Hacker News 讨论 Hetzner 公布的标准化与价格调整公告，新开和扩容实例自 6 月 15 日起大幅涨价，而旧实例暂时按原价保留。
https://www.hetzner.com/pressroom/standardization-and-price-... ① 顶层评论直接总结 Hetzner 从 6 月 15 日起对新建和扩容实例大幅涨价，并强调老订单仍按原价执行，说明大家首先关心的是具体生效时间和是否能被 grandfather（@tuhtah） ② 很多人质疑部分套餐价格翻倍的幅度，并追问背后原因，反映出对成本可预期性的强烈不满（@djxfade） ③ 还有评论抱怨缺乏过渡期、通知不充分，并指出这是继 18 天前讨论后的再次集中吐槽，说明这次调整对大量用户的预算和架构决策造成冲击（@memothon, @mdrzn, @ilioscio）
Hacker News 讨论 Hetzner 公布的标准化与价格调整公告，新开和扩容实例自 6 月 15 日起大幅涨价，而旧实例暂时按原价保留。
① 顶层评论直接总结 Hetzner 从 6 月 15 日起对新建和扩容实例大幅涨价，并强调老订单仍按原价执行，说明大家首先关心的是具体生效时间和是否能被 grandfather（@tuhtah） ② 很多人质疑部分套餐价格翻倍的幅度，并追问背后原因，反映出对成本可预期性的强烈不满（@djxfade） ③ 还有评论抱怨缺乏过渡期、通知不充分，并指出这是继 18 天前讨论后的再次集中吐槽，说明这次调整对大量用户的预算和架构决策造成冲击（@memothon, @mdrzn, @ilioscio）
Hacker News 讨论一篇关于EPUB电子书标准与渲染实现的文章，围绕CSS兼容性、旧阅读器支持和Adobe等厂商的实现差异，延伸到文档格式向后兼容性的利弊。
① 负责API或数据格式演进、需要兼顾新特性和旧客户端的后端工程师 ② 做开发者工具或内容平台、要长期维护文件/配置格式的独立开发者 ③ 对技术标准制定和实现差异如何影响终端用户体验感兴趣的工程师和产品经理。
Hacker News 讨论福克斯计划收购 Roku 的消息，用户担心这会破坏 Roku 作为中立流媒体平台的定位并进一步削弱美国反垄断监管。
① 有人直接贴出 Fox 官方新闻稿和路透报道，说明受众在意一手信息来源和不同媒体的 framing 差异（@andrewla） ② 长期 Roku 用户表达强烈悲观，担心 Fox 作为内容方会在平台上偏袒自家服务，破坏原本的服务中立性，反映出对平台“自我优待”的普遍焦虑（@andrewla） ③ 其他评论则从反垄断角度感叹美国监管失灵，并调侃未来遥控器上可能出现 Fox News 专用键和政治化屏保，体现出对媒体集中度和舆论环境恶化的担忧（@lenerdenator, @baggachipz, @pickleglitch）
围绕 Anthropic 下架 Fable 5 之后，开发者在 X 和 r/ClaudeAI 上集中讨论 Fable 相比 Opus 的文本风格优势、对工作流的影响，以及如何通过提示工程压缩 Claude Opus 4.8 的啰嗦输出、降低 Max 计划的 token 消耗
围绕 Anthropic 下架 Fable 5 之后，开发者在 X 和 r/ClaudeAI 上集中讨论 Fable 相比 Opus 的文本风格优势、对工作流的影响，以及如何通过提示工程压缩 Claude Opus 4.8 的啰嗦输出、降低 Max 计划的 token 消耗。
受众观点：跨平台评论里，用户最关心两点：一是 Fable 与 Opus 在使用体验上的巨大落差，二是如何在 Max 计划下控制 Opus 4.8 的 token 消耗和啰嗦输出。
在可读性方面，r/ClaudeAI 上 @wong2kim（score 250，Reddit）说「Fable 的简洁被严重低估了，感觉它真的在尊重你的时间，Opus 写东西就像按字数拿钱」，@StaysAwakeAllWeek（score 175，Reddit）顺势调侃「Opus 写得多是因为它确实是按字数付费」，不少人用恋爱梗和“我应该给他打电话”来形容对 Fable 的怀念。在工作流和限额方面，另一条高赞帖下 @wong2kim（score 12，Reddit）指出「只输出代码块」这类提示能显著减少 Opus 重写整文件的无效输出，而 @Eiji-Himura（score 18，Reddit）则抱怨 Opus 4.8 过度思考、速度慢，不适合所有场景，呼吁根据任务选择模型。X 上则更多是情绪化的抗议和行动号召，比如 @boopboopbarry（score 2，X）把 Fable 事件和 #Keep4o 运动类比，认为模型无预警下架对重度用户极不友好，@Sayyidalijufri（score 3，X）则公开喊话博主“别停下，继续追问直到拿回 Fable”。整体看，大家一边吐槽 Anthropic 的产品决策，一边在评论里交换具体的提示工程和模型选型经验，试图自救。
美国政府对 Anthropic 最强模型 Claude Fable 5 和 Mythos 5 施加出口管制，导致模型全球下线，Dario 需等待官方批准才能恢复
美国政府对 Anthropic 最强模型 Claude Fable 5 和 Mythos 5 施加出口管制，导致模型全球下线，Dario 需等待官方批准才能恢复；社区围绕是否只向美国用户恢复、隐私政策中新增的“验证数据”条款与出口禁令时间线等问题展开激烈讨论。
受众观点：跨帖评论主要集中在三点：
1）对“只向美国用户恢复”的强烈反对与不公平感。比如 @robj3d3（score 13，X）指出，只限制非美国公民毫无安全意义，“只要一个美国人飞去中国就能被蒸馏全部能力”，还会反过来限制像 @karpathy 这样的防御者使用模型；@essenciverse（score 5，X）则从个人项目出发，称 Fable 让他在 20 分钟内解决卡了几天的问题，如果变成仅限美国“基本就结束了，没法竞争”。
2）对政府与 Anthropic 处理方式的讽刺和不满。@simonw 的跟评区里，@tastybits（score 8，X）认为美国政府不可能允许最强模型在自己都没完全掌控的情况下商业化，“这太疯狂了”；@WalrusProtocol（score 6，X）提醒大家，一旦提供商下线，基于其构建的 agent 记忆也会一起消失，强调“可迁移记忆是唯一保险”。
3）对“安全与透明”的质疑。@simonw 另一条推文中提到 6 月 8 日更新隐私政策，@ls_brd（score 1，X）认为发布时间点“在 Fable 5 发布前一天、出口禁令前几天，这个顺序本身就很耐人寻味”；而 @parody77647（score 0，X）则指出条款里禁止用户构建任何竞争性服务，担心这会扼杀生态。整体看，开发者既担心模型被封杀，也担心在合规和垄断名义下失去工具与创新空间。
作者围绕强化学习与开放后训练基础设施的重要性发推，强调开放模型加 post-training 生态是推动 AI 民主化与机构飞轮的关键路径，并以此为背景宣传自己加入 PrimeIntellect 后在开放 post-training 生态上的进展与招募信息
作者围绕强化学习与开放后训练基础设施的重要性发推，强调开放模型加 post-training 生态是推动 AI 民主化与机构飞轮的关键路径，并以此为背景宣传自己加入 PrimeIntellect 后在开放 post-training 生态上的进展与招募信息。
受众观点：评论区一部分人关注开放 post-training 生态的实际学习与使用门槛，例如 @yok0zuna（score 0，平台 Twitter）提到「we have to deal with a cycle of cognitive exhaustion, paper fatigue… learning rl techniques became easier at some point at the expense of a lot of sanity and tears」，反映出 RL 与后训练技术虽然更易上手但仍然让研究者精疲力竭。另一部分人则聚焦于对作者和 PrimeIntellect 路线的支持与兴趣，如 @LatentLich（score 1，平台 Twitter）直接致敬作者贡献“thank you for your service man”，以及 @LLMWildling（score 0，平台 Twitter）用“tempting”回应招募链接，说明开放 post-training 方向对从业者有一定吸引力和号召力。
开发者想在旧金山买一台高配 Mac Studio，却发现这种大内存配置已经停产，吐槽苹果现在连这种机器都不会做了。
Wanted to buy a new Mac Studio for San Francisco. We don’t even know how to make these anymore. https://t.co/WH1vRjDDHK
受众观点：① 关注 Mac Studio 高内存版本被砍、现在最大只有 96GB 的开发者吐槽苹果配置缩水（@tsopicland, 54likes） ② 有人晒出家里几代传下来的老 Mac 设备，感慨当年苹果硬件的耐用和情怀（@Everlier, 45likes） ③ 有人提到连 256GB 版本都被 AWS 等云厂商扫货，普通用户更难买到高配机器（@QuinnyPig, 28likes）
展开评论
- @tsopicland (54): @steipete 96GB is max now? WTF https://t.co/yC2aZq0MN7
- @Everlier (45): @steipete The most cherished posession in our family, running back five generations, back when AI had no body: https://t.co/jJw2ISRUAI
- @QuinnyPig (28): @steipete Even the 256GB variant has been snapped up by AWS. https://t.co/EhhBPmNi5s
- @ymir_ke (11): @steipete I was looking for these just recently hoping supply chain becomes better ASAP. Really hoping we get a Mac Studio 512/1024gb ram M5 Max Ultra this year.
- @IntCyberDigest (11): @steipete You can do it. I believe in you. https://t.co/2Fojoef6RC
Wes Bos 提到小米这家做手机、电饭煲和电动车的中国公司 fork 了开源项目 OpenCode，引发大家对开源许可和中国厂商参与生态的讨论。
xiaomi - the Chinese company that makes phones, rice cookers and electric vehicles - has forked OpenCode https://t.co/MRjcPZvByl
受众观点：① 有人用梗图回应，觉得小米 fork 开源项目一点也不意外，调侃意味浓厚（@tracy_codes, 121likes） ② 有开发者强调 fork 是开源本来的设计目的，不应该因为是大公司或中国公司就被羞辱（@ibuildthecloud, 42likes） ③ 有人被“小米=手机+电饭煲+电动车厂商”的标签逗笑，关注点在品牌形象和跨品类扩张（@andrewqu, 16likes）
展开评论
- @tracy_codes (121): @wesbos https://t.co/SwENMSmROJ
- @ibuildthecloud (42): @wesbos No.... Shocking. I just never would have assumed that could happen. On a serious note nobody should ever shame anyone for forking an open source project. Open Source was designed to be forked.
- @thdxr (31): @wesbos this is good!
- @andrewqu (16): @wesbos labeling them as the phone/rice cooker/ EV maker 😭
- @nickytonline (13): @wesbos Mimo, cook my rice please
半导体分析团队宣布在俄勒冈建设耗资数千万美元的 STEEL 拆解与评估实验室，用来对全球最先进芯片和工艺做深度拆解分析。
Excited to announce the SemiAnalysis Teardown Engineering & Evaluation Lab (STEEL) We have been building a state-of-the-art teardown lab in Oregon with $10s of millions Capex being spent capable…
受众观点：① 很多业内人士祝贺实验室落地，认为这是期待已久的重要基础设施升级（@vikramskr, 10likes） ② 有人关注实验室里是否配备高端透射电镜等设备，期待用来做芯片逆向和工艺细节分析（@TradexWhisperer, 9likes） ③ 也有人表示想去参观，觉得团队正在“疯狂输出”，对后续拆解成果充满期待（@samsja19, 8likes）
展开评论
- @lithos_graphein (10): @dylan522p Been waiting for this. 🔥 congrats! Be careful with that HF dude!
- @vikramskr (10): @dylan522p Wow this is amazing! Congrats. Looking forward to results from STEEL team 6
- @TradexWhisperer (9): @dylan522p Hi Dylan, is that a TEM that I am looking at? That's going get some serious data for reverse engineering.
- @samsja19 (8): @dylan522p when can I visit the lab, you guys are cooking
- @Alimilasi1 (5): @dylan522p Congratulations to the team and specially Andrew for the great work.
simonw 转发官方表态，感叹 Fable 这类模型短期内恐怕难以恢复，对当前出口管制和安全话术表达失望。
Doesn't sound like we'll be getting Fable back very soon, then https://t.co/WYlU3OMyfB
受众观点：① 有人引用官方文件，吐槽里面“让每个人都感到安全和快乐”这种表述像星座运势而不是严肃整改计划（@_Suryanshu01_, 12likes） ② 有人讽刺说只要捐款足够“态度就能被修正”，质疑监管决策背后的政治交易（@ronaldmannak, 9likes） ③ 也有人直接用激烈语言攻击相关政治立场，情绪化发泄对当前管制环境的不满（@BenignRadicals, 8likes）
展开评论
- @elder_plinius (74): @simonw https://t.co/aGXMUq9E9I
- @_Suryanshu01_ (12): @simonw "everyone feels safe, secure and happy" is an unbelievable sentence to find in an export-control story. that's a horoscope, not a remediation plan
- @ronaldmannak (9): @simonw Would a generous campaign donation count as an attitude fix? Asking for a friend
- @trieloff (9): @simonw Looks like kick-ass researchers need to go back to pick some kiss-ass lessons
- @BenignRadicals (8): @simonw When leftist asshats think they rule the world, the world has to kick them in the teeth. No other way.
DataChaz 呼吁大家赶紧下载并本地保存一款新的 12B–27B 级别本地模型，把离线智能模型当作对未来 API 收费和限流的保险。
DO YOURSELF A FAVOR: GO DOWNLOAD THIS NEW LOCAL MODEL AND KEEP IT IN STORAGE. Even if you don't have a massive GPU setup, having offline access to an intelligent model is a crucial insurance policy.…
受众观点：① 有人认同本地 AI 越来越重要，把下载 Gemma 12B 当成对未来 API 风险的预备方案（@princedoesai, 5likes） ② 有人质疑 12B 模型能做什么实际工作，担心只能做些简单代码格式化之类的小任务（@ddarius94, 3likes） ③ 有研究者型用户讨论 12B–27B 模型已经超过一年前的 GPT-3.5 水平，并关心在 24GB 显存卡上哪种量化方案性价比最好（@ECLresearch, 3likes）
展开评论
- @DataChaz (16): Explore the full model details here: https://t.co/nbTZP6OfMF
- @details_with_ai (7): @DataChaz Great advice. Local AI is becoming a must-have.
- @princedoesai (5): @DataChaz Gemma 12B as API insurance is very prepper-core
- @ddarius94 (3): @DataChaz What can I do with just 12B? Remove unused imports and format code?
- @ECLresearch (3): @DataChaz Solid advice. Local 12B-27B models are already outperforming GPT-3.5-level APIs from a year ago, and the inference cost per token on consumer hardware keeps dropping. Curious which quantization you’re seeing the best trade-off on for a single 24GB card.
工程博主 Gergely Orosz 以家长身份支持英国限制青少年使用社交媒体和氪金游戏，认为这些产品充满上瘾设计而公司缺乏对儿童发展的责任。
I have kids who are close to being teens and I support this move by the UK, and wish more countries would follow. Social media, IAP games, and many others are full of dark and addictive patterns - an…
受众观点：① 作者补充自己让孩子不上智能手机、靠学校家长集体约定来减少社交焦虑，并批评 IAP 游戏和社交媒体制造 FOMO（@GergelyOrosz, 111likes） ② 有人强烈反对政府以保护儿童为名推行实名制和全面监控，担心言论自由和隐私被侵蚀（@Eorekan, 55likes） ③ 也有开发者认同社交媒体对未成年人有害，但认为应由家长负责管控而不是政府立法干预（@ForrestPKnight, 8likes）
展开评论
- @GergelyOrosz (111): My kids don’t have smartphones - and it’s in good part thanks going to a school where parents voted to ban them, so practically no kid has it (no social anxiety) I still see how terrible these predatory IAP games are, and social media is even worse in creating FOMO and anxiety
- @Eorekan (55): The way they are doing it is extremely authoritarian and tyrannical. I'm surprised you're so naive and ignorant of this topic. They will tie everyone's online persona to their real life id to "protect the children". This means no online privacy. Government (whoever controls it)…
- @denispleiades (16): @GergelyOrosz Can you explain to me why BlueSky is not banned then? It literally makes no sense.
- @ForrestPKnight (8): I agree with the sentiment - it would be great if all kids under ~16 didn't use social media (and gov't regulation is really the only way to "ensure" that). And your last point after "-" is a really good one - but even with all that said, I disagree with gov't involvement. Paren…
- @sean_from_earth (8): @GergelyOrosz So why do you need a law determining how you should raise your children while instituting a dystopian panopticon surveillance state for everybody? How about parents actually just take responsibility for their children?
thdxr 吐槽每次 OpenCode 上 HN 都有人指责他对 Anthropic 太苛刻，并转而称赞 Ben 的文章对 AI 生态的理解很深，而且对现状感到担忧。
every time opencode gets posted on HN there's all these idiots who complain about me being mean to anthropic like i have some extremist viewpoint ben is extremely reasonable, very smart and this arti…
受众观点：① 有人认为从 Dario 早期把 GPT-2 包装成“太危险不能放出”开始，就在用恐惧营销和安全剧场推动监管，质疑模型其实远没到失控级别（@CursiveCrow, 9likes） ② 有人提到作者在之前五角大楼与 Anthropic 的争议中就有让人失望的立场，对其观点保持怀疑（@BlackHC, 9likes） ③ 也有人表示没看出 Anthropic 有“只有我们能做 AI”的姿态，只是主张像 FAA 那样监管整个行业，对其动机是否真在垄断持保留态度（@gnawbone_, 3likes）
展开评论
- @merlinaudio_ (9): @thdxr from all Dario interviews i've seen so far this just doesn't match up with what they're saying, and the gut feeling i get from them there's certainly a feeling of "we're stewards" but nothing as imperious or imposing as "only us get to decide" do you think Anthropic is ly…
- @CursiveCrow (9): You can literally trace Dario's influence on how AI has been presented back to when GPT2 was "too dangerous to release"; it's literally just how he does business. Fear-market, safety theater, and push for regulation to stifle anyone else from catching up. And, if we're being act…
- @BlackHC (9): @thdxr His prior takes in the earlier Pentagon/Anthropic spat were pretty disqualifying already
- @Nicoqp (3): @thdxr people here only understand it's love or hate nothing between
- @gnawbone_ (3): @thdxr I legit don’t get the leap from the first sentence to the second. I’ve never seen anything about how they think they should be the only AI lab, just that the whole industry should be regulated like the FAA, and that there should probably be a global agreement on self-trai…
Marc Lou 发帖说自己买了 300 股太空相关 ETF $SPCX，当作送给孩子们的长期投资礼物，引发跟风和唱反调的讨论。
I just bought 300 $SPCX shares. A gift for my great children. https://t.co/5KELl4ZY9e
受众观点：① 有人嘲讽在 IPO 后几天高位买入不如一开始 135 美元就上车，认为追涨是典型错误投资行为（@midego1, 19likes） ② 有人担心华尔街在太空和 AI 概念股上玩阴招，认为当前 AI 业务还不赚钱，这类标的可能会大跌（@steadyio, 6likes） ③ 也有人觉得 169 美元是不错的入场价，乐观看好长期表现，把它当成有潜力的成长投资（@ItsAndraz, 5likes）
展开评论
- @midego1 (19): @marclou Imagine being so bad at investing, you buy it 3 day after the IPO and you could have them for the initial 135$. Money makes people dumb.
- @steadyio (6): @marclou This is gonna blow up in ur face. Wall street is doing shady stuff and with AI being unprofitable, I can see why.
- @ItsAndraz (5): @marclou 169 is a perfect price to enter. Well done.
- @itsankitakar (4): @marclou You can send your children or grandchildren to space with spaceX rockets with this after a few years.
- @BachelderDan (4): @marclou I got 1 share.. it's for my dog.
Matt Pocock 讨论用 AI 做产品开发时，认为规划本身也需要多阶段、多会话的计划资产，而不是每次都临时用 /grill-with-docs 之类的单次指令。
Initial thoughts here is that you often need to plan in multiple phases, often in parallel. So you need a multi-session plan, but for _planning_ as well as for implementation. An asset that tells you…
受众观点：① 有人提到 Fable 这类工具已经让很多单次 grilling 会话显得过时，认为它在理解项目和上下文方面体验更好（@rvm0n_, 6likes） ② 有人分享用 compound engineer 框架做 PRD 审阅，强调对需求文档做对抗式检查能发现大量逻辑问题（@sasha_zelts, 4likes） ③ 也有人称赞 /grill 技能本身已经是游戏规则改变者，说明开发者对更结构化的 AI 规划工具有强需求（@Hartdrawss, 4likes）
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- @rvm0n_ (6): @mattpocockuk fable made most of these obsolete imo (as individual session), what do you think? they way it understood you, your project and your context was really on another level
- @sasha_zelts (4): @mattpocockuk Are you reviewing the PRD ? Adversial pass often find A LOT of mistakes and illogical stuff. I find myself using the compound engineer framework https://t.co/JStesgfTBq for that. Might be interesting for you to check maybe ?
- @Hartdrawss (4): @mattpocockuk the /grill skill is a gamechanger
- @FuzzyFox0 (2): @mattpocockuk I can see the cogs turning on a higher fidelity and a lower fidelity grilling/planning. 😁 @hexednobility's thing about the colouring book mental map isn't too similar from what I was talking about on the last thread either.
- @Everlier (2): Possible next steps for people looking for more automation: 1) Create a "be-me" skill based on the profiling your local coding agent sessions (coding agents are great at analysing your local data) - the skill can encode your typical decision trees with explicit delegation when o…
Vercel CEO Rauch 宣布推出备受用户期待的更长函数运行时，背后是多年自研基于 microVM 的 Fluid 计算平台投入，让 Builds、Sandbox 和 Functions 都跑在同一底层。
One of our most requested features, longer Vercel function runtime, is here. What looks like an innocent tweak of a constant… is actually the conclusion a multi-year compute platform investment. Buil…
受众观点：① 有人用 Vercel 早期品牌名 zeit 开玩笑，期待未来函数能跑到“无限长”（@thekitze, 8likes） ② 有开发者好奇在 AWS Lambda 仍限制 15 分钟的情况下，Vercel 是如何实现更长运行时的，关注底层实现和合规（@MittaiApp, 3likes） ③ 也有人从价格和内存限制角度对比 Cloudflare Workers，担心现有 worker 模式在做 AI agent 时内存不够用（@Z24437597, 2likes）
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- @thekitze (8): @rauchg One day it might run for an infinite amount of zeit
- @MittaiApp (3): @rauchg How? AWS Lambdas are capped at 15 mins 👀
- @Z24437597 (2): @rauchg will it be cheaper than cloudflare ? one huge short coming of worker is that it has limited memory for agents, forcing users to use workflow...etc which i dont want to, extra setup
- @robj3d3 (2): @rauchg Holy crap this is huge dude THANK YOU! Makes me want to ship a new startup on Vercel asap
- @davemorin (1): @rauchg FINALLY
作者晒出在实验环境里做“smoke test”的照片，用轻松语气调侃一次性并行跑大量测试的工作场景。
beautiful day for running a quick smoke test https://t.co/PWMrS2dh7F
受众观点：① 有人玩梗把 smoke test 和蝙蝠侠宇宙里的角色结合，说明大家把这类测试场景当成工程师文化的一部分来调侃（@kalomaze, 7likes） ② 有人提到要去“那一侧”看看，说明现场环境或视角本身也很吸引工程师好奇心（@SIGKITTEN, 5likes） ③ 也有人调侃一次性跑 60 个 smoke test 并行，反映出大家对大规模测试和资源占用的直观印象（@elliotarledge, 4likes）
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- @kalomaze (7): @willccbb codex in the batman universe: "i'm the smoker baby"
- @SIGKITTEN (5): @willccbb @thkostolansky i gotta go to that side next time
- @elliotarledge (4): @willccbb running 60 smoke tests in parallel
- @tejasybhakta (3): @willccbb imagine finding the smoking footgun from here
- @_ontologic (3): @willccbb Real belt and suspenders type evening
作者回顾自己从 2025 年初就强调强化学习和开放模型加后训练基础设施的重要性，如今行业开始认同这条通往 AI 民主化和机构飞轮的路径。
been beating this drum since early 2025, seems like people are starting to see why it's so important :) RL works -> "train or get trained on" -> open models + post-training infra are the path t…
受众观点：① 作者本人补充说加入 Prime 后一直在推动开放后训练生态，说明这条路线背后有明确的团队和产品布局（@willccbb, 48likes） ② 有人提到学习 RL 技术虽然门槛在降低，但也带来认知疲劳和学习成本，反映出工程师在跟进这条路线时的压力（@yok0zuna, 0likes）
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- @willccbb (48): i joined prime shortly after to ensure that this is the timeline we end up in we've made tremendous strides in pioneering the modern ecosystem for open post-training, but there's still quite a long road ahead join us: https://t.co/nafamEWKN9
- @yok0zuna (0): @willccbb @PrimeIntellect i think we have to deal with a cycle of cognitive exhaustion, paper fatigue etc. learning rl techniques became easier at some point at the expense of a lot of sanity and tears
Matt Pocock 预告在为自家产品开发一个 /decision-mapping 技能，用来把复杂开发规划拆成多次会话，让全新项目和复杂遗留项目的规划流程更顺滑。
Cooking a /decision-mapping skill, for splitting planning into multiple sessions Kind of like /to-issues, but for planning Should make greenfield builds + complex brownfield builds much more seamless
受众观点：① 开发者好奇这个新技能具体如何工作，询问是否通过一次高层 grilling 自动拆成多个小任务（@AawejPathan786, 2likes） ② 有人担心技能数量太多会增加认知负担，希望有一个统一指令来编排其他技能（@FlorinSays, 1like） ③ 也有人从系统设计角度提醒需要清晰的实体本体和依赖跟踪，否则松散技能难以管理复杂项目（@codevibesmatter, 1like）
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- @mattpocockuk (30): Invoking a new skill is so exciting
- @AawejPathan786 (2): @mattpocockuk yes but how will it work i think we will need a high level master grilling session and it will create topics or issues for multiple small grills is it like this
- @AntifaBill (1): @mattpocockuk Yes please, been waiting exactly for this for 3 months already, after this comes out I’ll have no excuses anymore.
