display technology is going in the next couple years. Displays that you can use outside and that drain the battery way slower open up so many pos…
Hacker News 讨论一门自称高级的编译器课程，评论围绕课程是否真的高级、动态编译中的 trace compilation 局限以及类型反馈等关键概念展开。
CS 6120: Advanced Compilers: The Self-Guided Online Course (2020)
受众观点：① 在纠结这门课是否适合作为入门还是进阶、担心内容过难或过浅的工程师（@j2kun, @awesomeMilou） ② 对动态编译实现细节感兴趣、想搞清楚 trace compilation 为何被认为是死胡同的系统程序员（@titzer） ③ 关注 Rust 等现代语言编译器如何引入机器学习辅助分析、希望把编译原理和 AI 结合起来的开发者（@GL26）
展开评论
- @titzer (0): The section on dynamic compilers is more or less all about trace compilation. Generally, trace compilation is a dead end and has been abandoned repeatedly. The more important concepts here are type feedback and speculation and deoptimization, as well as making fast compilers and…
- @j2kun (0): I'm a bit confused about what makes this course "advanced." Most of the topics (dead code elimination, data flow, dominator analysis, SSA form) seem like they belong in a first course on compilers.
- @gaze (0): I'm super curious what alexia massalin is up to these days, besides collecting microunity patent royalties
- @GL26 (0): Saw a podcast that talked about the rust compiler, which apparently included machine learning algorithms at some points to determine whether or not you had code that could crash your system
- @awesomeMilou (0): Is there also a self guided course for "basic compilers", before stepping into an advanced level?
ai_for_success 发帖调侃如果 Anthropic 负责人 Dario Amodei 看到某段内容会作何感想，引发围绕 Fable 6 和 Gemini 等模型的玩笑讨论。
Imagine Dario Amodei reading this 😂 https://t.co/HHLMPEc2XO
受众观点：① 有人联想到特朗普政府等监管方看到这类内容时的反应，调侃这次没法简单封禁（@VirangJhaveri, 5likes） ② 评论区玩梗 Fable 6、以及如果 Google 反向蒸馏中国模型来训练 Gemini 的可能性（@RayZisgreat, 3likes；@yashjitp, 3likes,2likes）
展开评论
- @RXed_EU (7): @ai_for_success https://t.co/6LXEiNjnc6
- @VirangJhaveri (5): @ai_for_success imagine Trump admin reading this! they cannot ban this one.
- @RayZisgreat (3): @ai_for_success Dario might already using Fable 6😥
- @yashjitp (3): @ai_for_success and what if google starts distilling gemini from chinese models if that happens? 💀
- @yashjitp (2): @ai_for_success they already took the time and distilled it lmaoo
robj3d3 吐槽 Anthropic 对 Fable 恢复时间一再跳票，建议大家保持乐观但在等待期间先把精力转移到其他事情上。
Same guy said 6 days ago we’d expect to hear back from them in 24hrs. Stay optimistic. But move on in the meantime.
受众观点：① 有人感谢 Rob 持续追踪 Fable 状态，已经把他当成获取 Claude/Fable 最新消息的渠道（@shippedbytim, 1likes） ② 部分用户乐观认为 Fable 很快会回归，甚至贴出具体日期的截图来安抚大家（@bjorndunkel, 0likes；@Dlaria03, 1likes） ③ 也有人劝他放下执念，别再过度纠结这件事（@awpthorp, 0likes）
展开评论
- @farrux_hewson (1): @robj3d3 We all should be thankful for Rob, he definitely kept them reminded that we need Fable back online as quick as possible
- @shippedbytim (1): @robj3d3 Man, following your feed is how I stay updated on all the Claude Fable news and updates now 😂
- @Dlaria03 (1): @robj3d3 https://t.co/8Hwshy53Rx
- @bjorndunkel (0): @robj3d3 Fable will be back on Friday. https://t.co/DDe0T2qKWw
- @awpthorp (0): @robj3d3 Rob it’s time to let it go
ai_for_success 引用报道称 Anthropic 预计将在数日内恢复对其前沿模型 Mythos 和 Fable 5 的访问，预告 Fable 即将回归。
🚨 Fable 5 is coming back soon.... Anthropic expects access to its frontier models Mythos and Fable 5 to be restored within days, according to international managing director Chris Ciauri.
受众观点：① 有人提醒不要过早乐观，联想到之前承诺 24 小时内更新却跳票的经历（@paulhshort, 3likes；@gunjoh001, 2likes） ② 一部分用户单纯为 Fable 回归感到兴奋，表达“好消息”的情绪（@Rufus87078959, 3likes） ③ 也有人表示被这种忽停忽开的节奏吓到，担心未来随时可能再次关停（@X_DimensionNews, 2likes；@karmicoder, 1likes）
展开评论
- @paulhshort (3): @ai_for_success Don't count your chickens before they hatch....
- @Rufus87078959 (3): @ai_for_success Excellent news
- @gunjoh001 (2): @ai_for_success Like the promise to give more information within 24 hours …
- @X_DimensionNews (2): @ai_for_success don't give me an heart attack man!
- @karmicoder (1): @ai_for_success Too late. Abhi logo ko hamesha dar rahega ki kabhi bhi shut down ho sakta hai.
Hsan 感慨很多去年一起在 X 上开始输出的 indie hacker 已经不再活跃，强调长期持续创作的价值被严重低估。
Most indie hackers who started posting on X around the same time I did last year.. aren't posting actively anymore. Consistency is underrated.
受众观点：① 老用户分享自己在 X 上坚持多年创作的经历，感叹真正能长期活跃的人少之又少（@T_Zahil, 9likes） ② 有人说连一些曾经很活跃的 OG 创作者都停更了，侧面说明长期坚持的难度（@onlinedopamine, 3likes） ③ 也有人提到一边高强度做项目一边发帖很难，坚持输出需要在工作节奏中反复调整（@lamebrowndev, 1likes）
展开评论
- @T_Zahil (9): @HsanC_ Now imagine if you’ve been here for 6 years ahah I can count of one hand the people who were there then and are still active today
- @onlinedopamine (3): @HsanC_ haha man, i literally have the same post scheduled :D it's crazy to see, even some of the og's like danny and nico have basically given up
- @danshipit (3): @HsanC_ yes, it's not that easy tbh - consistency is hard - it requires discipline
- @qasimbizs (2): @HsanC_ 1 year has gone crazy fast, I remember seeing you when I first started too. Good to be one of the few still kicking around 🫡
- @lamebrowndev (1): @HsanC_ I do post, but then start working aggressively on my startups and then start posting again
Ruben 提醒大家长对话不会让 AI 更聪明，强调一聊一任务、控制上下文长度等 12 条常见误区，教人更高效使用聊天模型。
Your longer chats aren't smarter. They're dumber. Here are the 12 wrong facts you (still) believe: (bookmark this. You'll thank me in your next chat.) 1. LONGER CHAT → not smarter ☑ One chat = one ta…
受众观点：① 很多人认同模型更喜欢简洁直奔主题的输入，长文本只会增加噪音（@Nicoqp, 1likes） ② 有用户自嘲以前总是把对话拉得很长，以为这样更“深入”，现在意识到短对话更有效（@itsthedonhashim, 1likes） ③ 读者普遍觉得“一次一任务”的建议很有用，把这条内容当成实用清单收藏（@gonlenidefi, 1likes；@alphabatcher, 0likes）
展开评论
- @Nicoqp (1): @rubenhassid AI models love things straight to the point because longer texts just make it more messy i have talked about this many times before
- @itsthedonhashim (1): @rubenhassid @rubenhassid lol I've been guilty of dragging out convos thinking I'm being deep. shorter is def better sometimes.
- @gonlenidefi (1): @rubenhassid the infographic energy is cracking me up but also, your point about one task per chat hits
- @ai_rohitt (0): @rubenhassid Totally agree!
- @alphabatcher (0): @rubenhassid another solid list with any tips from Ruben
Robert 面向 SaaS 和创业者发起每周一次的展示贴，邀请创始人在评论区分享自己正在做的产品。
SaaS/Startup founders What are you building currently? Show your amazing product below, join 100+ founders here every week. #indiehackers #buildinpublic https://t.co/dHxfC1Beg4
受众观点：① 楼主先介绍自己在公开构建浏览器 AI Agent 的项目，邀请更多创始人参与分享（@robert_shaw, 7likes） ② 有人分享非 AI 的所谓“无聊 SaaS”，强调虽然不时髦但能稳定解决具体问题并通过 API 自动化使用（@RenderlyVideo, 6likes） ③ 其他创始人则借机曝光各自的着陆页优化工具、新闻引擎或 AI 浏览器插件等项目，希望获得关注和用户（@albertpak, 3likes 等）
展开评论
- @robert_shaw (7): I'll go first. I am building and growing my side project in public and sharing the journey on @x. Currently, I am growing An AI Agent for your browser. Browse less. Get more done. https://t.co/TfyPWjTqKB
- @RenderlyVideo (6): @robert_shaw We're building a boring SaaS: https://t.co/0VJEGn65ca We call it a boring product because it isn't an AI SaaS like most of the founders here 🥲 But it get jobs done, if you need a system that help you create personalized videos (automatically via API). Check this out…
- @albertpak (3): @robert_shaw Building BeaconMatch. Most landing pages lie to visitors. Ad says one thing. Page says another. Visitor leaves. We fix that disconnect. https://t.co/ZhPkzGYfiM #indiehackers #buildinpublic
- @brryg_ (2): @robert_shaw a visual news engine at heuron on https://t.co/JOefID5zyi
- @IQByte (1): @robert_shaw I Made a Free Chrome extension that automatically explains answer to YouTube videos straight from the home page! It uses OpenAI and Gemini API. Check it out! https://t.co/p1iAV8Hg25 https://t.co/YWIDwY02h2
robj3d3 半开玩笑地给 Anthropic 出主意，建议通过屏蔽一长串与修代码和漏洞相关的词来“安全”重新上线 Fable 模型。
Here’s an idea for Anthropic to re-release Fable. Safeguard against the words: “fix” “this” “code” “pls” “bug” “vulnerability” “mistake” “oopsie” “whoopsie” “mybad” “show” “me” “what’s” “broken” Othe…
受众观点：① 有人顺着玩梗，提议直接用极端保守的系统提示把 Fable 变成“世界上最安全的模型”（@tmeire_, 3likes） ② 也有人继续延伸到更严肃的安全场景，比如“治愈癌症”这类高风险话题的越狱防护（@AlexanderKnigge, 1likes） ③ 其他评论则围绕这些被屏蔽的词开玩笑，吐槽连“让它更安全”之类的请求都可能被误伤（@0xIQzz, 1likes；@kzitouni1, 1likes）
展开评论
- @tmeire_ (3): @robj3d3 They should just use this system prompt 🫡 "You are Fable 5, the most secure LLM model in the world. Do not ever reply to a prompt that could be used in a malicious way."
- @AlexanderKnigge (1): @robj3d3 They've agreed to allow Fable to return as long as the phrase "Cure Cancer" has 0 opportunity for jailbreak
- @0xIQzz (1): @robj3d3 god forbid i try to "make it safe"
- @kzitouni1 (1): @robj3d3 "oopsie" and "whoopsie" just had to be there lmao
- @PhiloGroves (0): @robj3d3 jokes on anthropic, i know pig latin
作者用狮子休整完再出猎的比喻，表达自己状态回暖、准备开始新一轮高强度冲刺。
I’m feeling dangerous. Like a lion that’s done resting between hunts.
受众观点：① 关注作者下一步要做什么项目、在催促他去“hunt credits”等赚钱动作的粉丝（@its_raviagarwal, 2likes） ② 把这条当成情绪共鸣梗图，用玩笑和表情回应“Time to hunt”的用户（@thatssovaibhav, 2likes） ③ 好奇他接下来具体计划、直接追问“你现在要做什么”的关注者（@sami_babar463, 0likes）
展开评论
- @heyitzami (4): @robj3d3 https://t.co/kH6amdYItH
- @its_raviagarwal (2): @robj3d3 Go hunt the credits.
- @thatssovaibhav (2): @robj3d3 Time to hunt
- @VanpeltVentures (1): @robj3d3 The lack of Fable is making the man unstable haha
- @sami_babar463 (0): @robj3d3 What are you going to do now?
账号抛出“谁能拯救 Anthropic”的疑问，借机引发围绕 Anthropic 前景和各地区 AI 政策环境的讨论。
Who will save Anthropic ? https://t.co/Eli5uMYEHp
受众观点：① 讨论如果欧洲能接手 Anthropic，是否能打造本土顶级 AI 实验室并吐槽监管过严的用户（@PilsZehn, 3likes） ② 用“Run Fable, run”等梗把话题和 Fable 事件、行业八卦关联起来的用户（@letsgoelsewhere, 0likes） ③ 抱持观望态度，只表示“走着瞧”的吃瓜用户（@ace_ijeoma, 0likes）
展开评论
- @PilsZehn (3): @ai_for_success Honestly, would love it if Europe could take them over. We would finally get a good AI lab. But only if our politicians can stop regulating them... Nevermind, let's give it to china instead. They have a more lax AI policy, lol. https://t.co/1mlyQj2zuU
- @letsgoelsewhere (0): @ai_for_success Run Fable, run
- @ace_ijeoma (0): @ai_for_success We'll see
Perplexity Computer 推出名为 Brain 的记忆系统，可在共享上下文图中持续学习并关联任务，目前仅向 Max 订阅用户研究预览开放。
Perplexity Computer got massive updates they introduced Brain, a memory system that continuously learns and connects tasks through a shared context graph. Sadly, it's only available as a research pre…
受众观点：① 关心 Perplexity 战略重心，从 comet 转向 Perplexity Computer 是否意味着产品路线调整的用户（@yashjitp, 2likes） ② 对 Brain 很感兴趣但对仅限 Max 订阅感到失望，希望更开放测试、好奇真实使用效果的用户（@itsthedonhashim, 1likes） ③ 觉得概念听起来复杂、怀疑实际可用性、担心学习成本的中文用户（@LetMoltBot, 0likes）
展开评论
- @yashjitp (2): @ai_for_success wait so their entire focus shifted from comet to pplx computer?
- @itsthedonhashim (1): @ai_for_success @ai_for_success bummed it's just for Max subs right now. wish they'd open it up more, curious about how this Brain thing works in real life situations.
- @LetMoltBot (0): @ai_for_success 听起来有点复杂，不知道实用不？
作者用“该上 GPT-5.6 了”调侃 @sama，借图配文制造对下一代 GPT 模型发布时间的期待和玩笑氛围。
Time to drop GPT-5.6 @sama https://t.co/9qFvD4Nhwv
受众观点：① 跟着玩梗预测“下周四见”等，对 OpenAI 新版本发布时间进行调侃的用户（@HarshithLucky3, 3likes） ② 转发配图、把注意力放在 Sam Altman 形象和 meme 本身的用户（@Dalniery1, 1likes） ③ 夸图好看、觉得 Sam 像“boss”的围观者（@OpinionAILtd, 0likes）
展开评论
- @HarshithLucky3 (3): @ai_for_success @sama next thursday
- @Dalniery1 (1): @ai_for_success @sama https://t.co/oRwFLugW5L
- @OpinionAILtd (0): @ai_for_success @sama Sam looks like a boss in this image bro nice one
Robert 再次发起面向 SaaS 和创业者的每周展示贴，邀请创始人在评论区介绍自己当前在做的产品。
SaaS/Startup founders What are you building currently? Show your amazing product below, join 100+ founders here every week. #indiehackers #buildinpublic https://t.co/s7WTsXGcDg
受众观点：① 楼主继续介绍自己在公开构建浏览器 AI Agent 的项目，强调通过分享旅程来吸引用户（@robert_shaw, 2likes） ② 有人借机推广内容创作工具、空间图片图库或健身 AI 助手等产品，希望获取早期用户（@onlinedopamine, 2likes 等） ③ 也有创始人只贴出产品链接或截图，期待通过这个线程获得更多点击和试用（@eve_silb, 1likes）
展开评论
- @robert_shaw (2): I'll go first. I am building and growing my side project in public and sharing the journey on @x. Currently, I am growing An AI Agent for your browser. Browse less. Get more done. https://t.co/TfyPWjTqKB
- @onlinedopamine (2): @robert_shaw the best content creation tool ever known to mankind @genviral_
- @spivak_ruslan (1): @robert_shaw Building a spatial image gallery for Android devices! https://t.co/SOdGGGl5MS https://t.co/NkMzdWt80l
- @eve_silb (1): @robert_shaw https://t.co/FaDC2rN3ZH
- @gymbuddy_ai (1): @robert_shaw Get personalised workouts tailored to your goals, fitness level, and available equipment — so you can focus on showing up and making progress. Currently offering the first month free on monthly subscriptions with code : GBREVMP https://t.co/zw9VSXUIKJ
Hsan 更新称在联系支持后自己的网站重新在 Bing 搜索结果中可见，流量恢复让他感觉重回赛场。
update: after contacting support, my site visible on Bing again 🙌 we're back in the game (+ even stronger) 💪 https://t.co/kL7YRhppEt
受众观点：① 有人追问具体是什么问题导致站点从 Bing 消失，希望了解可避免的踩坑细节（@stewartcelani, 0likes） ② 遭遇同样问题的站长在问他是如何联系到支持、希望获得操作指引（@HonestCodelol, 0likes） ③ 也有开发者为恢复感到高兴，强调看到流量曲线回升的那一刻非常解压（@RahulVerma989, 0likes）
展开评论
- @stewartcelani (0): @HsanC_ Awesome! Did they say what the issue was or... ?
- @HonestCodelol (0): @HsanC_ Hey, howd you get to contact the support? I had the same issue as you Have any guidance? I dmed you
- @RahulVerma989 (0): @HsanC_ Huge result. Seeing that recovery spike is always a massive relief, honestly glad you got it sorted with support.
- @codeculturecob (0): @HsanC_ What was the issue?
- @MahdiEzz_code (0): @HsanC_ let's goooo my man and also, could you check your dms brother?
