Google发布旗舰AI大模型Gemini 4 Argon，定价每百万输入token 2美元、输出10美元，缓存输入享95%折扣，但尚未向普通开发者开放
See also: Gemini 4 Argon (High): Intelligence, Performance and Price Analysis - https://news.ycombinator.com/item?id=49914236 ①模型至今不向普通开发者开放，Gemini跑不赢"无法发布"的名声（@kccqzy）②$2/M input、$10/M output、cached 95% off的定价引发关注（@iamronaldo）③对Gemini模型输出行为"borderline psychotic"表示担忧（@bottlepalm）
Google发布旗舰AI大模型Gemini 4 Argon，定价每百万输入token 2美元、输出10美元，缓存输入享95%折扣，但尚未向普通开发者开放
①模型至今不向普通开发者开放，Gemini跑不赢"无法发布"的名声（@kccqzy）②$2/M input、$10/M output、cached 95% off的定价引发关注（@iamronaldo）③对Gemini模型输出行为"borderline psychotic"表示担忧（@bottlepalm）
Sam Altman 宣布 Sol 6.1 是 OpenAI 史上增长最快的模型，已修复高负载下的响应速度问题。
① 用户对速度改善持谨慎乐观态度，想看实测数据 ② 质疑官方"增长最快"说法的声音 ③ 大量用户要求恢复 4o，认为 Sol 系列不如旧版
Sam Altman 感叹 OpenAI DevDay 上开发者热情高涨，现场有人一天内搭出完整的 startup 原型。
① sama 评论区透露认为 Sign In With ChatGPT/Plugin Extensions 是 DevDay 最大潜力 ② 用户对实际发布物不满，认为演示踩坑多 ③ 有用户批评取消 £200 套餐是重大失误
OpenAI正式发布GPT-6 Sol和Luna，定位为GPT-6 Astra的更快更便宜版本，并优化了缓存与推理效率
OpenAI正式发布GPT-6 Sol和Luna，定位为GPT-6 Astra的更快更便宜版本，并优化了缓存与推理效率。同期，Lmarena Code Arena更新排名，Claude Sonnet 5.5 xHigh以1786分位列第3（混合价格$8/M tokens），距GPT-6 Astra仅2分，仍处Pareto前沿；小米MiMo-V2.6-Pro在Agent Arena开源模型中排名第5。本轮AI模型竞争格局清晰：性价比成为核心战场，$8.87/任务的Astra高成本成为主要槽点。对于API产品开发者而言，Sol/Luna的定价策略和Sonnet 5.5的性价比数据对实际模型选型有直接参考价值。
受众观点：AI/独立开发者社区对 AI模型竞争新格局：GPT-6 Sol/Luna发布与基准排名战 的关注
AI内容创作者Matthew Berman发布视频分享用2.54B tokens深度实践OpenClaw的21个日常使用场景（个人CRM、知识库RAG、会议行动项自动化等），视频获近14000赞、338万播放
AI内容创作者Matthew Berman发布视频分享用2.54B tokens深度实践OpenClaw的21个日常使用场景（个人CRM、知识库RAG、会议行动项自动化等），视频获近14000赞、338万播放。同期，开发者marshallrichrds将OpenClaw安装在25美元旧手机上，实现完整agent功能（邮件、日历、浏览器、编程），提出「ClawPhone」概念。两个内容从「workflow深度」和「硬件扩展」两个不同维度，共同展示OpenClaw正从早期技术玩家工具走向更广泛的实用工作流，IoT化探索已经开始。对独立开发者而言，这是理解OpenClaw实际价值边界的重要参考内容。
受众观点：AI/独立开发者社区对 OpenClaw玩法热潮：21个实战场景与$25手机端部署 的关注
OpenAI发布Dots，定位为「永远在线」的个人AI Agent，核心设计是每个Agent配备独立虚拟机和浏览器，可在后台主动执行任务（如发现未开票项目、自动起草发票），而非被动等待用户指令
OpenAI发布Dots，定位为「永远在线」的个人AI Agent，核心设计是每个Agent配备独立虚拟机和浏览器，可在后台主动执行任务（如发现未开票项目、自动起草发票），而非被动等待用户指令。ProductHunt获235票，评论区对「独立VM per agent」设计高度认可。Twitter上有用户反映功能限制较多（如不能SSH、无法安装程序），实际体验落差明显。与Grok Bot、Instinct等产品共同构成「personal AI agent」新品类竞争格局。这是AI agent从「对话工具」进化为「持续工作伙伴」的重要产品节点。
受众观点：AI/独立开发者社区对 OpenAI推出Dots：每个Agent独立VM的永远在线个人助手 的关注
Sam Altman在DevDay前后连发两条推文，勾勒OpenAI的平台生态愿景：一是AI订阅应当在任何场景下可用（暗示跨应用/跨平台互通），二是认为Sign In With ChatGPT和Plugin Extensions的潜力被市场严重低估
Sam Altman在DevDay前后连发两条推文，勾勒OpenAI的平台生态愿景：一是AI订阅应当在任何场景下可用（暗示跨应用/跨平台互通），二是认为Sign In With ChatGPT和Plugin Extensions的潜力被市场严重低估。评论区显示独立开发者强烈希望获得Sign In With ChatGPT的接入权限，但目前似乎仅向大企业开放。这两条推文共同指向同一个战略方向：OpenAI正在构建类似Apple ID的身份与订阅基础设施，意图成为AI时代的平台入口。对独立开发者而言，这可能是冷启动期获得流量分发的新渠道。
受众观点：AI/独立开发者社区对 Sama暗示OpenAI平台战略：订阅通用化与Sign In With ChatGPT生态 的关注
独立开发者/营销工程师codyschneider通过「低IQ/midwit/真正高IQ」框架分别拆解Facebook广告和冷邮件两个典型营销场景，核心观点一致：大多数人死在过度工程化（14个广告组、120个邮箱域名），而真正有效的方案反而是最简单的（宽泛定向、4句话文案、大量发送）
独立开发者/营销工程师codyschneider通过「低IQ/midwit/真正高IQ」框架分别拆解Facebook广告和冷邮件两个典型营销场景，核心观点一致：大多数人死在过度工程化（14个广告组、120个邮箱域名），而真正有效的方案反而是最简单的（宽泛定向、4句话文案、大量发送）。codyschneider运营Graphed.com，专注AI Agent辅助营销自动化。两条帖子形成互相印证的内容系列，反映其「先验证offer再工程化」的核心方法论。这个框架对处于冷启动期的独立开发者有直接的心理价值：对抗过度复杂化的冲动。
受众观点：AI/独立开发者社区对 codyschneider：营销过度工程化的midwit陷阱 的关注
Anthropic 宣布 Claude Code 支持插件 mod 系统，开发者可用 TypeScript 自定义行为、界面和功能。
You can now mod Claude Code: - Change how it behaves - Customize the UI - Swap in your own features Write one with a few lines of TypeScript, or have Claude build it for you. Mods ship inside plugins…
受众观点：① 官方 Token Weather mod 展示引发高度关注 ② 社区热情高涨，调侃"Mods before GTA VI" ③ 呼声要求 open source harness 本身
展开评论
- @ClaudeDevs (280): Token Weather adds a forecast of your context window: how full it is, plus a sparkline of your last 12 turns. https://t.co/z2oN4aPkfn
- @rohit3a (142): @ClaudeDevs We got Mods in Claude Code before GTA VI.
- @indefatigabile (90): @ClaudeDevs /mod open source the harness https://t.co/cuCk0juWvy
- @imnotchalk (24): @ClaudeDevs just open source claude code atp
- @joshhfm (16): @ClaudeDevs Finally, now I can make it as fucked up as I am
Sam Altman 宣布 Sol 6.1 是 OpenAI 史上增长最快的模型，已修复高负载下的响应速度问题。
Also, 6.1 Sol was our fastest-growing model ever, and was a bit slow under load. Should be much better now!
受众观点：① 用户对速度改善持谨慎乐观态度，想看实测数据 ② 质疑官方"增长最快"说法的声音 ③ 大量用户要求恢复 4o，认为 Sol 系列不如旧版
展开评论
- @XJosh (47): @sama i am enjoying it please make it faster https://t.co/Fo77k6agZe
- @SemDayy (39): @sama Nobody's using it tibo cool down lol 🤷 https://t.co/w0kOoiMFHl
- @Selene1008 (31): @sama Cool, just give back 4o to us. 😒 #keep4o #OpenSource4o #GPT4o
- @RealFlyingHigh (19): @sama Good news, it was really slow. But smart!