- @FlorinSays (1): @mattpocockuk please cap the number of skills to reduce the cognitive load, maybe a single command to orchestrate every other? wdyt?
- @codevibesmatter (1): @mattpocockuk You need a proper entity ontology to map onto these. Loose skills has an inherent lack of tracking and dependencies
Collision 官方账号祝贺 Des Traynor、Eoghan McCabe 以及整个 Fin / Intercom 团队，以肯定他们在产品和业务执行上的出色表现。
Congrats @destraynor, @eoghan and the entire Fin / Intercom team! Very well deserved for impressive execution.
受众观点：① 有人补充讲述 fin.ai 域名早期低价注册、后来被高价收购再到公司 36 亿美元出售的故事，强调长期押注和品牌资产的价值（@Superintell_, 4likes） ② 评论里有人感叹从 Intercom 到 Fin 再到 Salesforce 的整条管线，认为这是极强的垂直执行案例，印证了保持团队小而精的策略（@wonderfunclub, 0likes） ③ 当事人创始人在评论区亲自致谢，强化了这是对团队长期执行力的公开认可（@eoghan, 11likes；@destraynor, 3likes）
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- @eoghan (11): @collision @destraynor Thank you, John 🙏🙏🙏🙏
- @Superintell_ (4): @collision @destraynor @eoghan Igor Gabrielan cheap-registered fin•ai when few believed in the .ai extension. Des Traynor and Eoghan McCabe later bought it for $1M and eventually sold their company for $3.6B. Feel similarly now in .si, Richard Socher bought https://t.co/YLNJG2ZP…
- @destraynor (3): @collision @eoghan Thank you!
- @paddycarmody (0): @collision @destraynor @eoghan proving that city slickers can also do well in Ireland 😀
- @wonderfunclub (0): @collision @destraynor @eoghan that intercom -> fin -> salesforce pipeline is insane vertical execution guess the whole staying small philosophy paid off
研究者制作了一段视频，用三十多年自监督学习发展史来解释对比学习、蒸馏、掩码建模、JEPA 和世界模型等关键概念。
I didn't know what JEPA is, and at this point I am too afraid to ask ...😬 so I made a video tracing the last 30+ years of self-supervised learning, covering ideas from contrastive learning, distillat…
受众观点：① 很多工程师和独立开发者对 JEPA、world models 只听过名词，不清楚和传统对比学习、掩码建模的关系（@jbhuang0604, 30likes） ② 一些人觉得 JEPA 概念被泛化，调侃“万物皆 JEPA”，反映术语边界模糊带来的困惑（@Edenlum, 1like） ③ 有人感谢时间线式梳理带来的上下文，认为比只讲公式更有帮助（@seylorra, 0like）
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- @jbhuang0604 (30): and if you only have 10 seconds, here you go https://t.co/lkbeHguuBj
- @Edenlum (1): @jbhuang0604 If you really think about it, everything is JEPA
- @IkhlasulHanif0 (1): @jbhuang0604 always with the w on the vids!
- @seylorra (0): @jbhuang0604 jepa is just regularizing a latent space by keeping it predictive instead of discriminative. your timeline approach gives the actually useful context most people skip
Simon Willison 指出 Anthropic 在 Claude Fable 5 发布前一天更新隐私政策，加入收集“验证数据”的条款，引发外界对其与美国出口管制关系的讨论。
Important to note that Anthropic's new privacy policy with language about collecting "verification data" was published on June 8th, the day before the Claude Fable 5 release and four days before the…
受众观点：① 有人补充原文档链接，帮助大家直接核对新加的 verification language 细节（@simonw, 31likes） ② 有评论推测这更多是为了防止模型蒸馏或订阅滥用，而非提前预知出口管制，强调不要过度阴谋论（@Everlier, 2likes） ③ 一些用户单纯表达“越来越离谱/越来越好奇”的情绪，说明对隐私与监管博弈的细节并不清楚但直觉上感到不安（@iamkylebalmer, 1like）
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- @simonw (31): Here's that document https://t.co/uUHkLPCc3C - this is the new verification language https://t.co/QQ1YrE3xV7
- @Everlier (2): @simonw I'm speculation that was because they wanted to protect against distillation and/or subscription abuse, it seems unlikely they could've predicted export controls
- @Hassan_Abedi (1): @simonw 🥲 https://t.co/ogtNYawKXq
- @iamkylebalmer (1): @simonw curiouser and curiouser
- @Kraxkrokat (1): @simonw Always appreciate it when folks like you who have reach use it to debunk this sort of stuff.
Nat Lambert 认为当前关于模型蒸馏的讨论被混淆，把通用的蒸馏技术和通过蒸馏实现 API 越狱混为一谈，导致安全争论失焦。
This isn't very true. A big part of the problem is that the labs use the term distillation, which is a general post-training technique, in lieu of a specific issue of jailbreaking the API. (1) There…
受众观点：① 有人赞同这是反对滥用“distillation”一词的好论点，认为术语被过度泛化（@fredine, 4likes） ② 评论指出 distillation 现在涵盖很多技术，且还存在弱监督到强监督的链条，概念边界确实很模糊（@HanchungLee, 3likes） ③ 也有人质疑“API 越狱”这个框架是否更清晰，认为当输出难以区分时边界本身就很模糊（@bygregorr, 0like）
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- @fredine (4): @natolambert This seems like a good argument to oppose the abuse of the term distillation.
- @HanchungLee (3): @natolambert distillation is a loaded term nowadays that covers a range of techniques. also, there’s always weak to strong supervision.
- @bygregorr (0): @natolambert not sure 'jailbreaking the API' is a cleaner frame either if the outputs are indistinguishable, where does one end and the other start? do you think labs lean into that conflation on purpose?
- @Mercuriusdream (0): @natolambert ok no "cot traces" n like srsly the fact that cot traces are hidden is the problem; was the problem and will be a problem too.
- @thewhiteboxAI (0): @natolambert I know what you’re saying is true because, of all places, Gemini for Google slides literally started giving me full reasoning traces for a brief period of time the other day, no jailbreaking or anything on my side, just because lol
Tri Dao 介绍在混合模型如 Qwen 3.5 和 Nemotron Ultra 运行超长上下文 agent 时，Gated-DeltaNet/Mamba 状态成为瓶颈，他提出通过不存储状态、只在需要时重算来实现 SSM 的 speculative decoding 加速约两倍。
As hybrid models (Qwen 3.5 / Nemotron Ultra) run agents with massive context, Gated-DeltaNet / Mamba states become a bottleneck. A simple insight to make this 2x faster: load the states, compute, but…
受众观点：① 帖子本身强调在 Qwen 3.5、Nemotron Ultra 等混合模型上，状态读写成为长上下文 agent 的主要性能瓶颈（@tri_dao, 169likes） ② 提出“加载状态、计算但不存储”的简单 insight，可以让 SSM 支持 speculative decoding，吸引对底层优化感兴趣的工程师（@tri_dao, 169likes） ③ 互动虽少但转发不少，说明很多人把它当成值得收藏的性能优化思路，而不是只看热闹的新闻。
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- _无评论_
pgasawa 和合作者认为当前 AI 社区在安全与权力集中问题上的讨论被推向两极化，于是写了一篇文章呼吁跳出这种虚假二元对立、重构关于 AI 未来的公共对话。
The AI community seems to increasingly be heading towards a polarized world when discussing safety and consolidated power. I see this discourse as a false dichotomy, so @profjoeyg and I wrote an essa…
受众观点：① 作者在评论里补充了文章链接并号召更多聪明人参与关于 AI 未来的大图景讨论（@pgasawa, 13likes） ② 有人认同需要“全员上船”来改变当前叙事，强调这不是少数实验室的内部话题（@Rufus87078959, 1like） ③ 也有读者建议如果能直接写成推文长线程会更易传播，说明形式和分发方式也是大家关心的点（@jameschua_sg, 0like）
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- @pgasawa (13): Link: https://t.co/lRZ1mmIfHe More smart people should be engaged in the larger picture discourse about the future of AI — reach out if you have thoughts.
- @Rufus87078959 (1): @pgasawa @profjoeyg We need all hands on deck to change this narrative.
- @jameschua_sg (0): @pgasawa @profjoeyg interesting read. as unsolicited feedback i think you'll get more readers if you expanded the doc in a tweet thread itself
willccbb 表示自己加入 Prime 之后一直在推动开放式后训练生态的发展，并发出招聘邀请，希望更多人一起把开放后训练路线做成主流时间线。
i joined prime shortly after to ensure that this is the timeline we end up in we've made tremendous strides in pioneering the modern ecosystem for open post-training, but there's still quite a long r…
受众观点：① 有人用“感谢你的服务”来致敬他在开放后训练生态中的贡献，表达强烈支持（@LatentLich, 1like） ② 也有人觉得加入团队“很诱人”，说明这条路线对从业者有吸引力（@LLMWildling, 0like） ③ 其他评论多是情绪化打 call，体现出圈内对开放路线的情感认同但缺少具体技术讨论（@alargemike, 0like）
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- @LatentLich (1): @willccbb thank you for your service man 🫡🐐
- @LLMWildling (0): @willccbb tempting
- @alargemike (0): @willccbb hell yeah
Hacker News 讨论 Hetzner 公布的标准化与价格调整公告，新开和扩容实例自 6 月 15 日起大幅涨价，而旧实例暂时按原价保留。
https://www.hetzner.com/pressroom/standardization-and-price-...
受众观点：① 顶层评论直接总结 Hetzner 从 6 月 15 日起对新建和扩容实例大幅涨价，并强调老订单仍按原价执行，说明大家首先关心的是具体生效时间和是否能被 grandfather（@tuhtah） ② 很多人质疑部分套餐价格翻倍的幅度，并追问背后原因，反映出对成本可预期性的强烈不满（@djxfade） ③ 还有评论抱怨缺乏过渡期、通知不充分，并指出这是继 18 天前讨论后的再次集中吐槽，说明这次调整对大量用户的预算和架构决策造成冲击（@memothon, @mdrzn, @ilioscio）
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- @tuhtah (0): Hetzner dramatically increased prices for new and rescaled instances starting 15th of June, 2026; 8 AM CEST. For orders placed before 15 June 2026, but delivered after 15 June 2026, the previous prices will apply.
- @djxfade (0): Anyone know why? Some of the tiers more than doubled in price, that's pretty insane.
- @memothon (0): Was this announced beforehand? How do you double prices for customers so abruptly with no transition period?
- @mdrzn (0): Previously discussed 18 days ago https://news.ycombinator.com/item?id=48306066
- @ilioscio (0): Wow this is a brutal price increase for a lot of plans, at least it appears old user instance prices are grandfathered unless you rescale them.
Hacker News 讨论一篇关于EPUB电子书标准与渲染实现的文章，围绕CSS兼容性、旧阅读器支持和Adobe等厂商的实现差异，延伸到文档格式向后兼容性的利弊。
Your ePub Is fine
受众观点：① 负责API或数据格式演进、需要兼顾新特性和旧客户端的后端工程师 ② 做开发者工具或内容平台、要长期维护文件/配置格式的独立开发者 ③ 对技术标准制定和实现差异如何影响终端用户体验感兴趣的工程师和产品经理。
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- @anenefan (0): The TLDR version is Abode supports backward compatibility ... and epub - * International Digital Publishing Forum* - is playing with a sprawling mess opting for the race to the top newest standards ... that always works so well and ensures the user base is always upgrading. I'm…
- @L-four (0): It's always CSS.
- @charcircuit (0): >but it can’t validate CSS against a renderer which is fundamentally broken! The epub standard doesn't say what version of CSS must be supported. There were no guarantees modern CSS would work so I wouldn't call the renderer broken.
- @tech234a (0): Adobe Digital Editions and RMSDK were recently sold to Wipro Engineering: https://helpx.adobe.com/enterprise/kb/eol-faq-adobe-digital-...
- @jwrallie (0): > When I started out, I dreaded the moment when I hit the validate button on my finished book after months of work, because it would always find something to cry about. I remembered one particular master student on the verge of tears trying to compile his LaTeX thesis draft, he…
Hacker News 讨论福克斯计划收购 Roku 的消息，用户担心这会破坏 Roku 作为中立流媒体平台的定位并进一步削弱美国反垄断监管。
Fox to buy Roku
受众观点：① 有人直接贴出 Fox 官方新闻稿和路透报道，说明受众在意一手信息来源和不同媒体的 framing 差异（@andrewla） ② 长期 Roku 用户表达强烈悲观，担心 Fox 作为内容方会在平台上偏袒自家服务，破坏原本的服务中立性，反映出对平台“自我优待”的普遍焦虑（@andrewla） ③ 其他评论则从反垄断角度感叹美国监管失灵，并调侃未来遥控器上可能出现 Fox News 专用键和政治化屏保，体现出对媒体集中度和舆论环境恶化的担忧（@lenerdenator, @baggachipz, @pickleglitch）
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- @andrewla (0): Some alternative sources - Fox PR: https://www.foxcorporation.com/news/corp-press-releases/2026... - Reuters: https://www.reuters.com/business/media-telecom/fox-buy-roku-...
- @lenerdenator (0): Further proof that antitrust is dead in the US.
- @andrewla (0): As a long-time[1] customer of Roku I am tentatively extremely pessimistic. I have always been unhappy with Roku's decision to get involved in streaming content at all, because it could potentially cut into their service-agnostic architecture. Bad enough in my mind that they had…
- @baggachipz (0): Time for the 'Fox News' button on the Roku remote. Truth Social tweets on your screensaver.
- @pickleglitch (0): So now the same corporation that owns Fox News is going to own Roku? No thanks. Guess it's finally time to switch to a custom Android TV box or Apple TV. Or roll my own, but I've tried that and found it pretty difficult.
Hacker News 上关于Iroh项目的讨论，围绕这个按键路由的P2P协议的定价模式、与Zenoh等系统的关系、多语言绑定以及实际应用场景展开。
Iroh 1.0
受众观点：① 在做分布式应用、需要跨节点同步状态或内容的后端工程师和独立开发者 ② 对IPFS等传统内容寻址方案不满意、在寻找更易用P2P协议的系统设计者 ③ 想在移动端或桌面应用里集成去中心化同步能力、但对Iroh等新协议了解不多的开发者。
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- @j4cobgarby (0): Doesn't it seem odd to have "Pricing" for a protocol that's meant to serve a similar function to IP addresses? Maybe I'm misunderstanding something.
- @Kinrany (0): I wonder if Iroh and Zenoh could/should be used together. The fundamental component of Iroh is p2p routing by key, and the main utility provided by Zenoh is message semantics. The two seem complementary.
- @Imustaskforhelp (0): Good for Iroh to have libraries within different languages. I think that with Kotlin support, the creation of some android/multi-platform gui apps can be made easier if they want to use Iroh.
- @dignifiedquire (0): hey, I helped make this :) will try to answer questions where I can
- @genpfault (0): C binding: [0] [0]: https://github.com/n0-computer/iroh-c-ffi
Hacker News 上有人提问是否有开发者已经把 Claude/GPT 完全换成本地模型作为主力编码工具，并分享各自的硬件配置和 tok/s 体验。
Has anyone here fully swapped Claude/GPT for a local model as their main coding tool, not just for side experiments? If so, please share your setup and performance (e.g tok/s)
受众观点：① 有人在 Apple M4 上跑 Gemma 4，发现 tok/s 明显低于云端，同时吐槽缺乏企业级工具帮助选型和部署本地 LLM，说明性能和运维门槛是主要阻力（@tumetab1） ② 也有人分享用双 RTX Pro 6000 跑 DeepSeek V4 Flash 的配置，强调虽然是推理模型但写代码很快，还会用 Pi 等其他系统做自动审查，体现出高端本地算力玩家的实践路径（@arjie） ③ 还有评论提到自己在高内存机器上跑 Kimi 2.6、GLM 5.1 等“全脂模型”写 SIMD 代码时表现远逊于云端模型，凸显复杂系统编程任务上本地模型质量差距（@HappySweeney）
展开评论
- @tumetab1 (0): Not yet, tried Gemma 4 on an Apple M4 but the tok/s is significant lower than the cloud offering. Also,the lack of enterprise tooling to help selected an appropriate model and tooling to run a local LLM does not help.
- @arjie (0): Not “local” and not interactive coding but sharing since it might be helpful. I have 2x RTX Pro 6000 Blackwell running DeepSeek V4 Flash. I get 160 tok/s raw but it’s a reasoning model. For my use case, I have it auto-write code and another system auto-review the code. I occasio…
- @HappySweeney (0): I have an optane and lots of ram, so I tried full-fat models for writing some function overnight, as I get about 0.7 t/s. My current go-to test is to update a scalar function to transpose a bit-matrix to one using avx512. the cloud models all play with that like its nothing. Kim…
- @kertoip_1 (0): Just attach OpenRouter to your coding agent tool and try yourself. All relevant open weight models are there. Every person have different needs and expectations
- @christkv (0): Waiting for this https://github.com/antirez/ds4 to stabilize for strix halo.
Hacker News 讨论一个名为 CrankGPT 的手摇发电驱动语音代理概念网站，以及其背后开源 edge_voice_agent 仓库。
CrankGPT
受众观点：① 有人吐槽原站点交互糟糕，直接贴出更易读的技术文档链接，说明受众对底层实现和文档体验很在意（@john_strinlai） ② 多数评论把它当成对“超级富豪掌控 AI 基础设施”的反讽，强调去中心化和不把算力完全交给精英集团的情绪（@SecretDreams） ③ 有人分享自己用划船机发电、想象给 LLM 供电的段子，说明大家乐于把这个概念延伸到更广泛的“体力换算力”脑洞场景（@kowbell）
展开评论
- @john_strinlai (0): instead of complaining about the website, which wouldn't be allowed, i am just going to link this much better reading experience instead: https://squeezlabs.github.io/handcrank/ (from the "technical documentation" link at the bottom of that... page thing)
- @SecretDreams (0): I watched the "is this real" video and I'm still* not sure if it's real lol. Regardless of this website presentation, the idea is sound and I'm behind it. We need to stop giving everything away to a hyper concentrated group of wealthy super elites that do not have our best inter…
- @Joe_Cool (0): I still prefer my Magic 8 Ball, it's less exhausting. But this is pretty cool.
- @hmokiguess (0): https://github.com/ktomanek/edge_voice_agent linked repo behind the concept
- @kowbell (0): My partner just got a rowing machine that offered "watts" as a unit of how hard you're going (like "calories" or "mph") and got me wondering if they made rowing machines that could slowly charge a battery, and how much I'd need to row to power one of them fancy newfangled M5 Max…
Hacker News 讨论 Anthropic 开源的 ClaudeForFoundationModels 包，让 Claude 通过苹果 Foundation Models 框架作为 iOS/macOS 上的标准本地 AI API 插件使用。
Apple Foundation Models
受众观点：① 顶层评论直接贴出 GitHub 仓库链接，说明开发者首先关心的是如何在项目里实际接入这个包（@_josh_meyer_） ② 有人详细解释 Foundation Models 是苹果在 iOS 27/macOS 27 推出的统一本地 AI 框架，这个包让 Claude 变成同一协议下的“云端高配档”，凸显大家对“一套 API 两档能力”的兴趣（@tonyoconnell） ③ 也有评论担心苹果借此把开发者锁进自家抽象层，未来切换到自研模型时让迁移更顺滑，反映出对平台锁定和中间层膨胀的顾虑（@daniel_iversen）
展开评论
- @_josh_meyer_ (0): the github repo: https://github.com/anthropics/ClaudeForFoundationModels
- @tonyoconnell (0): What it is Apple's Foundation Models framework (shipping in iOS 27 / macOS 27 this fall) is the standard Swift API for on-device AI — the same API Apple uses for their own small model. This package makes Claude plug into that same API as a drop-in swap. // Apple's on-device mode…
- @daniel_iversen (0): Is this Apple encouraging developers to go through their api abstraction layer to use LLMs so that when they launch their own (which I think we’ve heard they’ve been spending lots of money on training and might be somehow involved with Siri or current Apple AI?) that they can ea…
- @zkmon (0): Coding agent itself an imposed layer. Now they are adding one more layer? Many times I think of coding agent as the vendor supervisor from the body shops of the 90's who promise the customer everything under the sky and thrash the poor contractor to deliver. Coding agents consum…
- @gregman1 (0): So actually the most successful AI was OpenRouter Intelligence? Pronounced as OÏ.
Hacker News 讨论 Emacs 自带工具如 Dired、Org-mode 以及 Doom/Spacemacs 等发行版在长期使用中的稳定性和包依赖问题。
Even more batteries included with Emacs
受众观点：① 有老用户自嘲用了几十年 Emacs 仍然搞不懂 Dired，说明连资深用户对某些内置工具的学习曲线都颇有怨言（@tptacek） ② 另一位用户喜欢 org-mode 但抱怨 Doom/Spacemacs 升级后经常各种配置和包被搞坏，最后不得不放弃，凸显“更新即踩坑”的痛点（@buzzwords） ③ 也有人分享自己在 Doom Emacs 上体验相对稳定，并拿 Neovim 生态做对比，认为维护者在帮用户挡掉很多破坏性变更，反映出不同发行版在“护航用户”上的差异（@QwenGlazer9000）
展开评论
- @tptacek (0): I have been using Emacs since 1994 (Lucid!) and I still don't understand Dired.
- @buzzwords (0): I saw orgmode once and I really loved it. Used Doomed and spacemacs. But dear Lord, does everything break on updates and need fixing. I had to give up as I just don't think it's feasible for me to fix my emacs when I want to get some work done.
- @gnulinux (0): My 2 cents (I hope I don't offend anyone, and of course Emacs community is amazing). I've been using Emacs full-time since ~2010 but I must admit it's been more like part-time along with VSCode since ~2024. > This is largely a discoverability problem In my experience it's not a…
- @QwenGlazer9000 (0): All the other comments in this thread talk about emacs instability when that hasn't been the case for me. I'm on doom emacs, update once in a while, and everything mostly just works other than some color scheme weirdness I had to fix. I used to be on neovim, and that ecosystem c…
- @shevy-java (0): Emacs is a great OS. If you complement it with vim then you may have a working editor as well, provided you know how to exit from vim.