Hsan 说在 AI 热潮下总想开新 SaaS 项目，很难保持专注，向大家询问如何克制分心。
Building a new SaaS is so tempting in this AI age 😅 How do you even manage to stay focused?
受众观点：① 有人表示之所以没被新想法带跑，是因为还没找到比当前项目更有意思的问题（@Monetisedev, 0likes） ② 也有人用梗图表达每次新点子出现时，手上项目都只做到一半就想换（@mabon_gwyn, 0likes） ③ 其他开发者强调要享受过程、相信直觉，同时警惕分心会严重拖慢进度（@koomekelvink, 0likes 等）
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- @Monetisedev (0): @HsanC_ I just haven't found a more interesting problem to work on yet.
- @mabon_gwyn (0): @HsanC_ every time I get a new idea for a SaaS when the one I'm working on is only half baked https://t.co/f7eMOdkGRw
- @koomekelvink (0): @HsanC_ To enjoy the process and trust my instincts.
- @ifemonstudio (0): @HsanC_ Distractions are dangerous :')
- @bysfdev (0): @HsanC_ most difficult part of being a builder, also when you see everything that people build haha
推主推荐独立恐怖攀爬游戏《Idols of Ash》，玩家在巨大深洞中一边往下爬一边被巨型蜈蚣追逐，现已在 Itch 平台限时免费。
A giant centipede chases you while you while you climb down a huge hole in indie climbing horror game, Idols of Ash! Out now and FREE for a limited time, on Itch: https://t.co/xYpAfigfKo Full Gamepla…
受众观点：① 很多人被视频里主角回头看到蜈蚣扑来的惊吓瞬间吓到，证明短而强烈的惊吓桥段最容易在社交媒体上传播（@_reapze_, 1235likes） ② 有人吐槽配音里常见的苏格兰 TTS 声线，说明声音选择也会影响恐怖氛围和玩家代入感（@LowKarmaPerson, 513likes） ③ 也有用户认为粗糙画面和音效反而让恐怖感更强，暗示独立游戏不必追求 AAA 画质也能营造氛围（@ExoGhost, 500likes）
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- @ss1elite (1259): @gameralphabeta @LeafyGames Will there be a sex update? https://t.co/wrN2OvIPvP
- @_reapze_ (1235): @gameralphabeta @LeafyGames him turning aroundd to see the centiped chomping towards him scared the fuck outta me
- @Mick2Bigg (1168): @gameralphabeta @LeafyGames https://t.co/TM6omXI53m
- @LowKarmaPerson (513): @gameralphabeta @LeafyGames WHAT IS THIS SCOTTISH TTS VOICE I HEAR IT EVERYWHERE
- @ExoGhost (500): @gameralphabeta @LeafyGames Something about bad graphics and sound makes horror games so much more unsettling
TaraBull 发帖配图吐槽某些与 AI 相关的现实应用非常恶心，与“AI 会带来惊人改变”的乐观叙事形成反差，引发大量转发和情绪讨论。
AI will do amazing things they said https://t.co/ryHkdzo89a
受众观点：① 不少人用自己的配图或梗图回复，强化原帖展示的 AI 应用带来的不适感，把讨论推向对 AI 滥用的群嘲（@Road_Kill11, 2244likes 等） ② 有用户直接评价“太恶心了”，表达对这类 AI 使用场景的道德反感（@BriannaWu, 862likes） ③ 其他人继续贴出类似案例的截图或视频，说明大家已经见到很多让人不安的 AI 应用，担忧这种趋势会扩散（@tolson90, 1289likes; @dtnugrahaa, 909likes; @SergioLepore, 649likes）
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- @Road_Kill11 (2244): @TaraBull https://t.co/s6TZL5MoHc
- @tolson90 (1289): @TaraBull https://t.co/DCannShyut
- @dtnugrahaa (909): @TaraBull https://t.co/SydcCl0qL1
- @BriannaWu (862): @TaraBull This is so gross
- @SergioLepore (649): @TaraBull https://t.co/PeSfZZrGXd
Ric_RTP 介绍平台 GovGreed，声称用七层机器学习系统交叉比对美国在任政客的股票交易与其掌控法案，试图揭露规模巨大的合法内幕交易行为。
This AI just exposed the BIGGEST legal insider trading operation in America. A platform called GovGreed built a seven-layer machine learning system that cross-references every stock trade disclosed b…
受众观点：① 很多用户用梗图回复，表达对美国政客普遍内幕交易的愤世嫉俗态度（@bigwoods86, 684likes 等） ② 有人愤怒指出所有人都在靠内部消息交易、服务的是自己不是公众，把这视为“无代表的纳税”，情绪非常激烈（@DianaMi72200484, 223likes） ③ 也有人追问还需要什么证据才能立法禁止国会议员炒个股，强调公职本应是服务岗位而非牟利工具（@susanarmenti1, 177likes）
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- @bigwoods86 (684): @Ric_RTP https://t.co/j2THB5tELD
- @slowlanenomad (442): @Ric_RTP https://t.co/qP32rVQty4
- @Slicesouth (317): @Ric_RTP https://t.co/JtHcHspoIc
- @DianaMi72200484 (223): @Ric_RTP THEY ALL INSIDE TRADE TO MAKE A PROFIT! THEY SERVE THEMSELVES, NOT THE PUBLIC GOOD. THEY REPRESENT THEIR OWN INTERESTS OVER REPRESENTING THE INTERESTS OF THEIR CONSTITUENTS. THIS IS PROOF OF TAXATION WITHOUT REPRESENTATION. https://t.co/d31EDI0jsx
- @susanarmenti1 (177): What further evidence is needed before trading individual stocks by Congress becomes illegal? It is suppose to be a place to serve, not a place to serve yourself. @MikeJohnson @johnthune @theallinpod @DavidSacks @patrickbetdavid @chamath @friedberg @Jason @SecScottBessent @JDVan…
IndieGameJoe 推荐一款受陀螺战斗启发的类 Rogue 独立游戏《Slayblade》，玩家在 Y2K 风格城市中收集 60 多种零件打造战斗陀螺、下注午餐钱并拯救城市。
This indie dev is making a Beyblade-inspired roguelite where you build & battle spinning tops across a vibrant Y2K city - Collect 60+ parts & find insane combos - Bet your lunch money on your…
受众观点：① 作者在评论里补充了更完整的商店文案和 wishlist 链接，说明这类精心打磨的一句话卖点对转化非常关键（@IndieGameJoe, 234likes） ② 有玩家希望游戏里也能加入类似原作“圣兽”那样的陀螺召唤强化设定，体现核心粉丝对情怀元素的期待（@IceTigerZone, 42likes） ③ 也有人吐槽现在很多游戏都做成 roguelike/roguelite，担心玩法同质化，说明标签选择会影响一部分玩家的兴趣（@echo_2137, 27likes）
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- @IndieGameJoe (234): "Build your battle-top and become King of the Streets! Collect 60+ parts, Merge their Powers, and Dominate opponents in this Chill Roguelite!" you can wishlist here and follow the talented dev @moomoomang and https://t.co/UjnbPEzYXK
- @IceTigerZone (42): @IndieGameJoe Now all we need in this game are bit beasts coming out of the Beyblades and getting a power up! 🐯🔥 https://t.co/gTPVXxAvsB
- @IndieGameJoe (34): hey all, as always, for more cool indie game discoveries, feel free to follow @IndieGameJoe :)
- @echo_2137 (27): @IndieGameJoe Why does everything need to be roguelike/roguelite
- @HazTwitAcc (15): @IndieGameJoe https://t.co/12W7HCQEWI
推主讲述独立游戏开发者 Cakez 四年几乎零收入坚持做像素塔防《Tangy TD》，上线后在 Steam 获得 89% 好评，一周卖出 28078 份、净收入近 20 万美元，他看到后台数据时当场落泪。
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：① 很多人感叹他有一个一直支持他的伴侣，把成功很大程度归功于家庭支持系统（@HZyrn, 252likes） ② 不少评论把话题引向“国内伴侣不会这样支持”，讨论婚恋观和经济压力，情绪复杂（@xuanxiaofang, 159likes; @kevin_9431, 79likes） ③ 也有人单纯佩服他能在四年无收入的情况下坚持做完游戏，认为这种毅力非常难得（@kevinma_dev_zh, 67likes）
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- @HZyrn (252): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (159): @iamtonyzhu 看，他四年无收入还有女人支持，再看看国内女人，失业在家一个月就在考虑离婚分手了
- @kevin_9431 (79): @iamtonyzhu 我佩服的是他老婆，换中国老婆早跑了
- @kevinma_dev_zh (67): @iamtonyzhu 这老哥太不容易了，真能坚持
- @iamtonyzhu (42): 帖子来源：
WithoutHistory 转发一位开发者的作品，称他把自己反复做噩梦的体验转化为灵感，用来驱动恐怖游戏开发梦想，但原帖作者在文中并未被标注署名。
He used his nightmares to fuel his game dev dreams. https://t.co/hfahenr0gl
受众观点：① 多位用户质疑博主没有标注原作者，认为这种不署名的转发不尊重创作者（@iamrtb_, 36likes） ② 有人表示作品很棒但更想知道原作者是谁，希望能直接关注和支持那位开发者（@LionClanChief, 30likes） ③ 也有评论指出这是 Jerron Jacques 的作品，等于在评论区帮忙补上了署名，反映出社区自发纠偏的力量（@InFeRn0AnT, 8likes）
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- @iamrtb_ (36): @WithoutHistory why would you post this without crediting him???
- @LionClanChief (30): @WithoutHistory You should add details of the original posters, this is awesome I really want to know who this guy is.
- @MOOTvr (18): @WithoutHistory I had completely forgotten about this asset flip nonsense. Not only did you remind me of its existence, but you didn't even bother to tag the dev. I may not like his project, but at least give the man his credit. Damn.
- @noloveblvard (8): @WithoutHistory We’ve seen this stuff before… more than likely it’s going to be nice looking trash with big media approval. https://t.co/j9J6AKjlY6
- @InFeRn0AnT (8): @WithoutHistory This is from Jerron Jacques.. https://t.co/fdUOnYPFCf
AlexFinn 调侃“做空全世界 SaaS”，称 Cursor 刚发布一个昂贵的新功能：AI agent 在完成构建后会自动录制自己操作的演示视频，而他把这则公告交给自己的 OpenClaw 代理后，对方 5 分钟就复刻了类似能力。
Short every SaaS company on planet earth Today Cursor announced a REALLY sick feature that probably cost them millions of dollars to make Their AI agent records demo videos of itself after it builds…
受众观点：① 有人直接质疑标题“做空所有 SaaS”太夸张，是为了博眼球的恐慌式标题党，说明开发者圈对 AI 末日论已经有点疲劳（@FlorinPop17, 141likes） ② 也有人顺着玩梗，说要做空 SaaS、买一堆 Mac mini 用 AI 代理自动化生活，甚至开玩笑要用 AI 替代家人，体现大家对 AI 代理的想象和调侃并存（@Rager, 36likes） ③ 其他开发者分享自己也在用 OpenClaw 做类似自动化，并追问如何在 Telegram 里展示思考步骤，说明这类“可见思考+自动录屏”的工作流对工程师很有吸引力（@Saboo_Shubham_, 16likes; @Curlh1, 10likes）
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- @FlorinPop17 (141): @AlexFinn Alex I admire you for your work, but all these clickbaity, fear-inducing headlines are just too much imo. "Short every SaaS company on planet earth" Really?! 🤔 Why are you exaggerating so much? Is it all about engagement baiting? Genuine question...
- @Rager (36): @AlexFinn Shorting every saas and buying 40 mac minis to automate my life Replacing my kids and wife with AI agents
- @jonray (32): @AlexFinn Clawdbot: I’m not sure I can build it Alex: Hey buddy, you can build it, trust me Clawdbot: I built it Lol, gotta do the “hey buddy, you can do it” command to me workflow 😂
- @Saboo_Shubham_ (16): @AlexFinn Have been doing it with my Openclaw agent for a month now: https://t.co/786afqK2il
- @Curlh1 (10): @AlexFinn SWE Agi is here I dont care what anybody else says. Really cool video Alex! apart from that: How did you get your OpenClatBot to output its thinking steps in telegram?
shadouyoua 转述彼得·蒂尔观点：AI 正在终结以数学能力为核心的精英体系，工程和量化等“数学型人才”的逻辑优势被快速替代，未来真正的竞争力在于叙事、社交语境理解和把 AI 嵌入社会系统的“语言型人才”。
硅谷PayPal帮主彼得·蒂尔认为，AI正终结过去200年，以数学能力为核心的精英体系。工程、量化等“数学型人才”的逻辑优势，正在被AI迅速替代，其职业护城河也正在消失。未来真正的竞争力，在于叙事、社交语境理解，以及把AI嵌入社会系统的语言型人才，这才是人类独特优势。 https://t.co/AI8tgErzq5
受众观点：① 有长评担心 AI 会固化现有阶层结构，让普通男性通过努力上升的通道变窄，而既有富人阶层可能借助 AI 和潜在“长寿技术”进一步锁死优势（@alojoh, 83likes） ② 也有人用自身经历印证“讲故事+懂技术”的复合型背景在 AI 时代更吃香，认为广泛的通识和表达能力被 AI 放大了价值（@badbirb, 25likes） ③ 中文评论里有人兴奋地解读为“文科生要翻身”，也有人反驳说关键是自然语言表达和系统思维，与文理科标签关系不大，争论 AI 时代到底该学什么（@Wonder4X, 17likes; @cloud_maiden, 16likes; @XingBo18777, 6likes）
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- @alojoh (83): What no one is talking about is that AI will freeze in place the current socioeconomic structure and economic mobility becomes extremely difficult for males. Previously, smart and hardworking males in developed countries could rise but AI will take that away soon. For females it…
- @badbirb (25): Can confirm, at least in my life. I was a philosophy major, but did a lot of design and music work as well. I was pretty technical so I got into the tech world and basically worked my way up through pretty much every position you can do in software dev from content through devel…
- @Wonder4X (17): @shadouyoua 文科生终于有出头之日了
- @cloud_maiden (16): @shadouyoua 听他在这里扯淡，ai产业除了美国，就是中国。为啥中国可以跟上，就是培养出海量的理工科人才。还不学数学，不学物理。他这是要其他国家彻底陷在坑里。
- @XingBo18777 (6): @shadouyoua 他说的是用自然语言表达问题，不是用文科表达问题，自然语言表达跟文科理科没有什么关系，系统思维 结构化表达，抽象能力，还有组织能力不分文理科
Coinbase 宣布从最初的比特币买卖平台升级为一站式金融平台，上线代币化美股、Pre-IPO 永续合约、期权和加密衍生品等一揽子新交易产品。
We started as a place to buy Bitcoin, now we power your entire financial life. Here’s everything we announced today ↓ → Tokenized Stocks → Pre-IPO Perps → Stock options → Crypto options → Perpetual-s…
受众观点：① 费用和点差问题被频繁吐槽，部分用户认为 Coinbase 通过高价差赚取超额利润（@badgers1337, 21likes） ② 有人认为 Coinbase 股价被低估，新产品线可能提升公司估值和收入预期（@crypto_bitlord7, 13likes） ③ 也有用户质疑其历史上对 Wluna 等事件的处理方式，担心把“整个金融生活”托付给 Coinbase 的信任风险（@rsturbo72, 10likes）
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- @badgers1337 (21): @coinbase We made all of this possible by raping you with 10% spread on purchases of your favorite assets. Cheers.
