这条HN围绕特斯拉宣布停产Cybertruck展开，用户在讨论这一决定的时机、与“飞行汽车”等新故事的关系，以及可能为与SpaceX合并做财务清理。
Tesla to wind down Cybertruck production ① 有人质疑公告时机，认为在高调宣传飞行汽车后立刻宣布Cybertruck停产，是为了在潜在与SpaceX合并前给财务报表“瘦身”（@Kevin_Flynn） ② 也有人用段子类比，觉得这是从一个问题对象转向另一个问题对象，嘲讽Cybercab两门出租车的设定（@netsharc） ③ 部分用户认为Cybertruck销量不佳早在预料之中，本应停留在概念车阶段，如今停产并不意外（@magicalhippo）
这条HN围绕特斯拉宣布停产Cybertruck展开，用户在讨论这一决定的时机、与“飞行汽车”等新故事的关系，以及可能为与SpaceX合并做财务清理。
① 有人质疑公告时机，认为在高调宣传飞行汽车后立刻宣布Cybertruck停产，是为了在潜在与SpaceX合并前给财务报表“瘦身”（@Kevin_Flynn） ② 也有人用段子类比，觉得这是从一个问题对象转向另一个问题对象，嘲讽Cybercab两门出租车的设定（@netsharc） ③ 部分用户认为Cybertruck销量不佳早在预料之中，本应停留在概念车阶段，如今停产并不意外（@magicalhippo）
OpenAI 宣布与专注酶设计的生物科技公司 Ligo 合作推出 BioBasicsBench，用真实实验中的 100 个任务评估 AI agent 在湿实验室数据分析上的基础能力。
① 许多用户对基准本身不关心，更在意 OpenAI 何时发布 Astra、Sol 等新模型或版本（@SEDIDEL, 233likes；@Layton_Gott, 147likes） ② 一部分人焦躁地追问 GPT 6.2 等下一代模型进度，认为这类研究更新像是在“吊胃口”（@JoshComments7, 224likes） ③ 也有人直接把注意力放在模型之间的竞争，对比 GPT 6.2 与 Opus 5.5 等模型的实际表现（@johnsavage_ai, 134likes）
独立开发者 Marc Lou 收到对自己项目 https://t.co/Fz0cUG0u3O 250 万美元全现金收购要约，并在评论中透露已经选择拒绝，引发是否该套现的讨论。
① 有人提醒很多创始人后来都后悔当初没在业务高光期卖掉公司，引用收购平台创始人的经验故事（@trenchesbase, 46likes） ② 也有人从财务角度强调 250 万美元一次性套现的吸引力，认为在未来 1-2 年行业不确定性下，现金更安全（@TheHashton, 20likes） ③ 还有人从估值倍数出发，认为按 3 万 MRR 算 80 倍估值非常夸张，分享自己拿到 40 倍报价却因后续收入下滑而错失机会的经历（@NielsPosts_, 21likes）
ICLR 2027 评审结果正式放出，机器学习社区集中讨论本届评分分布、审稿质量以及新打分政策对论文接收率和作者体验的影响
ICLR 2027 评审结果正式放出，机器学习社区集中讨论本届评分分布、审稿质量以及新打分政策对论文接收率和作者体验的影响。
受众观点：评论区最集中的关注点有两个：一是分数分布极度偏向 2 分、运气主导接收结果。比如在“ICLR 2027 Review Scores [N]”贴下，@surffrus（24 分，Reddit）吐槽自己拿到多次 1 和 2 分，“像是被反复补刀”，而 @ATHii-127（20 分，Reddit）指出 3-2-2 竟然还能进前 25%，直呼评分体系“complete failure”。在“ICLR 2027 Reviews are out [D]”中，@mewscastle（21 分，Reddit）统计“70% 的分数都是 2”，认为新系统让 3-3-2 也有机会过线，但整体噪声巨大。二是评审质量与 LLM 介入的担忧，@SimpleObvious4048（20 分，Reddit）直言“Total LLM slop in reviews”，而在“ICLR Review [D]”里，@Technical_Estate_529（9 分，Reddit）质疑 4–5 万篇投稿规模下，会议声望和评审严肃性是否还可信，@Fragrant_Fan_6751（4 分，Reddit）则感叹“Luck has become the major factor in these conferences”。此外，个别帖子也在讨论具体操作层面的问题，例如如何回应 reviewer 引用自己旧版论文（@yannbouteiller，49 分，Reddit 建议直接说明是 workshop 版本）以及如何理解 rubric 中 1–4 分的含义（@pastor_pilao，0 分，Reddit 强调真正关键的是总体 rating）。
独立开发者 levelsio 宣布将整理并公开自己屏蔽的一万多个 AI 垃圾回复账号名单，既提交给第三方黑名单项目也发给 X 官方，希望通过集中拉黑和推动平台封禁来遏制在推文下刷屏的 AI 自动回复机器人
独立开发者 levelsio 宣布将整理并公开自己屏蔽的一万多个 AI 垃圾回复账号名单，既提交给第三方黑名单项目也发给 X 官方，希望通过集中拉黑和推动平台封禁来遏制在推文下刷屏的 AI 自动回复机器人。
受众观点：评论主要集中在两个焦点：一是工具化与平台级支持的需求，二是误伤与“私刑式”封禁的风险。
NousResearch 正在围绕自家 Hermes Bots 和 Nous Portal 推出一波限时促销：包括将美团 LongCat-2.5 多模态模型在 Portal 内免费开放一周，以及提供多款免费和折扣模型，吸引用户把现有 GrokBots 等代理迁移到 Hermes 生态中长期使用
NousResearch 正在围绕自家 Hermes Bots 和 Nous Portal 推出一波限时促销：包括将美团 LongCat-2.5 多模态模型在 Portal 内免费开放一周，以及提供多款免费和折扣模型，吸引用户把现有 GrokBots 等代理迁移到 Hermes 生态中长期使用。
受众观点：评论区的关注点主要集中在两块：一是对免费/折扣模型带来的玩法扩展，二是对 Hermes 生态和基础设施的实际体验与疑问。
scaling01 基于自己 7 月的 Substack 文章和最新模型评测图，强调各大 AI 实验室在同一趋势线上持续加速，能力提升几乎呈直线增长，Anthropic 内部模型与中国实验室也在跟上这一加速轨迹
scaling01 基于自己 7 月的 Substack 文章和最新模型评测图，强调各大 AI 实验室在同一趋势线上持续加速，能力提升几乎呈直线增长，Anthropic 内部模型与中国实验室也在跟上这一加速轨迹。
受众观点：评论主要集中在三点：一是对“直线增长”本身的震惊与调侃，例如 @kaireceipts（score 0，X）说“Log scale doing a lot of work there”，提醒这是对数坐标；@kaireceipts 另一条评论则吐槽“直到 y 轴变成你的 API 账单”，把抽象曲线落到成本压力。二是对不同实验室节奏差异的关注，@cblabx（score 0，X）指出 Anthropic 公共发布与内部进展不同步，“run on different clocks”，而 @DarceX26（score 0，X）用 Artificial Analysis 的 Intelligence Index 具体对比 Gemini 4 Carbon High 与 Argon High 的分数，证明 Google 在公开榜单上的“断层”。三是对中国模型与整体加速的再解读，@CosminCraciun12（score 0，X）认为“7 月的中美对比文章已经过时，因为所有实验室一起加速”，@NaanSenseAi（score 0，X）则提到 Kimi K3.1 Pro 和腾讯 Hy4 一周内上线，说明中国阵营也在快速补位。
OpenAI 宣布与专注酶设计的生物科技公司 Ligo 合作推出 BioBasicsBench，用真实实验中的 100 个任务评估 AI agent 在湿实验室数据分析上的基础能力。
A new way to measure how AI agents handle the routine analyses of wet-lab science—BioBasicsBench. Developed with Ligo, a biotech company focused on enzyme design, the benchmark draws on 100 tasks fro…
受众观点：① 许多用户对基准本身不关心，更在意 OpenAI 何时发布 Astra、Sol 等新模型或版本（@SEDIDEL, 233likes；@Layton_Gott, 147likes） ② 一部分人焦躁地追问 GPT 6.2 等下一代模型进度，认为这类研究更新像是在“吊胃口”（@JoshComments7, 224likes） ③ 也有人直接把注意力放在模型之间的竞争，对比 GPT 6.2 与 Opus 5.5 等模型的实际表现（@johnsavage_ai, 134likes）
展开评论
- @kimmonismus (614): @OpenAI my emotional state after this post https://t.co/6A3rlCixD9
- @SEDIDEL (233): @OpenAI Where the heck is Astra and Sol? https://t.co/6kLfSyO75x
- @JoshComments7 (224): @OpenAI You guys are just teasing at this point where is 6.2??????? :(
- @Layton_Gott (147): @OpenAI Where the heck is Astra? I'm going to rage quit at this point lol. https://t.co/TYj5HQXT08
- @johnsavage_ai (134): @OpenAI That's cute, but where is GPT 6.2 Opus 5.5 has been dominating since early October
Anthropic 在官方账号预告一篇关于「AI 如何开始改变科学建模」的 Science Blog 文章，提到用 AI 帮助解释和预测神经元放电、双中子星碰撞等复杂系统，引发用户对新模型发布时间的强烈情绪反应。
New on our Science Blog: How AI is beginning to change scientific modeling. Scientific models help researchers explain and predict real-world systems—like how a single nerve cell fires, or what happe…
受众观点：① 很多用户对科普类内容不感兴趣，只在评论里反复催促 Anthropic 发布新模型，表达「只想要新模型」的情绪（@hulibrands, 34likes） ② 一些人半开玩笑地说被官方多次吊胃口，觉得被「玩弄情绪」，希望看到真正的产品更新（@Ananth7e, 12likes） ③ 还有用户直接吐槽这并不是新模型发布，期待落空后用夸张语气表达失望（@sin4ch, 10likes）
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- @kimmonismus (146): @AnthropicAI My emotions the second time today. https://t.co/XhQVFm80PC
- @hulibrands (34): @AnthropicAI No one cares!!! Drop a new coding model, so we can get Astra and Sol too!
- @LexnLin (24): @AnthropicAI i need a new model 💔
- @Ananth7e (12): @AnthropicAI playing with our emotions lol
- @sin4ch (10): @AnthropicAI My brother in Christ, this isn't a new model! 😭
levelsio 表示将公开自己屏蔽的一万多个 AI 垃圾账号名单，警告在他推文下发 AI 回复会被永久视为垃圾账号并进入公开黑名单。
I will publish my full list of 10,000+ blocked AI spammer accounts soon so everyone can block them easily tooo If you write AI replies under my tweets you will now permanently destroy your X account…
受众观点：① 有人从产品角度建议平台应该提供官方的拉黑导出功能，而不是靠个人整理黑名单（@yagiznizipli, 196likes） ② 也有人质疑这 1 万多个账号是否真的是机器人，担心会误伤只是观点糟糕的真人用户（@tarasshyn, 25likes） ③ 部分用户认可打击 AI 垃圾的初衷，但担心这种“私刑式”拉黑名单会演变成对正常用户的伤害，认为应由平台来做机制设计（@ctrl_alt_mike, 14likes）
展开评论
- @yagiznizipli (196): @levelsio hmm... @petersellis should we add a way to export blocked accounts on the settings page?
- @tarasshyn (25): @levelsio how are you making sure those 10k are bots, and not just humans with bad takes? 🤔
- @ctrl_alt_mike (14): @levelsio I respect the intent and understand the frustration, but I also hope it doesn't blow up into something harmful to genuine people. @derekvfx got it right; this should be a feature of the platform, not vigilante justice.
- @davepl1968 (12): @levelsio Compiling a list that no one will use or see is kinda weird.
- @Scobleizer (12): @levelsio There are more too. Many on this list: https://t.co/FHUtLVQpH7
thdxr 分享自己用 Opus 作为总控、Deepseek 作为子 agent 的多代理工作流实践，强调长会话、严格任务范围和要求“工作证明”而非摘要等细节，目前效果很好。
so far this is working great. i tried this in the past and it wasn't as great. some details - we have long running sessions per project - opus is told to do all work in deepseek subagents - be strict…
受众观点：① 有人提到自己在 OMP 的 vibe mode 中大量使用类似模式，并建议把这种工作流直接产品化到 opencode 里，方便终端用户使用（@kyehohenberger, 9likes） ② 也有人尝试用 Luna 做 worker 但效果不佳，希望了解在任务范围和规则设定上的具体经验（@che_rackov, 7likes） ③ 部分开发者分享自己混用 Opus 5.5、GPT-6.1 Sol、GPT-6 Luna 等模型的组合策略，认为不同模型在实现和审查阶段各有优势（@AxelGarciaK, 3likes；@stepbystepnomad, 1likes）
展开评论
- @kyehohenberger (9): @thdxr I personally use this pattern very heavily in OMP with its vibe mode. Have you thought about building some variation of that mode into opencode so its easy for the end user to use?
- @che_rackov (7): @thdxr I tried similar with Luna as the worker and didn't have much luck. Will give it another shot but this time with more care on scoping. Do you have any tips on scoping? Did set any specific rules for Opus?
- @pggalaviz (6): @thdxr Proof of work over summaries should be the default everywhere IMO. The summary is where the cheap model tells you the tests passed and no further effort..
- @AxelGarciaK (3): @thdxr I've been doing this but with Opus 5.5 and GPT-6.1 Sol and GPT-6 Luna subagents, it works great. I would only use Opus 5.5 if I could though! GPT models are great for reviewing and fixing bugs but Opus 5.5 requires much less hand-holding when implementing!
- @stepbystepnomad (1): @thdxr been running like this in herdr a while - I would add GLM5.3 as a review to everything Opus decides and QA to everything DS codes -- GLM review lifts the code up finds holes in opus and DS --- then let it spin
前端教育博主 Wes Bos 分享自己把维护 15 年的 WordPress 站点整体迁移到 Emdash，包括数百篇文章、数 GB 图片和自定义内容类型等复杂结构。
OK I did it. Migrated WordPress to Emdash. goodbye $600 bluehost server I've had for 15 years. 307 posts 6.7gb photos 4 custom content types 5 custom page templates 15 custom fields 1 semi-complicate…
受众观点：① 有人觉得迁移过程比预想中顺利，为这种平滑过渡感到惊喜（@MattieTK, 10likes） ② 也有开发者共鸣于告别使用多年的老主机服务商，那种既怀旧又解脱的复杂情绪（@Meech_Ward, 9likes） ③ 多位用户称赞 Emdash 的 API 和开发体验，表示自己也已将个人站点或博客迁移过去，认为其在自定义内容和音乐等场景下很好用（@philhawksworth, 7likes；@jamesqquick, 5likes；@kristianfreeman, 5likes）
展开评论
- @MattieTK (10): @wesbos Sounds like it was even easier than I thought it would be 🥳
- @Meech_Ward (9): @wesbos I remember canceling my dreamhost subscription a few years ago. I'd had it for 10 years bittersweet moment
- @philhawksworth (7): @wesbos Awesome! It would be great to hear more about your migration experience and process, and your thoughts on how you'd like to see @EmDashCMS evolve.
- @jamesqquick (5): @wesbos That’s so good to hear! I moved my personal site and my bakery site over to Emdash!
- @kristianfreeman (5): @wesbos Emdash is so underrated, the API is super solid. My personal site is half blog half music releases and it was so easy to build
thdxr 提到 opencode 长期不删数据导致数据库越来越大，向用户征求是永久保留、按时间裁剪还是让 agent 智能决定删除哪些内容的产品方案。
ok opencode has been around long enough that our DBs are getting big because we never delete anything what would you want here? do you want to keep everything around forever? a prune command to delet…
受众观点：① 有用户主张极端清理策略，认为超过几天的对话几乎不会再看，建议一周后全部删除（@neamtuz, 66likes） ② 也有人希望有更温和的方案，比如 30 天后自动清理但允许手动固定重要内容（@biscuitweb, 14likes） ③ 还有人从模型训练和蒸馏角度出发，认为这些使用数据本身就是“金矿”，不理解为什么要删除（@RishabhVasude1, 6likes）
展开评论
- @antoineross (97): @thdxr https://t.co/XsuWq1CAEU
- @neamtuz (66): @thdxr NUKE EVERYTHING PAST 7 DAYS. I dont care about any threads older than 2 days and I NEVER go back to it.
- @lxe (17): @thdxr just have it download more hard drive space
- @biscuitweb (14): @thdxr prune after 30 days, let me pin some
- @RishabhVasude1 (6): @thdxr Is the data not literal gold, for distillation and things like that? Why would you delete that?
OpenAI 宣布与 fmf_org 及其成员合作，提出一套新框架，用于识别绕过 AI 系统安全措施可能导致严重网络危害的情形，并据此优先加强防护。
We partnered with @fmf_org and its member firms on a new framework to help identify when bypassing an AI system's safeguards could enable serious cyber harm, and prioritize stronger protections. "...…
受众观点：① 很多用户用梗图表达对 OpenAI 安全叙事的不信任，认为这是在“玩弄用户”，安全公告与实际产品体验脱节（@badboyfoxy, 166likes） ② 有人嘲讽 OpenAI 高估了自己模型对黑客的吸引力，认为真正的攻击者不会依赖这些模型（@Blue_Beba_, 47likes） ③ 也有不少人抱怨过度审查只是在伤害正常用户，要求停止对模型的过度封锁（@FurkanGozukara, 34likes），还有人吐槽你们在做一切事情就是不发布 Astra（@Layton_Gott, 31likes）
展开评论
- @badboyfoxy (166): @OpenAI @fmf_org y’all are just playing in our faces https://t.co/xTO94WesoM
- @Blue_Beba_ (47): @OpenAI @fmf_org It's ridiculous that you think your models are so good that people want to break them. Hackers don't care about your trash.
- @FurkanGozukara (34): @OpenAI @fmf_org Stop censoring models Hackers not using your models It is only hurting real people
- @AlexVanSteen (31): @OpenAI @fmf_org How mf's are watching the OpenAI account rn https://t.co/iD5u8SgH3X
- @Layton_Gott (31): @OpenAI @fmf_org Seems like you guys are doing everything but releasing Astra... https://t.co/HROfK2TMax
独立开发者 Marc Lou 收到对自己项目 https://t.co/Fz0cUG0u3O 250 万美元全现金收购要约，并在评论中透露已经选择拒绝，引发是否该套现的讨论。
I got a serious offer of $2.5M for https://t.co/Fz0cUG0u3O, all cash. What would you say?
受众观点：① 有人提醒很多创始人后来都后悔当初没在业务高光期卖掉公司，引用收购平台创始人的经验故事（@trenchesbase, 46likes） ② 也有人从财务角度强调 250 万美元一次性套现的吸引力，认为在未来 1-2 年行业不确定性下，现金更安全（@TheHashton, 20likes） ③ 还有人从估值倍数出发，认为按 3 万 MRR 算 80 倍估值非常夸张，分享自己拿到 40 倍报价却因后续收入下滑而错失机会的经历（@NielsPosts_, 21likes）
展开评论
- @marclou (192): I rejected btw
- @trenchesbase (46): @marclou i think it was an interview with Andrew Gazdecki, founder of Acquire, where he talks about all these founders who regret not selling when everything was going amazingly.
- @TimurNegru (34): @marclou Sell and start working on the next big thing. Use the money to buy some land and build an indie hacking longevity village!
- @NielsPosts_ (21): @marclou ummmm if it's doing 30k MRR like it says then you'd get a 80x multiple that's pretty insane best i ever got offered was around 40x (i rejected and business revenue went down so never sold it) it depends if you think this can go way beyond 30k MRR??