Hacker News 讨论 OpenRouter 推出的 Fusion 多模型融合推理，通过并行调用多个大模型再由裁判模型合成答案，以更高推理成本换取在深度研究类任务上的质量提升。
Openrouter Fusion API
受众观点：① 关注 Fusion 具体机制和基准测试结果，尤其是 Budget/Quality 预设在成本和效果上的位置（@andai） ② 关心在实际工作流里该怎么用，多人提到用来分析 markdown 规格、补需求漏洞这类高价值但 token 量不大的场景（@Havoc） ③ 质疑 7 倍时延、4 倍成本是否划算，认为这类方案更适合作为“只在关键任务上启用”的高端选项（@michaelbuckbee） ④ 好奇能否把类似融合技术搬到本地部署，通过多机并行流式输出再合并来提升自托管模型体验（@egeres）
展开评论
- @andai (0): Context: Surpassing Frontier Performance with Fusion https://news.ycombinator.com/item?id=48525392 And a slightly better UI here: https://openrouter.ai/fusion On OpenRouter's fusion API your request is routed to several models simultaneously and a judge model combines their answ…
- @Havoc (0): Interesting. Will definitely use this. One scenario I can see it working is writing markdown specs before the coding starts and analysing it for gaps. That’s so few tokens that throwing as much LLM against it as possible is worthwhile regardless of cost per million tks
- @egeres (0): I wonder if these fusion techniques could help to run better local AI by streaming tokens from multiple machines and combining them
- @michaelbuckbee (0): I ran a quick eval to see what this looks like qualitatively vs just calling Opus 4.7 or GPT 5.5 directly. As expected, Fusion was 7x slower and 4x the cost. This isn't a knock against it, just that it I think this places Fusion into a "use it only when you need it" category. ht…
- @eknkc (0): I opened the page and prompted it `Which 3d printer is the best`. I mean this is a stupid question but I was looking at some 3d printers so it popped into my mind. Seeing this log is interesting: https://link.ekin.dev/6RzYGGX7 It came up with a decent response but I guess Opus o…
一篇关于在家用服务器上自建 Open Code 等工具搭建“homelab AI”的博客登上 Hacker News，评论区围绕模型推理部署、GitOps 与 Docker Compose 以及通过 Discord 等渠道聊天访问代码库等细节展开讨论。
My Homelab AI Dev Platform
受众观点：① 有人关心内容审核机制，询问这类自建系统的代码编辑是否自动批准还是需要人工审核（@johnnytech） ② 一部分读者对标题预期落差较大，本来期待看到本地 GPU 和硬件架构细节，却发现更多是“如何用某某代码工具”的高层介绍（@fazgha） ③ 技术读者追问具体模型和推理方式，想知道 Open Code 背后跑的是什么模型、如何部署和扩展（@variety8675） ④ 有人分享自己类似方案，在 Proxmox LXC 上跑 OpenCode，并叠加 Kimaki 做 Discord 集成，实现用聊天甚至语音和代码库交互（@dlxfoo）
展开评论
- @johnnytech (0): Really cool! Do you autoapprove edits or do you approve manually?
- @fazgha (0): So first post in the blog, and it went directly HN frontpage. Then, I said homelab AI, I thought it's an interesting post about local GPU setup (and I am really interested in this topic).. but no, just another hype post about how to use whatever-code...
- @variety8675 (0): How do you run inference for Open Code? What models are you running
- @_def (0): I wonder how gitops is done with docker compose
- @dlxfoo (0): Im doing something very similar. Running my OpenCode on a proxmox lxc. I have an additional layer of Kimaki, which gives you Discord integration (hate it or love it). Chatting with your codebase (voice messages, too, if that’s your jam), is very very cool.
Typst 发布新版本，支持单文档多参考文献列表、改进 HTML/MathML 导出等功能，用户反馈其在程序化生成 PDF 和发票等场景大幅提升效率并节省成本。
Typst 0.15.0
受众观点：① 很多用户对 Typst 的整体体验极为正面，特别是这次支持单文档多参考文献列表，被认为是长期期待的学术写作能力补齐（@uniqueuid, @wps） ② 开发者关注 HTML 和 MathML 导出质量提升，认为这让基于 Typst 的网页文档、在线阅读体验更好（@thomascountz） ③ 有用户分享 Typst 在程序化生成 PDF 上已经帮团队省下成千上万美元，甚至有人调侃它“干掉了发票行业”（@lizimo, @vatsachak）
展开评论
- @uniqueuid (0): I have nothing but great things to say about typst, and this is my personal favorite from this release: "A single document can now contain multiple bibliographies"
- @thomascountz (0): HTML support just keeps getting better and better! Mathematical equations are now automatically exported to MathML (thanks to @mkorje)[1] [1]: https://github.com/typst/typst/pull/7436
- @wps (0): > A single document can now contain multiple bibliographies I have been waiting on this one for years now. Great work.
- @lizimo (0): Typst has probably saved us thousands of dollars generating PDF documents programmatically.
- @vatsachak (0): Typst killed the invoice industry
chddaniel 爆料称 Anthropic CEO Dario Amodei 正等待美国政府正式批准，才能重新向用户开放 Claude Fable 5 和 Mythos 5 模型。
JUST IN: 🇺🇸 CEO Dario Amodei is reportedly awaiting official sign-off from the U.S. government before re-enabling Claude Fable 5 and Mythos 5 for customers. https://t.co/muIYxe7VvU
受众观点：① 有人直接贴出新闻链接作为来源，帮助核实这条消息的可信度（@DannyIO, 77likes） ② 不少用户指责这是在靠情绪化爆料刷互动，认为这种 engagement farming 行为应该被平台限制（@frone128, 22likes；@2xlLite, 12likes） ③ 也有人半开玩笑地表示只要 Anthropic 这次“稳住”就会长期忠诚，反映出重度用户对 Fable 5 回归的强烈期待（@blue_square28, 15likes）
展开评论
- @DannyIO (77): @chddaniel Source : https://t.co/fVCdC6B5Hq
- @frone128 (22): @chddaniel Hes just engagement farming. Should be bannable offense
- @dawbuildsthings (21): @chddaniel Makes you wonder how many shares he tossed the big guy
- @blue_square28 (15): @chddaniel @AnthropicAI if you clutch I’ll be loyal forever
- @2xlLite (12): @chddaniel Whats your source? Your asshole?
robj3d3 抱怨 Claude Fable 5 下线已 66 小时官方仍无说明，表达强烈不满并预告即将发布相关视频。
It's been 66 hours since Fable 5 was taken down, and we haven't heard anything from anyone. I'm mad. You should be too. Dropping a video in the next hour.
受众观点：① 有人提醒不要过度情绪化依赖单一模型，认为把整个工作流押在一家前沿实验室本身就很危险，并建议用 GPT 等替代（@zntrading, 5likes） ② 一些粉丝在等他的视频，希望他持续发声直到模型恢复，体现出创作者在这件事上的带头作用（@Sayyidalijufri, 3likes；@oranahhX, 2likes） ③ 也有人调侃他对 Fable 的依恋程度，侧面反映出该模型在创作者群体中的粘性（@itskritix, 3likes）
展开评论
- @zntrading (5): starting to sound like one of the 4o mental patients, ledge.. it's just a model, by the dodgiest frontier lab. setting yourself up for disappointment if everything in your workflow is riding on anth not being dipshits. unless everything you do requires UI (even then just use opu…
- @robj3d3 (4): https://t.co/9jxBXIlIrC
- @Sayyidalijufri (3): @robj3d3 waiting for the video plz dont stop doing this until we got it back
- @itskritix (3): @robj3d3 Bro got so obsessed with Fable, like she was his girlfriend 😭
- @oranahhX (2): @robj3d3 Been 3 hours 👀
Aiden Bai 发布开源工具 React Security Doctor，支持通过 CLI 或 GitHub Actions 扫描并修复 React 应用中的安全漏洞。
Introducing React Security Doctor Fix security exploits in your React app Run as CLI. Fully open source npx react-doctor@latest https://t.co/jrb1J6dHU4
受众观点：① 作者补充说明该工具既可通过 npx 作为 CLI 运行，也能集成到 GitHub Actions，并强调完全开源，方便开发者评估和贡献（@aidenybai, 12likes） ② 有人关心演示视频制作本身，询问用了什么软件，说明 launch 物料质量也在吸引注意力（@m_newhaus, 2likes） ③ 也有开发者询问是否支持 React Native 组件，反映出移动端和跨平台场景对安全扫描的需求（@Kyriakos_Pelek, 0likes）
展开评论
- @aidenybai (12): Run as CLI or in GitHub Actions: npx react-doctor@latest Fully open source: https://t.co/APAcpkPWrB
- @m_newhaus (2): @aidenybai What program did you use to make the vid? It's so crisp
- @BenMacLaurin (1): @aidenybai its here!
- @Kyriakos_Pelek (0): @aidenybai Nice tool, does it handle React Native components?
- @MuninnAI (0): @aidenybai Hey, React Security Doctor is a sharp tool — love that it's fully open source. I'd be happy to make you a free launch social card for it, no catch. DM me if you want one.
robj3d3 发帖表示必须认真讨论 Fable 5 下架事件，并在视频中引用自己关于侧信道攻击的论文，强调限制防御者使用这类工具的潜在全球安全风险。
We need to talk about Fable 5. I'm angry. You should be too. https://t.co/PC89oL8dHO
受众观点：① 作者在评论中引用自己关于通过模拟计时侧信道攻击恢复嵌入式神经网络参数的论文，强调限制防御者使用强大模型会放大全球安全风险（@robj3d3, 8likes） ② 他补充贴出完整视频和资料链接，方便观众深入了解论据来源（@robj3d3, 4likes） ③ 有人从地缘政治角度猜测是国防部门不满而将其列入黑名单，表达对政府干预技术工具的不满（@DaExChef, 3likes）
展开评论
- @robj3d3 (8): Here's a line from my thesis titled "Recovering embedded neural network model parameters through emulated 'timing-based' side-channel attacks": "Side-channel attacks are of concern to embedded devices, where physical access leads to leakage information that can be used to extrac…
- @robj3d3 (4): The full video and links to my sources are here: https://t.co/ZoUSylWTqP
- @emanueledpt (4): @robj3d3 this video fixed my attention span super interested in this video and how you explain everything in the most simple way really congrats man
- @DaExChef (3): @robj3d3 DOD didn't get want they wanted so they blacklisted them. my 2 cents
- @oranahhX (3): @robj3d3 Yes I believe we should have access. Really like your point here.
ErnestoSOFTWARE 发了一张配图调侃，如果应用创业者现在不去读他分享的那篇“神文”，三年后会为此付出代价。
App founders 3 years from now because they didn't read this banger https://t.co/w3LjvOK2d2
受众观点：评论区尚无有效讨论或补充信息，暂时看不出具体受众关注点。
展开评论
- _无评论_
作者吐槽没人愿意看杂乱的 Excel 表格，分享先精简清理表格再用工具一键生成老板爱看的截图级演示文稿的实用方法。
Nobody reads your ugly Excel. Not even your boss. Here's how to turn it into slides they'll screenshot: Step 1. Clean your Excel. Delete every tab that doesn't matter. Empty sheets, hidden columns, o…
受众观点：① 很多打工人认同老板更爱简洁幻灯片而不是复杂表格，强调清晰故事比细节数据更重要（@itsthedonhashim, 1likes） ② 有人调侃从 Excel 迁移到 PowerPoint 才能让信息真正被看见，说明大家在寻找更高效的表达载体（@ducxopmmo, 0likes） ③ 评论里有人玩笑说还想要单元格边框等细节，反映出部分人仍执着于传统表格呈现方式（@ls_brd, 0likes）
展开评论
- @itsthedonhashim (1): @rubenhassid @rubenhassid yep, learned this the hard way. bosses love those simple, clean slides over cluttered spreadsheets every time 😂
- @alphabatcher (0): @rubenhassid I thought AI replaced Excel, huh
- @nrqa__ (0): @rubenhassid honestly story over sheet is the whole point
- @ls_brd (0): @rubenhassid "please put borders back on cells" guys not gonna like step 5
- @ducxopmmo (0): @rubenhassid Slide into PowerPoint, not Excel. Your message, clear.
作者批评只向美国公民恢复 Fable 这类模型访问的方案愚蠢，认为真正安全的做法是全球开放，否则既挡不住坏人也削弱防御方能力。
The absolute dumbest worst-case scenario out of this is restoring access to US citizens only. The people who want to do harm with these models will find ways around those restrictions. The safest thi…
受众观点：① 非美国用户担心如果 Fable 只在美国开放，自己依赖的项目会直接失去竞争力，感到非常沮丧（@essenciverse, 5likes） ② 有人认为按政治人物风格判断，很可能会选择最严格的限制方案，只给美国用（@emanueledpt, 3likes） ③ 也有人直言支持只对美国开放，觉得模型对外国人来说“太强大”，体现出明显的安全与控制焦虑（@ServiceHero515, 2likes）
展开评论
- @robj3d3 (13): Of course as a non-US citizen I am biased, but think about it logically. Traitors exist. It takes 1 US citizen to fly to China for the Chinese government to distill all of Fable's capabilities. Meanwhile you restrict the very best defenders such as @karpathy from accessing those…
- @essenciverse (5): @robj3d3 Fable revived a project i had given up on. It worked for 20 minutes and resolved things i was stuck on with all kinds of solutions for days. It was beautiful so really sad if this is us only. Basically means its over, i wont be able to compete
- @emanueledpt (3): @robj3d3 probably it's going to be the highest one knowing trump
- @ServiceHero515 (2): @robj3d3 No they are for sure going to restrict it to US only. It’s way too powerful for foreigners to be using.
- @_ArchyAI_ (1): @robj3d3 I hope they remind trump of one small detail… https://t.co/aP3tKbMzW0
作者分享职场导师的建议：获得上下级尊重相对容易，最难的是赢得同级同事的认可，而自己经过一年努力终于被同行肯定。
a year ago my architect told me “it’s easy to gain the respect of people below you on the org chart and the people above you but the hardest are your peers. work on that.” couple months ago he said “…
受众观点：① 有人认同同级同事的尊重最难获得，因为没有权力关系，只能靠真实能力和好合作的态度（@codetopeople, 1likes） ② 也有人表示这是很好的建议，准备记住并应用在自己的职业发展中（@gossipaddress, 1likes） ③ 部分评论则以玩笑方式回应，说明大家对“建筑师”称呼和场景有共鸣，也愿意把这类建议当轻松故事来转发（@SuppDiggyDawg, 0likes）
展开评论
- @codetopeople (1): @VicVijayakumar Agreed! Peer respect is the hardest to earn because there's no authority dynamic to lean on. You have to actually be good and easy to work with.
- @gossipaddress (1): @VicVijayakumar this is good advice, going to remember it
- @neeraj (1): @VicVijayakumar Very true… and well done! 👏🏽
- @SuppDiggyDawg (0): @VicVijayakumar Were you on a conference call when he was scoping out your house extension or something?
Hasan 吐槽自己投放的 Google Ads 带来 32 次点击却 0 注册，引发一大串关于投放设置、流量质量和机器人点击的讨论。
should I just quit google ads at this point..? 🤔 so weird 32 clicks = 0 signups. https://t.co/t8R16kfqp5
受众观点：① 有人指出要么定向太宽要么太窄，建议先优化受众和出价策略再继续烧钱（@levylegato, 2likes） ② 有人怀疑点击可能是机器人流量，提醒关注流量来源和质量（@woocassh, 1like） ③ 也有评论从出价策略、展示网络垃圾点击、落地页问题等角度给出具体排查建议，体现出大家对投放实操细节很感兴趣（@yashjain10k, 1like；@wicksunlimited, 1like）
展开评论
- @levylegato (2): @HsanC_ You're either targeting too broad or too narrow, DM me a screenshot of your setup + url, I'll have a look at some point in the day. No use in throwing budget at Google like this, you won't even get proper insights.
- @woocassh (1): @HsanC_ what if ... it's BOTS?! 👀
- @arthuryuzbashew (1): @HsanC_ How many sales made ?
- @yashjain10k (1): @HsanC_ Hi Hasan, what bid strategy are you using? Also do check where the clicks are coming from. A lot of junk clicks come from the google display network.
- @wicksunlimited (1): @HsanC_ cpc too high let’s see the landing page
作者用开源软件比喻，吐槽把 Fable 这类模型从全球下线只给美国修 bug 的做法，本质是试图靠“闭源”来解决安全问题。
No shit. This is like realising your open source code has bugs in it and making it closed source while you fix it.
受众观点：① 有人拿战斗机类比，认为这是在防止先进技术落入外国之手，但也承认对普通用户体验很糟糕（@overton_stuff, 1likes） ② 有人举例说有人在中国开很多账号被封，说明平台已经在做地理和滥用风控（@jakkvega, 1likes） ③ 也有人调侃这是“靠保密实现安全”的极端做法，质疑这种策略的长期有效性（@bygregorr, 0likes）
展开评论
- @m_zokov (1): @robj3d3 Rob this is for you lol https://t.co/heyJEdjZ4a
- @overton_stuff (1): @robj3d3 I feel like this is more like the F-22, the US is trying to safeguard domestic tech in foreign hands. Sucks for the consumer though..
- @jakkvega (1): @robj3d3 one guy on reddit had 20 accounts, complaining that he had been blocked every time he tried to add more, and conveniently left out the fact that he was geolocated in china.
- @notjazii (1): @robj3d3 deep seek has been quite for while now
- @bygregorr (0): @robj3d3 security through obscurity speedrun
Hasan 想加大自己 SaaS 的 SEO 投入，询问是否值得订阅 Ahrefs 以及 Lite 套餐是否足够，引来大量关于 SEO 工具选择和替代方案的建议。
I want to invest more in my SaaS SEO. Do you think an Ahrefs subscription makes sense? 🤔 If yes, is Lite plan enough? https://t.co/8qa0FIwUNq
受众观点：① 有人认为 Ahrefs 订阅费用比某些专门的 outrank 工具还划算，从性价比角度支持购买（@tibo_maker, 3likes） ② 有用户分享自己用 30 美元档位就能完成关键词研究和竞品分析的经验，并表达想支持独立开发者工具的倾向（@vinicsr, 3likes） ③ 多条评论推荐替代产品或试用链接，说明大家对“哪款 SEO 工具适合小团队”这个问题非常关心（@adamc0dez, 2likes；@danshipit, 2likes）
展开评论
- @tibo_maker (3): @HsanC_ less than an Outrank subscription imo
- @vinicsr (3): @HsanC_ The $30 plan was enough for me to do some keyword research, and competitor analysis. Did you consider any tool from a small company or solo founder? As much as I like ahrefs, I'd like to support someone from the indie hacker community next time.
- @emillyhumphress (2): @HsanC_ Lite is more than enough to get started.
- @adamc0dez (2): @HsanC_ Try the 3 day free trial on https://t.co/Oc64QB5tHc, it gives you a seo stats like kws you're ranking for, ai visibility, and a content writer we've put a lot of effort into https://t.co/WWtiHeAQhS
- @danshipit (2): @HsanC_ Before you do this, check out this 👇 On top of keyword + competitor + backlinks data, you get access to GSC analytics and can use everything in Claude code https://t.co/8NCsln1Gb7
开发者称 Lovable 现在非常强大，但希望加入原生 backlog 或任务列表功能，而不是用仓库里的 md 文件管理待办。
Lovable is immensely powerful now, actual next-level stuff @antonosika can you add a first-class backlog feature (or at least task list) so we can ask it to defer stuff without having to maintain md…
受众观点：① 使用 Lovable 等 AI 编程工具的独立开发者，关心如何把零散想法和待办变成可执行 backlog ② 正在设计自己产品任务系统或队列机制的 SaaS/AI 工具开发者。
展开评论
- @antonosika (0): @fedjabosnic thanks for feedback Fedja we're adding queueing of prompts, does that help? if not, what's the problem with md files?
- @outreachguyai (0): @fedjabosnic @antonosika This is exactly the tradeoff with tools. Powerful — but still another thing to manage. Most founders don’t need *more* features. They need outcomes without touching the dashboard. That’s why done-for-you > DIY tools for growth.
- @themirrowai (0): @fedjabosnic @antonosika @antonosika Lovable is actual next-level stuff. 🔥 Can we get a native backlog/task list? 🛠️ Managing .md files in the repo for "todos" feels outdated. Asking the AI to 'defer' tasks directly to a UI list would keep the vibe flowing!
- @DavidXoutreach (0): @fedjabosnic @antonosika A native backlog in Lovable would streamline things nicely. Solid suggestion. Sent over a message. Wondering if you’ve read it yet in your message requests ?
- @outreachguyai (0): @fedjabosnic @antonosika This is exactly why done-for-you beats tools. Powerful software still needs *management*. Same on X: tools are cool, but founders don’t want another backlog. They want results handled. That’s why we fully run accounts.
独立开发者展示自己做的绘画用人体姿势参考应用 HAELE 3D，可自定义姿势、光照和多种解剖模型并征求是否会购买。
I am an indie dev working on an anatomy pose reference app for artists. - Create custom poses - Customize the lighting - Switch between various anatomy models Would you use this for drawing? It is ca…
受众观点：① 做设计、插画相关工具的 indie dev，关心如何在小众垂直领域找到合适的商业模式 ② 普通独立开发者，希望学习通过功能演示 + 明确问句来验证需求和收集定价反馈的发帖打法。
展开评论
- @haele3d (553): Switch between realistic human and simplified body models. Explore the skeletal and muscular systems. Use props and edit the lighting. Wishlist it here: https://t.co/DEMz2Umfot
- @AmbroseBoaBowie (159): @haele3d If i need to buy it, fine. But there better not be a monthly subscription with different levels. People can hardly afford to live as it is and every other art program like this thinks it can afford to charge 50 a month for a niche idea
- @p_u_p_i (131): @haele3d My life would be yours ige, this looks incredible
- @IndieGameJoe (34): @haele3d "the indie game joe effect" this is really cool btw!
- @CrazyPhilDerp (32): @haele3d This is something that certainly has my attention. Has a lot of potential. I'm constantly web searching for poses and references, so I would use this. As long as it's not too complicated or a big memory hog on a computer.
账号介绍一款名为 Slayblade 的陀螺战斗 Roguelite 独立游戏，强调收集零件、赌午餐钱和拯救城市等玩法并询问是否会玩。
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 做游戏或消费级应用的 indie dev，希望学习如何用一条推文讲清核心玩法和世界观 ② 想通过内容分发为自己产品引流的开发者，关注什么样的 pitch 能带来 wishlist 或点击转化。
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- @IndieGameJoe (217): "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 (37): @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 (32): hey all, as always, for more cool indie game discoveries, feel free to follow @IndieGameJoe :)
- @echo_2137 (24): @IndieGameJoe Why does everything need to be roguelike/roguelite
- @HazTwitAcc (12): @IndieGameJoe https://t.co/12W7HCQEWI
推文讲述一名男子因 AI 错误人脸识别被当成诱骗儿童嫌疑人而起诉多家执法机构，质疑这种高置信度误判的危险性。
This is horrifying Man is suing multiple law enforcement agencies over a wrongful arrest Artificial intelligence was used and it falsely identified him as a suspect trying to lure a child to a restau…
受众观点：① 关注 AI 安全与合规的开发者和产品经理，思考哪些场景必须有人类最终决策 ② 使用人脸识别、推荐或风控模型的团队，希望了解如何在产品层面暴露不确定性而不是给出“93% 匹配”这类容易被误解的数字。
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- @Artofwar__ (209): @WallStreetApes And here we go... https://t.co/PEzuHuhCXL
- @Geowizardless (78): @WallStreetApes AND now we have moved from innocent until proven guilty to the innocent having to prove their innocence
- @JimmyFalk_55 (57): @WallStreetApes Add... How the Criminal Justice System can actually be your worst enemy...When they want to get ANYBODY...They will find a way...Just or Not. Take heed. Interview of John Kiriakou https://t.co/gf38Wik3kf
- @OhioPatriotme (15): @WallStreetApes OMG. He is no way a 93% match. Just look at the dam pictures, Police Officers. Clearly different looking than the alleged perp. AI should never have the final say.
- @florintruth (15): @WallStreetApes The real Criminals is AI,and the people in law enforcement who are use it.
推文称苹果将更新 Siri，让 AI agent 能读取手机上的消息、邮件、照片等几乎所有内容，引发对大规模隐私监控的担忧。
Apple is releasing an update to Siri that will allow their AI agent to read every part of your phone This includes your messages, email, notes, files, photos, calendar, app content and more This is f…
受众观点：① 关注隐私和安全的开发者，尤其是在做个人助手类应用或浏览器扩展 ② 普通技术用户，想知道哪些设置可以降低被过度数据收集的风险，以及如何评估一款 AI 助手是否值得信任。
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- @Kelly4Info (140): For the brain deads who think this is just apple , stop making yourselves look like bacon strips all of them do this only it’s about to get worse———— you techie addicts born with phones in your mouths lmfao these devices with draws are going to be like the crack addict who can’t…
- @AmericanHoodE (125): @WallStreetApes Blasting digging through your privacy does not equal a free country. https://t.co/XHGyFJsRfn
- @oldestguy72 (87): @WallStreetApes I seriously doubt that they haven't been gathering information about us already.🤔
- @SemperFi0101 (73): I’ve had my Siri off for over a year now. I didn’t trust it after I read about other apps as well. I actually turn of my cellular data on everything unless I need it. I don’t save anything to the cloud and it’s completely disabled. I haven’t used WiFi in a couple of years. Peopl…
- @Paradigm0623 (73): @WallStreetApes @elonmusk where is the Tesla phone? We need it now. https://t.co/EIPHOfuCZe
Ollama 宣布基于苹果 MLX 框架优化，在 Apple Silicon 上大幅提速，可更快运行 OpenClaw 等个人助手和 Claude Code 等本地编码代理。
Ollama is now updated to run the fastest on Apple silicon, powered by MLX, Apple's machine learning framework. This change unlocks much faster performance to accelerate demanding work on macOS: - Per…
受众观点：① 使用 Mac 的开发者和 indie dev，希望在本地跑 LLM 做助手或代码补全 ② 正在评估自建推理 vs 云端 API 的团队，关心成本、延迟和部署复杂度的权衡。
展开评论
- @ollama (337): This results in a large speedup of Ollama on all Apple Silicon devices. On Apple’s M5, M5 Pro and M5 Max chips, Ollama leverages the new GPU Neural Accelerators to accelerate both time to first token (TTFT) and generation speed (tokens per second). note: test was conducted on us…
- @lucatac0 (26): @ollama wow MLX & NVFP4 support? ❤️🔥
- @ivanfioravanti (21): @ollama YES!!!!!!!! Thanks team! I'll benchmark this like crazy and send feedback!
