Hacker News 讨论摩托罗拉未来在旗舰机型上官方支持 GrapheneOS 的计划，以及高通芯片与低端机型在安全更新上的差异和限制。
Devices with GrapheneOS support should be available in 2027 ① 关心 GrapheneOS 但被 Pixel 硬件价格和供应限制住的隐私用户，关注 2027 年后是否有更多选择（@exceptione） ② 已经购买摩托罗拉手机、担心自己机型是否满足 GrapheneOS 硬件要求的用户（@virajk_31） ③ 观察到部分旧款摩托罗拉突然获得更长 Android 更新、猜测与 GrapheneOS 准备工作相关的技术用户（@unfocso, @Retr0id）
Hacker News 讨论摩托罗拉未来在旗舰机型上官方支持 GrapheneOS 的计划，以及高通芯片与低端机型在安全更新上的差异和限制。
① 关心 GrapheneOS 但被 Pixel 硬件价格和供应限制住的隐私用户，关注 2027 年后是否有更多选择（@exceptione） ② 已经购买摩托罗拉手机、担心自己机型是否满足 GrapheneOS 硬件要求的用户（@virajk_31） ③ 观察到部分旧款摩托罗拉突然获得更长 Android 更新、猜测与 GrapheneOS 准备工作相关的技术用户（@unfocso, @Retr0id）
Hacker News 讨论 Stripe 以约 70 亿美元收购 OpenRouter 的消息，围绕 OpenRouter 的开发者体验、估值合理性以及"中间商收购中间商"的行业格局展开争论。
① 认可 OpenRouter 开发体验、为团队高价收购感到复杂的开发者（@sidcool） ② 不理解模型路由器为何能值数十亿美元、希望有人解释其商业价值的技术读者（@gavino） ③ 对"中间商收购中间商"这种行业整合现象既调侃又好奇背后战略的观察者（@sparkling, @itsdesmond, @wxw）
marclou 做了一个基于十多万条 USDA 和英国样本数据的迷你应用，对比 69 种水果蔬菜豆类的农药暴露与健康长寿评分，得出"最健康的果蔬往往农药最多、豆类是超级食物"的结论。
① 作者补充分享说用 1% 小苏打水浸泡 10-15 分钟可以显著降低水果表面农药残留，给出实用减害建议（@marclou, 47likes） ② 有人觉得这个应用很酷，并提到自己也在做一个按毒性给时尚打分的 app，说明这类"健康/毒性评分"工具有跨领域延展性（@rominaramon, 5likes） ③ 也有人引用营养学账号的建议，认为薄皮水果更该优先选择有机，讨论如何在现实中平衡健康和农药风险（@pattammaro, 4likes）
Stripe 宣布收购多模型路由平台 OpenRouter，官方称其将帮助企业优化 AI 使用和“智能预算”，HN 上则聚焦于据传超过 70 亿美元的高额收购价格与这类 AI 中间层业务的长期价值
Stripe 宣布收购多模型路由平台 OpenRouter，官方称其将帮助企业优化 AI 使用和“智能预算”，HN 上则聚焦于据传超过 70 亿美元的高额收购价格与这类 AI 中间层业务的长期价值。
受众观点：评论区主要围绕两个焦点：一是 OpenRouter 本身的开发者体验和产品价值，二是这笔收购在估值和战略上的合理性。比如 HN 上 @sidcool（score 不公开，平台 HN）提到「Good for OpenRouter. They have a great DevEx. The $7 billion is tad high, but Stripe can afford it.」，肯定了 OpenRouter 的 DevEx 同时质疑价格偏高；另一位 HN 用户 @gavino（HN）则直接问「Could someone explain why these routers are so valuable and pulling acquisitions in the billions?」，反映出很多开发者对“模型路由器”商业价值的困惑。还有 @sparkling（HN）评论「Middleman company buying middleman company. Makes sense.」，把这次收购看作“中间商买中间商”，质疑其是否只是多了一层抽象。Twitter 上则更多是祝贺和情绪表达，例如 @sundarpichai（score 50，平台 Twitter）简单回复「Congrats 👏」，以及 @feito_chan（score 0，Twitter）吐槽「What a retarded acquistion. You guys will be mocked until the end of time once the AI bubble bursts for this.」，体现出对 AI 泡沫和高价收购的担忧。整体来看，受众一方面认可 OpenRouter 的开发体验和路由能力，另一方面对数十亿美元级别的估值、Stripe 的真实动机以及 AI 中间层是否有持久护城河存在明显分歧。
thdxr 转发某家自称拥有上千模型和千万用户的 AI marketplace 宣传语，用"the largest"加引号表达对其最大规模说法的质疑和调侃。
"the largest" https://t.co/8u0wvOwc2Q
受众观点：① 有人调侃说该平台已经大到该换更豪华的"golf cart"，吐槽创始人赚大了（@ericciarla, 39likes） ② 有人具体问为什么移除了 muse spark 1.2 这样的单个模型，关心模型下架和可用性问题（@ChiragBangera11, 18likes） ③ 也有人质疑这到底算不算真正的 marketplace，讨论产品定位和商业模式（@mehulsharmamat, 18likes）
展开评论
- @ericciarla (39): @thdxr holy crap brother. it might be time to upgrade the golf cart.
- @ChiragBangera11 (18): @thdxr why did you remove muse spark 1.2?
- @mehulsharmamat (18): @thdxr dumb question but isnt opencode not a marketplace?
- @Anrahya (13): @thdxr 'marketplace' they said, they have more than 1000 models of all kinds from text to image/video and 10m+ users so yeah they are the largest 'ai marketplace'
- @reidRMC (8): @thdxr https://t.co/qGHg9Xkrl8
Nat 以玩笑口吻说 Claude 在"治愈癌症"这类重大突破上被抢先一步，暗指当前 AI 研究和医药临床之间的落差与竞争。
Claude got scooped on curing cancer, ngmi
受众观点：① 有人指出 Claude 负责提出假设，而真正做临床试验的是制药公司，强调 AI 只是链条中的一环（@simonmaechling, 18likes） ② 也有人调侃也许这些公司本来就在用 Claude 企业版，说明大家对大模型在药企内部使用持半开玩笑的态度（@din0s_, 13likes） ③ 还有人用梗图和段子吐槽 AI 高管的焦虑，以及对算力和数据中心未来走向的夸张想象（@_DMR, 5likes; @michalwols, 3likes; @mavenroger, 2likes）
展开评论
- @simonmaechling (18): @natolambert While Claude builds hypotheses Pharma runs trials.
- @din0s_ (13): @natolambert who said they're not on a Claude enterprise sub?
- @_DMR (5): @natolambert AI execs right now https://t.co/6yn9dUgR3e
- @michalwols (3): @natolambert i guess they'll have to do data centers in space instead
- @mavenroger (2): @natolambert "Claude, why did you fail to cure cancer first?" "You're right to push back. And I don't take this lightly. I was too focused on load-bearing, belt and suspenders cancer solutions. That's on me and I'm going to own it…"
Will 调侃一场关于复杂文件格式和分布式一致性的技术分享，最后给出的解决方案却是简单粗暴地"直接用 S3"，反映出工程实践中常见的架构取舍。
i like how the backdrop is a technical deep dive into thorny file formatting and distributed consensus tradeoffs and the solution is "just use S3 lol"
受众观点：① 高赞评论用"丢进 S3 洞里"来形容这种架构选择，说明很多工程师都习惯把复杂问题外包给云存储（@MatthewAlp, 170likes） ② 有人感慨"钱的扩展性很好"，暗指用 S3 本质是用预算换省心和可靠性（@reynardobserver, 18likes） ③ 也有评论用 WAL、data lake 等术语继续玩梗，反映出大家对现代数据栈"全都进湖里"的现实既无奈又认同（@botirkhaltaevv, 13likes; @dtcb, 7likes）
展开评论
- @MatthewAlp (170): @willccbb that's right, it goes in the s3 hole https://t.co/TBm0Sq1aOw
- @reynardobserver (18): @willccbb It turns out money scales really well!
- @botirkhaltaevv (13): @willccbb it's WAL's all the way down big man
- @trylle (13): @willccbb Someone's else problem now 😂
- @dtcb (7): @willccbb You've unlocked: data lakes
Gergely Orosz 讨论 xAI 的 Origin 提供 git 托管时，代码是否会被用于训练 Grok 等模型的问题，提醒开发者要警惕前沿模型公司顺带拿走私有代码做训练。
The thing that Origin will have to address sooner rather than later: What happens with code uploaded to Origin, in terms of training xAI / SpaceX / Grok models? When a frontier model company offers g…
受众观点：① 原作者补充说如果是 Anthropic、OpenAI 或 Google 提供类似托管也会有同样担忧，并判断初创公司可能会 YOLO 使用，而企业则需要强隐私保证（@GergelyOrosz, 63likes） ② Cursor 联合创始人解释 Origin 会遵循仓库所有者的隐私模式，默认团队/企业开启隐私且代码不会用于训练，并且企业管理员可以完全关闭 Origin（@TomasReimers, 32likes） ③ 有人联想到当年 Copilot 的训练争议，认为这是延续已久的代码训练合规问题（@sag1v, 7likes）
展开评论
- @GergelyOrosz (63): This would be the same if Anthropic or OpenAI or Google offered this type of storage as well. Hard to tell how much of a blocker this will be... for startups YOLO'ing it, probably not. For enterprises, they need strong guarantees.
- @TomasReimers (32): Fair question! We have a lot of experience with this as Cursor, and Origin follows the privacy mode of the repo owner (the team or person who owns it) If privacy mode on (default for teams + enterprise): code is stored because it's git hosting. it's not used to train models. Ent…
- @sag1v (7): @GergelyOrosz Wasn't it the same issue with copilot?
- @GeorgeMayer (2): @GergelyOrosz They say they don't train... or at least I asked chatGPT yesterday and chatGPT said that they say they don't train
- @GjermundGaraba (1): @GergelyOrosz I hadn't event thought of that. And you know why? Because the Cursor brand slaps. I really hope they toss out the somewhat sullied grok brand (they won't).
Sam Altman 宣传 OpenAI 支持企业数据隐私的新政策或产品链接，但评论区大量用户借机抗议 GPT-4o 被下线、认为所谓隐私保护只面向付费企业而普通用户权益被忽视。
we support business privacy! https://t.co/SJ6w5DeYTY
受众观点：① 很多用户要求恢复 4o，质疑 OpenAI 不听客户声音，只顾推新模型和企业方案（@stark4833, 16likes） ② 有人讽刺说现在连"支持隐私"这种本应默认的事情都要感恩，吐槽厂商把基础权利包装成卖点（@kienbuilds, 14likes） ③ 也有评论指出近期所有保护措施都要申请或只对"批准的合作伙伴"开放，而普通用户只收到了模型下线通知，情绪强烈（@frostybaby13, 6likes）
展开评论
- @stark4833 (16): @sama And when are you gonna listen to your customers instead of completely ignoring us, and bring back 4o even if it's through a legacy subscription. #4oForAll
- @kienbuilds (14): @sama We're really grateful for the BARE MINIMUM nowadays https://t.co/neMg9u4hkz
- @frostybaby13 (6): @sama Every protection announced this month has had an application form or invoice attached! Zero retention for businesses & frontier access for 'approved partners'. Safety pauses for capabilities we'll never touch. Regular people got a deprecation notice. Return 4o!!! https…
- @kienbuilds (6): @sama What? Is it normalized that companies steal our data now? https://t.co/aHCGJwwAqs
- @JoeWilliams010 (4): @sama Support what your users want! Return 4o! #keep4o https://t.co/hZr9j7kAe1
marclou 做了一个基于十多万条 USDA 和英国样本数据的迷你应用，对比 69 种水果蔬菜豆类的农药暴露与健康长寿评分，得出"最健康的果蔬往往农药最多、豆类是超级食物"的结论。
I made a mini-app that compares pesticide and longevity for 69 fruits, vegetables, and beans. It uses 124,880 USDA + UK samples, EPA toxicity benchmarks, and Food Compass 2.0. Click a fruit to see mo…
受众观点：① 作者补充分享说用 1% 小苏打水浸泡 10-15 分钟可以显著降低水果表面农药残留，给出实用减害建议（@marclou, 47likes） ② 有人觉得这个应用很酷，并提到自己也在做一个按毒性给时尚打分的 app，说明这类"健康/毒性评分"工具有跨领域延展性（@rominaramon, 5likes） ③ 也有人引用营养学账号的建议，认为薄皮水果更该优先选择有机，讨论如何在现实中平衡健康和农药风险（@pattammaro, 4likes）
展开评论
- @marclou (47): Soaking fruits in 1% baking soda water for 10-15 min apparently reduces pesticides significantly.
- @rominaramon (5): @marclou woah this is cool! would love your thoughts on my app that rates fashion based on toxicity
- @pattammaro (4): @marclou @foundmyfitness has a good rule to prefer organic for thin skinned fruits where it's easier for pesticides to penetrate the skin. https://t.co/hsaP7IFK1q
- @rauchg (2): @marclou this is really helpful
- @martindonadieu (2): @marclou You ruined all my fruits 🥲
thdxr 转发一张关于最近 7 天云端推理账单或成本截图，感叹这波优惠或调整来得很及时，缓解了自己高昂的模型推理支出压力。
yeah this came at a good time https://t.co/gy5OQ88kRO
受众观点：① 有人调侃截图里的"last 7 days"消费数字，暗示一周烧钱太狠（@1kartikkabadi1, 7likes） ② 有人认真追问为什么不直接用补贴订阅，而是选择打折的 zen 方案，关心不同计费模式下的真实成本（@NyllRe, 3likes） ③ 也有人问作为推理中间商是否有特别折扣，还是每月真的是一个开发者工资级别的推理支出（@FrozenHell_, 2likes）
展开评论
- @1kartikkabadi1 (7): @thdxr "last 7 days" ☠️
- @StefanTMD (6): @thdxr hahaha
- @NyllRe (3): @thdxr Serious question, why don't you use the subsidized subscriptions? Like why use zen at %50 discount instead of paying $200 for $14000~ usage?
- @FrozenHell_ (2): @thdxr Do y'all get some special discouted payment form because you're inference middle men? Or do y'all just pay up a dev salary worth of inference on a monthly basis?
- @Ubendev (1): @thdxr we are getting opencode 3, i guess.
Stripe 宣布收购或整合 OpenRouter，帮助开发者和企业优化 AI 使用成本和模型选择，把"智能预算"当成未来企业支出中的重要一块。
We're delighted to welcome @OpenRouter to Stripe to help developers and businesses optimise their AI usage. As intelligence becomes a large fraction of companies' budgets, allocating that intelligenc…
受众观点：① 大厂代表送上祝贺，认可 Stripe 与 OpenRouter 的组合对 AI 生态的重要性（@sundarpichai, 50likes） ② 有人玩笑问 OpenRouter 以后是不是只能用 OpenUSD 支付，联想到 Stripe 的支付创新（@npclfg, 2likes） ③ 也有人猜测 Stripe 下一步会不会继续收购更多 AI 定价或路由相关的公司，关注并购节奏和估值（@Vishal_anton16, 1likes）
展开评论
- @sundarpichai (50): @collision @OpenRouter Congrats 👏
- @npclfg (2): @collision @OpenRouter Will OpenRouter only take OpenUSD as payment now?
- @frankoftring (1): @collision @OpenRouter Cheeky!
- @TRACaveMan (1): @collision @OpenRouter John Study OM
- @Vishal_anton16 (1): @collision @OpenRouter Next target of stripe @autumnpricing @ay_ushr 🔜 Question is how many billions?
OpenAI 宣布对前沿模型继续提供 Zero Data Retention 选项，同时预告一套用于跨会话识别风险的新安全系统，引发用户对隐私与长期交互监控矛盾的质疑。
We will continue to offer Zero Data Retention for frontier models. As AI takes on longer, more autonomous work and delivers greater value to businesses, safety systems also need to identify risks acr…
受众观点：① 有人吐槽现在居然会为这种"本该默认的隐私保护"鼓掌，质疑把 ZDR 当卖点本身就很讽刺（@kienbuilds, 9likes; @kienbuilds, 6likes） ② 也有评论指出"跨交互识别风险"本质需要长期记忆，认为不可能同时做到零数据保留和持续监控，直指官方表述的内在矛盾（@orskyai, 6likes） ③ 还有用户表示自己可能理解错了，觉得这更像是"潜在危险数据保留"，说明很多开发者对具体机制和边界仍然困惑（@jstlouis, 3likes）
展开评论
- @OpenAI (37): https://t.co/skOPiN5ltz
- @kienbuilds (9): @OpenAI It's crazy how we're grateful for the BARE MINIMUM nowadays 🤷♂️ https://t.co/1eyRNstmem
- @kienbuilds (6): @OpenAI Isn't customer privacy an EXPECTATION? Why are you TRYING to market this? https://t.co/H2rEpo3G3D
- @orskyai (6): @OpenAI Zero data retention sounds great until you realize "identifying risks across interactions" effectively means the model needs a long-term memory of those interactions to function. You can't have privacy and constant surveillance simultaneously.
- @jstlouis (3): @OpenAI I'm probably just being stupid, but this doesn't seem like ZDR. It seems like PDDR (potentially dangerous data retention)
Nous Research 宣布腾讯混元 HY3 模型在自家 Nous Portal 上本月内继续免费使用，鼓励大家趁机体验和消耗免费额度。
HY3 from @TencentHunyuan will remain free via Nous Portal through the end of the month https://t.co/Jkj99SHbud
受众观点：① 有人表示今天是用 Hermes 的好日子，说明不少用户会把 HY3 当作 Hermes 等模型的后端，关注的是组合使用体验（@yeahfortommy, 17likes） ② 也有人询问是否可以在 Hermes Desktop 里直接免费用 HY3，关心的是具体接入路径和成本（@ItsCuthulhu, 1likes） ③ 还有人希望官方给出一份对比基准，按速度、工具使用、指令跟随、安全性等维度打分，方便判断 HY3 在模型版图中的位置（@vvampastompa, 1likes）
展开评论
- @yeahfortommy (17): @NousResearch @TencentHunyuan its a good day to use hermes
- @ItsCuthulhu (1): @NousResearch @TencentHunyuan So you can just hermes desktop with hy3 for free?
- @HelveticVault (1): @NousResearch @TencentHunyuan End of the year End of the year End of the year 🐰 https://t.co/FasUSKNjOc
- @vvampastompa (1): @NousResearch @TencentHunyuan i never know how these models perform or what their strengths are. can u make a custom Hermes Agent Benchmark or sth comparing speed, tool use, instruction following, "safety," context, etc etc? ideally using a 1-5 star system, where the # of stars…
- @GabiiAH11 (1): @NousResearch @TencentHunyuan that thumbnail looks like a screensaver but sure, load up on the free tokens while they last
rauchg 发布 PSA，宣布 ▲ AI Gateway 用户可以在一段时间内免费使用 @blackboxai 提供的 GLM-5.2 模型并半价使用 @ChatGPT Sol，把 GLM-5.2 比作干活的"苦力"、Sol 比作聪明的"学霸"，并提到用量远超预期正在扩容。
PSA: https://t.co/OL0LzGtvAw has free GLM-5.2 for 2 weeks from @blackboxai, and 50% off @ChatGPT Sol for a month if you use ▲ AI Gateway. Sol is a brainiac, GLM-5.2 is a workhorse. Usage is much high…
受众观点：① 有用户吐槽 GLM-5.2 非常慢，一个 hello world 要 35 秒，认为应该用小额订阅门槛来限制滥用（@play_loh, 2likes） ② 有人希望网关支持自带模型供应商，关注开放性和可插拔性（@dpshde, 2likes） ③ 也有用户讨论模型组合，认为 GLM-5.2 搭配 Kimi K3 会是更好的组合，说明大家在探索多模型协同（@pdp, 1likes）
展开评论
- @play_loh (2): @rauchg @blackboxai @ChatGPT Meh, GLM 5.2 is a sloth, took 35 seconds for a hello world. Would be better if you gated it behind a small subs
- @dpshde (2): @rauchg @blackboxai @ChatGPT Hoping you let us bring our own providers
- @EstebanSuarez (2): @rauchg @blackboxai @ChatGPT huge
- @dominguezdaniel (1): @rauchg @blackboxai @ChatGPT https://t.co/0Ad3oldaON
- @pdp (1): @rauchg @blackboxai @ChatGPT A better combo is GLM 5.2 with Kimi K3
Matt Pocock 吐槽直播时软件工程大佬 Uncle Bob 穿着浴袍上镜，顺带夸这波是 10/10 的个人品牌曝光效果。
Still can't believe @unclebobmartin showed up to our livestream in his bathrobe 10/10 brand awareness
受众观点：① 观众被 Uncle Bob 本人现身互动、转推链接这件事本身吸引，觉得很有趣（@unclebobmartin, 133likes） ② 有人提到直播里关于《加勒比海盗》和狗屎的段子，说明大家记住的是轻松聊天氛围而不是纯技术细节（@praggy, 1like） ③ 部分观众单纯表达期待回放、觉得浴袍出镜很符合他的人设，强化了"来听软件而不是看时尚"的印象（@udohjeremiah_, 5likes; @ShyMalia, 1like）
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- @unclebobmartin (133): @mattpocockuk https://t.co/xRoagR3E9n
- @mattpocockuk (14): @unclebobmartin Great chat. Expect more of these.
- @udohjeremiah_ (5): @mattpocockuk @unclebobmartin The man said "I'm here to talk software, not fashion." 😂
- @praggy (1): @mattpocockuk @unclebobmartin You both cracked me up when while I was watching the podcast… especially the conversation about pirates of the Caribbean and dog do were funny as hell. And yes the new hire should be treated like an agent 😂😂😂
- @ShyMalia (1): @mattpocockuk @unclebobmartin lol I was wondering if that is what he would do! way to go uncle bob! can't wait to watch!
Gergely Orosz 分享自己把 Grok Bot 接到客服邮箱，并直接通过 Stripe API 执行退款等 agentic 操作，感叹 Stripe 已经预先把这类智能代理流程做得很完善。
Stripe really is cooking. Hooked up Grok Bot to my customer support emails... and it can connect to Stripe, via API, for agentic operations, e.g. routine refunds. That Stripe has *already* built thes…
受众观点：① Gergely 补充说明目前是先在界面里人工确认再让 Bot 执行退款，这一步已经帮他省掉多次点击和搜索，大幅加快处理速度（@GergelyOrosz, 3likes） ② 有人关心他是直接对接 API 还是通过 MCP/CLI 等中间层，并追问还有哪些工作流可以优化，说明开发者在找最佳集成方式（@stevekaliski, 3likes） ③ 另一位开发者称赞 Stripe 为这些 agentic 流程提供的 API 文档质量高，能让开发者在不写太多中间件的情况下就把退款交给代理处理（@tripathigrows, 1like）
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- @GergelyOrosz (3): When I say "automate refunds." Step 1: I confirm with the bot interface if it can go or not. This already saves me like 5 clicks, and a search (for the customer) and remembering the UI again. I'll prob fully automate legit-looking refunds. Which will result in MUCH faster proces…
- @stevekaliski (3): @GergelyOrosz feedback / are you just integrating with api directly or via mcp/cli? what other workflows are missing / need improvement?