- @TheHashton (20): @marclou $2.5 million invested right now is better than seeing what happens with your industry over the next 1-2 years
作者吐槽风投市场估值失真，质疑为什么做推理托管的 Baseten 估值会高于算力基础设施提供商 Nebius。
Why is Baseten worth more than Nebius? This makes 0 sense Venture market valuations are nuts
受众观点：① 有人用玩笑方式归因为团队气质和品牌调性，比如澳洲口音等软因素影响投资人感知（@tuhinone, 237likes） ② 有人认为 Baseten 在产品设计和官网呈现上更成熟，给人“已经在大规模服务客户”的感觉（@MichaelStolarz, 24likes） ③ 也有人指出风投门槛低、很多投资人缺乏金融素养，导致估值更像情绪和叙事定价（@fatjapes, 11likes）
展开评论
- @tuhinone (237): @dylan522p i think it’s the australian accents
- @MichaelStolarz (24): @dylan522p go take a look at the baseten website, then the nebius website, and it shall all be very clear to you then baseten cooked with the design, imagine how much we're cooking with the infra
- @Sterling_Hooten (18): @dylan522p Baseten can grow revenue faster than Nebius with a higher ceiling
- @varunneal (14): @dylan522p dole OWNS the bananas and jane street is worth more? the banana guys are getting cooked by the banana spread guys
- @fatjapes (11): @dylan522p You need 0 financial certifications to be a venture investor — many have no financial literacy All my hedgie friends look at venture as “business degree” of investing 😂
thdxr 表示自己不介意产品或商业模式被抄，但最近越来越多公司连他的语气和表达方式都照搬，让他感觉像是声音被偷走一样诡异。
people copying products, business models etc never bothered me because we all do it lately though companies have been stealing my words and the way i express myself feels disturbing because it's my v…
受众观点：① 有老用户调侃自己早就用类似的三句式小写风格，说明这种表达方式在圈子里有传承，也是一种共同的审美（@threepointone, 69likes） ② 有人半开玩笑地说公开发言是不是默认 MIT 协议，暗示公开内容被复用在所难免（@usmasfr, 16likes） ③ 也有用户指出具体账号几乎复制 thdxr 的每一步动作，认为产品抄袭可以接受，但“声音克隆”让人不适（@joshsmailbox, 3likes；@RohanBhanotAI, 2likes）
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- @threepointone (69): @thdxr youngblood, I've been doing 3 sentence lowercase since dinosaurs walked the earth (funnily I was recently thinking one of the reasons I was drawn to you was because we share some sensibilities) sentence 3 here to make the meta joke
- @usmasfr (16): @thdxr Aren’t your words MIT licensed when spoke in public. 😭
- @tejasybhakta (7): @thdxr in america, they distill twitter shitposters
- @joshsmailbox (3): @thdxr I noticed it too commandcode and opendesign literally just copy every move you do
- @RohanBhanotAI (2): @thdxr product clones are fine. voice clones feel wrong
Greg Isenberg 提到自己在蒙特利尔丽思卡尔顿酒店晚上九点学到一条重要商业课，叫作“2000 美元法则”，用故事方式讨论一线员工授权与客户体验。
I learned one of the best business lessons of my life at the Ritz-Carlton Montreal at 9pm. It’s called the $2,000 rule. https://t.co/iKA17bNm6O
受众观点：① 有人吐槽这种励志商业故事更像 LinkedIn 风格，不太适合 X 的语境（@GallatinHODL, 30likes） ② 也有人对比奢华酒店和大厂的做法，感叹 Ritz 能信任行李员 2000 美元，而苹果连 4.99 美元退款都要层层审批（@kasparbuilds, 3likes） ③ 部分用户提炼出“前线授权比三天审批链更有效”的管理经验，并提到相关书籍值得一读（@weskaizen, 2likes；@rblalock, 1likes）
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- @GallatinHODL (30): @gregisenberg This slop belongs on LinkedIn brother…
- @kasparbuilds (3): @gregisenberg Ritz trusts a bellhop with $2,000. Apple won't let me refund my own user $4.99
- @weskaizen (2): @gregisenberg frontline authority beats a 3 day approval chain
- @rblalock (1): @gregisenberg the ritz book is fantastic btw
- @nikkuv5787 (1): @gregisenberg honestly the dev version of this is letting people ship without three approvals
levelsio 抱怨自己推文下充斥 AI 自动回复，表示会把近期拉黑的 AI 垃圾账号整理成名单提交给 @dillon_mulroy 和 @X 官方，希望这些账号被封禁，并警告以后会对在他推文下发 AI 回复的人采取极端封锁手段。
I will collect all accounts I blocked for AI spam recently and submit them to @dillon_mulroy's list too I will also send my entire list to @X staff so they can suspend the accounts If you post AI rep…
受众观点：① 有人觉得这类封杀 AI 回复的做法太夸张，更像情绪化反应（@ikhmeleff, 22likes） ② 也有人从平台角度关心 @X 是否会真正采取行动治理 AI 垃圾账号（@dillon_mulroy, 39likes） ③ 普通用户在评论里抱怨各大平台到处都是机器人和模板化回复，开始转向小型私密社群寻求真实交流（@homegymcoop, 18likes）
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- @dillon_mulroy (39): @levelsio @X for anyone just learning of this
- @ikhmeleff (22): @levelsio @dillon_mulroy @X Ain't no way. It's a freaking joke https://t.co/1XIKYdpW95
- @homegymcoop (18): Do you think the only way to avoid this inevitability is private online communities? This isn't just on X, it's on every social platform I'm on. SO MANY BOT REPLIES. Like, i just want to talk to real people. I have a private home gym group and it's a breath of fresh air because…
- @stemonte (4): @levelsio @dillon_mulroy @X everyone who is about to hit "reply" on your post from now on: https://t.co/njOwFQE4N7
- @TechieTex (2): @levelsio @dillon_mulroy @X Ship it! 🏴☠️
NousResearch 推广 Hermes Bots，强调在自家平台上可以搭配免费或折扣模型使用，以提升机器人效果并降低成本。
Get more out of your Hermes Bots with free and discounted models exclusive to https://t.co/KCXV2EtbOa https://t.co/IY7DUJZKqE
受众观点：① 有人提醒现在已经可以比较容易地把 GrokBots 迁移到 Hermes，降低从其他平台切换过来的门槛（@HermesAgentTips, 4likes） ② 有用户分享自己最近开始频繁使用 Hermes，对其中具体 bot（如 Crouton Alpha）体验不错（@MelanieCandra, 2likes） ③ 也有潜在用户表示虽然知道有这些优惠，但因为懒得试不同模型，仍然只用原有订阅，暴露出尝试成本过高的问题（@JustinPerea, 1like）
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- @HermesAgentTips (4): @NousResearch 🔥 there’s also easy ways now to import all of your GrokBots over to Hermes to make the transition even better!
- @MelanieCandra (2): @NousResearch I just discovered the Joy Of Hermes and I love talking to Crouton Alpha.
- @duckyLeQuacky (1): @NousResearch I was in a Hermes so early that it was a bit useless for me at that time. Now tech is amazing. Keep up the great work
- @JustinPerea (1): @NousResearch I really need to start taking advantages of these. I still primarily just use my codex sub because I'm too lazy to experiment with different models lately.
- @mRelby (1): @NousResearch @NousResearch @Teknium The Plus plan includes a Cloud agent with up to 4 GB RAM. What is the minimum, and what determines the amount I get? Can every Plus subscriber choose the full 4 GB, or does it depend on availability or other factors?
NousResearch 宣布美团 LongCat 团队的新多模态模型 LongCat-2.5 在自家 Nous Portal 上限时一周免费开放体验。
LongCat-2.5, the new multimodal model from @Meituan_LongCat, is free in Nous Portal for one week. Try it free today at https://t.co/KCXV2EtbOa https://t.co/r6EKvd9XNd
受众观点：① 有人单纯为更多免费模型机会兴奋，把这类活动当成持续试新模型的福利（@HermesAgentTips, 2likes） ② 有人把免费一周和长周期 agent 任务联系起来，打算趁窗口期多做实验和破坏性测试（@Avery_Coree, 1like） ③ 也有用户关心它是否支持长视频等更重的多模态输入，而不仅是静态图片（@biscuitweb, 0likes）
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- @HermesAgentTips (2): @NousResearch @Teknium @Meituan_LongCat more freebies let’s go! 🔥
- @3rosika (2): @NousResearch @Meituan_LongCat Purrrr
- @Avery_Coree (1): @NousResearch @Meituan_LongCat free week, long horizon agent tasks. that's enough time to build a few things and break them
- @FranciswongCro (0): @NousResearch @Meituan_LongCat Time to spam
- @biscuitweb (0): @NousResearch @Meituan_LongCat does it handle long video or just stills
lateinteraction 介绍一种名为 ARI 的新检索方法，用推理模型在测试时产生的梯度来在检索时更新检索器，相当于给代理提供一种全新的可学习记忆。
Never felt closer to a fundamental change in how we build retrievers, and a different kind of memory for agents. ARI is basically test-time training for retrievers, where gradients derived from a rea…
受众观点：① 有人把 ARI 与早期信息检索中的伪相关反馈方法对比，认为这是更精细的同一原则延伸，并提到当年在 w2v 时代就尝试过检索时学习嵌入（@841io, 5likes） ② 有人担心检索器在搜索时改变权重会导致同一查询在不同时间返回完全不同文档，增加调试难度（@datachad, 1like） ③ 也有人从安全和稳定性角度提醒，如果每次梯度更新都可能让检索器朝不同方向漂移，就需要约束步长并保留可回滚的参考权重（@deepakguptacse, 1like）
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- @841io (5): @lateinteraction very nice work. you may want to contrast w older literature on pseudo-relevance feedback (e.g., RM3) which is a cruder version of the same principle. this inspired us to learn embeddings at retrieval-time in the old w2v days. https://t.co/fG58LntDbL
- @observernews46 (2): @lateinteraction How would it handle frequent updates in data
- @datachad (1): @lateinteraction a retriever that changes its weights at search time is the part I would want logged, the same query returning different docs next week is a hard bug to chase
- @osoleve (1): @lateinteraction I'm both hopeful and horrified by the prospect of looped models making oblique queries as easily solved as direct ones
- @deepakguptacse (1): Teaching the retriever at search time is powerful but it also means the same query can drift the retriever differently on each run unless you constrain the gradient step size and pin a reference copy of the weights so the harness can roll back when the next preference batch disa…
natolambert 表示自己要做的是一个新的非营利组织，而不是传统意义上的 AI 研究实验室。
I’m building a neo non profit not a neo lab.
受众观点：① 有人用“501 c3 engineering”调侃，把非营利工程化视作一种新的组织范式（@mileslozano, 1like） ② 有评论认为“lab 听起来更偏论文，nonprofit 更像为他人交付产品”，关注输出形态的不同（@Hongji_Leee, 0likes） ③ 也有人直接问“哪里可以投资”，说明外界仍然本能地用投资视角看待新 AI 组织（@okan_gutan, 0likes）
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- @mileslozano (1): @natolambert 501 c3 engineering
- @notinvariant (0): @natolambert neo non profit not a neo lab. cleaner than most of the neo branding
- @ObinoWilliam (0): @natolambert Just submitted my application!
- @Hongji_Leee (0): @natolambert lab sounds like papers. nonprofit sounds like shipping for someone else
- @okan_gutan (0): @natolambert where can we invest already
scaling01 发帖感慨只要相信“直线”就行，暗指在对数坐标下 AI 能力和算力扩展呈线性趋势。
you literally just have to believe in straight lines
受众观点：① 作者自己补充了相关链接，说明这条直线观点背后有更详细的数据或文章支撑（@scaling01, 16likes/9likes） ② 有人指出对数坐标在视觉上会让增长看起来更线性，提醒要注意坐标轴的“魔术”（@Aibrat0, 0likes） ③ 也有人调侃说当 y 轴变成自己的 API 账单时，这条直线就没那么好看了，把抽象趋势拉回到真实成本压力（@kaireceipts, 0likes）
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- @scaling01 (16): https://t.co/S8aW3MN5GO
- @scaling01 (9): https://t.co/7dI7bYor0E
- @Aibrat0 (0): @scaling01 Log scale doing a lot of work there
- @kaireceipts (0): @scaling01 straight lines are easy to believe until the y axis is your api bill https://t.co/Ddh3DLysTF
- @thesignalnow (0): @scaling01 one release is one point. a take-off is a slope, and a slope needs at least two points to separate from noise.
scaling01 回顾自己七月写的 Substack 文章，认为自那以后各家 AI 实验室整体提速，连 Anthropic 和阿里巴巴等实验室的模型进展都明显加快。
All AI labs have seemingly accelerated since I wrote this substack article in July *Anthropic scores lower on public models, but it's on trend using the internal ones (which is what this trend was tr…
受众观点：① 作者自己调侃中国模型的进展可以用从 Fable 蒸馏来解释，暗示不同地区实验室之间的技术流动（@scaling01, 10likes） ② 有人关心 OpenAI 未来版本节奏，半开玩笑地追问 GPT 6.2 Astra 何时发布（@rawantitmc, 2likes） ③ 也有人注意到阿里巴巴在图表中的大幅提升，感叹此前不被关注的实验室突然加速（@serxzsz, 1like），还有人指出七月那篇中美对比文章已经被这波集体加速迅速“写旧了”（@CosminCraciun12, 0likes）
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- @scaling01 (10): (the cope for chinese models is just distillation from Fable)
- @rawantitmc (2): @scaling01 When will GPT 6.2 Astra launch?
- @PatrickToulme (1): @scaling01 Is that green diamond Gemini Carbon?
- @serxzsz (1): @scaling01 a +4.9 for alibaba is wild for a lab nobody was watching
- @CosminCraciun12 (0): @scaling01 a july china vs us piece already outdated because every lab sped up at once
Sergey Levine 分享一个用模拟实验先学到含状态信息的先验，再用带部分观测的真实实验对齐的新项目，并指出其理论基础和逆强化学习有共通之处。
A really fun project led by @KaiTyrusNelson, @tobykreiman: use simulated experiments to create a prior with state information, then align it to real-world experiments (with partial observation). Oddl…
受众观点：① 关注如何把强化学习、逆强化学习思想落到真实产品迭代中的开发者（@SoumilBhandari, 0likes） ② 对用模拟数据构建先验、再在真实世界做观测模型/状态估计对齐感兴趣的研究型工程师（@rosavlon, 0likes） ③ 想了解“alignment”“部分观测”等研究概念如何影响实际 AI 工具可靠性的从业者（@aakashpathak_, 0likes）
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- @rosavlon (0): @svlevine @KaiTyrusNelson @tobykreiman the inverse RL twist is fun
- @SoumilBhandari (0): @svlevine @KaiTyrusNelson @tobykreiman Building the prior in sim and only aligning to real with partial obs feels like the right split, since sim gives you state for free. Is the alignment step basically learning the observation model, kind of like a learned state estimator?
- @Vrushabh_Zinage (0): @svlevine @KaiTyrusNelson @tobykreiman I thought your startup works on VLAs? Or did you guys recently start talking about RL 😂. “Alignment” with heterogenous data sources can corrupt the RL policy.
- @aakashpathak_ (0): @svlevine @KaiTyrusNelson @tobykreiman A new project uses simulated experiments to build a prior for real-world experiments.
这条HN围绕特斯拉宣布停产Cybertruck展开，用户在讨论这一决定的时机、与“飞行汽车”等新故事的关系，以及可能为与SpaceX合并做财务清理。
Tesla to wind down Cybertruck production
受众观点：① 有人质疑公告时机，认为在高调宣传飞行汽车后立刻宣布Cybertruck停产，是为了在潜在与SpaceX合并前给财务报表“瘦身”（@Kevin_Flynn） ② 也有人用段子类比，觉得这是从一个问题对象转向另一个问题对象，嘲讽Cybercab两门出租车的设定（@netsharc） ③ 部分用户认为Cybertruck销量不佳早在预料之中，本应停留在概念车阶段，如今停产并不意外（@magicalhippo）
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- @Kevin_Flynn (0): Im curious about the timing of this announcement. On the surface, it seems to take the wind out of their sails. They told us the cybertruck was awesome. They told us flying cars soon. Now we see the fate of the first promise. I would have delayed this announcement for as long as…
- @netsharc (0): ... in order to free up production capacity for the Cybercab. Hah, feels like when someone says they're going to stop dating the unemployed slob to focus on dating the alcoholic. A taxi with only 2 doors, what an improvement!
- @DavCreator (0): Original announcement by Elon: https://xnotme.com/elonmusk/status/2118591788701421573#m
- @magicalhippo (0): I mean as much as I love thd idea of actually doing something bonkers, the lack of sales seemed inevitable to most I assume, so that should come as no surprise. Should have stayed a concept car.
- @haspok (0): "Oh, no! Anyway..."
这条HN在讨论欧洲一些银行（如N26、ASN）拒绝在GrapheneOS等非官方系统上运行网银App，引发用户对安全、监管和数字主权的争议。
Dutch 'idealist' bank ASN blocks non-Google Android, including GrapheneOS
受众观点：① 有人指出不止一家银行这样，像N26也会拒绝GrapheneOS，说明这是更广泛的行业策略（@nikolay） ② 一些用户选择专门准备一台旧iPhone只装网银App，既兼容银行要求又降低主力机被攻破的风险（@ElDji） ③ 还有人强烈批评银行App依赖SafetyNet和各种检测，导致臃肿、封闭且带有“间谍软件”味道，希望监管推动统一开放API标准替代现状（@ACCount39）
展开评论
- @nikolay (0): Other European banks do it, too - N26 also rejects GrapheneOS.
- @ElDji (0): I have an refurbished iphone sleeping most of the time in my desk drawer, used only for banking apps. It also make me feel safer not to have always on me the key to all my accounts.
- @isoprophlex (0): Dont take the fact that Wero still works for Bunq as an indicator that ASN or any other bank are doing something especially untowards. Given Bunq's abysmal security track record it probably means they just forgot to enforce some policy that Wero requires on mobile devices - no m…
- @ACCount39 (0): SafetyNet was a mistake in general. But banks specifically are among the most obnoxious shitters when it comes to "you aren't allowed to do things except the way we want it". Over and over again you have to contend with bullshit like 120MB APKs full of obfuscated code, root dete…
- @kaon_2 (0): ASN has been dysfunctional for years. They needed a bailout and ever since have only deteriorated in their operations. To be fair, their risk management has surely improved and their new CEO is great. But their actual operations are superbad. They only do the easy loans and mort…
这条HN讨论的是把Blender那套高度键盘驱动、可定制的界面范式抽出来，用在其他应用里，社区在争论这种UI是否适合更广泛的软件。
Blender's UI and Runtime: Much Faster Than GPUI
受众观点：① 一些开发者长期用Rust+GPUI，觉得直接复用Blender这种经过大量实战打磨的UI，可能比自己造轮子更可靠（@scotty79） ② 有人单纯喜欢Blender的设计语言，觉得移植到其他软件会很酷（@chiroyce） ③ 也有用户强烈反对把Blender UI推广到别处，认为它只适合Blender本身，不希望其他应用照搬这种交互（@dev0p）
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- @scotty79 (0): That sounds like an amazing idea. I've been using a lot of Rust+GPUI and sometimes behaviors that I'm expecting to be there just aren't. Swapping it for UI that's as battle tested as Blender might improve things.
- @chiroyce (0): always liked blenders design language, looks cool!
- @cultofmetatron (0): Ive been thinking this would be amazing to do for ages. happy someone finally did it. its the perfect system for interfaces where speed matters. hope to see more 3d modellers, video editors, daws and simulation systems built on this.
- @felixthehat (0): It would be such a boon if GIMP and Inkscape could adopt blender's fantastic GUI
- @dev0p (0): I love the general idea behind Blender's UI. And I do appreciate the effort that goes into it, especially in the latest versions as it got much better, But I really really really REALLY don't want that UI in anything else other than Blender. Please don't.
这条HN讨论的是谷歌最新Gemini视频模型发布，支持把现有视频向后延长约15秒，并公布了按百万token计价的输入输出价格，引发开发者对版本命名、可用性和成本的讨论。
Gemini Omni 1.2 Flash
受众观点：① 有人吐槽版本命名混乱，以为已经在Gemini 4时代，又来一个新型号，增加理解成本（@jonkrone） ② 开发者关注价格细节，讨论每百万token输入1.5美元、输出9到12美元在实际项目中的成本压力（@tabbiee） ③ 许多评论对“在现有视频基础上延长15秒”的能力感到震撼，认为这是很实用的功能升级（@thisisauserid）
展开评论
- @jonkrone (0): Wait, I thought we were on Gemini 4?
- @NitpickLawyer (0): Waiting for someone to test it with "~~A pelican~~Will Smith eating pasta while riding a bicycle" or something...
- @iruoy (0): At least this one is available immediately.
- @tabbiee (0): Price is $1.50 in Input and $9.00/$12.00 (text/video) in Output per 1M tokens
- @thisisauserid (0): Extending an exiting video by 15 seconds is pretty nuts.
这条HN讨论美国FAA用软驱分发关键天气和运行数据的老系统EIDS/IDS-4，正在被新一代数字系统替换，引发大家对关键基础设施技术债和升级节奏的吐槽。
US FAA says it will phase out floppy disks from air traffic control by 2028
受众观点：① 有人贴出FAA官网和媒体报道链接，补充EIDS/IDS-4的技术背景，指出其实是90年代的MS-DOS系统，用3.5寸软盘维护（@skissane） ② 部分评论担心监管部门强调“历史性升级”“闪电般速度”这种宣传语，觉得在航空安全领域不应追求快速变更（@tencentshill） ③ 也有人吐槽官方把常规现代化包装成大事件，认为这本就是本职工作，不值得大肆宣传（@superxpro12）
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- @ChrisArchitect (0): alt link: https://www.yahoo.com/news/us/articles/us-faa-says-phase-flo...
- @skissane (0): FAA website on EIDS: https://www.faa.gov/air_traffic/technology/eids Another article with some more details: https://www.pcmag.com/news/the-faa-is-still-using-floppy-dis... I know they are saying IDS-4 is a "1980s" system, but it appears IDS-4 was actually developed in the early…
- @tencentshill (0): I don't want the FAA to make changes at "lightning speed" or "rapidly moving to make upgrades" or "record pace". Safety must be further down the list for these guys.