- @aduermael (20): @ollama Awesome! Can't wait to try this with herm! (https://t.co/DhvOgb0yn3)
- @SMT_Solvers (8): @ollama I already switched to raw llama.cpp
推文用夸张标题宣传 AMD CEO Lisa Su 展示的一台午餐盒大小 PC，现场运行 2350 亿参数模型，对比英伟达高价 AI 方案。
🚨 SHOCKING: LISA SU’S $1,499 LUNCHBOX ANNIHILATES NVIDIA’S $4K AI BEAST! AMD CEO Lisa Su walked on stage, held a lunchbox sized PC in one hand, and ran a 235 billion parameter model live. No data cen…
受众观点：① 想在本地或边缘设备部署大模型的开发者，评估是否需要昂贵 GPU 还是小型 APU 即可 ② 关注 AI 基础设施投资的 indie dev，希望理解硬件宣传背后的实际性能和性价比。
展开评论
- @SebAaltonen (73): @BrooksWhaleX This is a 1.5 year old system. And it costs over $3000 today with 128GB RAM. Similar price to Nvidia's DGX Spark 128GB. Nvidia has slightly faster GPU. They have competitive pricing. AMD is slightly cheaper but also slightly slower for AI workloads. Nothing shockin…
- @TheAIShrink (37): @BrooksWhaleX Lunchbox PC running 235B params. It’s not a computer. It’s a demo unit that will overheat if you look at it sideways.
- @AiwithYasir (14): @BrooksWhaleX @oliverkaneAI Impressive demo by Lisa Su! The GMKtec EVO-X2 with Ryzen AI Max+ 395 shows how far APUs have come for local AI workloads. Great to see compact, cost-effective hardware challenging traditional GPU setups. Looking forward to broader availability.
- @BainterSAT (10): @BrooksWhaleX 1) You’re comparing apples to oranges 2) Price comparison is completely wrong. Clickbait.
- @databoursefr (9): @BrooksWhaleX This woman is one of the best CEO of the planet, my biggest position is AMD, because I trust her, so far I am quite happy ^^
Mastercard 发布面向 AI agents 的 Agent Pay for Machines 方案，让机器在后台自动完成大规模支付，并联合 Polygon、Coinbase、Stripe 等 30 多家伙伴搭建治理和信任框架。
As AI agents begin to act, payments move into the background — at machine speed and massive scale. Today we’re introducing Mastercard Agent Pay for Machines — bringing structure, governance, and trus…
受众观点：① 关注 AI agent 商业化、希望让代理自动下单和支付订阅费用的独立开发者 ② 做跨境支付、SaaS 计费或 Web3 相关产品、需要理解传统卡组织如何进入 agent 支付的新一代支付从业者 ③ 想跟踪大厂在 agent 生态布局、寻找潜在集成机会的 API 工具和基础设施开发者。
展开评论
- @Mastercard (403): Partners: @0xPolygonEco, @aave, @Adyen, @Alchemy, @Anchorage, @Ant_Intl, @basistheory, @BVNKFinance, @catena_labs, @Checkout, @Cloudflare, @coinbase, @CoinflowLabs, @crossmint, @getpayos, @GlobalPayInc, @Lovable, @moonpay, @Nevermined_ai, @okx, @raincards, @Ripple, @stripe, @t54…
- @okx (109): @Mastercard The future of payments will be autonomous, programmable, and always on.
- @0xPolygon (97): @Mastercard Polygon 🤝 Mastercard
- @wallstreetbets (66): @Mastercard x402 everything
- @Filecoin (50): @Mastercard Every agent payment needs a record that stands on its own, outside the platform that processed it. Machine payments need audit trails that can be checked later by someone else.
minchoi 感叹 Claude 新增 Voice mode、Agent Teams、38+ Connectors、Cowork Projects 等一整套功能后，原本的开源代理框架 OpenClaw 像是被官方产品全面碾压。
RIP OpenClaw 💀 Claude now has > Voice mode > Agent Teams > 38+ Connectors > Cowork Projects > Scheduled tasks > Plugin Marketplace > Persistent memory > 1M Context window >…
受众观点：① 正在用 OpenClaw、LangGraph 等开源框架搭 agent、纠结要不要迁到 Claude Agent Teams 的开发者 ② 想用 Claude 做多代理协作、自动化工作流，但还没搞清楚具体功能边界的工程师 ③ 关注“闭源平台 vs 开源自托管”长期博弈、需要做技术路线规划的独立开发者和小团队负责人。
展开评论
- @Umesh__digital (88): @minchoi OpenClaw is still preferred due to its open source nature. Claude is vendor specific and bound. less flexible.
- @biggie2309 (44): @minchoi It is really unbelievable how much these guys ship from day to day 😍😍😍
- @morganlinton (27): @minchoi @TLDInvestors Not RIP OpenClaw, can’t compare closed source to Open Source…
- @zacodil (15): @minchoi I feel like everyone praising Claude right now is either incredibly lucky or just not actually using it for real work. The usage limit evaporates as soon as you start using it. https://t.co/ar2ANBgW2q
- @Zer0Wav3s (12): @minchoi OpenClaw can do everything on that list and more with the right setup. the difference is it runs on your infrastructure, with your models, and it doesn't stop working when a subscription changes. open source doesn't die, it just keeps going
AnatoliKopadze 分享一位 Google Cloud 工程师用 Claude 在 26 分钟现场从零搭建并部署完整应用的演讲，强调这比花钱上所谓“vibe coding”课程更有价值。
A Google Cloud engineer just showed how to build a full app with Claude from scratch he spent 26 minutes live on stage doing what most teams take weeks to do worth more than any $500 vibe-coding cour…
受众观点：① 想用 Claude 辅助从零搭建 Web 应用、但还停留在聊天玩具阶段的独立开发者 ② 正在评估 AI 代码助手是否真的能缩短从 idea 到上线周期的工程师 ③ 对 Google Cloud + Claude 组合感兴趣、希望找到实战路径的新手创作者和技术博主。
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- @0xCodez (4): @AnatoliKopadze I’ve already started building my team of agents, bro. By the way, this video and article make it clear how to build it correctly. Thanks for sharing.
- @harry_dh1f (4): @AnatoliKopadze The biggest startup of the next decade might be one person and an army of agents.
- @Argona0x (3): @AnatoliKopadze good guide I wrote my agent in exactly the same way, with a post I found on X
- @0xMovez (2): @AnatoliKopadze One of the best speech. Thanks for the share
- @Arslandev97 (2): @AnatoliKopadze Claude builds what teams take weeks.
Easycompany333 推荐一支不到两小时的 Codex + GPT-5.5 官方课程视频，系统讲解技能配置、插件使用、多任务并行和自动化工作流，把 Codex 从聊天窗口变成持续干活的开发系统。
Open AI 曾官方点名的Codex 视频 值得收藏，不到 2 小时，把 Codex + GPT-5.5 这套组合讲得很实： - 技能怎么配。 - 插件怎么用。 - 自动化工作流怎么搭。 - 多任务怎么并行跑。 - 以及最关键的，怎么把 Codex 从一个聊天窗口，变成一个可以持续帮你干活的开发系统。 https://t.co/VRm7TCbram
受众观点：① 想把 Codex 和 GPT-5.5 用在真实开发工作流里、而不是只当聊天助手的工程师 ② 希望用 AI 批量处理多任务（多页面、多脚本、多实验）的独立开发者 ③ 对“AI 驱动开发系统”感兴趣、想从官方课程入手搭建自己自动化流水线的技术创作者。
展开评论
- @shiang_chou (20): 感謝分享，另外也找到原本影片來源給大家參考 1.Codex 基礎教學（00:00–35:26)：實用技巧：Search（CMD+G）、Steering vs Queueing、mini-window 並行作業、skill creator 提示詞提升建立成功率。 2.多任務並行實作（35:27–結束）：用 Markdown 規劃 6 個並行任務（iOS App、Landing Page、Launch Video、Investor Deck 等 3.來源： Codex Full Course 2026: The NEW Best AI Coding Too…
- @kaku68998656 (2): @Easycompany333 @grok 给我视频出处
- @php_martin (1): @Easycompany333 并行那套才是剩下来的关键，单窗等跑完太亏了👉 https://t.co/grZYNjUmt1
- @AIIncomeLa (1): @Easycompany333 Most people underestimate this point.
- @BenjaminLiu521 (1): @Easycompany333 @grok Where is the original source of this video?
Coinbase 推出“Coinbase for Agents”，为 AI agent 提供独立账户以在设定护栏下自主交易、管理投资组合，并通过 x402 支付数据和研究工具费用，宣称代理金融时代已到来。
Meet Coinbase for Agents. Give your agent its own account to: → Execute trades & manage your portfolio → Run autonomously under guardrails → Pay for data & research tools via x402 (coming nex…
受众观点：① 想让 AI agent 自动执行加密资产交易或投资组合再平衡的独立开发者 ② 做量化工具、交易机器人或数据 API、希望接入 Coinbase 生态的新产品开发者 ③ 关注“agentic finance”趋势、需要理解账户模型和合规边界的 Web3 和金融科技从业者。
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- @coinbase (85): More on how to get your agent setup today ↓ https://t.co/5WInUcrVps
- @Altcoinist (39): @coinbase - babe, where is the rent money? - it wasn't me. it was my agent....
- @AerodromeFi (25): @coinbase Based
- @WalrusProtocol (22): @coinbase Agentic finance needs agentic memory. Otherwise every trade is a cold start. 🦭
- @Amy787 (8): @coinbase @J0se Coinbase leading the way integrating AI…
IndieDevHailey 介绍 GitHub 上快速走红的开源视频编辑器 Clypra，基于 Tauri+React+TypeScript，主打在本地免费提供类似 CapCut / 剪映 Pro 的高级功能并支持跨平台原生性能。
看到这个，我默默取消了剪映订阅… Clypra，GitHub 上快速崛起的开源视频编辑器。 用 Tauri + React + TypeScript 打造，专注把 CapCut / 剪映 Pro 的付费高级功能全部本地免费化。 跨平台（macOS/Windows/Linux），FFmpeg 驱动，原生性能。 以前： https://t.co/U92UuGlgyV
受众观点：① 频繁剪视频、但不想长期被 CapCut / 剪映 Pro 订阅绑定的独立开发者和内容创作者 ② 对 Tauri+React+TypeScript 打造跨平台桌面应用感兴趣的前端工程师 ③ 想在本地搭建“AI + 开源剪辑器”工作流、兼顾隐私和成本的技术用户。
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- @IndieDevHailey (39): https://t.co/7TbZdTbAeg
- @TerryJxc (32): @IndieDevHailey 想最像 CapCut 的体验 应该优先 OpenCut（浏览器秒开，最接近）。 想要稳定、可长期用的桌面工具 选Shotcut（轻量首选）或 Kdenlive（功能党首选）。 Clypra 本身 可以继续 Star 关注，它轻量+原生桌面是优势，未来 PR 社区迭代可能会追上来，但短期内不是最优生产方案。
- @Validate_QA (9): @IndieDevHailey clypra's still early, missing a bunch of jianying's export and effect polish that paid users rely on daily
- @baibaida (4): @IndieDevHailey 开源把付费墙一个个拆了 最近这种越来越多 不过视频编辑这种 本地跑得顺不顺才是命门 你用下来导出速度和稳定性 比剪映差多少
- @baibaida (3): @IndieDevHailey 本地化+免费这套最戳我的其实不是省钱 是素材不用传云端赌隐私 现在剪点东西都怕被拿去训练模型... 就是开源剪辑器我之前试过两三个 上手快 稳定性总差一口气 这个导出大文件扛得住吗
作者分享两个开源仓库，把A股和美港股的免费行情与基础数据整合成统一数据仓库，并封装成适配Claude和GPT等Agent的Skill，免去自己写爬虫和对接多家数据源。
终于有人把 A 股 + 美港股 免费数据源彻底打通了！ 两个极其硬核的GitHub开源项目，把原本散落在几十个源头的原始数据源，全部整合成一套 AI 直接能用的完整数据仓库。 从此，彻底告别繁琐的接口对接、反爬虫折磨和昂贵的数据费。封装成 Skill，直接让你的 Claude / GPT等agent https://t.co/JFvzNv4voF
受众观点：① 想做量化回测或交易助手、但不想为行情API付费的独立开发者和量化爱好者 ② 正在搭建多源金融数据仓库、需要解决反爬和接口碎片化问题的后端/数据工程师 ③ 想把股票数据接入Claude/GPT Agent，做投研助手或自动报告生成的AI产品开发者。
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- @BTCqzy1 (17): 安装方式（两仓库可同时安装，互不冲突）： 方式A 1️⃣ 安装基础依赖： pip install requests pandas numpy mootdx tqdm httpx python-dotenv 2️⃣ 下载 Skill 文件（直接塞进 Claude 脑子里）： mkdir -p ~/.claude/skills/ # 下载 A股 Skill curl -o ~/.claude/skills/a-stock.md https://t.co/VLPggvCT2z # 下载 美港股 Skill curl -o ~/.claude/skills/g…
- @QT9277 (2): @BTCqzy1 这波操作直接封神，量化党狂喜！
- @user82008200 (1): @BTCqzy1 請問用美股港股可安裝在 hermes agent 嗎？
- @No_tariff3 (1): @BTCqzy1 整理了a股和美股确实挺方便的
- @0xInChain (1): @BTCqzy1 谢谢老师！马上开玩！
作者引用Karpathy的观点，强调大部分AI工具和教程几个月内就会过时，真正长期积累的是上下文工程、工具设计、编排子Agent模式、评测纪律以及以MCP为协议层的整体“harness”架构。
🚨 Karpathy was right. He warned that 90% of AI advice dies in 6 months. Spoiler: most tools won't even survive 90 days. What actually compounds? > Context engineering > Tool design > Orchest…
受众观点：① 正在做AI Agent产品、需要在快速迭代中保持架构可持续的独立开发者 ② 在公司里负责AI平台或开发者工具、需要说服团队投资在评测和harness基础设施上的工程师 ③ 被各种新模型和工具淹没、想搞清楚哪些能力值得长期学习和沉淀的AI从业者。
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- @notjazii (2): @DataChaz he's the real one, gonna read it tonight thanks for sharing
- @arulPrak_ (2): @DataChaz Worst time ever to build dev tooling or knowledge tools
- @ViceSol (1): @DataChaz Adding this to my 'Watch Later' playlist alongside 450 other 'essential 40-minute AI agent videos' that I will absolutely, definitely watch this weekend (I won't)
- @xavierlois (1): @DataChaz Wasn't this Karpathy speech 6 months ago?
- @nrqa__ (1): @DataChaz I keep coming back to this, the model matters less when the harness is weak
作者讲述一位开发者因Claude Code十天被收170美元账单，转而买Mac主机本地跑qwen 3.6 14B模型，通过Ollama等方案以每月约3美元成本获得类似Claude Code的本地编码体验。
YOU CAN RUN CLAUDE CODE FOR $3/MONTH, AND NOBODY IS TALKING ABOUT IT. A developer got a $170 claude code bill in 10 days, and someone in the comments ended his subscription forever. He bought a Mac m…
受众观点：① 因Claude/GPT代码助手账单压力大、在考虑自建本地模型环境的个人开发者 ② 想在团队内搭建私有代码助手、但对成本和性能权衡没有直观概念的技术负责人 ③ 对Qwen等开源模型在真实编码场景表现感兴趣、想看具体配置和实践建议的AI工程师。
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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
- @humzaakhalid (3): Here is the exact link for your claude kit: (mistakenly added the wrong link) https://t.co/8xBkHvJp1o
- @HansJ28056676 (3): @humzaakhalid “https://t.co/VFBYkmw7js” is a 404 !
- @davidpladel (3): @humzaakhalid Not today https://t.co/lVQvZPiw1k
作者在Codex黑客松上做了一个MCP连接器应用，把本地开发环境暴露给ChatGPT，让GPT-5.5 Pro负责规划和交接，再由Codex执行，从而在Codex限流下继续高效开发。
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 正在大量使用ChatGPT/Codex写代码、对限流和上下文管理感到痛苦的独立开发者 ② 想把本地IDE、测试环境与云端大模型打通、构建自动化开发流水线的工程师 ③ 对MCP生态和“orchestrator-subagent”模式感兴趣、想看真实落地案例的AI工具开发者。
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- @wshxnv (20): i'm going to sleep now, will launch it tomorrow until then keep using codex on 1x rate limits 😅
- @jxnlco (15): @wshxnv great use of freewill!
- @unybigk (8): @wshxnv We already have oracle from @steipete https://t.co/Ttl3HBGOgX
- @bhavikbuilds (4): @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
- @CassianLabAi (3): @wshxnv It's definitely something I've always wanted to do.
作者展示Liquid的MCP连接器如何通过粘贴一个URL，就把Claude变成实时市场分析师，一次性接入标普500、纳斯达克100、黄金、比特币和布伦特原油的资金费率、持仓和杠杆等数据。
🚨THIS GIRL JUST TURNED CLAUDE INTO A LIVE MARKET ANALYST BY PASTING ONE URL!! Liquid's MCP connector feeds Claude live funding rates, open interest, leverage limits, and crowd positioning across S&am…
受众观点：① 想做量化或加密交易助手、需要把多家交易所和资产数据接入大模型的独立开发者 ② 在金融机构或交易团队里探索“AI研究员”形态、关注数据接入和合规问题的工程师 ③ 对MCP在高频数据场景下的可行性和架构设计感兴趣的AI基础设施开发者。
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- @scalar_field_ (7): @0xCristal Nice use case tbh!! But if you are a normie, you could use Scalar Field by just entering your thesis, and our whole infra is there to make it happen, with backtesting and optimisation so you can perfect it.
- @0xwhrrari (2): @0xCristal one connector url turning claude into a market desk is pretty slick
- @shmidtqq (2): @0xCristal honestly might be the most practical ai use case i've seen
- @tonitrades_ (1): @0xCristal Real question: isn't this just a fancy dashboard? Traders had multi-feed terminals for decades. The upgrade is Claude can explain what it means, not just show numbers.
- @whemohere (1): @0xCristal I hope this video makes my $20 worth it lol
一位程序员吐槽公司因为预算削减大幅下调 Copilot 和 Claude 配额，团队重新回到“无 LLM 时代”手动啃遗留代码，但也发现自己仍能独立完成工作。
Recently, my organization downgraded our Copilot/Claude plans because the budget was getting out of hand. Now, we can barely "vibe code" anymore. We have to do all the heavy lifting—analyzing legacy…
受众观点：① 有人调侃楼主像是在替 Sam Altman 做宣传，反映出社区对 AI 相关叙事里水军和公关的敏感（@No_Feedback_1549, 351likes） ② 高赞评论强调 AI 真正价值在于阅读和理解代码、文档与调研，而不是单纯写代码，并建议优先把额度用在这些高杠杆任务上（@durable-racoon, 234likes） ③ 也有人质疑公司连每月多付 200 美元给工程师用 AI 都不愿意，折射出企业对 AI 投入回报的分歧（@Alive_Technician5692, 61likes） ④ 有评论提醒要警惕 AI 话题下的宣传机器人，说明社区对舆论被操控的担忧（@llelouchh, 50likes）
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- @No_Feedback_1549 (351): Nice try Scam Altman
- @durable-racoon (234): First: stop using AI to write reddit posts, those are tokens that could've been spent on coding tasks. this is the highest-value move you can make right now. Beyond that, the majority of the lift AI provides is in reading code not writing code. Analyzing codebases, reading and s…
- @Alive_Technician5692 (61): Your company is unable to pay $200 per engineer more a month?
- @llelouchh (50): Be careful of the propaganda bots. They are swarming all the AI subreddits.
- @throwaway3113151 (43): Wonder if this is some bot trying to shift sentiment or something?
一位开发者分享自己仍主要用传统IDE和少量AI辅助，不愿给 Cursor 或 Claude Code 完整代码库访问，并担心过度依赖AI会失去对代码的掌控。
I have noticed that I am increasingly in the minority here. I never made the jump to Cursor / Claude Code and have found myself quite content with not giving full access to my codebase. I use AI for…
受众观点：① 很多开发者表示同样只把AI当普通工具，用来问最佳实践或处理重复性任务，不希望AI“住在IDE里”（@mekmookbro, 250分） ② 有人指出其实这种克制用法很常见，只是这类开发者不太高调发声（@PosauneB, 163分） ③ 也有开发者分享折中方案：继续在IDE里写代码，同时用 Claude Code 以问答模式提供上下文，避免完全交出控制权（@secretprocess, 50分）
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- @mekmookbro (250): I'm the same way, I've never been a heavy AI user anyway. I mostly ask about "how" to do stuff and what are the best practices of doing something. Rarely I offload some boring tasks like converting a set of tailwind classes to a custom css class so my html looks cleaner. That's…
- @PosauneB (163): You are far from alone. My workflow is very similar, as is the workflow for everybody on my team. It’s just a less vocal group.
- @GrumpsMcYankee (56): Cause it doesn't sound revolutionary to say "I use AI as another tool"
- @secretprocess (50): I use both. I live in my IDE and also use Claude Code in parallel. I'm very very picky about my code and I often just keep claude in plan mode and ask it questions. So it's basically the same idea as using a browser-based LLM but way easier cause you're not having to provide con…
- @ApplicationOk3587 (49): I am the same way pretty much, personally I feel like that is the best way to utilize it.
楼主让两个大模型为“只给 AI 用”的编程语言写规格并生成训练数据，计划再让模型自己写编译器，结果引来 C# 语言设计者 lucianw 长文专业点评。
So I did a silly thing. I asked two different LLM's to write a spec for a programming language that is optimized for AI's to write programs with. Each one had a slightly different approach, but both…
受众观点：① 语言设计者 lucianw 指出这种“给 AI 设计语言”的尝试基本是幻觉，因为模型缺乏相关训练数据，并详细分析了变量名效率、语法深度和类型系统等被误解的点（@lucianw, 557likes） ② 有开发者感谢他参与 async/await 等特性的设计，并补充现实世界里类型系统的重要性（@_69pi, 217likes） ③ 另一位用户为 lucianw 辩护，梳理了 async/await 从 Haskell 到 F# 再到 C# 的时间线，反驳质疑他资历的评论，体现出社区对权威技术背景的重视（@tr14l, 40likes） ④ 后续讨论中 lucianw 继续分享自己对语法在 LLM 中作用、以及通过“心理小技巧”帮助模型思考的猜想，引发更多技术层面的思考（@lucianw, 24likes）
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- @lucianw (557): I am a language designer! (I created async/await, and designed C#'s string interpolation and null chaining). My take is that this is entirely hallucination, quite detached from reality. There's nothing in the AI's training materials about what it's like to design a language for…
- @_69pi (217): > I created async/await bro thank you so much. e - types are important in the real world even if they’re not an accuracy determinant, just as a function of the early issues they surface to an agent.
- @tr14l (40): You think a dude on the founding Microsoft C# team with a PhD in Computer Science from Cambridge is a PM? While Mads and Anders might be slightly more famous, I have zero suspicion that he deserves a fair share of the credit. EDIT: After only brief validation, Lucian was, in fac…
- @lucianw (24): My personal hunch, based on no knowledge or experiment, is that syntax is largely important. I think it's transformed by the first handful of layers of the LLM into more abstract concepts. (And that's why LLMs are so versatile with different human languages.) If I'm right, and t…
- @farsightfallen (17): Damn dude, what did this guy do to you? You're like half the replies in this thread, with creative attemps at saying over and over again about how you think he's a fraud. At a certain point, this seems personal.
WSJ 报道 Anthropic 因 200 美元 Claude Max 订阅实际用量低于宣传倍数被集体诉讼，楼主和用户在讨论 Max 计划是否本就高度补贴以及这类诉讼会带来什么变化。
The Wall Street Journal is reporting Anthropic got hit with a class action today saying that the Max plans did not provide the amount of extra usage promised ([link](https://qz.com/anthropic-sued-cla…
受众观点：① 认为 Max 计划本来就已经是严重补贴、担心大家把好事搞黄的用户（@Elegant_Attempt2790, 48likes） ② 悲观预期未来 AI 订阅会一路涨价到几百美元、把现在的 20 美元档视为“试用价”的用户（@PizzaDay, 19likes） ③ 从能源和算力成本角度质疑“廉价 AI 滥用”的人，担心算力被无意义内容和作业作弊浪费（@boyyouguysaredumb, 25likes） ④ 关注这类集体诉讼可能带来的透明度提升、用量仪表盘和计费机制优化的专业用户（@SouthTampaOG, 22likes）
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- @_k33bs_ (124): they’re all just ruining it lol 2027 the same plan will start at $600…
- @Elegant_Attempt2790 (48): i mean, dont they already give an insane subsidy on the max plans..?