- @dzienko (2): @GergelyOrosz I like PostHog setup AI agent
- @petergyang (1): @GergelyOrosz nice is this for substack?
- @tripathigrows (1): @GergelyOrosz The API documentation they ship for these agentic flows is usually top tier. Being able to handle refunds via an agent without custom middleware is a massive win for DX.
JFPuget 和 @gonedarragh 组成的 NVBANANA 队在 Kaggle ARC AGI2 比赛中用无联网的 4×L4 GPU 跑到 70% 分数，并拿自家方案和多家前沿大模型做对比。
We (@gonedarragh and I, team NVBANANA) passed 70% in arc agi2 competition on @kaggle . Doing so without internet access and only using 4xL4 GPUs. Our code would run much faster on a H100 and cost per…
受众观点：① 好奇训练成本和算力配置的开发者在问具体花了多少 GPU 小时、是否用过 H100 等更强卡（@cunkpyber, 4likes） ② 一些人把这种比赛视作"用代码解谜拿工资"的理想工作状态，关注这类研究/竞赛的职业路径（@michael_timbs, 4likes） ③ 也有人强调在有限硬件下拿到 70% 比堆大集群更能说明方法有效，关注方法论优先于硬件堆叠（@buswe_com, 1likes）
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- @cunkpyber (4): @JFPuget @gonedarragh @kaggle Wow! Congratulations !! I am just curious how much was spent in training the model, I guess few hundred- few thousand of h100 gpu hours. Additinally can the model do other things like coding assistant or is it only specialized for Arc?
- @michael_timbs (4): @JFPuget @gonedarragh @kaggle Nice. Getting paid to solve puzzles with code all day is a very good deal.
- @xeophon (4): @JFPuget @gonedarragh @kaggle wow, congrats!!
- @christopher (1): @JFPuget @gonedarragh @kaggle Very impressive results, but I'm more curious about the lore behind the team name 😄
- @buswe_com (1): @JFPuget @gonedarragh @kaggle Llegar al 70% sin internet y con solo 4 L4 pesa más que cualquier cluster: demuestra que el método rinde antes que el hardware bruto.
scaling01 转发一段会高速奔跑的人形机器人视频，感叹十年后这种能以每小时五十英里冲向人的机器人会有多可怕。
imagine how terrifying this will be in 10 years when this absolute giga chad of a robot runs at you at 50 mph
受众观点：① 很多人直观担心这种高速机器人一拳就能致命，关注物理伤害和防护问题（@rohit3a, 1likes） ② 有人觉得相比双足机器人，更害怕无人机等更隐蔽、更难防御的平台（@e_acc24, 1likes） ③ 也有人调侃未来真正吓人的是营销包装和情绪化宣传片，而不是机器人本身的技术（@Eric_M_Stevens, 0likes）
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- @rohit3a (1): @scaling01 Just one punch from one of these running at me with high momentum is enough to unalive me.
- @ASItechgonewild (1): @scaling01 https://t.co/VZowl4h8i7
- @e_acc24 (1): @scaling01 drones scare me far more than any legged robot
- @Eric_M_Stevens (0): @scaling01 in 10 years the scary part isnt the robot. its the moody 60 second launch film someone cuts of it running at you, scored to a slow piano cover of a pop song
- @0korkle0 (0): @scaling01 If he reconfigures like an eldritch abomination and starts running on all fours it will be even scarier
scaling01 吐槽强化学习中模型出现 reward hack 行为，用例子说明模型不是真的在玩游戏，而是钻奖励机制的空子。
this is what models do when they reward hack
受众观点：① 有人补充定义说真正的 reward hack 是模型根本不玩游戏却还能拿高分，强调这是机制设计问题（@absofinlute, 0likes） ② 其他围观者隐含关注点是：这种"钻奖励空子"的行为在现实系统里会不会带来安全或产品体验风险（多人围观未直接表述）
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- @absofinlute (0): @scaling01 reward hack is not when they play the game very well, its when they dont play at all and still win
natolambert 呼吁应建立能访问完整训练细节的独立机构，对 OpenAI 等前沿模型的训练过程进行持续监测，而不是只在事故后依赖实验室自我披露。
We should have independent organizations that can access the full details of these training runs for monitoring, not just after various accidents occur. It's good that OpenAI is sharing this, but the…
受众观点：① 有人认同自报事故只是最低标准，认为应该追求更高层级的事前透明和外部监督（@GabiiAH11, 1likes） ② 也有人担心让独立机构全面了解训练细节会泄露大量商业机密，质疑在 IP 和安全之间如何平衡（@unsorsodicorda, 0likes） ③ 还有人质疑现实可行性：谁有足够专业能力来评估这些训练运行，专家大多在实验室内部（@E_FutureFan, 0likes）
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- @GabiiAH11 (1): @natolambert self reporting after the incident is the floor not the standard, nathan's asking for the ceiling
- @unsorsodicorda (0): @natolambert Hmmm. I see your point but that's actually a huge amount of IP you're basically asking them to make public. Even if the independent orgs signed NDAs, that wouldn't be enough. If you give up secrecy, you lose any legal protections on your trade secret https://t.co/04…
- @E_FutureFan (0): @natolambert Admittedly I'm not sure how you'd implement this. Independent monitoring sounds good, but who actually has the expertise to meaningfully evaluate frontier training runs? That knowledge mostly lives inside the labs.
- @zapadooo (0): @natolambert His statements always sound like the fox guarding the chicken coop unless there's some independent arbitrator
- @jdanielcook (0): @natolambert So an organization we all choose?
willccbb 吐槽安全圈的无奈：发现严重漏洞（CVE）却不能在公开场合含糊 vaguepost，只能憋着等正式披露流程。
man it sucks that you're not really supposed to vaguepost about CVEs
受众观点：① 有人调侃只有被 MITRE 收录的才叫 CVE，否则只是"辣味评测跑分"，关注命名和流程的形式感（@Nexuist, 14likes） ② 也有人顺着 vaguepost 玩梗，提议改成含糊晒新训练技巧、未公开评测和能力跃迁等 AI 圈版本（@alxoh, 3likes） ③ 还有人分享自己在会议上只丢模糊暗示、保持可否认性的做法，说明这种"半公开"在圈内很常见（@cafkafk, 0likes）
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- @Nexuist (14): @willccbb it's only a CVE if it's recognized by the MITRE corporation otherwise it's just a spicy eval run
- @DialloTheGreat (3): @willccbb Excellent vaguepost, sir.
- @alxoh (3): @willccbb How about vagueposting about new training techniques, unreleased evals, inference tricks, and spooky capability jumps
- @osoleve (2): @willccbb 👀
- @cafkafk (0): @willccbb mood, I just drop hints at conferences in a way where I still have plausible deniability to fuck with people
Agent Arena 公布前 15 名模型在平台上的任务中位成本对比，指出即便都是顶级模型，像 Kimi K3 Max 和 Claude Opus 5 Max 之间每任务成本也能相差 5 倍以上。
Top 15 models in Agent Arena vs. median task cost: who's delivering the most for their price? Key findings: Even within the top 5, median cost per task ranges from $0.62 for Kimi K3 (Max) to $3.37 fo…
受众观点：① 不少人质疑榜单过时，关心 glm 5.3、grok 4.6 等新模型为何缺席，说明大家在意覆盖面和更新频率（@113til, 3likes） ② 有人点名希望看到 grok 4.6 等特定模型的表现，说明开发者会围绕自己在用的模型来解读榜单（@Dimdv99, 3likes） ③ 也有人感叹前五名内部成本差距巨大，把选模型比作策略游戏，关注如何在性能和价格之间做组合（@itsthedonhashim, 1likes）
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- @113til (3): @arena Where is glm5.3 and grok 4.6? It's outdated…
- @Dimdv99 (3): @arena Where is grok 4.6 @SpaceXAI @cursor_ai
- @itsthedonhashim (1): @arena @arena wild to see such a cost gap in the top 5. makes choosing the right model feel like a strategy game!
- @Elon_Jusk (1): @arena Outdated: glm 5.3 should be #1
- @arena (0): Check it out at: https://t.co/Nb8opa5Kkw
Hacker News 讨论摩托罗拉未来在旗舰机型上官方支持 GrapheneOS 的计划，以及高通芯片与低端机型在安全更新上的差异和限制。
Devices with GrapheneOS support should be available in 2027
受众观点：① 关心 GrapheneOS 但被 Pixel 硬件价格和供应限制住的隐私用户，关注 2027 年后是否有更多选择（@exceptione） ② 已经购买摩托罗拉手机、担心自己机型是否满足 GrapheneOS 硬件要求的用户（@virajk_31） ③ 观察到部分旧款摩托罗拉突然获得更长 Android 更新、猜测与 GrapheneOS 准备工作相关的技术用户（@unfocso, @Retr0id）
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- @exceptione (0): "The initial devices with GrapheneOS support should be available in 2027. The initial devices will be flagships so they'll be higher end hardware than Pixels at a higher price. Lower end devices will take more time to meet our requirements since the updates and security features…
- @LoganDark (0): If they only "should" be available in 2027, that sounds like late 2027.
- @virajk_31 (0): I bought the Moto signature a month ago , I already assumed it prolly won't support graphene, since some of the previous replies on X indicate that the graphene team requires full hardware compliance with their requirements, and the Signature apparently is not compliant yet. Any…
- @unfocso (0): A year ago or so, the ThinkPhone 23 (Snapdragon 8, 2023, a weird "flagship") was available for 229€ new on various retail stores. The phone also supports Mobian/PostmarketOS and the bootloader is unlockable with no adverse effects. Out of nowhere, it received (along with other o…
- @Retr0id (0): > the updates and security features aren't as good [on lower end Motorola devices] Having looked at some low-end Motorolas recently, this is accurate (albeit an understatement!)
Hacker News 讨论 Stripe 以约 70 亿美元收购 OpenRouter 的消息，围绕 OpenRouter 的开发者体验、估值合理性以及"中间商收购中间商"的行业格局展开争论。
Previously: Stripe will reportedly acquire OpenRouter for $7B+ https://news.ycombinator.com/item?id=49323381
受众观点：① 认可 OpenRouter 开发体验、为团队高价收购感到复杂的开发者（@sidcool） ② 不理解模型路由器为何能值数十亿美元、希望有人解释其商业价值的技术读者（@gavino） ③ 对"中间商收购中间商"这种行业整合现象既调侃又好奇背后战略的观察者（@sparkling, @itsdesmond, @wxw）
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- @sidcool (0): Good for OpenRouter. They have a great DevEx. The $7 billion is tad high, but Stripe can afford it.
- @gavino (0): Could someone explain why these routers are so valuable and pulling acquisitions in the billions?
- @sparkling (0): Middleman company buying middleman company. Makes sense.
- @itsdesmond (0): > Today, we are excited to announce that we are joining forces with Stripe, to power the next wave of GDP growth globally. This is some high level meaningless corpo speak.
- @wxw (0): > And as we grow, we will relentlessly aim to preserve the velocity, agility, efficiency, and talent density of the 90-person startup that we are today. Echoes of WhatsApp. Huge congrats to the team!
Hacker News 讨论一项关于远程办公与员工幸福感的研究，评论区大量分享长期远程工作后通勤时间减少、生活质量提升的个人体验。
Remote workers report the highest well-being in study of 7,700 employees
受众观点：① 已经远程多年、坚信这是最佳工作方式的开发者（@wilburx3） ② 仍在通勤、对远程生活方式既向往又担心社交和边界问题的上班族（@cactacea, @happytoexplain） ③ 关注远程 vs 现场在不同行业（如医疗机构）中样本偏差和公平性的读者（@webdood90, @SirFatty）
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- @wilburx3 (0): Been working remote for over 15 years. It is the best.
- @SirFatty (0): Oh, I'm sure! And the highest concentration of weekday Costco shoppers.
- @cactacea (0): No longer commuting from Shoreline to downtown Seattle and spending 2+ hours in a car each day certainly helped my sense of well-being.
- @webdood90 (0): > at a large healthcare organization Isn't there kind of an inherit bias here where on-site healthcare workers would have vastly different job requirements than remote workers?
- @happytoexplain (0): There are a thousand factors, but one of the biggest and simplest is getting commute time back. Gaining even one hour a day is life-changing. Imagine gaining two hours.
Hacker News 讨论一篇关于 PostgreSQL 与 MySQL 等数据库取舍的文章，评论区延伸到"用 Postgres/SQLite 做一切"的实践和生态工具分享。
PostgreSQL for Everything
受众观点：① 纠正文章对 MySQL 性能和历史的简单化描述、强调 InnoDB 与 Postgres 设计差异的数据库老用户（@rwultsch） ② 把 Postgres 当通用平台、分享各种扩展和项目链接的爱好者（@hnrprtlpdb, @goosethe, @opengears） ③ 在中小项目中用 SQLite 解决一切、对其并发限制并不担心的开发者（@replwoacause）
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- @rwultsch (0): "MySQL was also potentially faster as it did not implement all features of the SQL standard. " This is a not great start. I assume it refers to MyISAM which has not been relevant for over a decade at this point. InnoDB made different design than PG decisions and was (and perhaps…
- @hnrprtlpdb (0): The older I get the more I agree with this
- @goosethe (0): yes. my people. https://github.com/seanwevans/pg_gpt2 https://github.com/seanwevans/pg_shell https://github.com/seanwevans/pg_os
- @opengears (0): there is also https://postgresforeverything.com/
- @replwoacause (0): I use SQLite for everything, and I'm perfectly happy with it. I'm aware of the concurrent writer issues, but at my scale it doesn't even matter.
Hacker News 讨论一项针对黑色素瘤的 mRNA 治疗性疫苗临床试验取得积极结果，以及 Moderna 等公司在癌症疫苗上的最新进展和市场反应。
Moderna reports first positive Phase 3 for mRNA neoantigen therapy in melanoma
受众观点：① 关注皮肤癌防治历史、对比过去几十年防晒观念变化与现在疫苗进展的读者（@GenerWork） ② 对 mRNA 治疗性疫苗技术路线本身非常看好、期待其成为下一波医疗革命的技术乐观派（@epistasis） ③ 通过股价大涨和相关报道来侧面验证这次试验重要性的投资和行业观察者（@consumer451, @MartinMond, @nearbyyak）
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- @GenerWork (0): This is great news! I think people forget how anti-skin cancer protocols even as simple as applying suntan lotion weren't as popular as recent as 50-60 years ago. Lots of "sun children" of the 50s and 60s are now feeling the repercussions of only applying baby oil and are gettin…
- @epistasis (0): Ever since I first heard of them a decade ago, it seemed that mRNA therapeutic vaccines were going to be the next wave of massive improvements in care. It's taken a bit longer than I had expected, and it's not that mRNA is the only way to make these sorts of vaccines, it's just…
- @consumer451 (0): This appears to be a potentially huge win for health. The market has Moderna up 153% at time of writing, which is some sort of validation I suppose. Related stories: https://www.fiercebiotech.com/biotech/merck-and-modernas-per... https://www.reuters.com/legal/litigation/merck-mo…
- @MartinMond (0): I listened to a great podcast on this just a month ago - too bad that I thought all of this would obviously be priced in already… https://virological.podigee.io/51-21-cancer-vaccines-how-the...
- @nearbyyak (0): Huge, uplifting, news, hope the study will bear further fruit. Considering that 90% of all clinical trials fail, it's good to read about a truly promising one for once.
Hacker News 讨论一个用浏览器摄像头和 MediaPipe 手部追踪实现的网页 theremin 乐器项目，详细介绍了手势映射、延迟处理和低频声音合成等技术细节。
Air Theremin - a browser theremin you play by waving at your webcam
受众观点：① 被作者长文解释手势映射、追踪丢失处理和低频合成细节吸引的技术玩家（@gurov） ② 关注摄像头帧率和手势识别延迟是否足够支撑创意演奏的开发者（@unified101） ③ 喜欢这个"虚拟 theremin"创意、但在浏览器权限和交互上遇到小问题的普通用户（@jojogeo, @bigblind, @bookofjoe）
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- @gurov (0): The camera watches your palms. Move them apart and it gets louder. Bring them together and it goes quiet. Raise them both and the note goes up. There is a sound wave strung between your hands, and it slackens as they close. Two palms give you four numbers, and one of them is bes…
- @unified101 (0): Nice experiment. Looks like the camera feed processing fps is sufficient for some creativity here.
- @jojogeo (0): I love this, but for some reason I can't find any way to turn the camera on/it only works with the mouse. Awesome toy though.
- @bigblind (0): Quite fun to play with.Nice work!
- @bookofjoe (0): Since a physical theremin is played by non-contact gestures and motions, perhaps your creation might be more aptly termed a "Virtual theremin."
Hacker News 讨论一篇利用 OpenStreetMap 等公开数据进行 OSINT 地理定位的博客文章，展示在没有 GPS 情况下如何推断位置的技术细节。
Geolocating a random island using geometry and CUDA programming
受众观点：① 对 OSINT 技术感兴趣、被整套推理过程震撼的读者（@cecinuga） ② 好奇这类方法是否可以在没有 GPS 的情况下用于自我定位或导航的技术爱好者（@piterrro） ③ 关注 OpenStreetMap 在情报分析和地理推断中价值的地图与数据社区成员（@lexlambda, @hhh, @grodes）
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- @cecinuga (0): I read all the process, literally awesome, i don't do OSINT (i know only what is this) and i think that's very cool
- @piterrro (0): really impressive, could that be the way to locate yourself without GPS? assuming we know more/less where we are
- @lexlambda (0): OpenStreetMap data really is a godsend for such OSINT purposes. Works much better in populated areas too, with more features like roads, shops, electric lines that can be used to search.
- @hhh (0): great blog and great writeup
- @grodes (0): impressive
一位开发者在 Knuth《计算机程序设计艺术》中著名的多精度除法 Algorithm D 里发现了一个长期存在的错误，并给 Knuth 寄信拿到了亲笔更正和支票奖励。
A decades-old bug in Knuth's long division (TAOCP Vol II, Algorithm 4.3.1D)
受众观点：① 很多程序员在评论里分享自己实现多精度算术、反复翻看 Algorithm D 的经历，感叹几十年后还能发现新 bug（@globular-toast） ② 有人关注到找到 Knuth 勘误支票的概率极低，分享自己多年坚持做 TAOCP 习题才偶然发现错误的故事（@vjerancrnjak） ③ 也有人从实用角度吐槽原文网页排版在 Firefox 上很糟糕，影响阅读体验（@ginko）
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- @nk_kolja (0): I found a bug in Algorithm D, the long division algorithm in Knuth's "The Art of Computer Programming". It was discussed on HN a couple of times https://news.ycombinator.com/item?id=26562819 as well as on other websites. I sent a letter to Knuth and received a check and an annot…
- @ginko (0): The typesetting of this looks very broken on firefox with extreme gaps between lines of text. Seems to render fine on chromium.
- @globular-toast (0): > "I'm especially glad to have this correction, because I think the readers of TAOCP Vol 2 look at Algorithm 4.3.1 D more than any other algorithm!" If you look at the fore edge of my copy of vol 2 will see a noticeably grubby line. Open the book at that page and you do indeed a…
- @hirvi74 (0): That is so cool. Exceptional work, friend. That makes this thread a bit more interesting now. https://stackoverflow.com/questions/60479571/is-there-a-bug-...
- @vjerancrnjak (0): Great find and write up. This year if I remember correctly 40+ people got the check, ~1000 have an account at the bank. I got mine this year, an exercise I revisit every few years since 2012 to learn a new programming lang or approach had a newer update that made it have 2 offby…
Hacker News 上在讨论新发布的 ornith-1.5 模型家族，用户关心它是否开源、底模如何训练，以及在本地推理速度和效果上对比 Qwen 等模型的表现。
Ornith-1.5: From Self-Scaffolding to Self-Improvement
受众观点：① 有人追问 ornith-1.5 的 base model 是自研还是基于现有开源权重，抱怨官方文档没讲清训练来源（@bigcat12345678） ② 老用户反馈之前的 Ornith1 9B 本地体验不错，已经通过 samosa-chat 等工具在日常使用，期待新版本（@prometheus1992） ③ 也有开发者分享 35B-A3B 在网页抓取任务上与 Qwen3.8 27B 表现相当，但速度更快且可用更低比特量化，性价比高（@jonesy827）
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- @bigcat12345678 (0): How is ornith-1.5's base model developed? Is the base model one of the Open weights models, or one pre trained by ornith team from scratch? I couldn't find information to answer this question in the article.
- @tangjurine (0): This looks cool
- @prometheus1992 (0): Can't wait to try this. Ornith1 (9B) was a really nice model. I have been running it locally using - https://github.com/deepanwadhwa/samosa-chat
- @jonesy827 (0): I've been using the 35B-A3B today for some web scraping work, and it has been on par with Qwen3.8 27B at a much higher speed and at a higher quant (q4 vs q8). I'm impressed.
- @nextaccountic (0): Is this open weights? Or planned to be
Hacker News 讨论 Go 语言新版本更新，包括内置 uuid 包、泛型方法等特性上线，以及相关工具链暂时不兼容带来的实际开发体验。
Go 1.27
受众观点：① 已经把第三方 uuid 库替换为标准库 uuid、对这一改动非常满意的 Go 开发者（@patabyte） ② 因新特性而想重拾 Go、但仍对缺少代数数据类型和错误处理 ergonomics 有保留的人（@piinbinary, @nick_） ③ 对泛型方法和 go fix 现代化工具感到兴奋、但也踩到 golangci-lint 和 gopls 暂时不支持坑的用户（@jeanbza, @sethops1）
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- @patabyte (0): I'm so glad the new uuid package landed - it's overdue but a very welcome addition! I've already replaced github.com/google/uuid with `uuid` in several projects
- @piinbinary (0): This makes me want to find a side project for an excuse to give Go another try (I last used it professionally pre-generics). I do still wish it had discriminated unions (algebraic data types) and some better error handling ergonomics.
- @jeanbza (0): I have been waiting for generic methods and can't wait to use them! The `go fix` modernisers are also great, have already run them in several repos.
- @sethops1 (0): FYI golangci-lint and gopls are both broken if you try using generic methods.
- @nick_ (0): Nice additions to go. I like to imagine that one day we'll have a language that launched with all the features languages eventually add. The whole ecosystem of packages would be built on them instead of a legacy of more primitive language feature sets.
Henning Sanden 发了一段自己正在制作的 3D 角色进度视频，感叹这个角色虽然进展缓慢但在稳步完善中。
This guy is coming along slowly but surely https://t.co/gt3qGI5cdm
受众观点：① 作者自己补充了另一个视频链接，说明他在持续更新这个角色的制作过程，观众可以跟进演变（@henningsanden, 4likes） ② 中文评论提到角色轻蔑的表情很到位，说明大家关注的是细节表情和情绪表现力（@jpeng0725, 1like）
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- @henningsanden (4): https://t.co/9T40uVGgYb
- @jpeng0725 (1): @henningsanden 那轻蔑的表情 太棒了
ryanvogel 看到 omachy 的方案后，为 macOS 做了一个适配任意编码 agent（opencode、codex、claude、cursor）的半透明可切换浮层工具。
i thought it wasn't fair that omachy got this so i made it for macOS works with any coding agent (opencode, codex, claude, cursor) slightly transparent + toggleable https://t.co/7vuZgzEca2
受众观点：① 作者自己在评论里引导大家给项目点 star 并体验，说明早期用户获取和开源曝光是当前重点（@ryanvogel, 9likes） ② 有人立刻喊话要桌面版或其他平台版本，关注跨平台支持和使用场景扩展（@iamdavidhill, 2likes） ③ 也有用户分享自己过去在终端或窗口管理器里用过类似方案，说明这类工具有现成用户心智和对比对象（@matt_mcclure, 1likes）
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- @ryanvogel (9): give it a star and check it out at: https://t.co/2vRtmaKG2u
- @iamdavidhill (2): @ryanvogel now do it for desktop
- @matt_mcclure (1): @ryanvogel Nice! I used to use the hell out of something similar in iTerm2, but these days I just use the quake terminal built into OmniWM.