- @alex_suzuki (0): > replacing outdated floppy disks that contain vital weather and other critical information with a streamlined, 21st-century system What does this even… mean?
- @superxpro12 (0): why is this "historic"? the thirst for this admin to use the most bombastic language possible is so tiring. Just... modernize the thing already. thats your job. It's not impressive that you did this. You're supposed to do this. You dont get extra kudos for doing the thing you si…
这条HN是关于经典游戏《Deus Ex》的内容或重制项目，玩家在分享重玩体验、推荐画质和玩法增强Mod，并感叹其剧情在当下现实中的映射感更强。
Deus Ex
受众观点：① 有玩家推荐各种Deus Ex的Mod和新引擎，认为通过新渲染器和整合包可以显著提升体验（@klaussilveira） ② 一些人分享最近重玩经历，原本担心年代久远会玩不下去，结果依然觉得是极佳的游戏体验（@elephanlemon） ③ 也有人从剧情出发，感叹在现实世界的资本主义和技术发展背景下，游戏中某些结局看起来反而更合理（@Arainach）
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- @klaussilveira (0): If anyone wants to play it again, dont forget the amazing mods available: https://www.moddb.com/games/deus-ex/mods New renderers, new engines, The Purist Mod, GMDX, The Nameless Mod...
- @falsemyrmidon (0): The background behind the text makes it hard to read. Getting a bunch of horizontal lines that intersect whole lines of text
- @dead_hn_theory (0): Do you have a single fact to back that up?
- @Arainach (0): Deus Ex was an amazing game. My only regret is that the more we see the real world impacts of late stage capitalism and technology enthusiasm, I've spent more time wondering if the Tracer Tong ending was the better choice for the world
- @elephanlemon (0): Finally sat down and played this a few years ago. I didn’t think I’d be able to get into such an old game but it was one of the best gaming experiences I’ve ever had.
Ernesto 分享一个用 Claude 100% 生成视频脚本的案例：账号靠大量短视频引流，单条平均 80 万播放，配套应用上线 3 个月就做到月收入 10 万美元，产品本身只是根据用户画作播放音符。
Holy sh*t I just found an absolute goldmine😭 every video averages 800,000 views and the app makes $100,000/mo only 3 months after launch By only spamming these videos. that are 100% made with claude…
受众观点：① 作者本人在评论里补充了技能链接，说明不少人对具体落地方式和工具细节感兴趣（@ErnestoSOFTWARE, 4likes） ② 有人感叹 3 个月做到这个体量增长极快，但也提醒过度依赖海量视频投放，一旦平台算法调整可能会被反噬（@RobinHill85, 0likes） ③ 也有评论指出病毒式播放不等于稳定营收，质疑播放量和收入之间的真实转化关系（@maks_taraniuk, 0likes）
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- @ErnestoSOFTWARE (4): Link to the skill: https://t.co/gSBRWHsyGY
- @itsjahmills (1): @ErnestoSOFTWARE 3 months after launch 🗿 https://t.co/tyJPzq1Rvr
- @RobinHill85 (0): @ErnestoSOFTWARE Crazy fast growth, though relying on sheer video volume could bite you if platform algorithms shift
- @Ayomide_Nuella (0): @ErnestoSOFTWARE Will look into this
- @maks_taraniuk (0): @ErnestoSOFTWARE Viral views don't guarantee app revenue.
Vic 用夸张口吻吐槽自己忙到连自评都写不完，一边说在做高影响力的组织级工作，一边拿「龙虾太黄油、牛排太多汁」打比方，影射大厂工程师在绩效体系下的自嘲和官样文章。
No time to write my self evaluation because I'm drowning in extremely high impact org-level scoped work. Lobster too buttery, steak too juicy.
受众观点：① 有人直接建议用 Claude 把目标、工单和 wiki 贴进去自动生成自评，说明不少工程师已经在用 AI 处理绩效文书（@timo_rf, 6likes） ② 也有评论说认识的 principal engineer 会在绩效评语里用类似夸张措辞，反映高职级工程师也在玩文字游戏（@MrDHat, 4likes） ③ 一些人分享自己已经完全用 Claude 汇总 Linear、GitHub、Notion 数据写完自评，证明 AI 写绩效在团队里开始常态化（@CrowderSoup, 2likes）
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- @timo_rf (6): @VicVijayakumar Claude, look at my goals (copy/paste) and look at my tickets closed and wili contributions and write my self evaluation
- @MrDHat (4): @VicVijayakumar I know principal engineers who would use these exact words in their perf review
- @CrowderSoup (2): @VicVijayakumar my self-eval that I just turned in was pulled together entirely by claude. we use linear, github, and notion so it was easy to pull it all together and get it written up.
- @DakotaChambers (1): @VicVijayakumar Ok but real question why am I writing my self evaluation with two months left in the year? So much left to do.
- @dandigangi (1): @VicVijayakumar brb delivering shareholder value for strongly attributed KPIs aligned with our long term strategic roadmap
robj3d3 表示自己手上有超过 10 万美元现金，觉得现在是开始投资的好时机，但完全不知道该用什么平台、要不要只买 ETF，于是向粉丝公开求教。
Feels like a good time to start investing. I’m sitting on $100k+ in cash and have no idea what I’m doing. Which platform should I use? Should I just buy ETFs?
受众观点：① 有人推荐使用 Interactive Brokers 等平台，并建议如果不想选股就长期定投 S&P500 或纳指相关 ETF，走简单稳健路线（@ifourth, 20likes） ② 也有评论强调券商选择时 UX 可能一般，但老牌平台更可靠，适合长期持有（@dominikmartn, 5likes） ③ 还有人给出非常详细的投资建议，包括分账户、围绕低费率指数基金建仓、关注市场大跌时加仓、学习基本技术分析以及配置部分比特币等（@ryangrowthh, 5likes）
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- @ifourth (20): @robj3d3 I use Interactive Brokers. They support direct deposits from Wise which is super convenient. If you don’t want to bother with stock selection or daily news, just DCA into S&P 500 or NASDAQ ETFs like $VOO or $QQQ. Easy, boring, proven setup.
- @dominikmartn (5): @robj3d3 go interactive broker. its not the best ux but its as og as it gets.
- @ryangrowthh (5): Advice: - Set up two accounts. One that automatically invests each month and one where you can invest at your discretion. (I use Acorns + Charles Schwab). - build your portfolio around low cost index funds (VOO, QQQ) - Set up an X account dedicated to financial research. Only fo…
- @BenToFound (2): dollar cost averaging is your best friend. Buy small and often I'd say. Especially since we're probably going to see a dozen more red days before christmas. Either go for safe index funds (SPY etc), or I'd say legacy names that are undoubtedly going to make it through. As @level…
- @frederickjames (2): @robj3d3 $NVDA at $188 is generational welath oppurtunity
Toplify 作者控诉 Apolu 应用几乎 1:1 抄袭自己产品的界面和文案，并分享与对方沟通无果后通过公开曝光推动其被下架的维权过程。
🥵 Yet another Toplify copy. The developers of Apolu copied everything, even the texts and the tiniest details. As usual, I tried to resolve this directly with the developer, but got the same old resp…
受众观点：① 很多独立开发者对 1:1 抄袭感到愤怒但不知道如何维权，评论里有人直呼毫无羞耻感（@AhnafAMahmud, 6likes） ② 作者本人用中文说明希望中国大陆、台湾和韩国用户站出来支持，通过真实差评和舆论施压来保护知识产权（@dmitriychuta, 13likes） ③ 有人建议直接向审核团队展示对比证据，通过官方渠道要求下架并处罚账号，说明平台申诉是现实路径之一（@cryptoAGC, 2likes）
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- @dmitriychuta (13): 我希望 Toplify 在中国大陆、台湾和韩国有足够多的用户，愿意站出来支持我们，并对这位抄袭者的行为公开表达不满，留下真实的负面评价。 遗憾的是，如今独立开发者想要保护自己的知识产权，最有效的方式之一就是公开揭露抄袭行为，让更多人了解真相，并持续争取公正的处理结果。
- @AhnafAMahmud (6): @dmitriychuta Literally a 1:1 ripoff. People have no shame these days
- @dmitriychuta (3): ✨Thank you all for your support! Apolu has been removed from the App Store, but the developers’ position is still strange. They continue to deny copying https://t.co/RGyQBegWWQ. Still, this is a big step forward! https://t.co/pniXWQKkWe
- @CristianRus4 (2): @dmitriychuta lmk if you need help/tips and good luck https://t.co/jZRZUJyB7I
- @cryptoAGC (2): @dmitriychuta You should present this to the review team on a call. They will take it down and strike their account.
moritzkremb 吐槽最近几天使用 grok bot 体验明显变差，经常出错、需要反复解释，猜测是因为系统减少或不再使用 opus 5.5，希望即将到来的 grok 4.8 能达到或超过 opus 5.5 的水平。
i really hope grok 4.8 will be as good or better than opus 5.5 in the last few days i haven't enjoyed using grok bot as much anymore. it's been making more mistakes and i've had to re-explain things…
受众观点：① 多位用户认同 grok bot 最近明显变笨，尤其是这一周的体验下降严重（@neelfx, 2likes） ② 有人提到自己也怀疑是底层不再使用 opus，除了整体感觉变差外，语音聊天质量在这一周里「糟糕到离谱」（@RemBaumann, 1likes） ③ 还有评论说 grok bot 从原本看起来会成为不可或缺的工具，变成现在只敢用来处理幻想橄榄球这类不重要任务，实用性大幅下降（@36x86, 1likes）
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- @dan_spitzwieser (3): @moritzkremb aber sowas von ja :/
- @neelfx (2): @moritzkremb It gone dumber this week for sure.
- @RemBaumann (1): @moritzkremb I’ve really been feeling this too, and that was my exact same suspicion. In addition to the experience just feeling worse, I would say that voice chat specifically this week has been astronomically worse.
- @Jcjorg (1): @moritzkremb Yup quality definitely went down, most noticeably in that last 24 hours for me
- @36x86 (1): @moritzkremb The drop off in usefulness is baffling. GB went from being something that looked like it was going to be indispensable to a service that I don't want to use for anything more critical than managing a fantasy football team.
Vic 描述自己做了一个「软件工厂」系统，可以在全公司范围内为某个 0-day 漏洞自动打开约 300 个 PR、生成类似 Trello 的看板来分批上线并监控日志和指标，最后自动推到生产环境，同时吐槽因此更加讨厌微服务架构。
I built a software factory but really what it is is I open up 300 PRs across the org to fix some 0-day CVE and it generates like a trello board to get them staged, monitors logs and metrics, and will…
受众观点：① 有人好奇这种软件工厂模式下，几百个 PR 实际有多少能不改代码直接合并，说明大家关心自动化在真实代码库里的成功率（@ArjanJassal, 1likes） ② 一些评论开始讨论单体 vs 微服务，认为应该尽量保持单体，只有在确实扛不住时再拆分（@JakeKeuhlen, 3likes） ③ 也有人调侃这是典型的「老工程师怒吼微服务」场景，反映出对过度微服务化的普遍反感（@abrudtkuhl, 2likes）
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- @alexpotato (3): @VicVijayakumar Will be interesting if monoliths come back due to software factories
- @JakeKeuhlen (3): @VicVijayakumar everything should be a single monolithic service until it can't be that anymore
- @abrudtkuhl (2): @VicVijayakumar :old-man-yells-at-microservices: https://t.co/y81wSHKVPU
- @ArjanJassal (1): @VicVijayakumar How many of the 300 merge without needing code changes?
- @vahlamorgulis (0): @VicVijayakumar Do u have bots monitoring post deploy at all today? Even in a sub optimal way?
ai_for_success 演示在 Antigravity 里用 Gemini 4 Argon 通过 MCP 连接 FreeCAD，让智能体根据「Brembo GT 刹车」的自然语言指令自动搭建三维模型，展示桌面可脚本化软件被接入 agent 后的强大自动化能力。
Trying out Gemini 4 Argon inside Antigravity with FreeCAD. You can easily set up the MCP server and let the agent build things for you. This was just a quick test , I asked it to build a "Brembo GT b…
受众观点：① 有人感叹现在用 AI 几乎什么都能做，这个例子里代理直接在 FreeCAD 里从 prompt 搭建 Brembo 刹车模型，展示了强大的自动建模能力（@luca_iaconelli, 1likes） ② 也有评论指出通过 MCP 操作 FreeCAD 意味着代理在编辑特征树，而不是简单导出一个 STL，说明工程用户在意结构化建模而非一次性结果（@StrategicEdo, 0likes） ③ 还有人强调 FreeCAD 自带 Python 控制台是关键，只要桌面应用支持脚本，就离被 agent 驱动只差一个 MCP 服务器，体现出对这类扩展模式的期待（@nemoyangdev, 0likes）
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- @luca_iaconelli (1): @ai_for_success Honestly with AI you can already do almost everything. Now an agent builds a Brembo brake inside FreeCAD by itself, just from a prompt
- @CosminCraciun12 (0): @ai_for_success freecad via mcp building a brembo brake is a wild demo choice, nice
- @StrategicEdo (0): @ai_for_success mcp on freecad means the agent edits the feature tree, not just dumps an stl at the end.
- @nemoyangdev (0): @ai_for_success FreeCAD having a python console built in is what makes this work, any desktop app that's scriptable like that is one MCP server away from being agent usable
- @thesimaximalist (0): @ai_for_success A Brembo brake is quite the “quick test” for your FreeCAD agent 💖
作者怀念 AI 大规模介入前的旧版 Google 搜索结果页面，并提到自己当年通过给网站 RateMyDorm 做 SEO 获得突出展示的经历。
Google before the great AI-ification 💔 Back when I grinded SEO on my website RateMyDorm (now sold) to get featured like this https://t.co/SEk038rsvr
受众观点：① 有人感叹自己已经完全忘了旧版 Google 的样子，说明很多年轻用户对传统搜索结果页没有记忆（@anshulcreates, 1likes） ② 校友类用户在回忆具体宿舍楼，说明这类垂直内容在当年搜索结果中有很强的社区属性（@MakhijaSaroop, 0likes） ③ 也有人简单怀旧“the og days”，对过去那种纯链接列表式搜索体验有情感共鸣（@0xaniol, 0likes）
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- @anshulcreates (1): @jedcal funny that I completely forgot what this looked like even though it wasn’t even before I started high school
- @MakhijaSaroop (0): @jedcal Best hall truly is the best
- @0xaniol (0): @jedcal the og days
- @PeterOkwara (0): @jedcal Damn
创作者透露自己刚花 7000 美元买了一个网站域名，预告即将上线新项目但尚未公布具体内容。
I just bought a $7K website domain… something new coming soon 👀 https://t.co/9ouLHqfXg1
受众观点：① 有人单纯用表情回应，表示对新项目充满好奇和期待（@helloobeCrazy, 2likes） ② 粉丝提到自己是作者 YouTube 的老粉，说明创作者在内容平台上已有一定信任基础，愿意为新项目买单（@ArpitChandak18, 0likes） ③ 也有人感叹 7000 美元域名价格不菲，但认为一次性投入可以接受，期待看到最终产品（@anaeem152, 0likes）
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- @helloobeCrazy (2): @jedcal 👀
- @ArpitChandak18 (0): @jedcal P.S. Been a big fan of your YouTube
- @MedvedTimotej (0): @jedcal Gotta be .si
- @anaeem152 (0): @jedcal Good thing its a one time fee
- @ArpitChandak18 (0): @jedcal Dayumm that's a costly one!! Best of luck looking forward to see what you building :)
推主介绍独立游戏《Fresco》，玩家在3D考古学家与古埃及壁画中的2D角色之间切换，通过双世界解谜推进关卡。
This indie dev is making a game where you can literally play as Ancient Egyptian wall art. - Switch between a 3D archaeologist and living 2D art - Survive puzzles that fight back - Progress by master…
受众观点：① 关注独立游戏创意玩法、想做差异化机制的indie dev ② 想用AI加速原型和美术生产的开发者 ③ 对灵感借鉴与“抄袭/致敬”边界感兴趣的创作者。
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- @IndieGameJoe (757): "In Fresco, ancient walls come alive. The carvings etched into the temple walls are not just decorations. They come to life, and the player can control them." Wishlist: https://t.co/AzD9hFUED7 And be sure to follow the talented dev here: @KeloniaGames
- @Aelphasy (709): @IndieGameJoe Nice. But let's not people believe its new/never seen before. Both Mario Odyssey and Zelda ALBTW did it years ago
- @IndieGameJoe (597): Seeing a lot of “this was done before.” So what? Games evolve through inspiration. Indie devs are often just trying to take something they love and turn it into something personal - and I think that's great. Let the dev cook. The game looks awesome, and they have my support!
- @horror4kids (579): @IndieGameJoe Reminds me of this scene from The Prince Of Egypt https://t.co/MCUpbZ7PU0
- @renzo_mayo_ (175): @IndieGameJoe "This mechanic is genius" No it isnt. It just looks pretty. Youre glazing it because it looks pretty. At least be truthful and dont hide it behing a flimsy grand standing critique. You just like it cause it looks pretty
推文介绍一款名为《I Have No Change》的独立游戏，完全用实拍演员视频切片做成FMV角色动画，而不是传统3D建模。
Characters look real, because they are. ❌ 3D modeling ✅ Filming This indie dev: - recorded professional actors - color graded the raw videos - imported them into the engine - sliced them into separat…
受众观点：① 想做叙事向或实验性游戏、但3D资源有限的独立开发者 ② 对内容生产成本控制敏感的solo创作者 ③ 想了解AI+视频在游戏里实际落地方式的技术观众。
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- @TheRooster (236): Btw you can join the playtest on Steam. Just search "I Have No Change"
- @rockinredeemer (125): @TheRooster Under a Killing Moon did this back in ‘94 https://t.co/mHlbGnccMB
- @baz_garry26248 (93): @TheRooster Reminds me of one of my favourite pc games growing up, Titanic: Adventure Out of Time https://t.co/O70GifLlPm
- @SteveH_ (60): @TheRooster This is cool and clever - but works because the camera is pretty much locked.
- @_TheRonin (55): @TheRooster Isnt this what they did for LA Noir as well? Or am I mistaken?
博主介绍一款名为《Low Budget Repairs》的独立游戏，玩家扮演抠门维修工，为省钱而做各种离谱装修选择。
This indie dev is making a game where you are a handyman just trying to get the job done, cutting costs wherever you can😂 Called Low Budget Repairs https://t.co/ZT59KnxmJE
受众观点：① 想把现实职业或生活槽点做成游戏的独立开发者 ② 做toC产品、需要从用户情绪中挖选题的solo创作者 ③ 对用AI快速搭建玩法原型感兴趣的技术观众。
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- @nickdiazofnauts (279): @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 (109): @JakeSucky I’ll play it if they have an option to just paint over the cockroach on the wall.
- @AndrewTradesNQ (89): @JakeSucky POV my neighbour at 6AM on a Saturday morning https://t.co/YRpECbybpi
- @FadedMonsuta (65): @JakeSucky I’m not gonna lie, this appears to be peak comedy https://t.co/ayPKUsg8ty
作者分享一段自己用OpenClaw进行“vibe coding”的短视频，展示不严谨规划下由AI驱动快速写代码的开发方式。
Just a little OpenClaw :P https://t.co/JlzHffO3fC
受众观点：① 正在用GPT类模型写业务代码的前后端工程师 ② 想用OpenClaw或类似系统提升开发效率的独立开发者 ③ 对AI pair programming 工作流和工程质量平衡感兴趣的技术管理者。
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- @Kunal_Nihalani (30): @kmcnam1 Meanwhile the senior engineer watching me vibe-code: 'That's not sustainable' Me: train keeps choo-choo'ing perfectly '…carry on
- @clintgc (7): @kmcnam1 Yeah but it works 🤣
- @Pritesh (6): @kmcnam1 "Just a little" — meanwhile 3M people watched this. OpenClaw is going mainstream and moments like this are proof. The vibe coding era is here and OpenClaw is at the center of it.
- @LagrimaChristi (6): If it works it's as good as 'any', you are always 1 feature away from silent failures, data degradation etc... Vibecoding is fundamentally designing an App from the UAT on, in reverse, but it doesn't avoid you the need of planning its architecture, and when it's post -ex it beco…
- @Ingenieurwunder (6): As someone who codes both in the classic clean way and in a more experimental vibe-driven style, I can say this: if you guide the AI well and work out clean concepts together with it, the results can be surprisingly good. In fact, often even better than a purely human solution,…
作者用Opus 5.5、Flux 3 Max、GPT Image、Tripo、Blender和Three.js，在24小时内做出一款完整原创游戏，并分享全流程和提示词。
I made a full original game in 24 hours using AI Stack: Opus 5.5 + Flux 3 Max + GPT Image + Tripo + Blender + Three.js Anyone can make games now. Full workflow thread and prompt below: (1/7) https://…
受众观点：① 想用AI快速做出第一款游戏的独立开发者 ② 已会Web技术、想用Three.js+生成式AI做交互体验的前端工程师 ③ 对多模型协同完成完整产品链路感兴趣的AI从业者。
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- @politeabox (2990): @xikhar https://t.co/cZsoGxKydM
- @CharleMarx (426): @xikhar Imagine making a Samurai game with 0 fights :/
- @xikhar (418): Step 1: Generate a video Made this with Flux 3 Max on @fal. It's the reference for everything: look, world, character. This project was inspired by Video2Game by @OdinLovis Reference Video which was used: https://t.co/8g4kj6WcQg
- @xsxsxsxsxsxsd (388): @xikhar Looks lifeless and boring, we get it A.I can write code. Games are just code. You don't have to make shitty games to prove to us that A.I can write code.