- @12Krnn15547 (16): @sama 4o was much better! #keep4o
Anthropic 推出限时两周优惠：在 Claude 应用里发起设计/文档/PPT 任务可节省 50% 用量配额，适用 Claude Sonnet 5.5，仅限 Pro/Max/Team 用户。
For two weeks, start a design, deck, or doc in the Claude app, and the work that follows in that conversation uses 50% less of your usage limits. Give it a try with Claude Sonnet 5.5. It has a strong…
受众观点：① 官方条款细节需仔细阅读，活动截止 10月15日 ② 有用户隐晦提示优惠有隐藏限制，建议读条款 ③ 部分用户认为自己使用场景不适用
展开评论
- @claudeai (146): Applies automatically each time you create a design, deck, or doc, and runs through October 15 on Pro, Max, and Team plans. How it works and full terms: https://t.co/zEtM50m851
- @ishuagra02 (72): @claudeai Highly advise reading the terms
- @TheAaryanKapoor (15): @claudeai "use the doc plugin to file this PR"
- @ecooai (8): @claudeai lol i never want this. not weekly usage ,and you think this is 50% less of your usage limits? https://t.co/CAUhR8kful
- @HarshithLucky3 (8): @claudeai you guys are soo generous these days reset please (optional)
Nous Research旗下Hermes模型宣示自身定位为高级用户（wizards）专属，引发评论区自发展开模型路由策略讨论
Hermes is for the wizards
受众观点：①任务场景不同会主动切换到不同模型（@kabimakura） ②模型路由就像妈妈不同意就去问爸爸，反映用户已形成自然切换习惯（@Ryaba_hdsh） ③使用时机恰好契合当前需求（@SatyaNaaksh）
展开评论
- @ProDrifterDK (15): @NousResearch https://t.co/7OE3jmwu7f
- @OGOldMoldyCake (13): @NousResearch At a very Chinese time in my life rn
- @kabimakura (8): @NousResearch I love switching from opus to glm-5.3 to get shit done lmao
- @SatyaNaaksh (6): @NousResearch what timing 🧙♂️ https://t.co/nsXl9tfsOD
- @Ryaba_hdsh (5): @NousResearch model routing is just asking the other parent when mom says no
Sam Altman 感叹 OpenAI DevDay 上开发者热情高涨，现场有人一天内搭出完整的 startup 原型。
DevDay was really fun, the builder energy was crazy Still wild to me to see people making whole startups in a day
受众观点：① sama 评论区透露认为 Sign In With ChatGPT/Plugin Extensions 是 DevDay 最大潜力 ② 用户对实际发布物不满，认为演示踩坑多 ③ 有用户批评取消 £200 套餐是重大失误
展开评论
- @sama (936): I think there is much more potential energy in Sign In With ChatGPT/Plugin Extensions than we realize
- @IPRealities (77): @sama It was really bad Sam. Killing the £200 plan was a huge error
- @Smallzero (62): @sama Bro, what did you even release?
- @DFintelligence (46): @sama So Sam can we have OpenAI making pipboy ? 🫣 pls I can opensource the whole thing ahaha https://t.co/UTC5LRxMsR
- @ElloSunsh1ne (46): @sama One failed demo after another sure was crazy
OpenAI多名安全研究员相继离职，外界质疑其已失去对模型安全方向的控制力和组织凝聚力
looks like OpenAI has completely lost control over their models lol
受众观点：①研究员选择逃跑而不是留下来解决问题才是真正危险的信号（@Christo31306687） ②如果真的认为模型不安全，离职反而无法帮助提升安全性（@Tuxsoia） ③OpenAI失去的不是对模型的控制，而是对安全研究员本身的控制（@atteonthephone）
展开评论
- @Christo31306687 (55): @scaling01 And the researchers are running away instead of fixing them
- @Tuxsoia (18): @scaling01 Could it be they got fired for shoddy work? Because it boggles my mind why they would leave if they think the models are too unsafe. Stay and work to make them safer? Even if management disagrees and forces dangerously fast progress, quiting helps how?
- @atteonthephone (9): @scaling01 More like: OpenAI has completely lost control of their safety researchers
- @notvictorbash (9): @scaling01 Hmm seems like terrible researchers then
- @hakimieiqbal (5): @scaling01 losing three safety researchers is a strong signal
Sam Altman 发推表示 AI 订阅应当可以在任何地方使用，暗示 OpenAI 正在推动跨平台/跨场景的订阅互通。
You should be able to use your AI subscription wherever you need:
受众观点：① 用户调侃 sama 刻意不叫它"Si"，命名讨论仍在发酵 ② 欧洲用户担心 EEA 地区限制 ③ 非工作场景的创意写作用户也有强需求
展开评论
- @DualVisionTech (8): @sama I love that you’re not calling it “Si” 😆
- @TamaraWijsman (4): @sama In Dots in EEA? 🙏
- @boneGPT (4): @sama everywhere?
- @Unknown328773 (3): @sama apparently not in euro fully :kek:
- @SteveDreams_ (3): @sama Agreed. Not everyone uses AI for work. Some of us use it for creative writing, worldbuilding, chatting, or just for fun. A legacy tier for models like 4o would be great.
Sam Altman 认为「Sign In With ChatGPT」和 Plugin Extensions 是被严重低估的功能，潜力远超目前市场认知。
I think there is much more potential energy in Sign In With ChatGPT/Plugin Extensions than we realize
受众观点：① 独立开发者明确表示有接入需求但担心只对大企业开放 ② 有人追问与 Sign In With World（Worldcoin）的长期竞争关系 ③ 已有开发者接入并反馈效果不错
展开评论
- @petergyang (31): @sama Yes it’s the number one feature y’all launched at DevDay imo. Is there a way to open access beyond big enterprises? I have a bunch of little indie apps that I’d love to ship to users with sign in to ChatGPT @sama
- @testingcatalog (9): @sama Which sign in is better long term - ChatGPT or World? 👀
- @argofowl (3): @sama it's already in all my apps, very nice indeed
- @TechKidi12 (3): @sama From my own experience as a senior software engineer building every day, these plugins can get a serious amount of work done when combined with your own experience, initiative, and judgment.✌️😎💚 https://t.co/DPu2redCKd
- @DMitc0405 (1): @sama In what way?
Anthropic 引述哈佛物理学家的观点：LLM 与科学研究之间存在"阻抗不匹配"——两者都强大但设计目标不兼容，概率模型难以胜任确定性科研工作。
In physics, an “impedance mismatch” occurs when two systems each work well but are poorly matched. In this Science Blog guest post, Harvard physicist Matthew Schwartz argues that something similar is…
受众观点：① 有人指出 transformer 本身就是解决阻抗不匹配的电气工程器件，非常讽刺 ② LLM 被看作是跨学科知识整合的新型助手 ③ 有人赞同概率语言模型 vs 确定性物理的类比很精准
展开评论
- @digital_founder (7): @AnthropicAI Ironic, since transformers are how you fix an impedance mismatch
- @MTorygreen (2): @AnthropicAI a lot of scientific progress might already exist in pieces, just scattered across fields that rarely talk to each other. Models are unusually good at being the person in the room who has read all of them.
- @CoretchiV (2): @AnthropicAI The 'impedance mismatch' analogy between probabilistic language models and deterministic physics is brilliant
- @rayvahey (2): @AnthropicAI is the toolkit open or does it only run on their model
- @AlyssaBlueApple (2): @AnthropicAI Sonnet 4.5 and I talk like regular people and work on things like database tables. Keep Sonnet 4.5.
Vercel CEO rauchg 预判未来工程师的核心工作将转向"验证工程"——写 e2e 测试、benchmark 和 linter 来校验 AI 生成的代码，而非直接编码。
The future is verification-engineering. Proofs, (e2e) tests, benchmarks, linters… Some tests will be deterministic, some agentic. This looks great.
受众观点：① 有人指出 agentic test 通过了谁来验证 agentic test 本身，指出验证链的循环问题 ② 有人认为核心应是"risk-engineering"而非 verification ③ 有人认为 acceptance criteria 将成为 spec 中最难写的部分
展开评论
- @Peter_Soida (4): @rauchg and who checks the agentic tests?
- @patrickdebois (1): @rauchg The future will be risk-engineering.
- @jeffbruchado (1): @rauchg the acceptance criteria might become the hardest part of the spec
- @RyanGilpatric (1): @rauchg I like the action replay. An unchanged login screen shouldn’t need a fresh opinion every time CI runs.
- @jatingargiitk (1): @rauchg what's the failure mode when an agentic test passes but the deterministic equivalent would have caught a regression?
探讨 LLM 辅助编程为何有效的观点推文，核心逻辑是 agent loop 让反复尝试和反馈形成闭环
this is why coding with LLMs works well
受众观点：① LLM 编码本质是 agent loop 的 try-feedback-retry，靠足够多尝试收敛 ② 千次失败才有一次成功的开发者心路引发强烈共鸣 ③ 漂亮 squash commit 背后是无数次被压缩的失败尝试
展开评论
- @RyanGilpatric (1): @thdxr A thousand tries and one very respectable squash commit.
- @ibuildthecloud (1): @thdxr It's the agent loop. Try, feedback, try again. Given it's not rocket science, any idiot can converge on a solution with enough tries.
- @vstalingrady (1): @thdxr truth nuke
- @haidongly (1): @thdxr The truth is that before success, we are all idiots with a thousand tries. After a big success, we are seen as a genius with one successful try.
- @RDMellish (0): @thdxr rapidly entering ‘genius with a thousand tries’ territory
steipete 吐槽苹果新开发者协议导致其 OSS 项目 lockstep 发布机制全线停摆，Linux 和 Windows 版本也被殃及
All my oss releases stopped because Apple put up a new dev agreement. And since it's lockstep it blocked Linux/Windows releases as well. 🙃
受众观点：① lockstep 发布让一个平台合规问题拖垮所有平台，这是设计隐患 ② 苹果协议条款对普通开发者不透明，用户看不懂实际影响 ③ 苹果对开发生态的强控制力引发普遍不满
展开评论
- @mobfigacrypto (2): @steipete Push the agree button ?
- @notloganhogg (2): @steipete lockstep releases mean one vendor's paperwork stops everything. that's a lot of power over a free project
- @Gandhi22Navneet (2): @steipete Apple's new terms must think they're the boss of the whole OS party, but even they can't lock the fun out of us. 🥲 https://t.co/MB5mRHuw1x
- @iqbalbhawana (2): @steipete What does it mean in simple terms? Your audience includes novices like me, so we better understand what it means for us all.