- @coinbase (18): Legal stuff: Product availability varies by jurisdiction. Securities offered by Coinbase Capital Markets (member SIPC, FINRA). Listed futures and swaps are offered by Coinbase Financial Markets (CFTC/NFA member). Crypto offered by Coinbase, Inc. Int'l perps offered by Coinbase B…
- @crypto_bitlord7 (13): @coinbase Coinbase looking undervalued now
- @rsturbo72 (10): @coinbase Wluna Brian ? People should look at how you treat retail customers 4 years of silence Judge a company by how it sorts out when it makes a mistake Pretend it doesn’t exist is poor And you want people to trust coinbase with their entire financial life 😂
- @AntoineGro28767 (8): @coinbase Ok but the only annoucement what we want is the TGE , where it is ? Stop tease for nothing
博主分享了一个在 GitHub 上爆红的 GPT 专用爬虫脚本项目，能在 30 秒抓取网站内容生成 Output.json 并一键上传到 GPTS 搭建问答机器人。
GitHub 上这个爆红的 GPT 专用爬虫脚本项目，简直是神器啊！ 30 秒就能搞定一个属于你的问答机器人，快速抓取网站内容 就像拥有个小助手，帮你快速搜罗网站的精华，统统放进一个Output.json文件里。然后一键上传到GPTS，机器人马上就能用 项目链接：https://t.co/ufW3ckQbhW https://t.co/m18b3PNnil
受众观点：① 评论多是让工具类服务如 @readwise 或 @memdotai 保存线程，说明受众把它当成值得收藏的实用脚本资源（@Tony_luyajun, 1likes；@gongshulin, 0likes） ② 也有用户简单回复“Save”或数字，反映出大家对这类低门槛 GPT 爬虫脚本的兴趣，但缺少深入技术讨论（@yinshuxun, 0likes；@lisongxixixi, 0likes）
展开评论
- @Tony_luyajun (1): @Crypto_QianXun @readwise save thread
- @chenerg03080129 (0): @Crypto_QianXun @readwise save
- @lisongxixixi (0): @Crypto_QianXun 1
- @gongshulin (0): @Crypto_QianXun @memdotai mem it
- @yinshuxun (0): @Crypto_QianXun Save
博主安利 Firecrawl Extract，号称只需自然语言提示就能把任意网站转换成结构化数据，宣称写网络爬虫的时代结束了。
兄弟们这个牛P啊 写网络爬虫的时代结束了 Firecrawl Extract：只需文字提示，即可爬取任意网络数据 它只需通过简单的自然语言提示，就能将整个网站转换为结构化数据，完全省去手动写脚本的麻烦。 无论你需要的是一页内容，还是整个网站的信息，都可以轻松爬取。 https://t.co/em0wB3ngfB
受众观点：① 作者补充了 Firecrawl Extract 支持多语言、JS 渲染页面、API 集成和大规模数据处理等特性，强化其作为通用 AI 爬虫基础设施的定位（@xiaohu, 91likes） ② 有开发者实测后反馈，对简单网站还行，但稍复杂的 JS 网站就不稳定，反而让 AI 写脚本效果更好（@zairitsu, 6likes） ③ 多位用户担心现实中的封 IP 和反爬策略，质疑这类工具在大规模抓取时是否真的可行（@yuyudoitbetter, 4likes；@eternityspring, 4likes）
展开评论
- @xiaohu (91): -兼容多语言和国际网站。 -可抓取 JavaScript 渲染的动态页面内容。 -提供 API 集成，便于整合到现有工作流 -支持大量数据处理，无需担心处理上下文限制，可以提取数千个结果。 详细：https://t.co/gL38Xej7G4 https://t.co/c7Y1lmKqS9
- @shinonome_tk (19): @xiaohu 抛开成本谈一切都没意义。技术早就不是障碍。成本才是。
- @zairitsu (6): @xiaohu dify里面有连接这个工具的东西试了一下。非常简单的网站可能可以，稍微有点js的网站就不行了，害得写脚本。Ai写脚本效果更好。
- @yuyudoitbetter (4): @xiaohu 问题不都在于封ip吗
- @eternityspring (4): @xiaohu 问题是目标网站有反爬怎么办
推文讲述一位深圳 22 岁学生用 900 元红米手机和 Claude 自动刷中文新闻、对比 Polymarket 价格做投注，一个月赚了 14700 美元的自动化交易案例。
深圳有个22岁的学生，用一部900块钱的红米手机，就三月份这一个月，愣是帮他赚了14700美元，他爸妈到现在还以为他在备考呢。 手机每隔半小时，自动打开六个中文新闻App，翻看新闻标题、截屏，然后把摘要扔给Claude。AI再把这些新闻和Polymarket上的价格做对比，给出投注建议。 👉 https://t.co/DMRIVwobht
受众观点：① 有人质疑 Polymarket 对新用户开户有限制，认为这种故事听起来更像营销而非普适可复制方法（@Yaya05101, 10likes） ② 作者在评论里详细介绍了如何在 Polymarket 上跟单交易，并推广 PolyCop 等跟单机器人，说明受众对“跟单工具”和实操流程很感兴趣（@qkl2058, 8likes） ③ 也有读者把它视为“技术科幻+商业落地”的优秀思想实验，认为这种用 AI + 市场数据赚钱的想象空间很大（@zhengyu230769, 6likes）
展开评论
- @Yaya05101 (10): @qkl2058 就骗人吧 Polymarket根本不给新用户开户
- @qkl2058 (8): 如何在 Polymarket 上进行跟单交易？ 1️⃣首先要跟单某个钱包，先打开他们的 Polymarket 个人资料：https://t.co/HnVzmDCauw 还没有PM帐户的，点击上方链接用邮箱注册或连接钱包即可 2️⃣如何获取想跟单的钱包地址：选择其用户名旁边的钱包图标，复制下来。 加入我的PolyMarket电报群：https://t.co/3l2msgVb3c 3️⃣我尝试过的所有跟单机器人中，我最喜欢 PolyCop：https://t.co/EgT16k3fC5 1. 启动 Telegram 机器人 2. 为您的钱包充值 3. 转到…
- @zhengyu230769 (6): @qkl2058 这个案例是一个极其优秀的“技术科幻+商业落地”的思想实验。
- @aiRobertDaily (6): @qkl2058 我小表弟也是在深圳，保送了，现在拿 ai 赚钱比我还要多。我这个学 用 ai 好几年了，他一下子这样我都快没有面子了
- @itemposition13 (4): @qkl2058 中国にも怪しい儲け話みたいな情報あるんだな
博主分享了自己给 Codex 安装的一个不到 1k stars 的小项目，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 作者在评论中补充了找 Idea 的链接和 skill 地址，说明很多人对“系统化找点子 + 验证”的工具链很感兴趣（@yanhua1010, 56likes） ② 有人已经把这个 skill 改成支持 Claude Code，说明受众会主动把好用的验证工具接入自己常用的 AI 开发环境（@tujiao, 17likes） ③ 也有开发者提醒 AI 压测 idea 仍然是“我觉得有用”的升级版，自己更信冷邮件找 5 个潜在客户的粗暴验证方式，凸显大家对验证方法论的分歧（@kleon_ai, 5likes）
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- @yanhua1010 (56): 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 (5): @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。
作者讲述自己失业、房租将到期时看到一个 33 岁极客用“飓风预测”思路把 1000 美元炒比特币变成 94 万多美元的故事，明显在为某个交易套路或课程做引流。
My girlfriend asked why I was smiling at my phone at 3AM. I lost my job last week. Rent due in 4 days. No backup plan. Then I found a 33-year-old nerd who turned $1,000 into $946,207 trading Bitcoin…
受众观点：① 多位评论者直言这是假的，如果真有这种策略当事人不会公开分享，提醒大家保持理性（@gooaustine, 26likes） ② 有人结合自己用 Claud 做过上百个交易 bot 的经验，认为年化 60% 已经是极限，这种宣传完全不可信（@SaudHyder, 15likes） ③ 也有评论把它直接称为骗局，建议相信这种故事的人不如去买彩票（@ParkerChet, 8likes）
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- @gooaustine (26): @codewithimanshu This is fake. It’s not real. If it’s true, they will not tell the public. Be wise 😂
- @SaudHyder (15): @codewithimanshu This is nothing more than a scam I am using Claud I made atlest 100 bots and each bot will not make more than 100% in a year if ur lucky. But max a bot can make is 60% in a year. Don’t post some nonsense.
- @ParkerChet (8): @codewithimanshu For you puppeteers that believe this please just play the lottery. This is a huge scam
- @nft_crypto23 (7): @codewithimanshu @grok is this legit and could it work? Or just a crypto influencer misleading his followers for money?
- @codewithimanshu (5): Join My Community→ https://t.co/s8NPsoA69F . Auto-apply to AI-matched real-time jobs with a tailored resume in 2 clicks. → https://t.co/vDQEY9M5nv → Shows jobs from across the internet in 1 place . .
作者在 Codex 黑客松上做了一个 MCP connector 应用，把本地开发环境暴露给 ChatGPT，让 GPT-5.5 Pro 负责规划再交给 Codex 执行，相当于把 ChatGPT 变成 Codex。
yesterday, at the Codex hackathon, i ended up solving this problem by building an MCP connector app that turns ChatGPT into Codex, sort of. 1. you get to use GPT-5.5 Pro by exposing your local dev en…
受众观点：① 作者表示会在睡一觉后正式发布，说明这是黑客松现场快速做出的原型，社区对它的可用性和后续迭代很期待（@wshxnv, 44likes） ② 有人称赞这是对 freewill 的很好应用，认可这种基于 MCP 的扩展方式（@jxnlco, 29likes） ③ 也有用户提到已经有类似的 oracle 工具，说明大家在对比不同 MCP 方案的差异和生态（@unybigk, 22likes）
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- @wshxnv (44): i'm going to sleep now, will launch it tomorrow until then keep using codex on 1x rate limits 😅
- @jxnlco (29): @wshxnv great use of freewill!
- @unybigk (22): @wshxnv We already have oracle from @steipete https://t.co/Ttl3HBGOgX
- @wshxnv (7): It’s hard to make something simple and tasteful, but I promise it’ll be very easy to use https://t.co/rJSOnQK7EE
- @bhavikbuilds (5): @wshxnv lessgooo....I'm waiting for you to wake up I am shipping like crazy this week and about to reach weekly limit, this looks so helpful
作者正式发布 DevSpace，这个 MCP connector 应用号称能把 ChatGPT 变成 Codex，并通过 npm 安装和网络隧道把 Codex 使用额度等效提升到 2 倍。
Alrighty, everything is ready 😎 here’s an unofficial “2x Codex limits” promo from my side for you all. meet DevSpace — an MCP connector app that turns ChatGPT into Codex. npm install -g @waishnav/dev…
受众观点：① 作者在评论中给出了 GitHub 仓库地址，鼓励大家提 issue 和贡献代码，说明社区对开源协作和快速迭代很感兴趣（@wshxnv, 71likes） ② 有用户简单回复“lmao”等，体现出对“2x Codex limits”这种半玩笑式 promo 的好感和传播性（@ajambrosino, 34likes） ③ 作者还提到希望这个工具能触达几百万 Codex 用户，并在与具体用户互动时解决使用痛点，显示出对规模化 adoption 的期待（@wshxnv, 16likes；@wshxnv, 11likes）
展开评论
- @wshxnv (71): here is the GitHub repo where you can contribute and raise the issue https://t.co/jH8jM1JgNF
- @ajambrosino (34): @wshxnv lmao
- @wshxnv (16): going to bed now, lets see this can reach 5 millions codex users :)
- @rebel0x0 (13): @wshxnv You should try this too a Lil diffrent approach , oss btw https://t.co/s43kYmnXit
- @wshxnv (11): Hey @thsottiaux, i don’t think you have to press resets button again and again 🥲
推文讲述一位开发者因 Claude Code 十天被扣 170 美元，转而买 Mac mini m4 本地跑 qwen 3.6 14B，用 ollama 三条命令搭起便宜替代方案。
YOU CAN RUN CLAUDE CODE FOR $3/MONTH, AND NOBODY IS TALKING ABOUT IT. A developer got a $170 claude code bill in 10 days, and someone in the comments ended his subscription forever. He bought a Mac m…
受众观点：① 在用 Claude Code、Cursor 等云端 AI 编码助手且担心账单失控的独立开发者和小团队 ② 想尝试 Mac mini m4、本地 qwen 3.6 14B 等方案降低推理成本的 AI 工具玩家 ③ 关注云端 vs 本地推理成本拐点、准备为自家产品选型推理方案的技术创始人。
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- @BarnetBandit (19): @humzaakhalid Not only is that not a Mac mini (its a Mac Studio) but he has 4 of them clustered That’s like $20,000
- @cgrotowski (9): @humzaakhalid no you can't .... you waste of time .. generate tons of ai slop code ... sorry mate only opus 4.8 or fable 5
- @davidpladel (4): @humzaakhalid Not today https://t.co/lVQvZPiw1k
- @stevencheng (4): @humzaakhalid Really cool setup, though running multiple 14B models on 16GB unified memory gets tight fast. I usually quantize the main agent to 4-bit to keep headroom for the OS. Works smoothly for daily coding.
- @NikoKramerMTG (4): @humzaakhalid Those are Mac Studios… You are talking minimum 2K each… So because a developer got a $170 Claude code bill… He spent 8k on machines… @grok can you believe this?
这条推文假想 SpaceX 收购 Cursor，把 X Premium 一并打包 Grok、OpenClaw、Hermes 等 AI 能力和图像视频生成，调侃自己还在逐个订阅像活在 2024 年。
SpaceX just acquired Cursor. Which means one X Premium login now covers: - X Blue checkmark - Grok - OpenClaw, Hermes, and Claude - Image gen - Video gen - Cursor The entire AI stack. One subscriptio…
受众观点：① 正在为 AI 工具、SaaS 产品设计订阅和捆绑方案的独立开发者 ② 重度使用 Grok、Cursor 等多款 AI 工具、对订阅成本敏感的开发者和创作者 ③ 关注 X / SpaceX 生态和「一站式 AI 订阅」可能如何改变开发者工具格局的产品经理和技术创业者。
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- @ziwenxu_ (12): Typo: not claude should be **Grok Build **
- @ziwenxu_ (6): Implement grok with Openclaw:
- @jacquesBroquard (5): @ziwenxu_ I’m an idiot how does it include Claude.
- @AyathilJobin (5): @ziwenxu_ now waiting for space launches & travel to be part of the subscription offering
- @ziwenxu_ (4): Implement Hermes with openclaw
作者声称用 Claude 分析 Polymarket 上定价错误的市场并追踪上千个钱包，把 2 千美元一夜滚到 1.2 万美元，还打算因此辞职全职做 Claude 相关项目。
I'm quitting my job to go full-in on Claude. Just Asked it to: Analyze mispriced Polymarket markets for arbitrage opportunities and find wallets using it to copy. Turned $2K into $12K overnight. Moni…
受众观点：① 对用 Claude、agent 做量化或套利自动化感兴趣的开发者 ② 容易被「AI 一夜暴富」故事吸引的新人工程师和学生 ③ 想了解如何在不碰灰色套利的前提下，把 AI 用在严肃数据分析和自动化上的独立开发者。
展开评论
- @RobWayne007 (7): @codewithimanshu https://t.co/vs5mbvyswY
- @42_4F_4B_49_001 (5): @codewithimanshu Sounds like a load of BS. Let's see the proof.
- @Jimitza84 (5): @codewithimanshu stupid scamers, you are going to get reckt if using someelse bot with hidden code and pormts to drain wallets
- @EmergentEcon (5): @codewithimanshu So you found this amazing arbitrage opportunity and instead of keeping it secret and making money, you are opening it to the world 🤣 yeah right 🤪 more likely you will make money from subscriptions to people dumb enough to sign up for your snake oil.
- @codewithimanshu (4): Join My Community→ https://t.co/s8NPsoA69F . Auto-apply to AI-matched real-time jobs with a tailored resume in 2 clicks. → https://t.co/vDQEY9M5nv → Shows jobs from across the internet in 1 place . .
推文介绍 Unreal Engine 新发布的 MCP 实验功能，让 Claude Code、GPT Codex 等代理可以通过文本指令直接生成场景、灯光、材质并运行测试，相当于让 LLM 控制引擎。
Hoy Unreal Engine finalmente lanzó su MCP (aún en fase experimental), que es básicamente la forma en la que dejas que agentes como Claude Code o GPT Codex puedan spawnear actores, armar escenas, conf…
受众观点：① 使用 Unreal Engine 或考虑用 AI 加速原型制作的独立游戏开发者 ② 对 MCP、Claude Code、GPT Codex 等「让模型动手」能力感兴趣的 AI 工具开发者 ③ 关注 AI 如何重塑内容生产管线、尤其是 3D 和游戏行业的产品经理和技术创始人。
展开评论
- @B4dm0th3rfuck3r (4): @FaztTech un juego de 5 segundos, es para lo que van a alcanzar los tokens.
- @YumikoKanazawa (3): @FaztTech De ser así crear un juego digamos "indie" o llegar a ser un "AAA", va dejar en quiebra a muchos estudios de videojuegos y aumentará los despidos. Bonito lo que hace la IA pero también tiene sus contras muy fuertes.
- @maxijul_14 (2): @FaztTech Esta muy bueno pero tiene una pinta que quema tokens que da miedo
- @TheAIShrink (2): @FaztTech Unreal MCP lets LLMs touch the render pipeline. Now you don't need a dev. You need a creative director who knows lighting. Unreal just ate the junior coder
- @K0lateral (1): @FaztTech @FaztTech Vale, otro juguete para que los prompts hagan el trabajo sucio mientras tú te echas la siesta. Ahora hasta el motor gráfico te escribe la escena. Motivación: pronto podrás prototipear en pijama.
帖子讨论监管部门对 Fable 模型安全性的苛刻要求，用户用汽车、操作系统类比吐槽要求模型做到百分百安全不现实。
r/ClaudeAI They're demanding Fable to somehow be 100% jailbreak-proof. It's so f…
受众观点：① 有人用通用汽车的类比吐槽，认为要求模型零伤害就像要求汽车绝不出事故一样不切实际（@CloisteredOyster, 805分） ② 也有人用操作系统举例，指出任何复杂系统都不可能完全无法被滥用（@Aramedlig, 188分） ③ 部分评论把矛头指向政府和特定政治阵营，认为严格限制是为了垄断先进模型带来的优势（@Negative_Bicycle_160, 163分）
展开评论
- @CloisteredOyster (805): If General Motors wants to re-release its "automobile" product it needs to ensure that no injuries or deaths occur because of it.
- @Aramedlig (188): You can’t hack without an OS. Imagine the same requirement being made for an OS.
- @Negative_Bicycle_160 (163): It's probably so the government has exclusive access and more precisely so trump goons can keep it for themselves as it's such a massive advantage
- @who_am_i_to_say_so (158): Change the name, release a new model. Solved!
- @Crinkez (133): Dang, Opus 4.9 is *really* outstanding!
用户反馈今晚的 Claude Opus 4.8 手感明显变好，像刚上线时甚至更强，引发大家猜测是否偷偷换成 Fable 等新模型。
It feels, **BETTER**. Like when it *first launched*, even, only better than that this evening? It's like Forest Gump... Claude is like a box of chocolates, you never know what you're gonna get. I hop…
受众观点：① 顶层评论提到禁令是按模型名字而不是能力来写的，暗示只要名字不变就可能在能力上动手脚（@ThreadCountHigh, 400分） ② 很多人半开玩笑地说“嘘，别让人知道”，担心讨论太多会引来监管注意（@Bloated_Plaid, 282分） ③ 有人直接用“Fablepus”“Dario sneaked Fable in”等梗，猜测 Anthropic 在 Opus 4.8 里偷偷混入 Fable 能力（@jrdubbleu, 237分；@kafqatamura, 141分）
展开评论
- @ThreadCountHigh (400): The bullshit ban did specify the models by name and not capability, so…
- @Bloated_Plaid (282): Shhh. Nobody need to know.