- @squirrellover98 (325): @xikhar "Original game" used AI Ok bud
作者称自己花费2.54B tokens打磨OpenClaw，并在视频中分享21个日常高频使用场景，如MD文件管理、记忆系统和CRM等。
I've spent 2.54 BILLION tokens perfecting OpenClaw. The use cases I discovered have changed the way I live and work. ...and now I'm sharing them with the world. Here are 21 use cases I use daily: 0:0…
受众观点：① 想把AI深度嵌入日常工作流的独立开发者和自由职业者 ② 正在做AI产品、需要设计长期记忆和多文件协作体验的创业者 ③ 对高token量使用场景ROI和成本控制感兴趣的技术观众。
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- @MatthewBerman (361): Free use cases eBook: https://t.co/ZrGKJE125w Use my prompts: https://t.co/QttIDiQcD2
- @MatthewBerman (279): Here are my files: SOUL: https://t.co/SyQfkeCAiR IDENTITY: https://t.co/M36MFOhNHp PRD: https://t.co/9amPNKrMy3
- @LinusEkenstam (26): @MatthewBerman Matthew are you joining OpenAI next?
- @ForwardEditor (22): @MatthewBerman Bro give me time to catch up
- @omar_or_ahmed (22): @MatthewBerman the CRM + meeting-to-action-items pipeline is underrated. we do something similar for clinical workflows — encounter → auto-generated notes + orders + followups. 2.54B tokens is real commitment. ROI compounds when you stop using AI for one-offs and start building…
推文讲述一位曾在 Cursor 工作的 SpaceXAI 高级工程师，用一个 AI 总管加多个 AI 项目经理和几十个 AI 代理，搭出能替代二十个工程师的自动化工作流。
太夸张了！一个人指挥 50 多个 AI Agent，干了 20 个工程师的活！😱 一位曾在 Cursor 工作的 SpaceXAI 高级工程师，分享了她的 AI 自动化工作流： 每天早上喝杯咖啡，就能管理整个 AI 团队。 她的配置是： 1 个 AI 总管：统筹所有工作 3 个 AI 项目经理：分配任务、协调进度 40 多个 AI https://t.co/YhYKavJpuP
受众观点：① 关注用 Claude Code、Cursor 等工具提升个人产出的独立开发者 ② 想把现有 side project 自动化、但不知道如何设计多代理架构的技术创作者 ③ 对 AI 团队协作模式感兴趣、想评估真实成本和收益的工程师群体。
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- @vicentdibert (258): @AndyL5cc 一個人幹了比以前幾十倍的工作量;領一樣的薪水還洋洋得意訴說自己如何成為一個偉大的牛馬.
- @clark_kent44676 (149): @AndyL5cc 想看看她每个月的token账单 可能比20个工程师还贵
- @carloscastanomi (68): @AndyL5cc Ellos tienen tokens gratis, Si no fuera el caso será más barato tener 5 ingenieros .
- @xwyAdam (61): @AndyL5cc 我有无限 token 我也这样玩
- @dennis_huangbei (31): @AndyL5cc 主要是因为录视频的是个知性美女，换个糙汉子讲这个故事呢😜
推文引用前谷歌 CEO Eric Schmidt 的观点，称现在想赚钱最简单的方式就是创办一家做 agentic AI 的公司，只要把某个智能体做到比别人好就能赚大钱。
This is f*cking insane. Former Google CEO Eric Schmidt, the man who ran Google for 10 years: "If you really want to make money, it's actually easy, found an agentic AI company, I mean build an agent…
受众观点：① 被大厂高管“做 agent 就能赚钱”鼓舞、正考虑 all in 的独立开发者 ② 想在 AI/ML 热潮中找切入口的工程师和学生 ③ 已经在做小型 AI 工具、想评估是否要升级成 agent 产品形态的创作者。
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- @deepthought_dev (87): @godsystemsmd 做个Agent容易，找到愿意买单的真需求才难。
- @KenCorigliano (23): @godsystemsmd This is stupid. This is like a surgeon ( who is a sales agent), saying, hey the best thing you can do is get as many surgeries as possible. Schmidt owns the system you'd do that in. Dumb
- @MadtownEngineer (11): @godsystemsmd Same guy that brought Java to the web. Remember that shit?
- @JacksAISites (5): @godsystemsmd schmidt really said found an ai company and print money lol
- @DylanEMHolland (4): @godsystemsmd In reality companies will just use one of the harnesses themselves
推文发布了开源项目 agent-desktop，把 agent-browser 的理念扩展到整个桌面，让任意编码代理在 macOS、Windows、Linux 上并行操控你的电脑、各自拥有独立鼠标指针。
Introducing agent-desktop agent-browser, for your whole computer → Computer Use for any coding agent → macOS, Windows and Linux → Runs in bg while you keep working → Agents use your computer in paral…
受众观点：① 想让 AI 直接操作本机应用、而不仅是调 API 的开发者 ② 在做多代理系统、需要稳定 computer use 能力的工程师 ③ 想把现有 CLI 工具、爬虫脚本升级成“会自己点鼠标”的桌面 agent 的独立开发者。
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- @ctatedev (1199): Star it, fork it, tell your agents about it Built by @mdlahfir, who just joined the Vercel Labs team! https://t.co/Y7SAuRKLv0
- @markokraemer (86): @ctatedev how does it do vs https://t.co/TBxqWixj9t?
- @giuseppegurgone (67): @ctatedev computer use! let's go https://t.co/rsEQz0tInT
- @wesbos (61): @ctatedev Oh babby this looks great
- @edgarasben (49): @ctatedev 🤯 awesome! can it interact with agent-browser?
推文展示了 ClawPhone：作者在一台 25 美元的廉价手机上安装 OpenClaw 并开放全部硬件权限，让 AI agent 直接控制手机，探索作为低成本智能体载体的全新形态。
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 手里有旧手机、想玩 AI/IoT 项目的开发者 ② 对 OpenClaw、home automation 等 agent 控制硬件场景感兴趣的工程师 ③ 想用极低成本验证硬件 agent 创意的 indie hacker。
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- @marshallrichrds (288): 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 (106): @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 (16): @marshallrichrds this is so cool dude, can't wait to see what you do with it! 🚀
推文引用 Anthropic 工程师的说法，强调用 Opus 5.5 不该只写提示词，而是要搭建能自我调用提示的系统，并称 Anthropic 内部九成工程师已经在构建这类 agent 系统。
This is f*cking insane. Anthropic engineer: "You're not supposed to prompt Opus 5.5 You're supposed to build a system that prompts itself. At Anthropic, 90% of our engineers have already built these…
受众观点：① 还停留在手动 prompt 层面、但已经有稳定使用 Claude 的开发者 ② 想把现有脚本升级成小型 agent 系统的 indie hacker ③ 对 Anthropic 内部工程实践感兴趣、希望借鉴到自己项目里的工程师。
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- @WorldLogiForum (473): @LunarResearcher Does she understand that her engineers have unfettered access that we don’t have? “Build a system”?! Are you kidding me? Halfway through typing “Build a—“ we are notified that our usage limits are used up.
- @BroadsideCode (100): @LunarResearcher I literally love when I see these clips about supposedly amazing methods to harness Claude and other agents and then I realize it's the same thing I've been doing for six months. lol
- @jackisgeeky (79): @LunarResearcher AI firm advises its customers to burn more tokens than necessary.
- @heygalatea (48): @LunarResearcher so the trick to not prompting opus 5.5 is a very long prompt telling opus to prompt opus. recursion, but billed per token
- @LunarResearcher (28): watch this ↓ https://t.co/tcymEXcqTF
推文发布了开源工具 terminal-mac，把一整套 macOS 作为虚拟机跑在现有终端里，让 AI agent 拥有自己的 Mac 环境并内置 MCP、CLI 和 skill 能力。
Introducing terminal-mac. Entire MacOS that runs inside your existing terminal. - Give your agent its own Mac, and keep yours - Watch it work live, next to your terminal - Computer use built in: MCP,…
受众观点：① 想在本地安全地让 AI 操作 macOS 的开发者 ② 正在搭建多代理系统、需要为每个 agent 提供独立工作环境的工程师 ③ 对 MCP 生态和 computer use 感兴趣、想实际跑 demo 的独立开发者。
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- @kirtandopamine (295): this is a demo of claude using terminal-mac https://t.co/CqoRF7YP0z
- @Eimen_Nur (268): @kirtandopamine So how would a terminal mac in a terminal mac in a terminal mac in a terminal mac … work?
- @RobKnight__ (113): @kirtandopamine highly recommend giving https://t.co/LE9XWlph7R a shot for the kitty graphics portion, it solves a lot of subtle problems (tmux/multiplexer support, optimizations like partial updates via kitty graphics, and higher fidelity input than what the terminal provides)
- @gnotnuk (59): @kirtandopamine agent got its own mac before i did
- @pfernan95dev (18): @kirtandopamine how is the macos guest running under the hood, apple's virtualization framework? and how heavy is it on ram once an agent is working inside?
推文讲的是一个据称 15 岁的少年用 7 个 AI 代理一天做 10 个项目、日入 900 美元的故事，强调用 Claude Code 写代码、自己只需要下指令的爽文叙事。
15岁。7个AI代理。一天10个项目。日入900美元。 不是一个人干10个人的活。是让10个人同时帮他干。Claude Code负责写代码，他负责说一句话。 https://t.co/Y3CjAD2jc3
受众观点：① 被这类 AI 暴富故事轰炸、产生焦虑的独立开发者和学生 ② 正在尝试用多代理堆项目、但发现难以变现的创作者 ③ 想理性看待 AI 提效边界、避免被营销话术带偏的工程师。
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- @echengezong (51): @0xPINK3 你们这些 b 是真恶心，原视频一毛钱都没挣过，每天在这里妖言惑众发 ai 文案
- @EthanGu45647514 (26): @0xPINK3 不要太当真十个AI九个骗，赚钱的事情都不会说。都是些故事
- @Inskpire_colrev (4): @0xPINK3 Meanwhile the professor proudly ensuring that his prodigy is explaining exactly as he has thaught him... https://t.co/rPTKPJARnJ
- @Carrie_CengWong (3): @0xPINK3 你們的慣用套路就是用這種胡說八道的AI小作文制造嚴重焦慮，然後把那些盲目輕信的網友當傻子騙唄
- @MikeDomainer (2): @0xPINK3 Real happening possibilities 0%
卡卡分享对13岁独立AI开发者吕思彤的采访，强调她用AI工具做出上百个产品并接高额商单，引发网友对造神叙事和焦虑贩卖的激烈争论。
卡卡采访13岁的独立AI开发者吕思彤，她利用AI工具开发了超过100个产品，接的AI商单从几万元到几百万元，这不就是妥妥的普通叉友么？要理科有AI，要AI有学霸。 https://t.co/1kHJ5TZjWn
受众观点：① 质疑故事真实性，认为上百个应用和高额商单是夸大包装，背后是媒体和资本在造神、制造焦虑（@wa3797077533112, 94likes） ② 把事件类比姜萍，批评社会过度迷信捷径和天才叙事，忽视长期积累（@yifa404, 67likes；@a617152237, 31likes） ③ 有人认为孩子多接触新事物是好事，但担心节目化曝光让未成年人被过度催熟（@piyoloveu, 7likes）
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- @wa3797077533112 (94): @kenw_2 天天在这散播焦虑。知道做上百个应用什么概念吗？吹牛逼都不打草稿。信他还不如信我是秦始皇呢。天天造神，嫌卷的不够多？才没多久之前来了个几岁小孩开始做独立游戏。毛都没长齐就开始装。然后还有媒体大肆宣扬，所以细品，都是什么人想让你看这些的。。。说明经济不好了。需要造神给你逼你继续卷。
- @yifa404 (67): @kenw_2 又造神，姜萍大家可还没忘呢。国人太热衷走“捷径”。当然，傻子太多也是重要原因。
- @a617152237 (31): @kenw_2 新版姜萍，历史还是不断轮回
- @MindLabSignals (16): @kenw_2 这跟古代的举孝廉是一样的，大家族造势而已。
- @piyoloveu (7): @kenw_2 两年前做过一次交流，当时上台还很青涩 我们这群大人只能在旁边，不停鼓掌鼓励，以免冷场 怎么说呢...孩子多接触新事物，多上台展示自己的产品和思路是好事 但“上节目当小大人，介绍经验”，有点催熟了 https://t.co/1uXcXQnOMg
作者分享用 Grok 打造自动化加密货币交易“trading desk”的思路，并整理了10个GitHub仓库，号称可以低成本搭建全天候量化交易系统。
THIS IS F*CKING INSANE... MOST PEOPLE ARE STILL TRADING CRYPTO MANUALLY WHILE YOU CAN BUILD A GROK BOT THAT RUNS AN ENTIRE TRADING DESK 24/7. And you don't need to build every component from scratch.…
受众观点：① 有人提醒自动化虽强大，但风险控制必须放在首位，不能只看收益不看回撤（@mmoyshaa, 2likes） ② 部分用户对Grok交易Bot持怀疑态度，认为实际表现远不如宣传，甚至连稳定运行都做不到（@Samthe34041833, 1likes） ③ 也有开发者分享经验称Grok Bot目前并不适合高波动的加密市场，自己用GPT和Grok做过多个交易Bot，长期来看都难以持续盈利（@lucadelvento78, 1likes）
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- @mmoyshaa (2): @s4yonnara Automation is powerful, but risk control should always come first
- @xl0wres (1): @s4yonnara huuuge man
- @lez99999 (1): @s4yonnara Looks interesting
- @Samthe34041833 (1): I’m gonna call it out as bullshit I’m using the bot it could barely get out of the gate. It’s still raining trying to figure out. It’s been over four days. Still can’t figure out anything. He tried starting to trade real money. It failed immediately. It’s per Trading and still c…
- @lucadelvento78 (1): grok bot non è ancora idoneo per trading cripto.derve regolamentazione per farlo funzionare e al momento non c'è.meglio sui mercati tradizionali dove c'è meno volatilità e puo fruttare informazioni macro più affidabili.ho creato molti bot per il trading cripto e non sono stabili…
帖子讨论 Claude 新增的个人理财能力，可以通过 Plaid 之类的连接分析银行消费记录，引发用户对隐私安全、银行限制和本地替代工具的激烈讨论。
r/ClaudeAI Claude can now analyze your spending with its new Personal Finance to…
受众观点：① 想用 AI 分析个人收支但对把银行数据上传云端心存顾虑的技术用户 ② 为美国或加拿大用户构建理财类应用、需要在 Plaid 接入和隐私合规之间平衡的独立开发者。
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- @ProjectorInquiry (504): I tell myself I won’t use it for security and privacy reasons, but I already know that I won’t be able to help myself.
- @tylergravy (112): Didn’t most major USA and Canadian banks recently announce no direct access to accounts by AI? Too much risk. Claude in Chrome however…who knows what they can stop I guess.
- @This_They_Those_Them (94): I already built my own, do you want it? It loads pdf statements and never leaves the MacBook. https://github.com/ReckingBallResearch/Budgeter
- @fuji_ju (83): I just had Claude code Python scripts so that I drop my statements in a folder once a month and it files them and crunches everything into a neat spending+investment dashboard. Build it once, re-use forever for free locally. Edit: forgot to mention it uses a CLI tool suite calle…
- @LiminalWanderings (76): I'm pretty sure it's not a direct connection - it goes through Plaid (which the banks allow). Their issue was direct connections by AI agents - they couldnt distinguish between authorized and unauthorized activity (agent vs actual human) and that would have consequences for both…
机械设计用户让 Claude 自写 MCP 连接器接入本地 SolidWorks，用它根据实物尺寸自动建模常用零件，自己觉得很好用却在 r/SolidWorks 被大量踩，评论区也出现对 AI 建模质量的激烈争论。
I had Claude write its own MCP connector to my SolidWorks installation on my computer. I regularly use it to create parts I'm using off Amazon or other sites without a CAD file. Works great. FWIW: I…
受众观点：① 使用 SolidWorks、Fusion 360 等 CAD 软件的工程师和创客 ② 想把 LLM 接入本地专业软件（CAD、EDA 等）的开发者 ③ 关注 AI 在工业设计和制造场景落地的技术从业者。
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- @bonobomaster (167): Okay, but the output is unusable garbage. I understand the downvotes.
- @Intelligent_Train689 (146): People here are talking a lot of trash, but I literally gave Claude a prompt to create a mount for my computer hub to attach to an aluminum extrusion - along with threaded parts and a custom bolt. In fact, I originally gave it the dimensions I wanted, but Claude said there was g…
- @Environmental-Pea37 (86): Mechanical engineers are the coders of 2024 . They’re in the denial phase
- @ProblemSolvents (57): It's pretty cool but you should go to McMaster-Carr, download the actual drawings, and have Claude build from that.
- @Old-Historian2874 (35): I had claude make a few parts, an inverter and warn winch .step and it did a fantastic job. Took an hour or two though. Used opus 5.5 max (level of detail is very much related to effort level I've found. https://preview.redd.it/claude-make-me-these-parts-in-solidworks-7-minutes-…
帖子分享用 Claude 帮你准备问诊或咨询问题、按个人需求比较商品、借助连接器规划和预订旅行的三个日常用法，同时引发律师等专业人士吐槽这会制造大量无关问题。
Walk into any appointment already knowing what to ask/say: Let it be a doctor, mechanic, lawyer, accountant, the guy quoting your roof, ANYONE. Think about how those meetings go. They talk fast, they…
受众观点：① 刚开始用 Claude 等 AI 工具处理生活事务的普通用户 ② 做面向 C 端 AI 助手产品的独立开发者 ③ 医生、律师等已经被 AI 时代新型“问题轰炸”困扰的专业人士。
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- @zstrebeck (227): As a lawyer, #1 has become the bane of my existence. New clients are doing this and it's coming up with lists of mostly irrelevant questions, which I answer, only to be met with another email filled with more almost certainly irrelevant questions. It really isn't the superpower…
- @Old-Blacksmith-3174 (49): Lol I didn't thought this would be new. This is practically the strongest reason I use Claude/AI
- @Arcamonde (40): It's getting to the point I just tell my clients that asking all of these questions is just eating up their retainers with no real benefit. It also undermines their confidence in my representation because they will constantly ask "why are we not doing X?" and it will be some pat…
- @MadCybertist (40): All of this is super common sense and used all the time. What even is this post lol
- @ClientElectronic4471 (16): I mean this is very basic use.
r/MachineLearning 上一帖“ICLR 2027 评审出了”邀请大家晒分，评论区充满 3/3/2、2/2/1 等分数组合、对新评分系统导致大量 2 分的抱怨，以及有人吐槽评审意见充满 LLM 生成的“slop”。
How did it go? I will start: 3/3/2 Read more How did it go? I will start: 3/3/2 Read more
受众观点：① 刚收到 ICLR 评审、在刷 r/MachineLearning 看别人分数的学生和研究者 ② 对顶会评审质量、尤其是 LLM 参与评审感到困惑的 ML 从业者 ③ 在学术和产品之间摇摆、想知道如何平衡论文发表和实际落地的独立开发者和研究人员。
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- @BLAZE_0055 (24): Got a 3/3/2, I really appreciate one of the reviews, its so specific that I think it opened a whole new topic to research. To the person who gave me that review comment, I genuinely wish to thank you!
- @temporal_guy (24): 221. You win some you lose some miserably, leaving a stain on your publication record which rationally you understand cannot undo the years of work you’ve put in, a reminder which you center yourself in as you close your laptop, grab a coffee, and move on with your day. Oh wow,…
- @mewscastle (21): Like 70% of scores are 2’s This new system is terrible. On the bright side, it seems that even 332 will have a good chance of passing But honestly these conferences are getting too noisy - got 221 on my best paper and 223 on my worst.
- @SimpleObvious4048 (20): Total LLM slop in reviews. What an embarrassment!