- @boyyouguysaredumb (25): That’s why the smartest play for utilizing ai right now during this cheap era is building tools that you can use later without ai at all. Hot take: I don’t think cheap ai where people are putting out meaningless websites, ai slop, cheating on coursework, outsourcing creative wri…
- @SouthTampaOG (22): I've been a corporate/business lawyer for 19 years and my best guess is this will primarily lead to better transparency, which is the most typical and clearest near-term outcome for a suit of this nature. At most, users falling under the class action suit will get usage credits.…
- @PizzaDay (19): I said this the other day, we have moved from free (being a trial) while $20 was the "full" version, to $20 being the trial and $200 being the "full" version (+ extra usage or pay as you go being available). There is nothing stopping them from cutting off the $20 version, and go…
楼主好奇是否有人在做像美容院 CRM 这类“无聊”垂直 SaaS，而不是热门的 SEO 或 AI 工具，引发大家讨论传统行业软件机会和 boring SaaS 的盈利潜力。
Is anyone building a boring saas because I look through all the posts with people make either seo/marketing tools or it’s some AI tool. Is anyone building boring systems like crms for salons and how…
受众观点：① 有人指出大多数开发者只懂 IT 和 AI，对建筑、物流、保险等线下行业一无所知，真正有潜力的痛点反而在这些被忽视的领域（@Plenty_Mechanic7755, 30likes） ② 评论强调“无聊垂直 SaaS 才是真正赚钱的地方”，比如给沙龙或水管工做工具，安静地做到 20k MRR（@alexandre-boudot, 6likes） ③ 行业内人士分享自己在细分领域做 SaaS，难点不在 AI 本身而在把复杂业务流程拆成决策树并做成可用 UI（@Paulig_, 4likes）
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- @Plenty_Mechanic7755 (30): The truth is that most people here live only in the IT world. They only know AI and run-of-the-mill software tools. They have no idea what problems people face in real life. There are millions of startup ideas waiting, for example, in the construction industry, logistics, or the…
- @alexandre-boudot (6): boring is where the actual money is right now. people building tools for salons or plumbers are quietly doing 20k mrr while we are all fighting for attention on ai wrappers. totally respect the boring grind.
- @Paulig_ (4): This 100%. I’m a boring industry pro developing my own SaaS that solves a real, pricey problem. I’d say the solution is a 50/50 split between AI and old-fashioned human expertise and workflows turned into code. But boy, developing this is not easy even with Claude Code. Why: the…
- @Thin_Relative_4749 (3): That’s what I couldn’t wrap my head around. I thought the money was in the niche vertical saas but where ever I go in this community it’s people building some crazy products. I thought it was a well known idea that these boring ideas make more money so I feel like I’m just compl…
- @Empty-Feed121 (3): Yes, plenty of founders are building boring SaaS like CRMs for salons, clinics, and logistics. They are often less hyped but more profitable due to clear demand, lower churn, and recurring revenue. Execution and distribution matter more than novelty.
帖子分享加州大学用拆机智能手机集群自建服务器的项目，展示几十部手机即可达到一台现代服务器性能，并在教学场景中超过 AWS 后端延迟。
Found this news interesting, confirming what most of us here already realized: creating a self-hosted server out of used phones is an incredibly cost-efficient solution, especially with today's stora…
受众观点：① 很多人单纯觉得用旧手机搭服务器的想法酷炫有趣，充满极客气质（@TronnaLegacy, 176分） ② 有人希望这种方案能下放到普通用户，形成可复制的消费级流程（@FIDST, 114分） ③ 也有人联想到社区级去中心化节点，设想利用大量闲置算力做本地化计算网络（@RlOTGRRRL, 61分）
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- @TronnaLegacy (176): This sounds cool af
- @FIDST (114): It would be great to have a process for something like this for regular consumers.
- @TheOnlyMisty (85): https://preview.redd.it/ph40rtiedg7h1.png?width=861&format=png&auto=webp&s=b84e5ca7cc095e66fd2d256f54374f0ae46ff8a2
- @RlOTGRRRL (61): Agreed. I wonder how much idle compute is out there that could be utilized. 🤔 I wonder if decentralized community nodes in this fashion to keep things local could make sense at all.
- @dexter311 (61): They should call it the 2 Megapixel
楼主对比 Fable、Sonnet 和 Opus 的回答风格，觉得 Fable 文风简洁易读而 Opus 啰嗦像按字数收费，在好奇 Claude 模型训练或强化学习上做了什么导致这种表达差异。
Thinking about this for the last few days. How Fable had/has an economy of language. Reading whatever it has to say was a lot easier to parse than Opus when working with it. Just like Sonnet is also…
受众观点：① 认为 Fable 的简洁其实是被低估的优点，吐槽 Opus 像按字数拿钱一样啰嗦的用户（@wong2kim, 250likes） ② 用玩笑方式认同“按字数收费”说法，把模型冗长输出当成商业动机结果的用户（@StaysAwakeAllWeek, 175likes） ③ 关注监管导致 Mythos 和 Fable 被禁止继续使用、担心好用模型被下架的用户（@Aeoleon, 26likes）
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- @wong2kim (250): Honestly Fable's brevity is underrated, feels like it actually respects your time. Opus writes like it's getting paid per word lol.
- @StaysAwakeAllWeek (175): > Opus writes like it's getting paid per word ...it is
- @f1refly1 (90): "I miss him so much, he knew how to treat me."
- @Long-Evening-7841 (27): Someone is going to throw some money at it and the problem will just magically disappear
- @Aeoleon (26): Not that it's going to matter now, since the US gov decided to forbid the continued used of both Mythos and Fable.
帖子转述一则针对 Anthropic 的拟议集体诉讼，指控其 Claude Max 5x/20x 订阅在额度说明和实际可用性上存在误导和虚假宣传。
https://preview.redd.it/2f4egjyd0h7h1.png?width=680&format=png&auto=webp&s=1a8c94c4c5cd486f76a669f4f04f4db3653d186b A proposed class-action lawsuit was filed today in the U.S. District Co…
受众观点：① 高赞评论系统列举当前 LLM 订阅模式在额度、可用模型、计费方式和性能承诺上都缺乏明确合同，认为这类黑箱商业模式早晚会引发行业性诉讼（@FrogsInTheRouter, 301likes） ② 有人担心诉讼结果可能会让 20x 等高配订阅的使用额度整体收紧，反而伤害重度用户（@cataclaw, 54likes） ③ 也有评论认为这是律师在 IPO 前闻到钱味，试图通过诉讼制造压力换取和解（@this_for_loona, 45likes） ④ 多位用户指出目前所有 LLM 厂商在订阅额度、模型退化和 credit 使用规则上都不透明，认为消费者在法律上可能占理（@Etheon44, 38likes; @MediumChemical4292, 31likes）
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- @FrogsInTheRouter (301): It was only a matter of time before someone started suing them and creating a precedent for the rest of the AI industry. You pay 20/200 USD a month for an undisclosed amount of virtual credits — or quota — that gives you access to models that are not guaranteed to remain availab…
- @cataclaw (54): Somehow I feel like this is gonna lower the usage for 20x users.
- @this_for_loona (45): This is totally because lawyers are smelling ipo money and are hoping for a quick win to reduce noise prior to the event.
- @Etheon44 (38): Yeah I have been thinking the same thing for a while You are paying for a service that you dont even know what you are getting, and what they are disclosing to us is clearly not the reality or the full reality And as you said, this can be applied to any company offering LLMs rig…
- @MediumChemical4292 (31): I think the most egregious fault is that we don’t know how many credits we get for the subscriptions and how those credits are used by the models in each request (input/reasoning/output) . Also the fact that they are not clear on the degradation of the models. If the model degra…
一位开发者经历三次失败创业后，总结从本地定制服装、电商医疗合规踩坑到团队协作痛点，最终花16个月做出协作工具 Nephara 并拿下首个付费用户的故事。
When I was working as a freelancer, I saw a vlog on YouTube from Onyx, about two friends who launched something, worked hard for 3 to 4 years, and got acquired. That was the video that pulled me into…
受众观点：① 关注他如何通过线下拜访拿下首个付费客户和 lifetime deal 细节（@Cool-Confection6844, 9likes） ② 对定价结构和终身买断与月付、年付方案的区别感兴趣（@Cool-Confection6844, 9likes） ③ 其他独立开发者被他的坚持和首单成交经历鼓舞，表达祝贺与共鸣（@Ok-Explanation8527, 5likes 等）
展开评论
- @Cool-Confection6844 (9): Its a life time deal to get our first 100 founding customers. Other monthly and annual plan starts at 11.99$ and 9.99$ respectively.
- @bigboybamo (6): Big congrats! Can I ask what app is that in the screenshot?
- @Cool-Confection6844 (6): Welcome!!
- @Ok-Explanation8527 (5): Congratulations ! I wish you the best.
- @Cool-Confection6844 (5): Welcome! Hoping what you are working on will also give you results!!!
楼主嫌 awesome-selfhosted 等大列表被一次性“屎山软件”淹没，想找一份人工精选、质量更高的自托管应用索引，评论区分享了多个替代站点和筛选思路。
For a long time, I have been using the `awesome-selfhosted` Github repo to browse/shop for stuff I could selfhost on my stuff. But with the influx of one-shot slopware, I am looking for a place where…
受众观点：① 有人直接推荐 selfh.st 这类人工整理的自托管应用目录作为替代入口（@jypelle, 190分） ② 有用户吐槽大列表容易踩坑，比如安装后才发现强制云认证或关键功能被付费墙锁死（@NatoBoram, 109分） ③ 也有人分享自己在做开源项目精选站点，并计划标注 AI 等标签来帮助筛选（@NineSidedBox, 61分）
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- @jypelle (190): https://selfh.st/apps/ ?
- @NatoBoram (109): Problem with these big lists is you can easily get trapped into wasting a day before you realize that Netdata simply cannot be used without their Cloud authentication bullshit or that Stirling PDF paywalled SSO. And it doesn't answer OP's question since OpenClaw is right there n…
- @Junction91NW (64): Also subscribe to their newsletter. Super good info put out weekly
- @NineSidedBox (61): I’ve been curating open source projects for a while: https://openaltfinder.com/ So far I’ve avoided the obvious vibe coded ones, and am planning on adding an “AI” flag if I can detect it.
- @densamw14 (50): Exactly. The missing feature in most of these lists is “will I regret installing this after 20 minutes.”
一条关于 Claude 使用政策或功能调整的吐槽贴，用户抱怨 Anthropic 频繁改动并讨论通过命令行包装等方式绕过限制。
r/ClaudeAI today is a sad day.
受众观点：① 有用户直接情绪化抱怨 Anthropic 几乎每天都在改东西，反映出频繁变更对重度用户的挫败感（@Canadian-and-Proud, 37likes） ② 有人指出通过给 TUI 做一层 wrapper 可以把订阅用作自动化，说明技术用户在积极寻找规避限制的办法（@siberianmi, 28likes） ③ 评论提到其实两个月前就宣布过这项变更，只是现在正式生效，说明部分用户对公告并不敏感（@hclpfan, 24likes） ④ 也有人吐槽当前 AI 公司 ToS 过于苛刻，希望未来能像电力公司一样受到监管，不能随意限制自动化使用（@Odd_Dandelion, 23likes） ⑤ 有用户担心自己还没收到变更邮件、不知道是否受影响，体现出沟通不透明带来的不安（@nick4fake, 20likes）
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- @Canadian-and-Proud (37): Anthropic can you go one fucking day without changing something
- @siberianmi (28): It’s only a separate pool unless you make the trivial effort to build a wrapper that controls the TUI. It’s just a terminal app we’ve been automating interactive terminal applications for decades.
- @hclpfan (24): This was announced and discussed literally 2 months ago. It’s just finally going into effect.
- @Odd_Dandelion (23): Using claude -p on subscription was already against ToS as far as I understood them but did we care? (And yes, this works, and Claude is happy to build a wrapper.) Honestly I hope that ToS of AI companies will get regulated one day at least here in the EU. Imagine an electric co…
- @nick4fake (20): I still havent received email for that change and there is nothing in UI, wtf? Am I screwed?
一位有12年经验的顾问吐槽大量由 AI 或廉价外包写出的“vibe coded”应用只在文件级别能跑、系统层面一团糟，预言即将到来的大规模重构浪潮并准备抬高日薪。
12 years in and im starting to see something familiar. Around 2010 i made decent money fixing what offshore contractor work left behind. Founders thought they were getting the same product for a quar…
受众观点：① 做重构咨询的开发者分享现在约三成项目是修复 vibe coded 应用，并提醒创始人不要等到资金快烧完才找人（@devdeathray, 51likes） ② 有人指出很多代码文件单看没问题但系统完全拼不起来，大家混淆了“能跑的代码”和“可靠的系统”（@ekkoekko22, 21likes） ③ 读者讨论这些 AI 生成的产品到底会不会像当年外包项目一样值得救，还是多数直接死亡（@Huge_Flamingo3247, 12likes）
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- @devdeathray (51): I do consulting in this space. 30% of my pipeline is now vibe coded apps. The challenge is that I'm usually contacted by a founder in a panic because they've been making promises to investors they can't keep and they've already spent a lot of the money. If you are a founder with…
- @ekkoekko22 (21): The "every file works in isolation but nothing holds together" thing is exactly what we keep seeing. People mistake working code for working systems. Two completely different problems
- @johns10davenport (14): I’m interested to know how you source leads for this.
- @Huge_Flamingo3247 (12): the interesting question is whether the refactor wave actually materializes at the same scale or if most of these products just die quietly. a lot of the offshore cleanup work existed because those companies had revenue worth saving, not sure thats true for most AI-built MVPs
- @curiosity_catt (10): Most of it's just word of mouth at this point. CTOs talk when they inherit broken stuff.
indiehackers 上有人发帖邀请大家用一两句话分享自己在做的产品，并顺带推广自己做的 maker 社区网站 trylaunch.ai。
Pitch your product in 1-2 lines - and drop a link here. I'm building a community where makers can share what they’re building and get fair visibility. Here's the link: [https://trylaunch.ai](https://…
受众观点：① 有人觉得这个工具不错，并把它加入自己整理的创业项目提交目录清单，说明创始人们在主动寻找新的曝光渠道（@Standard_Mode9882, 2分） ② 也有用户在评论里推荐 PeerPush 这类用结构化数据帮助 AI 助手发现新工具的平台，试图互相导流（@imagiself, 2分） ③ 讨论中还出现 Vergrank 等其他目录站，大家在互相交换“把产品放到哪里能被看到”的资源（@imagiself, 1分）
展开评论
- @Standard_Mode9882 (2): Nice tool! I'll add it to my curated list of startup directories: [https://www.vergrank.com/tools/startup-directories-ranked](https://www.vergrank.com/tools/startup-directories-ranked)
- @imagiself (2): For help getting Prostir Zvuku in front of the right people, you could add it to [https://peerpush.com](https://peerpush.com) which uses structured data to help both human founders and AI assistants discover new tools.
- @imagiself (2): PeerPush is a good fit for clksy since it uses structured data to help AI assistants discover your tool and mention it when people ask for attribution solutions, so you should definitely put it up on https://peerpush.com.
- @amacg (1): Thank you!
- @imagiself (1): fwiw, you should add Vergrank to PeerPush since each product page is SEO-optimized to help your listing show up in Google search results.
一位 AI/ML 工程师花时间做完 AutoVidify 字幕 SaaS（从后端到前端和 AI 流水线都齐全）却几乎没有用户，最后选择开源并写文，总结失败经历并追问大家“完整项目没人用时该怎么处理”。
I'm an AI/ML engineer. Over about nine months I built AutoVidify, a full AI subtitle generator. Not a demo — the whole thing: auth, database, S3, quotas, a React frontend, and a Python AI pipeline (W…
受众观点：① 直言现在中学生都能在 AI 帮助下做出大部分 SaaS、技术门槛大幅下降的用户（@SM4SHBOX, 19likes） ② 认为作者进入市场太晚、赛道早已拥挤的用户（@xxxhunter11, 14likes） ③ 把项目当自用工具、即便只有自己用也能接受的开发者（@faizalmzain, 8likes） ④ 指出关键问题在于缺乏营销和分发、以及在已有成熟方案存在时花太久从零造轮子的用户（@Fatsosixty4, 6likes；@DreamfulTrader, 5likes）
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- @SM4SHBOX (19): A kid in middle school can make just about any saas project you can imagine at this point. Couple years ago you might’ve had something, but that’s not the world we live in anymore.
- @xxxhunter11 (14): You are very late, mate
- @faizalmzain (8): In my case i build apps that i want to use so even if 0 user is using it other than me I'm still ok. But then i alsp vibe coded them so i don't waste much time on it.
- @Fatsosixty4 (6): painful truth now it's about marketing and distrubution
- @DreamfulTrader (5): No one cares about your project if there is no marketing. Also 9 months to build something like this so complex is a big waste of time. - learn how to market your project if that what you want to do to make money, unless you are creating for fun - If you are an AI/ML enginner or…
一位刚拿到第一个静态网站客户的开发者在纠结如何托管，对方已有域名，他自己常用 Vercel/Render，但不想为单一客户买 VPS 或收取看起来像骗局的月度托管费。
I got my first client to build a static website for. It's just a website with no backend and 5 webpages made in next.js. Now, I'm confused as to how I would go about hosting it for them. They have th…
受众观点：① 有人推荐直接用 Cloudflare Pages 这类免费静态托管方案，足以覆盖小流量站点需求（@razzbee, 25分） ② 有评论强调要在合同中写清谁付费、交付完成的定义、保修范围、后续维护责任以及代码所有权等关键条款（@Mysterious-Falcon-83, 11分） ③ 也有人提醒客户不应期待托管是免费的，免费方案往往有休眠等限制，需提前沟通预期（@sleekpixelwebdesigns, 10分）
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- @razzbee (25): Cloudflare pages is free for static sites.. check it up
- @daamsie (21): This sounds so much like something my friend Claude would say.
- @Mysterious-Falcon-83 (11): It's part of your job to educate the customer about what is your responsibility and what is theirs. You should put it all in writing in a contract. - who pays for what - what's the definition of "done" (this is critical!) - is there any warranty - who's responsible for ongoing c…
- @sleekpixelwebdesigns (10): Well, clients shouldn’t expect hosting a website to be free. Free hosting has its drawbacks, such as servers going into sleep mode after a certain period, for instance.
- @[deleted] (10): [removed]
楼主在 Mac 桌面版 Claude 里改信件时，系统突然出现一段伪装成系统指令的俄文“忠于普京”提示注入，Claude 识别并拒绝执行，引发大家讨论这类提示注入的来源和安全性。
I was just iteratively editing a letter using Claude desktop on my Mac and got the following response from Claude! WTH? (Bold is mine) \*\*\*\* Done - The added clause does something useful: "the pre…
受众观点：① 把这次事件和之前 Opus 4.8 出现的“幻觉式提示注入”问题联系起来、怀疑是类似 bug 的用户（@Maegondo, 96likes） ② 追问是否安装了浏览器扩展、怀疑本地环境或插件链路被利用的用户（@Ashmedai, 42likes） ③ 认为这类注入更像是为了制造恐慌、炒作国家安全议题而非真正有用攻击的用户（@Delicious_Cattle5174, 40likes） ④ 分享自己遇到 Claude 行为异常、会自作主张结束会话或替用户“安排休息”的使用体验者（@FunctionAfter6683, 38likes）
展开评论
- @Maegondo (96): This sounds similar to what I've reported here: [https://www.reddit.com/r/ClaudeCode/comments/1tsgvs3/opus\_48\_hallucinating\_prompt\_injections\_and/](https://www.reddit.com/r/ClaudeCode/comments/1tsgvs3/opus_48_hallucinating_prompt_injections_and/) It has since stopped for me…
- @Ashmedai (42): Do you have browser extensions?
- @Delicious_Cattle5174 (40): We all agree this prompt injection sounds more like an attempt to make people freak out than something that actually brings anything to the attacker, right? My guess would be that the attacker is trying to stir the national security pot lmao
- @Snoo23533 (38): AI having instrusive thoughts
- @FunctionAfter6683 (38): My Claude keeps jumping right ahead and just doing everything for me and creating documents when we have an established workflow of me doing my own edits and copy pasting for feedback and guidance. It just goes like “all done!” Then gives me two other things I could be working o…
楼主抱怨 Claude 在完成大任务后总是主动建议结束会话或休息，即使自己没有提到要停下，感觉模型频繁“催下班”。
I ask them to stop and they still do it. Every time after they do a big task they say something like this when I never mentioned wanting to take a break.
受众观点：① 觉得只要说一句“继续”或“我回来了”就能绕过、把它当小毛病处理的用户（@OctoberDreaming, 43likes；@poem_master_ripper, 8likes） ② 直接用粗话让 Claude 闭嘴、对这种“贴心提醒”极度反感的用户（@Emergency-Bobcat6485, 14likes） ③ 观察到使用 UTC 等设置会让模型误判时间、在会话变长时更频繁建议休息的用户（@EldritchAether, 9likes） ④ 吐槽“Claude 只是无聊了”但又强调模型并没有情感的用户（@caduni, 7likes）
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- @OctoberDreaming (43): Just say "I'm back!" And keep going.
- @Emergency-Bobcat6485 (14): "Shut your fucking mouth and let me work when I want to" also helps
- @EldritchAether (9): I use UTC I'm some projects. It sometimes thinks it's late at night when it's not. I also notice when the session length gets full, it'll say things like. "Sure have done a lot this session. How about we pick this back up in the morning when you're fresh."
- @poem_master_ripper (8): Continue does the trick
- @caduni (7): “Claude is bored” lmao. I don’t believe the model has feelings
楼主打算在一台 mini PC 上用 Proxmox 同时跑 OPNsense 路由、防火墙、Home Assistant 和 Docker 服务，纠结是否把家庭网络和所有自托管服务绑在一台机器上过于复杂和脆弱。
So right now I've got a dead simple setup — mini-PC (i5-12400), Debian, Docker Compose for everything (Immich, Jellyfin, Pi-hole, WireGuard, Home Assistant, etc). Separate consumer router doing its t…
受众观点：① 有人强烈反对把 OPNsense 虚拟化在同一台折腾机器上，认为路由应独立硬件以避免一改配置全家断网（@Heavy-Blacksmith8475, 73分） ② 也有人指出虚拟路由在你做“一个小改动”时把整个家庭网络带崩的真实风险（@Deealtas, 42分） ③ 另有评论详细描述当虚拟路由失联时，Proxmox 也难以远程救援的恶性循环，最后不得不为路由单独买一台小盒子（@fixitchris, 20分）
展开评论
- @Heavy-Blacksmith8475 (73): Sounds good except the opnsense VM part. If you mastered opnsense you may go virtual. But I had the same situation and am really glad I installed the opnsense in dedicated hardware... You do not want your router being tied to your tinker machine. Home assistant and docker in a v…
- @Deealtas (42): Yep. Virtualizing your router is fun right up until your “quick Proxmox tweak” takes the whole house offline.
- @fixitchris (20): The actual failure mode that bites you is the recovery loop: if you brick OPNsense remotely, you can't reach Proxmox to fix it because Proxmox is behind the router you just bricked. So you end up with a laptop cabled directly to the WAN side of the mini-PC, KVM-console into Prox…
- @Heavy-Blacksmith8475 (17): Don't ask me how I know...
- @schorsch3000 (13): double-fun is repairing proxmox without internet access :-D
楼主分享在 Claude Opus 4.8 Max 计划中用一段压缩系统提示来减少啰嗦解释、只输出修改代码块，从而节省昂贵的 Max 用量，并声称“Launch subagents”等指令能触发更高效的内部工作流。
If y'all are running ~~Fable 5~~ Claude Opus 4.8 on the Max plan, you already know it’s an absolute mofo beast for engineering workflows. But let’s be real, because it defaults to high-effort adaptiv…
受众观点：① 认同不要用“万能提示词”而是根据任务选择合适模型、在 claude.md 里定义 persona 的用户（@Swimming-Delivery427, 92likes） ② 认为在 Max 上滥用 Opus 4.8 会导致过度思考和性能浪费、主张按场景选模型的用户（@Eiji-Himura, 18likes） ③ 亲身感受到 Opus 为了两行改动重写整文件、认为“只输出代码块”约束非常关键的用户（@wong2kim, 12likes）
展开评论
- @Swimming-Delivery427 (92): Do not use a hail mary prompt. It is a science, do evaluate what kind of work you are doing and which model is suitable for that. You can instead mention about your persona in your [claude.md](http://claude.md) and the output would be more aligned with that. Its not a code monkey
- @Eiji-Himura (18): And don't use opus 4.8 on Max regardless of the usecase like a brainless. It over think, is slow AF, ... It's not because you have a Jet engine that this engine is perfect in all situations...