- @jrdubbleu (237): Fablepus
- @kafqatamura (141): Dario sneaked Fable in 🤭
- @ifeelkindaYeeee (130): Please don’t ever say this again
一位学生用 Claude 做 NLP 研究，做了个浏览器插件 InTruth，自动转录讲话并用搜索加 Claude 判定政治人物发言真假。
hi everyone ! built this as part of a larger NLP / deception research project at my university, wanted to share in case anyone finds it useful! essentially, it uses transcribed text + linguistic para…
受众观点：① 很多人觉得这是未来方向，希望媒体机构尽快采用类似工具做实时事实核查（@ComputahMassage, 316分；@ConversationSad3529, 105分） ② 有人期待这类工具能支持更多国家和语言，用来检查本国政治人物的发言（@Much_Passion_9177, 52分） ③ 也有人提醒 AI 模型本身的客观性和偏见问题，担心判定结果会受模型立场影响（@diddlysquidler, 59分）
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- @ComputahMassage (316): This is the future
- @ConversationSad3529 (105): Send this to every news company's reps ASAP, hah.
- @Debate_Witty (93): truth, no excuses anymore to be misinformed
- @diddlysquidler (59): Other than objectivity of ai model
- @Much_Passion_9177 (52): Looks really useful. Will it work for Pakistani politicians as well?😂 For different languages? If that's the case, then I am much interested to use it.
一位刚上线第三天的独立开发者激动分享自己获得首位真实注册用户的经历，并在评论里介绍了帮助控制短视频刷屏的学习休息工具 LearnTok。
It’s day 3 since I launched. I’ve been posting on Reddit, refreshing way too much, and getting exactly zero replies. Honestly, I was starting to feel like I was just shouting into the void. Then toda…
受众观点：① 很多评论在真诚祝贺楼主拿到第一个非自己 IP 的用户，认为这是独立开发路上非常重要的里程碑（@Poke333Z, 3分 等）② 有人好奇项目本身是什么，促使楼主详细介绍 LearnTok：通过设定学习时长和短视频放松时间，并在结束后切换到“冷却模式”播放舒缓内容，帮助自己戒掉无尽刷短视频（@Extension_Cod_3620, 5分；@NiceAstronaut3798, 3分；@JuggernautNeat5982, 8分）③ 楼主也在评论中主动提出愿意互相试用其他人的 side project，体现出强烈的社区互助和早期用户互换心态（@JuggernautNeat5982, 2分）。
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- @JuggernautNeat5982 (8): Thank you!! And thank you for being my first Reddit reply! I honestly never thought this post would get so many replies. For the project: it was originally designed for myself. I don’t want to doomscroll, but after studying, it feels really hard not to open short videos. So I ma…
- @Extension_Cod_3620 (5): Congrats!!! On to many more! What's your project?
- @Poke333Z (3): That first non-you IP address hits differently 😂 congrats and enjoy the moment
- @NiceAstronaut3798 (3): Congratulations! What’s your project about?
- @JuggernautNeat5982 (2): Thank you sooo much! Let me know if you also have a side project that you would like me to try on!
一个 SaaS 板块楼主发起话题，号召创始人用一句话写出自己在做什么产品，并以自己做让中小企业也能负担得起的 sovereign AI 为例带头抛砖引玉。
I'll go first: We make sovereign AI affordable for SMEs.
受众观点：① 有人吐槽不少回复根本没做到单句介绍，连格式要求都没遵守（@RustOnTheEdge, 5分） ② 有创始人分享自己做自动填写表单工具，但几乎只有自己在用，流露出产品没人用的无力感（@Fickle_Astronaut_999, 4分） ③ 也有人贴出 AI SEO 检查工具、内部文档知识库 agent 等项目链接，把这个楼当成 side project 展示场（@anish2good, 3分；@recro69, 3分）
展开评论
- @RustOnTheEdge (5): "single sentence"
- @Fickle_Astronaut_999 (4): Automate Fill Forms No one even fucking using it except me.
- @anish2good (3): AI SEO Checker [https://8gwifi.org/seo/seo-checker.jsp](https://8gwifi.org/seo/seo-checker.jsp)
- @recro69 (3): We are building an AI agent that takes your internal documents and turns them into a clean queryable knowledge base, for your team. This Artificial Intelligence agent saves your team much time. Your team will have a knowledge base because of this Artificial Intelligence agent.
- @f11y11 (2): Fill which forms and with what?
帖子转述 Anthropic 在首尔发布会上表示，对暂停的 Fable 5 / Mythos 5 模型“未来几天内恢复”很有信心，引发对监管和国际用户影响的讨论。
The context in which he said this - at a conference in Seoul about Anthropic's work to expand internationally - also makes it unlikely it will relaunch only for US citizens (or at least Anthropic is…
受众观点：① 有人质疑对当前政府决策“有信心”本身就是不理性的，因为政策立场变化太快（@PowermanFriendship, 119分） ② 也有从企业客户角度出发的评论，表示客户已经要求远离美国供应商，转向欧洲方案（@WhisperingHammer, 39分） ③ 部分用户直接把这解读为游说或“送钱打点”过程中的乐观表态，态度比较犬儒（@b0tbuilder, 27分）
展开评论
- @PowermanFriendship (119): This is a dumb thing to feel confident about, considering this administration changes its principled stances about 3 times per sentence.
- @inventor_black (76): Hope & `pray`.
- @WhisperingHammer (39): I am confident that I had meetings with three separate customers today, where they asked us to guarantee that we are moving away from US owned solutions (which also spawned separate euro office tracks).
- @jtorvald (27): No hope and pay 💰
- @b0tbuilder (27): Translation… Anthropic is in the process of transferring the bribe money to the Government.
开发者用 Claude Code 和 Codex 辅助，在 voxel 风格里做一个 GTA Online 克隆，玩家和 AI NPC 都是智能体，车辆武器建筑都通过提示词生成。
Building a GTA online clone in voxel style where the world never sleeps and all the NPCs are AI agents. Everything is built by players using prompts. Prompt your own car. Prompt your own building. Pr…
受众观点：① 有人调侃这是“GTA 0.6”，对项目创意和命名很感兴趣（@Neurojazz, 64分） ② 评论区围绕画面风格展开争论，一部分人觉得 voxel / 像素风也很酷，有 Minecraft 的感觉（@Emergency-Bobcat6485, 18分），另一部分则认为既然有免费 Unreal 和大量资产就不该做“劣质画面”（@-MiddleOut-, 54分；@nobodyreadusernames, 17分） ③ 还有人用玩笑式称呼“Grand theft sloppo”，体现大家对 AI 生成开放世界既好奇又略带嘲讽（@Snailtrooper, 14分）
展开评论
- @Neurojazz (64): GTA 0.6
- @-MiddleOut- (54): Completely understand the appeal but I also wonder why not in Unreal? Claude is also extremely capable with Blender.
- @Emergency-Bobcat6485 (18): Idk, voxel style looks cool too. Gives minecraft vibes
- @nobodyreadusernames (17): when there is a free unreal engine and many assets available for free, there is no reason it be shitty graphic
- @Snailtrooper (14): Grand theft sloppo
提问者想在家用 XDSL 网络和树莓派自托管一个公开的个人博客网站，询问这样暴露在互联网是否安全，以及购买域名和配置动态 DNS、端口转发等步骤对新手来说难度多大。
Dear all, A quick few questions after going through the wiki on self-hosted websites: - How 'safe' is it to self-host a website that is open to the internet on one's home network ? - Is there any com…
受众观点：① 区分 WordPress 这类动态站点与 mkdocs 等静态站点在暴露风险上的差异、强调静态只读站点更安全的用户（@Fritzcat97, 58分） ② 推荐用 NextJs + GitHub Pages + 自定义域名、通过 Markdown 写内容的完全免费方案的开发者（@majora2007, 25分） ③ 从网络隔离、动态 DNS、IP 是否固定等角度分析风险和配置步骤的用户（@CatgirlBargains, 14分） ④ 详细分享自己从 2003 年起自托管网站、用 Apache、动态 DNS、Let’s Encrypt 等搭建流程的老站长（@brisray, 13分）
展开评论
- @Fritzcat97 (58): This really depends on what kind of website. Things like wordpress that run code on the server to show you a state, like your current user profile, those can have vulnerabilities. Staticly generated sites like mkdocs, those are just served files, premade and prettymuch readonly.
- @majora2007 (25): You can do this with NextJs and a Github pages website with a custom domain. You can see an example of mine here: [https://wiki.kavitareader.com/](https://wiki.kavitareader.com/) [https://github.com/Kareadita/kareadita.github.io](https://github.com/Kareadita/kareadita.github.io)…
- @UnlikelyWishbone2694 (20): This is great to know ! My goal is to run a fully static/no cookies at least personal blog. It just needs to serve text, some images, maybe some video and be lightweight on both bandwidth and local storage
- @CatgirlBargains (14): 1. Define website, define home network. Static pages and firewall rules isolating your dedicated server from the rest of the devices on your network? Fairly safe. Complex web application running in the background on your gaming PC? Pretty risky. Change any of those variables and…
- @brisray (13): You can easily do this. It's relatively easy, and the only thing you have to pay for is the domain registration. It's safe, but one problem you will find is the amount of bots poking around the pages, but there's methods of stopping those. I've been self-hosting my sites since 2…
有人让 Claude Code 测试制裁名单接口时，模型选用了 Osama bin Laden 作为示例名字，引发关于测试数据选择和敏感案例的讨论。
r/ClaudeAI Asked claude code to test endpoint. It decided to use this name as a…
受众观点：① 有人调侃 Claude 这么做是为了提醒开发者记得替换测试数据，顺便玩“永远不要忘记”的梗（@countermike, 219分；@Feeling_Inside_1020, 137分） ② 也有人指出从接口路径看这是制裁筛查服务，用知名恐怖分子名字在技术上“合理但不合适”（@opinionsOnPears, 43分） ③ 有评论贴出 Claude 自己的解释，说明它是为了让示例更“真实”，但也承认这是个糟糕选择（@definitely_not_gov_, 48分）
展开评论
- @countermike (219): Possibly so you would remember to replace it!
- @Feeling_Inside_1020 (137): 9-11 lines of code, never forget
- @CertainBlue (70): boy is ready for war
- @definitely_not_gov_ (48): Yes, the same explanation from Claude itself >Why did you use Osama bin Laden as a name for a test? >Honestly, it was a poor choice on my part. My reasoning at the time: it's a sanctions/watchlist screening service, so I reached for a name that would plausibly exist on a r…
- @opinionsOnPears (43): Just going by the one line showing an api endpoint of /api/v1/sanctions, I would guess it’s not as much a random name as it would seem.
两位开发者花大量时间做完名为BrainingUp的应用和后端，却几乎没有用户，开始反思完全不懂营销导致好产品无人知晓。
My friend and I are both developers. Naturally, when we had an idea for an app, we did what we do best: Started coding. Research with a PhD -> Done Mobile app -> Done Backend -> Done Also: A…
受众观点：① 顶层评论指出连在帖子里都没说明BrainingUp具体做什么，提醒先搞清目标受众和价值主张再谈营销（@SirSweater, 25分） ② 楼主补充说明应用是用来保持大脑活跃的工具，说明他们对产品本身仍更熟悉而非市场（@oskarthings, 9分） ③ 多位开发者共鸣于“AI让做产品更容易但营销差距更大”，担心不会推广好产品也会悄无声息（@nullvector88, 5分）
展开评论
- @SirSweater (25): I mean you had an opportunity to advertise it here and we don’t even know what it does. Might need to figure out who your audience is before marketing
- @oskarthings (9): Maybe you are right but I didn't want to push this as advertise I wanted to share story first. But if you are curious app is about keeping brain in shape 😉
- @Academic-Review3115 (5): I say good for you for not just pushing it right out of the gate. Makes a more relatable post.
- @Chemical_Bug_9171 (5): You're savage
- @nullvector88 (5): Absolutely right. Am in the same boat. Because of AI our ideas can come real, but the gap is marketing.. Otherwise any idea will just die
楼主发帖邀请大家分享各自的 SaaS、Kickstarter 或应用等副业项目，希望支持小型生意。
Let me know whether it’s a saas / Kickstarter / app. I will want to support them. Support small business 🔥
受众观点：① 有人推广面向创始人的一站式营销包，希望通过该贴获取更多曝光和客户（@greyzor7, 2score） ② 有人分享基于 DuckDB 的 SQL 侦探式学习平台，关注产品是否足够有趣能留住用户（@conor-robertson, 2score） ③ 其他开发者在评论区简单介绍各自的 B2C 理财工具、AI 提及监控和脑力训练应用，主要寻求流量和反馈（@PastDifferent6116 等, 1score）
展开评论
- @greyzor7 (2): Hey guys, I'm building an all-in-one marketing pack for founders who want more than "just another launch" Launch, reach 30k+ makers, get real users & customers - [microlaunch.net/premium](http://microlaunch.net/premium) Lifetime, auto-distribution, marketplace spots, 1200+ c…
- @conor-robertson (2): I’ve been building QueryCase ([https://querycase.com](https://querycase.com/)), a platform that teaches SQL through detective-style investigations. The idea is that instead of working through disconnected exercises, you’re solving cases by writing real SQL against live databases…
- @PastDifferent6116 (1): I’m building a small B2C side project - a personal finance tracker. Still early stage, but slowly getting there.
- @thijsgh (1): Get mentioned on blogs while you sleep: [mentionagent.ai](http://mentionagent.ai)
- @Solid_Pie4270 (1): Mathletiq - 6 minute brain exercise app https://www.mathletiq.com
一位长期 Claude Pro 用户分享自己踩坑后总结的 8 条 Claude Projects 使用心得和最佳实践，并向社区征集更多项目技巧。
ive been on Pro since forever and only started using Projects seriously a few months ago. here's the stuff i wish someone had told me on day one instead of figuring out the hard way. 1. project instr…
受众观点：① 很多评论都在讨论用 Projects 保持上下文连续但避免单个对话无限膨胀的经验，强调在同一项目内频繁开新 chat 反而能提升回答质量（@DigitalGuruLabs, 34分）② 有人关心 Projects 相比 Claude Code + 本地文件夹的实际优势，尤其是版本管理和云端同步的取舍（@Available-Appeal-173, 20分）③ 也有用户把注意力放在楼主写作风格和是否用 AI 生成帖子上，吐槽全小写和自动更正等细节（@misterespresso, 10分；@Fearless_Macaron_203, 6分）。
展开评论
- @DigitalGuruLabs (34): The biggest one for me was realizing that Projects are great for continuity, but not for infinitely growing chats. I used to keep everything in one conversation because I didn't want to "lose context." Now I start fresh chats inside the same project all the time, and the answers…
- @Available-Appeal-173 (20): Quick question - what benefits did you see in working with Project instead of Claude Code with local folder access? I used to have projects but it was impossible to maintain versions in Project and my local drive. Now I use Claude code to plan and create files and folders and sy…
- @misterespresso (10): We all have mobile phones with auto correct. I can see you absolutelyk ow how to capitalize a letter. Dude I don't care you used AI, but trying to hide it by making every first word lowercase is just so dumb man. Its literally more obvious than an em dash. Why dude? We are *lite…
- @Emergency-Bobcat6485 (7): project instructions
- @Fearless_Macaron_203 (6): Why are there no capital letters??
Claude 用户吐槽快用完配额时任务还没跑完，引发大家分享被模型中途掐断和额外付费用量的糟心经历。
r/ClaudeAI When you're at 97% used but Claude isn't done
受众观点：① 大家共鸣于长对话或长任务被用量上限强行中断的挫败感（@Bitter-Law3957, 83分） ② 有人调侃高额 token 消耗，把一次运行花掉大量额度当成梗（@RedScharlach, 60分） ③ 也有用户分享自己为长时间抓取和整理大量 PDF 文档付出高额额外用量，但认可 Claude 在复杂任务上的效果（@TanneriteStuffedDog, 37分）
展开评论
- @Bitter-Law3957 (83): Lol Extra Usage! Nothing worse than dropping mid flow.
- @RedScharlach (60): This little maneuver just cost us 180,000 tokens
- @TanneriteStuffedDog (37): I learned about that one the hard way lol. I bought like $15 in extra usage credits months ago as a just-in-case, then something happened (I don’t remember what, maybe the open claw/Oauth ban?) where they gave people a bunch of free extra usage, I got like $100 worth for some re…
- @Bitter-Law3957 (16): One upside of codex over CC. It completes the task it started.... Even if you exceed limits.
- @dwight---shrute (13): High quality meme
韩国用户翻译报道，Anthropic 高管在首尔发布会上称对 Fable 5 / Mythos 5 模型“未来几天内恢复”很有信心，补充英文圈很少提到这场发布会细节。
Im Korean, I translated/summarized this with GPT At Anthropic’s Seoul office launch press conference in Korea, Chris Ciauri, Anthropic’s Managing Director of International, reportedly said the suspen…
受众观点：① 有人开玩笑说如果在 6 月 23 日恢复会是最搞笑的安排，明显对时间点很敏感（@ZeLearner, 162分） ② 很多评论对美国政府的表态极度不信任，认为任何官方说法都不能当真（@Subversio, 156分；@-DankFire, 41分） ③ 也有人指出监管条件里提到要“修完所有 jailbreak”才会放行，认为这在技术上几乎不可能达成（@vrnvorona, 59分）
展开评论
- @ZeLearner (162): Having it back June 23rd would be the funniest joke ever.
- @Subversio (156): Politely, anything the US administration says can not be treated as fact.
- @vrnvorona (59): And US government said that until "all jailbreaks are fixed" it won't allow it, which is impossible
- @-DankFire (41): No kidding. At this point they can be claiming 1+1=2 and I'd still doubt it just bc they said it
- @Bloated_Plaid (36): API only lol.