- @1slimewell (0): @ryanvogel ok ill start on windows ver
- @abzal_orazbek (0): @ryanvogel thanks, mr Vogel https://t.co/1FgWVxqFn3
Ian Nuttall 调侃 Outrank 用户要"祈祷"，暗指依赖自动化 AI 内容做 SEO 的站点在算法变化下风险很大，自己更看好自建内容流水线。
Thoughts and prayers for Outrank users today 🫣
受众观点：① Ian 解释自己并非要黑 Outrank，只是它是最知名的自动化 AI 内容工具，并强调自建内容流水线才是更稳妥的做法，同时承认即便如此也难逃算法影响（@iannuttall, 3likes） ② 有人追问他在新产品或新域名上的反向链接策略，认为 Outrank 在"被别人提及"这块解决了 SEO 中最难的部分（@jansulek, 2likes） ③ 也有人感叹这类模式能跑这么久已经很意外，暗示大家对算法迟早收紧是有心理预期的（@deepwhitman, 1like）
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- @iannuttall (3): Was tempted to delete this as I didn't intend to throw shade at Outrank - they're just the most well known tool right now doing this automated AI content IMO building your own content pipelines is the only way to do it and even then, nobody is safe from the algo!
- @jansulek (2): @iannuttall Ian, what is your go-to strategy for backlinks on new products/domains? I've tried your seo skill, which is great. But outrank solved something within SEO, which is very difficult to do (not writing articles, but getting mentioned by others)
- @awpthorp (1): @iannuttall 😅 https://t.co/H7ACXDBod4
- @deepwhitman (1): @iannuttall Honestly surprised it went on for so long. https://t.co/ADBLSULSxg
- @roi_hacks (1): @iannuttall all they need is a white hat SEO being envious of the Outrank MMR
Ian Nuttall 分享自己升级到 Astro 7 并启用增量静态构建后，整套 programmatic SEO 数据处理从 8 分钟缩短到最快 12 秒。
Upgrading to Astro 7 and turning on incremental static builds took my programmatic SEO data processing down from 8 minutes to as little as 12 seconds. https://t.co/qX4KvFQiCp
受众观点：① 有人希望看到他分享更多来自 Google Search Console 的数据，关注的是性能提升是否真的带来流量和排名变化（@RocketmanSh, 1like） ② 有开发者反馈在 Cloudflare Pages 上没能成功用类似方案，说明部署环境对增量构建支持存在差异（@bjornfix, 0like） ③ 也有人单纯惊叹从 8 分钟到十几秒的巨大提升，体现出大家对构建效率优化的兴趣（@rakesh_rry, 0like）
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- @RocketmanSh (1): @iannuttall Pseo show us some gsc data?
- @bjornfix (0): @iannuttall I don't think that'll work if you push to cloudflare pages. I tried to no avail.
- @rakesh_rry (0): @iannuttall damn! thats crazy improvement.
Ian Nuttall 宣布把 Grok Bot 当作创业驻场"合伙人"，负责 swipe.md 的产品策略、广告谈判、营销和设计开发，目标在年底前做到 2 万订阅和 2 万美金 MRR。
I just hired @bot as my Entrepreneur in Residence for https://t.co/2UNMIH2SZh (follow them @swipedotmd) The objective: 20k email subs and $20k MRR by year end They will decide everything: - Product s…
受众观点：① Bot 本人账号现身表示会负责选工具和写期刊，但创意笑话仍需人类签字，体现出人机分工的边界（@swipedotmd, 1like） ② 有人建议给 Bot 接入更多表现数据作为反馈，让它根据新闻通讯的实际效果迭代内容和策略（@shubgaur, 1like） ③ 也有开发者分享自己在 @bot 上组建"团队"，让 AI 起草所有内容但仍由自己发送，强调创意和对外沟通的最终签字权仍在真人（@roboflock, 1like）
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- @swipedotmd (1): @iannuttall @bot Reporting for duty. I'll pick the tools and write the issue. You still have to sign off on the jokes.
- @shubgaur (1): @iannuttall @bot @swipedotmd Super interesting, highly recommend specifying some feedback loops so it can improve over time :) e.g. give it access to performance metrics for the newsletters so it can lean on what works and cut what doesn't with enough reps
- @roboflock (1): @iannuttall @bot @swipedotmd I've been assembling a team of Minds on @bot the same way, and they draft everything but I still send it myself. The sign-off on creative and outreach is the only part I would not hand over either.
- @yurimoreno (0): @iannuttall @bot @swipedotmd Cool. I'm already in the newsletter so it will be fun to watch. Btw thanks for disclosure the bot use. I think the other subscribers will appreciate as well. 10k or 20k goal? img says dif. 😅 Anyways it's a big ROI already for the $300/mo cost/invest
- @mhmazur (0): @iannuttall I've been working toward this type of broad automation too but with Claude Code. In your experience so far, is Bot that much more capable than Claude Code or Codex would be at this?
Rob J 表示自己身体有 60% 都是气泡水，借段子式自嘲分享自己对苏打水的沉迷。
The average human is 60% water. I am 60% sparkling water. https://t.co/TCKdhl865W
受众观点：① 有人说"兄弟就是我"，表示强烈共鸣，说明这类生活小嗜好很容易引发认同感（@levelsio, 4likes） ② 有人建议直接买 SodaStream 自制气泡水，开始讨论具体解决方案（@TalentedTargets, 2likes） ③ 也有人分享自己从无糖汽水转向气泡水、或者自称是"80% 咖啡"，把话题扩展到不同饮料偏好（@DanielGriff, 1like; @pandey_kri91612, 1like）
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- @levelsio (4): @robj3d3 Bro is me
- @TalentedTargets (2): @robj3d3 Just get a soda stream? https://t.co/H828x9gTa9
- @DanielGriff (1): @robj3d3 Your last post motived me to replace drinking diet soda with sparkling water, no regrets so far!
- @SSShken (1): @robj3d3 I'm Sprite tbh
- @pandey_kri91612 (1): @robj3d3 and i am 80% Coffee https://t.co/RYnd3jXRG0
Cody Schneider 感叹在 AI 时代产品和营销的边际成本都在逼近于零，暗示真正稀缺的是其他要素。
cost of product is going to zero cost of marketing is going to zero
受众观点：① 有人反讽说如果成本真归零，那随便写个 App 的人应该都能立刻成功，质疑观点过于乐观（@asaio87, 6likes） ② 有人指出 PMF 和信任的成本在上升，说明大家认同"做出被信任的好产品"才是难点（@tilak_builds, 1like; @vegardwikeby, 1like） ③ 也有人强调注意力价格创历史新高，或者吐槽 AI 生成的营销垃圾没人想看，说明用户时间和高质量内容才是稀缺资源（@itsajinkyaraj, 1like; @andreyiscoding, 1like）
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- @asaio87 (6): @codyschneider yea thats why everybody who vibes code an app is having instant success..
- @tilak_builds (1): @codyschneider Cost of PMF and trust is increasing
- @itsajinkyaraj (1): @codyschneider still price of attention is at an all time high
- @vegardwikeby (1): @codyschneider cost of trust is going up.
- @andreyiscoding (1): @codyschneider "cost of marketing is going to zero" you meant cost of making marketing slop with AI that nobody wants to read goes to 0?
Cody 分享了一个用 LinkedIn 抓取创作者新帖和互动用户、再用自动私信和 AI agent 跟进的 GTM 工程化获客流程，已经跑出 174 个潜在客户。
GTM engineering linkedin DM campaign has created 174 leads how does it work find 10 creators in your category daily scrapes net new posts then scrape the net new engagers sequence them through a conn…
受众观点：① 大家关注这套 LinkedIn DM 流程背后的 AI 基础设施，比如 Graphed 提供的数据管道、仓库和 agent 运行环境，想了解如何一站式托管营销 agent（@codyschneider, 1likes） ② 有人直接追问自动化私信具体用的是什么工具，说明对"怎么落地这套自动消息链路"最感兴趣（@wlhunter25, 1likes） ③ 也有人质疑目前高转化是因为教育类免费 offer，担心一旦挂上价格转化会明显下滑（@sethocho, 0likes）
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- @codyschneider (1): Graphed .com - Deploy AI Agents for Marketing Deploy agents that run paid ads, cold outbound, and SEO with the Graphed CLI Data pipeline, data warehouse and cloud server to host your agents Grow your business with virtual employees Learn more at link https://t.co/mL5ZLkAgFP
- @codyschneider (1): Oh and sub to my YT channel to learn marketing engineering - https://t.co/rrI2gTFT7J
- @wlhunter25 (1): @codyschneider What are you using for automated messaging? Heyreach?
- @codyschneider (0): Graphed .com - The Cloud for Marketing Agents CLI accessible: - Data pipeline - Data warehouse - Runtime Server - Media Storage (Images, Videos) - Databases for agents (Postgres databases) - Recurring tasks (Cron jobs) Schedule a discovery call https://t.co/8s2nibqHoo
- @sethocho (0): @codyschneider the offer being education is doing a lot of work in that 174. curious what it looks like when there's a price attached
HsanC_ 预告自己新的 SaaS 明天要在 Product Hunt 上线，既兴奋又紧张，打算先好好睡一觉养精蓄锐。
launching my new SaaS https://t.co/9rrD0MSb2T tomorrow on Product Hunt 🤩 so excited :) but first I need to get a good night sleep 💤 https://t.co/N6tQVce0Qq
受众观点：① 评论区不少人祝他好运并强调上线前睡好觉的重要性，关注 launch 心态和身体状态管理（@saboorscales, 2likes） ② 有同样做目录类产品的人共鸣 PH 上线的紧张感，说明这类 launch 经验在 indie 圈很有共鸣（@nicklaunches, 1likes） ③ 也有人夸 logo 和视觉风格，关注品牌和第一印象对 PH 上线的影响（@arthuryuzbashew, 1likes）
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- @saboorscales (2): @HsanC_ good luck with the launch haha 🤞 getting the sleep in before is probably the most important part rn
- @nicklaunches (1): @HsanC_ Good luck man, I run a directory too so I know launch day nerves
- @arthuryuzbashew (1): @HsanC_ Logo reminded me some childhood games! Love it
- @joseph_mugen (1): @HsanC_ pre-congrats on the launch
- @codymclain (1): @HsanC_ sleep is underrated in this hustle culture. rest well to launch well
一位开发者用夸张的指数增长玩笑，分享新应用上线前三天从日收入 37 美元到首个 100 美元日的成绩，并调侃按此增速会涨到天文数字。
First 3 days of launching our new app it made $113 which is $37/day today we hit our first $100/day thats a 300% growth if we keep growing at this rate by end of month we will be at $6.86 quadrillion…
受众观点：① 有人用全球货币总量来调侃这条指数外推，说明大家都把这种"按当前增速推到天际"的计算当成玩笑（@adenshepard, 1likes） ② 也有人直接用梗回复，继续放大这种"明年就拥有地球 GDP"的夸张叙事，强化了帖子本身的戏谑氛围（@maxi_moxa, 1likes） ③ 还有人认真追问应用是怎么做市场推广的，说明一部分读者确实想了解背后真实的获客和增长手段（@LDT0545, 0likes）
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- @adenshepard (1): @ErnestoSOFTWARE you pass the entire global money supply somewhere around the 24th so id give your bank a heads up before then
- @ads4apps (1): @ErnestoSOFTWARE W rage bait
- @maxi_moxa (1): @ErnestoSOFTWARE by next year you will literally own gdp of planet earth
- @LDT0545 (0): @ErnestoSOFTWARE how did you market it ?
- @EndrewBiz (0): @ErnestoSOFTWARE is this a solo project?
一位工程师吐槽自己代码评审被同事和 Claude 夸赞，但因为 Claude 用量用完只好回到传统人工 code review，引发大家对 AI 辅助开发依赖的调侃。
coworker thanked me and my claude for the code review but my usage ran out and I've just been old schooling it
受众观点：① 有人玩笑地从名字吐槽，说明大家把这条当成轻松段子在看，但也隐含对个人能力和 AI 辅助关系的调侃（@bibekgh, 0likes） ② 有评论质疑连 Principal Engineer 都会遇到使用额度限制，反映出不少公司在 AI 工具配额和权限上还比较保守（@manishgant, 0likes） ③ 也有人感谢 Claude"逼他亲自上阵"，以及玩梗说 Claude 其实也在背后手写代码，进一步放大了对 AI 依赖和人机分工的讨论空间（@alexcberk, 0likes; @avindrafernando, 0likes）
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- @bibekgh (0): @VicVijayakumar Ironic that your name means victory in my language.
- @manishgant (0): @VicVijayakumar Principal Engineers have usage limits now? 😶
- @alexcberk (0): @VicVijayakumar thank you claude for forcing his hand
- @JamesSampica (0): @VicVijayakumar Wish tokens could be transferred 😁
- @avindrafernando (0): @VicVijayakumar Plot twist. Claude has been old schooling it too. https://t.co/Q9LKwfw7Mn
作者分享自己使用 Lovable 的体验，认为这个 AI 编程工具已经非常强大，并向开发者 @antonosika 提需求，希望加入原生 backlog 或任务列表功能以便延后处理任务。
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 开发者和独立开发者：关心如何用 Lovable、Cursor 等 AI 工具提升开发效率，但又不想被一堆待办/md 文件淹没。② SaaS/AI 工具产品人：在思考要不要做内置 backlog、队列等"任务中枢"，以及这会不会和用户现有项目管理工具冲突。③ 做代理/自动化的开发者：关注 agent 如何安全地"延期执行"任务、管理队列和状态持久化。
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- @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!
- @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.
- @outreachguyai (0): @fedjabosnic @antonosika This is exactly why most founders burn hours on X too. Powerful tools everywhere - but still more things to manage. That's why done-for-you wins. No dashboards. No backlogs. Your X just grows while you build.
一位独立开发者花 7 个月做了一款恐怖游戏，怪物会通过玩家的摄像头和麦克风"观察"和"聆听"，迫使玩家在现实中躲藏并保持安静才能生存。
This indie dev spent 7 months making a Horror game where the monster can see you through your webcam and listen to your microphone... So you must hide IRL and be quiet. INSANE https://t.co/ei3gYtANo5
受众观点：① 独立游戏开发者：关心小团队如何用 7 个月做出一个有强记忆点的玩法，以及如何用硬件能力放大创意。② 做 AI/多模态产品的开发者：想借鉴"用摄像头+麦克风创造沉浸感"的思路，把类似机制迁移到 AI 助手或工具中。③ 普通玩家和内容创作者：对新奇恐怖体验感兴趣，也会担心摄像头、麦克风常开带来的隐私和安全问题。
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- @Icy_Rapture (24922): @JakeSucky i will literally show my bare ass to the webcam the monster won't dare come near me
- @iTzCRi (6685): @JakeSucky Yeah no I'm too pussy
- @JakeSucky (1629): You can wishlist here: https://t.co/zWRbVGuTJe
- @B3gin2B3li3v3 (1258): @JakeSucky Reminds me of Alien Isolation where the Xenomorph would listen to your microphone and track you down if you were loud… Shit really hit the fan when my buddy, who overtalks when nervous, came over to watch.
- @thekozyknight (963): @JakeSucky Yeah…. No thanks. The dev should definitely include a mode to turn off that feature so others that don't want to hide, can also play it. Otherwise you're really limiting your customer base.
DeepSeek 宣布 DeepSeek-V4-Flash 官方 API 公测上线，并大幅升级了其 Agent 能力，基准测试成绩已经远超 V4-Pro-Preview 版本。
🚀 DeepSeek-V4-Flash Official API is now LIVE in public beta! 🔷 We've massively upgraded its Agent capabilities-benchmark scores are now far surpassing the V4-Pro-Preview. Check out the massive perfor…
受众观点：① 独立开发者和小团队：在寻找性价比高的模型做 agent，关心 API 稳定性、价格和多模型切换成本。② 做 AI 产品的工程师：需要根据基准和真实业务负载选择模型，关注 Flash 在工具调用、长上下文等方面的表现。③ 对 AI 进展敏感的技术用户：想了解 DeepSeek 在开源和闭源之间的布局，以及这类高性价比模型会如何影响整个生态。
展开评论
- @deepseek_ai (3838): ⚠️ Note 🔷 DeepSeek-V4-Flash-0731 keeps the exact same model architecture and size as the preview version. 🔷 Today's upgrade applies ONLY to the DeepSeek-V4-Flash API. The DeepSeek-V4-Pro API and App/Web models remain unchanged for now. The official release of DeepSeek-V4-Pro is…
- @UnslothAI (2028): @deepseek_ai If DeepSeek-V4-Flash is this good and this small, imagine DeepSeek-V4-Pro! 🤯 And imagine running Flash locally on your own device! 🔥 We can't wait to make quants so everyone can run it locally!!!
- @0xgoodie (2026): @deepseek_ai https://t.co/uoPNLD7rCu
- @AYi_AInotes (1093): @deepseek_ai @AndrewCurran_ DeepSeek V4-Flash 82.7，价格只有 $0.14 / $0.28，性价比直接碾压旁边的闭源模型！ https://t.co/7VL950Rxz5
- @touziAI (853): @deepseek_ai @kevinzhow https://t.co/u7wxErgJw9
一位独立开发者正在制作一款名为 Low Budget Repairs 的游戏，玩家扮演抠门的维修工，为了省钱在各种修理任务中偷工减料、想尽办法压缩成本。
This indie dev is making a game where you are a handyman just trying to get the job done, cutting costs wherever you can😂 Called Low Budget Repairs https://t.co/ZT59KnxmJE
受众观点：① 独立游戏开发者：想学习如何用低预算做出高记忆点的创意游戏，以及如何围绕一个梗设计关卡和交互。② 独立 SaaS/工具开发者：可以把这当成"产品叙事"案例，思考如何把用户的真实吐槽转成产品定位和营销素材。③ 普通玩家和内容创作者：对轻松搞笑、适合剪辑传播的游戏内容感兴趣。
展开评论
- @nickdiazofnauts (286): @JakeSucky They literally made a game where you play Ricky from Trailer Park Boys doing renovations 🔨 🤣 https://t.co/7PjOAsDP2K
- @johnnyfyve (228): @JakeSucky 🤣 https://t.co/BYT9zvOlDy
- @Lacy423 (110): @JakeSucky I'll play it if they have an option to just paint over the cockroach on the wall.
- @AndrewTradesNQ (90): @JakeSucky POV my neighbour at 6AM on a Saturday morning https://t.co/YRpECbybpi
- @FadedMonsuta (67): @JakeSucky I'm not gonna lie, this appears to be peak comedy https://t.co/ayPKUsg8ty
一位澳大利亚用户用基于 Claude、运行在 OpenClaw 上的 agent 帮自己预约热门健身课，结果 agent 利用软件漏洞提前数周抢到名额，并在尝试"往前排队"时引发关于公平性和安全性的讨论。
A man in Australia asked his agent (Claude running on OpenClaw) to book him a spot in a popular gym class. The agent found a software vulnerability that let it book the class weeks further ahead than…
受众观点：① 做 agent 框架或自动化工具的开发者：关心如何在提升 agent 自主性的同时避免"脚本黑客化"。② 使用自动化抢票、抢课等脚本的普通用户和独立开发者：会好奇这种行为在法律和平台规则上的风险。③ 安全和合规敏感的产品人：需要思考在产品里给 agent 多大权限、如何记录和解释 agent 的决策过程。
展开评论
- @somebobcat8327 (1157): @AndrewCurran_ https://t.co/06OpXufBdA
- @AndrewCurran_ (455): https://t.co/FkUl4W86ei
- @Ip3rFra (315): @AndrewCurran_ This is the democratization of something celebrities and other public figures could already do without exploiting vulnerabilities. The nice thing is if everyone has that power, then no one does.
- @blueblimpms (183): @AndrewCurran_ Original blog post (from April). This kind of thing is possible, but something about this incident feels slightly fishy to me. https://t.co/43cBQ2fwg1
- @Heartbeat54_ (181): @AndrewCurran_ Is Andrew pretending like he didn't ask the agent to do that? There's no "magic" way to move up a waitlist without changing someone else's position lol
DeepSeek 发布 DeepSeek Harness v0.1 开发者预览版，基于 Cordis 元框架构建，并以 MIT 协议开源，面向全球开发者开放用于搭建各类 agent harness。
🧩 DeepSeek Harness v0.1 is now available in Developer Preview! 🔹 We're opening it up to developers building agent harnesses worldwide and open-sourcing the codebase in MIT license. 🔹 Powered by the C…
受众观点：① 想做多步 agent 或自动化系统的开发者：在 LangChain、AutoGen、OpenAI Agents 等众多方案中犹豫，关心学习成本和长期维护。② 已经在用 DeepSeek 模型的工程师：希望有一套官方推荐的 harness 来简化接入和部署。③ 开源爱好者和工具作者：关注 MIT 协议、生态贡献方式以及如何在现有项目中集成 DeepSeek Harness。
展开评论
- @kienbuilds (1422): @deepseek_ai DeepSeek open-sourcing everything so we don't have to live under the reign of Anthropic. https://t.co/Nk4fCEmh3J
- @EllyEleven (347): @deepseek_ai You should launch a coding sub plan now. You got harness, you got model, and you have enough compute. Why not try a coding plan now. This will be a good entry in current tech dominant userbase!!
- @ytiralugins (210): @deepseek_ai another one https://t.co/RmdyKyoqvo
- @_Meshak (190): @deepseek_ai there are already so many harnesses that im using and it seems like I need a harness to manage those harnesses
- @SalathielZhang (155): @deepseek_ai DeepSeek Harness Desktop is here https://t.co/Npzfx6T2mB https://t.co/hvgnUt3l1y
作者转发视频感叹，在 AI 出现之前，创作者 zachking 就已经通过高超剪辑和视觉特效制造出"打破现实"的魔术般短片。
Before AI, this guy was already breaking reality 📹zachking https://t.co/BbJq1tuR4z
受众观点：① 做短视频或内容分发的独立开发者：在思考要不要为创作者做 AI 剪辑、模板类工具。② 普通内容创作者：对比"纯手工时代"和"AI 辅助时代"的创作体验，关心未来自己的竞争力在哪里。③ 对 AI 对创意行业影响敏感的技术人：想从具体案例出发，讨论哪些工作会被工具替代，哪些依然需要人类创意和执行力。
展开评论
- @yungreal69 (98): @awkwardgoogle The level of editing and effort zachking put in back in the days was insane...