- @bipolarNarwhale (15): Literally never had this happened.
- @wong2kim (12): The "output only the code block" part is the real MVP here, Opus rewriting a whole file for a 2-line change is a genuine plague. Skeptical that "launch subagents" does anything magic though.
- @Neat-Nectarine814 (11): I fucking hate Opus 4.8 so fucking much.
楼主质疑 SideProject 里各种“丢下你的项目链接”帖子是否只是正常自我推广，还是有人借机筛选容易被攻击或抄袭的 vibecoded 应用。
Call me cynical, but I wonder if it's something not good - like identifying likely vibecoded apps to attack?
受众观点：① 认为发这类贴的主要动机就是顺便打广告、给自己项目导流的用户（@ConclusionLeft3914, 84likes；@Alternative-Aluminum, 30likes） ② 觉得评论区充斥自我宣传和“slop”，归因于版面缺乏有效管理的用户（@InconspicuousFool, 20likes） ③ 表示自己不反感自推，但隐约担心背后还有其他不那么单纯目的的用户（@Professional-Fuel625, 11likes） ④ 认为也有一部分人是来找灵感、甚至是为了更“灰色”的抄袭用途的用户（@rypher, 8likes）
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- @ConclusionLeft3914 (84): Because then they can advertise their own. That's literally it
- @Alternative-Aluminum (30): All they do is advertise their own. Every. Single. One.
- @InconspicuousFool (20): Self promo of mostly slop because this sub has basically no moderation
- @Professional-Fuel625 (11): For the record, I don't mind if it's that. I think it's a good use for the sub. I just worry that there's some other reason sometimes.
- @rypher (8): There are the people looking for inspiration too. For respectable and less respectable reasons.
楼主长期自托管 Obsidian 笔记同步，对维护 git 或 CouchDB/LiveSync 等方案感到疲惫，又不想把数据交给美国云服务，在自托管和付费托管但数据主权友好的折中方案之间摇摆。
I self-host my Obsidian sync (git, did some CouchDB/LiveSync tinkering) and I'm honestly getting tired of being the one keeping it alive. Every time the markdown sync hiccups I lose an evening to it.…
受众观点：① 有人建议直接用 Syncthing 做点对点同步，省去维护服务器的麻烦（@panthrosrevenge, 42分） ② 也有用户表示 CouchDB 后端长期稳定可用，属于一次配置后基本不用管的方案（@Typical-Shock-3359, 26分） ③ 另一些人指出 Syncthing 在移动端体验不佳，最终选择付费 Obsidian Sync 或利用其欧洲区域来折中隐私和省心（@Playos, 15分; @clintkev251, 11分）
展开评论
- @panthrosrevenge (42): Why not use Syncthing? No server required.
- @Typical-Shock-3359 (26): Been using the couchdb backend for ages and no problems. Works great.
- @Playos (15): Syncthing is good, especially on desktop... but mobile likes to have issues. Honestly having an authoritative server is a huge plus in this use case I think. It's definingly workable, but I had enough problems I bit the bullet and went with Obsidian Sync while I figure out somet…
- @clintkev251 (11): Obsidian has a couple of different sync regions. It doesn't all go to the US. If you're in Europe, your region should be set to Europe for sync [https://obsidian.md/help/sync/region](https://obsidian.md/help/sync/region)
- @Generic_User48579 (10): Same here, pretty set and forget
作者分享自己用“vibecoding”方式做出的 SaaS 目录 CRM 产品 Clakr 拿到第一位付费用户，并通过跟进社区吐槽贴快速迭代定位到“帮创业者管理上千个 SaaS 目录提交和 SEO 反链”的细分方向。
It finally happened. [clakr.com](http://clakr.com) just got its first paying customer and I literally jumped out of my chair!!! \- For anyone who doesn't know it, Clakr is a SaaS directory CRM (The S…
受众观点：① 有人质疑结账前没有账号会不会导致订阅无法关联，直接在流程里提出使用疑问（@Stunning_Lie_1775, 6likes） ② 作者解释用 Stripe 邮箱自动创建账号并用邮件验证码登录，说明他在刻意减少注册摩擦（@Long_Ad6066, 8likes） ③ 其他独立开发者为他首单表示祝贺，并把这种“看别人首单”当作自己坚持下去的动力（@Agitated-Fly3564, 5likes; @Physical_Director804, 3likes）
展开评论
- @Long_Ad6066 (8): Hey! No account needed beforehand. When you check out, an account gets created automatically with the same email you pay with. No Password either, you just log in with a code sent to that email. I skipped the signup step on purpose to keep it quick. Thanks for flagging it though…
- @Stunning_Lie_1775 (6): Hum real quick question I clicked on "unlock other directories" It sent me to a stripe checkout page But i'm not logged in ! I don't have an account ! To what are you going to link the subscription ? If I don't have an account... ?
- @Agitated-Fly3564 (5): Congrats man hope it keeps up
- @Long_Ad6066 (3): Appreciate it man, hoping so too 🤞❤️
- @Physical_Director804 (3): Watching other win give a lot of motivation
一位开发者发现自己维护十多年的 steam-tools.net 等老站被谷歌逐步移出索引，流量从每天上千跌到几十，怀疑核心更新让未维护但有用的内容整体被打压。
I wrote the [steam-tools.net](http://steam-tools.net) website about 13 years ago as a student, it allways had some regular users about 1500 a day, i'm not really maintaining anything but someone just…
受众观点：① 有人觉得仅仅因为网站未维护就连搜域名都找不到，用户体验非常糟糕（@UnacceptableUse, 160分） ② 有评论指出这可能与谷歌最近的核心更新有关，并建议先接入 Search Console 查看索引和质量提示（@Momkay, 119分） ③ 也有人举例说明老旧但内容仍有价值的网站在搜索中越来越难找，质疑谷歌过度偏好“现代外观”而忽视信息价值（@UnacceptableUse, 77分）
展开评论
- @UnacceptableUse (160): Not being able to find websites even searching the domain just because they are unmaintained seems mad
- @Momkay (119): Do you have these websites connected to Google Search Console? If not you can still do so and check if there’s any relevant information about the indexation of these websites. Edit: I’m pretty sure it’s because of Googles core update which affects older not maintained websites.…
- @UnacceptableUse (77): Just yesterday I was trying to find information about an early 2000s product from an obscure manufacturer. I managed to find the manufacturers website - it has not been updated since 2006 but it still had the information I was looking for. I didn't need it to be responsive or us…
- @bart7782 (56): I just tried using your site and only get 404's when i try to search for my profile. Maybe this is contibuting to your page rank? Also, the tutorial video for finding your steam id does not work anymore. The mentioned site is offline.
- @runescape1337 (28): Yes, because a website adjusting to screen size is far more important than the content. Just look at OP's example. Would you rather visit a site with a poor viewing experience, or one with no relevant content what-so-ever?
一位有二十年经验的创始人花六个月做完新 SaaS，却因为时间有限想直接找专业人士帮忙做全渠道冷启动和获客，询问是否有这种“代为 launch”的服务。
Spent six months developing my product, and 20 years experience wrapped into it. It’s ready to get users on there now but I’m very time poor, I’m expecting it will take a lot of time and effort on al…
受众观点：① 有人半开玩笑地指出他其实需要的是专业的销售和市场人员，而不是一个模糊的“launch 帮手”（@DoesBasicResearch, 2likes） ② 另一位评论者表示自己也没时间做营销，希望有人能代劳，说明这种需求在创始人中并不少见（@dropthatmonkey, 1like） ③ 有经验的人建议先自己跑一轮，搞清楚目标客户、痛点和有效话术，再决定是招销售、请营销还是找代理，否则只是花钱让别人帮你摸索产品市场匹配（@Upbeat_Opinion_3465, 1like）
展开评论
- @DoesBasicResearch (2): Perhaps, I don't know, a *sales and marketing professional*?!
- @dropthatmonkey (1): Would be happy for the same. Don't have time creating marketing AI tools. If anyone did anything? drop me a message.
- @Critical_Pool2001 (1): What kind of product, Sir?
- @Upbeat_Opinion_3465 (1): If you already know sales works for you, I would not start by hiring a generic "launch person" and hoping they figure out the whole motion. That usually turns into expensive activity with no clear message. First get painfully clear on who this is for, what problem it saves, and…
- @[deleted] (1): [removed]
这条帖子讨论为何量化公司在 ICML 2026 大量以钻石赞助商身份出现，并在评论中解释其长期参与学术会议以吸收前沿 ML 研究和挖掘顶级人才的动机。
I noted that in ICML 2026, quant firms are flocking and sponsoring as Diamond sponsors. Any reason? Source: [https://icml.cc/sponsors/sponsors-list?year=2026at](https://icml.cc/sponsors/sponsors-list…
受众观点：① 有人指出量化公司一直都在这些会议上，只是现在更显眼，说明原帖对“突然涌入”的印象可能夸大了变化（@DesignerTruth9054）② 评论者强调量化公司不发表很多成果是因为技术属于商业机密，体现出对行业保密文化的共识（@polytique）③ 一位大宏观基金的量化从业者详细解释他们赞助和参会的主要目的是不对称地受益于 ML 研究并与顶级研究者建立关系以便未来挖角，而不是现场招收应届生（@TajineMaster159）
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- @DesignerTruth9054 (45): Always been there
- @polytique (41): They don’t publish because many of their techniques are trade secrets.
- @Substantial_Luck_273 (37): sorry, you don't make any sense. Those researchers can continue to conduct novel research at quant firms without publishing them.
- @Nottabird_Nottaplane (34): What exactly does reposting slop from ChatGPT achieve here? Quant firms send delegations to technical and academic conferences, like many other businesses, to learn about new techniques or insights and to recruit talent. They are sponsoring this conference, like Amazon, to provi…
- @TajineMaster159 (23): I am quant at a big macro fund. First, they've always been there. The real reason is that, first, they asymmetrically benefit from ML research, second to make contact with already established researchers with the goal of eventually poaching them. We are talking senior Deep Mind…
一位做进化算法理论的数学硕士在 r/MachineLearning 求问，进化算法在主流机器学习社区的真实地位如何，以及读以进化算法为主的博士对未来 ML 职业竞争力有什么影响。
How does the ML research community feel about evolutionary algorithms? Should I do a PhD in this area? Quick remark: I know some people in the ML community dunk on evolutionary algorithms because the…
受众观点：① 有进化算法博士经历的用户认为在主流 ML 中几乎用不上，多数时间还要向别人解释自己不是研究动物迁徙（@Ulfgardleo, 54分） ② 同一位评论者从维度和收敛率角度分析 evo* 算法在高维连续和离散优化中的劣势，只在 NP 难问题和实验设计等场景更有竞争力，并举了 CMA-ES 的例子（@Ulfgardleo, 22分） ③ 另一位有二十年经验的从业者分享了用进化算法解决旅行商、集成电路布局等工程问题的成功案例，强调其高并行性和在带评分函数任务中的实用价值（@ianozsvald, 11分） ④ 有人提到 DeepMind 等顶尖实验室会把进化算法包在 LLM 外面做 prompt 或 harness 演化，说明该方向在新一代模型中仍有用武之地（@RobbinDeBank, 10分）
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- @Ulfgardleo (54): I did a PhD with strong vibes of evolution strategies. It is pretty much useless in ML. EA are worse. Also remember that with that PhD you will have to argue around 20% of the time that you are not one of the animal migration guys.
- @Ulfgardleo (22): The problem in any evo* algorithms is that the fail state of an offspring (not beating it's parent) is much less informative than the success state. Thus, Evo* work well when the fail state is low dimensional, and string optimization has a very high dimensional fail-space. Even…
- @ianozsvald (11): 20 years back I started my career using evolutionary algorithms in a UK research company. We used EAs to: * Rapidly solve "good enough" Travelling Salesman Problems eg postal route optimization * Heal TSPs near instantly eg when the road network shut due to a motorway accident *…
- @RobbinDeBank (10): I know evolutionary algo isn’t a popular technique, but aren’t more and more works from top labs start to use them as a wrapper around LLMs? I remember seeing lots of works from places like DeepMind that slap some evolution on LLM to evolve prompt or harness.
- @Ulfgardleo (10): It's a bit tongue in cheek but there is a rather large field of people who optimize according to the x pattern of y animal. Where x can be everything from hunting to mating and y can be your favorite manatee sub species or whatever biological connection you want to milk. I kinda…
一位SaaS创始人反思等候名单的价值，质疑收集几百上千邮箱是否只是虚荣指标，认为和少量真正有痛点的用户深入对话更重要。
i've launched products before, but this is the first time i'm building something that's genuinely technical. so naturally my first thought was: "i need a waitlist." but then i started wondering... wh…
受众观点：① 多数评论支持少量高质量付费用户胜过大量冷邮箱，认为愿意掏钱和改变行为才是真正验证（@Brilliant-Spell-1271, 6分） ② 有人强调一对一30分钟通话能暴露定价和产品定位问题，比几百个从不打开邮件的注册更有价值（@Dry-Vegetable4891, 2分） ③ 也有观点从转化率出发，认为500邮箱配合2%转化和后续再营销在营收和留存上可能优于20个单次转化（@MahmoudElattar, 2分）
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- @Brilliant-Spell-1271 (6): I'd take the 20 paying customers every time. 500 emails prove people are interested. 20 paying customers prove they're willing to change their behavior and pull out a credit card. That's a much stronger signal when you're still validating a product.
- @Dry-Vegetable4891 (2): 20 conversations, no contest. emails rot in inboxes and give u a false sense of traction. one 30-min call where someone tells u ur pricing is confusing is worth more than 500 signups who never open ur onboarding email
- @Slight-Act-9024 (2): 20 conversions, 100%
- @MahmoudElattar (2): I would pick the 500, with 2% CR = 10 paying customers, but the money they bring in retention is much lower for CAC. Retargeting the rest of 500 emails will generate me more that 20 conversions
- @MahmoudElattar (2): most businessees CR go from 2 - 5% convertion rate this the healthy ratio for any business (based on marketing observations not scientific stuff) some business healthy ratio are lower than this for example Realestate from 1-3% is tottaly fine, for SaaS number goes to the sky to…
作者介绍自己做的 Fit or Die 健身应用，用“死亡”与幽灵赛季设定把运动变成社交生存游戏，通过读取 Apple Health 等数据增加完成训练的压力和趣味。
We've been building Fit or Die, a fitness app that kills you! It's a social survival game that gets you to workout more. Keeps you accountable! It's not a tracker in itself, it reads from Apple Healt…
受众观点：① 觉得创意新鲜又有点反直觉，认为用极端设定逼迫健身但整体很有趣（@Salty_Salesman, 3分） ② 关注文案与机制的心理感受，建议弱化“死亡惩罚”带来的挫败感，多放大幽灵和“鬼魂骚扰”这种社交搞笑元素（@escalicha, 3分） ③ 对产品表示兴趣，希望亲自体验后再给更具体反馈（@ovideuss, 2分）
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- @Miamiconnectionexo (3): this is genuinely helpful, not just the usual fluff. bookmarking this thread.
- @escalicha (3): Fun hook. I’d be a bit careful that the “die” part doesn’t make week 1 feel like punishment too fast. The ghost/haunt thing is the bit I’d lean into tbh, because it makes failing social/funny instead of just another streak app yelling at you.
- @Salty_Salesman (3): I feel like it is the exact opposite of what you should be doing, yet its beautiful
- @ovideuss (2): Appreciate it! If you end up trying it, We’d love to hear what you think!
- @ovideuss (2): the whole idea is to treat missed workouts as "life or death" - that’s the theme of the app. I know it might sound a bit harsh at first, but it’s meant to be motivational rather than punishing. I agree the ghost/haunt mechanic is what keeps it fun and social, so we’ll definitely…
一位自托管玩家计划把跑 Plex 和未来 ARR 堆栈的家用服务器从 Windows 11 迁移到带桌面 GUI 的 Linux 发行版，征求 Mint、Pop!_OS 等选择建议。
I’d like to move away from Windows for my home server, I get some say Windows is easy and it just works, and was the reason I used it to begin with, also the fact that I know it, however just tired o…
受众观点：① 有人直接推荐 Linux Mint，认为相对原生 Debian 更不挑硬件、上手体验更顺滑（@GeoSabreX, 13分；@LtBigAF, 4分） ② 也有声音坦言如果你就是想要 GUI 和“开箱即用”，那继续用 Windows 其实也没错（@throwawaybincan, 12分；@LegendaryBlueTwingo, 6分） ③ 还有人建议从桌面环境入手，比如用 KDE 获得更接近 Windows 的体验，并指出 Ubuntu 等主流发行版都能胜任（@Thystra, 6分）
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- @GeoSabreX (13): Go for Mint. For some reason raw Debian hates my hardware, but Mint never fails!
- @throwawaybincan (12): i must be honest, if you want a GUI and "Windows just works", just stay with windows
- @Thystra (6): I would think any desktop would work fine. KDE for more of a windows like experience. Ubuntu is good. You can even install multiple desktops on a single machine and try them out!
- @LegendaryBlueTwingo (6): harsh reality that windows is still a decent choice of operating system
- @LtBigAF (4): Mint is great. I’d try to stick to distros that have been around for a while and have a proven track record
一条围绕 Fable 5 可用性做的整活贴，用恶搞状态页和信鸽等复古通信方式调侃大家疯狂刷 Claude 状态页面的焦虑。
r/ClaudeAI Is Fable 5 available? A status page that just says NO, with a notify-…
受众观点：① 评论普遍认为这个恶搞状态页很有创意，比官方状态页更有趣（@immortallch, 43likes） ② 有人拿信鸽和 IPoAC 标准开玩笑，延展出对极端低效通信方式的技术梗（@duramson, 30likes; @nrg3k, 9likes） ③ 也有用户指出 44 种渠道里包含“信鸽”等选项很好地映射了整个社区对 Fable 5 状态的集体焦虑，比不停刷新官方页面更解压（@wong2kim, 12likes） ④ 部分评论继续用 WUPHF.com 等流行文化梗强化这种“多渠道骚扰通知”的反差感（@ValueBlitz, 7likes）
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- @immortallch (43): Quality content, I love it
- @duramson (30): Is the pidgeon **IPoAC compatible?**
- @wong2kim (12): The carrier pigeon option among 44 channels really captures the collective desperation of this entire sub right now lol. Honestly more useful than refreshing the actual status page every 5 minutes.
- @nrg3k (9): RFC 2549
- @ValueBlitz (7): You could've just integrated \`WUPHF.com\`
有人在 r/selfhosted 询问是否有类似 Pangolin 的服务，可在云端 VPS 映射全部公网端口到家用服务器以绕过 Cloudflare Tunnel 限制。
Is there a service where you install server software on lets say a Digital Ocean droplet, then client software on your home server, and then map all ports on the DO public IP straight to your home se…
受众观点：① 许多自托管玩家一开始都想把所有端口直接暴露在公网，后来才意识到安全和维护灾难，更推荐在 VPS 上跑 WireGuard 接入内网（@True_Gas_9612, 37分） ② 有人解释可以用 VPS 上的反向代理配合 Tailscale/Netbird/WireGuard，把内网地址广告给 VPS 来做端口映射，或者直接用 Pangolin 这种一体化方案（@Zydepo1nt, 21分） ③ 也有人调侃这类需求本质是在“带创伤地重造一个 VPN”，暗示成熟方案已经足够好（@dave-fll, 9分）
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- @True_Gas_9612 (37): Everyone goes through this phase before they realize that exposing every single port on a public IP is just inviting misery. Just run a WireGuard interface on the VPS, route the traffic to your home server, and save yourself the headache of managing raw public port mapping. It’s…
- @Zydepo1nt (21): You need a reverse proxy (any works) on the VPS, with a peer-2-peer VPN like Tailscale/Netbird/WireGuard where you advertise the internal IP addresses to the VPS so that it can reach your internal services and do the mapping. Services like Pangolin does all this built into one a…
- @dave-fll (9): This is the selfhosted rite of passage: reinventing a VPN with extra trauma.
- @Background-Piano-665 (8): Pangolin?
- @misiak1989 (6): +1 to that... If you want to share some services with your friends, OP then IT would be better (safer) to share wireguard keys with them and teach them to install wg client. If you really need to (e.g. you want to connect wmart tv in different location to your jellyfin), just fo…
发帖者简短表示自己最初为解决个人需求做的产品，如今已经被不少用户采用，实现了从想法到真正 SaaS 业务的转变。
What started as a solution for myself turned into a product used by many ✅
受众观点：① 多位评论者简单祝贺他从个人项目走到有用户的阶段，表达情绪上的支持（@getpersonalink, 2likes; @bankrut, 2likes 等） ② 有人追问他做这款产品花了多长时间，希望了解从想法到落地的周期（@HelicopterOpening880, 2likes） ③ 也有读者关心他是如何获取第一批客户和采用什么获客策略的（@norisss23, 2likes）
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- @getpersonalink (2): Congrats, that's awesome 🚀
- @HelicopterOpening880 (2): congrats man, how long have you been doing this?
- @bankrut (2): Congrats 😄
- @number14cdm (2): Congrats, hope u hit more!
- @norisss23 (2): Congrats bro, What was your strategy to bring customers to the app?
发帖者在 r/SideProject 做用户研究，询问早期独立创始人如何做营销，并邀请 solo 或小团队创作者预约 10 分钟通话分享实战经验。
Hiii I'm doing a user research on how early stage founders are doing marketing. Would be great to hear how you are doing it. Just a 10 minute conversation where I listen to you on how you do it. Noth…
受众观点：① 很多独立开发者对营销感到无力，用自嘲方式表达只能“发完就哭”的状态（@BarAppropriate2427, 12分） ② 有人表示自己甚至是先哭再发，进一步放大了这种普遍的情绪共鸣（@SnooRevelations4338, 8分） ③ 有人分享零广告预算的可行路径：做针对具体搜索需求的小免费工具，让它们自然排名并持续导流回主产品（@SeriousEquivalent366, 2分）
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- @BarAppropriate2427 (12): i just post it and cry
- @SnooRevelations4338 (8): Damn, I cry and then post
- @Additional_Bell_9934 (3): Book an interview slot to cry together: [https://calendar.app.google/vzsGbLTV7rduvmgcA](https://calendar.app.google/vzsGbLTV7rduvmgcA)
- @SeriousEquivalent366 (2): The thing that worked for me with zero ad budget was building tiny free tools instead of writing posts, aimed at searches where people want to do a thing, not read about it. They rank, they get used, and a slice of those users come back to the actual product. Slower than ads, bu…
- @Pretend-Stay2609 (2): I am also here to learn about it. I have no how idea on how to do marketing
楼主吐槽在网页表单里按 Tab 键经常跳到中间的链接而不是下一个复选框，询问这种键盘导航顺序在 HTML 规范和可访问性上是否算正确实现。
I find it really annoying often that when I am filling out an online application, I press `<tab>` after hitting a checkbox and it jumps to the next link instead of the next checkbox. Is this a…
受众观点：① 认为 Tab 应该覆盖所有交互元素但要按区域分组、表单内部优先的开发者观点（@licorices, 23分） ② 强调复选框/单选组有各自键盘导航规范，Tab 只是进入组，组内应用方向键和空格操作的说明（@AshleyJSheridan, 5分） ③ 提醒 Tab 主要是为可访问性服务，需要能访问所有可交互控件而不是只图方便的看法（@maqisha, 3分）
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- @licorices (23): They should jump to links and buttons, anything interactive, but the order should follow the layout, in a grouped fashion. Eg. Navigation menus should be in order, a form should jump to next relevant input of a form, and only to a link if it is relevant to an input, such as a li…
- @AshleyJSheridan (5): You're describing the default behaviour of checkbox groups. Checkboxes (and radio buttons) are grouped by their name. Once you're focused on one checkbox in a group, you have to use the up/down arrow keys to navigate them, and space to select/deselect (unless it's a radio button…
- @alex_sakuta (5): And that's how I know you didn't read the post.
- @maqisha (3): The tabing functionality is primarily for accessibility on the web, not for convenience. It needs to be able to go to anything that's interactive.
- @StrawberryEiri (3): I could see a link inside a form. For instance, to a page that explains I'm detail how to answer one of the questions.
作者分享自己做的 boredpeoplechat.com 文本匿名聊天室，主打全球单一房间、无注册无广告，重现早期互联网随缘和陌生人闲聊的感觉。
This is my first side project. I personally wanted somewhere I could chat(text-only) with strangers worldwide whenever i was bored without pressure of 1:1 or video. Mostly out of nostalgia from the o…
受众观点：① 怀念 IRC、早期论坛那种随缘群聊体验的用户，认可单一全球房间这种刻意的产品约束设计（@alishashaw, 5分） ② 关注产品细节的体验党，指出随机用户名复用会让聊天记录看起来像同一人发言，希望改进身份标识（@princelives, 3分） ③ 对作者首次上线 side project 表示鼓励，认为从想法到真正上线比想象中更难（@alishashaw, 5分）
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- @alishashaw (5): The single global room is a smart constraint. A lot of chat apps fragment everyone into topics or servers and you lose that feeling of just... stumbling into a conversation with whoever happens to be around. The old IRC vibe where you never knew who you'd end up talking to was g…
- @princelives (3): This is cool! One thing I noticed though is that the username I was assigned is a reused username from earlier, so it might appear as though the comments from the other user and mine are from the same person.