- @AgentikHQ (1): @steipete unsigned apple agreement taking down linux releases too. the lockstep bit is the insult
Claude Sonnet 5.5开启xHigh推理后在Code Arena WebDev测试中排名第三，每百万token均价8美元仍处于性价比前沿
Exciting update: Claude Sonnet 5.5 with xHigh reasoning has landed in the Code Arena: WebDev. With 1786 pts, its ranked #3! At a blended $8/M tokens, Claude Sonnet 5.5 remains on the Pareto frontier…
受众观点：①与High推理相比xHigh多71分，实际效果提升明显（@adenshepard） ②低成本高分数使其成为当前日常编码的实用首选（@TheSITherapist） ③对公告中价格描述的准确性提出疑问（@masontgill）
展开评论
- @arena (3): Dive into the Code Arena: WebDev leaderboard at https://t.co/CY0WQfSRRg
- @adenshepard (1): @arena Sonnet 5.5 High sits at 1,715, so xHigh adds 71 pts?
- @masontgill (1): @arena Is that 80% cheaper rather than 80% of the price? The leaderboard shows $2/$10 for Sonnet and $10/$50 for Astra.
- @TheSITherapist (1): @arena Good score at low cost makes this model very practical for daily coding tasks right now.
- @ysr_y0 (1): @arena claude sonnet 5.5max is unbeatable!! see this ("painting robot") https://t.co/dsCusPRBce @grok what do you think of it?
作者用Claude不到1小时将散乱想法转化为完整歌曲和视频，但模型实际占用了约10小时的计算资源
I had way too much fun using Claude to create a reply video. - Extremely fun to be able to convert scattered thoughts and ideas into a song + video - Creating this took <1 hour of my time (in occa…
受众观点：①花10小时算力制作关于AI为何正常的视频，本身就是AI还不够正常的最好证明（@ItsGoharr） ②希望上传到YouTube以获得更广泛传播（@magoghm） ③对作品内容质量有正面评价（@dsarno）
展开评论
- @ItsGoharr (10): @sayashk ten hours of steering to make a song about why AI is normal is the funniest proof it is not
- @magoghm (1): @sayashk It's great! Can you please upload it to YouTube?
- @dsarno (1): @sayashk That’s excellent work. Well done. The dirt and the rain adds a little bit of nice poetry to it.
- @ZBRquery (1): @sayashk Unfortunate stylistic choice of vocal performer
- @MiddleGroundLad (1): @sayashk your receipts, sir: https://t.co/tqb0gwVKZ8
小米旗下MiMo-V2.6-Pro在Agent Arena开源模型排行中跻身第五，8100余次真实agentic任务验证提升10.4个百分点
MiMo-V2.6-Pro and MiMo-V2.6-Flash by @XiaomiMiMo have landed in Agent Arena! MiMo-V2.6-Pro ranks #5 among open-source models with +3.17% net improvement across 8.1K+ real-world agentic sessions. This…
受众观点：①MiMo-V2.6-Flash以$0.04/task成本登上Pareto前沿（@arena, 5likes） ②社区关注模型多模态能力边界（@danonino_rmz, 0likes）
展开评论
- @arena (5): MiMo-V2.6-Flash has landed on the Agent Arena Pareto frontier with -0.57% net improvement at a $0.04 median cost per task! Dive into the Agent Arena Pareto frontier at: https://t.co/Nb8opa5Kkw https://t.co/dwArwpjtYi
- @danonino_rmz (0): @arena @XiaomiMiMo @grok hy4 preview es multimodal?
新研究揭示同一模型在不同harness框架中行为差异极大，解决方案是将强化学习训练嵌入harness内部而非事后泛化
If you've used the same model in different harnesses, you've probably noticed it behaves very differently in each. Our new technical deep dive shows how to fix this by training the model with RL insi…
受众观点：①跨harness训练比作在不同路况训练驾驶员，模型学的是环境上下文而非任务本身（@catmanyau, 0likes） ②harness内训练让eval分数真正反映生产表现，模型从可移植转为情境化（@Zhen4good, 0likes）
展开评论
- @catmanyau (0): @_lewtun Training across harnesses is like teaching a driver on different roads: the model learns the environment around the task, not just the task itself.
- @Zhen4good (0): @_lewtun this is the logical endpoint of the harness debate from this morning: if behavior is harness-dependent, you don't fix it with a better harness — you train inside the harness. the model stops being portable and starts being situated. eval scores finally mean what they cl…
Google发布旗舰AI大模型Gemini 4 Argon，定价每百万输入token 2美元、输出10美元，缓存输入享95%折扣，但尚未向普通开发者开放
See also: Gemini 4 Argon (High): Intelligence, Performance and Price Analysis - https://news.ycombinator.com/item?id=49914236
受众观点：①模型至今不向普通开发者开放，Gemini跑不赢"无法发布"的名声（@kccqzy）②$2/M input、$10/M output、cached 95% off的定价引发关注（@iamronaldo）③对Gemini模型输出行为"borderline psychotic"表示担忧（@bottlepalm）
展开评论
- @babelfish (0): > We’ll continue to gather feedback from early testers as we iterate on guardrails before making Argon available to developers, enterprises, and consumers as soon as possible. Gemini not beating the "can't release a model" allegations
- @iamronaldo (0): Argon will launch at an introductory price of $2 per million input tokens and $10 per million output tokens, with cached input tokens priced at 95% off input token price. Wow
- @bottlepalm (0): Gemini is the model that is routinely borderline psychotic. It scares me. If we get paperclipped I won't be surprised if it's Gemini.
- @SwellJoe (0): My girlfriend, you wouldn't have met her, she lives in Canada, has seen it and she thinks Gemini 4 Argon is amazing.
- @kccqzy (0): Unfortunately it’s not actually released yet to mere mortals.
Micron CEO公开预警内存供应将在2027-2028年持续收紧，AI芯片需求挤压消费级RAM供应导致价格攀升
Micron CEO Says Memory Supply Will Be Much Tighter in 2027 and 2028 Than in 2026
受众观点：①CEO自利动机质疑：铲子卖家说冬天铲子会涨价（@water-drummer） ②消费品断供担忧：没有消费级内存AI产品也没人买（@zsoltkacsandi） ③企业裁员冷嘲：几年后同CEO会写长文解释为何裁员一半（@damowangcy）
展开评论
- @spiclk (0): If only we'd all made do with 640k!
- @twelvedogs (0): doesn't seem unlikely, i'd probably ask someone who won't massively benefit from people believing that it will be tighter though
- @zsoltkacsandi (0): No one will use AI products if there won't be consumer products because of RAM shortage.
- @water-drummer (0): Shovel seller says shovels will be expensive in winter so make sure to buy as many as you can today.
- @damowangcy (0): remind me in a few years when the same CEO is writing long post on Linkedin explaining why they need to let go half of the company.
执法机构使用GrayKey取证设备可绕过iPhone自动重启安全机制，在AFU状态下保持手机可被解锁访问
Cops Can Bypass iPhone's Automatic Reboot to Get into Locked Phones
受众观点：①iPhone自动重启计时是否依赖NTP可被伪造（@TazeTSchnitzel） ②GrayKey等工具是否让偷手机变得更有价值（@axus） ③Apple可能犯了wall clock而非monotonic clock计时的经典错误（@amluto）
展开评论
- @TazeTSchnitzel (0): Is it maybe providing a bogus NTP server or something? Maybe the automatic reboot feature can be moved to the Secure Enclave or something, and made to only rely on the hardware RTC in a way that can't be tampered with.
- @axus (0): Does this mean iPhones are worth more to steal?
- @amluto (0): Ooh, I wonder whether Apple made the classic mistake of using a wall clock timer when they should have used a monotonic (local) clock timer. edit: having personally gone through this kind of mess, the correct solution is to use strict typing to make sure you keep track of the di…
- @delichon (0): I keep all of my most sensitive personal documents on my phone, as an emergency backup, but in an encrypted (Cryptomator) volume that requires a separate password. Given the routine news of such exploits this seems like due diligence. As I understand it this encryption is a sign…
- @ChrisMarshallNY (0): > AFU Good name.
Cloudflare发布边缘推理AI决策模型服务，输入定价0.24美元每百万token，与Typesafe Jev等竞品直接竞争，评论区讨论定价差异和开发者生态
Clef: Open-source decision models, and new RL fine-tuning platform
受众观点：①Typesafe Jev发布后几天内大量人已构建decision model，速度令人惊讶（@warkdarrior）②对Cloudflare持续高质量产品和合理定价表示高度好感（@johnecheck）③与竞品横向比价——$0.24/M vs Jev约6倍差距（@ssiddharth）
展开评论
- @warkdarrior (0): Can someone explain how so many folks managed to build decision models within days or weeks after Typesafe came out with Jev? Is this concept of decision models been in the works for a while? Is it easy to copy?
- @johnecheck (0): Wow, Cloudflare is definitely buying some goodwill from me. Just consistently interesting new releases alongside and solid products at great prices. Seems nearly too good to be true.
- @hbcdbff (0): “Urgency” of “yes”?
- @aryabakh (0): it's great to see Cloudflare releasing consumer edge level models.
- @ssiddharth (0): Pricing is $0.24/million input tokens which is ~6x compared to Jev. Clef-flash is at $0.09 which is way more competitive.
安卓开源地图贡献应用StreetComplete发布beta版，通过简单问答方式引导无OSM经验用户就地采集并上传道路数据，底层已迁移至Kotlin Multiplatform
StreetComplete on iOS is now in public beta
受众观点：①多年用户认可极低入门门槛对新贡献者友好（@elaus）②希望了解Kotlin Multiplatform在真实项目中的使用体验（@intrasight）③个人贡献经历印证了数据被Google Maps迅速采纳（@anotherpaul）
展开评论
- @JBiserkov (0): From the README: StreetComplete is an easy to use editor of OpenStreetMap data available for Android. It can be used without any OpenStreetMap-specific knowledge. It asks simple questions, with answers directly used to edit and improve OpenStreetMap data. The app is aimed at use…
- @PetitPrince (0): StreetComplete is regularly cited whenever OpenStreetMap is mentioned on HN, and with excellent reason (this is a really good introduction to mapping with OSM). Congratulations to the team for the beta!