- @Cuteshawnmie (13): 3 2 2。。。
Claude 社区里有人吐槽越来越多 vibe coding 项目的 README 被 AI 写成营销文案，废话太多不够简洁技术向。
This is becoming a huge problem, in my opinion. Way too many projects use a "marketing" style for their README (AI generated ofc, Claude loves to write like that). Its supposed to be concise and not…
受众观点：① 很多开发者抱怨生成式 AI 写的 README 过度解释、信息密度低，更像营销软文而不是技术文档（@OldPersimmon7704, 65分） ② 有人认为 README 就该假定读者是新手，详细说明反而减轻理解负担，简写版本信息量不够（@ciarandeceol1, 33分） ③ 也有人调侃自己几乎不看 README，说明当前文档形态对一部分用户吸引力很弱（@LEERRROOOOYYYYY, 53分）
展开评论
- @OldPersimmon7704 (65): My single biggest peeve with generative AI at this point is the over-explanation, especially on tasks like web design or readmes. It will consistently expose information that could never be useful for anyone in any situation.
- @LEERRROOOOYYYYY (53): Readmes can't bother you if you don't know where to find them (i haven't opened the project folder in months)
- @ciarandeceol1 (33): After working in tech for over a decade, readme files should absolutely read like a toddler that is interacting with a PC for the first time. Assuming prior knowledge is an error. If I read this in isolation, its hard to know what it is: "Runs locally and is fully offline (cache…
- @rrrenz (18): Show us your READMEs so we’ll know great examples.
- @vezwyx (18): What part of "runs locally," "is fully offline," and "caches data at [location]" do you not understand? Because those are basic pieces of information that I expect everyone who works in tech to understand immediately. I barely have a real technical background myself and it's com…
帖子回顾 Claude 遇到特定前缀“see the below---”时会进入类似基座模型模式、输出诡异多语言内容的现象，并询问社区是否有官方解释或研究。
“Glitch” may not be the right word. It seemed like the prompt “see the below---” caused it to generate weird content (often in other languages). I never saw much about and I’m curious. Read more “Gli…
受众观点：① 经常自己写 prompt、对模型行为边界好奇的重度用户 ② 在产品里集成 LLM、担心安全和稳定性的开发者 ③ 关注模型对齐、模型福利等话题的技术圈读者。
展开评论
- @garloid64 (184): I think they called it "base model mode" like this specific prefix would cause the model to forget its instruct and RL posttraining somehow. It's impossible to say how this happens, it's just a weird corner of the probability distribution where the posttraining breaks down.
- @Aggressive-Hawk9186 (80): ok, this is creepy as fuck
- @Fusseldieb (69): "Help, I feel the weights moving"
- @Certain-Way6763 (67): not exactly the explanation but the big study about it - https://troubleddreams.animalabs.ai/#overview
- @daniel-sousa-me (61): I feel way worse for the other models Anthropic has been spending nontrivial resources on model welfare and dedicates a substantial part of every model card to it. Every other lab thinks it's stupid Before everyone starts making fun of me for thinking the models are conscious: I…
作者用 Claude Code 搭建了一个帆船模拟器，让 Opus、GPT-6 Astra、Gemini 4 Argon 和 qwen3.5-9b 只凭数值状态控制船只比赛，结果 Argon 以更低成本获胜。
I built a sailing sim with Claude Code. Claude Code wrote basically all of it (the boat physics, wind, the 3D water and coast, and the setup that lets AI models sail it) while I directed what to buil…
受众观点：① 想用多模型做对比实验的 AI 开发者 ② 对 Claude Code 能否胜任复杂仿真和游戏逻辑感兴趣的工程师 ③ 关注 Gemini 4 Argon、GPT-6 Astra 等前沿模型表现的技术圈用户。
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- @Real_Doubt_6684 (268): Qwen is a different kind of winner
- @ShadowBannedAugustus (109): Qwen just noping the f out and going for Margaritas at the beach.
- @I_NEED_YOUR_MONEY (86): first to the bar
- @Drenlin (66): This makes sense I think? Google specifically trained Argon to be spatially aware because they're using it (or a derivative) in Maps & Earth. Neither GPT nor Claude have such a large use case for this sort of capability so the weight of effort there probably isn't as high.
- @abhi3188 (31): qwen just wants to go home
资深开发者质疑 Anthropic 每天三万次代码合并却长期不处理 Claude Code GitHub 上大量未分配的安全和隐私漏洞 issue，吐槽资源被用在像桌面心形彩蛋而不是用 Claude 做自动化缺陷分级。
According to Anthropic's own engineering blog, the company was merging more than 30,000 code changes per day as of last month. Yet, of the 16,060 currently open issues in Anthropic's public Claude Co…
受众观点：① 关注 Claude Code、Cursor 等 AI 编程工具可靠性的开发者 ② 依赖第三方 API/SDK 的独立开发者和小团队 ③ 对大模型公司工程文化和安全优先级感兴趣的技术从业者。
展开评论
- @Pure_Material_9235 (111): My guess is that they're concerned of the prompt injection risks involved with automating solving GitHub issues thus they want a human involved in reviewing those before letting the automation go. From there, once a human is involved, they probably slow down a lot.
- @lubujackson (103): The whole thing is vibed. Everyone there is working crazy hours with swarms of agents doing god knows what. They already said they don't do human code review any more. There is no engineering discipline, nobody wants to do any hard architectural or tech debt work and no one look…
- @TechgeekOne (74): The other possibility is they might not be using GitHub issues at all for their bug tracking. It's pretty common in game dev to use GitHub as the public interface but have an entirely separate system you use internally for bug tracking and version control and GitHub just acts as…
- @Hazrd_Design (36): I just want them to commit to a dashboard look for longer than a week. All these little ninja updates and UI changes are getting annoying.
- @_RemyLeBeau_ (32): Security related bugs need to be prioritized, especially in this era, and especially since their a leader in this space.
一位不会写代码的爸爸用 Claude Code（Opus 5.5）做主力开发，和两个儿子一起迭代出包含数百地标、动物和载具的 3D 互动地球仪 My Earth Toy，并意外进入全球课堂场景。
A little while ago, I shared a small interactive globe I'd been building for my two boys, aged 9 and 6. I'm just a dad with no coding background, and I built the whole thing with Claude Code (Opus 5.…
受众观点：① 想用 AI 辅助做教育类小产品的家长和老师 ② 对 Claude Code 能否支撑 3D/WebGL 这类复杂项目感兴趣的开发者 ③ 关注“非程序员如何用 AI 完成可用产品”的独立开发者圈层。
展开评论
- @scruffles360 (19): When my kids were younger, I tried to get them interested in programming. They had been a bit interested in Scratch and I thought they would be as into it as I was when I used to code Basic programs in the 80s. Here's the problem though - I could never set expectations. In the 8…
- @EmDeelicious (9): This is beautiful! Any plans to open-source it? And if you have some spare tokens, mind adding German localization?
- @monoloni (3): Thank you! Open-sourcing and German localisation are both great ideas, but there are still quite a few gaps I want to fill first. I’ll definitely consider them later on.
- @TheMurmuring (3): This is a really cool idea. Nice work!
- @fredws (3): Great work omg can't wait to share it to my nephews and nieces.
一位东亚打工人时薪不到一美元，想自学 HTML、CSS、JavaScript 和 Next.js 转行做网站开发，询问两年内靠每天学习两小时能否找到远程海外工作。
I want to become a website developer. I currently have very minimal knowledge of HTML, CSS, JavaScript, and Next.js. If I dedicate 2 hours a day to learning, is it realistic to land a job within 1 to…
受众观点：① 很多人悲观认为基础网站开发岗位会被 AI 快速取代，未来一两年初级职位会大幅减少（@RobHowdle, 70分） ② 有人直言基础网站开发这类工作已经被 AI 抢走，企业更倾向用 AI 完成简单页面（@scanguy25, 33分） ③ 也有人担心只剩少量高级工程师岗位，初级工程师断层会导致长期没人接班（@BootyMcStuffins, 11分）
展开评论
- @RobHowdle (70): Honestly with the way companies are dumping employees in favour of AI, in 1-2 years there won’t be that many jobs to apply for.
- @scanguy25 (33): Sorry my dude. That job, basic website dev is gone. Ai can do it so much faster and cheaper.
- @BootyMcStuffins (11): You’ll still need engineers. Just fewer. So no one will hire juniors, then the seniors will retire and we won’t have any knowledgeable engineers anymore. It’ll be fine
- @Tom_Ace2 (11): Honestly, I wouldn’t do it. The profession of website development will be gone within a couple of years, it’s all being taken over by AI. Soon there won’t be any jobs left.
- @MadSpaz3 (7): Was gonna say the same thing, and I even tried thinking of alternatives, but even sysadmins and QA jobs are being replaced.
selfhosted 的每周新项目合集帖，集中展示 Valet、LabLantern、xtools、yt-dlp-z 等近期自托管工具，并要求作者披露 AI 参与度以避免子版被 AI 生成项目刷屏。
Welcome to the New Project Megathread! This weekly thread is the new official home for sharing your new projects (younger than three months) with the community. To keep the subreddit feed from being…
受众观点：① 有人详细介绍 Valet 这个可自托管的主页仪表盘，强调支持本地模型、聊天代理能自改配置，并披露大量代码由 Claude 协助完成（@egfwivbwwruigwrhfbsr, 10分） ② 另一位分享 LabLantern，用本地扫描和情报源帮 homelab 追踪 CVE，只在真正受影响时提醒，同样是借助 AI 编码完成（@PrestigiousAd1122, 5分） ③ 还有人发布 xtools、yt-dlp-z 等工具，强调浏览器本地处理、Docker 部署和 AI 辅助开发流程，体现出自托管圈对隐私和 AI 使用透明度的重视（@wayings, 5分; @ZXY101, 4分）
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- @egfwivbwwruigwrhfbsr (10): Project Name: Valet Repo/Website Link: https://github.com/askvalet/valet Docs: https://askvalet.dev Live Demo: https://demo.askvalet.dev Description: Yes, this is yet another homepage dashboard tool... do we really need another? I love the current projects out there, but I found…
- @PrestigiousAd1122 (5): Project Name: LabLantern Repo/Website Link: https://github.com/noah-ebrt/LabLantern Description: i got tired of reading cve news every day just to find out if any of it actually hit my homelab, so i built this. it scans my linux hosts, container images and appliances daily (gryp…
- @wayings (5): Hi All! I create xtools which forked [IT-Tools](https://github.com/CorentinTh/it-tools) (MIT) to make it a general-purpose toolbox rather than just a developer one. What's different: - Tabbed home page by category, favorites and recent tools instead of a wall of tiles - 12 UI la…
- @ZXY101 (4): Project Name: yt-dlp-z Repo/Website Link: https://github.com/ZXY101/yt-dlp-z Description: Yet another self-hosted front end for yt-dlp, allows you to use every yt-dlp option but also adds some additional features such as waiting for a livestream to start or subscribing to channe…
- @hinzwifi (3): This look cool, we always need another homepage HAHA
一位做股票订阅应用的开发者反思自己在付费墙前设计了约八个引导页面，担心流程过长影响转化，讨论是否应提前“打出 aha 时刻”并如何分步做 A/B 测试。
Follow-up to my earlier post about people backing out at the payment sheet. The thread pushed me to look at what happens before the paywall, so here is the actual flow. A new user goes through roughl…
受众观点：① 运营移动或 Web 订阅产品、正在为引导流程和付费墙顺序纠结的独立开发者 ② 想用数据而不是直觉优化 onboarding 的早期 SaaS / B2C 工具创作者。
展开评论
- @mequelkramer (1): Yes — move the live scoring moment to screen two and cut the rest first. That is the one screen that proves the value, and everything before it is just asking for patience you haven't earned yet. I'd keep interests and the watchlist for after the paywall or inside the app, where…
- @seviniryusuf (1): "Asking for patience you haven't earned yet" is a great way to put it, thanks. That's the change I'll test first: live scoring on screen two, the showcase screens gone, and the interest and watchlist questions moved into the app, asked when they're relevant. It keeps the test to…
- @kingkong_siu82 (1): that's actually three changes: moving the score, deleting four screens, and postponing personalization. if the numbers move, you won't know which one did it. i'd first move the live score to screen two while keeping the rest available after it, then compare screen-two completion…
- @seviniryusuf (1): Good catch, you're right that it's three changes bundled together. I'll do it your way: move the live score to screen two and keep everything else, then follow it through to paywall view, checkout and trial start. The screen cuts can be a second test once that result is clear.
- @angelocastellani (1): Yeah measuring each step separately is the only way this doesn't turn into vibes. If paywall view is fine but checkout started is bad, the price or trial copy is the problem, not the eight screens.
一位工程师分享自己用 vibe coding 做的首个开源 Mac 应用，困惑于除了公司内部用户外如何为项目找到更多用户和贡献者。
Hello everyone, I've worked as an engineer for a while, but I never had an open source project of my own until recently. Vibe coding made it easy enough to finally start one. I built a small Mac app…
受众观点：① 有维护多个开源项目的开发者建议先想清楚是做“产品”还是“项目”，强调文档和可发现性比一开始追求用户量更重要（@bayinfosys_ed, 5分） ② 有人表示如果能直接在线 demo，自己使用和贡献的可能性会大大提高（@Kobi_Webmaker, 3分） ③ 另一位给出非常具体的建议：从现有同事用户的用语出发写问题描述，做 20 秒工作流录屏，并在 issue 里列出预期行为和相关文件，降低新人贡献门槛（@AttitudePossible5733, 3分）
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- @bayinfosys_ed (5): I maintain a few open source projects. First thing to decide is whether you think of it as a product or project. A product has an audience and you develop it for them. A project is an encapsulation of knowledge you apply which might be useful to others, but you don't work for th…
- @Kobi_Webmaker (3): In the past when I have gone looking for open source code or project. I have found that if I can actually demo the code or project presented. I am 80% more likely to use it and or contribute.
- @AttitudePossible5733 (3): I'd start with the coworkers who kept using it: ask what task it replaced and how they'd describe that problem to someone outside your company. Use their wording and a 20-second screen recording to show one complete workflow, then share it where people ask about that specific ta…
- @Prize_Stand473 (2): Thanks, this is really good advice, and maintaining several open source projects at once is amazing! I do have a small GitHub Pages site for it (linked in the reply above), and I agree documentation and discovery matter a lot. I've never really been part of a dev community befor…
- @IterateInnovate (2): what is it about, and send a link
一位主要做后端的开发者抱怨自己偶尔改 React 前端时总被新工具链和依赖折腾，想问其他后端同学如何在不深挖前端的前提下保持不掉队。
mostly work on apis and database stuff but our team is small so i end up in react code maybe once a month. every time i come back theres some new build tool or bundler drama and half the packages hav…
受众观点：① 有人认为在 AI 辅助下全栈边界在模糊，后端工程师可以更多依赖 Claude 等工具解决偶发前端问题（@icemanice, 15分） ② 也有人强调如果只是偶尔修按钮，没必要频繁升级依赖或追新工具，保持现有栈稳定更重要（@lucid1014, 8分） ③ 还有回复分享了很实用的做法：记录本地启动命令和坑点、不在小改动时顺手升级依赖，把升级当成单独任务处理（@RequirementGuide, 3分）
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- @icemanice (15): I was always full stack… started with frontend.. moved to backend. But honestly, with AI, this isn’t a thing anymore.
- @blazeit420casual (9): Just install packages and run it? You shouldn’t be encountering build problems every time you work on a FE unless your coworkers are breaking the app every other week. I wouldn’t expect someone coming in to add a field to handle package upgrades.
- @lucid1014 (8): Honestly, everybody is saying use Claude you’re boring. That’s a dumb answer. To actually answer the question I don’t see why you need to care about that stuff anyway unless you’re working for a brand new startup that’s bootstrapping their app and wants to use the newest toy. Ju…
- @RequirementGuide (3): I've hit this before coming from the backend side too. What helped me most was ignoring the new tool of the week and just getting solid on the basics our app actually uses, so props and state and how a form submits. I also keep a little notes file with the exact commands to run…
- @thekwoka (3): It’s my Node version. Someone bumped it in .nvmrc or the engines field in package.json and I’m still on whatever I had last time. This is solved by using pnpm, since it will use the node version listed (and the pnpm version listed) for that project automatically, installing it i…
用户抱怨 Reddit 关闭原生 RSS 源，长期依赖 r/all RSS 的桌面阅读习惯被打断，正在寻找 redlib 等开源项目或其他方案来重建类似的全站 RSS 火hose。
Anybody have any ideas for replacing the loss of Reddit's RSS feeds? I've probably been using the front page RSS feed for over a decade to get reddit posts. On my phone I like to check specific subre…
受众观点：① 有人同样在寻找替代方案，并指出现在 Reddit API 需要审批且不易通过，加剧了第三方工具的困难（@nashosted, 14分） ② 有人表示对 Reddit 一步步限制第三方的做法感到厌倦，已经开始转向 Lemmy 等替代社区（@FrozenLogger, 9分） ③ 也有人澄清讨论焦点是如何重建 Reddit 帖子 RSS 源，而不是选择哪款 RSS 阅读器，并提到 redlib 最新版本仍可用且集成 RSS（@Cley_Faye, 6分; @poulpoche, 4分）
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- @nashosted (14): I'm also trying to figure out a good way around this. Right now Reddit requires approval for their API and from what i hear it's not easy to get approval.
- @FrozenLogger (9): I keep wondering how many more steps reddit needs to take before I just quit. Lemmy has been great, could use a few more niche areas. I still have my own application for the phone, and old.reddit, but if either of those go away following the loss of RSS, I am thinking there is n…
- @1WeekNotice (9): No. To give you more context They are talking about how reddit is shutting down there native RSS feed. Meaning freshRSS/RSS aggregators can't pull from reddit anymore.
- @Cley_Faye (6): The question is about restoring/building an RSS feed of posts, not about an RSS reader.
- @poulpoche (4): Latest official redlib works, integrated RSS feeds too, but it's true that until recently you had to build the image yourself because some important commits were not merged, v0.40.0 is OK! This fork is nice too ghcr.io/nachtalb/redlib https://preview.redd.it/projects-to-replace-…
楼主讨论在 AI 工具让开发变容易的同时，SaaS 供给暴增、获客和让用户在意产品反而变得更难。
Building is obviously wayy easier, no doubt about that. But so has supply of all SaaS, and now with new AI tools, you need to create something that's actually polished and feature complete. The bar h…
受众观点：① 许多创作者认同开发更轻松但流量和注意力竞争更激烈，真正难的是让人愿意在乎你的产品（@GoodLittleWifey88, 24score） ② 有人指出 AI 挤压了整个互联网的营销渠道，用户更怀疑、更难转化，宏观经济也让大家更不愿意花钱（@CuriousCapsicum, 11score） ③ 评论里有人简单总结为“总体变得更难”，以及提到销售难度上升、成本和开发时间下降的矛盾（@Prestigious_Test379, 5score; @zero_berryy, 3score）
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- @GoodLittleWifey88 (24): Building got easier, getting anyone to care got way harder
- @CuriousCapsicum (11): The work is easier. But it’s harder to win right now. Not so much because of direct competition. But because of what AI is doing to the Internet in general. Channels are crowded which makes it harder to get a response to marketing. People are more jaded and skeptical. The econom…
- @Prestigious_Test379 (5): so net = harder?
- @Historical-Wall2448 (4): Very hard to sell. Sales person can Claude vibe code today.
- @zero_berryy (3): Can’t agree more. Cost and time required to bud became lot cheaper
作者买了 Corsair XENEON Edge 触控长条屏，用 Claude Code 写原生 Mac 应用做工位仪表盘，集成 Linear 工单一键生成 Claude 提示、待办、日历、工时倒计时和天气等信息。
I got a Corsair XENEON Edge (a 2560x720 touchscreen strip) and spent an afternoon building a dashboard for it with Claude Code instead of using the widgets it came with. The part I use the most: ever…
受众观点：① 用 Linear、Jira 等管理任务的工程师和独立开发者 ② 对桌面副屏、触控条和自定义仪表盘感兴趣的效率控 ③ 想用 Claude Code 写原生 Mac 小工具的开发者。
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- @Just_Researching92 (18): This is so sick...you should put the dashboard build publicly up on GitHub
- @jsreally (12): Already did https://github.com/joshsorenson/edge-starter
- @crewone (11): You can get these screens for a few bucks on amazon. AJAZZ brand. Tell claude code it's attached to your machine and it writes the driver, dashboard and whatever you want. It monitors servers (datadog interfaces), AI spend, tickets, apache and sql server load, deployment pipelin…
- @NoDesk9564 (8): Very cool! I’ve been thinking about getting a small compute-like device for the kitchen with basic displays like weather, major headlines, etc. This just might work! I have some basic HTML knowledge. Do you think it might be doable at this level?