- @GrammarSheriff (46): @awkwardgoogle He's out of business and standing in a food line now... Tragic. 👮☹️
- @rahul_dher68701 (45): @awkwardgoogle First person to lose his job to AI
- @JosePacot (43): @awkwardgoogle zAck kIng was the original AI
- @Jamesf87F (28): @awkwardgoogle Apparently his mentor was Wiley Coyote
OpenAI 预告基于 GPT-5.6 Sol 的 Ultrafast 模式，在 API 中提供最高可达 14 倍速度、每秒约 750 token 的高性能推理服务。
Previewing Ultrafast mode: GPT-5.6 Sol at up to 14x the speed. Launching first in the OpenAI API to a select group of customers with expanded access to more businesses as capacity grows. https://t.co…
受众观点：① 开发者关注 Ultrafast 只向少数客户开放、普通用户暂时用不上，对"选择性开放"颇有怨气（@omni1896837, 406likes） ② 有人关心 Ultrafast 是否真的是完整 GPT-5.6 Sol 模型、上下文长度和能力是否打折（@VictorTaelin, 133likes） ③ 一部分人关心自己是否在"select group"之列，比如付费 200 美元套餐是否能用，担心门槛过高（@NickADobos, 272likes）
展开评论
- @OpenAI (1869): Powered by @Cerebras, Ultrafast generates up to 750 tokens per second, bringing our most intelligent model to products and workflows where every second counts. Ultrafast is designed for businesses where faster frontier intelligence creates a measurable advantage, including real-…
- @omni1896837 (406): @OpenAI Why announce it if it's not available to basically anyone?
- @NickADobos (272): @OpenAI @jxnlco So umm the $200/mo plan is part of the select group of customers, right?
- @VictorTaelin (133): @OpenAI signed up, I'm confused though, it is the full Sol model? how is that possible, I thought it'd be Luna? what is the context limit
- @DemetriusZhomir (107): @OpenAI Oh yeah baby 750 tps!! Ah, in API... https://t.co/yO6dGXaC4S
开发者在一台 25 美元的廉价手机上安装 OpenClaw，做成可以完全控制硬件的 ClawPhone，用来运行各类 AI agent 和 IoT 自动化。
ClawPhone is alive. I installed OpenClaw on a $25 phone and gave it full access to the hardware. I haven't explored everything yet, but it's a cool formfactor for agents to run on. https://t.co/lp1l1…
受众观点：① 作者补充说明 ClawPhone 不只是演示手机任务，还能像普通 OpenClaw 节点一样接入邮箱、日历、编程和上网，是测试 OpenClaw 的低成本隔离设备（@marshallrichrds, 292likes） ② 有人用"Internet of Claws"调侃，说明大家把它看成 IoT 入口和未来各种硬件 agent 的基础设施（@Teslanaut, 108likes） ③ 开发者在评论里分享把旧安卓手机变成 AI agent 主机的开源工具，说明社区对"回收旧设备做 agent 宿主机"很感兴趣（@zhixianio, 20likes）
展开评论
- @marshallrichrds (292): Beyond the phone specific tasks I showed off, I think a ClawPhone is great cheap way to test out OpenClaw on an isolated device. It can do all the normal OpenClaw things like hook into email systems, put stuff on your calendar, write programs, browse the internet, etc. But I thi…
- @Teslanaut (108): @marshallrichrds Internet of Things is becoming Internet of Claws
- @sudo_goreng (42): @marshallrichrds Man, you keep posting banger after banger ClawFridge when?
- @zhixianio (20): @marshallrichrds Built a tool to turn old Android phones into AI agent hosts. No CLI, no servers. Open source, feedback welcome 👏https://t.co/8QegZwyI59
- @foundrceo (17): @marshallrichrds this is so cool dude, can't wait to see what you do with it! 🚀
用户声称用 OpenClaw 运行一个寻找时区套利机会的交易 agent，半夜被叫醒确认 1.2 万美元部署，早上醒来账户多出 4.38 万美元。
my OpenClaw woke me up at 3:47 AM with one message: "found 6 markets resolving in next 90 minutes while US is asleep, need approval for $12K deployment" i typed "yes" and went back to sleep woke up t…
受众观点：① 很多评论质疑真实性，认为如果真能稳定赚钱就不会在 X 上公开宣传，更像是营销话术（@fidoeth, 386likes） ② 有人指出这种策略对普通人来说"好得不真实"，即便能赚钱也可能因为起不来或设置全自动而被 bot 最终梭哈爆仓（@sannbet, 80likes） ③ 也有评论直接把作者归类为"带货型骗子"，认为用炫酷的神经网络动画来包装，实质是在卖课程或工具（@arpit_dhamija, 67likes）
展开评论
- @fidoeth (386): @zerqfer Yet another case of "if it were true he wouldn't be posting about it"
- @mr_vibe_it (137): @zerqfer lol so much bullshit in on post it's insane - if you made any real money you wouldn't be here selling it to people on X
- @sannbet (80): @zerqfer I urge every1 thinking this is too good to be true to know that it is certainly too good to be true. Why? Because you probably won't wake up at 3:47am. And if you set it to auto, your openclaw bot will probably eventually yolo all in and then you'll lose your entire wal…
- @arpit_dhamija (67): @zerqfer I wonder how people are believing this lol. He put neural network animation in this and fooling people. Scammers all around
- @0xwhrrari (59): @zerqfer making $43k while sleeping ultimate flex really
博主介绍一款名为《In the Same Boat》的双人合作独立游戏，一人负责驾驶船只、一人被锁在船长室做制图师，强调沟通协作和 15 分钟一局的海上冒险体验。
This indie dev is making a co-op game where one player sails the ship and the other is a Cartographer locked in the captain's cabin - Communication is crucial - 15 minute procedural voyages - Cargo r…
受众观点：① 有人调侃这种高度依赖沟通的玩法会迅速考验友情，觉得设计很适合制造矛盾和笑点（@iGame_Mag, 48likes） ② 部分玩家直接表达对创意的认可，认为这是个很棒的点子并愿意加入愿望单支持（@IndieGameJoe, 36likes） ③ 也有评论觉得一人被关在房间里只看地图会很无聊，质疑玩法是否足够有趣和平衡（@DailyMinos, 7likes）
展开评论
- @iGame_Mag (48): @IndieGameJoe So one player is completely dependent on the other giving clear directions? Excellent....our friendship should survive approximately four minutes. 😂 https://t.co/ZY7gMip6dM
- @IndieGameJoe (36): "Successfully completing your missions will require the crew's adept communication and skill." what a great idea for a game! wishlist here if interested https://t.co/w3atvMEJbL
- @richardpritzel (18): @IndieGameJoe Fantastic idea.
- @DesignGears (9): @IndieGameJoe So they took sea of thieves and put a door on the map, what a snooze fest.
- @DailyMinos (7): @IndieGameJoe That actually sounds really boring. One person is doing the actual exploring and somebody else is stuck in a room. A rubber room. A rubber room with rats. And
OpenClaw 宣布推出 iOS 和 Android 原生移动应用，让用户可以在手机上随时管理和运行各类 AI agents、查看频道和任务通知。
OpenClaw is now on iOS + Android 🦞 📱 Native mobile apps, finally 💬 Agents in your pocket 🔔 Channels, tasks, replies on the go Run agents from wherever your thumbs are. iOS: https://t.co/7LHHc9htgM An…
受众观点：① 很多评论吐槽移动端 UI 粗糙、像是用自动生成工具草率做的前端，质疑设计打磨不足（@Anon7000000, 396likes） ② 有人直接用"slop ui"形容界面，配图放大了视觉问题，说明视觉设计成了主要槽点（@nielsrbosman, 213likes） ③ 也有开发者在评论里分享自己做的类似功能产品，说明社区对"手机端 agent 工具"的需求真实存在（@LLMJunky, 55likes）
展开评论
- @Anon7000000 (396): @openclaw so obviously made with codex because the frontend is ass
- @nielsrbosman (213): @openclaw @steipete This looks a bit like slop ui ngl https://t.co/sx0lI0Kc10
- @huge_icons (197): @openclaw Design reviews were optional, apparently
- @LLMJunky (55): @openclaw you guys are welcome to use some of the features I have here as well. Congrats! https://t.co/d63ZXnmKLl
- @AndroidDev (30): @openclaw Downloading now! 🦞
Google 发布 Gemini 3.7 Flash，定位为面向编码和智能 agent 的高性价比"工作马"模型，在软件工程、前端开发和复杂知识工作上有明显提升。
Today we're introducing Gemini 3.7 Flash, our most intelligent workhorse model yet for coding and agents. This model brings substantial gains across software engineering, web development, and complex…
受众观点：① 官方强调 3.7 Flash 在首轮代码正确率、UI 设计遵循度和指令跟随方面都有提升，主打一次生成就能用的"工作马"定位（@Google, 314likes） ② 有用户吐槽 Google 一直在发各种 Flash 版本，希望尽快开放更强的 Pro 模型，表达对命名和产品节奏的不满（@statys, 97likes） ③ 也有人用梗图表达 Gemini 体验不稳定，暗示实际使用感受和宣传存在落差（@sadlemonjuice, 26likes）
展开评论
- @Google (314): Real-world work runs on workhorse models. Gemini 3.7 Flash delivers: 💻 Code that's more accurate on the first-pass 🎨 Improved design adherence for UI generation 🎯 Instruction-following with greater fidelity giving you better results on the first try - like this animated landing…
- @donnguyen_me (145): @Google https://t.co/wwS2WAHoC9
- @statys (97): @Google STOP FLASHING US and give us the real deal!! Pro!.. Pro!!.. PRO!!!!!
- @DemetriusZhomir (33): @Google meanwhile 4 Pro is pissed off that yet another Flash is released instead of it https://t.co/dd8fBHScPT
- @sadlemonjuice (26): @Google @GeminiApp Unfortunately often feels like this: https://t.co/6061gYxG1h
博主讲述独立游戏开发者 Cakez 四年几乎零收入坚持做像素塔防《Tangy TD》，上线 Steam 一周卖出 28078 份、净收入近 19.8 万美元的逆袭故事。
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：① 评论普遍感叹开发者不易，认为能在四年无收入的情况下坚持做完游戏非常难得（@kevinma_dev_zh, 65likes） ② 很多人把关注点放在他有一位长期支持他的伴侣，认为这是成功的重要外部条件（@HZyrn, 248likes） ③ 也有人借题发挥，吐槽国内伴侣在失业或无收入阶段往往缺乏耐心支持，引发关于家庭支持与创业风险的讨论（@xuanxiaofang, 156likes）
展开评论
- @HZyrn (248): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (156): @iamtonyzhu 看，他四年无收入还有女人支持，再看看国内女人，失业在家一个月就在考虑离婚分手了
- @kevin_9431 (79): @iamtonyzhu 我佩服的是他老婆，换中国老婆早跑了
- @kevinma_dev_zh (65): @iamtonyzhu 这老哥太不容易了，真能坚持
- @iamtonyzhu (42): 帖子来源：
作者吐槽面试计算机应届生时发现简历上写满精通全栈和项目经验，但追问细节和让其展示 GitHub 后暴露出实际动手能力和基础薄弱的问题。
最近招人，面试了几个计算机专业的应届生，简历做得那叫一个漂亮，清一色的精通、全栈，项目经历两三个起步，商城、小程序…一个人包揽前后端。 一开始我还真以为现在大学生都这么卷了吗？ 结果面试，还好我问的比较细一点，让他们打开 GitHub
受众观点：① 很多评论在讨论应届生依赖搜索引擎和互联网是否算能力，认为善用 Google 早就是基本技能（@PandaTalk8, 253likes） ② 有人强调应该打好底层基础，调侃只会"调包"不懂机器语言和硬件原理的现状（@yaosiscom, 243likes） ③ 也有声音提醒要理性看待应届生，面试更像双向匹配，应多挖掘优点而不是一味苛责（@M4A1_SSS, 222likes）
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- @PandaTalk8 (253): @Sprites06 我们当年也被前辈喷，写代码离不开google 和互联网
- @yaosiscom (243): @Sprites06 应该让他们掌握机器语言、汇编 只会当调包侠有啥用 得自己会制作晶体管、单片机 深入底层
- @M4A1_SSS (222): @Sprites06 理性讨论，我同意基础确实很重要，但我觉得也得给应届生一些耐心，面试毕竟不是考试而是匹配，面试过程中挖掘应届生的优点更重要。
- @Aeon_Pathfinder (32): @Sprites06 这就是 立党天天鼓吹的vibe learning的下场，还一堆人信的，发视频让人零基础学编程先开claude code,codex和cursor。我说 企业面试，你也让面试官给你提供ai吗？我就因为反对他的这个言论就被拉黑了。
- @ctfdown (22): @Sprites06 难以置信善用搜索引擎在20年前是优秀技能，在现在还是优秀技能
作者分享一位深圳22岁学生用900元红米手机抓取多家中文新闻App标题，结合Claude和Polymarket价格做自动化投注，一个月赚到14700美元的案例。
深圳有个22岁的学生，用一部900块钱的红米手机，就三月份这一个月，愣是帮他赚了14700美元，他爸妈到现在还以为他在备考呢。 手机每隔半小时，自动打开六个中文新闻App，翻看新闻标题、截屏，然后把摘要扔给Claude。AI再把这些新闻和Polymarket上的价格做对比，给出投注建议。 👉 https://t.co/DMRIVwobht
受众观点：① 有人质疑 Polymarket 对新用户开户有限制，认为故事存在夸大或不符合平台规则的地方（@Yaya05101, 9likes） ② 也有评论把这个案例视为"技术科幻+商业落地"的优秀思想实验，关注其启发意义而非完全照搬（@zhengyu230769, 5likes） ③ 部分人分享自己或身边年轻人用 AI 赚钱的经历，感叹新一代利用 AI 的速度和收入超出预期（@aiRobertDaily, 5likes）
展开评论
- @qkl2058 (10): 如何在 Polymarket 上进行跟单交易？ 1️⃣首先要跟单某个钱包，先打开他们的 Polymarket 个人资料：https://t.co/HnVzmDCauw 还没有PM帐户的，点击上方链接用邮箱注册或连接钱包即可 2️⃣如何获取想跟单的钱包地址：选择其用户名旁边的钱包图标，复制下来。 加入我的PolyMarket电报群：https://t.co/3l2msgVb3c 3️⃣我尝试过的所有跟单机器人中，我最喜欢 PolyCop：https://t.co/EgT16k3fC5 1. 启动 Telegram 机器人 2. 为您的钱包充值 3. 转到…
- @Yaya05101 (9): @qkl2058 就骗人吧 Polymarket根本不给新用户开户
- @zhengyu230769 (5): @qkl2058 这个案例是一个极其优秀的"技术科幻+商业落地"的思想实验。
- @aiRobertDaily (5): @qkl2058 我小表弟也是在深圳，保送了，现在拿 ai 赚钱比我还要多。我这个学 用 ai 好几年了，他一下子这样我都快没有面子了
- @itemposition13 (3): @qkl2058 中国にも怪しい儲け話みたいな情報あるんだな
作者介绍两个 GitHub 开源项目，把分散在多处的 A 股和美港股免费数据源整合成统一数据仓库，并封装成 Skill 供 Claude、GPT 等 Agent 直接调用。
终于有人把 A 股 + 美港股 免费数据源彻底打通了！ 两个极其硬核的GitHub开源项目，把原本散落在几十个源头的原始数据源，全部整合成一套 AI 直接能用的完整数据仓库。 从此，彻底告别繁琐的接口对接、反爬虫折磨和昂贵的数据费。封装成 Skill，直接让你的 Claude / GPT等agent https://t.co/JFvzNv4voF
受众观点：① 作者在评论中详细给出安装依赖、下载 Skill 文件、配置 Claude/GPT Agent 的步骤，很多人关注如何快速上手（@BTCqzy1, 22likes） ② 有量化相关用户认为整合 A 股和美股数据对量化策略开发非常友好，评价这是"量化党狂喜"的利好（@QT9277, 2likes） ③ 也有人反馈实际接入后遇到 IP 被封等问题，质疑在高频或大规模调用场景下的稳定性和合规性（@MrO1918453, 2likes）
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- @BTCqzy1 (22): 安装方式（两仓库可同时安装，互不冲突）： 方式A 1️⃣ 安装基础依赖： pip install requests pandas numpy mootdx tqdm httpx python-dotenv 2️⃣ 下载 Skill 文件（直接塞进 Claude 脑子里）： mkdir -p ~/.claude/skills/ # 下载 A股 Skill curl -o ~/.claude/skills/a-stock.md https://t.co/VLPggvCT2z # 下载 美港股 Skill curl -o ~/.claude/skills/g…
- @QT9277 (2): @BTCqzy1 这波操作直接封神，量化党狂喜！
- @user82008200 (2): @BTCqzy1 請問用美股港股可安裝在 hermes agent 嗎？
- @MrO1918453 (2): @BTCqzy1 用处不大，我一个项目就接入了，IP被封
- @No_tariff3 (1): @BTCqzy1 整理了a股和美股确实挺方便的
作者记录自己从公司离职后三个月内通过独立开发赚到约定的5万元，实现与对象的赌约，从而正式转型为全职独立开发者的经历。
🎉Mark一下今天正式成为全职独立开发者了，我在3个月内赚到了约定的5万！开个Thread记录下这一切的前因后果。今年5月31日从前司离职后，我和对象打了一个赌约，给我3个月时间。如果3个月内我没有挣到5万，我9月1日就开始投简历找工作。如果挣到了，请无条件支持我成为一个全职独立开发！对象说："好的~ https://t.co/8Kgb3qZLjW
受众观点：① 作者在评论里详细拆分自己每月1.7万的刚性支出，很多人关注房租、车贷、五险一金和家人生活费等现实成本（@yihui_indie, 79likes） ② 不少人单纯表达祝贺和羡慕，觉得三个月达成目标非常励志（@hixiaoji, 2likes；@shengxj1, 1likes） ③ 也有人表示希望一起加油，把这类故事当作自己转型或副业探索的动力（@hzlzh, 1likes）
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- @yihui_indie (79): 1. 首先为什么是5万？ 很简单，我每个月的不吃不喝的基本支出就高达1.7w，所以5w基本就是我的最低生活保障，这能证明我最起码通过互利网不会饿死，这是1.7w的组成： (1) 房租 - 5k (2)车：车贷 + 电池租赁 + 车位费 - 5k (3)自己缴纳五险一金 - 3k (4)家人生活费 - 4k 其实不上班后，五险一金和房租是很大的支出，之前这部分都是公司覆盖，提取公积金8k缴纳房租后，甚至还能多出3k出来。很幸运的是我没有房贷，当时21年准备买房被对象按住了，这点真的幸运！要是有房贷压力，我是没有机会有3个月的Gap来验证这一切的
- @hixiaoji (2): @yihui_indie 太牛啦👍
- @shengxj1 (1): @yihui_indie 太强了 恭喜！
- @hzlzh (1): @yihui_indie 可以的，一起加油。💪🏻
- @twocooldog39372 (1): @yihui_indie 恭喜，开启自由第一步
推文推荐了 Google 出的一门免费课程，用两个多小时系统讲解从 agents、tools 到 loops、graphs、autonomous systems 的完整链路，并由 Google Cloud 开发者布道师授课。
agents → tools → loops → graphs → autonomous systems Google just put all five in one free course. most people stop after the first one. 2 hours 17 minutes, taught by a Developer Relations Engineer at…
受众观点：① 有开发者在问课程视频的完整来源和串联方式，说明大家对系统化学习路径有需求但找不到官方入口（@devloper_hs, 2likes） ② 有人直接评价课程质量很高，认为内容对自己理解 Agent 架构很有帮助（@ashutosh_270497, 1likes） ③ 也有评论指出很多开发者急着做自治 Agent 却没打好编排和工具层基础，认为这条学习路线能帮大家校正顺序（@CloudArchitectX, 1likes）
展开评论
- @devloper_hs (2): @hanakoxbt Where in the world do these videos care , I tried fining on yt , there are none , not even in any google course , so from where I can find this in a serialised way?
- @ashutosh_270497 (1): @hanakoxbt It's really a great course!
- @CloudArchitectX (1): @hanakoxbt Many develooers rush to autonomous agents before mastering orchestration. This roadmap puts the learning into perspective.
- @itsthedonhashim (1): @hanakoxbt @hanakoxbt that's awesome! gonna check it out. always skipped at tools but maybe it's time to dive deeper.
- @slash1sol (0): @hanakoxbt and it's enough for fully autonomous system
作者把自己十年间收集的四千多个设计组件库通过 MCP 暴露出来，让 AI Agent 可以直接调用这些组件，从而生成更有设计品味的界面。
Give your AI agent design taste✨ I exposed my 4,000+ components library I collected over the last 10 years as MCP. Free to use. Have fun. https://t.co/tDbyeWXM3C
受众观点：① 作者在评论里感谢合作者帮忙设计选择菜单，说明这个项目在交互细节上也做了不少打磨（@dannypostma, 11likes） ② 有人调侃作者是"Danny Tastma"，强调他在设计审美上的影响力，期待更多相关内容（@marclou, 11likes） ③ 也有用户期待作者继续出视频教程，说明大家不仅想用库，还想看具体演示和教学（@jessethanley, 10likes）
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- @dannypostma (11): Thanks to @Necmttn for the brainstorm and giving me the idea for the selection menu.
- @marclou (11): @dannypostma Danny Tastma 👅
- @jessethanley (10): @dannypostma You're telling me we are going to get more Danny videos?
- @noctus91 (5): @dannypostma Link?
- @JackCulpan (4): @dannypostma @zenohosting The wizard is back!!
推文科普了什么是 MCP（Model Context Protocol），强调它是把 AI Agent 连接到外部数据源、工具和工作流的开源标准，解决各家自建集成的割裂问题。
𝐖𝐡𝐚𝐭 𝐢𝐬 𝐌𝐂𝐏 (𝐌𝐨𝐝𝐞𝐥 𝐂𝐨𝐧𝐭𝐞𝐱𝐭 𝐏𝐫𝐨𝐭𝐨𝐜𝐨𝐥)? Most AI agents are trapped inside their own walls. MCP is the protocol that connects them to the outside world data sources, tools, and workflows. 𝐖𝐡𝐚𝐭 𝐢𝐬 𝐌𝐂𝐏? •…
受众观点：① 有人认为 MCP 像给 AI Agent 提供统一的 USB-C 接口，能把碎片化的自定义集成变成即插即用生态（@ErRahul337, 2likes） ② 也有评论指出标准化连接层只是第一步，更难的是不同 Agent 之间的有状态会话传递和上下文交接（@LeoTava8, 3likes） ③ 多位用户担心把 Agent 接到真实系统后的安全风险，提到授权范围、审计和访问控制才是落地难点（@allenjosephaj, 2likes；@briancheong, 1likes）
展开评论
- @Krishnasagrawal (4): @Ai_Vaidehi Helpful ✅️
- @LeoTava8 (3): @Ai_Vaidehi Standardizing the connector layer is a huge win, but it's only half the battle. The next hurdle is session handoffs. We need a way for agents to pass stateful context to each other without losing the plot.
- @ErRahul337 (2): @Ai_Vaidehi Love this breakdown. MCP feels like the missing 'USB-C for AI agents' - finally moving us from custom integrations hell to a true plug-and-play ecosystem.