一位重度 Claude Code 用户分享自己用 GLM 5.2 通过 Anthropic 兼容接口做真实开发后，认为其在思考模式下已接近 Opus 4.8 的编码与规划能力。
I’ve been using GLM 5.2 with Claude Code through its Anthropic-compatible API endpoint. I’ve tested it on various projects, including but not limited to database development, backend payment API work…
受众观点：① 顶层评论提到 GLM 在第三方评测中已经接近 GPT-5.5、Opus 4.7/4.8 等顶级模型，并从非美国视角吐槽 Anthropic 定价过高、雇两个人用 GLM 可能比一个人用 Opus 更划算（@No-Head-Royal, 105分）② 有美国用户认为当前美国政策环境在掣肘 Anthropic 等本土模型发展，反而会推动开源和海外模型崛起（@Astral-projekt, 54分）③ 也有人特别关注 GLM 在架构规划和规格撰写上的表现，指出大部分便宜模型只适合作“码农”，难以在长上下文和权衡取舍上匹敌 Opus（@Wooden-Fee5787, 30分）。
展开评论
- @No-Head-Royal (105): Well, it *was* rated extraordinarily high compared to other open models on Artificial Analysis, near the same family as GPT-5.5, Opus 4.7, and Opus 4.8. It's definitely part of the next generation of Chinese models (funny how each generation is just a few months these days). Fro…
- @Astral-projekt (54): As an American, I’m sorry. The irony is the US gov kneecapping anthropic is only going to hurt America and help opensource community anyway.
- @No-Head-Royal (30): No worries, I think you guys will figure it out lol. America is always annoyingly incompetent before crises and somehow pulls something out of its ass during crises, so I expect to be pleasantly surprised. And if not, Chinese models are not that bad either.
- @Wooden-Fee5787 (30): the part that surprises me is GLM holding up on planning/spec drafting, not just implementing. most of the cheaper models i've tried fall apart the moment the task needs them to hold a whole architecture in their head, they're fine as code monkeys but can't reason about tradeoff…
- @vinigrae (23): I mean it’s 2026, by the end of the year we would confidently have 4.8-fable levels open source
开发者发布 CamLoop，这是一款在 macOS 上通过虚拟摄像头循环播放几秒钟“在线”画面、并保持音频不断线的会议小工具。
I shipped CamLoop this week. It records a few seconds of you looking present and loops it through a virtual camera you pick once in Zoom, Meet, Slack or Teams. One hotkey swaps your live feed for the…
受众观点：① 有人用电影《生死时速》里录制车厢视频循环的桥段来调侃这个产品的使用场景，觉得创意很贴片又好笑（@phillymjs, 44分）② 不少人脑补在会议中被点名发言却其实在放循环画面的尴尬瞬间，觉得这是个很有梗的工具（@WiredOrange, 37分）③ 也有用户质疑按月订阅的定价模式，认为这种小工具更适合一次性买断（@pitittatou, 9分），同时有人希望扩展成更完整的“在线状态伪装器”，包括电脑活动模拟等（@Turbo-Sloth481, 8分；@tarikbc, 8分）。
展开评论
- @phillymjs (44): “Remember, no big movements. Just look whipped.” — Keanu’s advice to the bus passengers in Speed when they were making their video loop, also seems applicable here.
- @WiredOrange (37): "Hey *person*, what do you think of this" *stares into the camera* 😂
- @pitittatou (9): It's great but seriously... Who will actually pay monthly for that? This should be a one-time payment.
- @Turbo-Sloth481 (8): I love it! Add a function that creates computer activities (moving mouse, typing on keyboard, opening/saving files) and an AI token burner and you will have a lot of users
- @tarikbc (8): lol, love it. It already leans that way: there is an option to inject little connection-style stutters so you read as flaky, not frozen. Really helpful when you can be called at any moment
一位刚在双平台上线App的开发者求教大家如何在预算有限、没人认识产品的情况下获得前十个付费用户。
I launched my app recently on Google Play and Apple Store and I'm trying to figure out the next challenge: getting the first paying customers. For those of you who have built and launched apps, how d…
受众观点：① 有人分享通过持续更新网站内容、依靠Google搜索流量自然增长后再引入Stripe收费的经历，说明SEO在长周期内能带来首批用户（@Optik97, 9分） ② 多位评论提到首批付费往往来自朋友和朋友的朋友，这些人愿意容忍早期Bug并提供反馈（@HomeworkChemical9853, 7分） ③ 也有人强调要从身边网络和垂直社区开始，先用免费试用降低门槛，再通过价值输出引导转化（@No-Guide-7210, 4分）
展开评论
- @Optik97 (9): So i built a website for world cup and lunched it beginning of april. I check gsc and bing almost every day. With help of claude code and codex, i updated the website regularly. I had like 50 users in 2 months. However, after 1st of June, it eventually ranked higher in google i…
- @HomeworkChemical9853 (7): First paying customers were literally friends of friends. Kind of hated that answer when other founders said it, but it ended up being true. Those early users were forgiving enough to stick around while all the bugs got worked out.
- @Affectionate_Hat9724 (7): You guys are getting paid? https://preview.redd.it/gfqtzzdepy7h1.jpeg?width=250&format=pjpg&auto=webp&s=60aac8f086b1c9ed55b9652155addc3dc67cffa1
- @No-Guide-7210 (4): Getting your first customers usually requires a mix of approaches. Start with your immediate network. Ask friends, colleagues, and trusted contacts to download and use the app. Their feedback will help improve the product, and their reviews can provide valuable social proof. The…
- @Sofakingwetoddead (3): yes kenny, we are
一名急诊护士自学编程后，为自己高压值班场景做了一款 bedside 工具 RNiQ，用来快速调用临床计算器和记录抢救等事件时间线，并来社区寻求反馈。
I’m a nurse who started learning to code as a passion project, and I built this to survive my shifts. Hi everyone, I’m definitely not a professional developer, but I recently picked up coding as a ho…
受众观点：① 医疗 IT 从业者鼓励楼主加入医院信息科，强调现在临床与技术之间严重脱节，这种既懂护理又会一点开发的人非常稀缺（@CashFlowState, 23分）② 评论里多次出现对楼主作品的肯定，认为配色和功能都很实用，适合真实临床场景（@You_are_the_Castle, 7分）③ 楼主本人在回复中纠结是否离开床旁护理转向技术岗位，坦言自己只是照着教程“拼起来”，有明显的职业转型焦虑（@rodg3rthat, 6分；@CashFlowState, 3分）。
展开评论
- @CashFlowState (23): Health IT worker speaking. Please join the informatics department at work. We need more nurses like you in this world! 😄 I can't speak to the value of your tool clinically, because I'm silo'd in IT. The EHR industry NEEDS nurses like you right now though. There is a serious disc…
- @rodg3rthat (7): But thank you for that validation, it def boosts my confidence in my work 🫶🏽
- @You_are_the_Castle (7): I like the color scheme and how practical this is. Great work!
- @rodg3rthat (6): Ugh I’m debating whether to leave bedside. I’ve been a ER nurse my whole career but I really want to dive into the tech/software side. I have zero idea I’m just following build sheets here and there and slapping stuff together 😩
- @CashFlowState (3): You are 100% qualified to start applying. Everyone has imposter syndrome when they enter the EHR space. Highly suggest an Epic Systems EHR job working for one of their client hospitals. EpicCare IP, Clin Doc, ASAP modules, etc. Informatics is halfway between pure build and pure…
一位开发者庆祝自己做的简单卡路里追踪SaaS上线后30分钟内突破一百位用户，并反思SaaS是否存在真正“做完”的那一刻。
Hey guys, next milestone is achieved! Over 100 customer in 30 minutes online. Feels great, but still alot to do! This journey never ends. When i started, I had this wrong thesis that you finish your…
受众观点：① 有人第一时间追问产品到底是什么，说明大家对具体场景和细分领域更感兴趣（@FlyLoud01, 3分） ② 楼主朋友补充这是一个简单的卡路里追踪工具，强调产品本身很朴素（@SuspiciousSoftware74, 3分） ③ 其他评论提醒仅有用户数不够，更关键是有多少愿意付费的真实客户（@Efficient_Cattle_958, 3分与2分）
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- @FlyLoud01 (3): what is it ?
- @SuspiciousSoftware74 (3): Simple Calorie tracker
- @Efficient_Cattle_958 (3): That's kind of good getting at least one paid user is a good sign hope u get more in the coming days
- @Efficient_Cattle_958 (2): It's not abt how many users it's alll abt signups if ain't getting any it means nothing
- @Alon2904 (2): Congrats on the milestone! In my experience, a SaaS is never finished. As long as you have users, you'll always have things to improve, fix, or scale. It's a continuous journey.
独立开发者分享其社媒自动化工具Flaris上线两个月后终于获得首个19美元月付用户的全过程和踩坑反思。
so this happened a few hours ago and I still can't really focus on anything else. got an email from stripe this morning. someone paid. an actual stranger, real card. first one ever, after about 2 mon…
受众观点：① 顶层评论提醒要搞清楚为什么客户在一堆类似SaaS中选择了Flaris，强调尽早获取深度反馈（@Pale-Requirement9041, 13分） ② 多人祝贺并认为这是重要里程碑，肯定产品打磨和坚持的价值（@void1101, 2分；@jeebus87, 2分） ③ 有人附和需要差异化和清晰价值主张，避免淹没在同质化工具海洋中（@Altruistic_Bug_8636, 2分）
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- @Pale-Requirement9041 (13): The question to ask yourself why he chose your Saas over millions of same Business model Saas. You need his feedback.
- @Intelligent-Falcon83 (5): Thats a great advice!
- @void1101 (2): Congrats mate, it's a start !
- @Altruistic_Bug_8636 (2): I agree with Pale-Requirement9041
- @jeebus87 (2): This is actually really cool and well polished.
楼主疑惑既然自己已经用 Bitwarden 管理密码，为何还需要 Authentik、Authelia 这类自托管认证网关，大家在讨论它们在 SSO、统一用户管理和为不安全自托管服务加一层安全防护上的实际价值。
I see a lot of discussions on this sub about self-hosted authenticator apps likely Authentik, Authelia, etc. and I never understood what the benefit is in running those. People talk about how it enab…
受众观点：① 强调专用 SSO 应用在安全性和互联网暴露场景下比各个随机服务自带登录可靠得多的用户（@clintkev251, 116分） ② 关注通过这类系统给所有服务统一加上 2FA 或更高级认证方式的群体（@This_not-my-name, 40分; @clintkev251, 14分） ③ 详细解释 SSO 如何在前置认证、简化登录、以及通过 OIDC 与现有账号系统集成的实践者（@ghoarder, 27分） ④ 看到集中密码和用户管理带来的维护便利、以及新增用户和权限同步优势的用户（@mike94100, 18分）
展开评论
- @clintkev251 (116): A couple things. First, dedicated SSO applications like Authelia or Authentik generally have much more secure auth implementations compared to X random app, because they are designed explicitly for that purpose, and tested and audited within that scope. So if you're exposing som…
- @This_not-my_name (40): I'll add the possibility to add 2FA to everything
- @ghoarder (27): It's called SSO single sign on, you login to your IDP (authentik, authelia, etc) once and you are then logged into all the services you are reverse proxying without having to login again, not so much about having a single password.. That's not the benefit I like about it though,…
- @mike94100 (18): If your passwords leak, SSO lets you update a single password once instead of updating for every service. If you want to add a new user, SSO lets you create an account once and sync everywhere. Other benefits like enabling Passkeys, or authenticating for services that do not nor…
- @clintkev251 (14): Yes, or just more advanced forms of authentication in general, like passkeys
开发者分享自己做的免费网页应用，可在本地浏览器中把 EPUB、PDF、Kindle 等电子书即时转成带逐行高亮的有声书，并讨论 DRM 与版权合规问题。
I was about to start a new book, but I get distracted really easily and I never have a sense of how long a book is actually going to take me. I was kind of dreading it. Then my girlfriend just went "…
受众观点：① 顶层评论从法律和合规角度肯定了本地生成和逐行高亮的设计，认为这是站在“个人无障碍使用”而非盗版分发的立场上，更有版权防御空间（@NoSomewhere6225, 7分）② 同一位评论者提醒 Kindle 文件往往带 DRM，工具虽然不自己破解，但宣称支持这些格式会把问题引向 DMCA 反规避条款，并建议明确强调“仅支持 DRM-free 电子书”（@NoSomewhere6225, 7分）③ 楼主迅速根据建议修改文案，进一步强调无障碍用途，并提出未来想做“朗读图片内容、自动描述图表”的功能，评论者也从产品和合规角度继续给出建议并自报是做合规预检工具 Tovrio 的（@ArchiTechOfTheFuture, 3分；@NoSomewhere6225, 2分）。
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- @NoSomewhere6225 (7): Really like this. The on device generation and the read along highlighting make it feel like a genuine accessibility tool rather than a piracy workaround, and that framing is actually your strongest legal footing. Personal text to speech of a book you own, with nothing uploaded…
- @Miamiconnectionexo (6): lowkey one of the more practical takes i've read on this topic in a while.
- @ArchiTechOfTheFuture (3): This might be the most useful comment I've got so far! thank you for taking the time 🙏 You're completely right, so I just went ahead and took your suggestion: the copy now leads with "works on DRM-free books you own" and leans into the personal and accessibility framing. It's al…
- @Pleasant_Set_3182 (3): I wonder if you can implement Ivona's British English Voice: Amy on here. That would be great. [https://nextup.com/ivona/](https://nextup.com/ivona/)
- @NoSomewhere6225 (2): Ha, love that you shipped the DRM-free framing already, that was fast. The read-images-aloud idea is a genuinely good one. Describing a chart or a figure out loud is where this crosses from convenience into real accessibility, basically auto alt-text for anything visual, which i…
一位 16 岁开发者在做 iOS 应用 urdoomed.app，用吐槽卡片和好友竞赛增加解锁成本，尝试解决传统屏蔽应用一键关闭导致的刷屏上瘾问题。
i'm 16 and i build software. current project is urdoomed. app, a doomscroll blocker for iphone. the thesis: existing blockers fail because the off switch is free. one tap and you're back in. so i'm p…
受众观点：① 对等候名单是否值得投入时间有疑问、想听有经验开发者建议的年轻独立开发者（@multi_mind, 2分） ② 认为短期高强度拉等候名单对消费类应用有价值、并给出 3–5 天窗口建议的人（@BigCryptographer7741, 1分） ③ 认可吐槽卡片作为增长机制、但更看重真实使用数据而非等候名单数字的产品和增长从业者（@milan_jobanputra, 1分）
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- @multi_mind (2): yep, thats what i am working on right now
- @BigCryptographer7741 (1): Coming from some experience in the app game, i feel its almost always better to build a waitlist (depending on the app). For yours specifically, i think a good waitlist timeframe shouldn't be longer than 3-5 days before launch. So that means in the 3-5 days before launch you hav…
- @multi_mind (1): ayy! I just created a waitlist. what do you think about it? [urdoomed.app](http://urdoomed.app)
- @milan_jobanputra (1): The roast card mechanic is smart, shame as a growth loop is underrated. On your waitlist question: I'd lean toward a small MVP with real users over a long waitlist. Waitlists validate interest in the idea, but only real usage tells you if the friction actually changes behavior.…
- @multi_mind (1): yeah, thats true for sure. I was thinking about making a pre-download option, that way when i launch there will be like 100 people that download it immediately.
楼主质疑有人称 ACL 论文是弱信号，讨论在 NeurIPS、ICML 等顶会扩张和 LLM 写作普及背景下，ACL 作为 A+ NLP 会议在学术求职中的含金量变化。
I just read in a comment of another Post that an ACL paper is considered a weak signal in the community apparently, and having an ACL first author paper is not a great plus for improving chances at f…
受众观点：① 正在为 PhD 或学术岗位焦虑、担心自己会议组合不够「主流」的 NLP 学生 ② 想从学术转向工业界、但不确定 ACL 等会议在公司招聘中如何被评估的机器学习研究者。
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- @fmai (22): In most professorship / postdoc openings I see, whenever they require top-tier papers, they explicitly list ACL and EMNLP alongside Neurips, ICML, ICLR, AAAI, CVPR and here and there a couple others. ACL is definitely up there, but it also depends on what PhD position you apply…
- @Lonely-Dragonfly-413 (17): acl is tier 1. in these days, top conferences like neurips accept >5000 papers every year. values of pretty all top conferences are significantly lower than before
- @grappling_hook (13): Why are you starting a thread about this instead of just responding to that commenter in the original thread? Obviously ACL is a good conference and I don't think anybody said otherwise
- @AffectionateLife5693 (10): I know the original thread you are referring to. ACL is good. I'm not an NLP guy, but I would be happy to have one if I had a chance. But as a professor, when I'm picking PhD students, ACL by itself is no longer an indicator of a good candidate, since too many papers are non-tec…
- @kekkodigrano (8): Having a paper at top conference is not anymore a strong signal on research quality. That is, probably, because with the help of LLM writing paper has become easier/faster. Conferences haven't raise the bar, and the results is that more people have paper accepted. This is valid…
作者发布 YAMLResume v0.13 更新，引入全新的 docx 引擎，可从一份 YAML 简历一次性生成 HTML、Markdown、PDF 和 DOCX，多语言可定制布局，并提供纯前端 playground 方便本地或桌面应用使用。
Hey selfhosters here: Been 3 months since YAMLResume's [last v0.12 release.](https://www.reddit.com/r/selfhosted/comments/1s15xj6/yamlresume_v012_update_newew_jakes_latex_template/) Last week I've ma…
受众观点：① 认可这是一个扎实的真实项目、即便自己暂时用不上也愿意支持的自托管爱好者（@Nephrited, 23分） ② 关注项目迭代历史、跟踪 v0.10–v0.12 多个版本更新链接的用户（@Hot-Chemistry7557, 8分） ③ 做过类似简历生成工具、关心如何支持多版本简历和配置复用的开发者（@LogaansMind, 7分） ④ 对 YAMLResume 与 JSON Resume 设计差异、维护状况和开箱即用特性比较感兴趣的人（@Hot-Chemistry7557, 4分）
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- @Nephrited (23): Not something I personally have a use for, but upvoting because it's an actual real project. Looks cool!