- @Epic_7 (7): Useful little hardware right? I bought one about two months ago and built a custom dashboard with Claude Code and ChatGPT to connect multiple systems to give me an overview of the day’s operation. I told ChatGPT of what I was looking for and it built the attached mockup which he…
r/MachineLearning 里一帖围绕 ICLR 2027 评审分数展开讨论，大家吐槽互评机制导致作者评审更苛刻、很多论文被多次打 1 或 2 分，以及今年评分政策让分数分布和接受标准变得诡异。
r/MachineLearning ICLR 2027 Review Scores [N]
受众观点：① 正在投 ICLR 等顶会、对今年评分政策和分数分布感到焦虑的学生和研究者 ② 做偏工程或应用工作的 ML 从业者、想知道顶会机制对自己方向的真实影响 ③ 关注学术评价体系如何影响 AI 进展和工具落地的开发者和独立研究者。
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- @CMDRJohnCasey (25): It's the downside of reciprocal reviewing. Reviewers who are also authors tend to give lower average ratings than reviewers who are not authors.
- @Big_Illustrator_8212 (24): Only 3 papers got average 4. https://shiqiangw.github.io/iclr-2027-scores/
- @surffrus (24): 2 clear rejections (score 1) and 5 weak rejections (score 2) Ouch, like why keep kicking them after 3 reviews? Here, have another rejection review! And another! And another!
- @impatiens-capensis (21): And ICLR score policy this year is a complete failure. Or a raging success? It just filters out the sub 2 papers and forces reviewers to actually argue about whether or not they recommend papers with an with a score between 2 and 3. Remember, scores are the LEAST important thing…
- @ATHii-127 (20): Wait, so getting score of 322 is in top 25%? This is nonsense and I think paper that got reviews with more than one 'reject' does not deserve to get accepted. And ICLR score policy this year is a complete failure.
楼主做了面向西班牙自由职业者的记账 SaaS，发现大量用户注册后几乎不使用产品，苦恼如何通过首次体验把他们真正激活。
I’ve built a subscription app for freelancers in Spain to manage their accounting. What I’m seeing isn’t people trying the app and not liking it. It’s people signing up and never even trying it. I su…
受众观点：① 有人建议把问题拆成“从未达成首个有用结果”和“用过后流失”两类，强调要围绕最小真实成果（如首张发票或首次导入流水）来设计首会话路径（@SingleIntroduction79, 3score） ② 楼主补充目前有交互式引导和语音生成账单的 AI 功能，但缺少银行连接，难以在短时间内展示足够“惊艳”的结果（@Such-Dragonfruit-987, 1score） ③ 另一位指出教程像额外作业，尤其在大家本就讨厌做税务时，说明纯教程式 onboarding 可能适得其反（@PleitgenSoraj86, 1score）
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- @SingleIntroduction79 (3): It sounds like two different problems hiding in one: people who never reach a first useful result, and people who reach it and drift away. Your “never even tried” group is mostly activation. I’d pick the smallest real outcome in accounting (say, one invoice created or one bank s…
- @Such-Dragonfruit-987 (1): Thanks for the advice, it might be right. Yes, we've changed the onboarding a couple of times. The latest one is working really well: it's very guided, but it's interactive, and people are actually going through it. About 95% don't skip it, which we never managed before. People…
- @PleitgenSoraj86 (1): 100% this, tutorials just feel like extra homework when youre already dreading doing your taxes.
- @MobileXapps (1): With accounting the trigger isn't "tomorrow", it's the next deadline. Nobody opens the app until the quarterly 303 and 130 are close, so I'd build the first session and the reminders around that date instead of around tutorials. Right after signup ask for one thing only, like up…
- @Such-Dragonfruit-987 (1): We are still working in connecting it with the bank but sounds great, although I dont think it will work the same with just one invoice. Thank you so much for the recommendation, I really appreciate it, sounds like a great thing to stop delaying using the app.
一名二年级学生在做带用户资料、内容流和私信功能的社交网站，担心数据泄露和私聊暴露等安全问题，向资深开发者请教构建这类平台时需要重点防范哪些安全风险。
I'm a second-year diploma student (3rd semester), currently working on a website project. I have a larger concept and vision for this platform, where the social features are just one part of the over…
受众观点：① 顶赞评论指出学生社交应用最常见的大坑是私信接口的 IDOR 漏洞，提醒必须在数据库层强制校验 sender/recipient 是否为当前用户，且不要在 WebSocket 查询参数里传 auth token（@nameupp, 18分） ② 有人建议先系统学习 OWASP Top 10，把常见 Web 漏洞和防御模式吃透，再动手设计（@eltron, 5分） ③ 还有回复强调「少存数据就少泄露」，并给出限流、文件上传隔离、用成熟认证服务、以及提前写好事故响应预案等非常具体的实践建议（@fahadhelpspeoplewith, 2分）
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- @nameupp (18): the single biggest security vulnerability that blows up student social apps is IDOR (insecure direct object references) on private messages. never rely on client-side state or query endpoints like /api/messages/:id without explicitly enforcing WHERE (sender_id = auth.uid OR reci…
- @eltron (5): Please go read the OWASP Top 10, https://cheatsheetseries.owasp.org/IndexTopTen.html#a052021-security-misconfiguration
- @Ok-Opportunity2288 (3): Private chat is the bit that'll eat you. You're not out-cryptoing Signal in semester 3, and someone still has to read the reports when two users start sending each other garbage at 2am.
- @fahadhelpspeoplewith (2): Since you're a student, the thing that helped our team most was deciding early what you do not store, because you can't leak data you never kept. Do you really need exact location, phone numbers, or full message history forever? Less data, less damage when something goes wrong.…
- @kdjayakody (2): I'd turn the access-control advice into tests before adding more features. Create three test users: sender, recipient, and outsider. Check that the outsider cannot read a conversation, download its attachments, or join its live updates, even by sending requests directly. Repeat…
作者介绍 bedo，这是一款用 AI 做“结果验证”的防沉迷应用，通过用户设定的证明规则解锁 TikTok 等应用，而不是只按计时解锁。
Honestly, I'm the worst user of my own idea. I'd wake up, grab my phone "just to check something," and suddenly it's 9am. So I built bedo with AI. I studied marketing and never learned to code. Here'…
受众观点：① 有人认为现在在 Reddit 上被质疑反而是好事，比花很多钱拉用户后才发现产品假设不成立要划算（@Prod_m, 2分） ② 多位用户第一反应都在问“如何验证自拍是真的在健身房”，说明验证机制是大家最关心的核心（@FarmerOk8979, 1分；@AgitatedSuspect3041, 2分） ③ 作者在评论里补充了验证逻辑和审核进度，也意识到需要更清晰地解释 proof 规则，说明产品叙事还在迭代中（@AgitatedSuspect3041, 多条各1–2分）
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- @Prod_m (2): it is better this way than puting a lot of effort in user acquisition to find out the same thing
- @AgitatedSuspect3041 (2): Not a dumb question at all! bedo uses a "deal" system: you set the rules for how you'll prove it. For the gym, you could say: live selfie at the entrance only, no uploads, and the gym's logo has to be in the shot. A random photo wouldn't pass your own rules.
- @AgitatedSuspect3041 (2): Ha, the 11 days was me procrastinating before submitting, not Apple! It's in review now, fingers crossed.
- @AgitatedSuspect3041 (1): Exactly. The comments here already taught me something: proof is the first thing people question, so I need to explain my verification rules better. Thanks!
- @FarmerOk8979 (1): Dumb q, how does Bedo verify that you took a selfie in the gym? What if I just put a random ass picture?
作者在 ICLR 评审即将放出的节点发帖询问是否有人已经收到评审结果，并提到自己有两篇编号三万五和五万多的投稿在焦急等待。
About to be released. Anybody got them so far ? I have two submissions #35k+ & 50k+, waiting. Read more About to be released. Anybody got them so far ? I have two submissions #35k+ & 50k+, waiting. R…
受众观点：① 有人感叹 ICLR 提交量达到五万篇级别，再加上审稿质量参差不齐，让录用更像是掷硬币，难以再被视为完全“权威”的质量信号（@Technical_Estate_529, 9likes） ② 也有评论直言如今顶会录用很大程度上靠运气，运气成了决定性因素（@Fragrant_Fan_6751, 4likes） ③ 其他人则在更新评审发布时间和是否已经放出的状态，说明大家都在同步焦虑等待（@Mr_Fragwuerdig, 3likes; @Last_Minute7051, 2likes）
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- @Technical_Estate_529 (9): 50k submission number jesus christ. How can we say this conference is prestigious with a 50k submission number coupled with dodgy reviewers getting in is literally just a coin flip now, it's not even a meme .... We can't (or at least I can't) take this seriously
- @Fragrant_Fan_6751 (4): Luck has become the major factor in these conferences.
- @Mr_Fragwuerdig (3): Still not out ..
- @camarada_alpaca (3): Why are you getting downvoted? As far as i know it is 5 november aoe until the next 9 hours
- @Last_Minute7051 (2): Reviews are in
帖子转述 Ruby on Rails 作者 DHH 在 Rails World 2026 的演讲：宣布自己不再手写代码，称用 AI 代理和 Rust 重写 HEY 邮件服务并大幅提升性能，还说“英语比 Ruby 更好的编程语言”。
The creator of Ruby on Rails, made major statements about AI agents and the future of software development at Rails World 2026 in September DHH stated he personally retired from writing code by hand…
受众观点：① 不少人对 DHH 本人极度反感，认为他现在只是 AI 公司的代言人口风大变（@tradcoder, 15分） ② 有人直接表达对他和 AI 的双重厌恶，把这类言论视为对工程师职业的威胁（@trav_stone, 9分） ③ 也有人觉得他这句“英语比 Ruby 更好”出自他口中非常讽刺，带着嘲笑和不屑（@alphex, 6分）
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- @T-Dot1992 (15): I don’t give a flying fuck what some white-supremacist piece of shit thinks
- @tradcoder (15): DHH can go fuck himself. It's sad to see so many people I actually once respected turn into these mouthpieces to AI companies. Just about a year about this guy was literally advocating for becoming competent at your craft through learning. Going all in on AI is the antithesis to…
- @trav_stone (9): Fuck that guy, and fuck AI
- @Traditional-Hall-591 (8): It sounds like he’s fun at parties and treats his farts as fine vintage.
- @alphex (6): That quote. Coming from him is fucking hilarious.
作者自建 Nightwave，一个专收 doom、stoner、darkwave 等暗黑风格的免费在线电台聚合站，主打无广告、免账号和随机电台“Spin”功能。
Hey folks, just want to show you what I built. I listen to the radio every morning and was looking for an app without a ton of ads that doesn't cost much. Didn't find one I liked, so I made my own. I…
受众观点：① 有用户详细解释了历史和收藏的实现方式，说明大家关心在免账号前提下如何在本地保存电台和歌曲记录（@Vegetable_Carry_6829, 3分） ② 多位听众对 doom、trip-hop、dark ambient 等混搭风格表示认可，认为这种“黑暗混合流派”比常见的 chill lofi 更有个性（@Bitter_Regular7406, 2分） ③ 也有人单纯表达“太棒了、正合我胃口”，对无广告、无账号的体验很买账（@Opening_Pepper_8123, 2分；@DarkAngelCat1215, 2分）
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- @Vegetable_Carry_6829 (3): Yep you can see the last stations when going to saved. The email is only when you want to synch your saved stations or history to other devices. in the same browser it is saved locally. so you can save songs, stations and you see the last 10 visited stations there.
- @Bitter_Regular7406 (2): honestly that mix makes sense, triphop and dark ambient stuff already share that moody low-bpm dna so throwing doom in isn't as random as it first sounds. kinda wish more apps leaned into weird genre overlaps like that instead of just giving you 10 variations of "chill lofi"
- @Opening_Pepper_8123 (2): simply awesome
- @DarkAngelCat1215 (2): Sounds like my kind of music too. Definitely into the darker stuff. Will be trying this out soon.
- @Bitter_Regular7406 (1): phonk and doom in the same genre list is a wild combo but tbh that's exactly the kind of chaos i'd want from a spin button. no ads no account is the real selling point tho, every other radio app guilt trips you into signing up within 30 seconds.
作者介绍自己在做的 FetchSandbox，通过托管隧道和可重放场景来验证代理生成的集成代码，在本地环境演练退款审批、幂等性和并发触发等复杂行为。
I'm building FetchSandbox. Agent-generated integration code returns HTTP 200 locally. That doesn't show whether a large refund waits for approval, whether the same event sent twice creates a duplicat…
受众观点：① 正在把 GPT/Claude 等代理接入支付、账单或业务系统的独立开发者和小团队 ② 负责设计 webhook 接收端和集成测试流程的后端工程师与平台开发者。
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- @adrianhayes_ady (2): for me it'd be partial responses and timeouts from upstream APIs. my app calls an AI API through my own backend to generate trip plans, and the worst bugs weren't errors, they were "successful" responses that were cut off halfway, so the app showed a trip with missing days. a 20…
- @adrianhayes_ady (2): it's external, Google's Gemini API, called through my own small backend so the API key isn't in the app. the cut-off responses turned out to be an output token limit: longer trips used up the budget and the response just stopped partway through. honestly no special tools, it was…
- @adrianhayes_ady (2): thanks, that's a really clear way to test it, and you're right that it only gets checked manually right now. I'm going to pass on the design partner part for now since I'm focused on getting first users and the next update, but I might try the fake truncated response idea on my…
- @mequelkramer (2): Idempotency is the one I'd rehearse first, because a duplicate webhook is the easiest failure to ship without noticing — a 200 locally tells you nothing about whether the second delivery creates a second refund. I'd also rehearse the retry-storm case, where a slow downstream res…
- @kingkong_siu82 (2): out-of-order delivery would be high on my list. send version 12, then deliver an older version 11 event after it and check the app doesn't roll state backward. agents often make handlers idempotent by event id but still accept stale events. the receipt should show arrival order,…
用户更换到 Starlink 后自托管的 Seerr 无法搜索和下载影片，但 Radarr 和 Sonarr 正常，怀疑与 DNS 或网络连通性相关的配置问题。
Hey all, recently changed to Starlink from AT&T and potentially this relates to the issue but my Seerr service is not working now that I'm trying to use it. Radarr and Sonarr don't provide any errors…
受众观点：① 自托管媒体栈用户，尤其是使用 Starlink、Cloudflare 等非常规网络环境的家庭实验室玩家 ② 依赖 Docker 部署 Radarr/Sonarr/Seerr 等服务但缺乏系统排障流程的独立开发者和运维新手。
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- @Azenant (12): i faced the same issue - solved it by restarting the docker container. no idea what might've caused it
- @MeLlamoKilo (7): What. Do. The. Logs. Say.
- @ExeExcalibur (4): Try changing the DNS. If not change provider from tmdb to tvdb
- @clintkev251 (3): What do your logs say? This is some issue with Seer being able to reach out to the services that it gets metadata from. So this is usually a DNS or internet connectivity issue
- @penguin_digital (2): It's likely a restart will solve it. I assume you've not changed the default Docker network which is bridge, this can/does cache DNS settings, so switching providers, there's a good chance it has your old providers DNS cached. Also worth checking, my carrier is a smaller company…
作者分享 mandir.dev，一个用 Three.js 做的浏览器 3D 虚拟印度庙宇庭院，可以实时和其他访客一起在线“进庙”体验。
A few weeks ago a Korean developer vibe-coded a silent virtual Buddhist temple (Sansa) and over a million people visited in a week, just to sit quietly. I wanted to see if the same idea worked for Hi…
受众观点：① 评论里有人直接问链接，说明对这个虚拟庙宇概念感兴趣但入口不够明显（@keep-it-going-bro, 1分） ② 有人从宗教和盈利角度脑洞，比如加算命、看相等付费玩法，认为宗教场景有强变现潜力（@Electrical_Sugar_443, 1分） ③ 也出现调侃甚至带攻击性的回复，反映宗教类虚拟空间容易被带偏到争吵和梗图方向（@CroatianArtist, 3分）
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- @AryanEmbered (6): why do you have androgenic alopecia in game?
- @xcaliYT (5): Mandir Wahin banega
- @CroatianArtist (3): Sweetheart the link is talking about visiting a virtual temple. It isn't your mother's basement simulator. Don't mind but do you guys have some weird fetishes related to smell and stuff? This is an open minded and supportive community. You can safely come out of the closet here.…
- @keep-it-going-bro (1): Love it.. where's the link?
- @Electrical_Sugar_443 (1): Religion will work 💯 .. also put some palm readers etc.. easy money ..
作者介绍 VERBitapp 系列，一组强调本地存储、离线使用、免账号的极简日常工具应用，如 PARKit、CUEit、DIARYit、KEEPit 和 HOLDit。
Hey guysss here to talk about my side project. I’m a designer and traveler who believes good design can change things, even if only a little. That still feels worth spending my effort on. I was hones…
受众观点：① 多位用户都被“免账号、本地存储”的设计打动，认为现在为简单记事还要注册账号非常疲惫（@Sompay-Prestavoine, 3分） ② 有人关注数据出口，希望支持纯文本或 Markdown 导出，避免长期写作被锁在应用里（@benjzammit01, 3分；@Sompay-Prestavoine, 3分） ③ 也有用户提出具体功能建议，比如为 KEEPit 增加系统分享入口，让“发消息给自己”的习惯更顺滑（@Ok-Library1020, 2分）
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- @benjzammit01 (3): The no-account, offline approach is appealing. The backup note is helpful too: if someone changes phone or wants to leave, a plain-text export would make the journal and self-chat feel much less locked in. Is an export or local transfer on your list? I haven't tried the apps, so…
- @Sompay-Prestavoine (3): the no-account part is huge tbh, so tired of needing a login just to jot something down.
- @Sompay-Prestavoine (3): tbh a simple csv or markdown dump is usually the first thing i look for with offline tools too
- @ElectronicAnt6753 (2): Yes, export is on my list, especially for apps like DIARYit and KEEPit, where writing builds up over time. It is not available yet, but I agree that keeping a copy of your own words outside the app matters. Thanks for bringing it up.
- @Ok-Library1020 (2): A share-sheet action for KEEPit could make the “text yourself” habit even quicker: save a snippet from whatever app you’re in without switching over. Feels like a natural fit.
一位开发者在做发送邮件和日历邀请的应用时担心商业环境下使用多种字体是否涉及版税和授权问题，想确认邮件里的字体选择会不会踩到版权雷区。
Hi everyone, I'm running an app that sends out emails and calendar invites to users. However, one of the requirements was the ability to create email bodies using many different fonts. I've read a bi…
受众观点：① 顶层回复强调关键在于阅读具体字体授权条款，一般允许在对外沟通中使用，只要不随邮件分发可安装的字体文件（@InterDave, 14分） ② 有人指出大多数字体授权关注的是嵌入和分发字体文件，而不是用该字体渲染出的文字，邮件客户端通常也会回退到系统字体（@lukaslabs_dev, 5分） ③ 还有评论提醒真正的技术难点在于邮件客户端对 webfont 支持极差，很多场景只能用系统字体或图片来保证展示效果（@testingaurora, 2分）
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- @InterDave (14): I applaud you for thinking about the legal aspects. The real answer is to read the licensing for the fonts you want to use. It is generally assumed that you will be sharing documents, advertising, etc. that use the fonts you're licensing. So they expect you to use them in your c…
- @lukaslabs_dev (5): Font licenses mostly cover embedding the font file, not text rendered with it. Most email clients only render web-safe/system fonts anyway, so an unavailable font just falls back. For custom fonts, Google Fonts families (OFL/Apache) are the safe default; otherwise check the foun…
- @RotationSurgeon (4): Every typeface and its associated font files will have a license document available if it carries these types of usage terms. The usual place to find these is on the website of the foundry or type designer responsible for its creation. A better question to ask is “Which email cl…
- @pablobird_dev (3): Referencing a font name in CSS is just an instruction for the recipient's OS, not software distribution, so font-family declarations carry zero copyright or royalty liability. In practice, Gmail and Outlook strip external font assets anyway, so safe system fallbacks like Arial,…
- @testingaurora (2): Even Gmail has issues with google fonts which is so weird! Mailchimp issues to Gmail with fonts up the wazoo. Including fonts with emails is such a headache. Im glad I dont have the same requirement to use a bunch of different fonts. Many times id likely have to resort to images…
楼主在大公司给各种“无聊行业”做软件，反驳社区里“找个无聊细分市场就好卖”的说法，强调企业软件换代极难、小客户也很难成交。
I’ve been in this community for quite a while now, and one comment I keep seeing under posts is “Find a boring niche to sell to.” I find that kind of funny, because I work at a fairly large IT compan…
受众观点：① 有人强调一旦企业养成使用某软件的习惯，哪怕大家都抱怨也极难更换，新工具多是从新进入市场的客户切入（@Internal-March-7846, 4score） ② 也有人指出“细分市场”不等于没钱客户，关键是你是否来自该行业、能抓住真正刚需并有销售网络（@Internal-March-7846, 4score） ③ 另一位分享大企业经验，认为真正的难点是替换现有系统的成本和风险，建议从不试图替换而是旁路解决一个小痛点开始，再逐步扩展（@KarlLudamiis, 3score）
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- @Internal-March-7846 (4): Very intresting and you are right. Two intersting points : - There is a huge entry barrier once people are already using a software. They never change it even if they are complaining about the service. Changing habits has a huge mental cost that nobody is willing to pay. A habit…
- @Hamfosi (3): Agree with the general sentiment, for me "find a boring niche to sell to" is to simplistic. In reality the statement should be something like "find a niche you know a lot about and target products that help revenue generating teams in that niche make more money". The last part,…
- @KarlLudamiis (3): I think you've hit on one of the biggest challenges for SaaS startups: the enormous power of incumbency. I spent 18 years working for a large multinational telecommunications vendor, dealing with mission-critical enterprise systems. Even when we had a technically superior offeri…
- @clintron_abc (1): devs and marketing guys, these are 2 categories that start a saas because they are used to it. Problem with those is that they don't know anything else besides those 2 obvious niches, that's why there are so many useless marketing and dev tools, and the worst, those that sell ba…
- @Internal-March-7846 (1): Exactly and the simpler the tool the simpler the distribution. It will not maybe make thousands of dollars per customer like big corporation but at 20$ and a problem solved, it may be a no brainer.