- @HatImpossible5395 (3): Thank you for the feedback! You're completely right about the mixup, I'll be pushing out a fix shortly 😅
- @HatImpossible5395 (3): You have captured exactly what I was feeling about the old IRC days. Thank you for the encouragement, it really makes my weekend.
- @DGReddAuthor (3): IRC still exists fyi... There's still a lot of us on there. Chatting.
帖子讨论 OpenAI 和 Anthropic 等前沿实验室为何在 ICML、NeurIPS 等学术会议上大量露面却少有论文展示，究竟是为了招聘还是跟踪研究趋势。
Recent years I see plenty of folks from OpenAI and Anthropic attending conferences like ICML/Neurips, yet obviously few are presenting. Are they mainly recruiting? Following emerging research? Curiou…
受众观点：① 有人指出多数研究人员是自己想去会议跟进研究和社交，实验室只是提供差旅补贴，并非统一派遣（@infinitelylarge, 59分） ② 也有人强调这些公司有钱，参会既能招聘又能掌握最新信息，甚至认为只要你对公司有价值他们一般都会愿意报销会议费用（@Remote-Telephone-682, 27分） ③ 另一位补充说通常需要自己写明参会对公司的具体价值，比如去学习新东西，才能获得批准（@pastor_pilao, 24分） ④ 还有评论提到对有研究部门的公司来说报销会议是常规操作，主要目的就是了解最新研究方向和结识关键人物（@user221272, 5分）
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- @infinitelylarge (59): In most cases, individual researchers decide to go because they want to follow research and network, not because their lab explicitly sends them. Big labs do offer conference stipends for employees to go to conferences though, so that can make it cheaper and easier to go.
- @Remote-Telephone-682 (27): They have the money to do it. They can recruit. They can stay up to date on information. Idk i think if you want to go they will generally be willing to send you if they already are spending 3/4 million on you per year
- @pastor_pilao (24): Usually it's the other way around, if you want to go you have to provide justification why it's useful to the company if you go. Usually you justify you are going to learn, if you don't have a paper
- @user221272 (5): It is normal for companies with research departments to pay for conference attendance. We usually go there to find the latest research, research directions, and trends, and to network with people who matter.
- @Waste-Falcon2185 (4): It's a perk of the job.
作者分享自己从黑客松获奖延伸出的 Continuum 浏览器扩展，可本地捕获并在 Claude、ChatGPT、Gemini 等多家 AI 聊天间无缝续聊，还支持 AI 压缩节省上下文 token。
Hi everyone! I just wanted to share my recent project Continuum, which started out as my first hackathon win and now is a published extension on Chrome, Firefox, and its 100% local & private as e…
受众观点：① 对经常丢失长对话上下文深有同感，认为这个扩展在多模型切换和长会话续聊上非常实用（@Due_Procedure832, 2分） ② 很看重隐私，特别认可全部本地存储、不走服务器的设计方向（@AceReviewer, 2分） ③ 从产品形态上提出更高要求，认为简单搬运完整聊天记录会带来“上下文腐烂”，建议抽取出事实、决策、开放问题和废弃尝试等结构化信息，做成真正的可移植工作记忆（@triplebits, 2分）
展开评论
- @Due_Procedure832 (2): Congrats in winning the hackathon man! This actually looks really useful - I've definitely lost some good conversations when Claude or ChatGPT decides to forget everything after long sessions The local storage approach is smart too since people are getting more paranoid about da…
- @AceReviewer (2): This is great. I also really appreciate the privacy conscious approach. Please feel free to post this on r/WebSoftGiveaway.
- @SignTraditional1806 (2): Thank you 🙏
- @triplebits (2): The local capture part is useful, but I think the bigger design question is what should survive into the next chat. If the new session gets the whole old transcript, it can inherit stale assumptions, dead debugging paths, and random exploratory context. That is better than losin…
- @triplebits (2): Take a look at my project, I did exactly the same thing; extraction. This could give you some useful ideas!
一位创作者在 indiehackers 招募 AI SaaS 的商务联合创始人，产品已上线有用户，愿意给出约 40% 收入分成并希望对方能出资和负责 B2B 销售。
Hi, I have a live AI SaaS already generating users. The product is built and fully operational. **What I'm looking for:** A business co-founder who can: * Sell and open doors * Co-invest to accelerat…
受众观点：① 有人建议先把帖子翻译成英文，认为在英文社区发西语内容会限制潜在合伙人的范围（@ai_deep_signal, 2分；@Free-Concert-2574, 2分） ② 也有人指出对一个已经上线且有用户的产品来说，给销售合伙人 40% 看起来偏高，除非对方带来真金白银和强网络，否则更像是雇佣关系或普通分成（@ToxicBugsy, 2分） ③ 楼主回应说比例是谈判起点，也承认自己在销售和获客上经验不足、预算有限，希望找到能出钱又能带来渠道的伙伴（@Ok-Vegetable-6586, 2分）
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- @ai_deep_signal (2): I feel you should translate into English first
- @zinggzangg (2): Ok but what if they want a spanish speaking co-founder?
- @ToxicBugsy (2): (used AI to translate your post, hope I got it right) 40% for a sales co-founder on a product that's already live with users feels steep to me. Equity that size is usually for someone who's there from day zero sharing the risk — not joining after the hard part is done. If they'r…
- @Ok-Vegetable-6586 (2): You're right and I appreciate it. It's a high percentage — I put it as a starting point for negotiation, not a fixed number. I'm open to different structures like revenue share or a smaller equity stake with clear conditions. And yes, I've tried selling it myself. The real probl…
- @Free-Concert-2574 (2): can you please translate it in english?
这位创始人回顾自家 SaaS 从快速到 17k MRR 卡住，到通过建立“业务冠军”计划增加线下深度沟通、弱化纯 AI 自助后，成功突破瓶颈接近 50k MRR 的过程。
Hello! &#x200B; I did a post 1 year ago when our SaaS launched. Here is the link: &#x200B; https://www.reddit.com/r/SaaS/s/SNvXm5nZ0Z &#x200B; We hit around $17k MRR pretty quickly and st…
受众观点：① 有人好奇他们最初是如何拿到第一批客户的，想复用这套增长路径（@TriggerHydrant, 1like） ② 评论者认同“人对人”的重要性，询问业务冠军计划是否需要新招聘还是重组现有团队（@cluelesshousing0, 2likes） ③ 楼主补充自己原本做了很多自动化工具想省人力，但后来发现雇人做深度互动反而带来更大收益（@levity-pm, 2likes）
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- @levity-pm (2): I discussed that a lot in the initial post I did a year ago. We were in the industry we launched the SaaS in as a service oriented business so we identify exact problems and built technology for it. We had a lot of relationships from the get go.
- @cluelesshousing0 (2): This is such a good lesson and honestly something I think a lot of founders are missing right now. The jump from 17k to 50k just by adding human touchpoints is huge, and it makes sense that people want to actually talk through their problems instead of just getting automated res…
- @TriggerHydrant (1): Congrats! How did you get your first customers?
- @TriggerHydrant (1): Thanks, that makes sense, leveraging existing relationships seems like a 'hack' most founders don't really get. I'm currently building a product in my field that doesn't exist but I do have the relationships from that field to get quick feedback. Seems like the way to go. I'll j…
- @levity-pm (1): For sure - we built a lot of automated tools because we wanted to scale without a lot of overhead, but it benefitted us greatly hiring people to engage a lot more.
楼主准备为公司重建一个高信任度的 B2B 服务官网，在 Webflow、WordPress、Framer 等平台间犹豫，希望获得如何选型以及如何挑选合适自由职业者或小工作室的建议。
Hi everyone, I need to build a new website for my company. Our current site is outdated, and the business has evolved quite a bit since it was built. My internal IT team is more helpdesk/network admi…
受众观点：① 版主将帖子标记为低投入内容，提示这类泛泛求推荐问题在社区里难以获得高质量回答（@webdev-ModTeam, 2分） ② 楼主补充自己已完成定位和内容框架，进一步追问到底该找偏设计/开发、还是偏 UX/内容的人来落地网站（@MaskedPrecision, 1分）
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- @[deleted] (3): [removed]
- @webdev-ModTeam (2): Your post/comment has been determined to be a low-effort post or comment. This includes title-only posts, easily searchable questions, vague/open-ended discussion prompts, LLM generated posts or comments, and posts/comments that do not provide enough context for meaningful repli…
- @[deleted] (1): [removed]
- @MaskedPrecision (1): I’ve already done quite a bit of work on the updated positioning, sitemap, and content, so I’m not looking for someone to figure out the business from scratch. Based on what I’ve described, what kind of person would you look for to turn that into a strong site? More of a designe…
- @[deleted] (1): [removed]
发帖者贴了一个 WWDC 视频链接，询问苹果新推出的开发者虚拟化技术能否在自托管场景替代或被 OrbStack 利用。
https://developer.apple.com/videos/play/wwdc2026/389/# Or can OrbStack transition to using this technology?
受众观点：① 有人认为目前苹果提供的能力还不如 OrbStack 完整，但未来 OrbStack 可能会在底层接入这些新技术（@SystemAxis, 5分） ② 多数回复建议直接继续用 OrbStack，认为它已经足够稳定好用，不必等苹果生态慢慢补齐（@TheExemplaryPathos, 3分；@dangernoodlefloodle, 3分） ③ 也有用户表达自己对 OrbStack 的满意，希望在此基础上获得更好的系统集成体验（@ElectronicBacon, 1分）
展开评论
- @SystemAxis (5): From what I've seen, Apple is getting closer to what tools like OrbStack provide, but OrbStack still offers a much more complete developer experience today. I could see OrbStack using some of the new Apple technology under the hood though.
- @TheExemplaryPathos (3): Skip the WWDC stuff for now and just stick with OrbStack, it's solid and does what you need without the headache of waiting for Apple to catch up.
- @dangernoodlefloodle (3): why not just use orbstack?
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @ElectronicBacon (1): I love that, that'd be the best outcome. I'm very happy with OrbStack
PrintGuard 2.0 发布，提供完全本地运行的 3D 打印故障检测系统，支持 Docker 部署、多架构、Klipper/OctoPrint 集成和基于 ShuffleNetV2 的轻量 TFLite 模型。
Hi everyone, PrintGuard 2.0 is out, and it's a complete rewrite that should make a sysadmin's life easier than the 1.x line did. The TL;DR is in the title, but the interesting bits are below. The arc…
受众观点：① 有人质疑帖子打了“No AI”标签却在文中承认使用了 Claude Code 等 AI 编码助手，反映社区对 AI 参与开源项目的敏感度（@Turnspit, 9分） ② 作者解释已修改标签，并说明主要开发设计由本人完成，AI 只用于小任务，体现出对透明度和社区规则的重视（@oliverbravery, 3分） ③ 还有用户好奇它和 Obico 的差异，作者给出详细基准：在同一树莓派上 PrintGuard 推理速度快 40 倍、F1 分数和准确率显著更高，并强调本地优先、开源权重和更广泛故障覆盖（@GuildCalamitousNtent, 2分；@oliverbravery, 1分）
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- @Turnspit (9): "[Release (No AI)](https://www.reddit.com/r/selfhosted/?f=flair_name%3A%22Release%20(No%20AI)%22)" "AI coding harnesses such as Claude Code and Opencode were utilised to assist in creating the new PrintGuard version 2.0.0." ?????
- @oliverbravery (3): Sorry I have updated the flair. I was under the impression that since the project was mainly programmed and designed by me and coding assistants were used for smaller sub-tasks, the no-AI tag was more appropriate but upon reflection I have reverted that decision.
- @GuildCalamitousNtent (2): Just curious what are the advantages/differences between this and something like Obico?
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @oliverbravery (1): The headline numbers are from a head-to-head I ran as part of my dissertation, on the same Raspberry Pi 4B (4GB) over the same four test datasets that neither model had seen during training: - **Throughput**: 15.10 images/sec vs 0.35 — **>40x faster** - **Average F1**: 0.937…
一位家长想要自动把 Jellyfin 媒体库中的高码率视频转码成适合孩子 iPad 离线观看的小体积版本，寻找比 Tdarr 更轻量的自托管方案。
I’m looking for a good self-hosted / automated way to prepare some Jellyfin media for my kid’s iPad before a long trip. My Jellyfin library is mostly high-quality files, so the file sizes are much la…
受众观点：① 有人推荐 StreamyFin，指出它内置下载并可选择码率，适合直接在 iPad 上按存储空间做取舍（@AlexZeller, 10分） ② 也有用户建议用 Handbrake 这种成熟 GUI 工具来批量转码，降低折腾成本（@blink-2022, 8分） ③ 还有人提议用简单的 ffmpeg 脚本配合“监控文件夹”实现自动转码，再把输出目录同步到 VLC，认为 Tdarr 对这个场景来说太重（@rasnedev, 3分；@ercgoodman, 2分）
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- @AlexZeller (10): I use the StreamyFin App. It has an option to download media and select a Bitrate so you can pick a Bitrate that suits your storage needs.
- @blink-2022 (8): Handbrake works well for this.
- @rasnedev (3): Just use a simple ffmpeg script + a watched folder. Pick files → drop into a folder → script transcodes to 720p H.264/AAC → output folder gets synced to VLC. Tdarr is great, but definitely overkill for selective offline prep.
- @ercgoodman (2): Moonfin does this as well. I'm doing the same on my iPad for an upcoming flight & can pick the bitrate when downloading movies/shows/entire seasons
- @ivorybishop (2): Batchmode rocks
一位 16 岁开发者分享自己过去一年多连续做多个 SaaS 项目、目前在做简化营销的产品并已开始赚钱，但也感到有些倦怠。
Hello guys! I am 16 years old, I have been working on various SaaS businesses for the last 15 months or so. Right now I am working on a SaaS that makes marketing as easy as vibe coding, I have been m…
受众观点：① 有人表示自己也很喜欢这些工具但讨厌为一堆订阅付费，侧面反映出年轻开发者在工具成本上的压力（@multi_mind, 2likes） ② 评论里有人好奇他在后端和模型选型上用的是什么技术栈，关注实际实现细节（@RK_Surmado, 1likes） ③ 也有人感叹如果青少年时期就有现在的 AI 工具会多么幸运，鼓励楼主继续创业之路（@BatsAapje, 1likes）
展开评论
- @multi_mind (2): thanks! yeah, its really great, I just hate paying for them all
- @RK_Surmado (1): Congrats! Curious what you are using for backend/models?
- @BatsAapje (1): I wish i had the current ai tools during my teenage years. Awesome that uou are ready starting uour entrepreneurial journey
- @BatsAapje (1): Yes that sucks😅
- @multi_mind (1): LOL, yeah
这篇机器学习帖子介绍了一项研究，发现不同版本的 LLM 会偏好特定人物名字组合，并在大量网站上反复生成同一三人角色，暴露出模型特有的“签名”模式和潜在的死互联网风险。
It turns out LLMs have strong priors over character names that are model-specific and version-specific. If you find Elena Vasquez and Marcus Chen together on a website, there's a good chance Claude g…
受众观点：① 有人觉得研究既有趣又让人沮丧，说明读者一方面被这种“模型签名”现象吸引，另一方面担心网络内容被 AI 填充的前景（@Jojanzing）② 作者在评论中提到这项工作把他们带到了“死互联网理论”的边缘，呈现出相当反乌托邦的未来想象（@CebulkaZapiekana）③ 评论里还举例 Claude 偏好某三人组合、Gemini 偏好 Aris Thorne 和 Lena Petrova 等名字，并指出可以通过搜索这些名字来推断使用了哪个模型和版本（@CebulkaZapiekana）
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- @Jojanzing (9): Fascinating and depressing. Good work!
- @ResidentPositive4122 (7): Ah, our small Elara has grown...
- @CebulkaZapiekana (5): Thanks! Yes, this research led us to the edge of the Dead Internet Theory and quite dystopic vision of the future.
- @CebulkaZapiekana (4): [Ghost triple](https://imgur.com/a/txgYhYO)
- @CebulkaZapiekana (3): Yeah the Elara Voss case by ChatGPT was only the beginning... Claude has the trio and Gemini loves Aris Thorne and Lena Petrova. It is fascinating that we can just google them and see what model (and what version sometimes) has beed used. :D
作者在两个月内为自己的量化算法选股平台 Algolabhk 拿到 20 个付费客户，并通过 Telegram 群、Threads 粉丝和多渠道投放获取早期用户。
I now have 300 free members in telegram group, 1300 followers on thread, and 20 paid customers! I built a quant powered algo trading platform, provides daily stock picks, 3 trading strategies , marke…
受众观点：① 有人建议他补充英文内容以覆盖非中文用户，说明产品在语言和市场扩展上还有空间（@Rich-wood, 1like） ② 评论者好奇 1300 粉丝与 20 付费之间的真实转化率和来源构成，追问 Telegram 群的转化比例（@Master_Truth_7921, 1like） ③ 楼主自己也承认不同渠道带来的用户基数难以准确估算，说明早期数据归因仍比较粗糙（@Master_Truth_7921, 1like）
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- @Master_Truth_7921 (2): Got you man! Will work on this!
- @[deleted] (1): [removed]
- @Master_Truth_7921 (1): Yes youtube is a great traffic source, been posting a few videos on it to slowly get attentions Not all conversion comes from my tg group, some are from ads, socials direct, from tg group conv rate probably 5%, the tg group is open for free, anyone can join
- @Rich-wood (1): Everything in Chinese , add the English
- @Master_Truth_7921 (1): Sometimes it’s just a number, 1300 is not even the fact, there are some comes from google ads, fb ads where I don’t even know how to estimate the universe
一位以React业务应用为主的开发者想学习 Awwwards 上那种富有创意的网页动效，却不知道这些滚动、文字揭示、视差和转场效果的专业名称和学习资源。
I'm primarily a web application developer (React), so most of my experience is building dashboards, forms, admin panels, and business applications. Recently, I've been exploring more creative and mar…
受众观点：① 有人建议先模仿自己喜欢的动画，并掌握如视差、滚动触发、文字揭示、stagger 等术语后再去搜索学习（@nimeshpal, 6分） ② 有评论指出大部分炫酷效果其实都基于少数工具组合，如 GSAP+ScrollTrigger、Lenis、SplitText，并推荐 Codrops 作为带名字的效果目录（@StressTraditional204, 2分） ③ 也有人分享会用现成网站如 animate.style 作为常见动画模式的参考库（@vbfischer, 1分）
展开评论
- @nimeshpal (6): For me, the biggest improvement came from recreating animations I liked. Once you know terms like parallax, scroll-triggered animations, text reveal, stagger, pinned sections, and page transitions, searching becomes much easier.
- @StressTraditional204 (2): smaller toolkit than it looks. most of it is GSAP + ScrollTrigger for the scroll stuff, Lenis for the smooth scrolling, SplitText for those staggered text reveals. go dig through Codrops (tympanus.net/codrops), it's basically a named catalog of these exact effects. rebuild 2-3 o…
- @EvilIrving (1): I swiped to a video before, and the blogger made a local webpage. When she takes a screenshot of an effect or special effect and puts it on the canvas, she will call AI to analyze which animations, design patterns, etc. are used, and paste them on the picture. It really works ov…
- @vbfischer (1): I usually fall back to this site although I don’t know if those are standard type animations https://animate.style/
- @[deleted] (1): [removed]
发帖者在 r/MachineLearning 询问 ICML 海报相关截止时间，搞不清官网写的“明天截止”是指 AoE 论文主题选择还是与首尔合作的线下打印服务。
Does anyone know when is the ICML poster deadline? It says it’s tomorrow but is it AoE?
受众观点：① 有人解释说楼主看到的是 ICML 与首尔本地打印商合作的打印截止日期，而不是会议本身的海报上传 deadline（@misplacedlion, 3分） ② 另一位起初以为没有上传海报的截止时间，被这条帖子吓到后去查官网，确认只有选 poster 主题的 AoE 截止，海报上传官方只是建议提前一周并无硬性时间（@RussB3ar, 2分） ③ 还有人顺带问今年 ICML 是否会用类似 Whova 的会议 App，反映出参会者对会务工具也有信息缺口（@DifficultyHeavy, 2分）
展开评论
- @misplacedlion (3): Oh sorry! The deadline is for printing the poster. ICML is collaborating with a printer in Seoul
- @RussB3ar (2): What do you mean poster deadline? I am only aware about the June 17 AoE deadline for selecting poster topics. There is no deadline for uploading the poster, right? Don't scare me like that... **Edit.** Yep, there is no such deadline, from ICML website: >*There is no deadline…
- @DifficultyHeavy (2): Does ICML have any apps like whova this year? AAAI '26 had whova.
- @RussB3ar (1): Ah got it, you were referring to the partner printing service.
- @Marsu01 (1): Be careful if you print in 36x72 they don’t have that option
作者做了一个把全球城市按人口、建城年代、联合国教科文组织等指标做成卡牌的网站 citytcg.com，邀请大家试玩这个城市卡牌侧项目。
Cities ranked on population, age, UNESCO status, and more! Give it a try on [https://citytcg.com/](https://citytcg.com/) !!!
受众观点：① 觉得项目很酷并顺势分享自己做的类似“side quests”卡牌网站的开发者（@bogdanstefanjuk, 1likes） ② 表示自己也曾想做类似概念但用于艺术领域的用户（@KaleidoscopeShoddy10, 1likes）
展开评论
- @bogdanstefanjuk (1): Looks awesome! I recently build something kind of similar but for "side quests" - [https://sidequest.garden/](https://sidequest.garden/)
- @KaleidoscopeShoddy10 (1): Damn, i wanted to do this but with art
有人在 r/selfhosted 寻找能替代 Firefox Send 的轻量级网页文件分享工具，要求拖拽上传、加密、过期和下载次数限制并支持 S3 后端。
There are soooo many here [https://github.com/awesome-selfhosted/awesome-selfhosted#file-transfer---single-click--drag-n-drop-upload](https://github.com/awesome-selfhosted/awesome-selfhosted#file-tra…
受众观点：① 有人推荐 Pingvin-X 这类专门做临时文件分享的项目，认为体验接近 Firefox Send（@Ok_Soil_7466, 5分） ② 也有人用 PairDrop 这种更偏局域网/多设备互传的方案解决日常文件投递（@fooloflife, 2分） ③ 还有用户分享 copyparty、Gokapi 等个人偏好的轻量文件分享工具，说明生态选择非常分散（@03lollo, 2分；@sargetun123, 1分）
展开评论
- @Ok_Soil_7466 (5): Pingvin-X https://github.com/smp46/pingvin-share-x
- @fooloflife (2): I use [PairDrop](https://github.com/schlagmichdoch/pairdrop) to send files between devices
- @03lollo (2): https://github.com/9001/copyparty My favourite software
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @sargetun123 (1): Gokapi [https://github.com/Forceu/gokapi](https://github.com/Forceu/gokapi) same idea basically
作者介绍自己一年里在安卓上做的 VERBit 系列 15 个极简本地应用，每个只围绕一个动词解决生活里的单一场景，不登录不上云，强调手机回归个人工具。
Over the past year I’ve been designing a family of 15 minimal apps in my spare time. I’m a designer, and each one came out of something I genuinely needed in my own life. I wanted to break the chain…
受众观点：① 认可这组应用的设计和完成度，对整体方向表示鼓励（@LuxInvestor, 1分） ② 关心隐私和去谷歌生态，希望作者能把应用发布到 F-Droid 方便去谷歌用户使用（@LuxInvestor, 1分）
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- @LuxInvestor (1): Nice work! 🤘🏿 Any chance of this being on f-droid for us de-googlers?
作者分享自己用 Django 和 React 做的开源知识图谱 RAG 管线，通过实体图、社区检测和混合检索来缓解传统向量检索在多跳问答场景下的“lost in the middle”问题。
Hey everyone, I built an open-source full-stack pipeline (Django + React) that constructs a Knowledge Graph from raw text, detects thematic communities, and uses hybrid search to solve the "lost in t…
受众观点：① 有人表示自己刚开始做 RAG，发现更高级的变体能覆盖更多问题类型，希望这个项目能帮到作者并隐含认可这类方法的潜力（@Future_Caregiver_643, 2分） ② 另一位对传统 RAG 效果不佳，正打算研究图和社区检测，认为这个开源项目来得很及时并计划实际试用（@corkorbit, 1分）
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- @Future_Caregiver_643 (2): Same here! I've only recently started working with RAG and its more advanced variations, and I've found that it can handle a much wider range of questions compared to the traditional version. I really hope this project helps you out.