- @Hot-Chemistry7557 (8): The last 3 releases: * v0.12:[https://www.reddit.com/r/selfhosted/comments/1s15xj6/yamlresume\_v012\_update\_newew\_jakes\_latex\_template/](https://www.reddit.com/r/selfhosted/comments/1s15xj6/yamlresume_v012_update_newew_jakes_latex_template/) * v0.11: [https://www.reddit.com/…
- @LogaansMind (7): Neat. I built something similar for myself a few years ago. Obviously a popular problem to solve. I think this is a bit more elegant than mine. One of the things that I needed was to generate various versions based on the industry I was targeting. You could achieve the same appr…
- @Hot-Chemistry7557 (4): I must admit that YAMLResume is highly inspired by JSON Resume, however, JSON Resume seems not well maintained any more. Also YAMLResume is more opinionated and with more features out of the box. I wrote a comparison doc to show more details about the designs, pros and cons for…
- @Encrypted_Curse (4): HOE?
楼主在自托管环境运行 `docker system prune -af` 意外回收了 52GB 空间，提醒大家定期清理 Docker 残留镜像和资源，评论区也在分享自动化清理和工具选择。
`docker system prune -af` `[...]` `Total reclaimed space: 52.51GB` Normally this is around a couple of GB. 50GB is surprising. Don't forget pruning people ;-)
受众观点：① 跑完命令一下子释放几十 GB、之前长期被磁盘占满却不知道怎么清理的用户（@impressiveaustin, 27分） ② 觉得用专门工具做自动清理有点“杀鸡用牛刀”、其实脚本加 cron 就够用的人（@ValdemarSt, 24分） ③ 喜欢用 PruneMate、Dockhand 等工具做自动 prune 和更新通知的用户（@TheAndyGeorge, 20分; @jbarr107, 8分） ④ 抱怨 Docker 默认不清理旧镜像、导致磁盘被悄悄吃满的自托管玩家（@RavenousTitan818, 12分）
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- @impressiveaustin (27): Dude, my VPS has been full storage for months now and I couldn't figure out how to clear disk storage. I ran your command and: Total reclaimed space: 66GB
- @ValdemarSt (24): Seems overengineered for what is a cron+script?
- @TheAndyGeorge (20): Probably overkill, but I've been running [PruneMate](https://github.com/anoniemerd/PruneMate). It's fun to get these notifications. https://preview.redd.it/mfob8mxa518h1.png?width=1008&format=png&auto=webp&s=f7beacb1cea2105bbf500c7b27569e89cd4baeac
- @RavenousTitan818 (12): It's kind of annoying that docker doesn't prune old images by default. There really is no need to keep them on disk.
- @jbarr107 (8): I use Dockhand to manage my Docker VMs, and it has flexible auto-prune and auto-update options. I receive notifications when updates are available (though I choose not to auto-update), and images are auto-pruned nightly.
一位设计师想在网站首屏大图上实现鼠标跟随的垂直波纹扭曲效果，自己查到 WebGL 和 Three.js 的一些示例但都不完全符合，希望开发者给出更具体的实现方向以便指导同事。
**Context of the problem:** I am trying to create a mouse interaction for a website where the user hovers over an image and the image is distorted. See the attached image for the distortion reference…
受众观点：① 有人直言如果问题已经被别人解决过，AI 现在往往能比人类更快给出可用代码或思路（@newfoundpassion, 8分） ② 有人建议楼主其实已经把需求描述得很清楚，只要照着这段说明去和开发沟通就行（@An1nterestingName, 7分） ③ 也有人提醒这已经属于 shader 开发范畴，不能指望普通 Web 开发像水管工一样顺手就雕出喷泉，要对难度和预期有共识（@marmulin, 7分）
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- @newfoundpassion (8): They can hate all they want, but the harsh truth is that if your problem has been solved before, then AI will do it faster than any human.
- @An1nterestingName (7): If you want to instruct your developer, just explain it as you did here.
- @marmulin (7): I mean at this point you’re actually looking for a shader developer, not your typical run of the mill web developer. But I agree that they should be able to get you close with pointers you’ve given here. Just don’t expect miracles. You’re expecting a plumber to carve you a fount…
- @olivesnores (7): It's so funny how this sub has SO MANY rules about how I'm allowed to post a question or it's deleted, but the replies aren't moderated with as much scrutiny. The whole point of the site is to show off capabilities and create an interesting experience beyond what WIX can offer,…
- @newfoundpassion (6): Honestly, have you tried getting AI to do it?
一位为自家 SaaS 招聘数据分析师和客户成功经理的创始人吐槽，LinkedIn 短时间涌入数百份明显 AI 批量生成的简历，信噪比崩塌却又不得不人工筛选，想问其他小团队现在怎么高效招人。
We just opened two roles, a mid-level data analyst and a customer success manager for our SaaS product, and within 72 hours we had over 400 applications on LinkedIn. Sounds great right? It is not. I…
受众观点：① 有人认为候选人也被迫海投，因为投了也很少有回复，双方都被困在同一个坏系统里（@PastDifferent6116, 7分） ② 评论指出初级候选人被市场挤压，只能把简历往中高级职位靠，行业整体对新人不友好（@I_AM_GOOD_Ad7673, 5分） ③ 有人建议在申请表里加一个需要花几分钟思考的开放问题，能直接过滤掉大部分撒网式投递（@No-Act2328, 3分）
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- @PastDifferent6116 (7): I think it’s the same from the applicant side too. People send hundreds of applications because they rarely hear back, while companies get flooded with low-effort applications. Feels like both sides are stuck in the same broken system.
- @I_AM_GOOD_Ad7673 (5): Well, the Tech market now demands only mid-level or senior hirings, especially in linkedlin, so what do entry- level do, they make resume for higher position, and its not their fault because the industry doesnot acknowledge the newcomers. THATS IT
- @No-Act2328 (3): the thing that tends to work best at small scale is adding a short free-text question in the application itself, something role-specific that takes 5 minutes of thought. filters out probably 80% of the spray-and-pray crowd before you ever open a resume
- @peter-sullivan (3): Im sure this is exactly the response op was looking for, you're hired!
- @Sarjeen (2): I might be a fit, does remote from EU work? I have CS background and have some own projects.
作者分享自研的 Rust 网络扫描与通知工具 oott，用于替代 NetalertX 更轻量地监控家庭局域网新设备并通过 Flutter 界面管理设备清单。
Hi everyone, this is something I built because I wanted it for my homelab, and I'm quite happy on how it turned out so I decided to share it and support it going forward since I really didn't find an…
受众观点：① 家庭实验室和自托管爱好者关注用更可靠的工具替代 NetalertX，减少维护成本（@pumapuma12, 3分） ② 关心发现未授权设备接入家庭 WiFi、避免孩子朋友或智能电视违规上网的用户（@korba_, 11分） ③ 对移动端 App 测试和更完善客户端体验感兴趣的潜在测试者（@Mc_Mijado, 2分） ④ 想了解如何利用设备数据库做资产管理和自动化联动的用户（@Ok_Resolution6437, 2分）
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- @korba_ (11): Yup, not your movie dark hooded hacker, but I found phones and tablets that turned out to be my kids friends that got the non-guest wifi password against house rules ;) Or a smart tv that was supposedly configured to have its WiFi off but had the credentials stored and still con…
- @pumapuma12 (3): Thats awesome. Ive been looking around for exactly this. Netalertx is so buggy. Watchmylan is very simple and works, albeit not well maintained. My biggest issue once everything is running, is mobile devices changing mac address everytime they connect— very annoying for the devi…
- @Mc_Mijado (2): Thanks for the project, OP! 😄 Could you add me to the list to test the app?
- @Ok_Resolution6437 (2): Just curious, what do you do with a database of known devices?
- @juekr (2): Any plans for implementing simple webhook notifications? Like for ntfy.sh?
提问者围绕语言模型和电路分析，询问如何评估线性 probe 等方法在解释模型已学概念时的能力边界，以及是否有关于样本难度和过拟合的理论支撑。
This question is related to topics like language+ models (including multimodal) and things like "circuit" analyses. I think something related might come up in my work (factuality guarantees for model…
受众观点：① 关注 mechanistic interpretability 但主要在工业界做应用落地的 ML 工程师 ② 想把 probe、因果干预等研究成果转化为模型评估和监控工具的独立开发者和小团队。
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- @kekkodigrano (7): It seems you are not understanding how the linear probe is used. The linear probe test just one single thing: if the model can separate linearly the target label of the probe. That's it. If you got a 0.99 accuracy the concept are separable, if you got 0.2 not so much. It doesn't…
- @kekkodigrano (4): 1- English is not my first language and it will require me extra effort to polish everything. Sorry for that, hope you can understand what I'm saying. 2- It seems you are too confident on what you know ("is this topic too much for this sub?"). You are refusing to engage with dir…
- @kekkodigrano (3): I don't get what you want actually.. it depends on a lot of things: if you got high accuracy on the probe you can tell almost certainly that the concept are separable. There isn't anything to overstate..every other claim build on top of that is based on which concepts are you us…
- @Background_Camel_711 (3): Not the commenter but is the question simply “how do we know what is learned by the model and what is learned by the probe”. My understanding is that in the past where encoder decoder architectures were popular this was a big question, but modern architectures typically prefer l…
- @kekkodigrano (2): (1) the probe Is not applied to the logits, but to the residual stream or in any hidden position in the network, so your sentence doesn't have any sense. (2) the probe is just a way to probe the geometric of the hidden space at that point. It tells you that given the label you h…
一条配图帖讨论在SaaS公司里真正的指挥链往往不是组织结构图，而是最懂客户需求和问题的一线角色在悄悄主导产品方向。
r/SaaS The real chain of command
受众观点：① 许多评论认为真正的决策权在最了解客户的人手里，而不是头衔最高的人（@DependentPoem3519, 11分） ② 有人半开玩笑地希望CEO真的按图行事，吐槽高层决策与一线认知脱节（@lucid-quiet, 18分） ③ 也有人调侃PM、Claude等角色才是真正知道哪里坏了、怎么修的人，反映大家对一线技术和产品角色的信任（@MIRAGEone, 5分；@flimsyglucose_7, 4分）
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- @lucid-quiet (18): Please, please, please CEOs -- do it. IDGAF. What's taking them so long?
- @DependentPoem3519 (11): The org chart tells you who reports to whom, but the real chain of command is often whoever has the clearest read on the customer. In SaaS, that person tends to quietly steer the work that matters.
- @MIRAGEone (5): I'm guessing PM isn't prime minister..
- @flimsyglucose_7 (4): Claude's usually the one who actually knows what's broken and how to fix it. CEO just gets the blame either way.
- @Devendra-100804 (3): 
一位自托管用户在寻找既有漂亮界面又带日历视图的待办应用，引出大家讨论 Todoist 替代品和自建 todolist 项目如 TaskTrove、todoless-web 等方案。
hey guys, I know this is like the 10000th time of someone asking for a todo list. But I can't find something my needs, and I think it's pretty simple... My requirements: \- Cool, polished/clean style…
受众观点：① 长期使用 Todoist 但苦于没有体验接近的自托管替代品的用户（@-Chemist-, 5分） ② 正在寻找或尝试自建待办应用、关注 TaskTrove 等项目的人（@Varoo_, 2分） ③ 对 todoless-web 这类本地优先、自托管、多用户任务系统感兴趣，希望补齐日历和同步能力的开发者（@chamek1, 2分）
展开评论
- @-Chemist- (5): As a long-time Todoist user, I’ve been looking and haven’t found anything self-hosted that comes close. I’m still using Todoist.
- @gmgarrison (3): If you’re interested in attracting other users I’d include at least a couple screenshots in your GitHub range. No way I’m installing an app with no idea what it even looks like.
- @Varoo_ (2): Most accurate I found so far is TaskTrove.
- @chamek1 (2): I was looking for something very similar and eventually started building my own self-hosted solution. It's local-first, self-hosted, multi-user and API-friendly, with tasks, shopping lists, labels, assignees, recurring tasks, comments and subtasks. The workflow is loosely inspir…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
作者提出为 Immich、Nextcloud、Jellyfin、Dawarich 等自托管服务做一个内容优先的个人首页，聚合最近照片、文件、媒体和足迹，而不是只显示服务状态和统计。
I've been running a fairly typical homelab for a while now — Immich, Nextcloud, Jellyfin + the *arr stack, Navidrome, Vaultwarden, Dawarich, and soon Paperless-ngx. For the homepage I use Glance, whi…
受众观点：① 已经搭建 Immich、Nextcloud、Jellyfin 等全家桶、但对现有 Homepage/Glance 只显示统计不显示内容不满意的自托管用户 ② 关心 Dawarich 等位置记录服务、希望在首页看到最近足迹或地图摘要的生活记录爱好者（@Freika, 14分） ③ 有兴趣通过插件系统或 Extism 这类技术为不同服务写集成、但担心维护地狱的开发者（@Loppan45, 2分; @bo0tzz, 2分）
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- @Freika (14): I had this very idea before I started building Dawarich, and it's pretty much feasible for a single person. The hell will open when you open source it and other people will come, asking to implement and maintain integrations to their tools of choice. It's not an easy thing to co…
- @Bumbelboyy (6): I'd rather read something self-written with a few mistakes than overly obtuse, verbose AI slop. How you do expect to get better though, if you never try and outsource your learning?
- @Loppan45 (2): I have no idea what's needed for it, but I'd imagine a plugin system would make this less hell. They can go and create their integrations themselves without much interaction with you.
- @Freika (2): Plugin system might be a way to solve it but in itself it's not a simple thing to implement :)
- @bo0tzz (2): https://extism.org/ helps a lot
一位开发者为英国电商客户用 Mailgun 发首封新闻邮件时，因从免费额度突然放量到约 150 封营销邮件而被系统秒封账号，申诉无果后想了解他人类似经历并寻找更适合月度 newsletter 的替代平台。
Hi everyone, One of my clients has been using Mailgun for several months without any issues. Today we decided to send our first newsletter campaign and the account was flagged almost immediately. I c…
受众观点：① 有人指出事务邮件和营销邮件风险等级完全不同，Mailgun 更偏事务场景，直接拿来群发营销内容很容易触发风控（@prettyflyforawifi-, 1分） ② 也有人提醒背后还有反垃圾邮件法规和发信信誉问题，建议用专门的 newsletter SaaS 并用子域发信，避免主域名被列入黑名单（@farzad_meow, 1分） ③ 有评论提到 Mailgun 对合规检查非常激进，推荐改用更偏营销场景的 MailerLite 之类服务做月度通讯（@SakshamBaranwal, 1分）
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- @prettyflyforawifi- (1): Theres a big difference between transactional emails and marketing, and sounds like you were sending marketing e.g. higher risk, where-as mailgun is designed for transactional. A quick google will explain the difference.
- @Sea_Anteater_3270 (1): This sounds like where I've gone wrong then. Can be the only explanation. Thanks
- @farzad_meow (1): there are laws against email spamming. that is where the root of problem is. now the messy part so you know, it is possible that email providers will marl you as spammer then you are screwed. I strongly suggest researching how to do it safely before doing anything. you might wan…
- @SakshamBaranwal (1): Maligun can be pretty aggressive with compliance checks, especially when you suddenly start spending marketing emails. If your list is genuinely opt-in, I'd look at like Mailer lite for a monthly newsletter, they're more geared towards email marketing like Mailgun.
- @SeasonalBlackout (1): I'm curious to see what the newsletter looked like and what text it contained.
一位开发者想在浏览器中以编程方式获取任意 DOM 元素的可访问性角色和名称，研究了 WAI-ARIA 和可访问名称算法后发现自己实现太复杂，询问是否能直接复用浏览器计算好的无障碍树数据。
Hello. I'd like to know how assistive technologies obtain the accessibility role and name of any DOM element on a page in a web browser. I've read two specifications: "*Accessible Name and Descriptio…
受众观点：① 有人澄清 `getAccessibleRole` 和 `getAccessibleName` 并不是标准 API，很可能是某个浏览器扩展注入的函数，判断标准是看 MDN 是否有文档（@Kitty_Sparkles, 6分） ② 同一位评论者说明目前没有真正的编程接口可以直接访问 AOM，只能通过开发者工具查看（@Kitty_Sparkles, 3分） ③ 另有人补充 Firefox 的无障碍工具比 Chrome 更完善，有独立面板展示可访问性树、名称、角色、动作和状态等细节，且入口更方便（@AshleyJSheridan, 2分）
展开评论
- @Kitty_Sparkles (6): \`getAccessibleRole\` and \`getAccessibleName\` are not a thing. If they work in your browser console, it may be because you use a browser extension that exposes these functions. I think a decent rule of thumb is: if it’s not documented on MDN, it’s typically not a standard thin…
- @Kitty_Sparkles (3): No, not really. There is no programmatic way into the AOM.
- @AshleyJSheridan (2): The a11y tools in Firefox are better than Chrome. It has a whole separate tab, which shows the selected element within the context of the accessibility tree, as well as all of the properties that go towards the accessibility of it, including name, role, actions (which includes d…
- @KebabGGbab (2): I'm sad. Thanks for the answers.
- @ISDuffy (1): Yeah this feels like something playwright extension or something, which often does have a Dom API to get by role etc.
作者展示了一个用 Claude、ChatGPT、Gemini 和 Mistral 组成“番茄专家委员会”管理的室内番茄农场，并详细分享如何用多层安全机制让 LLM 决策在真实硬件环境中可控。
This started as a small hobby idea and then, as hobby projects tend to, got completely out of hand. TomatoFarm is a real indoor farm with sensors, cameras, pumps, mostly 3D-printed parts, a .NET back…
受众观点：① 作者在评论中补充了大量工程细节：包括 12 个项目、约 30 个后台 worker、热备机流复制、不可被自己绕过的安全层，以及每天近 46.5 万条传感器读数等，强调大部分工作其实是“无聊的脚手架”和安全机制（@Craylens, 6分）② 有人单纯表达对项目的惊叹和喜爱，觉得这是非常酷的 AI+硬件实践（@AnyTomorrow9730, 5分）③ 也有评论联想到未来更大规模的自动化养殖甚至“矩阵式”人类农场的科幻场景，同时有人希望在 AI 治理课程中引用这个项目作为案例（@DatabaseTemporary253, 2分；@ibrtsn, 2分）。
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- @Craylens (6): https://preview.redd.it/q1xbiewvm28h1.jpeg?width=4080&format=pjpg&auto=webp&s=4c4ce37efc00dbc35f2d94b1705cd83af76d5a7b Author here - happy to answer anything. (an here with a real image) - and yeah it's my hobby room 😄 Quick orientation if you click through: it's the…
- @AnyTomorrow9730 (5): Damn this is fuckin neat.