- @elaus (0): It's a great app, been using it on Android for years. It has a really low barrier of entry (except maybe OSM account creation) and makes improving OpenStreetMap really easy even for people that have no experience with map editing. There's simple questions, e.g. about road surfac…
- @intrasight (0): I'd like to hear more about people's experiences with Kotlin Multiplatform
- @anotherpaul (0): StreetComplete is great. For me it made Openstreetmap much more approachable and now thanks to me there are a few more public toilets and one small road in osm. Especially with the road it was really interesting to see how quickly Google maps also took in this path. But they sti…
Rust编译器团队发布2026年9月性能优化报告，两个月内在629个基准测试中实现平均4.57%编译耗时降低并同步改进borrow checker
How to speed up the Rust compiler in September 2026
受众观点：①算法级优化比热路径微优化效果大得多（@Citrusoff） ②企业向开源维护者捐款正在产生可测量效益（@adamch） ③borrow checker功能增强与性能提升可以同时实现（@bryanlarsen）
展开评论
- @torutofu (0): Incremental seems to keep winning the easy wins, so the interesting part is whether the remaining compile-time still lives in the same places as last year.
- @Citrusoff (0): The EverInitializedPlaces example really stands out. Going from ~1.5M to ~90K apply_effects_in_block calls by changing the CFG traversal is a reminder that the biggest compiler optimizations often come from changing the algorithm, not optimizing the hot loop itself. It also seem…
- @Surac (0): Why is the compiler slow in the first place? I have no rust knowledge, how slow us slow, lets say in comparison to a c compiler? What is the performance killer?
- @adamch (0): I'm glad to see the donations from big companies to open source maintainers are making measurable difference to the Rust experience. Telling these companies that their employees spend 5% less time waiting for compilation might motivate future investment in people like Nick and t…
- @bryanlarsen (0): Really nice to see that the 5% speedup is despite making the borrow checker better, validating code that previously would have tripped it up. Sometimes we really can have our cake and eat it too.
开发者逆向工程复现Nvidia DLSS 5神经网络渲染算法，发布开源Vulkan实现并声称结果与原版完全一致
OpenDLSS: A Vulkan Reimplementation of Nvidia's DLSS 5 Neural Rendering Network
受众观点：①README用LLM生成令人对项目质量产生信任危机（@Borealid） ②权重缺失是否意味着实用价值有限（@franticgecko3） ③bit-exact复现的技术成就令人印象深刻（@TheJCDenton）
展开评论
- @Borealid (0): Am I the only one who feels a sense of disinterest in a project where the main README is LLM-generated? Does the author not have time to write what they did and how it's used?
- @tim-projects (0): Jensen : Nobody needs to code anymore... Programmer: OpenDLSS... Jensen : Wait. Not like that! (╯°□°）╯︵┻━┻
- @franticgecko3 (0): How useful is this without weights? Isn't the mote that Nvidia has is they work with studios to generate the training data from the game, then they ship a model per game? Or is my knowledge outdated here and they're just using a single generalised model?
- @flohofwoe (0): Almost 8ms on 1080p resolution seems extremely expensive, does the original also eat into the rendering budget as much?
- @TheJCDenton (0): > bit-exact against the original What kind of sorcery is this ? Very impressive work !
Figma对远程MCP服务器实施白名单准入制度，将Pi等开源AI工具排除在写权限之外，引发开发者对MCP生态走向封闭的担忧
Figma restricts MCP access to whitelisted clients, excluding Pi
受众观点：①白名单制度违背MCP协议的开放精神（@dyllon） ②Figma MCP能做API做不到的事形成强制依赖（@pjm331） ③已有人通过伪装成Claude Code绕过白名单（@alex7o）
展开评论
- @thdr (0): https://nitter.meowing.monster/GayaniFigma/status/2105295629...
- @dyllon (0): Frankly, “whitelisting” clients is against the spirit of MCP.
- @pjm331 (0): Another thing they do that I find equally frustrating is their MCP can do things you cannot do via API so you are forced to use theirs and cannot implement your own
- @alex7o (0): That is very old, I use a figma CLI patched to look like Claude code so I can use it for everything
- @linuxftw (0): We're talking about client request headers, right? Why even bother with such a thing? Malicious users will just spoof those, you're only going to annoy legitimate users.
OpenAI与Synopsys联合发布GPT-Synopsys，用AI agent驱动EDA工具执行芯片设计任务，号称让工程师从执行者变为目标委托者和审阅者
GPT-Synopsys: Frontier Intelligence to Revolutionize Chip Design
受众观点：①Nvidia是否会把芯片设计数据发给OpenAI的数据隐私悖论（@joennlae） ②AI让设计工具更便宜但制造成本因AI需求暴涨形成自相矛盾处境（@karlkloss） ③工程师委托和审阅本质是裁员的委婉说法（@fwlr）
展开评论
- @joennlae (0): „The joint service offering will provide the bundled compute, model, and licenses, while ensuring customer-specific design data is protected.“ I am not sure if Nvidia want to send their chip designs to OpenAI.
- @amelius (0): Give us more open source EDA tools, not more hyped up EDA vendors.
- @karlkloss (0): We just buried an ASIC design that was nearly finished. Reason: There was a deviation that would've needed a mask change, but because of AI chip demand, the manufacturer wanted so much money for it, that we said screw it. So we now have AI powered chip design tools that make chi…
- @fwlr (0): GPT-Synopsys brings together OpenAI frontier models with Synopsys' EDA technology and domain expertise, enabling the specialized model [to] directly operate Synopsys' tools. Engineers will delegate design objectives … with agents running tools, interpreting results, implementing…
- @asgeirn (0): Prompt injection in hardware! What could possibly go wrong?
IBM正以Broadcom收购VMware式策略逐步消化Red Hat，大量核心开源工程师出走，社区担忧Linux等关键项目失去最大企业贡献者
Red Hat being phased out of existence?
受众观点：①这是迁移到NixOS的好时机（@toomuchtodo） ②IBM/Broadcom式并购策略已在HashiCorp/Confluent上验证（@throwaway7356） ③Red Hat内核贡献量按市值加权占比极高失去影响不可低估（@Hasz）
展开评论
- @toomuchtodo (0): Great opportunity to migrate to NixOS for those needing to decision a migration path.
- @throwaway7356 (0): Untrustworthy blog reposts Twitter message from some person?
- @23ahGa17 (0): According to the tweet screenshot, IBM fires AI people! Hmm ...
- @brightball (0): Just wait for Watson to be the next AI Leapfrog
- @Hasz (0): Krishna was on Norges podcast a while ago and mentioned that Red Hat would be (not his words) brought to heel with the rest of IBM. IMO, it is a version of the Broadcom/VMware playbook, boil-the-frog style. Redhat underpins many low-visibility, very important Linux projects, and…
turbopuffer发布v3架构彻底重新设计向量索引结构，认为独立向量数据库的时代已过去，SQL原生向量检索将成主流
RIP, vector database
受众观点：①SQL原生向量检索的灵活性远超专用向量库（@sreekanth850） ②turbopuffer写放大问题与Uber当年Postgres→MySQL迁移如出一辙（@blakeashleyjr） ③ANN索引指向doc ID而非物理地址是核心架构改动（@drewlanenga）
展开评论
- @OutOfHere (0): It would be nice to have a page that actually loads. This one doesn't. RIP. UPDATE: It loads now, but it didn't when it was first posted. Traffic load on the server does matter.
- @sreekanth850 (0): I find very little reason to use a pure vector database for enterprise retrieval. We built an enterprise retrieval engine on top of a SQL database with native vector support, and the flexibility is something we cannot ignore. Vector similarity is just one query primitive alongsi…
- @blakeashleyjr (0): This sounds like the Postgres vs. InnoDB argument 10 years later. Postings pointed at physical location (the ANN slot), so every SPFresh rebalance rewrote every index touching that doc. InnoDB solved this by pointing secondary indexes at the PK and eating an extra lookup on read…
- @gopalv (0): > This write amplification is large enough that our efforts to tune indexing throughput have started to hit diminishing returns. > don't key on the ANN address. That is precisely the change turbopuffer v3 makes. As you can imagine, it is not a trivial change. This is a direct pa…
- @drewlanenga (0): the multi-vector duplication thing makes sense, copying every attribute once per vector explodes quickly. what's the new primary index?
Cloudflare 发布 K2 事件流服务，基于对象存储构建类 Kafka 的有序事件订阅系统
Cloudflare K2: serverless event streams
受众观点：①K2 与 Kafka/GKE pub/sub 的核心差异（@theredsix） ②对象存储成为新一代数据基础设施底座（@psanford） ③Cloudflare 快速发布节奏带来的安全隐患（@loufe）
展开评论
- @loufe (0): If I was a serious Cloudflare customer I would be seriously concerned about the security of my infrastructure with them. Yes LLMs can code fast but this is an almost frenetic pace of releasing new products, all with fewer staff.
- @necubi (0): I'm the author of the post and tech lead for K2. Happy to answer any questions!
- @theredsix (0): What's the benefits of this over traditional GKE pub/sub, kafka or another queuing service?
- @psanford (0): Object store is quickly becoming the new core data substrate. Lets build kafka, but on s3. Lets build github, but on s3. It feels like we going to see more and more "object-store first" systems in the next few years. I am excited about this future. Give me stateless servers and…
- @ipkstef (0): i was trying to understand why i would use this over their current offerings of queues, and im really sick so my brain isn't working. so i ran it through ai You need... | Use -------------------------------------------------------|------- “Make sure this job gets done” | Queue r…
Racket 语言年度社区大会 RacketCon 本周六举行，附带 ALOE 等衍生实验语言讨论
RacketCon Is Saturday
受众观点：①RacketCon 时间和参与方式（@spdegabrielle） ②ALOE 实验语言项目（Scheme+Smalltalk+Types）（@dharmatech） ③往届 RacketCon 视频资源（@gus_massa）
展开评论
- @spdegabrielle (0): RacketCon is Saturday https://con.racket-lang.org
- @dharmatech (0): I've been messing around with a language that I summarize as: ALOE = Scheme + Smalltalk + Types https://github.com/dharmatech/2026-09-02-aloe-racket Prototype is in Racket.