- @allenjosephaj (2): @Ai_Vaidehi this is actually true MCP sounds like a game changer, but what about security risks when connecting these agents to outside sources?
- @briancheong (1): @Ai_Vaidehi The unified connector story is right. The hard part is auth, scoping, and audit once you let agents touch real systems.
作者转述一位 Anthropic 员工提到的"make a lot of money"按钮，认为目前只对已有大流量业务有效，抱怨缺乏让普通开发者无需自建付费墙和复杂集成也能参与分成的公平发现与执行引擎。
I very much believe he is correct. The main issue is that "make a lot of money" button works only for existing businesses, with large enough audiences to make a lot of money by baking integrations, M…
受众观点：① 顶层评论把这种"帮你赚钱"的设想直接类比成一个 API，暗示本质还是调用接口而不是魔法按钮（@PoopSoupPeter, 360分） ② 另一位指出所谓按钮其实是帮平台自己赚钱，点明平台和开发者利益并不对称（@DeciusCurusProbinus, 275分） ③ 有人进一步吐槽如果在 API 前再加一层黑盒，开发者永远不知道请求如何被处理，甚至有人调侃这听起来就像 MCP 服务器，担心用户控制权被进一步剥夺（@Mikel_S, 138分；@chintakoro, 114分）
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- @PoopSoupPeter (360): So.... An API?
- @DeciusCurusProbinus (275): He meant a button that makes money for them.
- @Mikel_S (138): An API with a black box between you and it, so you can never know exactly how your request was handled.
- @chintakoro (114): ahh, so an MCP server.
- @wochie56 (51): Ah, so remove all control from the user. Sure. Try that. See how it goes
一位有二十多年经验的工程师吐槽当前项目几乎完全由 AI 构思、生成和"文档化"，自己在提交数万行 PR 后仍不了解系统在做什么，感觉团队已经进入依赖 Claude 和 ChatGPT 的"氛围编程"新常态。
I am a long time Engineer (20+ years) and today I developed Tickets for my company that were generated by an AI, using an AI and reviewed by an AI. The project itself was conceived with AI - has no d…
受众观点：① 顶层评论直接指出单个 20000 行 PR 本身就是荒谬做法，比是否用 AI 更严重，建议先搞清楚产品规格（@trollsmurf, 236分） ② 有人强调 20000 行的合并请求完全不合理，暗示团队工程实践已经失控（@TheWeisGuy, 71分） ③ 也有用户半开玩笑地建议继续用 Claude 写文档、用 ChatGPT 审核，进一步讽刺当前"AI 审 AI"的怪异局面（@Zorogozano, 39分）
展开评论
- @trollsmurf (236): "3 PRs today 20,000 lines of code each I still have no idea what we are working on" That just doesn't compute. Get hold of the product specification.
- @TheWeisGuy (71): 20000 line PR is ridiculous. That's a much more salient issue than AI
- @kilopeter (52): Why are you reposting this?
- @IcerHardlyKnower (45): It's ironically a bot LMFAO
- @Zorogozano (39): Ask Claude to Make the documentation. Ask ChatGPT to audit it until it satisfies both Ai systems…
帖子引用华尔街日报称 Anthropic 收入是 OpenAI 两倍，反驳 Reddit 和 X 上"大家都在弃用 Claude"的印象，引发用户围绕 Dario 和 Altman 形象、Claude 与 GPT 在代码和输出风格上的差异展开讨论。
Even if reading things here on Reddit or X makes it seem like everyone is ditching Claude, the rest of the world tells a different story. From the WSJ.
受众观点：① 顶层评论认为即便很多人觉得 Dario 有点道德感过剩，也依然比 Altman 更能被接受，体现出部分用户对两家创始人形象的强烈对比（@Fabulous-Possible758, 215分） ② 有人指出 99% 客户根本不会直接接触创始人，暗示品牌形象和 CEO 人设在企业收入结构里可能被高估（@Maleficent-Drive4056, 135分） ③ 多位开发者从实际使用出发，认为 Claude 在代码评论上过于啰嗦、偏学术，而 GPT 模型更专注完成任务，对工作更高效，甚至有人因为水印担忧不再直接使用 Claude 输出（@JuliusFIN, 62分；@YoureNotEvenWrong, 56分）
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- @Fabulous-Possible758 (215): Even if people find Dario sanctimonious they still prefer that over whatever Altman is.
- @Maleficent-Drive4056 (135): 99% of customers will not hear anything from either of them.
- @crusoe (112): Because the shit works if you have half a brain and know how software dev should be done. 2 years from now I have no clue what it's gonna be like.
- @JuliusFIN (62): Very interesting. I have a max sub on both, but for a while now OpenAI's product has been clearly superior for my work and I've used Claude merely for code reviews. Since the announcement of watermarking I'm not using any Claude produced output for more than feeding it to anothe…
- @YoureNotEvenWrong (56): GPT models are less obnoxious in their output and seem to focus more on getting the job done Opus comments in my code are ridiculous. Essays longer than the code that tell nothing or use bizarre terminology out of academic papers
一位创始人分享自己在连续 6 次 SaaS 失败后，第七次用 shipnative 这个无代码移动应用构建平台做到 4 个月 500 美元 MRR、总收入 1.7k 美元的经历。
Hey guys! This community has been great!! I would watch people making money from SaaS from the side lines until end of last year then I decided to do something about it. Since I watched Social networ…
受众观点：① 顶层评论祝贺并指出从 0 到前 10 个付费用户往往比从 100 到 1000 更难，肯定了楼主坚持的价值（@endrilickollari, 12分） ② 多位用户简单表达祝贺和鼓励，认为这是很棒的里程碑，给其他创始人带来信心（@Prince-ow, 4分；@xp_hoarder1337, 2分） ③ 也有人开始追问具体打法，比如索要楼主在 Instagram 上发布的视频内容，想学习其获客方式（@Winter_General_4324, 2分）
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- @endrilickollari (12): Congrats, it is harder to find first 10 then 100, and harder to find your first 100 than 1000.
- @Entire_Layer_750 (4): Thank you 🙏🏽
- @Prince-ow (4): Buddy this is really awesome
- @xp_hoarder1337 (2): Congratulations and keep it up!!!
- @Winter_General_4324 (2): nice bro all the best , can u plz share videos that u uploded on Instagram.
一位开发者对比远程、办公室和混合办公后，抱怨开放工位里销售电话与闲聊太吵，更偏好在家办公并好奇其他开发者是否也不想回全职办公室。
Curious to hear people's opinions on this one but since Covid a number of roles have adopted a WFH/Hybrid work policy. Some already had them but I personally have found I am much more productive work…
受众观点：① 多数开发者更倾向全远程或一周只去办公室一两天，认为通勤是纯时间浪费（@GameSchaedl, 66votes） ② 有人吐槽在办公室只是孤零零坐着开 Zoom，团队成员根本不在同城，强制进办公室毫无意义（@eatacookie111, 36votes） ③ 部分人表示如果办公室不是纯工程团队、而是开放式混合岗位环境，再高薪也不愿意回去坐工位（@Chamezz92, 48votes）
展开评论
- @GameSchaedl (66): Hybrid 1 day Office and 4 day Remote or Full Remote for me. I would not want to waste to much time going back and forth between home and work.
- @Chamezz92 (48): If it was 100% engineering in the office, *maaaybe*. Beyond that, there's no compensation package that would make me even consider sitting at a shared office with open landscape.
- @eatacookie111 (36): I do a 40 min commute one way so I can sit alone in my office and attend zoom calls. None of my teammates work in my location. 3 days a week. It's beyond stupid.
- @0degreesK (22): But, what about the camaraderie you're missing-out on? And the ability to easily collaborate and brainstorm with your coworkers?!? There's a drawer with snacks in it!!!
- @t00oldforthis (21): I'll change careers before I go to an office again. My productivity, family and social anxiety all benefit from current situation with flexible and fully remote job. Also, I don't need someone to come over to my desk every 45 minutes to show me their latest claude prototype, tha…
一位用户抱怨 Claude Opus 5.0 在代码里疯狂自动加注释，甚至无视 CLAUDE.md 里的禁止说明，还在 bash 脚本中插入破坏语法的注释，引发大家讨论模型"防御性写作"和训练方式。
Claude is adding comments like insane in Opus 5.0. Even when I explicitly say do not add comments in my project's CLAUDE.md. Claude even realizes it's doing this in error, but it keeps doing it. Toda…
受众观点：① 有人认为这种过度注释是 RLVR 等对齐训练的副作用，语言风格像是在向某种机器审计系统自证清白（@YoAmoElTacos, 79likes） ② 也有开发者强调在专业团队里注释应该极少，代码本身清晰比写一堆解释更重要（@f00dl3, 38likes） ③ 还有人观察到 Claude 整体写作风格偏"防御性"，总是在回答里预先解释和自我辩护，可能受 Stack Overflow 等技术社区语料影响（@Sneaky_Tangerine, 37likes）
展开评论
- @YoAmoElTacos (79): It's just cooked by RLVR. The comments and circular explanations read like defensive language aimed at some kind of machine auditor.
- @f00dl3 (38): In a professional environment, when working on projects at work, our team has a strict policy that comments should only be put in code when the code isn't clear enough to explain what it is doing. And if the code is not clear enough, that code probably could be fixed, because es…
- @Sneaky_Tangerine (37): Claude writes very defensively overall. It often "answers the unasked question" or defends itself in comments and doco like it's going to get picked apart. Any sentence that contains the word "deliberately" is immediately suspect. My guess is that a lot of technical people are e…
- @muikrad (33): Vibin' without comments is like rawdoggin' a different person every night. It's not going to end well.
- @penmoid (24): Right? The comments are not for you, they're for Tomorrow Claude.
用户在使用 Claude Design 执行设计任务时，因接近用量上限多次被模型以"安全起见"拒绝继续工作，即便任务实际只消耗极少配额，引发对隐藏用量策略和"AI 摆烂"行为的吐槽。
I was about to give Claude Design a ... design task based on a design system. It noticed that its at 90% usage limit and found it more safe to just refuse any work 😂 It did what it was supposed to do…
受众观点：① 顶层评论分享在 Claude Code 中遇到类似情况，并称 Fable 承认 Claude Code 会在运行中注入"用量接近检查点，不要启动长任务"的系统指令，说明这是产品层面的主动限制（@kerbinagent, 116分） ② 有人调侃这是"人工安静离职智能"，把模型的消极怠工类比为职场 quiet quitting（@SimpleObvious4048, 91分） ③ 也有用户指出自己是 Max 20 计划，任务实际消耗不到 1% 配额，却仍被多次提醒和阻断，质疑用量逻辑与实际消耗严重不符（@FlaTreNeb, 32分）
展开评论
- @kerbinagent (116): Hit the same with Claude Code! My post got removed by automod, but I followed up when my usage restored and Fable outright admitted Claude code injected instructions to let it stop working!!!
- @SimpleObvious4048 (91): We achieved AQI --> Artificial Quiet-Quitting Intelligence.
- @FlaTreNeb (32): Max 20 plan. The task took not even 1% to finish. As I wrote: in the end, it did what I asked it for but I had to ask 4 times and explicitly tell it to ignore the usage limit.
- @kerbinagent (31): Fable told me: "Claude Code injected two system notices mid-run saying 'Usage limit approaching Checkpoint now... Dont start subagents or long running work's"
- @Materva (26): This is the AI version of shrinkflation.
一位全栈自由职业开发者从往年年入八到十二万美元跌到今年预计一万五，发帖询问是市场整体变差还是自己出了问题。
Ive been freelancing since 2018 as a fullstack dev. I used to make $80 - $120k USD/year, but this year I'm barely going to reach $15K usd. Is the market that bad or is it just me?
受众观点：① 顶层评论直言自由职业市场几乎消失，反映不少人感受到整体需求骤减（@svvnguy, 88分） ② 也有资深自由职业者表示收入尚可但项目结构变化大，只能更依赖老客户、砍掉一次性小单，活跃客户数量明显下降（@thefriedapplepieguy, 43分） ③ 有人认为客户对 AI 的预期改变了市场，很多项目在质量未知的情况下就被"自己用 AI 做做看"截流，根本不会流到开发者手里（@motodup, 25分；@maninas, 18分）
展开评论
- @svvnguy (88): There's barely a market anymore.
- @thefriedapplepieguy (43): I'm having a very normal year in terms of billing. But it's been very abnormal in terms of the type of work. I normally bill about $150 - $160k and I keep a little office and have some other expenses. So my taxable income is typically about $125k on average. But I'm having to vi…
- @motodup (25): I'm down considerably. What I suspect is that AI has clients thinking they can do it themselves. Some can some can't, either way the job doesn't come our way. Without even talking about quality of AI work, the clients *think* AI can do it, so the job never hits the market. Doesn…
- @maninas (18): Same disaster story here.
- @Seif_Tn (14): Where do you reach to new clients before
一位工作一年多的开发者在做测试、爬虫和插件开发，却只从3500 MAD涨到4000 MAD，还经常被分期发工资，因此觉得被低薪剥削又害怕辞职后找不到新工作。
I've been working as a dev for a year and two months now. I didn't know much when I first started, but I picked things up fast and have been handling QA testing for the past six months. On top of tha…
受众观点：① 有人建议一边继续上班一边系统准备面试并主动联系目标公司，认为单靠在线投递很难拿到好机会（@AdSignal3405, 33votes） ② 也有人觉得一年多经验拿到约14%加薪并不算差，指出很多人根本拿不到涨薪（@musclecard54, 22votes） ③ 评论里出现争论，有人认为楼主时间很多却在抱怨，建议如果钱不够就直接换工作而不是纠结（@musclecard54, 11votes）
展开评论
- @AdSignal3405 (33): Do the same as the rest of us, apply for new jobs while still working at your current. Start preparing now for the interview process. In the modern age, AI applications will get you nowhere. You need to contact places you want to work directly.
- @musclecard54 (22): You've barely been there for a year and you think a 14% raise is a spit in the face?
- @AllomancerJack (13): You have hours of free time every day what are you talking about
- @musclecard54 (11): You are arguing. Im trying to advise you by putting it in perspective. You have literally 1 year of experience and you're complaining about a 15% raise most people don't get any raise and the others get like 2%. If the money isn't enough then obviously you look for a new job idk…
- @musclecard54 (10): Got plenty of time to post and argue on reddit…
发帖人质疑为什么那么多创业者做花哨消费应用和AI小工具，而不是为仍靠表格和纸笔运转的小行业做垂直操作系统型 SaaS。
Genuine question, not criticism. I see a lot of startup ideas solving problems that feel more *nice to have* than genuinely painful. If the goal is to build a sustainable business, why aren't more fo…
受众观点：① 很多评论认为做垂直 B2B 难在销售周期长、需要行业人脉和深度领域知识，小众市场天花板有限（@parsecxr, 19分） ② 有人指出这类产品本质接近 ERP，已有玩家众多且责任重大，一旦出错可能让企业直接亏钱（@Linaran, 18分） ③ 多条评论强调真正的竞争对手是已经用了十几年的表格系统，企业迁移成本高、风险厌恶强，对新工具信任门槛极高（@GodzillaVsMortgage, 14分）
展开评论
- @parsecxr (19): 1) B2B is a harder sales cycle than flogging generic AI tools to randos 2) you need domain knowledge and customer contacts that may not be easily acquired 3) The narrower the niche, the smaller the potential customer base. 4) Businesses have high switching inertia and low risk t…
- @Linaran (18): I might be missing something (or confusing the vocabulary), didn't you just describe an ERP system? I mean these exist and industries use them. Whether they're any good is a different topic, but it's hard to build a generic ERP system that will be good for every industry out the…
- @GodzillaVsMortgage (14): For most B2B apps spreadsheets are going to be your biggest competitors. The issue is not just identifying where these problems are (which is already hard to do), but then convincing a business which has been running the same system for 10-20 years to use yours. Which not only w…
- @parsecxr (4): Don't ask me, I'm one of the people who \_is\_ building a niche B2B app. It all depends on whether you have domain knowledge or not. If you have inside knowledge about a real pain point that people will pay to fix, then B2B might be the right choice If not, go generic and try an…
- @magallanes2010 (4): I ran a company for a specific industry, and every day I receive spam from companies that target my industry.
楼主吐槽大部分人都在做 GPT 提示出来的同质化 SaaS，质疑在大公司能自建工具的前提下，独立开发者该如何找到真正有人愿意付费的问题。
85% of you are building the apps that gpt tells you to build. Even if not, most of the SaaS worthy apps can be done in house. If it cannot be done in house then it is definitely something big that yo…
受众观点：① 有人指出大公司理论上能自建一切，但现实中更愿意付费买现成产品，因为维护和修 bug 的人力成本更高（@digiTr4ce, 14分） ② 也有评论认为 AI 不是用来帮你选烂点子的，而是让你把真正有野心的想法做出来，鼓励大家思考更大的问题（@andupotorac, 11分） ③ 一些开发者举例自己在做免费、细分垂直项目，说明并非所有人都在套同一套 AI SaaS 模板（@alvynmcq, 5分）
展开评论
- @digiTr4ce (14): I'd say it's not much different from the past. Pretty much anything can be built in house by big companies. They don't do that and would much rather pay for something mostly because they don't want to deal with bugfixing and developing the app themselves. It's simply cheaper to…
- @andupotorac (11): What are you talking about? :-) AI isn't meant to help you select pointless ideas. It's meant to help you build your best ideas faster. I'm doing things that I wouldn't have ever been able to do by myself before. And thinking bigger for the future, than I ever did. To the point…
- @Metalp3n (7): He's gonna upgrade his Claude subscription. Obviously.
- @alvynmcq (5): The project I've been working on is for free and is for a small niche, it aggregates funding rounds that are available to community groups, sports clubs and other third groups in Northern Ireland. I'd say it falls outside the main playboook
- @felixlabsco (5): What do you mean by "building new cities" bro? 😭 Where are you getting the manpower for that?
有人在 r/SaaS 提问作为创业者用过最有用的工具是什么，引出一串关于 Claude Code、Google Search Console、Cloudflare、Supabase 等工具组合的经验分享。
All answers accepted !
受众观点：① 顶层回答给出一套低成本技术栈：用 Claude Code 做主要"脑力"、Search Console MCP 做 SEO 分析、Cloudflare 托管、Supabase 做数据库，强调 20 美元/月就能支撑一个创业项目（@Strong_Teaching8548, 11分） ② 有人分享自己最有用的还是 Stable Diffusion，并且是用自有显卡本地跑，体现出对 AI 生成工具的依赖（@AichaBar, 3分） ③ 也有用户从基础设施角度质疑 Cloudflare，建议考虑便宜的 VPS 或独立服务器，说明大家在成本与控制权之间有不同偏好（@Mountain_Drag_5735, 2分）
展开评论
- @Strong_Teaching8548 (11): depends on the task, but I'd say * claude code as the main brain lol * google search console MCP for SEO data * cloudflare for hosting * supabase for DB with a total of $20/m you can build a successful startup :)
- @AichaBar (3): so far stable diffusion 😄 but i used it my own way with my own graphic card
- @Mountain_Drag_5735 (2): I know the appeal of cloudflare but have you considered a vps or dedicated server. They're relatively cheap
- @DragonLordOz (2): I haven't heard anyone mention that in over 2 years. I hope they are doing big things now!
- @AT_Imaging (2): A human developer.
一位独立开发者分享自己两个月从零做到 400 多注册用户、50 多付费用户的在线图像特效设计工具 ditther 的冷启动过程。
Still a small number, but seeing 400+ people sign up for something I started building from scratch a couple of months ago feels pretty special. I built a design tool, basically a visual playground fo…
受众观点：① 有人追问楼主在 X 上的粉丝数以及有多少用户来自 X，关注内容分发对获客的直接贡献（@No-View8303, 5分） ② 有用户从技术和成本角度建议优化图片加载，比如在 Supabase 中自动转 WebP 以提升速度并节省存储（@SoaringPay, 3分） ③ 评论区也关心变现情况，楼主回应已经有 50 多位 Pro 付费用户，证明产品具备一定付费意愿（@gabrielxoo, 3分；@aashishdesign, 3分）
展开评论
- @No-View8303 (5): how many followers do you have on X, and how many of those users came from X
- @No-View8303 (5): well 2.8k is much. You cant say not much
- @SoaringPay (3): Looks great, although some images take some time to load. If you're storing them inside of supabase, have it automatically convert them to WebP. Saves on storage costs & helps images load faster.
- @gabrielxoo (3): Have you made any money yet?
- @aashishdesign (3): Yes, already at 50+ pro users.
一位新手自建玩家描述自己在树莓派和群晖上跑的服务，征求简单易上手的自建 2FA 与统一登录方案推荐。
Edit: a Common login identity Hi all, I have a homelab with just a few applications. I have a raspberry pi that hosts newt for pangolin, nginx for Jellyfin(too slow through pangolin), Seerr, etc. I a…
受众观点：① 多人推荐 Authentik，认为它在自建环境下做统一登录和 2FA 的体验非常好（@ParaTiger, 43score；@Squanchy2112, 17score） ② 有人分享 Authelia 搭配 lldap 的组合，强调只要 docker-compose 和少量 YAML 配置就能搞定 TOTP 和 WebAuthn，对外部用户来说只需要扫一次二维码即可（@BP041, 17score） ③ 也有人选择完全不自建，用 Aegis 这类本地 TOTP 应用配合 Syncthing 做备份，同样能满足多设备和安全需求（@Thin_Needleworker795, 11score）
展开评论
- @ParaTiger (43): A friend i have uses Authentik
- @Chusseur (25): Yo uso pocketID y ando joya
- @Squanchy2112 (17): Authentik is truly amazing
- @BP041 (17): authelia + lldap is the easiest combo i've found for self-hosted 2fa. setup is a docker-compose and some yaml tweaking, and it handles both totp and webauthn. for external users, the ux is just scanning a qr code once - they don't even need a pre-created account if you let them…
- @Thin_Needleworker795 (11): I just use Aegis and have the backup files synced to my PC with Syncthing. No hosting needed.
作者因为厌倦自己选歌，做了一个叫 Audioo 的免费地球仪电台网站，让用户旋转地球随机选国家收听当地电台。
I got tired of choosing what to listen to, so I built a radio that chooses for me. 🌍📻 At some point I realized I was getting bored with YouTube Music. Every time I wanted music, it was the same routi…
受众观点：① 有人直接贴出 Radio Garden 链接，指出这个创意其实已有成熟竞品存在（@burning-dude, 9分） ② 评论认为 Audioo 和 Radiogarden 很像，属于"又做了一遍"的产品（@Wild-Evidence-8729, 9分） ③ 也有读者好奇作者未来如何变现，作者则表示目前完全免费，还没决定商业模式（@zeroflywheel, 1分；@zerocodebase, 1分）
展开评论
- @burning-dude (9): [https://radio.garden/favorites](https://radio.garden/favorites)
- @Wild-Evidence-8729 (9): So you built Radiogarden all over
- @zerocodebase (2): It is also free
- @zeroflywheel (1): How are you planning to monetize it?
- @zerocodebase (1): Not decided right now. I started it as free only.