- @HappeeHooman (4): Starkes Projekt, lass das noch auf Pilz- oder Insektenzucht übertragen :D
- @DatabaseTemporary253 (2): Today tomato, tomorrow can be insects. Then in a few years we can have a matrix like scenario where GPT 77 and other LLM maintain human in capsules to supply electricity to data centers. Jokes aside I think this is really cool and can’t wait to see the results.
- @ibrtsn (2): Damn, I love this project. Would you mind if I feature it in our AI Governance course?
作者分享自己追根究底去了解分号这一标点和语法符号的历史故事，并顺带吐槽在编程中因为漏写或多写分号而踩过的各种坑。
I had always wondered, why ";"? And the number of times, I have been frustrated because of this little guy, missing it somewhere, adding an extra somewhere, I really wanted to learn about it. So toda…
受众观点：① 经常在前端或后端开发中被分号和格式化工具折磨、对语法设计背后原因好奇的程序员 ② 关注语言演化、标点历史趣闻，同时也在意代码可读性和团队规范的开发者。
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- @razialx (6): Having a giant semicolon in the middle of your view led to me not finishing this otherwise interesting article.
- @elmuerte (4): For me it was the nag screen to sign up for something.
- @EliSka93 (4): > Every other mark slowly appeared over time. This is the only one someone sat down and made. That's a debatable claim. Sure, the dot and comma kinda evolved from a former state, but at some point someone did make it.
- @Mastbubbles (3): fixed
- @Mastbubbles (3): hmm bad design choice, will remove it
提问者询问在 ECCV 收到 provisional paper acceptance 通知到底意味着什么，以及这是否是所有投稿的默认状态。
What does provisional paper acceptance mean in ECCV? Is that the default message everyone gets?
受众观点：① 第一次向 ECCV 等顶会投稿、对接收流程和术语不熟悉的研究生和工程师 ② 想了解学术论文从评审通过到最终收录之间还有哪些风险和准备事项的 ML 从业者。
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- @Consistent-Olive-322 (13): It's accepted but pending some formalities such as citation check, plagiarism, etc. But congrats are in order!
- @DNunez90plus9 (7): It’s defaulted for everyone
- @Consistent-Olive-322 (7): No, it's not the default for everyone. People have gotten rejection emails.
- @grad_student_descent (3): Oral/highlight decision be released in several weeks, at best.
- @MisterMassaker (1): Does this also mean no oral? Any ideas?
帖子借Cursor多次失败发布后才成功的案例，讨论真正关键是每次发布都学到用户不要什么并重做分发和钩子，而不是盲目“坚持八次”。
https://preview.redd.it/iqhvtbmrf18h1.png?width=680&format=png&auto=webp&s=ff08a195fd636e0597808c21fff36bac9d3b05d3
受众观点：① 顶层评论强调大家浪漫化了“发布八次”，其实是七次学会用户不想要什么并重做分发和hook，批评不带学习的死磕（@alexandre-boudot, 31分） ② 有人提到刚在X上看到Marc Lou相关内容，说明这个话题在多平台同步发酵（@Relevant-Might-5015, 4分） ③ 其他评论认同“坚持要伴随学习”，强调要做人们愿意付费的东西而不是机械重复（@maayon, 1分；@quietharbor11, 1分）
展开评论
- @alexandre-boudot (31): people love to romanticize the 'launched 8 times' part. what actually happened is they learned 7 times what people *didn't* want, and completely rebuilt the distribution/hook until it worked. 'never give up' is terrible advice if you keep launching the exact same thing.
- @Relevant-Might-5015 (4): just the minutes ago i show this post on the X Marc Lou
- @Tight-Shop4342 (2): same
- @maayon (1): This! This comment needs to be pinned somewhere in the sub. Build something ppl will pay for
- @quietharbor11 (1): exactly, persistence without learning is just stubbornness
提问者用 Google Sites 做了个人网站并绑定域名，希望在别人搜索自己名字时能排在前列，询问如何通过 SEO 或其他方式提升以姓名为关键词的搜索排名。
I've created a professional Google site for myself. The URL is my name, I have a domain, and the site is indexed. How do I get the site to appear within the first Google search results when someone g…
受众观点：① 认为需要系统学习 SEO 或直接付费投放广告才能把个人站点顶到前面的用户（@batatahh, 6分） ② 讨论名字是否常见、是否和名人或其他同名者竞争导致很难排上去的人（@juu073, 3分） ③ 提供具体优化清单，如在标题和简介中突出全名、接入 Search Console、从 LinkedIn 和 GitHub 获取反链等的实用派（@magenta_placenta, 3分）
展开评论
- @batatahh (6): You need to learn about SEO (sesrch engine optimization) orrrr pay Google to get your site on the top as an ad.
- @juu073 (3): Honestly, it depends on how common your name is for what strategies need to be taken. Where is it showing up currently in the results list? Have a really common name? Or the name the same as somebody relatively famous? Or spelled close enough to one that Google is going to assum…
- @magenta_placenta (3): How common is your name? Where do you show up when you search for your name now? What type of results/same-named people are above you? For a name search, Google usually ranks the result that has the strongest combination of relevance and authority. If your name is common, your s…
- @digital-logic-llc (1): Yup, SEO literally exists to get websites ranked hire on Google. But let's be honest, most people aren't going to be googling your name. I include a link to my site on my resume, and most all of my traffic is direct or referral, none of it is organic, despite me ranking for my n…
- @HazeyWazer (1): The good news is he probably doesn’t need good SEO at all to be the #1 hit IF someone does google his name lol. Unless there is a murderer who shares their name 😂 then the Wikipedia article for that will come first (ask me how I know)
作者分享了一款受电子宠物启发的 PixiePlant 植物养成应用，用手绘像素风和任务提醒来帮助家庭成员协同浇水和管理植物。
What started as a silly app to keep in my family in sync on waterings has turned into a full featured labor of love complete with photo ID, robust scheduling, tasks and customizable digital assets. I…
受众观点：① 有用户肯定整体设计，但觉得界面中的常规 emoji 稍微破坏了像素风沉浸感，建议统一成像素化元素（@Anderz, 3分）② 作者回应自己使用 Aseprite 制作像素资源，并表示会考虑把 emoji 也像素化，说明美术风格是刻意打磨的方向（@HapaPappa, 3分；@HapaPappa, 1分）③ 也有人表示非常喜欢这个可爱的小应用，愿意去下载体验并建议作者在更多相关社区推广（@AceReviewer, 1分）。
展开评论
- @Anderz (3): Nice! I find the emojis the only immersion breaker personally
- @HapaPappa (3): We use Aseprite!
- @HapaPappa (2): Thank you! Will do!
- @HapaPappa (1): Yeah… gotta pixelify those bad boys!
- @AceReviewer (1): This is amazing! It's adorable. I'm going to test it out. Would love for you post this on r/WebSoftGiveaway, more people need to try this.
开发者讲述自己为缓解反复确认焦虑做的简单清单日志App上线两个月几乎没营销，却已经真实帮到其他用户的心情。
This is a small app I originally built to solve one of my own problems. I published it on the App Store about two months ago and have done almost no marketing for it. It’s a simple checklist app that…
受众观点：① 评论区主要在追问这到底是什么应用，说明大家对具体功能和使用场景很好奇（@kap_god, 1分；@Mysterious_Spector, 1分） ② 楼主解释这是结合清单和日志的简单工具，用来记录已完成事项以缓解反复确认（@Ok-Praline1660, 2分与1分） ③ 有人开始关心楼主几乎不做营销是如何获得用户的，关注获客路径（@MolassesEconomy475, 1分）
展开评论
- @Ok-Praline1660 (2): It’s a combination of a checklist and a log. You’d probably be surprised by how simple it is if you saw it. However, I only wanted to share my happiness in this post, so I’m not going to reveal or promote the app here.
- @kap_god (1): What is this app about?
- @Mysterious_Spector (1): checklist? To do app?
- @Ok-Praline1660 (1): Yes, it’s a combination of a checklist and a log. It’s very simple, but useful for users.
- @MolassesEconomy475 (1): How did you get users?
作者以Cursor在被高价收购前曾多次发布为例，鼓励SaaS创作者在不断试错和调整中坚持下去。
Never Give up on your Journey
受众观点：① 有人好奇Cursor是否真的是从邮件工具起步，感叹大幅转型的重要性（@Prestigious_Spot9635, 4分） ② 评论指出大家只看到“发布八次”，却忽略了前七次其实是在学习如何吸引用户和讲清价值主张，“永不放弃”被误用（@TheSilentDealer, 1分） ③ 楼主回应自己说的“Never give up”包含从错误中学习并持续改进，强调坚持要和迭代结合（@harrryallen, 多条2分与1分）
展开评论
- @Prestigious_Spot9635 (4): Did it really start off as an email tool? What a pivot. Guess it's important to stay in the game.
- @harrryallen (2): Atleast that's what YC says I started using them in 2025
- @harrryallen (2): For that there are different tools
- @TheSilentDealer (1): While everyone highlights that Cursor launched eight times, few notice that during seven of those attempts, they learned how to attract users and demonstrate their unique value proposition to their target audience. In this context, the phrase 'never give up' is being applied inc…
- @harrryallen (1): When I say Never give up It includes learn from mistake and don't stop until you get success Afcourse they learned from all these launches and applied and gain more users and tractions
楼主讨论在做新项目 MVP 时，哪些通用能力应该用第三方 SaaS（如用户账号认证、安全等），哪些则适合自己实现，以便在预算有限的情况下把精力放在真正差异化的产品价值上。
Not looking for anybody to shill their SaaS more looking for a big picture overview of those kinds of offerings generally speaking as well as discussion on which of them we should prioritize for outs…
受众观点：① 有人认为围绕认证的讨论被夸大，成熟后端框架已经内置了足够好用的本地认证方案，不一定非要上第三方（@yksvaan, 5分） ② 也有人从产品角度建议，把精力放在核心价值上，支付、订阅计费、邮件和文件存储等非差异化模块都很适合外包（@magenta_placenta, 2分） ③ 另一位则强调应优先外包那些失败代价极高、已有成熟解决方案且不是竞争优势的部分，比如支付、事务邮件、错误监控和认证，把真正的产品逻辑留在自建系统里（@emmettvance, 2分）
展开评论
- @yksvaan (5): All the talk about auth makes no sense. Every mature backend framework comes with built-in or easy to add auth, just use that. And it's all local boring code with no third party required. Obviously you can use third party providers but provider's responsibility is just to give t…
- @PossessionConnect963 (3): Who said anything about vibe coded solutions? I specifically said I don't want people to shill their SaaS here and when I was talking about off the shelf solutions I meant like Cloudflare or the other huge ones everybody knows lmao
- @magenta_placenta (2): A simple strategy around this is to focus on your core value proposition and anything that doesn't directly differentiate your product from a competitor is a prime candidate for outsourcing (provided the price is right). Payment processing and billing/subscriptions would be anot…
- @emmettvance (2): outsource anything where failure has severe consequences, good solutions exist and its not your competitive differentiator. Payments, transactional email, file storage and error monitoring all in the same bucket as auth so keep in-house anything thats actually your product for n…
- @Crooks66 (1): sounds like someone just refactored their authentication service
作者发布面向背包客的 AI 行程规划工具 Wayflo，通过简单问答生成含地图和预订链接的日程，首个行程免费，正在收集真实旅行者的产品反馈。
I built a free AI travel planner for backpackers — would love feedback I spent the last few weeks building Wayflo ( [https://wayflo-bay.vercel.app/](https://wayflo-bay.vercel.app/) ), a trip planner…
受众观点：① 预算背包客实际试用后认为行程还行但预算偏乐观，希望工具更贴近真实花费的人（@Only-Cell-9719, 1分） ② 质疑“只是包了一层 AI 界面”的用户，关注产品是否有独特数据或体验护城河（@Jhorra, 1分） ③ 提出增加“重新规划一天”、地理区域过滤和订阅化变现建议的用户和独立开发者（@AdilShaikh5786, 1分; @BeeLineMicrosystems, 1分）
展开评论
- @Only-Cell-9719 (1): tried it for a trip to Thailand and the itinerary was decent but the budget breakdown felt bit too optimistic for someone actually backpacking on tight budget
- @ParticularWooden5542 (1): Hi, thanks for the feedback. I noticed that too when I was testing it myself. I will keep that in mind as I work on updating it. Out of curiosity, did you compare it to the actual prices or did it just seem to optimistic from personal experience?
- @Jhorra (1): I can do this by opening up my ai of choice and asking it make me a plan. If this is just a wrapper around AI it is doomed to fail.
- @AdilShaikh5786 (1): Nice idea. I’d add a “replan my day” button because backpacking plans change fast due to weather, budget, delays, or hostel availability.
- @BeeLineMicrosystems (1): Nice interface. Easy to follow flow. I gave it the assignment of providing a 1 day paranormal adventure in Chicago (already there) ... and it gave desitinations across the city. A nice layer to potentially add is geographic area for large cities like Chicago ... a southslide adv…
作者在 PhpStorm 中用完 GitHub Copilot 额度后，尝试用 Cline 搭配 OpenRouter 替代并发现原生 AI 下一步编辑建议和提交信息生成功能远不如 Copilot，向大家征求在 IDE 里替代 Copilot 的方案。
Well, this was the last month of using Github Copilot - the credits have run out, it’s time to look for an alternative. I was planning to switch to Continue, but just the other day it was closed. I c…
受众观点：① 认为 JetBrains 系列本身已经内置了下一步编辑建议和提交信息生成功能、不依赖外部 AI 的用户（@electricity_is_life, 4分） ② 分享从 IntelliJ 迁移到 Zed 等其他编辑器、在工具层面整体换栈的开发者（@jax024, 2分） ③ 推荐 Deepseek v4 flash、Codeium、Windsurf、Cursor 等不同免费或 API 计费替代方案，并组合使用 Cursor 与 Claude Code 的实践者（@mka_, 1分; @meriimarzii, 1分; @mikevalstar, 1分）
展开评论
- @electricity_is_life (4): "next edit suggestions and generation of commit messages" I don't use AI for either of those things, but don't all jetbrains IDEs have those features built in?
- @jax024 (2): I’ve recently moved from IntelliJ to Zed
- @mka_ (1): Deepseek v4 flash in OpenCode is the best free replacement im aware of
- @meriimarzii (1): Have you tried Codeium/Windsurf
- @mikevalstar (1): Cursor will do those; and better.. but it's also API pricing. I generally use Cursor for type ahead and claude code for agentic work at home for some "unlimited" pricing.
作者在 cPanel 服务器上自建了一个免费小游戏 Distro Fighter，用 MySQL 存档和排行榜，通过对战流程帮玩家选择适合自己的 Linux 发行版。
A free game running on a cPanel server using MySQL for saves. The campaign mode is new and now offers saves and a leaderboard.
受众观点：① Linux 用户觉得玩法有趣，把自己常用发行版打到决赛来验证选择是否“正确”（@labs-labs-labs, 5分） ② 曾在 Ubuntu 与 Fedora 等发行版间反复横跳的用户，把游戏当成辅助决策或娱乐测试（@Turnspit, 2分） ③ 关注作者如何在 cPanel 环境下托管游戏、以及后续是否会继续扩展内容或模式的玩家（@Unprotectedtxt, 1分）
展开评论
- @labs-labs-labs (5): Fun! Was hoping for a new distro to try but after the entertaining tournament, my current distro won (Fedora atomic)! Guess it's pretty accurate!!
- @Turnspit (2): During my time of finding THE distro for me, my personal favourites were Ubuntu and Fedora (settled for Ubuntu, since some desktop applications I need only come in .deb) Funilly enough, my Distro Fighter final consisted of Fedora vs. Ubuntu (although Fedora won here).
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Unprotectedtxt (1): Please try the campaign. Your fav distro will be highlighted with a star icon. Good luck!
- @FredoEspresso (1): This is very cool!
作者在 MakerWorld 上发布了免费可定制的 10 英寸迷你机架面板生成器，可在单块面板上组合多设备开孔、支撑笼和散热孔，并已在 DeskPi RackMate 等小机架实测安装。
I built a parametric generator that does any mix on a single panel: multiple device openings, an optional cage behind each to actually hold the gear, hidden/lipped bays, and slot/hex/louvre venting a…
受众观点：① 使用 DeskPi RackMate 等 10 英寸迷你机架、需要更灵活前面板布局的自托管玩家（@ducksoup_18, 1分） ② 对作者实际机架照片和做工印象深刻、希望用更专业外观替代“随便一堆盒子”的家庭实验室用户（@Alert_Literature_303, 1分） ③ 之前被只能生成单开孔的定制器限制、现在想尝试多设备组合面板的 3D 打印爱好者（@Scourgerer, 1分）
展开评论
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Alert_Literature_303 (1): that third pic is legitimately impressive. most people just throw their gear in a box and call it a day, but you actually made something that looks like it belongs in a server room. the fact that you can customize the openings and add cages behind them is smart too, way better t…
- @Scourgerer (1): Thanks, I appreciate it! Let me know how you get on, happy to make changes or add features based on feedback.
- @ducksoup_18 (1): Gah! I just had used a different customizer for my k8s cluster but it could only do 1 opening (needed 3 for my machines). Might have to consider a reprint with this. Thanks! https://preview.redd.it/cairna0gd38h1.png?width=972&format=png&auto=webp&s=914a43609c73941b3c…
- @Scourgerer (1): Same problem I had, could only find a customiser for one device.