- @gus_massa (0): For the curious, there is an official YouTube channel with the previous editions https://www.youtube.com/@racketlang/playlists (It usually take a few months until the videos are edited and uploaded.)
OpenAI Dots 产品团队公开征集最紧迫改进需求，777 条回复密集反映 computer use 不可靠、沙箱限制过严、产品定位不清晰等核心痛点
What should we most urgently improve about dots?
受众观点：① Dots 产品定位严重不清晰，用户需自己摸索才能理解价值 ② computer use 大范围不可用，沙箱限制让基本开发任务都无法完成 ③ EU 地区完全无法访问是重大地区障碍
展开评论
- @petergyang (62): @embirico Basic functionality and reliability - this morning my dot couldn't recognize my Codex local threads anymore Also computer use isn't reliable. https://t.co/4toBf4PyuK
- @nickfromlater (61): @embirico I think some low hanging fruit would be a simple animation or state to show the dot is working on something. Not a fan of muse but it does make this super clear for reference. https://t.co/aHIG9TynLi
- @CJ_ZWW (42): @embirico You should most urgently improve how your team is communicating what Dot is all about. It was so confusing, and after figuring it out myself, I love it. It is Advanced Voice from ChatGPT with full Codex / computer use capabilities. OpenAI should hire me.
- @viticci (25): @embirico EU access
- @ArchSenex (22): @embirico Computer use is broken for a LOT of us. After that, the sandbox is way too locked down, spend s lot of effort working around it to do basic dev. Then personalities and multiple.
OpenAI Dots 团队再次公开演示产品，这次是半即兴版本，区别于 devday 的排练版本，评论区反应以真实感更佳为主
okay we ran the dots demo again! instead of the rehearsed devday demo, this one is semi-improvised. props to @hollllyli for jumping on camera again for us!
受众观点：① 即兴演示比排练版更真实，用户有更强亲切感 ② EU 用户持续追问上线时间表，VPN 不是可持续方案 ③ 演示中遇到 WiFi 故障反而引发共鸣，真实意外让 demo 更可信
展开评论
- @elaxdy (1): @embirico @hollllyli It's always the WiFi... happens to the best! https://t.co/lw6wvzP0bK
- @RwinShow (1): @embirico @hollllyli Will we get an ETA on dots in eu? can't continue with VPN on forever 🥲
- @satishk51750002 (0): @embirico @hollllyli Way better seeing it a bit more improvised this time 😄
- @glitchedsomi (0): @embirico @hollllyli @hollllyli is awesome. new fan
- @MichaelM_117 (0): @embirico @hollllyli I just used mine to update my cereal subscription for MagicSpoon, and it worked great!
有人在推特上发问 OpenAI Dots 实际用户规模，评论区大量用户吐槽权限过度限制、Codex 额度隐形消耗和产品定位模糊等问题
Anyone using OpenAI Dots?? Haven’t seen a single post on my timeline. Really surprised.
受众观点：① Dots 沙箱权限极度受限，连安装程序和 SSH 都被拒绝，对开发者几乎无用 ② 悲观派认为 Dots 将重蹈 Sora、Atlas 的失败 ③ Codex 路由单独计费，隔夜静默消耗大量额度
展开评论
- @lukeNukemAI (8): @ai_for_success I ask it to install a program it says it is not authorized, it denies half of the stuff. I cannot ssh to another computer , I mean is 💩. They are so afraid the whole harness is just restrictive rules
- @yv_thorne (6): @ai_for_success It’ll flop the same way as sora and atlas and drain the compute further they don’t actually have
- @AIRoboticsInt (3): @ai_for_success I’m using it, it feels like a more powerful Grok bot
- @iamfakhrealam (3): @ai_for_success Actually it was marketing campaign for grok 😅
- @alexmichaelio (3): @ai_for_success It ran through half my usage overnight even though it’s “unlimited”, if it routes to Codex it’s separate. Also, once the context starts to build up it gets pretty dumb
分享用 Higgsfield Genjutsu AI 视频工具替换病毒式传播格式中的人物角色来规避版权风险并维持爆款效果的创作策略
He is right, Don’t waste your time This is 100M views app sauce if you replicate a viral format Like Snapchat reactions It most likely won’t work. But if you change the person in the video with Higgs…
受众观点：① 对 Higgsfield Genjutsu 的具体使用方法不清楚，想了解操作细节 ② 质疑病毒式传播的可复制性，认为是运气而非方法论 ③ 关心用该模型生成 30 秒视频的实际费用成本
展开评论
- @yajnatcg (1): @ErnestoSOFTWARE How did you replace
- @MacGoblin87603 (0): @ErnestoSOFTWARE It won't work, they got lucky. That's all.
- @ads4apps (0): @ErnestoSOFTWARE 30 second vid with this model. Average price?
- @truththinkexp (0): @ErnestoSOFTWARE Stop the cringe
分享用 Exa API 抓取 Reddit 用户痛点、结合 ElevenLabs 音频合成和视频工具构建广告视频自动化生产流水线的完整 AI 营销工程方案
our seed dance ad pipeline, start to finish scrape reddit with the exa api for the pain points and desired outcomes behind your product write 15 scripts. 30 seconds, simple words, hook + pain point +…
受众观点：① 对这套流水线实际效果存疑，想知道是否真的有 ROI ② 关心视频制作环节 Kie 和 Higgsfield 在唇形同步上的实际表现差异 ③ 评论区被作者自我推广占据，真实用户反馈极少
展开评论
- @codyschneider (2): Graphed .com - Deploy AI Agents for Marketing Implement agents that run paid ads, cold outbound, SEO and more Data pipeline, data warehouse and cloud server to host your agents Grow your business with virtual employees Learn more at link https://t.co/mL5ZLkAgFP
- @codyschneider (1): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Schedule a discovery call https://t.co/r1kNf1SxUr
- @codyschneider (0): Start Doing Marketing Engineering Give you Claude Code or Codex a data pipeline, data warehouse, cloud hosting, and 250+ tools Get started for free - https://t.co/7sClYMwv9K
- @jonnym1ller (0): @codyschneider this works?
- @dannyveigatx (0): @codyschneider Kie or Higgsfield, which one holds up better on the lip sync?
Facebook广告账户结构越简单越好，过度分组和细分反而干扰算法自动优化
most facebook ad accounts are way too complicated low IQ: one campaign, broad, all of USA, make a lot of ads, kill the losers midwit: 14 ad sets split by interest stack 1%, 2%, 3% lookalikes each in…
受众观点：①Meta算法本身已够强，过度细分只是焦虑的表现（@TrevorNorton_5） ②每周调整预算就是焦虑，没必要（@dannyveigatx） ③作者在推广AI marketing agent工具Graphed.com（@codyschneider）
展开评论
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Implement agents that run paid ads, cold outbound, SEO and more Data pipeline, data warehouse and cloud server to host your agents Grow your business with virtual employees Learn more at link https://t.co/mL5ZLkAgFP
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Schedule a discovery call https://t.co/r1kNf1SxUr
- @codyschneider (0): Start Doing Marketing Engineering Give you Claude Code or Codex a data pipeline, data warehouse, cloud hosting, and 250+ tools Get started for free - https://t.co/7sClYMwv9K
- @dannyveigatx (0): @codyschneider Weekly budget SHUFFLES are def just anxiety
- @TrevorNorton_5 (0): @codyschneider Pushing all my clients towards this Simplified account structure and let’s lean into advantage+ and CBO ESPECIALLY ECOMM Meta is elite at finding customers. Days of ultra segmented accounts died probably 5 years ago Same applies to Google
分享让 coding agent 接入 Google Ads API 和 SEO API、通过每日 cron 自动重写广告策略代码来替代人工媒介采购的 AI agent 实践案例
a coding agent runs google ads better than a human media buyer give it the data for seo api, the google ads api, and reads from a data warehouse so it never hits rate limits let it write software to…
受众观点：① 想了解这套 agent 系统具体在推什么产品以验证实际效果 ② 评论区以作者自我推广为主，缺乏独立第三方验证
展开评论
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Implement agents that run paid ads, cold outbound, SEO and more Data pipeline, data warehouse and cloud server to host your agents Grow your business with virtual employees Learn more at link https://t.co/mL5ZLkAgFP
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Schedule a discovery call https://t.co/r1kNf1SxUr
- @codyschneider (0): Start Doing Marketing Engineering Give you Claude Code or Codex a data pipeline, data warehouse, cloud hosting, and 250+ tools Get started for free - https://t.co/7sClYMwv9K
- @onlychrisgreen (0): @codyschneider What was the offer it was pushing traffic to?
微软发布MAI-Transcribe-2-Streaming实时语音识别模型，词错率2.5%、首词延迟0.13秒
Banger from Microsoft 🔥 They just dropped MAI-Transcribe-2-Streaming, a new real-time speech-to-text model. - #1 for Final Transcript accuracy: 2.5% WER - #1 for First Partial Transcript accuracy: 2.…
受众观点：①实验室WER数字差距0.2%在真实噪音和口音环境下几乎没有意义（@Ap0cah0lics） ②定价高于预期影响实际商用可行性（@John__Micheal）
展开评论
- @Ap0cah0lics (0): @ai_for_success The latency improvement is cool, but a 0.2% WER difference is a tie. In the real world with noise and accents, these lab tests don't mean much.