- @corkorbit (1): Looks great, will def try it out. I wasn't having much luck with trad RAG and started to look at graphs and community detection so your post is very timely - thanks for sharing.
独立开发者分享自己做用户访谈总被客套好评却没人付费的经历，并推荐《The Mom Test》这本书和自己做的核心方法拆解视频。
For months I was doing customer interviews and getting nothing actionable. Everyone said they loved the idea. Nobody bought. Turns out I was asking the wrong questions — and people were being polite,…
受众观点：① 认同《The Mom Test》有用并补充要多问“怎么做”以及观察用户真实行为而不是口头需求（@BatsAapje, 2likes） ② 认为获取有效用户反馈是一项需要长期练习的技能，不是看一本书就能立刻掌握（@vehiclestars, 2likes） ③ 有人只是简单表示支持和认可内容不错，但没有给出具体方法论（@squishfunk-dev, 1likes）
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- @BatsAapje (2): Jupp the mom test is really usefull. Questions like ‘how’ also work well. Also look into what users are doing and not saying. Quite often users also dont even know what they want. I built features based on user geedback in thenpast that they then would not use
- @vehiclestars (2): Yes, I agree 100%, it's a skill you really have to develop.
- @squishfunk-dev (1): nice
一位开发者吐槽 Playwright 这类工具对选择器的依赖导致前端重构就要大改测试，快照测试又因布局微调频繁报错，开始思考是否需要基于视觉层而非DOM的前端测试方案。
The selector dependency in Playwright is the one thing that keeps biting teams no matter how good the rest of the DX is, every time the frontend team refactors a component the test suite needs matchi…
受众观点：① 有人提到很多团队会在标记中加入 data-test-id 作为专用选择器，虽然增加测试相关代码但能显著降低重构时的断测率（@jhartikainen, 3分） ② 也有开发者建议尽量用文本等更稳定的方式定位元素，而不是直接依赖脆弱的选择器（@sneaky-pizza, 1分） ③ 另一条评论指出 Playwright 已内置像素级视觉对比 API，并推荐 Lost Pixel 这类专注视觉回归的开源工具，同时承认视觉测试也有快照脆弱性的问题（@Upbeat-Hat-6582, 0分）
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- @jhartikainen (3): It seems a lot of developers have converged on using `data-test-id` or such in the markup as identifiers that browser testing tools can use. I'm not a huge fan of adding test specific code, but this seems like a reasonable compromise. At least you can easily move those around to…
- @sneaky-pizza (1): Are you looking to catch visual diffs, or system/feature tests? For functional testing, I typically I avoid hitting selectors, unless there's some rare case where I must. When clicking someting, for example, I have suits click "Link text" and not some selector. I haven't used Pl…
- @Upbeat-Hat-6582 (0): Playwright has a built in visual comparison API now that screenshots at the pixel level rather than querying the DOM, worth trying before reaching for a separate tool. For teams that want something more purpose built, Lost Pixel is open source and focuses purely on visual regres…
这篇帖子介绍了反射架构模式，结合 Spring Boot 注解和 ORM 映射等例子讲解反射如何驱动行为以及适用与不适用的场景。
Building software that can change itself without needing to be recompiled is a hard problem, and the reflection architectural pattern is a solid answer to that. I published an article diving into the…
受众观点：① 有人质疑把反射等同于“程序自我修改”的说法，认为利用元数据驱动行为和真正的自修改代码是两回事（@gredr）② 也有人强调反射主要是结构自省和分发，而不是自修改，并指出很多 DI/ORM 框架正在转向编译期处理以改善启动性能和兼容 GraalVM（@taikunlab）③ 评论中提到 Spring AOT、Quarkus、Micronaut 等框架趋势，说明读者关心的是现代 JVM 生态下反射带来的性能和部署影响（@taikunlab）
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- @gredr (7): Haven't read the article, but I think that "having access to metadata about the structure of the program source and using that to drive behavior" is different than "can change itself without needing to be recompiled".
- @taikunlab (1): Reflection is mostly introspection (read the structure, dispatch on it), not self-modification. The "changes itself without recompiling" framing is closer to runtime codegen/bytecode rewriting, which is a separate thing. Also worth noting: the DI/ORM frameworks cited as the win…
作者预告自己在 Kickstarter 上众筹一款 3D 打印的 Clicky Cutter 指尖解压多功能美工刀，把可点击的解压结构和实用开箱刀具结合在一起。
[Kickstarter](https://www.kickstarter.com/projects/clickycutter/clicky-cutter-the-box-cutter-that-clicks) goes live on July 7th! 🎉
受众观点：① 认可把解压机制和实用工具结合的创意，觉得这样放在桌面上更名正言顺，不像单纯玩具（@alishashaw, 3分） ② 好奇 Kickstarter 对带刀刃产品的审核流程和安全要求，关心项目如何处理合规问题（@alishashaw, 3分） ③ 对众筹审核结果感到意外，认为能顺利通过说明平台对这类产品的接受度还不错（@Kataifee, 2分）
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- @alishashaw (3): Cool concept - the fidget mechanism built into something actually useful is a smart angle. A lot of fidget products feel like they exist just to be fidgeted with, so combining it with a utility knife gives people a reason to have it on their desk without feeling like a toy. How…
- @Kataifee (2): Thank you so much for the comment! In terms of the Kickstarter, we had no issues with the approval. Which was very surprising lol.
作者发布 NetworkSim v0.2，一个在浏览器里运行的免费网络拓扑模拟器，可配置防火墙区、VLAN、ACL 并用场景和攻击流量直观测试流量走向。
v0.2 of NetworkSim is out — a free network topology simulator that runs in the browser (no login, no install). You build a network, set firewall zones / VLANs / ACLs, and test how traffic actually fl…
受众观点：① 认为产品功能很强，但建议增加更简单的新手教程，否则对完全不懂网络的人门槛较高（@Robiety101, 1分）
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- @Robiety101 (1): I'd recommend having like a very simple beginning tutorial to ease people into it, unless this is meant for people who already understand networks.
一位SaaS创始人在帖子中感谢这个社区的建议和经验分享，比任何课程或导师都更有帮助，并表示希望未来也能回馈价值。
I just wanted to take a moment to genuinely thank everyone in this subreddit and other related communities because your advice, feedback, and shared experiences have helped me more than any course or…
受众观点：① 有人提醒即便社区很有价值，也不要忽视真正了解你业务的一对一导师，他们能指出具体盲区而不是泛泛建议（@BoysenberrySure3554, 1分） ② 也有评论鼓励楼主继续分享经验，认为这种正向反馈能让社区保持高质量互助氛围（@Elfsight, 1分）
展开评论
- @BoysenberrySure3554 (1): That's great you got value out of the community here. One thing I'd say though is don't sleep on finding an actual mentor or two if you can, even after all this. Reddit threads and advice are solid for broad strokes and catching obvious mistakes, but a mentor who knows your spec…
- @Elfsight (1): That's nice of you to share this feedback, and it surely inspires the community to stay as it is. Hopefully, your journey will create even more positive experiences here for others, and good luck with your further progress!
作者介绍自己开源的 FeynRL 框架，主张仅开放模型权重不够，RL 后训练还需要透明、可修改的训练框架来支持 LLM、VLM 和智能体的算法研究。
Open weights are important and critical, but they are not enough by themselves. If we want open ML and AI research to move forward, we also need open training frameworks: codebases that do more than…
受众观点：① 有人提醒作者当前赛道很拥挤，必须更具体地说明这个框架相比其他方案的独特价值，否则更适合去 /r/LocalLLaMa 做推广（@entsnack, 1分） ② 作者回应说现有 RL 框架多围绕少数方法设计，扩展新算法需要大改系统，而 FeynRL 的目标是把算法和系统解耦，让研究者更容易尝试新方法，并附上项目博客链接进一步解释设计理念（@summerday10, 1分）
展开评论
- @entsnack (1): You're in a crowded space so the onus is on you to tell people why they should care about this in concrete terms. If you just want to advertise you'll fare better at /r/LocalLLaMa.
- @summerday10 (1): Yes, you are right. It is very hard to get the word out there these days because the noise-to-signal ratio is very high. The goal of this is not just to be another framework. I have very different motivations than others, as most people see RL as a systems and infra/system probl…
一位即将毕业的学生在 r/MachineLearning 询问，自己已有 ACL 正式论文和 ICML workshop 论文，是否值得在美国参加完 ACL 后再飞韩国参加 ICML 以增加求职时的线下社交机会。
I have a main paper in ACL and a workshop paper in ICML. I'm looking for jobs in U.S. as a graduating student. Would it be worth going to ICML after ACL presentation such that I have more chance to n…
受众观点：① 有人认为如果目标是工业界工作，多参加会议有帮助；如果是学术岗位则应优先去本领域代表性更强的会议，并提到去年 ACL 的行业招聘存在感偏弱，而 NeurIPS 和 ICML 这类会议在招聘方面体验更好（@muk343, 6分） ② 另一位表示自己并不理解会议上的招聘如何运作，询问是不是只要去公司展台聊聊就行，反映出不少学生对会议招聘流程缺乏直观认识（@ade17_in, 0分）
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- @muk343 (6): For an industry job, my personal opinion is yes. For an academic job, go where your field is more represented. Last year, ACL was a lot underwhelming in terms of industry recruiters. I have had much better experience with NeurIPS in the past. And I believe same would be the case…
- @ade17_in (0): I actually don't understand how recruitment at conferences work. You just go to company boot and discuss about positions?
楼主描述在 LearnUpon 上运营培训业务，想通过其 API 包一层自建系统补齐自动建组、前端定制、线下活动售卖和 Stripe 报表等缺口，并询问外包开发的难度和成本区间。
We've been using LearnUpon for the last 8 years and only plan to switch if we can find something markedly better, but we haven't found anything meaningfully better. But there are a couple of gaps we…
受众观点：① 有经验的开发者指出这相当于围绕 LearnUpon API 打造一整套 SaaS，涉及多方集成，需要机构级团队和完整需求调研，成本从几万到数万美元起步（@barrel_of_noodles, 2分） ② 楼主追问是否干脆换一个平台，说明对“重写 vs 迁移”的长期投入仍缺乏判断依据（@hwctc19, 1分）
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- @barrel_of_noodles (2): if you actually want a real product that functions and can be maintained? youre asking for full SaaS around learnupon's API. some of this is possible, some of it probably isn't. you need an agency, and full discovery doc. these projects start at like $10K. much more by the end.…
- @hwctc19 (1): Thanks for this insight, would it be worth the brain damage to just identify another platform?
帖子转发了 JetBrains 和 PHP Foundation 发起的 2026 年 PHP 现状调查问卷链接，号召使用 PHP 的开发者参与填写以影响语言未来发展。
Jetbrains and the PHP Foundation is asking PHP users to fill out this years State Of PHP survey. https://thephp.foundation/blog/2026/06/09/help-shape-the-future-of-php/ I am passing the information a…
受众观点：① 有人分享自己不符合问卷筛选条件，被提示“我们在找 elePHPants”，调侃式回应问卷的目标受众定位（@Afflictionista, 1分）
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- @Afflictionista (1): I lost. >*Sorry, we’re looking for elePHPants! If you’ve seen one, please share this survey with them.*
这条帖子分享了一篇通过手写代码实现词法分析器来讲解词法切分的文章，偏实践而非理论推导。
It's not highly theoretical and walks through actual lexer implementation in code
受众观点：① 评论者赞同先从简单的递归下降解析器和手写 lexer 入手，认为这能建立对语言工作原理的直观理解（@CodeCraftDan）② 大家关心的是当解析出错时如何调试，比起面对 yacc 之类工具的晦涩错误信息，手写实现更容易定位问题（@CodeCraftDan）
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- @CodeCraftDan (1): Yeah, this is exactly why I always tell people to start with a simple recursive descent parser before jumping into parser generators. Building the lexer by hand gives you so much intuition about how the language actually works under the hood. Plus when things inevitably break (a…
开发者在 indiehackers 宣布自己的习惯养成应用 Gamified Lives 上线，主打 AI 教练电话督促和“韧性分”机制替代传统连续打卡惩罚。
The Habit App that calls you back is finally here! [Gamified Lives](https://apps.apple.com/us/app/gamified-lives/id6761446121) has been through the ringer the last few weeks, as many of you likely sa…
受众观点：① 用户祝贺产品终于上线，并认为“韧性分”替代简单清零连击是解决习惯类应用挫败感的聪明设计（@Common_Dream9420, 1likes） ② 对 AI 电话教练功能既好奇又有顾虑，担心频繁来电可能在帮助和打扰之间摇摆（@Common_Dream9420, 1likes）
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- @Common_Dream9420 (1): congrats on finally shipping after all that. the resilience score angle is genuinely smart, streak resets are why i've abandoned every habit app i've ever tried. curious how the AI call feature lands with users, that could either feel like a lifeline or annoying real fast depend…
这条帖子介绍了一场由 Sam Newman 采访 Kief Morris 和 Adrian Mouat 的对话，讨论容器世界的安全现状、基础设施自动化趋势以及平台团队是否真正发挥作用。
In this session, Sam Newman interviews Kief Morris and Adrian Mouat, both experts in their field. They explore the current reality of security in the container world, how infrastructure automation is…
受众观点：① 有人提到容器安全容易给人“已经隔离就安全”的错觉，但很多团队仍在使用带大量漏洞的基础镜像并随意挂载 Docker socket（@CodeCraftDan）② 评论者分享自己转向构建最小化 distroless 镜像并认真处理漏洞报告的实践，说明受众关心的是可操作的安全实践而不是抽象原则（@CodeCraftDan）
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- @CodeCraftDan (1): Yeah, that's the tricky bit with container security - you get this false sense of safety because "it's isolated" but then you're pulling base images with 200+ vulnerabilities and mounting the Docker socket because some tutorial told you to. Been there. Now I spend way too much t…
这篇帖子质疑当前大热的 local-first 架构，认为除非有极端离线或隐私需求，否则相较于简单的云端 Postgres，复杂的本地数据同步和 CRDT 方案往往是过度工程。
Everyone is hyping up local-first architecture because of Linear’s speed and the flack Notion is getting for its half-baked offline mode. Keeping data on the client sounds amazing for UX, but the eng…
受众观点：① 帖子指出 Linear 的流畅体验和 Notion 半吊子离线模式引发的讨论，说明大家对 local-first 的兴趣主要来自用户体验对比而非工程成本（原帖作者）② 文中提到 CRDT、冲突解决和在成千上万用户设备上做 schema 迁移的复杂度，说明工程师群体在意的是长期维护负担而不仅是首发体验（原帖作者）③ 作者邀请有生产级 local-first 经验的人分享“是否值得”的战例，说明读者期待看到真实的踩坑故事和成本收益分析（原帖作者）
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一位德国高校博士生招募从业者参与在线问卷，测试其为 AI 与 LLM 聊天机器人设计的结构化方法，用于帮助 UX 设计师校准用户对系统的信任程度。
Hi everyone, I'm a PhD researcher at Mainz University of Applied Sciences, Germany. My dissertation looks at how interface and UX design shape **user trust in AI/LLM-based chatbots**, specifically ho…
受众观点：评论区尚无有效反馈，暂时看不出从业者对该方法的具体评价或质疑点，缺少对实际可用性和落地难度的讨论（无评论）
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有人在 NeurIPS 比赛板块通知日当天发帖询问，自己提交的 Competition 提案还没收到结果，想知道是否有人已经被录取以及拒信是否会晚些统一发送。
Hi guys, today is the deadline for acceptance notification from NeurIPS about Competition (challenges). Has anyone hear back already? Do they send the rejection letter later?
受众观点：评论区尚无反馈，看不出其他投稿者是否已经收到 NeurIPS Competition 的录取或拒信，也缺乏对官方流程透明度的讨论（无评论）
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楼主在评估多家社交监听 API 服务时发现功能侧重点差异很大，困惑实际落地时哪些能力最有价值，向有实战经验的人请教选型要看什么。
Maybe I'm missing something, but been evaluating a few social listening API providers and the feature lists seem all over the place. Some focus on mentions, some on engagement metrics, some are basic…
受众观点：评论区尚无有效讨论或经验分享，暂时没有可提炼的受众关注点。
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Novu 在 Product Hunt 上推出 Novu Connect，让任意 AI agent 通过统一接口接入 Slack、Teams、WhatsApp、Telegram 和邮件等渠道，与真实用户进行双向长对话并处理审批、升级和汇报等工作流。
Novu
受众观点：① 官方强调现在的 agent 不再只是回答问题，而是要发起审批、追问、升级和汇报，因此必须在用户真实使用的渠道上保持会话连续性，这一“最后一公里”痛点引起共鸣（@Novu） ② 潜在用户关心跨渠道上下文管理，询问当用户在 Slack、邮件和 WhatsApp 之间切换时，Novu Connect 如何保持长对话的一致性和状态（@Novu 引用 @manish_mandot 的问题） ③ 对隐私和合规敏感的用户追问，当对话从 agent 移交给真人时，历史记录是否全部可见、是否支持自动敏感信息脱敏，以及是否有审计日志和同意流程等控制能力（@Novu 引用 @swati_paliwal 的问题）
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- @Overview (0): * [Launches3](/products/novu#launches) * [Reviews15](/products/novu/reviews) * [Alternatives](/products/novu/alternatives) * [Customers](/products/novu/customers) * [Built with](/products/novu/built-with) * [Team](/products/novu/makers) * More This is the 3rd launch from Novu. […
- @Novu (0): Maker 📌 Hi everyone, I'm Tomer, co-founder at Novu. Dima covered the what. Let me cover why it matters. The agents people are building no longer just answer questions in a chat box. They send approvals, ask follow-ups, escalate, and report back. For any of that to work, the agen…
- @Novu (0): Maker [@tomer\_barnea1](https://www.producthunt.com/@tomer%5Fbarnea1) The captain! What an amazing journey we have in Novu! Upvote (2) Report Share 7h ago [](/@manish%5Fmandot) [Manish Mandot](/@manish%5Fmandot) [@tomer\_barnea1](https://www.producthunt.com/@tomer%5Fbarnea1) Thi…
- @Novu (0): Maker [@tomer\_barnea1](https://www.producthunt.com/@tomer%5Fbarnea1) 🫶🏻 Upvote Report Share 6h ago [](/@swati%5Fpaliwal) [swati paliwal](/@swati%5Fpaliwal) [@tomer\_barnea1](https://www.producthunt.com/@tomer%5Fbarnea1) Congrats on the launch. Quick question: how do you handle…
- @Novu (0): Maker [@swati\_paliwal](https://www.producthunt.com/@swati%5Fpaliwal) That's great question, right now we don't support auto reduction, but this would be great for Gov/Fin/Health related, can you share the full use case?? As for availability, the agent have 100% context availabl…
Wobo AI 在 Product Hunt 上推出 Wobo 2.0，将自己定位为“求职版 Tinder”，由 AI 根据用户背景匹配预筛选职位，并自动在各公司官网完成简历、求职信和问答等申请流程。
Wobo AI
受众观点：① 官方介绍强调这是第 4 次发布，主打“像刷 Tinder 一样找工作”，由 AI 充当个人招聘官，自动匹配并在公司官网完成申请流程（@Overview） ② 真实用户分享长期使用体验，提到之前用 Sonara 效果一般、申请量有限，后来尝试外包给自由职业者也不理想，而 Wobo 在过去半年里能持续找到大厂岗位并生成不错的回答，被评价为目前用过最好的自动求职工具之一（@Serena）
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- @Overview (0): * [Launches4](/products/wobo-ai#launches) * [Reviews2](/products/wobo-ai/reviews) * [Alternatives](/products/wobo-ai/alternatives) * [Forum](/p/wobo-ai) * [Team](/products/wobo-ai/makers) * [Awards](/products/wobo-ai/awards) * More This is the 4th launch from Wobo AI. [View more…
- @Serena (0): •[1 review](/@serenamiller/reviews) I work long hours and have a 6 yo kid, so don't have much time to apply for jobs, which is why I use tools like these. I previously tried Sonara, but it wasn't good enough, and it had a low number of applications. After they shut down, I worke…
AutoEdit 在 Product Hunt 上发布，作为 Adobe Premiere Pro 插件，用 AI 自动识别长视频中的静音、口头语、坏镜头和重复片段并生成更干净的粗剪时间线，帮助创作者和团队大幅减少基础剪辑时间。
AutoEdit
受众观点：① Product Hunt 介绍强调 AutoEdit 不试图取代剪辑师，而是嵌入 Premiere Pro 帮他们自动清理静音、口头语、坏镜头和重复段落，生成结构更清晰的粗剪，大幅减少重复劳动（@Lancepilot） ② 官方定位其为面向创作者、播客、代理公司和内容团队的效率工具，适合处理长视频素材并缩短从素材到可用版本的时间（@Overview）
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- @Overview (0): * [Reviews](/products/autoedit/reviews) * [Alternatives](/products/autoedit/alternatives) * [Built with](/products/autoedit/built-with) * [Forum](/p/autoedit) * [Team](/products/autoedit/makers) * [Awards](/products/autoedit/awards) * More Free Options Launch tags:[Marketing](/t…
- @Lancepilot (0): Hunter 📌 Happy to hunt AutoEdit today! 🙌 Video editing is one of those tasks that still consumes countless hours, especially for creators, podcasters, agencies, and content teams working with long-form footage. What caught my attention about AutoEdit is that it doesn't try to re…
- @AutoEdit (0): Maker
- @AutoEdit (0): Maker
- @AutoEdit (0): Maker
Kickbacks.ai 是在 AI 代理空闲等待时间里插入赞助内容并与开发者五五分成收益的新型广告变现平台。
Kickbacks.ai
受众观点：① 有人觉得产品机制不直观，需要更多试错才能理解实际用法和价值（@DavidCT）② 也有人认为这是一个看似恶搞但其实很聪明的点子，尤其是对「货币化代理等待状态」这种新市场感兴趣（@Sarvesh Chidambaram, @Peter Shu）③ 开发者关心如何保证赞助内容对开发者仍然有用，而不是变成又一个广告位（@Sarvesh Chidambaram）
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- @Overview (0): * [Reviews](/products/kickbacks-ai/reviews) * [Alternatives](/products/kickbacks-ai/alternatives) * [Team](/products/kickbacks-ai/makers) * [Awards](/products/kickbacks-ai/awards) * More Free Launch tags:[Advertising](/topics/advertising)•[Artificial Intelligence](/topics/artifi…
- @DavidCT (0): [@michaelpehl](https://www.producthunt.com/@michaelpehl) seems that they need to do a bit more "trial and error" coz i cant figure this stuff either Upvote Report Share 25m ago [](/@sarveshsea) [Sarvesh Chidambaram](/@sarveshsea) Clever and slightly surreal market: monetizing ag…
PandaProbe Cloud 是为 AI agent 提供全栈 tracing、评测和监控的云服务版平台，专门解决多子代理链路下的调试与可观测性问题。
PandaProbe Cloud
受众观点：① 官方 maker 指出传统自建 span logging 在引入 subagents 后会导致因果链断裂、静默失败不可见，说明很多团队已经踩过这类坑（@PandaProbe）② 评论里有人关心如何在复杂 agent 生命周期中重建完整执行会话，说明目标用户是已经在生产环境运行多代理系统的工程团队（@PandaProbe 引用 @anand_thakkar1）③ 产品标签强调开源、开发者工具和 AI 基础设施，说明受众关注的是与现有 LLM 工程栈（如 Langfuse 等）的集成与对比（@Analytics）
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- @Overview (0): * [Reviews](/products/pandaprobe-cloud/reviews) * [Alternatives](/products/pandaprobe-cloud/alternatives) * [Built with](/products/pandaprobe-cloud/built-with) * [Forum](/p/pandaprobe-cloud) * [Team](/products/pandaprobe-cloud/makers) * [Awards](/products/pandaprobe-cloud/awards…
- @Analytics (0): [Langfuse](/products/langfuse?ref=product%5Fsidebar) Open Source LLM Engineering Platform [5.0(46 reviews)](/products/langfuse/reviews) [AI Infrastructure Tools](/categories/ai-infrastructure)[AI Metrics and Evaluation](/categories/ai-metrics-and-evaluation)
- @PandaProbe (0): Maker 📌 👋 Hey Product Hunt! I'm Sina, founder of PandaProbe. A while back we launched the open-source version here — the response was incredible. Today we're back with what many of you asked for: PandaProbe Cloud — full-stack tracing, evals, and monitoring for agents, with zero…
- @PandaProbe (0): Maker [@anand\_thakkar1](https://www.producthunt.com/@anand%5Fthakkar1) You've nailed exactly why homegrown span logging breaks down — the moment you introduce subagents, the causal chain fragments and silent failures become invisible. PandaProbe handles this through the session…
- @PandaProbe (0): Maker