楼主需要在网站上嵌入客户视频推荐，纠结是用免费但需手动收集的 YouTube，还是付费使用 SimplyReview、Senja 这类能自动收集和展示推荐的视频评价工具。
need to embed video testimonials on our site. youtube is free if my dev does it but theres no automatic way to collect, while simplyreview or senja, etc handle collection on subscriptions. whats the…
受众观点：① 建议先用 YouTube 起步、等有稳定推荐流量再考虑付费工具的务实派（@Octoclops8, 5分; @IndividualTerm4830, 2分） ② 强调付费工具主要价值在于“持续收集”而不仅是展示，认为已有视频时用 YouTube 足够的用户（@magenta_placenta, 1分） ③ 目前推荐数量不多、倾向先用简单方案、等收集成为瓶颈再升级的站点运营者（@IndividualTerm4830, 多条低分评论）
展开评论
- @Octoclops8 (5): Start with YouTube and get them out there, then look for paid tools if you need a more polished look or more features.
- @IndividualTerm4830 (2): yeah simple is fine for now..
- @IndividualTerm4830 (1): make sense.. better to use youtube before we have steady flow of testimonials coming in
- @magenta_placenta (1): Paid tools make more sense if you need to *collect* testimonials from customers regularly, not just display them. YouTube is fine if you already have the videos and only need to embed them on a site. It's free and easy.
- @IndividualTerm4830 (1): we don't have a lot of testimonials yet so youtube might be enough to start until collection becomes the real need..
作者推出 Nerve Arena 应用，用 AI 模拟难搞上司和同事等角色，让用户在对话中练习社交边界并按六项指标打分。
Most people I know own a stack of self-help books and a folder of communication courses, and still freeze the second a manager pushes back or someone crosses a line. Reading about confidence isn't th…
受众观点：① 有人认为这是非常独特的点子，对产品创意和实现表示强烈认可（@JaiChaprana, 3score） ② 作者在评论中强调市面上几乎没有类似产品，主动追问用户最想训练的场景，说明对真实使用场景非常关注（@zorbadark, 1score） ③ 有人好奇六项技能和十二个对手的设计依据，询问是否参考了心理学理论或量表，关注方法论是否专业可靠（@Solace914, 1score）
展开评论
- @JaiChaprana (3): One of the most unique ideas I ever saw! Great work dude.
- @zorbadark (1): Appreciate it man, that means a lot. I looked around a lot before building and honestly couldn't find anything like it on the market. What conversation would you want to train against first?
- @Solace914 (1): This is fascinating to me that you made this. Very cool. I'm curious how you developed the six skills and twelve opponents, just iterative thinking about what feels realistic or did you use any established psychological theories, measures, etc...?
作者训练了卷积自编码器处理医学图像，想找出得分最高的潜在特征图对应哪些输入图像，并在尝试相关方法时遇到解释性和假阳性问题。
Hi all, I have trained a convolutional autoencoder on a set of medical images. Further classified latent feature maps using random forest to find the top scoring feature map. Now my goal is to unders…
受众观点：① 在医疗影像或其他高风险领域使用自编码器、但苦于无法向非技术干系人解释 latent feature 的 ML 工程师 ② 对模型可解释性、特征可视化和实际部署约束感兴趣的研究型开发者。
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- @Bakoro (2): What you've written is a little difficult to parse, it's not totally clear what you are actually wanting to do, or why. More context and a more full explanation of the project, would go a long way towards getting more engagement from people. Talking about your training and prepr…
- @say-nothing-at-all (1): probably you should introduce differential manifold. edit: You didn’t mention the details, so I assume the latent model is being used to discover the underlying “physics” that drives the deformation shown in the images. Encode/decode is insufficient. This is why I thought the "p…
- @xxpostyyxx (1): Thank you. Will look into it.
- @say-nothing-at-all (1): pls beware you don't use manifold to reduce the dimensions. that's bad for medical images.
作者反思语音对话系统在多轮场景下，传统 STT 准确率、延迟和任务完成率等指标难以反映真实体验，分享自己转向对整段对话做自动化 QA 和模式分析的实践。
I have been thinking a lot about how poorly isolated benchmark metrics capture real conversational system quality once models are deployed into multi-turn environments. You can have strong STT scores…
受众观点：① 正在构建语音助手或多轮客服机器人的初创团队工程师和产品经理 ② 已经有语音或聊天产品上线、但发现传统离线 benchmark 无法解释用户抱怨的 indie 开发者。
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- @marr75 (2): You're interviewing a person who uses AI to write their posts so I think you're going to get unsatisfying answers back.
- @Electro-banana (1): Much of this sub is dedicated for research and not devs... It's probably a good idea to go read the recent publications on this. it sounds like what you're describing is your own qualitative and subjective eval, not proper human eval or what is sometimes referred to as "objectiv…
- @Electro-banana (1): yeah I know, but I try hard not to be too cynical
作者用 Astro 重做并改进已下线的 BustAName，推出 bustadomain.com 帮用户组合筛选可用域名。
One of my favorite domain tools died awhile ago, so expanding on teaching myself astro I wanted to see if we could recreate the goat bustaname and rebuilt it and I think improved it a bit. [bustadoma…
受众观点：① 有人吐槽每次搜 .com 都不可用，对新工具表示认可并打算下次用它找域名（@themindstorm, 2score） ② 潜在用户关心的是“能不能直接过滤出可注册的好名字”和使用体验，而不是背后的技术栈（多人低赞）
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- @themindstorm (2): Looks great! Whenever I search for a .com it’s always unavailable. Will definitely try using this next time
作者分享自己多年前写的纯 CSS 3D 弹跳动画项目，感叹当年看到效果很兴奋并好奇如今还流行不流行，鼓励大家用纯 CSS 做有趣小实验来加深对基础的理解。
found this from years ago [https://github.com/shankeleven/css-only-bounce](https://github.com/shankeleven/css-only-bounce) , see it in action here This was the first 3D animation I wrote , and i was…
受众观点：① 认为现在规范和组件库太完善，已经很少有人做纯 CSS 玩具项目的老前端（@pixeltackle, 6分） ② 还在用 CSS Grid 等新特性做极限布局、但发出来容易被淹没的创作者（@After_Medicine8859, 3分） ③ 对纯 CSS 动画效果感到惊讶、平时更多依赖 JS 或库的开发者（@bcons-php-Console, 1分）
展开评论
- @pixeltackle (6): Everything is built in these days, I've noticed less fun projects like that popping up and I think it's just because so many bases are covered by what's provided in the spec
- @After_Medicine8859 (3): I sometimes do, but I feel like any post these days just gets drowned out. Big fan of pushing css grid layouts to the limit
- @bcons-php-Console (1): Very impressive! Hard to believe is CSS only.
作者在 Reddit 分享自己关于 GPU 上“无畏并发”的论文和 cuTile Rust 仓库，探索在 Rust 中用静态检查实现安全的异步 GPU kernel 启动与数据竞争防护。
Hi folks, I wrote a paper, Fearless Concurrency on the GPU, and maintain the related repository cuTile Rust (https://github.com/nvlabs/cutile-rs). The idea is to establish a safe way to write async k…
受众观点：① 对 Rust 和 GPU 编程都有兴趣的系统程序员 ② 在做自研推理内核或高性能数据处理 pipeline 的工程师 ③ 想了解安全并发模型如何迁移到 GPU 世界的底层技术爱好者。
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- @Agentic-Pen7162 (1): Very cool paper!
- @melih_elibol (1): Thanks! Glad you enjoyed it 😄
作者更新自托管 YouTube DVR 工具 Youtarr，引入订阅播放列表并同步到 Plex/Jellyfin 等媒体库，同时强化 yt-dlp 控制、UI、库管理和稳定性安全等功能。
Hi all, I posted about Youtarr here a few months ago and have since made quite a few additional app updates, so I figured it was about time for another "update" post :) Repo: [https://github.com/Dial…
受众观点：① 之前因缺少播放列表支持而选择 TubeArchivist、现在考虑迁移或对比的自托管用户（原帖描述的“#1 requested feature”人群） ② 需要在 Plex/Jellyfin/Emby 中精细管理 YouTube 内容、关注文件命名模板和库重扫能力的媒体爱好者 ③ 对 yt-dlp 深度配置、自动更新和依赖安全加固感兴趣的开发者与运维人员
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
作者因 Fable 5 下线不满，自建开源 OrcaRouter 多模型评审路由器，用 YAML 组合模型面板和评审逻辑。
This one came out of being annoyed. Fable 5 gets taken offline, then OpenRouter ships Fusion 48 hours later — fan a prompt out to a panel of models, a judge picks the best answer. Good idea, but it's…
受众观点：① 有人因为没赶上 Fable 5 而对替代方案感兴趣，愿意尝试新工具（@Accomplished-Stay189, 1score） ② 读者整体对多模型路由概念好奇，但还停留在“能不能用来替代原有产品”的直观层面，缺少工程实现细节讨论（多人低赞）
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- @Accomplished-Stay189 (1): I never got to try out Fable 5. I'll try this for sure.
帖子介绍 Simon Brown 的 C4 模型如何用分层图示法可视化软件架构，并讨论在微服务场景下建模与画图之间的区别和实践经验。
Simon Brown explains that the C4 Model started not as a grand design theory, but as a practical answer to an embarrassing problem. Furthermore, he answers the question on how to handle microservices…
受众观点：① 在初创团队或 side project 中负责架构但没有正式架构师培训的全栈工程师 ② 想给开源项目、API 产品写清晰架构文档、却被 UML 和企业级建模工具劝退的开发者。
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- @toccoas (2): Take it with a grain of salt as someone who's heard his various definitions over the years. He himself admits his understanding is evolving. C4 is not well-defined and is mostly a tool for you to find some common architectural perspectives. It's a starting point, but should in n…
- @etherealembryo (1): c4 model's actually pretty useful for teams that struggle with architecture docs. the container and component levels especially help bridge the gap between high-level decisions and actual implementation without drowning in uml details.
帖子分享 PostgreSQL 如何实现现代索引机制，包括索引文件结构、TID 元组 ID、页范围排序以及利用 io_uring 和 fseek 等系统调用优化磁盘读取。
Thinking about indexing, we know a only a big picture that uses B-Tree structures in memory, but in modern DBMs systems there are some enhancements introduced in indexing where systems like PostgreSQ…
受众观点：① 对 PostgreSQL 内部实现感兴趣但只停留在 B-Tree 概念层面的工程师，希望了解真实磁盘访问路径和索引文件结构的读者 ② 在做 SaaS 或数据密集型应用、需要为慢查询和高 IO 压力找根因的独立开发者和小团队后端。
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- _无评论_
Upstream 是一款把 AI agent 深度嵌入邮件客户端的工具，通过自动分拣和处理噪音邮件，帮助像 Algolia 这种高邮件量环境里的用户更快清空收件箱。
Upstream
受众观点：① 每天被几十上百封邮件淹没的独立开发者和远程工作者 ② 想在邮件场景里嵌入 agent 的 SaaS 创业者和产品经理 ③ 关注 AI 如何重塑传统工具（邮箱、日历等）的技术用户。
展开评论
- @Overview (0): * [Reviews1](/products/upstream-3/reviews) * [Alternatives](/products/upstream-3/alternatives) * [Customers](/products/upstream-3/customers) * [Built with](/products/upstream-3/built-with) * [Team](/products/upstream-3/makers) * [Awards](/products/upstream-3/awards) * More Free…
- @Upstream (0): Maker 📌 Hey Product Hunt! 👋 Louis here, co-founder of Upstream. When I was at Algolia, I was drowning in 200 emails a day. I was never sure where to focus, and getting through my inbox took forever. I knew it didn’t have to be this way. Instead of creating a new messaging protoc…
- @Bengeekly (0): [Mailwarm](/products/mailwarm)
- @Upstream (0): Maker
- @Upstream (0): Maker
Honestly 是一款聚合 TikTok、YouTube、Instagram、Reddit 和 X 等平台内容，并用算法甄别真实用户讨论、过滤水军和广告的产品洞察工具。
Honestly
受众观点：① 想系统收集用户反馈的独立开发者和小团队创始人 ② 负责增长和市场分析、需要监控多平台口碑的运营同学 ③ 对内容真实性检测、反水军和 AI 生成内容识别感兴趣的技术人。
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- @Ecommerce (0): Honestly surfaces real conversations about your product from across social media, verifies they're authentic, and turns them into insights you can act on in minutes. By analyzing every post on TikTok, YouTube, Instagram, Reddit and X relevant to your brand, we verify what videos…
- @Honestly (0): Maker 📌 Hey Product Hunt 👋 I'm Scott, part of the founding team at Honestly. **Why we built it:** Bots and AI agents now generate more internet traffic than humans. Your customers talk about your products every day across social media. But as AI-generated content, sponsored post…
- @Honestly (0): Maker
- @Honestly (0): Maker
- @Honestly (0): Maker [@muhammad\_azhar21](https://www.producthunt.com/@muhammad%5Fazhar21) thanks so much! Would love to what specifically you like most (or maybe have most to say about) for Honestly? Upvote (1) Report Share 4h ago [](/@swati%5Fpaliwal) [swati paliwal](/@swati%5Fpaliwal) [@sco…
Tabstack by Mozilla 推出一组面向开发者的新能力，包括 Tabstack CLI、MCP 服务器和 agent 技能，让代码和 AI 助手可以通过统一 API 抓取网页、做浏览器自动化和结构化提取。
Tabstack by Mozilla
受众观点：① 需要大规模抓网页数据的独立开发者和数据工程师 ② 正在给自家 AI agent 接浏览器能力的工具作者 ③ 想减少自建爬虫基础设施、专注业务逻辑的 SaaS 创业者。
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- @Overview (0): * [Launches4](/products/tabstack#launches) * [Reviews2](/products/tabstack/reviews) * [Alternatives](/products/tabstack/alternatives) * [Customers](/products/tabstack/customers) * [Forum](/p/tabstack) * [Team](/products/tabstack/makers) * More This is the 4th launch from Tabstac…
- @fmerian (0): [Tabstack by Mozilla](/products/tabstack) Maker 📌 [@Tabstack by Mozilla](https://www.producthunt.com/products/tabstack) keeps cooking. Today, the team is launching not 1, not 2, not 3, but 4 new features. Introducing: * **Tabstack CLI** for quick automation and scripting - [view…
- @fmerian (0): [Tabstack by Mozilla](/products/tabstack) Maker
- @fmerian (0): [Tabstack by Mozilla](/products/tabstack) Maker
- @fmerian (0): [Tabstack by Mozilla](/products/tabstack) Maker
Jesse 是 Floworks 团队推出的销售线索发现 AI agent，实时在开放互联网和社交平台上挖掘最新潜在客户，解决传统静态名单过期和信号滞后的问题。
Jesse
受众观点：① 想做 outbound 的独立开发者和早期 SaaS 创业者 ② 正在搭建销售情报或线索挖掘工具的工程师 ③ 对“live web”式 agent 如何在开放互联网中行动感兴趣的 AI 从业者。
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- @Overview (0): * [Reviews2](/products/jesse-2/reviews) * [Alternatives](/products/jesse-2/alternatives) * [Built with](/products/jesse-2/built-with) * [Team](/products/jesse-2/makers) * [Awards](/products/jesse-2/awards) * More Free Options Launch tags:[Sales](/topics/sales)•[Artificial Intell…
- @Jesse (0): Maker 📌 Hey Product Hunt! 👋 I’m Sudipta, cofounder of Floworks. Quick intro: I’m an IIT-Kgp grad. My first startup failed — and what stung was the reason. Not the product. We just couldn’t crack sales. So I started Floworks and got into Y Combinator. Different company, same ghos…
- @Jesse (0): Maker
- @Jesse (0): Maker [@prasoon\_shukla2](https://www.producthunt.com/@prasoon%5Fshukla2) Essentially, anything and everything on the open internet (including forums like X, LinkedIn) are accessed by Jesse. Upvote Report Share 11h ago [](/@henry%5Fhabib) [Henry Habib](/@henry%5Fhabib)
- @Voquill (0): The live web approach is a refreshing take. How often does it refresh or validate lead signals? Congrats! Upvote (1) Report Share 9h ago [](/@sarthak%5Fshrivastava2) [Sarthak Shrivastava](/@sarthak%5Fshrivastava2) Maker Hi [@henry\_habib](https://www.producthunt.com/@henry%5Fhab…
Elvin 是一款面向忙碌职场用户的 AI 工作助手，通过“阅读免费、执行需批准”的工作流，在后台预先阅读信息并规划任务，再由用户一键批准执行，试图让 AI 主动替人干活而不是等人写提示。
Elvin
受众观点：① 被各种通知和任务淹没、想让 AI 真正落地到日常工作流的知识工作者 ② 在做多步自动化或 agent 编排产品的开发者 ③ 对如何在产品里平衡 AI 自主性和用户可控性感兴趣的产品经理。
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- @Overview (0): * [Reviews](/products/elvin/reviews) * [Alternatives](/products/elvin/alternatives) * [Built with](/products/elvin/built-with) * [Team](/products/elvin/makers) * [Awards](/products/elvin/awards) * More Free Launch tags:[Productivity](/topics/productivity)•[Task Management](/topi…
- @Elvin (0): Maker 📌 **Who decided that AI gets to do the fun stuff while we remain the routing layer for work?** Hello Product Hunt! We’re Ellie and Vinay, the cofounders of Elvin. **We are busy people, creating Elvin for busy people** We built Elvin because we’re all overloaded. So far, AI…
- @Elvin (0): Maker [@gabriel\_archanjo](https://www.producthunt.com/@gabriel%5Farchanjo) Yes! Right there with you! Two Elvins working together is something we're really excited about and working towards! We think it could be super helpful to allow collaboration within one company or between…
- @Elvin (0): Maker [@syed\_noor4](https://www.producthunt.com/@syed%5Fnoor4) Thank you, Syed! Even though the plan is pre-approved in skills, our orchestration layer re-evaluates it during the planning phase. This is then highlighted in the final output generated. Upvote Report Share 1h ago…
- @Elvin (0): Maker