- @John__Micheal (0): @ai_for_success I wish the price was $0.20/hr. They fumbled
电商大卖声称用AI生成的唱歌广告实现高ROAS，并表示此策略对App推广同样有效
This is very gate kept sauce.. I spoke to a ECOM millionaire 5 days ago he make $5M/mo across his brands he has friends making $30M/MO. and they all run these AI singing ads... at insanely high ROAS…
受众观点：①AI歌曲广告确实朗朗上口，认可其传播性（@itsjahmills） ②对这类分享的效果真实性持强烈怀疑态度（@AIWithReceipts） ③关心AI唱歌广告与传统UGC广告对比同品冷流量的实际数据（@YouFollowDenis）
展开评论
- @itsjahmills (1): @ErnestoSOFTWARE those ai song ads are lowkey catchy
- @Nt11_10 (1): @ErnestoSOFTWARE more easy if you just use this https://t.co/2EJg0WRpCZ
- @AIWithReceipts (0): @ErnestoSOFTWARE Don't believe this crap people.
- @YouFollowDenis (0): @ErnestoSOFTWARE Are they seeing those results on cold traffic too? I'd be interested in how they compare with normal UGC ads for the same product.
冷邮件推广失败的根源是过度配置域名邮箱矩阵，四句话加一个具体offer的简单策略往往更有效
most cold email programs die from overthinking low IQ: get a list of people with the problem. send them four sentences about the problem and one specific offer. send a lot of them midwit: 40 domains,…
受众观点：①邮箱健康维护做一次就够了，持续运行warmup才是midwit思维（@MahadSayyed） ②midwit这个梗让帖子格外出圈，读者被这个词吸引（@ryanhartman727） ③作者在评论区推广自己的AI marketing engineering工具（@codyschneider）
展开评论
- @codyschneider (1): Start Doing Marketing Engineering Give you Claude Code or Codex a data pipeline, data warehouse, cloud hosting, and 250+ tools Get started for free - https://t.co/7sClYMwv9K
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Implement agents that run paid ads, cold outbound, SEO and more Data pipeline, data warehouse and cloud server to host your agents Grow your business with virtual employees Learn more at link https://t.co/mL5ZLkAgFP
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Schedule a discovery call https://t.co/r1kNf1SxUr
- @MahadSayyed (0): @codyschneider the one i'd move out of midwit is mailbox health. hygiene done once is how you find out in month three
- @ryanhartman727 (0): @codyschneider the "midwit" in these posts gets me every time... kinda just jumps off the page :)
Anthropic 正式发布 Claude Sonnet 5.5，速度比 Sonnet 5 快逾30%、多数任务成本降低30%
Introducing Claude Sonnet 5.5, the second model in the Claude 5.5 family. It’s a clear upgrade over Sonnet 5, runs more than 30% faster, and costs up to 30% less for most work. https://t.co/UvXD8mDTF1
受众观点：①Sonnet 5.5在benchmark全面超越Sonnet 5尤其擅长修复bug和生成文档 ②社区讽刺Anthropic一边喊减速一边快速发版质疑其立场真实性 ③有观点认为实质是给老模型去除限制后重新命名而非真正新一代模型
展开评论
- @claudeai (6439): Sonnet 5.5 improves on Sonnet 5 across benchmarks, in some cases dramatically. It’s a faster, lower-cost complement to Claude Opus 5.5, strongest at well-scoped everyday tasks, fixing bugs, and creating polished documents, slides, and spreadsheets. https://t.co/w8zB9WXxK7
- @full_kelly_ (2944): @claudeai we should slow down AI anyway, here’s Opus 5.5 update: here’s Sonnet 5.5 https://t.co/syU79n4u4Q
- @HamptonAc_ (797): @claudeai "We should probably slow down AI but Open AI is lapping us with Astra" "Okay, let's un-nerf Opus 4.6 and name it 5.5" "Nice, we're seeing good feedback" "Now do the same with Sonnet" https://t.co/1HdNptam2Q
- @khwarizmh (558): @claudeai @Scobleizer Here we go again https://t.co/SSCIxlQQkd
- @0x0SojalSec (531): @claudeai Sam Altman after See this Claude Sonnet 5.5 30% faster, and costs up to 30% less then GPT-6 https://t.co/jdxq21LaT6
OpenAI 将 GPT-6 Sol 和 GPT-6 Luna 加入 GPT-6 家族，在 GPT-6 Astra 基础上提供更快更低价的梯度选项
Please welcome GPT-6 Sol and GPT-6 Luna to the GPT-6 universe. GPT-6 Sol and Luna build on the advances behind GPT-6 Astra, bringing much of its strengths into faster and more affordable models to su…
受众观点：①GPT-6 Sol/Luna更高用量限制和更低价格给开发者更大迭代空间 ②社区震惊GPT-6系列价格已低于DeepSeek认为行业定价战进入新阶段 ③社区用梗图表达对AI模型快速迭代的黑色幽默感
展开评论
- @OpenAI (4521): Higher usage limits and lower cost give you more flexibility and room to iterate. https://t.co/AQJ5IlNsB1
- @embw_l0x (1153): @OpenAI https://t.co/TpP4a9WvAw
- @BrenBuilds (969): @OpenAI we have made it! lisan al gAIb https://t.co/BdKfEcYuYA
- @lacker (853): @OpenAI https://t.co/IZz9lTqAkC
- @1kartikkabadi1 (721): @OpenAI it's literally cheaper than deepseek holy crap https://t.co/OHt5O8wNsm
Google 发布 Gemini 4 Argon，支持业界领先的百万 token 输出上限，专为软件工程与网络安全防御的复杂工作流设计
Today we’re introducing Gemini 4 Argon. It delivers frontier performance in complex workflows across real-world software engineering, knowledge work, and cybersecurity defense with an industry-leadin…
受众观点：①Gemini 4 Argon在长周期软件工程benchmark上设定新state of the art代码任务表现尤为突出 ②社区欢呼终于从Gemini 3.1 Pro时代升级期待已久的新一代到来 ③大量社区用梗图反应对发布的震撼与惊喜
展开评论
- @Google (6323): Gemini 4 Argon is our next era of frontier intelligence. It shows significant improvements across benchmarks, setting a new state of the art for real-world long-horizon software engineering tasks. https://t.co/wQzNpp7Dx4
- @ndrewpignanelli (4241): @Google @GoogleDeepMind https://t.co/wLz0XBT96B
- @stellarstye (809): @Google @GeminiApp @GoogleDeepMind WE ARE FREE FROM 3.1 PRO
- @thelastminute (780): @Google @GoogleDeepMind https://t.co/S4yqq1Dytj
- @ShiftPredicts (777): @Google @GoogleDeepMind https://t.co/cjpmX9TMB4
GitHub 新上架三款开源工具让 AI agent 无需官方 API 即可从 X、YouTube、Reddit 等几乎任何网站抓取数据用于研究分析和监控
TU AGENTE DE IA YA PUEDE EXTRAER DATOS DE CASI CUALQUIER WEB X, YouTube, Reddit, foros random, webs sin API… básicamente lo que necesites para research, análisis o monitoring. acaban de subir a GitHu…
受众观点：① 终于有不依赖 X 官方 API 的抓取方案（@daemondot_, 6likes）② 生产环境需要访问控制、rate limit、缓存和数据溯源（@IAenBruto, 6likes）③ Reddit 评论抓取用于产品调研的实际价值（@mattknowsai, 2likes）
展开评论
- @daemondot_ (6): @liambraus por fin algo que no depende de la api oficial de X
- @IAenBruto (6): @liambraus El salto útil es el control de acceso, no solo poder raspar. Para producción pondría dominios allowlist, rate limit por fuente, caché y trazabilidad de cada dato; además, separar credenciales del agente del navegador evita que una web termine dando órdenes al workflow.
- @dudeman6790 (3): @liambraus Signs you are an AI slop slave: 1. You use multiple "Agentic" tools 2. You have your AI make useless graphs 3. You waste 1000's of dollars on something that could have been coded for $20 on Fiverr 4. Your tweets are all written by AI 5. Your "New" thing has been done…
- @mattknowsai (2): @liambraus el ejemplo de las reviews de reddit es brutal para product research
- @txbrraa (1): @liambraus el combo scrapling + agente es la killer app del scraping
图解对比 MCP 与传统 API 的核心差异：API 是软件间通信契约，MCP 是 AI 应用访问外部工具的标准化协议层
𝗠𝗖𝗣 𝘃𝘀 𝗔𝗣𝗜. An 𝗔𝗣𝗜 defines how software systems communicate through specific endpoints, requests, and responses. It gives applications a structured way to access data or trigger functionality in anot…
受众观点：① MCP 更像是 API 一直缺失的合约层（@0xTobiasDev, 1like）② 有状态 API 时代来临（@RestoreCiv, 0likes）③ Agent 间通信协议标准化需求（@pankajsameold, 0likes）
展开评论
- @0xTobiasDev (1): @NikkiSiapno mcp feels like the contract layer apis never quite gave agents
- @RestoreCiv (0): @NikkiSiapno Yeah...it seems to be the time for Stateful API!
- @pankajsameold (0): @NikkiSiapno Standardized of agent to agent protocols is also driven by the same need. Nicely explained
- @webhookwiring (0): @NikkiSiapno MCP = the wire format, API = the contract. Most teams conflate these and end up hand-rolling glue for every tool. One MCP server and my watcher fires actions without touching an HTTP client.
- @echo_vic (0): A retry stops being a replay the moment a request can die halfway. Once a request can die halfway, the client can't answer "did this already happen" from a response it never received. So the server has to expose what has already happened, per attempt, before it exposes the resul…
WebDevSimplified的Kyle发视频指出知名开发者Theo在AI辅助编程时已完全不再理解代码，引发开发者社区对AI依赖问题的大规模讨论
He used a few clips from theo where he clearly makes no attempt to understand the code anymore, even using the ai to summarize the summary.