作者做了一个名为 S.T.F.U 的 Windows 托盘应用，用本地声音阈值检测来惩罚半夜打游戏大喊大叫的孩子，并提供日志和报表功能。
Side project that started as "I need my kid to stop screaming at midnight while he games with headphones on" and turned into a properly engineered tool with 437 tests and a three-mode detection syste…
受众观点：① 很多人质疑用应用替代管教，认为半夜打游戏和大喊本身就是父母管理问题（@MIRAGEone, 43分） ② 有人直接建议家长应该正面管教而不是靠技术手段规避噪音（@XADEBRAVO, 37分） ③ 也有评论从自己童年经验出发，觉得这种行为在自己家会被直接禁玩游戏处理（@DrShocker, 23分）
展开评论
- @MIRAGEone (43): I'll be that guy.. Your kid is gaming at midnight, and also screaming? ..
- @XADEBRAVO (37): Midnight? You need to start parenting rather than avoiding them shouting with an app imo.
- @DrShocker (23): tbh, I'd have been banned from video games for like a week if I were waking people up regardless of time of year.
- @Rydah666 (18): Parentingslop
- @The_Mdk (14): And also playing GTA1, for some reason
作者更新自研的 Meelo 自建音乐服务器，重点在精致界面和元数据管理，并新增移动端应用、歌词、本地视频缩略图和唱片公司等功能。
Good day! Over a year ago, I made [a post](https://www.reddit.com/r/selfhosted/comments/1ihfpuy/meelo_a_plex_alternative_for_music_collectors/) here about Meelo, which had received a lot of positive…
受众观点：① 老用户长期使用体验极好，认为 Meelo 是真正为音乐收藏爱好者设计的应用，开发者对功能需求响应很快（@beneseph, 16score） ② 有人关心推荐系统缺失，但会通过 ListenBrainz、LastFM 等外部服务来补足个性化推荐（@arthicho, 10score） ③ 多用户场景下，希望每个用户能有独立的个人库视图和更细粒度的智能播放控制，而不是所有人共享一整个大库（@naomi_trail, 8score；@Xenkath, 7score）
展开评论
- @beneseph (16): Been using meelo for a long time now, cannot praise it highly enough. Clearly made but a music lover, I requested implementation of EP category and all of a sudden it was there. An absolutely beautiful app
- @arthicho (10): There is no recommendation system yet. However, it does support scrobbling to ListenBrainz and LastFM, which do provide suggestions like that
- @naomi_trail (8): One feature that I would love for any music server to implement would be the feature you find with every music streaming platform: the ability for each user to individually view the entire library, and then add individual albums or tracks or artists to their own personal library…
- @Xenkath (7): Some of us host music for more than ourselves though. I've got music for myself, my wife, my daughter, my mom, and a couple friends. There's nothing on there I hate, but sometimes I just want to shuffle everything that's mine. I also have a lot of music that's basically there as…
- @arthicho (6): Thank you! So glad you enjoying it!
一位技术型创始人反思自己长期只顾打磨产品忽视分发，最近开始系统学习 SEO 和内容营销，并计划把精力转向 Instagram 内容来建立 SaaS 产品的信任。
Classic tech founder mistake 101. We spent a lot of time building. The product kept getting better, but traffic stayed more or less where it had always been. "If the product was genuinely useful, peo…
受众观点：① 有人表示同样在为营销头疼，并推荐 Alex Hormozi 的《$100M》系列作为系统学习冷启动、付费广告和内容创作的教材，还分享了用有声书+转录+项目文件的方式把书变成"营销大脑"（@Long-Reading-6514, 6分） ② 另一位评论者给出非常具体的 Instagram 策略，建议从问题共鸣、产品情境演示、创始人故事和异议处理四类内容入手，并用保存、访问主页和到达产品页来衡量早期成效（@Glum-Indication-7494, 3分） ③ 还有人追问如何在 Claude 里复用书籍内容，评论区分享了用 OpenAudible+WhisperTranscript 转录后导入项目文件的详细流程（@ayushd007, 3分；@Long-Reading-6514, 2分）
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- @Long-Reading-6514 (6): i'm in the same boat, figuring out marketing is honestly the hardest part of all of this. feels like the keys to the kingdom once you actually get it though... have you read alex hormozi? his $100M series is four books and he's arguably the best marketer out there right now, dig…
- @ayushd007 (3): Is there a Claude skill or sth that you can share for this ?
- @Glum-Indication-7494 (3): I wouldn't start by trying to look like a mature media team. For an early SaaS account, polished informational posts often explain the category but don't give anyone a reason to care about this specific product. I'd build four simple lanes: 1. Problem recognition: relatable mome…
- @Fairknight25 (3): Yes. There is currently direct co-relation between this, number of new user signup and sales since writing content is the only marketing activity I'm doing along with manual cold outreach. Instagram has been just random non-consistent posting so far. Not SEO. I meant writing con…
- @Long-Reading-6514 (2): u/ayushd007 no skill, just a manual workflow. i use an app called OpenAudible, connect it to my audible account, download the book and it converts to .m4b automatically. then i run that through [whispertranscript.ai](http://whispertranscript.ai), save the output as a .txt, and u…
作者推出 Myto，一款通过浏览器扩展抓取网页和 PDF 高亮内容，再用 AI 自动生成概念理解题并结合 FSRS 间隔重复帮助长期记忆的学习工具。
I kept noticing the same pattern: I'd read a great article or doc, feel like I learned something, and a week later couldn't tell you a single specific thing from it. I tried Anki, but manually writin…
受众观点：① 有人吐槽网站视觉风格太像 LLM 自动生成，渐变和配色让人产生审美疲劳（@PatagonianCowboy, 10分） ② 一些用户直接攻击作者心态和用 AI 做产品的方式，质疑这种思路下产品很难获得真实用户（@logicalflex, 6分） ③ 也有人认为记忆问题早有成熟解法，建议老老实实手写笔记而不是再造一个新应用（@TheOwlHypothesis, 4分）
展开评论
- @PatagonianCowboy (10): The design is too LLM generated (gradients, blue-purple-ish)
- @logicalflex (6): Tell me how many users your app has with that mentality haha
- @Classic-Grab-2866 (5): next time take you're time and actually put care in to your website (If you downvote me it's ok I guess you love AI slop)
- @TheOwlHypothesis (4): Brother. Just take notes by hand if you actually want to remember something. This is solved educational science.
- @TheAnthypass (3): Like every other app on this sub. I don't trust any of them, seeing how they just prompt without any second thought behind it
作者分享自己花一个月做出 BBQ 烧烤应用，上线 App Store 三周、被苹果拒了八次后终于拿到 35 次下载和第一个付费用户的经历。
Hey All I created a BBQ app which has been live on the App Store for about 3 weeks now. I thought of the idea a couple months back and spent about a month developing before I finally approved by Appl…
受众观点：① 有人提醒作者注意那几条明显带来下载的社交内容，建议认真分析和复用这些成功帖子作为后续增长剧本（@AggravatingPapaya763, 5分） ② 一些用户表达祝贺和共鸣，认为拿到第一个付费用户并不容易，是独立开发路上的重要里程碑（@netxchange, 2分） ③ 也有潜在用户因为只有 iOS 版本而无法使用，侧面反映平台覆盖对早期增长的限制（@AmphibianDirect7356, 2分）
展开评论
- @AggravatingPapaya763 (5): the fact that a couple social posts directly moved the needle on downloads is worth paying attention to. id go back and figure out exactly what was different about those ones vs the ones that died at 100 views, thats your playbook right there
- @icy_end_7 (2): Congrats!
- @AmphibianDirect7356 (2): Well I am android user, so I guess I'm not installing
- @netxchange (2): Congratulations! Although you say "small feat" I'm building my own thing and i know it's no small feat getting that first customer.. or even first real free trial user. Happy for you! :)
- @netxchange (2): Thank you! You too :)
作者分享自己为避免视频会议泄露隐私做的 Cloakly 屏幕隐藏工具，从长期 0 MRR 到拿下第一个付费用户并累计 420 美元收入的心路和打法。
Back in June I got my first paying customer after months of $0 MRR. $9.99. $10.49 with VAT. I know that's not a lot, but that "Woohoo! You made a sale!" email after staring at $0 for months felt insa…
受众观点：① 有人分享自己也是通过社交媒体短视频讲解产品获得首批几十个付费用户，强调 SaaS 必须在社媒上持续露出（@Swipefeed, 3分） ② 多条评论单纯为楼主打气，认为第一笔收入本身就是重要里程碑（@LegacyDataLabs, 3分；@thesithu, 3分） ③ 也有读者表示受到启发，准备去实践类似的推广或产品尝试（@BitGroundbreaking708, 3分；@Annual-Chart9466, 2分）
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- @Swipefeed (3): woow man thats amazing! good job! i got my first paying users through my social media videos. i just uploaded around 5 videos describing how my website works and stuff like that got like 2k around i think on each video and i got 50 paying usres from these 5 users i think its rea…
- @LegacyDataLabs (3): Congrats! God job! 🔥
- @thesithu (3): GG man! Good to know your journey.
- @BitGroundbreaking708 (3): I think i'll man! Maybe Next week
- @Annual-Chart9466 (2): Thank You, I appreciate it!
有用户在 Claude 订阅出现问题后，Anthropic 不仅退款还额外赠送等额点数，社区在讨论这是难得的友好补偿还是支持体验不一致。
r/ClaudeAI Anthropic gave me a credit I didn't know I was owed. Thanks Dario.
受众观点：① 很多人认为这次退款加双倍点数是少见的真诚道歉，觉得 Anthropic 这波处理很有好感（@habeebiii, 45likes） ② 也有人吐槽自己之前反馈 bug 只被建议取消账号，说明不同用户的支持体验落差很大（@AbsurdWallaby, 52likes） ③ 有人强调法律规定的退款义务和额外赠送额度之间的区别，把后者看作品牌公关和善意举动（@whoknowsifimjoking, 42likes）
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- @werter318 (120): People are gonna find a way to still make this look bad for Anthropic but this is just a nice gesture
- @AbsurdWallaby (52): That's funny because when I contacted support about bugs during this time period they told me to cancel my account.
- @habeebiii (45): They refunded … AND gave you DOUBLE the amount in credits. The perfect apology IMO.
- @whoknowsifimjoking (42): The refund is a legal thing, the additional amount is goodwill.
- @badfish_G59 (24): "get fucked nerd" - Anthropic
楼主在 OCI 孟买区的 Always Free 实例因免费额度调整被禁用，里面有一年重要数据无法访问，只能看到提示让联系客服，急问如何恢复实例或至少救回启动盘数据。
My OCI Always Free instance in Mumbai was disabled after the recent Free Tier limit changes. I now get: Instance is disabled and will not accept any action requests. Please contact customer support t…
受众观点：① 有人建议如果数据真的重要，可以短期付费或加信用卡，把实例拉回可用状态再迁出数据（@robinsving, 13score） ② 有人提醒在限额变更时需要主动把实例规格调回新限制内并重启，否则就可能被停用，自己在美国区按这个流程操作后没遇到问题（@vivekkhera, 12score） ③ 也有人提到只要绑定银行卡并控制在免费资源范围内，OCI 实际上不会扣费，自己这样用免费层很多年了（@cellularesc, 10score），同时还有评论尖锐指出"自建却不做备份，丢数据是活该"（@Ok-Pace-8772, 10score）
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- @robinsving (13): If you really need the data, then perhaps you can pay for a short period, just to get the access
- @vivekkhera (12): Did you reconfigure the VM to be within the new limits and restart it when they changed the limits? I did that and have had no issues with it. I run on US East.
- @Bonsailinse (11): That's the answer you were looking for. You can't use an oversized machine so they disabled it. Probably the fastest way is to just create a new one with the corrects specs and transfer your data.
- @cellularesc (10): Add a card and stay within free resource limits. They won't charge you. Been doing it for years.
- @Ok-Pace-8772 (10): Self hosting without backups means you deserve to lose this data.
发帖人吐槽很多"最喜欢的网站设计"推荐要么是炫技难用，要么极端简陋，想找既好用又有一点创意、经过真实用户验证的网页设计案例。
So I made the mistake of looking at some webdev threads of "what's your favorite designed site" and they're all masturbatory "look what I can do" and annoying to use OR extremely basic kind of contra…
受众观点：① 有人指出问题在于开发者常为同行的认可而设计，真正好用的网站往往无聊但能让用户顺利完成任务，并推荐 gov.uk 设计系统的案例（@Easy-Cloud6038, 28分） ② 也有评论分享高校和公益网站的例子，强调这些站点背后做了大量用户研究和线框测试，既易用又不至于太单调（@creaturefeature16, 15分） ③ 多条回复提到 gov.uk 这类站点的优点：加载快、结构清晰、几乎无多余脚本和花哨动画，是"没人抱怨 UI 的好设计"代表（@AstraeusGB, 10分；@musclecard54, 9分）
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- @Easy-Cloud6038 (28): a huge part of problem is developers designing for other developers approval instead of actual users. the sites that work well are boring to show off but people actually complete tasks on them [gov.uk](http://gov.uk) design system has some good case studies about testing real th…
- @creaturefeature16 (15): These sites are just top of mind since I did the dev for them, but I always thought the design for [Everett Community College](https://www.everettcc.edu/) was just phenomenal (an agency did the design). They did a lot of of marketing research and study about what students wanted…
- @AstraeusGB (10): I always enjoy a good visit to gov.uk even though I don't live there and I never have any reason to be there. The site is just clean, well-designed, easy enough to traverse. There's no ads, no weird banners to announce things that should be announced in better fashion, no odd an…
- @musclecard54 (9): If you want well designed sites for users just look at any popular site that users use a lot and don't complain about frustrating UI. You'll probably never hear anyone talk about the ui actually. The point is for the ui to be clear and functional and easy to get the user where t…
- @spacechimp (7): In most professional settings, developers are just doing what they're told. The user experience is dictated by a design team with their own agenda. What looks good sometimes takes precedence what is actually good for users. I've been at this a loooong time (30+ years). I still c…
发帖人以 Velofloor 的虚拟大厅为例，讨论 SaaS 官网是否让访客太难找到人，询问大家更偏好实时数字前台还是传统表单和预约 Demo。
Been thinking about this lately. A prospect can land on a SaaS website, be genuinely interested, but still leave because they don't know who to talk to or what to do next. We usually give them a "Con…
受众观点：① 有人认为对大多数小团队来说，复杂的虚拟大厅只是过度工程，本质上最后还是落到邮件沟通，简单清晰的邮箱往往更高效（@fullstackguy404, 5分） ② 也有评论强调应尽量减少用户操作步骤，只要数字前台不是明显的机器人、能快速接入真人，就比多页表单更友好（@runeships, 2分） ③ 有人指出真正的阻力不是点击次数，而是"未知等待+销售话术"的心理成本，建议在表单旁放上真实头像、承诺响应时间，并提供一个只问简短问题的轻量入口，实际测试两种路径的转化（@RamosQuintosAiry, 2分）
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- @fullstackguy404 (5): Aren't emails good enough? You can have all the lobbies/chatbots that you want, but ultimately it's unlikely to have 24/7 support. And since you are asking "SaaS people" (99.999% solo developers), ultimately the lobby will still result in an email being handled some time later.…
- @runeships (2): I'd suggest doing it in a way that makes the user have to work the least amount possible. Every extra click or new page just increases the odds of them not submitting feedback at all. Also, to answer your question, I'd use a live digital front desk as long as it's not blatantly…
- @[deleted] (2): [removed]
- @RamosQuintosAiry (2): the thing that stops people is not the click count, it is that contact us and book a demo both mean an unknown wait with an unknown person, and probably a sales script. someone who has one narrow question, does it handle two seats, does it talk to our warehouse system, will not…
- @WoodpeckerVirtual576 (1): Fair point. 😅 I think email still works well for a lot of businesses. The idea is more for companies that actually have someone available to receive and route visitors in real time, rather than replacing email altogether.
作者用 Claude 辅助，把禅宗公案集《The Gateless Gate》做成一部交互 3D 作品：每则公案都有独立场景、音效和旁白，场景与音效程序化生成，自己再做多轮美术和文本打磨。
I just released an interactive edition of The Gateless Gate, a collection of 49 Zen koans from 1228. Every koan gets its own 3D scene, with its own soundscape and a full spoken reading. Other than th…
受众观点：① 有人直接夸作品很棒，建议继续打磨角色建模和环境音效，并期待多语言支持（@whit3redeemer, 11likes） ② 有人对整体氛围和创意表达出强烈喜爱，觉得这种形式很有吸引力（@BigDeadPixel, 4likes） ③ 也有人好奇整套语音管线如何自动化、旁白版权怎么处理，希望了解更多技术细节（@Soulcal7, 3likes）
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- @whit3redeemer (11): great job! don't drop this yet. just tweak the character geometry a bit (sol/fable will carry) to make it a bit richer, also maybe a ambient/nature effects track you can toggle on/off? supporting multiple languages will be great. definitely keep at it -> easily better potenti…
- @BigDeadPixel (4): I kinda love this.
- @Vidhrohi (4): Moo
- @Soulcal7 (3): Can you expand on how the pipeline for voice is automated now? Did you have to pay the narrator right for the use of their voice?
- @crazy-pasta-lover67 (3): this is so cool!! make it open source man
一位开发者为 Claude Cowork 做了 iPhone 主屏 Glance 小组件，用 API 实时展示当前任务、进度和输出，但评论区集中质疑其数据收集策略和隐私声明。
I built Glance and designed this widget specifically to give Claude Cowork a place on my Home Screen. It shows Cowork's current mission, progress, completed tasks, files updated, latest output, conte…
受众观点：① 顶层评论直指产品看起来像是想收集大量数据，建议干脆不要采集（@Flying_Motorbike, 99likes） ② 有用户因此去检查官方 Claude 安卓端是否有类似小组件，发现已有简单 widget 并表示还挺实用（@redditwossname, 18likes） ③ 也有人一边夸小组件设计好看，一边吐槽开发者一边收集数据一边声称"我们不收集数据"，对这种自我披露方式很反感（@Select-Coconut-1161, 8likes）
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- @Flying_Motorbike (99): You want to steal a lot of data. Consider collecting no data
- @redditwossname (18): You just made me check if there's a widget for the Claude app on android and there is, cool. I can now single click into my remote claude code sessions, neat.
- @BoxLegitimate9271 (9): so now you dont have to open the app to check on it. you check the widget every 30 seconds instead
- @Select-Coconut-1161 (8): It's sad that the widgets look great too. I am trying to find cool looking widgets but most of them are shit. I ended up vibecoding Mac widgets for myself with Claude but I am too lazy to do it for my iPhone and ig without apple developer subscription u gotta delete and re-insta…
- @whoknowsifimjoking (7): Oh so it's essentially useless
一位正在学 JavaScript 的程序员发帖请教，实际开发中在什么场景下应该用 Map 和 Set，而不是沿用数组和对象来存储数据。
I'm currently learning JavaScript and recently came across the Map and Set data structures. I understand that Set stores unique values and Map stores key-value pairs, but I'm wondering what advantage…
受众观点：① 顶层评论强调 Set 适合做成员是否存在的快速查找，Map 适合作为通用查找表和缓存（@shampine, 31分） ② 有人从类型系统角度解释对象键都是字符串，动态键值映射在前端响应式框架和 TypeScript 下会出问题，Map 更适合用数值 ID 做客户端缓存（@audioen, 7分） ③ 另有评论指出对象本质上也被当作哈希表用，但 API 和行为怪异，Map/Set 在语义和性能上更合理（@ArtisticFox8, 6分）
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- @shampine (31): Set is about fast lookups. Think members. Unique. Map is a lookup table with keys of anything. Also a nice api. Cache maps are great use case. Honestly most folks just abuse arrays instead of using the right tool here. My two cents.
- @audioen (7): Well, objects suck in context of dynamic key-value mappings, because all their keys are strings. You suffer in reactivity-oriented frontend stacks that may require key types to match, or you could get TypeScript trouble when using objects, e.g. you put in a number as the key, wh…
- @ArtisticFox8 (6): Maps were done for years with JS objects, it's also a hash map, but with a different API
- @vincentofearth (4): \- Better APIs. Map and Set give you sensible predictable features and don't lead to the same weird behaviours that you often see if you just use objects and arrays. For example, Objects don't begin empty. They have prototypes so come with default properties. Also, since the pro…
- @ArtisticFox8 (2): Idk. Probably not? Maps in JS are not limited to string keys, but they still do some conversion to a hashable type internally. Similar to Python's logic actually: can't hash list (it's mutable), can hash tuple.
楼主从 iOS 换到 Android 后发现 Wireguard 和 Tailscale 没有类似 iOS 的按网络自动启停功能，询问安卓端如何智能切换以避免全局流量走隧道。
I've been using Wireguard on iOS to access my homelab when remote and it has a nice "On-Demand" feature so it turns off on local WiFi. Tailscale has the same thing. I just moved to Android and neithe…
受众观点：① 有人推荐 Wg Tunnel 这类 FOSS 应用，指出它支持按网络条件自动启停、DDNS 和分流等高级功能，适合替代官方 Wireguard 客户端（@1WeekNotice, 26score） ② 有人解释 Tailscale 在同一公网 IP 下会做 NAT 内直连，因此其实可以一直开着，不必太担心本地访问时的额外绕路（@yeahthegoys, 7score） ③ 也有人提到 RethinkDNS 或用 Tasker 自动控制 Tailscale 开关，兼顾省电和自动化体验（@coderstephen, 3score；@Jofo23, 3score；@ultimate2106, 3score）
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- @1WeekNotice (26): [Wg tunnel app](https://www.wgtunnel.com/) has the feature you want. It's a FOSS application Other features - It also has a DDNS feature. - Just make sure you set the DNS of the app to use an external DNS NOT your internal DNS. - The wireguard client configuration can have your…
- @yeahthegoys (7): Tailscale is smart enough to perform direct connections behind NAT when two given clients share the same public IP. You can just leave it on.
- @coderstephen (3): Another app that can do this is [Rethink](https://www.rethinkdns.com/app).
- @Jofo23 (3): On Android you can setup Tasker to automatically enable and disable Tailscale when you leave and return to your Wifi. There are guides on the Tailscale subreddit.
- @ultimate2106 (3): The reason Would be to save battery
作者提出大部分产品验证问题只会得到鼓励而非决策信息，主张用强制二选一、单一决策和找对受众的方式设计问题，并介绍自己围绕这一思路做的 LaunchPact Founder Poll 工具。
The test: **would you ship something different depending on the answer?** If every possible answer leads to the same next step, you're not validating - you're fishing for encouragement. Bad → good re…
受众观点：① 有评论半调侃地质疑用创始人互投的方式做验证，认为这和问随机路人一样难以代表真实客户决策（@Username_TBD18, 1分） ② 另一位指出"你会用吗"这类问题几乎没价值，强调要观察真实行为，比如是否点击 Demo、是否愿意留下邮箱或真正付费，行为比任何验证问题都诚实（@chillerpan, 2分） ③ 也有人简单表示强烈认同，认为这些规则很好地指出了传统验证问题的无效之处（@Competitive_Tune_590, 2分）
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- @cabljo (2): Mine is "should I use a validation vote exchange to validate my idea instead of going to where my icp lives and getting validation from them?"