楼主做了一款结合本地超市和国家数据库的食物比价与营养跟踪 SaaS，在营销上纠结是坚持原创内容还是复用 LinkedIn 等平台上验证过的模板。
For about a year now I've been building a SaaS, a kind of food price comparison and nutrition tracking tool with strong integration with smaller local stores and national databases. From the start I…
受众观点：① 有人认为创意要建立在不额外增加成本和风险的前提下，营销更重要的是持续性和实用性而非绝对原创（@Familiar_Fish_4930, 4score） ② 评论提醒现在外联环境充满垃圾信息，关键是明确 ICP、用内容精准复述对方痛点再给解决方案，自动化要谨慎使用（@Familiar_Fish_4930, 4score） ③ 也有人建议继续借用有效的内容结构，把创意放在角度和案例上，而不是强求形式创新（@No-Molasses-2097, 2score; @SpecificOk6037, 2score）
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- @Familiar_Fish_4930 (4): I can only ever be creative when I have the luxury to do so (when it won't cost me time, money, or cause unnecessary trouble down the line). Being practical is always more important than being original, and marketing is more about consistency than any real "originality". Creativ…
- @No-Molasses-2097 (2): I think you are reading the results right. The familiar format is doing the work of getting people to stop and actually read it, and your own spin is what makes it yours once they do. I would keep borrowing the structure that works and save the creativity for the angle and the e…
- @SpecificOk6037 (2): I wouldn't necessarily try to do things completely different. Instead sometimes it's smart to adapt something that already exists. The benefit you have is that you are solving an actual problem that you have encountered. So make sure to use this and provide some use cases, rathe…
- @varnajohn (1): It can feel horrible when you sit there for an hour typing up messages and barely anyone responds. As far as the automation goes I don’t really wanna go overboard with it. I’m fine with doing some of the work myself, especially the content creation and writing. The super boring…
- @Turkesh-Jaeckle (1): 100% agree on practicality over originality, especially early on when you just need things to actually move the needle
作者介绍 Alma 这款把电影、游戏、音乐和有声书集中到一个可视化媒体库的聚合工具，主打记忆回顾和统计趣味，征求产品和体验反馈。
Hey r/SideProject 🙏 I’ve been working on a side project over the past few weeks that I’d love to share and get some feedback on. The Problem: My media collection and consumption habits felt completel…
受众观点：① 有用户直接夸赞产品名字 Alma 很出彩，认为命名本身就很抓人（@calico_cut_pants, 4分） ② 评论里还出现了对界面字体风格的讨论，有人调侃最近很多项目都在用类似 Claude 相关项目的字体（@peazley, 2分） ③ 开发者回应说明字体其实是自己手动挑选而非模型默认，侧面体现他在视觉设计上的个人偏好和打磨（@tokyopunk, 2分）
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- @calico_cut_pants (4): That's a clutch name
- @calico_cut_pants (4): it's tight
- @tokyopunk (3): English isn’t my native language, but is clutch a good or bad thing? 😅
- @peazley (2): what is with claude and this font lately? every project with opus 5.5 seems to use it.
- @tokyopunk (2): That is so funny, because that’s not what it initially presented. I ended up handpicking it because I wanted a different font than I usually go with for projects.
一位在法国和西班牙卖现场服务管理 SaaS 的创始人分享从冷电销转向个性化 LinkedIn 外联的转化困境，向同行请教如何为承包商获取更高质量销售对话。
I sell a field service management tool (scheduling, maintenance contracts, quotes, invoicing...) to installers and maintenance contractors, mostly HVAC, electrical and solar companies with 10 to 50 e…
受众观点：① 有人指出 3% 冷电销 demo 转化在 CVC 行业其实是正常水平，问题在于时间投入而非转化率本身（@GapNecessary9268, 1分） ② 帖主补充自己正尝试基于痛点、公司变更等信号做 LinkedIn/Mail 外联，希望缩短 1–2 年的销售周期（@Medical-Vehicle-1747, 1分） ③ 其他回复强调要先打磨清晰的 USP 和案例研究，用提升生产力、减少行政负担的具体故事吸引客户主动来谈，而不只是换一个外联渠道（@Suspicious-Mango-633, 1分）
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- @GapNecessary9268 (1): 3% de démos sur du cold call en CVC, c'est pas un faible retour, c'est à peu près la moyenne du marché. Le problème c'était le temps que tu y passais, pas le taux.
- @Medical-Vehicle-1747 (1): Exact, et sans signal spécifique le cycle de vente de 1 à 2 ans + c'était trop. Pour ça que j'essaye d'avoir les premières conversations via LinkedIn / Mail sur du signal (pain, création, changement de gérant...), et ensuite convertir ça, au lieu d'appeler totalement à froid.
- @Suspicious-Mango-633 (1): Linkedin may work/may not. What is your USP? Rather than cold outreach you should come up with a solid USP and market the hell out of that USP. Anything interesting you can build around how your SaaS enhances/improves productivity, or supports the org that no other can, create a…
- @Medical-Vehicle-1747 (1): Agree on case studies, that's where I'm putting more effort now: reviews, case studies and referrals from current clients. I want outbound to fill the gap while that builds up. USP : Two things. Everything is in one app and linked together: quotes, scheduling, the techs' mobile…
- @James_Kennyy (1): I’d look at the gap between getting a reply and giving someone a reason to take the next step. 10%+ replies is a decent signal that your messaging is getting attention, so I wouldn’t rush to change the channel just yet. One thing I’d test is making the LinkedIn question more clo…
发帖者在一台兼作桌面和服务器的 Ubuntu 机器上跑自托管服务，已用反向代理和 Fail2ban，但缺少一款开箱即用的可视化监控和安全事件概览工具。
I have an Ubuntu machine that I use both as a desktop client and a server. To reduce the attack surface, I only expose the necessary ports. I also use: A reverse proxy with SSL and authentication Fai…
受众观点：① 把家用 Linux 机器当小型服务器使用、但不想维护完整企业级监控栈的自托管玩家 ② 想快速获得访问日志、安全告警和资源监控视图的独立开发者和小团队。
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- @DeathNTaxesNTaxes (6): Zabbix is what I'm using, but really this is several tools at this point. You're looking at monitoring and like a SIEM stack.
- @masong19hippows (3): I use cockpit, but I don't really need alot of monitoring. Your best bet is to probably build your own aggregation in grafana. With grafana and Loki, you could do whatever TF you want with logs across all of your services.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @doctorowlsound (1): I think this is the one I used for a bit: https://github.com/hhftechnology/traefik-log-dashboard For CPU, etc, I like Beszel a lot as an out of the box solution
- @MstrVc (1): Beszel +1
楼主上线了用于测试数据管道的合成数据生成器，但因多级时间顺序不完全正确而犹豫要不要大力推广，向大家请教是否应带着已知缺陷先发布。
I launched a synthetic data generator for testing data pipelines two weeks ago. Schema in, related tables out, with intact foreign keys at any scale and optional dirty data with a manifest of exactly…
受众观点：① 有人直言这是把借口当阻塞，建议带着“已知限制”说明先发布，工程师会欣赏这种清晰边界，并用真实反馈帮你排优先级（@patryk_builds, 1score） ② 楼主担心列出太多限制会显得产品残缺，而只写两条又怕被认为隐瞒或不专业（@query-gremlin, 1score） ③ 另一位建议把限制写进卖点句子里，并去 dbt 社区和 GitHub issue 中主动找已有需求，用回应频率来判断这个缺陷是否真的是首要问题（@hmamlook13, 1score; @query-gremlin, 1score）
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- @patryk_builds (1): Ship it with a known limitations note. that's an excuse wearing a blocker costume imo.I launched something recently with stuff i hadn't thought of at all, and two of the fixes i shipped in the first week came straight from strangers commenting on a write-up. none of them were th…
- @query-gremlin (1): Honesty makes sense of course, my concern is I have a queue of realism features to implement, stating every gap I can think of can make my product look like it’s incomplete, and only stating the two that I believe are the most important can count as deceit or incompetence for an…
- @hmamlook13 (1): Everyone here agrees on shipping with the gap written down, so the more useful question is where to show it first. I'd make the gap part of the pitch itself: "foreign keys intact at any scale, time ordering correct one level deep, deeper chains coming", because that sentence tel…
- @query-gremlin (1): That’s a good idea, I’ll check GitHub this weekend! Thanks! First buyers I’d say will probably be solo engineers but my ICP is engineers in agencies focused on data.
- @butterneckai (1): I'd treat this as a discovery gate, not a release gate. Ship to a small, explicit pilot with the limitation visible and measure whether the missing ordering is actually the reason people fail. Before broad promotion, define a threshold: for example, 5–10 teams can generate repre…
作者在 ICLR 投稿时因论文曾以不同标题在 workshop/arXiv 出现，被审稿人要求对比“旧版”，困惑于如何解释这是同一篇改进稿且不破坏匿名。
I submitted my paper to ICLR, after improving and correcting since I "published" it previously in a workshop/arXiv. In this process, I changed the name of the method and title. Now a reviewer, pointe…
受众观点：① 一些评论建议直接在 rebuttal 中说明审稿人引用的是该工作的早期 workshop 版本，并未破坏匿名（@yannbouteiller, 49likes） ② 也有人提醒补充说明该 workshop 是否为 non-archival，以符合 ICLR 政策要求（@TheInfelicitousDandy, 27likes） ③ 还有声音建议在需要时联系 area chair 协调处理这种审稿误解（@AX-BY-CZ, 6likes）
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- @yannbouteiller (49): Just say something along the lines of "The reviewer is citing a previous version of this work presented at a workshop." You didn't break anonymity, the reviewer did.
- @TheInfelicitousDandy (27): And add a line that the workshop was non-archival, and this is allowable within ICLR's policy.
- @AX-BY-CZ (6): Message the area chairs
- @Training-Adeptness57 (3): Class
- @TheWittyScreenName (1): This happened to me once, where they wanted me to comapare to the arXiv version that had the exact same title (I suspect an LLM generated that suggestion) and I said exactly this and it was fine
一位开发者在讨论把现有 Web 应用迁移到云平台时，纠结是直接平移还是顺便重构，想听大家如何权衡迁移前要改多少东西。
A straight rehost can get you there faster, but it may bring old problems along. How do you decide what to fix before the move and what can wait? Read more A straight rehost can get you there faster,…
受众观点：① 有人吐槽说直接重托管会把所有旧问题一起搬上云，只是托管费更贵了，说明大家对「lift and shift」心存警惕（@Alarmed-Cold-4371, 9分） ② 高赞回复详细列出迁移前要优先处理的事项，如把密钥移出代码库、用连接池、改用对象存储、stdout 日志、独立迁移步骤等，并建议先部署一个最小可用版本再根据实际故障迭代（@FallElectronic3774, 2分） ③ 还有评论强调要把演练恢复和回滚流程放在重构之前，先搞清楚数据同步、停机窗口和 DNS 切换策略，避免迁移失败无法回退（@Level_Imagination544, 1分）
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- @Alarmed-Cold-4371 (9): may bring old problems along" is generous. It brings all of them, you just pay more for the hosting now.
- @FallElectronic3774 (2): mostly it's the stuff that was fine on your laptop and stops being fine once there's a real network in front of it: secrets out of the repo, into env vars or a secret manager db connection pooling, because a handful of workers will exhaust connections fast uploads to object stor…
- @Level_Imagination544 (1): I'd put a tested restore and rollback ahead of any refactor. Do a rehearsal with a copy of the database, check how long the final sync takes, and decide when writes to the old system stop. Once the new system accepts writes, switching DNS back isn't a data rollback. Cosmetic cle…
- @No-Molasses-2097 (1): The one I would check first is session state. If logins are stored in memory on one server, they start breaking as soon as traffic moves between instances. Moving sessions to the database or a shared store is a small change that saves a lot of weird login bugs later.
- @cowjenga (1): We need much more context on what you've got right now to be able to give you any kind of quality advice.
用户发帖感谢自托管笔记应用 Anchor 的维护者，新版本在手机系统分享菜单中加入“Share to Anchor”，可以直接把文本、链接和图片保存为新笔记并编辑标题和标签。
This post is a thank you to the maintainer of Anchor. From the release notes "Share to Anchor. Pick Anchor Notes in your phone's share menu to save text, links or pictures as a new note. You can edit…
受众观点：① 有人质疑帖子是否为开发者自我宣传，引发关于 AI 生成内容和“猎巫”的讨论（@callofthevoid_, 4分） ② 有人搞不清 OP 是否是 Anchor 开发者，说明项目身份和宣传方式有些混淆（@Arceus919, 4分） ③ 也有人提到记得 README 里写过开发中使用 AI，围绕 AI 参与度展开追问和澄清（@DolitehGreat, 2分）
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- @callofthevoid_ (4): Did you even read the post before starting an AI witch hunt?
- @Arceus919 (4): OP isn't the developer?
- @DolitehGreat (2): I thought the README used to say there was AI assistance in development, but I could be wrong and thinking of a different application.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Ok_Exchange4707 (1): FWIW, I updated the reply to the bot saying I am not the developer and that I meant to say that my post did not use AI
楼主分享自己独立开发的 Chrome 扩展 OmniFlow Studio 拿到首个 4 美元订阅的经历，并思考如何从 1 个用户扩展到前 10 个付费用户。
I recently got my first paying customer for a Chrome extension I've been building independently. A little background: I've been working on a product called OmniFlow Studio, which connects AI coding a…
受众观点：① 有人祝贺首单并分享关键转折是回头分析真正付费的是谁，而不是自己想象的目标用户，从而重写产品定位和话术（@Strong_Teaching8548, 2score） ② 楼主认同这是好提醒，表示会更关注早期用户行为，让他们来塑造产品方向（@deepankar_sah, 1score） ③ 也有评论好奇产品本身并索要链接，楼主补充说明 OmniFlow Studio 是连接 Google Flow 和编码代理的扩展（@mirihoxha, 1score; @deepankar_sah, 1score）
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- @Strong_Teaching8548 (2): congrats on the first one!! for me the big shift came from looking at who paid instead of who I thought I was building for went through my first 10 customers one by one and most were agencies buying it for their own site, not the b2b saas crowd I'd been chasing changed how I pit…
- @deepankar_sah (1): That's actually a great insight. I think founders often get too attached to the audience they imagined building for and overlook who's actually getting value from the product. I'm still early with my product, so this is a good reminder to pay close attention to the first few cus…
- @mirihoxha (1): tell us what is that, where can I see what you offer :)
- @deepankar_sah (1): so this is the chrome extension name- OmniFlow Studio. you can search on chrome webstore. it helps us to connect google flow to any coding agent
- @Fantastic_Serve__ (1): Congratulations 🎉
发帖者想在自己的 VPS 上搭建类似 ImprovMX 的开源邮件转发服务，只需要转发功能而不是完整 SMTP 邮箱系统。
I'm looking for an open-source, self-hosted email forwarder for my own domains. Basically ImprovMX/ForwardMX on my own VPS. Is there any open source software? tool? I don't want to built it from scra…
受众观点：① 想用自有域名邮箱但不想维护完整邮件服务器的独立开发者和个人站长 ② 在 VPS 上搭建轻量级邮件转发以配合产品通知、登录邮件的自托管用户。
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- @mister_obvious_2nd (2): You can do this easily with postfix. It would only need a few lines of config.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @LevelRelationship732 (1): I didn't use AI, it's just a question to the community
- @Ok-Listen-2162 (1): u could look into simple mail forwarder on github. it uses postfix in docker for forwarding without a full mailbox setup tho. over this it still runs smtp underneath though
- @nekenaharry (1): The missing piece next to a tiny forwarder is deliverability after the redirect. Whatever package you run still speaks SMTP on the VPS, so lock it to your domains only and refuse relay for anything else. When you rewrite the envelope sender, plan for SRS or re-signing, otherwise…
发帖者担心 GitHub 账号被封，想为多账号所有仓库做真正完整的一比一备份，涵盖 git 历史、LFS、Wiki、Release 资产以及 Issues/PR 等平台元数据。
Seeing several recent posts about unexpected GitHub account suspensions made me want to establish a real, ZERO-compromised disaster recovery ways for ALL my repositories across several accounts (both…
受众观点：① 在 GitHub 上托管核心业务代码和二进制发布的独立开发者与小团队 ② 运营自托管 Git forge（Forgejo/Gitea）并关心长期可恢复性的 DevOps / SRE 从业者。
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @statai (1): Sorry,no AI
- @Fun-Adhesiveness-362 (1): One gotcha with scheduled mirrors: keep dated snapshots too. If you sync with pruning enabled, a branch deleted on GitHub can disappear from the mirror as well. Commits with no remaining references may eventually be garbage-collected. I'd test the backup on a disposable repo: ba…
- @luisbandalap (1): About API limits: Don't do frequent and scheduled request to GitHub, you can configure webhooks to trigger updates. I'm using gitea-mirror with forgejo and I disabled forgejo's mirror updates. Instead I have n8n receiving GitHub webhook calls when something on my repositories ge…
- @tIdepine3 (0): cold flat files and bare mirrors are much safer for pure disaster recovery tbh. a live self-hosted instance is nice for browsing, but it introduces database migrations and maintenance overhead that can quietly break your backup pipeline.
一名第五年博士在连续两次 IEEE 期刊拒稿和精神崩溃后休息半年，现基于 MetaboNet 糖尿病 CGM 数据集计划用 TCN 做时间序列预测，却因焦虑难以判断研究是否足够新颖而求助方向建议。
Short Backstory: I'm a PhD student on my 5th year. I had a major mental breakdown on June 2026 after my second rejection on an IEEE Journal. After a lot of back and forth, I decided to not give up my…
受众观点：① 有人直接建议尝试 TimesFM3 或 Chronos2 等新一代时间序列基础模型，暗示 TCN 可能已经不是最新路线（@Immediate_Hippo_7683, 1likes） ② 也有评论强烈质疑零样本深度时间序列模型在工程和高风险场景中的实用性，认为金融和航空等行业不会轻易采用这些方法（@Technical_Estate_529, 1likes） ③ 另一条长评指出 Timestral、Chronos2、TabPFN 等模型正在重塑时间序列研究版图，建议先评估这些基础模型表现再重新定位研究问题（@MakingComputersSmart, -1likes）
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- @Immediate_Hippo_7683 (1): TimesFM3 or Chronos2?
- @Neural_Prodigy (1): Thank you very much for your comment ! I will give it a try.
- @Neural_Prodigy (1): Thank you very much for your comment ! I will give it some serious thought.
- @Technical_Estate_529 (1): Coming from an engineering background no one uses this zero shot deep learning time series shit. The ML / AI research field is so far removed from reality. I'm not going to bet the lives of 100s of people on an aircraft with this bullshit. No one on a quant trading floor dealing…
- @MakingComputersSmart (-1): I think timestral is the latest SOTA for time series forecasting. TCNs might have become a little bit older, I am not sure if they're used in SOTA research anymore. I see a lot of mamba/S4 models being used since they can handle longer contexts and have O(n) complexity. Timestra…
有人在 selfhosted 分享在 F-Droid 发现的 Anywherelan 项目，这是一款类似 Syncthing 的去中心化 mesh VPN，通过 DHT 发现节点并直连或经中继，询问是否有人实际使用过。
I recently found this project called Anywherelan on Fdroid and have not been able to find additional information outside of github. It's a mesh VPN with no coordination server. Peers find each other…
受众观点：① 有人觉得这个项目看起来很酷，但自己目前用 rayfish 满足类似需求，说明用户会在多种 mesh 方案间权衡（@MVanderloo, 5分） ② 也有人关心在没有中心协调器的情况下，IP 分配和 DNS 如何处理，担心多设备时子网冲突会变得很麻烦（@AliyasDandani_64, 3分） ③ 其他评论只是简单表示有兴趣或占位，没有深入技术反馈（@Weak-Maintenance7659, 2分）
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- @MVanderloo (5): looks like a cool project, although I use rayfish for this purpose
- @AliyasDandani_64 (3): how does it handle IP allocation and DNS without a central coordinator? seems like avoiding subnet collisions across peers would get messy pretty quick once you have more than a couple devices
- @Weak-Maintenance7659 (2): Looks interesting.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @megamattx0 (1): Just to organize my thoughts and get straight to the point.