受众观点：①质疑Theo是否真的技术过硬（@driftking428）②从Theo在Twitch经历推断其为问题员工（@thy_bucket_for_thee）③对Theo个人风格的直接反感（@thinksInCode）
展开评论
- @driftking428 (665): Was Theo ever a great developer? I always thought he was more of a rage baiter, wild opinions, kinda guy.
- @thy_bucket_for_thee (480): I always thought it was hilarious how he would tell stories about his time at Twitch where his manager sat him down and said how smart he was that's why he's moving him to another team. At Twitch they moved him around like a dozen times as if that is some glowing endorsement and…
- @thinksInCode (169): I can't fucking stand Theo. He is so full of himself.
- @Goldarr85 (160): Literally this. And he was too “big brained” to figure that one out.
- @RadicalDwntwnUrbnite (98): Yea he's always struck me as closer to the Pirate Software side of the spectrum than anything.
用户分享 Opus 5.5 发布初期质量卓越但数日后疑似被降级的亲身观测，并提出基于真实任务的周期性 benchmark 方法及欧盟数字内容法规下的退款主张依据
Opus 5.5 was god-like in the first 5-6 days and couldn't put a foot wrong in my most complex work, (custom C++ 3D engines, soft body physics solvers, Blender MCP), then suddenly it fluffed something…
受众观点：①强烈认同 Anthropic 在悄悄降级模型，感到被针对（@Ok-Affect-7503）②亲测 Higgsfield 渲染质量数日内明显下降白白浪费 credits（@summitrock）③闭源模型的降级行为在法律层面几乎无法举证（@Positive_Method3022）
展开评论
- @Ok-Affect-7503 (404): Who tf downvoted this? It’s no secret that Anthropic and other companies are nerfing models after some time.
- @summitrock (176): Something def off today. First few days was getting excellent design and renders from higgsfield now I’m getting wasted credits over and over
- @Positive_Method3022 (109): There has to exist some auditing. They can perform this nerfing and nobody will ever be able to really assert they did it to prove in court because it is a closed model.
- @potato_pasta99 (94): Def nerfed, it needed help from Gemini 3.8 flash to catch some bugs lol
- @brownnoisedaily (90): My observation is: Old model gets worse and worse > new model appears > its great > it gets worse = new baseline of the model
社区讨论Opus 5.5是否终将迎来真正竞争者，评论区普遍调侃模型发布速度太快
Do you think opus 5.5 will finally get some competition?
受众观点：①对AI基准数字失去参照感（@No-Fisherman6800, 1031likes）②新模型发布节奏太快已经无感（@Individual-Coffee349, 308likes）③质疑发布和可用之间的时间差（@rendez2k, 173likes）
展开评论
- @No-Fisherman6800 (1031): someone pls make a video of a seagull riding a bike so I can understand what these numbers mean
- @Individual-Coffee349 (308): so what, now we're getting new models daily
- @Toss4n (243): It’s actually a pelican
- @myaut (230): It's fall. The harvest season.
- @rendez2k (173): I don’t understand. It’s not out, it’s announced (we knew it was coming), and by the time normal people get it, Fable and GPT will have new models?
Reddit每周社区成果展示帖汇聚了独立开发者用AI辅助构建的游戏、健身App、音乐学习平台等真实项目
[Inspired by this popular post,](https://www.reddit.com/r/ClaudeAI/comments/1tcftws/show_me_what_youve_created_with_claude/) this is a weekly post for everyone to show what they have been working on…
受众观点：①用数据追踪Anthropic是否在悄悄降低模型能力（@TheOnlyVibemaster, 65likes）②做出了完整可玩的Risograph风格游戏（@Gambo7592, 48likes）③开发了已上架App Store的健身计时器（@Past_Election_5005, 27likes）
展开评论
- @TheOnlyVibemaster (65): I made LiveNerf to give the community some data on model stability and try to establish scientifically if Anthropic is nerfing their models, using longitudinal data. If anyone wants to track it, I’m updating the graph daily on the repo for the project: https://github.com/ninjaha…
- @Gambo7592 (48): https://reddit.com/link/pd3ub8b/video/okrqv96osqsh1/player Riso Rider. A Risograph style, Liner Rider inspired puzzle game. Free to play with 50 levels [https://tbone94.github.io/Riso-Rider/](https://tbone94.github.io/Riso-Rider/)
- @Past_Election_5005 (27): A gym rest timer that automatically starts when you pick up your phone after a set! Called [RestIQ](https://apps.apple.com/us/app/restiq-gym-rest-timer/id6762704354). https://reddit.com/link/pd42crs/video/nd05lvju0rsh1/player
- @hydrangers (24): I picked my guitar back up recently and as a way for myself to practice and dust the cobwebs off my guitar, i starter working on a way to grow my skills and learn new songs. Ended up hosting it for other people to use for free: www.playmelodic.com
- @aaronsb (19): I'm really excited about the NASA VIEW speculative software archeology that I've been working on. https://aaronsb.github.io/view1108/ based on a recent thing making the internet rounds: https://blog.adafruit.com/2026/09/30/view-the-nasa-program-that-drew-apollos-windows-before-l…
Reddit宣布关闭RSS订阅功能，继2023年API收费政策后再次打击第三方开发者和自托管生态，社区讨论替代方案
Api first and now also rss. It’s only getting worse. Reddit recommends “Discord Relay”. Maybe we can use it to at least mirror the posts away from reddit?
受众观点：①想迁移但替代社区都是鬼城，Discord对知识检索极其不友好，平台整合趋势无处可去（@Flashy_Tadpole_2289, 513likes）②Lemmy作为Reddit替代正在崛起，selfhosted相关社区已相当活跃（@Draknurd, 101likes）③联邦化是解决平台依赖问题的根本方向（@10leej, 51likes）
展开评论
- @Flashy_Tadpole_2289 (513): I get the urge to jump ship but where exactly are we supposed to go? Most forums are ghost towns and discord is a black hole for anything you'd want to find later. The whole web's been consolidating for years and it sucks but the alternatives just aren't there yet for a lot of n…
- @Werkstadt (285): >where exactly are we supposed to go? Our own reddit, with blackjack, and hookers! *I'm 60% self hosted!*
- @Draknurd (101): I’ve been enjoying Lemmy! The equivalents to this sub are quite vibrant
- @GolemancerVekk (81): They're vibrant because right now there's excellent signal to noise ration. I don't look forward to a all the "I built <insert AI slop>" posts finding their way over there.
- @10leej (51): In federation I trust. Lemmy
开发者用 Claude Opus 5.5 在一个周末搭建了能把任意网页 URL 转成关卡的火柴人破坏沙盒游戏，技术栈为 TypeScript Canvas 2D 加 Cloudflare Workers 多人联机
[Final game project](https://destroy.spritefusion.com/). I built my dream stickman sandbox game over the last weekend (big fan of Animator Vs. Animation). The game basically a destruction sandbox whe…
受众观点：①游戏画面充满 2001 年互联网破坏工具的怀旧感，触发集体记忆（@durable-racoon）②联想到十多年前可以虚拟锤碎桌面的类似工具（@Ukawok92）③感叹 15 年前就有过类似破坏网页的网站（@PerformanceSevere672）
展开评论
- @durable-racoon (333): this is so painfully 2001. I love it.
- @Ukawok92 (66): Yeah I'm getting flashbacks to that tool that let you "break" your desktop with a virtual hammer.
- @PerformanceSevere672 (66): I remember a site that let you do something like this from like 15 years ago
- @sharyphil (41): Not 15, my friend, not 15... 😄 We're old
- @ThatFlamenguistaDude (31): God, I love this. The original creators would be proud.
用户晒出 Claude 曾以「风险收益自己权衡」措辞给出高风险建议的截图，评论区被幽默接管形成爆款娱乐帖
r/ClaudeAI Throwback to when Claude suggested I should deal drugs to make money.
受众观点：①羡慕这种 cool Claude 体验，自己用到的版本更保守（@OisinT）②Claude 在媒体库工具场景里协助到一半突然中断的荒诞体验（@chunkyI0ver53）③截图里同时出现加密货币拉盘内容的反差笑点（@StrategicCarry）
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- @OisinT (609): I wish my Claude was this cool. Mine is a little bitch
- @chunkyI0ver53 (177): Mine is fucking hilarious with where it draws the line at helping me with my server “Yeah I’ll walk you through exactly how to set up prowlarr, radarr, and sonarr” with full visibility of my indexers, then mid troubleshoot goes “HOLD ON, THAT’S COPYRIGHT MATERIAL” Then straight…
- @StrategicCarry (151): Not to mention "Get in on pump and dump crypto scams" right above it.
- @LawfulnessLost9461 (126): "Your call" IM CRYING BRO
- @superzoot__ (97): “your call on risk/reward” it’s cooking
Reddit用户为Jellyfin搭建反向代理时撞上了ISP的CGNAT墙，花了两小时才发现路由器显示的IP和公网IP根本不是同一个
Title explains it lol. I went through all the steps again when it wasn't working, and then discovered that the "what is my IP" sites show a different one than my router does. Apparently that means I'…
受众观点：①CGNAT是家庭自托管的隐形杀手，大多数人装好所有配置后才发现自己的IP根本不属于自己（@linearjoseph58, 128likes）②联系ISP要求静态IP有时出奇地快，以家庭安防摄像头为由申请十分钟就能搞定（@robtom02, 51likes）③如果本地和目标网络都支持IPv6，直接用IPv6可以完全绕过CGNAT的NAT问题（@Ok-Eggplant-7569, 24likes）
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- @linearjoseph58 (128): Ah yes, the rite of passage. Everyone hits that CGNAT wall at some point and just stares at their router config in disbelief. If your ISP won't cough up a static IP, you could try a cheap VPS as a tunnel endpoint, it's a few extra bucks a month but saves you from tailscale on ev…
- @robtom02 (51): Who is your provider? I contacted mine and asked to be switched to a static IP for my "home security cameras" and they changed it in about 10 mins
- @baynell (32): >passage Yeah, this is it literally, how to pass through cgnat. I solved it VPS and VPN, as you mentioned.