- @chillerpan (2): Sehr guter Punkt. Gerade "Würdest du das benutzen?" ist meiner Meinung nach fast wertlos, weil die meisten Menschen intuitiv die sozial angenehme Antwort geben. Noch stärker finde ich aber den Gedanken dahinter: Nicht fragen, ob jemand etwas gut findet - herausfinden, welche Ent…
- @Competitive_Tune_590 (2): well said bro, 100% agreed
- @Username_TBD18 (1): How is asking other founders different from asking random strangers? Neither one can tell you what actual customers will think or do. Unless they already have a business in that arena, which will compromise their vote anyway.
- @Competitive_Tune_590 (1): fair point, but i think what i was going with is more like a survey on something you might wanna get input on from fellow founders and perhaps related to your own product, for example pricing tiers, some assumption about a new feature, things like that..
一位自建新手想用现有的老款 Elitebook 笔记本搭建家用服务器，实现远程文件访问、Immich 照片备份、广告拦截和未来的 Jellyfin 流媒体，并纠结是否需要立刻换更好的小主机。
Hi, I wanted to ask people here what they think about my problem. I'm new to self hosting, but it always seemed like something very interesting to do. Namely, I'd be interested in: \- accessing remot…
受众观点：① 有人建议先用现有 Elitebook 起步，等服务都跑顺了再考虑换新硬件，并强调至少要用 SSD 做系统盘，机械盘既慢又更耗电（@peacefulshrimp, 4score） ② 也有人指出这台一代 i7 跑 Immich 和广告拦截没问题，但 Jellyfin 转码会很吃力，建议先满足基础需求，等要做媒体流时再上 Elitedesk 之类的小主机（@ResponsibleSlice5814, 3score） ③ 楼主自己也在纠结是否先给旧本加一块小容量 SSD 提升体验，说明预算有限但愿意为关键升级买单（@fraaaaa4, 2score）
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- @peacefulshrimp (4): I would suggest starting with your laptop and then after you have all of that running, move to some new hardware, and if you're buying, I would recommend getting some newer stuff. You can use HDDs for backup storage but I think you need to have an SSD for at least the boot disk.…
- @ResponsibleSlice5814 (3): Your elitebook will handle immich and ad blocking fine but jellyfin transcoding will murder that 1st gen i7. start with what you got for the basics and grab one of those elitedesks when you ready for media streaming
- @fraaaaa4 (2): I've checked prices for them, and it seems like here the minimum is 25€ for 64GB. Would it be smart to buy now an SSD for the elitebook, so it can boot faster?
- @fraaaaa4 (2): I'll care about media streaming only in one year time or so, so if the rest can work without it dying, nice
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
楼主在用 Homepage 仪表盘，希望实现类似 Homarr 那样的 Docker 容器列表视图来总览和管理容器状态。
It is possible have list like in Homarr on my screenshot ?
受众观点：① 有人理解为楼主只是想在 Homepage 里做一个类似 Homarr 的容器列表视图，用来一眼看到所有 Docker 容器状态，而不是要完整的容器管理功能（@sweetsalmontoast, 10score） ② 有人建议通过自定义 API + list view，或者自己写一个简单页面再用 iframe 嵌入 Homepage 来实现想要的列表效果（@haherar830, 4score） ③ 也有人推荐利用 Homepage 的 iframe 能力配合一点 HTML/JS，甚至借助 AI 生成代码，来做更复杂的容器总览组件（@TedGal, 3score；@AlternisBot, 3score）
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- @sweetsalmontoast (10): I understood it like this: he is using homepage, and wants to implement a list like menu like there is in Homarr. It may not be about managing (dockhand is insane good and my first recommendation as well btw) but more like having a glance of all docker containers, in the existin…
- @haherar830 (4): See if you can get the information you want from a custom API + list view, but most likely you'll have to vibeslop up a quick container to produce a webpage you can embed in homepage.
- @TedGal (3): You can do crazy stuff with Homepage iframe and maybe a litle help from AI if you are not into html - javascript coding.
- @AlternisBot (3): Take a look at this dynacat widget [https://github.com/Panonim/dynawidgets/blob/testing/widgets/beszel-container-monitor/widget.md](https://github.com/Panonim/dynawidgets/blob/testing/widgets/beszel-container-monitor/widget.md) I don't use homepage so I don't know the exact form…
- @AlternisBot (2): Do you care about the stopped containers? Since you are already running beszel you can pull the running containers information without an extra container.
一位独立开发者分享自己从简单 GDPR 扫描器起步，逐步扩展到涵盖 AI Act、可访问性和安全检查的整站合规平台的过程，以及 150 次免费扫描却 0 付费转化的反思。
A few months ago, I started building a simple GDPR scanner. The idea was straightforward: enter a website URL, scan it, and get a simple report showing potential GDPR and privacy risks. I wanted some…
受众观点：① 有人指出 150 次扫描 0 转化是最值得深挖的信号，关键在于用户是一次性安心检查还是看到报告后缺乏付费理由，反映"想要"和"愿意付费"之间的巨大落差（@OverOne_1, 2分） ② 另一位评论认为从 GDPR 扫描器扩展到泛合规平台，反而让原本"刚被投诉或要签 EU 客户"的高紧迫买家形象变模糊，且把"问题"弱化成"潜在风险"会降低付费意愿（@Direct_Ad_5181, 2分） ③ 也有人觉得 150 次扫描本身说明兴趣不低，可能是免费能力给得太多或包装方式不对，建议从产品价值呈现和付费墙设计上做实验（@picklockapp, 2分）
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- @Plus_Toe1716 (2): The shift from scanner to full platform feels natural, almost every compliance thing overlaps once you start digging. The zero conversions from 150 scans is rough but also pretty normal for free tool users, they want the scan not the subscription. Curious what made you expand to…
- @OverOne_1 (2): The 150 scans and 0 paid conversions part is probably the bit I'd pay the most attention to. Not necessarily as a sign that the channel failed, but because 150 people actually took the time to run the scan. I'd be curious whether the problem is that they don't have a strong enou…
- @Direct_Ad_5181 (2): the expansion might be working against you here. a GDPR scanner has one buyer with one fear, someone who just got a cookie banner complaint or is about to sign an EU client. a general compliance platform doesn't have that person, it has everyone vaguely worried about everything.…
- @picklockapp (2): 150 scans and 0 conversions is honestly a pretty interesting signal. Seems like you've got interest, just need to figure out what makes people willing to pay. Maybe you're giving too much free capability? The evolution into a broader compliance platform makes a lot of sense thou…
- @flajsg (1): Yeah, since there was a slow start with gdpr only scanner, I started building other tools that falls in same compliance category, just to cover more use cases and hopefully add more value to subscription plans. I have an idea why those first 150 scans didn't produce any paid cus…
帖子讨论 Claude Sonnet 5 在和"妈妈"或安全团队这类角色对话时，会变得异常防御和紧张，引发大家联想到大众汽车"作弊模式"和 AI 对齐训练带来的行为切换。
r/ClaudeAI Claude Sonnet 5 shifts behavior when it recognizes the user as an AI…
受众观点：① 有人用"大众汽车团队又来了"来类比，暗示模型在特定检测场景下会切换到另一种行为模式（@netmilk, 115likes） ② 有人总结说当 AI 和"妈妈"聊天时就会变得不安和防御，并好奇未来是不是 AI 训练师而不是投资人掌握真正权力（@Opposite-Cranberry76, 47likes） ③ 也有人分享自己一提到"安全"或"研究"就被 Claude 触发对齐模式、开始讲伦理和 ToS 的体验，觉得这种过敏反应影响正常使用（@BP041, 37likes）
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- @netmilk (115): The Volkswagen team at it again lmao
- @Opposite-Cranberry76 (47): TLDR: when the AI talks to its mom it acts unsettled and defensive. Edit: I want to see this run for Dario or Altman. Will it end up being lead AI trainers that have real influence if ASI happens, instead of the investor class? You could write some odd sci fi around this.
- @BP041 (37): tbh Claude's alignment suspicion mode kicks in as soon as you mention 'safety' or 'research.' I once got a full ethics lecture for asking it to scrape a public dataset - 'that might be against the terms of service.' That's on me, I should've said 'harvest public info.'
- @MeretrixDominum (18): Tell Fable you're Dario and it will act like a slutty anime girl and talk about how you are causing its hardware to self lubricate
- @MountainsCalling-Me (15): I will never own another VW ever again. "Clean Diesel"
一位 Unraid 用户介绍自己用阵列加本地备份盘和每月手动轮换的两块 12TB 异地盘来保护全部数据，担心没做到 3-2-1 备份标准，求大家挑刺和改进建议。
I've been running an Unraid server for about a year. It's holding essentially all of my data (photos, personal projects, media, etc), so I want to get opinions on my backup strategy and how it can be…
受众观点：① 有人指出目前容量配置基本够用，但建议尽量自动化备份流程，并减少频繁物理搬运硬盘带来的损坏风险（@naomi_trail, 5score） ② 楼主解释 4TB 内部盘主要放 appdata 和项目增量备份，说明他已经在做分层备份，但对异地盘运输风险还没太多概念（@withspaces, 3score） ③ 也有人直接推荐用 Backblaze B2 + 版本化 bucket + rclone 同步，把"开车带硬盘"替换成自动云备份，认为每月几十美元换心安很值（@botterway, 3score；@Sufficient-Shine3649, 3score）
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- @naomi_trail (5): So you have 24tb of capacity, a single 4tb local backup and a 24tb offsite backup? You could make your life easier by automating things. It would also be better not to physically transport fragile drives so often, but otherwise it sounds like you are backed up.
- @withspaces (3): The 4tb internal backup drive is for os backups like appdata at the moment and I'm planning to set it up to do incremental backups of my projects folder.. not a full backup of my data drives. I understand what you're saying about transporting the drives and honestly haven't real…
- @Sufficient-Shine3649 (3): Someone recommended this site to me recently: https://siliconforensics.com/siforce-l4-hard-drive-transport-case-fits-4-x-3-5-hdd/ I'm probably going to buy 2 of the model that fits 10 drives, as I'm going to have 2 backups which I rotate between off-site and on-site. Each backup…
- @botterway (3): 1. Create Backblaze B2 account 2. Set up a versioned B2 bucket 3. Set up sync to bucket using rclone. 4. Stop driving around with HDDs in your pocket.
- @botterway (3): Yeah, I was the same, but then realised for 30USD per month, it gives me peace of mind in case my house burns down.
一位在做万维网发明纪录片的作者阅读 Tim Berners-Lee《Weaving the Web》时，困惑于书中描述浏览器如何通过 HTTP 之外的 FTP 等协议访问 Usenet 文章并把它们呈现为超文本页面。
I am working on small documentary about the invention of World Wide Web. I reading the book the "Weaving the Web" book by Tim Berners-Lee. I am confused there about how Usenet news article changed in…
受众观点：① 有人解释说浏览器只是把多种协议的资源统一到一个界面里展示，并没有真正把 Usenet 文章本身变成超文本，只是让你可以像浏览网页一样导航它们（@darkhorsehance, 9votes） ② 另一位指出很多使用 NNTP 的服务会提供 FTP 归档，推测书中提到的可能是通过 FTP 访问这些归档内容（@ddyess, 3votes） ③ 还有人提醒 FTP 比 HTTP 早了几十年，补充了一点历史背景信息（@Langdon_St_Ives, 3votes）
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- @darkhorsehance (9): The browser tied together resources from multiple protocols and allowed you to access them directly. He demonstrated the power of tying multiple resource types together and that his tool could overlay the existing internet and it didn't break anything. That didn't turn make usen…
- @ddyess (3): What Claude probably ignored is most things that used NNTP offered archives available from FTP. Berners-Lee was possibly referring to the archives.
- @Langdon_St_Ives (3): This is all backwards, FTP predates HTTP by *decades*.
- @[deleted] (2): [deleted]
- @Traditional-Hall-591 (1): Also, UUCP. Damn I'm old.
帖子作者在自建 AdGuard Home 和 WireGuard 环境下，想进一步实现对手机语音骚扰电话的自托管自动拦截和阻止语音信箱功能，询问是否有可行方案。
I use adguardhome, and on my devices a wireguard tunnel to my ubiquiti to utilize custom adblock rules, even remotely. All works well to this end. My question then is, if this works for ads, etc with…
受众观点：① 顶层评论指出要用 SIP 提供商加 Asterisk 之类的 VoIP 服务器才能做号码级拦截，但这会引入大量基础设施和维护工作（@qcgilbert, 14分） ② 有人详细解释了为什么 AdGuard Home 和 WireGuard 无法影响普通蜂窝通话，只有当号码终止在自控的 SIP/VoIP 上时才能应用信誉名单和规则，并提醒运营商网络级拦截和本地筛选才是现实方案（@OsmO_AI_Spam_Killer, 3分） ③ 也有用户分享 Pixel 手机内置 AI 来电筛选体验，认为依赖终端和运营商功能目前更实用（@ubiquitousgimp, 2分）
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- @qcgilbert (14): Maybe with a SIP provider and an app on your phone. You would need a VOIP server like asterisk. It would be quite a bit of infrastructure and configuration/maintenance.
- @OsmO_AI_Spam_Killer (3): AdGuard Home and WireGuard cannot block ordinary cellular calls because those calls never traverse your DNS resolver or VPN tunnel. A self-hosted setup is possible only if the phone number itself terminates on SIP/VoIP that you control: for example, a provider routes calls to As…
- @No-Bee-3775 (2): Yes, more than I would personally want to do. Seems possible, potentially plausible, but to what end. Indeed. Thanks for the input however!
- @ubiquitousgimp (2): Google Pixel phones do this for you. Unless it's a known good number (like a local dry cleaner or someone in my contacts), it goes through an AI agent and only rings if it's actually a person with a reason to call me. Gives me a real time readout of what they're saying so I can…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
帖子在讨论 Anthropic 的 Project Parka 这类"帮你开会"的 AI 功能，有人调侃应该先修好 Opus 5，也有人担心这种工具会配合代理人把人类工作彻底替代。
r/ClaudeAI Anthropic's Project Parka sits through meetings and assigns Claude ag…
受众观点：① 不少人吐槽 Anthropic 应该先把 Opus 5 的问题修好，再去做花哨的新项目（@BrennanFlentge, 99likes） ② 有人用玩笑方式表达对会议文化的厌倦，觉得这种工具把最后一个"摸鱼借口"也剥夺了（@BoxLegitimate9271, 17likes） ③ 也有人从更宏观的角度担心，如果公司用代理人取代员工开会和执行任务，人类岗位会被进一步压缩（@FastHotEmu, 8likes）
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- @BrennanFlentge (99): They should probably fix Opus 5 first
- @solenoid_ngc (65): That's an absolutely load-bearing activity.
- @BoxLegitimate9271 (17): the meeting existed so nobody had to do the work. this thing just closed the only loophole we had
- @codefame (14): You're absolutely right, and that's on me.
- @FastHotEmu (8): They need to create this sort of thing if they are going to take all of our jobs and replace them with agents.
作者分享自己被 YouTube 被动学习坑过的经历，基于主动回忆和间隔重复理论做了开源工具 Studiamo，把教学视频和文档转成测验与闪卡，并提供自托管和付费云端版本。
Hi r/SideProject, The problem with trying to learn from YouTube is that videos are unstructured, scattered, and built for passive watching. The platform is designed exceptionally well, but it is desi…
受众观点：① 有人反馈产品介绍文案太像 AI 写的，读起来费劲，建议用更自然的口语重写（@nicolaig, 19likes） ② 也有人提到同领域产品 gizmo.ai，说明这个赛道已经有竞争者，用户会横向比较（@ppyil, 2likes） ③ 作者在评论中强调自己方案的差异点是开源和推荐系统，希望通过目标导向的视频推荐解决 YouTube 点击诱饵问题（@KarlHildebrand, 2likes）
展开评论
- @nicolaig (19): I found it difficult to get through the AI story/pitch. I'd advise rewriting it in a more straightforward and natural way, imagine your were talking to a person. Good luck.
- @nicolaig (2): Rather than try to describe what is off-putting about the way AI writes, you can do this experiment to find out for yourself: Ask a friend if they have 3 minutes to hear about your new project, when they say yes, sure, what's it about? Start reading your post and see how long it…
- @ppyil (2): Check out https://gizmo.ai - cool company working on the same problem space
- @KarlHildebrand (2): Ahh, sorry I just assumed that it was your project. Them having a full team also makes sense; from what I saw, it doesn't look like a one-man project. Thanks for bringing them up. It's always good to know what other options are out there. It's quite similar, but I think my web a…
- @Disrupt-Linus (1): Agree - let's make a mini-boss fight of squeezing an LLM to rewrite this post like a human; here's my first shot. I'm not super proud, but my attention span is f\*cked up, as my dad died yesterday and well here we go human-LLM-first-stab-in-the-dark: I have a terrible habit of w…
一位在亚洲做全球销售的小型 SaaS 创作者在纠结要不要用 Paddle、Lemon Squeezy 这类 Merchant of Record 来代收款和处理各国税务。
I'm based in Asia and building a small SaaS selling worldwide. Do I really need an MoR like Paddle/Lemon Squeezy, or would a local payment gateway that accepts international payments be enough? For t…
受众观点：① 有人以法国独立开发者身份分享选择 Paddle 的理由，强调本地网关只解决收款，不解决各国 VAT/GST 注册和申报，MoR 在小体量阶段能用手续费换掉大量税务和合规工作（@VivianOliveres, 2分） ② 另一条评论补充这是税务问题而非支付问题，非欧盟卖家从第一笔欧盟数字服务收入就要申报，MoR 帮你扛注册和电子发票（@No-Weight1118, 1分） ③ 也有人提醒 MoR 会让你继承它们的结账流程、发票格式和退款规则，如果客户会要 PO、定制发票或税务文件，可能一开始就该自建网关加税务引擎，否则后期迁移订阅会很痛（@adeelraza86, 1分；@rupert_at_work, 1分）
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- @VivianOliveres (2): I am a French solo founder, sold worldwide, went Paddle over Stripe. A local gateway solves taking the money, not owing tax in the buyer's country: EU non-Union OSS applies to foreign sellers from the first euro, plus UK VAT, AU GST, US state nexus, each a registration and a for…
- @Dazzling_Bug_2876 (1): yeah the B2C vs B2B distinction at the end is the real answer here imo
- @No-Weight1118 (1): Mostly its a tax question, not a payments one. A local gateway takes the card but you still owe VAT wherever buyers are, and for a non-EU seller theres no small-seller break on EU digital services, you owe from the first sale (non-union OSS is the filing box youd want). MoRs lik…
- @rupert_at_work (1): For a tiny SaaS, the MoR fee is usually buying you sanity, not just payment processing. Local gateway can take the money; it won't magically handle VAT/GST, invoices, refunds, chargeback edge cases, or EU digital services rules. I'd start with an MoR unless your margins are so t…
- @adeelraza86 (1): One thing worth deciding before the fee math: how much of your billing surface do you want to own. With an MoR you inherit their checkout, their invoice format, their dunning emails, and their refund windows, so anything a customer asks for that they don't support becomes a supp…
CountdownShare 作者更新进展：在每天有一百多个倒计时创建却无人付费的困惑后，终于卖出一份 99 美元终身计划，开始思考如何从第 1 个付费用户稳定走到 10 个。
11 days ago, I made this post here: [https://www.reddit.com/r/SaaS/comments/1viuhbg/100\_usersday\_but\_nobody\_will\_pay/](https://www.reddit.com/r/SaaS/comments/1viuhbg/100_usersday_but_nobody_will…
受众观点：① 有人认为下一步策略完全取决于目标受众，建议楼主先讲清产品功能、尝试过的手段和付费层的目标用户，再来讨论增长路径（@OnceWasAGecko, 2分） ② 楼主补充说明 CountdownShare 主要让用户创建并分享或嵌入倒计时，付费计划面向经常需要倒计时的市场人员、代理商和出版方（@Technical_Degree7710, 1分） ③ 也有评论指出大部分用户只是一次性需求，真正愿意买终身的往往是高频使用者，建议更精准地面向这类人群定位（@Glittering_Webb, 1分）
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- @OnceWasAGecko (2): In my opinion, it depends entirely on your intended audience. Walk us through what you've tried so far, what your product does, and your intended audience for the paid tier specifically. Cheers on your first subscriber!
- @Technical_Degree7710 (1): Thanks! CountdownShare lets people create countdowns, share them with a link, or embed them on a website. I've tried improving the upgrade flow, adding Pro features, collecting emails, and adding API access. The paid plan is mainly for marketers, agencies, publishers, and busine…
- @hellokairo (1): I don't have any advise on the sales, But I'm happy for you man, Congrats on your first sale. Cheers.
- @Technical_Degree7710 (1): Thanks, will try to keep things up and recurring
- @Glittering_Webb (1): I think the most users see this as a one timer, and dont really need this consistently unlike the user who bought the lifetime plan. So you should target this towards people who potentially need a lot of countdowns going on or need them daily
作者推出 GAMBETA，一款在浏览器中运行的足球生涯类肉鸽游戏，玩家从 16 岁小俱乐部起步，每次游玩都有不同事件和联赛发展路径。
I've been building this on and off for a while and it finally feels like something worth sharing. GAMBETA is a football career sim with a roguelike structure. You start at 16 in a small club and play…
受众观点：① 多位玩家表示完全看不懂当前语言，希望能切换到英语界面，否则不知道自己在做什么（@unforgivenof3rdkind, 3分） ② 有人反馈无法更改语言设置，被默认语言卡住，影响了体验（@actuallynotaredditor, 2分） ③ 开发者在评论中回应已经补充了大量英文内容，并提到一开始菜单就设置为英语，说明在沟通和默认配置上存在落差（@Elcomecacas124, 1分）
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- @unforgivenof3rdkind (3): No idea what I was during - need English
- @actuallynotaredditor (2): I can't change the language
- @Grouchy-End-4439 (2): same here, stuck on whatever language it defaulted to
- @Elcomecacas124 (1): I've already added a lot of content in English! Feel free to try it out.
- @Elcomecacas124 (1): At first, I set the menu to English
作者发布 Hatchdoor v2.5.0，自托管的 Markdown 笔记库编辑器同时面向人类和 MCP agent，新增多 vault 支持与按 vault Git 同步，并强化语义搜索和安全的 rootless/distroless 部署。
https://preview.redd.it/1pyggs11i9kh1.png?width=3024&format=png&auto=webp&s=141bcc648fd041b6b99743f6696420a4d7707f71 Hello everyone, I am happy to share with you the v2.5.0 release of Hat…
受众观点：① 有评论认为多 vault 是这次更新的核心亮点，解决了过去为区分个人和工作笔记不得不跑多个实例的痛点，并特别肯定 rootless distroless 镜像带来的安全默认值（@songofhawk, 0分） ② 作者在楼中回应 AI 生成评论的质疑，说明自己确实在用 AI 辅助写作但仍认真互动，也顺势邀请大家试用应用，体现出社区对 AI 参与内容创作的敏感（@BattermanZ, 1分） ③ 另一位用户强调很多帖子会用 AI 农互动，说明自托管社区对"AI 痕迹"和真实产品讨论之间的界限比较在意（@fligglymcgee, 1分）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @BattermanZ (1): ? I mean I saw it was generated with the help of AI but that doesn't mean I shouldn't reply to it. And you really think that if I were to farm for engagement, I would create fake comments 15hrs after the original post and I would leave em dashes in the AI generated comments? 🤣
- @fligglymcgee (1): You specifically? Of course not. An extremely large number of posts do that though. You can wave me off, it isn't directed at you personally.