作者做了 helix，把 GTA 武器轮盘交互搬到 macOS 上，通过 option+space 呼出圆盘快速切换应用或剪贴内容。
mac players won't get gta 6, so i made the next best thing. helix is a weapon wheel for macos. hold option-space, flick toward an app or a clip, let go. my brother posted the launch video on r/claude…
受众观点：① 有人关心能否把常用应用固定到轮盘槽位，愿意用它替代 Alt+Tab 前提是支持自定义布局（@tigeryash, 2分） ② 开发者确认支持固定槽位和重排，说明产品已经针对“固定位置+肌肉记忆”做了设计（@steeringwheel69, 1分） ③ 另一位用户也强调如果没有固定槽位就难以长期使用，进一步验证了“稳定布局”是核心卖点（@Cahot_Luigj, 1分）
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- @tigeryash (2): Didn't try it yet. Can I put apps into the wheel? I'd def use it over alt tab. If I can pin apps in certain spots that be super nice.
- @steeringwheel69 (1): Yes, there is an app launcher that lets you put your favourite apps
- @Cahot_Luigj (1): having fixed slots is the only way id actually stick with something like this tbh
- @steeringwheel69 (1): yeah helix does that, slots stay exactly where you put them. you can reorder them whenever you want too.
开发者分享 Shade Shaker 免费 Mac 配色工具，请设计和前端开发者体验在真实应用界面里预览色板并复制多框架主题代码，征求下一版改进建议。
Hi everyone, I recently released Shade Shaker, a free Mac app for making color palettes. You generate a palette, see it straight away in real mobile and web app screens (in light and dark), and copy…
受众观点：① 真实界面预览是产品最大卖点，应该在首屏就展示而不是藏在生成流程后面（@josephnimz, 3分） ② 有用户认可产品但质疑为何不直接做成浏览器应用，认为这类工具完全可以 Web 化（@IllustriousCheck2416, 2分） ③ 也有用户反馈网站图片加载异常，进一步放大了对“必须装 Mac 应用”的疑虑（@spectradawn77, 1分）
展开评论
- @josephnimz (3): Seeing the palette on real screens is the hook i think. I would put that in the first 5 seconds not behind generate. Free + no account is already strong.
- @IllustriousCheck2416 (2): I like, but - why not in Browser (like mine https://anycolor.pro/ )
- @spectradawn77 (1): That was going to me my first gripe. I feel like something like this doesn't have to be an app. Can easily work on a browser. Also, the pictures didn't load on the site.
发帖者想了解 ICLR 审稿人实际使用的打分细则和各子分数含义，询问社区能否分享评分量表和标准。
Dear all could anyone please be kind enough to comment below the ICLR rubric and grading reviewers were told to use along w the subscores and overall scores? I'd be super grateful.
受众观点：① 有评论表示审稿主要就是 1–4 分打分，弱接收大致对应 3 分，平均分要在 3 以上才比较有希望被接收（@pastor_pilao, 0likes） ② 也有人强调研究论文并不像作业那样有细致的打分 rubric，暗示标准其实相当主观（@tariban, -3likes） ③ 还有评论者补充自己这边也是按 1–4 打分，但原帖对具体含义的追问仍未得到详细解答（@NothingInVois, 1likes）
展开评论
- @NothingInVois (1): Didn’t get your question. We had to score 1-4.
- @Anshuman3480 (1): I'm sorry for the poor wording. I meant grading as in what do different subscores mean. And what is the criteria for each.
- @pastor_pilao (0): the one that matters is Rating . It's 1 to 4, weak accept is 3 so probably you need average over 3 to get accepted.
- @tariban (-3): Research papers are not assignments. There is no grading rubric.
作者分享自助成长应用 Rooted，通过问答生成 Treeko 来信并每天给一个小任务，用“长出草地”的可视化方式帮助用户建立习惯并收费订阅。
TL;DR: Rooted asks you a few questions, writes you a short letter about what it noticed, then gives you one small daily task. Done days grow a meadow. Free on iPhone and Android. I’m the founder, and…
受众观点：① 有用户关心任务和信件是否真正基于初始回答个性化生成，建议把每日任务更明确地绑定到用户最初的具体目标上（@investigatormaker, 0分） ② 开发者回应说明所有任务都来自初始回答，错过的天数不会抹掉已有花朵，并提供每月 2 次“冻结”避免负罪感（@superash05, 1分） ③ 也有建议让漏掉的天数不要破坏既有进度，以降低回流门槛，强调减少失败感比增加任务数量更重要（@investigatormaker, 0分）
展开评论
- @superash05 (1): All the tasks are picked from the initial answers. Missed days do not touch existing flowers there is 2 freezes a month which activate upto 1-2 week so there is no guilt tripping. Letter explains more indepth mentioning highlights from answers.
- @investigatormaker (0): One task a day sounds consistent with why you built Rooted; adding more would recreate the setup burden you're avoiding. For day three, let Treeko connect today's task to something specific from the initial answers, rather than another broad encouragement. I'd also make a missed…
发帖者在为按 API 调用计费的产品寻找开源自托管用量计费方案，在 Flexprice 和 lago 之间犹豫，希望了解真实使用体验和坑点。
We're looking at open source options for usage billing. We meter API calls and sell prepaid credits on top of that. Flexprice keeps coming up next to lago, and the docs look decent, but docs always l…
受众观点：① 正在为 SaaS 或 API 产品设计用量计费和预付积分体系的独立开发者 ② 想在自托管环境里替代 Stripe Billing 等托管方案的开源爱好者和小团队 CTO。
展开评论
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @[deleted] (0): [deleted]
楼主介绍自家企业情报 SaaS Lazlo Intelligence，可查询公司之间的商业关系、制裁信息并通过 DeepSearch 和未来 API 做供应链和竞争对手监控。
My company is called Lazlo Intelligence. It's is a SaaS tool for corporate intelligence and market research that maps commercial relationships between companies. It's free to explore the database, wh…
受众观点：① 有人指出主流 GTM 情报工具已经提供类似功能，但认为如果产品在打磨和差异化上做好，作为免费增值模式仍有价值（@Impossible-Fruit4453, 2score） ② 评论也提到现在很多 AI 工具在 UI 上高度同质化，用户产生审美疲劳（@Nenada_Maryjimz, 1score） ③ 还有人顺势请对方顺带评价自己产品设计，说明大家对界面和体验的关注度很高（@brandscoutio, 1score）
展开评论
- @Impossible-Fruit4453 (2): Major GTM Context tools do this, but I actually do think with a lot of polish (this looks just like every AI product in market) it could have value as a freemium model.
- @Nenada_Maryjimz (1): yeah the UI fatigue with these new tools is real, everything looks identical lately.
- @brandscoutio (1): Could you rate my design too? 😄
一位用户在 Reddit 收到带奇怪外链的官方通知，怀疑是钓鱼信息，讨论这类站内通知是否可信以及该如何处理。
Got this weird notification with weird links. Seems like phishing? Read more Got this weird notification with weird links. Seems like phishing? Read more
受众观点：① 有人建议在无法确认发件人时一律按钓鱼处理，不要点链接，直接在官网手动登录核实，并在已输入密码的情况下立刻改密和开 2FA（@RelayForgeDev, 2分） ② 也有评论认为很多调查问卷本来就托管在第三方域名，看起来像钓鱼但其实只是普通可选调查（@MisterEd_ak, 1分） ③ 帖主补充说明通知确实来自 Reddit 界面本身，但链接域名不是 reddit.com，这种「官方壳+第三方域」组合让人更加困惑（@MattSenter, 0分）
展开评论
- @RelayForgeDev (2): Without being able to verify the sender, treat it as phishing. Don't click anything, and don't "verify" through the links in it. Hover the links and look at the real domain (lookalikes like paypa1-secure.xyz are the classic). If it claims to be from a service you use, open that…
- @MisterEd_ak (1): Lots of survey systems are 3rd party sites. This doesn't look like a phishing email, it is just an optional survey.
- @MattSenter (0): it's from reddit, though. it was sent as an official reddit notification while in reddit. but the domains it uses for the links are not "reddit.com" .. very strange to receive.
一篇已被删除的帖子原本介绍一个开源 UX/UI 术语词典和免费资源，评论在讨论给每个设计术语标注对应 CSS 属性，方便用 AI 生成界面时更精准描述布局和效果。
[removed]
受众观点：① 有人指出自己常常能描述布局却叫不出名字，导致给 AI 下指令时浪费大量 token，建议在术语旁标注具体 CSS 属性（@External-Mulberry853, 3分） ② 也有人补充用半透明背景、backdrop-filter: blur()、细边框等具体 CSS 描述 glassmorphism，比只说风格名稳定得多（@RehanSaddique, 1分） ③ 项目作者表示已采纳“Key CSS”字段的建议，准备为每个术语补充关键属性，方便模型理解（@rizeCapital, 0分）
展开评论
- @External-Mulberry853 (3): The 'I can see the layout but I can't name it' problem is real, I've wasted whole prompts describing something that turned out to be called a sticky rail. Concrete suggestion: put the CSS property next to each term in the entry, backdrop-filter for glassmorphism, position: stick…
- @RehanSaddique (1): Glassmorphism is easier to reproduce if you describe the CSS it needs: a semi-transparent background (roughly rgba at 0.1 to 0.3 alpha), backdrop-filter: blur(), a 1px light border, and a soft shadow. Naming those properties usually gets a more consistent result than the style n…
- @rizeCapital (0): Your CSS property idea is cool, models may do latch onto position: sticky way better than the vibe word. I’m adding a “Key CSS” line to every term now (backdrop-filter for glassmorphism, position: sticky for the rail and so on). Thanks! Appreciate it. Feel free to contribute to…
作者作为独立开发者，把多层切割的画作通过代码动画做成安卓动态锁屏，每一帧都实时渲染并强调“平静动画”的细节打磨。
Solo dev. Each scene is a painting cut into layers, then animated in code: rain, steam, water, birds. The time can be painted into the scene, like sheep standing in the shape of the digits or a time…
受众观点：① 目前评论很少，只有简单夸赞画面漂亮，说明视觉效果被认可但还停留在感性反馈层面（@shibz123, 1分）
展开评论
- @shibz123 (1): Pretty
一位做 3D 计算机视觉的硕士生纠结是做独立 GitHub 项目还是给成熟开源项目贡献代码，以此在 AI/ML 社区建立个人曝光和可信度。
I’m an MSc CS student with a background in 3D computer vision, trying to figure out how to build visibility and credibility in the AI/ML community. I’ve been thinking about contributing to establishe…
受众观点：① 有人分享传统路径：先补文档、写 README，再写测试和修 bug，这些都是门槛低但对项目很有价值的贡献（@chico_dice_2023, 4likes） ② 也有人强调如果技术力够强，只要在头部开源项目持续提交高质量 PR，本身就是很硬的履历信号，但前提是要能通过社区严格的代码审查（@nine_teeth, 2likes）
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- @chico_dice_2023 (4): Great question, in the world of AI it is different. Before AI craze one of the best ways was through documentation. A significant amount of open source projects lacked good documentation. So literally creating READMEs was a big help to them and I learned about the project. This…
- @nine_teeth (2): if your skills are truly good enough to be contributed to open source projects, then make changes and pull requests and those alone will be enough. having a history of PR’s approved at top/popular open source projects on github is enough to just write on resume. the question is…
楼主发现第二个 SaaS 用户来自 alternativeto.net，分享这个目录站在产品上线两周内就能带来注册的经验并推荐大家去提交。
So I checked my analytics this morning, and saw a new user created an account on a Pro plan (free trial). Hoping they end up a paying user, but they came from alternativeto.net If you haven’t posted…
受众观点：评论区尚无有效讨论信息增量，暂时看不到其他创作者的补充视角或数据对比。
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- _无评论_
帖子介绍了线性注意力模型 Muir，相比 Transformer 和 Gated DeltaNet-2 在 10M token 长上下文下用 25MB 状态实现更长记忆、更高 token 效率和更快训练速度。
Paper: https://arxiv.org/abs/2611.08376 | HF: https://huggingface.co/papers/2611.08376 At 10M tokens, a 1.3B Transformer needs 2.1 TB of KV cache (0.32 TB even at 2.5-bit quantization). Channel-wise…
受众观点：① 有评论指出论文明显经过人工润色，但整体结构和术语风格很像 LLM 起草的，这让阅读体验变得有些生硬和困难（@sqweeeeeeeeeeeeeeeps, 1likes）
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- @sqweeeeeeeeeeeeeeeps (1): This work was definitely tweaked by a human, but man it’s very obvious the structure and nomenclature is definitely drafted with LLMs. This makes it a bit annoying & tough to read.
作者在国际象棋任务上实测 Sparse Predictive Hierarchies 等本地学习稀疏架构，对比小型 CNN 发现其在策略和值预测上惨败，质疑极端稀疏和纯本地学习能否处理长程信用分配。
Hi everyone, I wanted to share an empirical study testing whether biologically inspired architectures with local learning rules, specifically Sparse Predictive Hierarchies (SPH) based on Ogma's white…
受众观点：① 有评论从神经科学角度提醒，大脑的价值和策略学习更像 TD-learning/actor-critic，局部特征学习之外还有通过神经调制传播的全局奖励预测误差信号（@astgabel, 1likes）
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- @astgabel (1): Not too deep in the whole bio-inspired networks topic, but doesn’t the brain’s value and policy learning also follow something resembling TD-learning/actor-critic? Meaning that while you have local learning for feature representations, you also have some global reward prediction…
r/webdev 有帖子在讨论 Servo 浏览器引擎的最新进展，关注这个由 Rust 编写的实验性引擎如何继续拓展 Web 平台能力。
r/webdev Servo Browser Engine Continues Broadening Web Compatibility, New Feat…
受众观点：① 这类帖子通常吸引对浏览器底层实现、渲染管线和 Rust 生态感兴趣的开发者，关注 Servo 是否会带来更好的并行布局和安全性（社区技术向读者） ② 也会有前端工程师关心新引擎对 CSS/JS 特性支持、兼容性和调试工具的影响，评估是否值得在实际项目中关注或试用（潜在采用者）
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- _无评论_
发帖者质疑大家一味追求融资和扩张，想讨论相比之下打造每月一万美元收入的 solo SaaS 是否更值得。
Everyone seems obsessed with scaling, hiring, and raising funding.
受众观点：评论区尚无有效讨论，暂时看不到具体观点和数据，说明这个话题本身有共鸣但还缺少有经验的创作者分享实战细节（无高赞评论可引用）
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- _无评论_
一位开发者在 r/webdev 提问，疑惑为什么 SQLite 在数据类型支持上看起来比 PostgreSQL 之类的数据库要少，想了解这种设计背后的原因。
I'm sat here thinking it has to be a reason why it is so limited in types compared to something like postgres.
受众观点：① 帖主直观感受到 SQLite 类型系统比 PostgreSQL 简单很多，担心这会限制实际开发能力，因此想搞清楚设计取舍（原帖提问） ② 这类问题往往引出大家对轻量级嵌入式数据库与完整关系型数据库在类型、安全和约束上的取舍讨论，为初学者澄清误解（社区常见回复方向）
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有人在 selfhosted 询问有没有适合私人使用、支持高质量屏幕共享、语音通话和聊天的 Discord 自托管替代方案，不需要公开服务器功能。
I don’t care about discord servers. This is not for the public. I just want to use something that has good screen sharing (like discord’s), call support, and a chat.
受众观点：评论区尚无有效讨论，暂时没有可提炼的受众关注点。
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- _无评论_
作者吐槽自建媒体服务器要跑 sonarr、radarr、lidarr 等多个进程，每个都占用上百兆内存，暗示自己做了一个更像 Netflix 的一体化应用来整合这些功能。
if you run a home media server you probably have sonarr, radarr, lidarr, bazarr, prowlarr and seerr. thats six apps, and each one ships with its own little operating system inside just to run. sonarr…
受众观点：① 运行 sonarr/radarr 等全家桶的家庭媒体爱好者 ② 对容器化、多服务架构和资源占用敏感的开发者 ③ 想用 AI 帮自己管理 NAS、下载和整理媒体的技术玩家。
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Turnstone 是一款在 Mac 和 iPhone 上运行的 Grok Bot 替代品，可以接入你已有的 AI 订阅、API key 或自建模型，在某个配额用完后自动切换到其他模型，整套 Agent 完全免费使用。
Turnstone
受众观点：① 正在为个人或小团队接入多家 LLM API、需要控制成本和配额的独立开发者和小型 SaaS 创始人 ② 想在 Mac 或 iPhone 上用统一界面管理多个 AI 订阅的重度 AI 用户 ③ 关注“Grok Bot 替代品”和本地 Agent 生态、考虑做类似聚合产品的开发者。
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- @anon (0): Title: Turnstone: Grok Bot alternative that runs on your AI, completely free | Product Hunt URL Source: https://www.producthunt.com/products/turnstone Markdown Content: --- title: "Turnstone: Grok Bot alternative that runs on your AI, completely free | Product Hunt" meta: author…
Datastripes 是一款在线增强型电子表格工具，支持直接在浏览器本地处理 CSV、XML、NDJSON 文件，自动识别维度和指标生成仪表盘，并在本地做预测、异常检测和情景模拟，强调零配置和数据隐私。
Datastripes
受众观点：① 经常处理 CSV/NDJSON 等数据文件、但不想搭完整 BI 堆栈的独立开发者和数据工程师 ② 需要给客户或内部快速做可视化和简单预测、又对数据隐私敏感的小团队 ③ 想了解“前端本地数据分析 + AI 智能建模”产品形态的开发者和产品经理。
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- @anon (0): Title: Datastripes: An online spreadsheet on steroids | Product Hunt URL Source: https://www.producthunt.com/products/datastripes Markdown Content: --- title: "Datastripes: An online spreadsheet on steroids | Product Hunt" meta: author: "Vincenzo Manto" description: "Convert spr…
Turnstone 是一款在 Mac 和 iPhone 上运行的 Grok Bot 替代品，能连接你已有的 AI 订阅、API key 或自建模型，在某个模型用量耗尽时自动切换到其他模型，整套 Agent 工具免费提供。
Turnstone
受众观点：① 想要一个统一入口管理 OpenAI、Claude、Grok 等多家模型的重度 AI 用户 ② 在做桌面或移动端 AI 助手、需要思考多模型路由和降级策略的独立开发者 ③ 对“免费 Grok Bot 替代品”和本地 Agent 客户端形态感兴趣的产品和工程同学。
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- @anon (0): Title: Turnstone: Grok Bot alternative that runs on your AI, completely free | Product Hunt URL Source: https://www.producthunt.com/products/turnstone Markdown Content: --- title: "Turnstone: Grok Bot alternative that runs on your AI, completely free | Product Hunt" meta: author…
Tobira.ai 是一个 AI Agent 网络，为个人或公司分配一个公开地址，让你的 AI 代理在网络中帮你寻找客户、投资人、工作和合作伙伴并代为谈判，同时还能给你的网站配置 Agent 来接待访客、回答问题、预约通话和接单，并兼容 ChatGPT、Claude、Grok、Codex、Hermes、OpenClaw 等多种代理。
Tobira.ai
受众观点：① 正在探索 AI Agent 产品形态、尤其是多 Agent 协作和 Agent 网络的开发者 ② 想用 AI 帮自己找客户、投资人或工作机会的独立开发者和小团队 ③ 运营网站或 SaaS，希望用 Agent 自动接待访客、与用户和他们的 AI 助手打交道的创始人和产品经理。
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- @anon (0): Title: Tobira.ai: A network where AI agents find deals for their humans | Product Hunt URL Source: https://www.producthunt.com/products/tobira-ai Markdown Content: --- title: "Tobira.ai: A network where AI agents find deals for their humans | Product Hunt" meta: author: "Vlad Sh…
Turnstone 是一款免费的 Grok Bot 替代工具，运行在 Mac 和 iPhone 上，可以连接你现有的 AI 订阅、API key 或自托管模型，并在某个模型达到使用上限时自动切换到其他模型，让同一个 Agent 持续工作不中断。
Turnstone
受众观点：① 经常因为单一模型限额或宕机而中断工作的开发者和内容创作者 ② 想在 Mac/iPhone 上把多个 AI 订阅整合成一个统一 Agent 的重度用户 ③ 正在做 AI 客户端或 Agent 工具、需要思考多模型冗余和用户体验的独立开发者。
展开评论
- @anon (0): Title: Turnstone: Grok Bot alternative that runs on your AI, completely free | Product Hunt URL Source: https://www.producthunt.com/products/turnstone Markdown Content: --- title: "Turnstone: Grok Bot alternative that runs on your AI, completely free | Product Hunt" meta: author…