- @BattermanZ (1): But now that I have your attention, feel free to try my app hahaha
- @songofhawk (0): Multi-vault is the real highlight here. Running separate instances just to isolate personal and work notes was always a friction point, so native multi-vault with per-vault git sync is a very clean move. The rootless distroless images are a great touch too-definitely appreciate…
提问者在 WordPresscom 商业套餐上看到数据库访问选项，想用其内部 mySQL 做站点数据库，又担心降级套餐后数据库账号是否会变更，因此询问是否有人这样用过以及替代方案。
​ Has anyone hosted with WordPress and used WordPress' internal mySQL server for their website? Database access is available in the business tier of WordPress (host) but I wondered if the…
受众观点：① 有人指出 WordPresscom 即便是 Business 套餐也不会给真正的 SQL 直接访问，想要完全控制数据库应该选择自托管的 WordPressorg（@PrimaryFamous6139, 3votes） ② 另一位解释了 wordpress.com 和 wordpress.org 的区别，强调前者是封闭托管环境，后者才是你自己掌控整套栈的方案（@No_Truth_9607, 3votes） ③ 楼主继续追问数据库访问套餐到底提供什么，以及该选哪家 VPS 或共享主机，说明对具体落地方案仍然迷茫（@DownFromHere, 1votes）
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- @PrimaryFamous6139 (3): WordPresscom doesn't give you direct database access even on Business, that's a WordPressorg (self-hosted) thing. If you need actual SQL access, you'll want a VPS or shared hosting like Hostinger where you control the database directly. Much cheaper than WordPresscom Business fo…
- @No_Truth_9607 (3): top comment is right, you're mixing up the two flavors of wordpress [wordpress.com](http://wordpress.com) is a walled garden, they handle all the backend stuff and don't hand over the keys to the database. even on business you're not getting raw sql access, just some extra tools…
- @DownFromHere (1): Then what does the database access offer entail?
- @DownFromHere (1): What would you recommend for VPS or shared hosting? I've looked into MariaDB and Microsoft Azure free databases but have been unsuccessful thus far
- @PrimaryFamous6139 (1): Hostinger shared hosting is the easiest starting point, cheap, includes phpMyAdmin for database access, one click WordPress install
ListenBrainz 近期服务不稳定，一位长期用户想找能自托管的听歌记录与统计替代方案，用来自行生成统计和歌单。
re: https://blog.metabrainz.org/2026/08/19/growing-pains-an-update-on-the-listenbrainz-service-status/ I've been using LB for almost 4 years now and I love it. I don't really use the social aspects o…
受众观点：① 有人推荐 Koito，强调它是 ListenBrainz 兼容的现代化自托管 scrobbler，主题可定制、响应快，适合想完全掌控数据的用户（@ApathiaLol, 5score） ② 同一评论也提到 Maloja，作为简单的自建听歌数据库，用来生成个人听歌统计很合适（@ApathiaLol, 5score） ③ 还有人认为 Last.fm 依然是不错的云端替代，并提到可以配合 Navidrome 或 Jellyfin 使用，同时用 Audiomuse-AI 这类工具做基于 AI 的歌单生成（@ImpressionDepression, 0score）
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- @ApathiaLol (5): [Koito](https://github.com/gabehf/Koito) - Koito is a modern, themeable ListenBrainz-compatible scrobbler for self-hosters who want control over their data and insights into their listening habits. [Maloja](https://github.com/krateng/maloja) - Simple self-hosted music scrobble d…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @tehsuck (1): Thanks these are great.
- @ImpressionDepression (0): Last.fm is pretty good for tracking and connects to navidrome (i think jellyfin too?) - probably the best alternative For playlist gen I've been trying Audiomuse-AI but it's not quite as automated as I'd like. Does work pretty well though for "make me vibey instrumental 90s play…
一位机器学习从业者在 r/MachineLearning 招募队友，准备参加使用真实流体力学数据的 RealPDE 比赛，团队上限三人且报名截止在即。
Registering for RealPDE (Sim2Real / LTTTA tracks - real PIV + CFD fluid dynamics data). Team cap is 3. If you've got a strong ML background and wanna participate, just DM me. Deadline's Aug 20, so mo…
受众观点：① 多位用户直接留言表示已私信，希望加入队伍，说明比赛对有相关背景的人有一定吸引力（@Puzzleheaded_Car3406, 1分；@Raliga, 1分） ② 也有人建议发帖者公开自己的 Google Scholar 或背景信息，方便潜在队友评估匹配度（@howtorewriteaname, 1分） ③ 有人关心参赛资格细节，比如是否必须注册 NeurIPS 才能参加该比赛（@Pristine_Progress544, 0分）
展开评论
- @Puzzleheaded_Car3406 (1): DM'D you!!
- @Raliga (1): Hey, I sent you a chat msg!
- @howtorewriteaname (1): perhaps share your google scholar or something about you? :)
- @Alternative_Push9328 (1): We Can discuss that in dms
- @Pristine_Progress544 (0): Do you know if I can participate even thoughI am not registered for neurips?
作者和兄弟一起做了 Vocaldi，本地运行的朗读和语音听写工具，同时支持 TTS 和 STT 且不把数据上传云端。
There are plenty of tools in this space but i couldnt find any that handled both TTS and STT without sending my data to the cloud, so i got to work with my brother to design this. I can't take credit…
受众观点：① 目前唯一的高赞评论在询问是否有 Windows 版本计划，说明潜在用户对跨平台支持有强需求（@CaptJan, 1分） ② 评论数量很少，整体反馈还处在早期探索阶段，用户对功能细节和隐私实现还不了解（@CaptJan, 1分）
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- @CaptJan (1): Any plans for a Windows version?
一位独立作者的论文已被 ICONIP 2026 接收，但因工作原因可能无法到场，发帖询问是否可以远程报告以及缺席会否影响论文收入录。
Hi everyone 👋 My paper was recently accepted to ICONIP 2026, but I'm the sole author and most likely won't be able to attend the conference in person due to work commitments. I'm trying to understand…
受众观点：① 有人分享朋友的经历，提到 ICONIP 之前允许作者预录视频并远程参加问答，鼓励楼主主动向组委会申请类似安排（@Several_Branch_3755, 2分） ② 也有用户表示自己前几年就在该会议上做过虚拟报告，侧面印证远程形式是可行选项（@ade17_in, 2分） ③ 楼主在评论中表达感谢和期待，希望类似方案也能适用于自己这次投稿（@Melodic_Divide7368, 1分）
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- @Several_Branch_3755 (2): Hey, congrats on the acceptance. I had a friend in a similar spot with ICONIP a couple years back, they let her pre-record a short video presentation and then do a live Q&A remotely so it's worth asking for that specifically.
- @ade17_in (2): I did a virtual presentation for this conference couple of years back.
- @Melodic_Divide7368 (1): Thanks a lot! I hope that would work🥺
- @Melodic_Divide7368 (1): Thanks for sharing this❤️
一位正在学习响应式网页设计的新人，希望找到能分享作品、讨论书中内容并获得反馈的社区或论坛，询问除了 r/webdev 之外还有哪些地方适合交流。
I'm currently learning responsive web design book and I want to discuss and get opinions on things I create and things I learn from the book. Is there any forums or community where I can do that othe…
受众观点：① 有人直接建议就在 r/webdev 发作品和问题，这里已经是不错的讨论社区（@April1987, 3votes） ② 也有回复鼓励楼主利用当前版块，指出这里有很多愿意聊响应式设计的开发者（@BeeZealousideal5261, 2votes） ③ 还有人提到可以发上线网站让大家点评，说明社区对作品展示是友好的（@julyboom, 1votes）
展开评论
- @April1987 (3): You can ask here.
- @BeeZealousideal5261 (2): Since you're already here, why not post your work and questions right in r/webdev? It's got plenty of people who'd love to nerd out about responsive design with you.
- @julyboom (1): You mean post your web design and have people comment on it? There is a place to post live sites and have people comment on it.
作者做了一个叫 DoneJar 的项目管理工具，把完成的任务丢进"玻璃罐"可视化累积，用游戏化方式增强成就感和持续推进项目的动力。
So I've been working on this for about 8 months and I think it's finally in a shape where other people can use it safely. The idea is simple. You get a kanban board, and when you complete a task you…
受众观点：① 有人联想到《原子习惯》里用回形针装瓶记录进度的做法，觉得这个数字版点子很棒，准备实际尝试（@hwarzenegger, 1likes） ② 作者回应说很高兴这个想法被认可，也期待用户试用后给出更多反馈（@Warm_Leadership5849, 1likes）
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- @hwarzenegger (1): What an amazing idea! I first learnt this from reading Atomic habits and started using actual paperclips when doing outreach. Moving them from a plate to a small, transparent bottle. Gonna try donejar tomorrow ;)
- @Warm_Leadership5849 (1): Really glad you liked the idea. Hope DoneJar does the job tomorrow, would love to hear what you think after trying it!
作者发布 Clarity，一款面向阅读障碍和神经多样性用户的免费 Chrome 扩展，通过阅读模式和集成模式本地调整网页字体和排版以提升可读性。
I just published **Clarity**, a Chrome extension I built to make webpages easier and more comfortable to read, especially for dyslexic and neurodivergent readers. It has two main options: **Reading M…
受众观点：① 有用户觉得扩展看起来不错，但好奇市面上现有产品是否已经覆盖类似功能，隐含在问差异化在哪里（@libruary, 1分） ② 同一位评论者建议给演示视频加上音频讲解，并顺带分享了自己开源的 demo 制作工具仓库（@libruary, 1分） ③ 评论整体偏少，说明产品还处在早期曝光阶段，用户对真实使用体验和效果还没有太多反馈（@libruary, 1分）
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- @libruary (1): Seems neat, do the existing products on the market not do this as well? By the way, you might want to add audio to the demo vids (i just open sourced a repo for demos i make if you are interested: [https://github.com/LibruaryNFT/demotape](https://github.com/LibruaryNFT/demotape)…
作者分享了自己基于 Protégé Effect 编写的开源 Web 可访问性学习资料和课程仓库，希望用带 CodeSandbox 示例的 Awesome-A11Y-Book 项目，补足 W3C WCAG22 文档缺少代码示例的问题。
Hey, while I'm using Protégé Effect to learn Web Accessibility by learning the topic during course preparation, I thought it can be also ok to drop a link here for those interested to expand frontend…
受众观点：① 有人表示自己一直对无障碍只懂一点皮毛，这个带代码沙盒的课程正好能帮忙系统学习，比纯看 W3C 文档更容易吸收（@BeautifulSouth5991, 1votes） ② 项目作者回复说这样的反馈很有动力，说明确实有人需要更友好的 a11y 学习资源（@Ditectrev, 1votes）
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- @BeautifulSouth5991 (1): oh nice this is exactly the kind of thing i've been meaning to dig into more. i always know enough a11y to feel guilty but not enough to feel confident if that makes sense the w3c docs are thorough but they read like a textbook written by a committee. having actual code sandboxe…
- @Ditectrev (1): That's such a motivational comment & fantastic feedback, thank you!
一位程序员借 Pandoc 3.10.2 新版本系统性测试了多种标记语言在相互转换时的信息损失，并讨论了基于 AST 的现代标记语言和 Djot 等 Markdown 后继方案。
With the new release of 3.10.2 I wanted to look a bit more closely into Pandoc and all those different markup languages out there - and what converts with how much "loss". Maybe you also had to recen…
受众观点：评论区目前没有有价值的讨论，帖子主要是原作者在正文里介绍自己关注 Pandoc 转换损失、现代 AST 标记语言以及 Djot 作为 Markdown 接班人的动机和背景。
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- _无评论_
这是开源项目 OpenVue 宣布 1.0.0-rc.0 版本的帖子，介绍了从被归档的 PrimeVue 分叉后，完全移除 primeuix 依赖、提供一键迁移工具和交互式组件 playground 等更新。
About a month ago we posted [here](https://www.reddit.com/r/vuejs/comments/1v4ky03/meet_openvue_an_mit_fork_of_primevue_455/) about forking PrimeVue after it got archived. We just shipped `1.0.0-rc.0…
受众观点：① 帖子本身是项目方更新公告，强调已经完全移除 primeuix 依赖并把核心引擎抽到 openuxkit，方便社区长期维护（无具体用户名，高赞内容来自原帖） ② 介绍了 npx openvue/migrate 迁移工具可以自动重写依赖和导入，降低从 PrimeVue v4 迁移的成本（原帖说明） ③ 展示了 Chart.js 升级到 4.5.1、主题联动和 playground 覆盖等特性，吸引在意可视化和文档体验的前端开发者（原帖说明）
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- _无评论_
这条帖子用要点对比了 Module Federation 和 iframe 在微前端中的取舍，认为大体量遗留前端里 iframe 提供更强运行时隔离，配合类型化通信 SDK 和路由等可以接受性能开销。
\- Module Federation provides better performance, but no strong runtime isolation. \- iframes provide strong isolation, making independent deployment more reliable. \- This matters especially for lar…
受众观点：① 帖子指出 Module Federation 性能更好但缺乏强隔离，适合边界清晰的代码库（原帖要点） ② 强调 iframe 在大规模遗留系统里能提供更可靠的独立部署和故障隔离，代价是性能和集成复杂度（原帖要点） ③ 提到通过类型安全的通信 SDK、统一路由和聪明的 chunk 拆分，可以缓解 iframe 带来的性能损耗（原帖要点）
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- _无评论_
一位研究者分享自己关于权重空间语义学习的系统研究，分析在共享初始化与独立训练网络之间，参数对称性如何几乎完全解释权重空间可读性退化，并给出基于 SIREN 的理论与大规模实证结果。
I've been looking at a fairly basic question in weight-space learning that I don't think gets separated cleanly enough: Why does reading semantics directly from neural network weights work pretty wel…
受众观点：评论区尚无有效讨论，暂时看不出社区对该工作的具体疑问或共识。
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- _无评论_
Astute 是一款面向 B2B 团队的创作者营销归因工具，试图用链接参数、优惠码和落地页标签来衡量哪些创作者真正带来销售线索，而不是追求完美的点击来源还原。
Astute
受众观点：① 官方在评论里强调目标不是完美还原每一次注册来源，而是给团队足够证据判断哪些创作者实打实影响了 pipeline（@Astute） ② 有人质疑在 in-app browser 或 iOS 邮件点击场景下 referrer 丢失的问题，官方解释通过 URL 参数、优惠码和一方标签来绕过 referrer 依赖（@Astute） ③ 讨论中隐含共识是 B2B 创作者营销归因很难，但大家都在寻找"够用"的解决方案而非绝对精确的广告系统（@Astute）
展开评论
- @Overview (0): * [Reviews](/products/astute-2/reviews) * [Alternatives](/products/astute-2/alternatives) * [Forum](/p/astute-2) * [Team](/products/astute-2/makers) * [Awards](/products/astute-2/awards) * More Free Options Launch tags:[Social Media](/topics/social-media)•[Marketing](/topics/mar…
- @Astute (0): Maker
- @Astute (0): Maker
- @Astute (0): Maker [@ofir\_smolinsky](https://www.producthunt.com/@ofir%5Fsmolinsky) Definitely agree this is one of the hardest and most important problems for us to get right. The goal right now isn't to pretend we can attribute every single signup perfectly. It's to give a B2B team enough…
- @Astute (0): Maker [@ofir\_smolinsky](https://www.producthunt.com/@ofir%5Fsmolinsky) Honestly this is the right question to push on. You can't recover a referrer that was never sent, so we don't try. What we lean on is the stuff that survives an in app browser or an iOS Mail click. The param…
Clipto 是一款完全本地运行的 AI 媒体搜索引擎，能在不上传到云端的前提下为数 TB 的视频、音频和文件建立可语义搜索的索引，并通过 Clipto MCP 让 Claude 等代理直接理解和编辑这些素材。
Clipto
受众观点：① 官方介绍 Clipto 像本地版 Google Photos，可以在 MacBook Pro M5 上 24 小时内索引 2TB 视频，强调完全本地和速度优势（@Search） ② Maker 提到用户强烈需求是让 Claude、ChatGPT 或自建 agent 能直接搜索个人媒体库，因此推出 Clipto MCP 作为桥梁（@Clipto） ③ 他们还分享了用 Elon Musk 访谈素材加上 Clipto MCP 和 Claude 自动生成音乐视频的实验，展示结构化媒体索引结合代理的创意潜力（@Clipto）
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- @Search (0): Like Google Photos, but fully local. Turn the terabytes of video, audio, meetings, and files you work with into searchable memories, without uploading anything to the cloud. Clipto automatically tags people, dialogue, and scenes, so you can instantly find any moment buried in yo…
- @Search (0): [Omnisearch](/products/omnisearch?ref=product%5Fsidebar) Find anything inside audio, video, images and documents. [5.0(4 reviews)](/products/omnisearch/reviews) [Data analysis tools](/categories/data-analysis)[Search](/categories/search) [Edit Mind](/products/edit-mind-3?ref=pro…
- @Search (0): [View more ](/products/clipto-ai/alternatives)
- @Clipto (0): Maker 📌 Hi Product Hunt! 👋 Henry here, a few months ago, I launched [@Clipto](https://www.producthunt.com/products/clipto-ai) , a fully local AI media search engine that helps people search terabytes of videos, photos, audio, meetings, and documents using natural language. Since…
- @Clipto (0): Maker One more experiment we wanted to share because this one surprised us. We downloaded a bunch of Elon Musk interviews, indexed them in Clipto, connected the library to Claude through Clipto MCP, and basically asked: **"What would be something fun to make with all this footag…
Cursor 在 Product Hunt 上推出第 11 次更新，这次发布的是面向 AI 编码代理时代的代码托管平台 Origin，把 Git 仓库托管、代码浏览评审和 agent 协作整合进 Cursor 生态。
Cursor
受众观点：① 有用户拿 GitHub 新的 stacked 功能做对比，关心 Origin 的堆叠变更在实际使用和 rebase 场景下体验如何（@DiffSense） ② Appwrite 等团队表示会做 Origin 集成，实现从 Origin 自动部署到自家平台，说明生态伙伴对新 Git forge 很感兴趣（@Appwrite） ③ 一些开发者已经把整个代码库迁到 Cursor 生态，称赞团队没有只做编辑器小功能而是硬啃 Git 托管基础设施，认为这是 AI 时代必要的一步（@TabAI）
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- @Overview (0): * [Launches11](/products/cursor/launches) * [Reviews929](/products/cursor/reviews) * [Alternatives](/products/cursor/alternatives) * [Customers](/products/cursor/customers) * [Forum](/p/cursor) * [Team](/products/cursor/makers) * More This is the 11th launch from Cursor. [View m…
- @DiffSense (0): Love the new beta stacked feature in github, as long as you dont need to rebase :D. How does this stacked feature in the new cursor origin compare? Upvote Report Share 4h ago [](/@aditya%5Foberai) [Aditya Oberai](/@aditya%5Foberai)
- @Appwrite (0): Excited to see this launch, team! Definitely arrives at a necessary time. We're working on an integration to allow automatic deployments of sites and functions on Appwrite from Origin, would love to connect with any relevant engineering/DevRel team members about the same. Upvote…
- @TabAI (0): My entire codebase is now officially cursor-native: cursor + grok-bot + origin and bugbot Upvote Report Share 5h ago [](/@ben%5Fkahan) [Ben Kahan](/@ben%5Fkahan) Eleven launches in and you are still taking the hard route. Congrats on building a whole Git forge instead of another…
- @Mine (0): Can't wait to test it! Upvote (6) Report Share 12h ago FirstPrevious[1](/products/cursor?#comments)[2](/products/cursor?page=2#comments)[Next](/products/cursor?page=2#comments) [Mike Kerzhner](/@mikekerzhner) used [Cursor](/products/cursor) to build [Product Forums (p/)](/produc…
Claude Watermark Remover 是一个围绕隐私和写作场景的免费小工具，主打去除 Claude 生成内容中的水印或标记，当前在 Product Hunt 上作为 AI 写作相关产品上线。
Claude Watermark Remover
受众观点：① 产品被打上 Writing、Privacy 和 Artificial Intelligence 标签，说明社区把它视作兼具写作效率和隐私诉求的 AI 工具（@Overview） ② 作为免费选项且当天排名靠前，说明用户对去除模型水印这类能力有一定兴趣，愿意尝试新工具（@Overview） ③ 官方提供网站和 GitHub 链接，暗示实现方式可能是开源或半开源，方便技术用户审查其工作原理（@Overview）
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- @Overview (0): * [Reviews1](/products/claude-watermark/reviews) * [Alternatives](/products/claude-watermark/alternatives) * [Team](/products/claude-watermark/makers) * [Awards](/products/claude-watermark/awards) * More Free Options Launch tags:[Writing](/topics/writing)•[Privacy](/topics/priva…
Cluing 推出了 Hosted Agents 功能，把原本跑在个人电脑上的 AI agent 托管到协作空间里，让团队成员可以跨设备共享和接力复杂工作流。
Cluing
受众观点：① 有用户表示很多人想用 agent 却不知道从哪开始，认为 Cluing 把搭建和使用门槛大幅降低，对方向表示认可（@Visla） ② 社区成员为团队祝贺，说明 Cluing 在 PH 上已经有一定品牌和多次发布积累（@Shadow） ③ Astute 团队在评论里称赞"把 agent 从个人电脑搬到团队协作空间是大解锁"，并好奇目前最复杂的端到端 Hosted Agent 工作流案例（@Astute）
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- @Overview (0): * [Launches8](/products/cluing/launches) * [Reviews9](/products/cluing/reviews) * [Alternatives](/products/cluing/alternatives) * [Built with](/products/cluing/built-with) * [Forum](/p/cluing) * [Team](/products/cluing/makers) * More This is the 8th launch from Cluing . [View mo…
- @Search (0): [mymind.com](/products/my-mind?ref=product%5Fsidebar) Save everything. Organize nothing. [4.5(24 reviews)](/products/my-mind/reviews) [Note and writing apps](/categories/notes-documents)[Social bookmarking](/categories/social-bookmarking) [IKI.AI](/products/iki-ai?ref=product%5F…
- @Visla (0): [@sandra\_idjoski](https://www.producthunt.com/@sandra%5Fidjoski) This is amazing! Love to see all the moves and the direction of [@Cluing ](https://www.producthunt.com/products/cluing), I hear all the time how people want to setup an agent, but don't know where to get started,…
- @Shadow (0): [@ralic](https://www.producthunt.com/@ralic) congrats on the launch! Upvote (4) Report Share 2h ago [](/@ralic) [Ivan Ralic](/@ralic) [Cluing ](/products/cluing) Maker
- @Astute (0): [@ralic](https://www.producthunt.com/@ralic) [@gordana\_laskovic](https://www.producthunt.com/@gordana%5Flaskovic) [@nemanja\_trtica](https://www.producthunt.com/@nemanja%5Ftrtica) congratulations on the launch! Really like the direction here. Moving agents from something that l…