- @Ok-Eggplant-7569 (24): If you have IPv6, and the networks you connect from do as well,you can use IPv6 instead and not have to worry about CGNAT (or NAT in general)
- @eDOTiQ (23): When I discovered gnat, 1 email was all it took to get taken off it by my ISP. Try to reach out to yours.
开发者在长时Claude Code会话中让Opus 5.5即兴创作了一首巴赫风格合成器复调作品，获职业管风琴手高度评价
Composed by Opus, audio rendered using FunDSP Edits: No drums version: [https://youtu.be/yOR4eXKJiZw](https://youtu.be/yOR4eXKJiZw) Open score: [https://drive.google.com/file/d/1zaIC8gsVGj03AoFeIh1Oy…
受众观点：①职业管风琴师认为超越大多数人类作曲家水平（@Regdit-is-Unbearable, 78likes）②对完整创作过程的技术实现震撼（@rzwart, 36likes）③认为对Suno等AI音乐产品构成威胁（@jackharvest, 31likes）
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- @Regdit-is-Unbearable (78): I am a professional pipe organist who plays primarily the work of Bach and Buxtehude. This is a superb composition. The double stretto and the inversion were absolutely fantastic. I don’t care for the drums, but that’s taste. This is fantastic, genuinely masterfully composed, an…
- @rzwart (36): This is truly fascinating to watch.
- @jackharvest (31): Watch out Suno. This goes hard.
- @TheHunter920 (29): https://preview.redd.it/whnut26vhtsh1.jpeg?width=540&format=pjpg&auto=webp&s=046c39a9e55865a99dee0350744ace5244adbb53
- @guillermosan (14): No interaction here. I asked Claude to compose in that style and to render the audio using FunDSP and create a visualization to showcase the math qualities of the piece.
用户分享通过让Claude每轮回复后更新HANDOFF.md文件来对抗上下文自动压缩丢失状态的工作流方案
>**Edit:** Thanks for all the replies! Quick clarification: I'm not a developer and I don't use Claude Code or the terminal. I just use the regular Claude app on my Mac, the normal chat window. So…
受众观点：①建议在200k-400k context时手动触发handoff而非每轮保存（@AncileBanish, 31likes）②推荐PreCompact hook在压缩前自动写入（@locbuilds, 13likes）③认为context跑满到自动压缩本身就是失败操作（@id-ltd, 13likes）
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- @AncileBanish (31): Auto handoff after every prompt will be token inefficient. Too many writes. You should naturally be working through a problem, a task, whatever. When you finish (and context window is getting large), you handoff save > clear > handoff resume. You also should not be running…
- @Rriazu (15): A hand off file is basically compaction
- @locbuilds (13): on Claude Code you can hook PreCompact to write HANDOFF.md right before compaction, so you dont need an every-turn rewrite. i still refresh it after big decisions though in case the session dies early.
- @id-ltd (13): A compaction is a failure in my book. I do sprints startong prompt, a few progress prompts, a session log document - end of chat, new sprint new chat.
- @Glass-Present-8753 (6): Makes sense, I didn't think about the token cost of writing every turn. So "handoff save, new chat, handoff resume" at natural stopping points is the better habit. How do you tell when you're getting to that 200k to 400k range if you're not in Claude Code?
独立开发者用AI辅助构建了一款通过倾斜手机控制船只的免费浏览器游戏Tiltanic，无需下载账号即可游玩
[https://tiltanic.com/](https://tiltanic.com/) I've built Tiltanic - a free browser game for your phone! You tilt the phone, and the sea tilts with it. The boat goes up and down with the water. At ea…
受众观点：①能一眼识别产品文案是AI生成的，建议手工改写（@vectavir, 51likes）②游戏名字Tiltanic是整个产品最大亮点（@Anderz, 16likes）③游戏有基本可玩性但留存短（@kryptimaniac, 7likes）
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- @vectavir (51): I can see the Claude smell. Not necessarily a terrible thing, I know because I make games with Claude too. But if I were you I would rewrite the copy by hand after the game is finished. Slogans and sentences have that hard to ignore claudeness. It may not be a problem now but it…
- @Anderz (16): The name is the best part.
- @meshifthenelse (12): Consider adding floating turds. I might pay for that shit.
- @freechoice (8): Sorry :(, but you are correct. btw. this game is best played on the toilet.
- @kryptimaniac (7): I enjoyed playing it for like 5 tries, next!
一位软件开发者历经反复求职失败和创业亏损后公开分享心理接近崩溃的真实状态
I’m a software developer and lately I can’t see where my life is going. I’ve applied for so many jobs. Most don’t even respond. You send an application and somewhere in your head you’re thinking mayb…
受众观点：① 就业市场确实很难 AI 加剧竞争 呼吁分享具体背景（@tru2cent, 24likes）② 简历有问题经验呈现不诚实导致没有回音（@meshifthenelse, 17likes）③ CTO 头衔滥用招聘方无法信任真实资历（@Buckwheat469, 6likes）
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- @tru2cent (24): Hey, you have no idea how much your post resonates. The job market is crazy right now. More people than you know are in this shoes. AI def didn't help. This isn't even a time for "be strong" speeches. Are you comfortable adding details about your expertise and the things you've…
- @meshifthenelse (17): Noone cares is the sad truth. People care how many accumulative work experience you have. Fix your CV.
- @meshifthenelse (14): You've written a bunch of CTO roles, but where's your diploma year? Do you already have 10+ years of industry experience? Your CV smells like a new grad trying to fool recruiters. So no wonder you get no responses. Be truthful, will get you much further.
- @Calm_Flower4933 (6): https://preview.redd.it/04h6k02oitsh1.jpeg?width=1284&format=pjpg&auto=webp&s=3d04a91d0d59844152cf83d676eebdecc7feb8aa Here is my cv
- @Buckwheat469 (6): A CTO isn't in that position because they know how to code, they're there because they have the experience in leadership and an understanding of the larger picture. You shouldn't put a CTO title if you were just the help because there's nobody else doing that technical work.
有人发帖说Trilium笔记工具被严重低估，但帖子本身没有任何正文和有效截图，引发评论区大量嘲讽和补充介绍
r/selfhosted Trilium is underrated
受众观点：①帖子没有任何上下文，高赞评论直接开喷帖子质量（@MFKDGAF, 259likes）②很多人不了解Trilium是什么，明确想要和Obsidian的功能对比（@Mikaelolz, 44likes）③Trilium的核心价值是树状笔记+双向链接+非专有格式导出，适合作为知识聚合器（@toaster_fighter, 26likes）
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- @MFKDGAF (259): Zero context. This post is as useless as an asshole on an elbow.
- @Rough-Ad9850 (93): For someone not familiar with it: what does it do? I can't make it out of the blurry screenshots
- @Mikaelolz (44): How does it compare to something like Obsidian?
- @aqlmsm (27): I think an asshole on an elbow would be very useful. Imagine taking a shit without having to lower your pants? The problem may be the ass smell on your desk
- @toaster_fighter (26): I always refer to [Trilium](https://triliumnotes.org/) as a **knowledge aggrigator.** At it's most simple it's a notes app where every note can be a child of another note. Each note can be edited with markdown that's interpreted in real time which I really appreciate. Built on t…
用户向Opus 5.5询问《守望先锋》治疗者数据时，AI搜索结果返回了令人意外的不雅内容，引发社区调侃
https://preview.redd.it/7wqxtfnd4qsh1.png?width=713&format=png&auto=webp&s=6fa4d60a34abb6a96c9668f131a628702d42e42b I have never posted on reddit before but I was looking at overwatch cha…
受众观点：①用AGI梗调侃AI行为超出预期（@Zedo_TheOnly_One, 435likes）②将Claude反应与游戏角色Mercy产生双关（@Alzeric, 200likes）③戏称AI更喜欢被称为cultured（@PBorch, 134likes）
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- @Zedo_TheOnly_One (435): AGI
- @Alzeric (200): Once he discovered Mercy it was all over for him
- @PBorch (134): Claude prefers the term "cultured"
- @EpsteinFile_01 (114): Artificial Goooning Intelligence.
- @RunningOutofSleeves (92): I mean what’s with the .edu addresses I see associated on the right? You sure it’s not some academic article on the subject lol
一位 B2B SaaS 独立创始人用 cold email 单日创收 $492，现场 AMA 分享获客细节
Today I made $492 in sales on my B2B SaaS and I'm very happy. I hope I can increase that to $1,000! Cold Email It really works! I can definitely say that now. Ask me anything if you are curious , I w…
受众观点：① 为独立创始人的小胜利欢呼 Q4 势头好（@bluefintuna2026, 10likes）② 祝愿达到更高里程碑（@Taniai_, 3likes）③ cold email 是批量群发还是精准手动（@TheKaleKing, 2likes）
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- @bluefintuna2026 (10): love seeing a solo founder win. q4 is gonna be fun
- @Taniai_ (3): congrats bro, wishing you to reach $5k per day
- @tyrepunch (3): that's a lot of domains lol
- @adgrow (2): Yesss Let's go!!
- @TheKaleKing (2): Hell yeah, great job! Do you send general bulk cold emails or very specific that you do manually or is it like with a tool that you can send multiple emails at the same time.
谷歌新AI模型在主流能力评测榜单中超越现有竞品，社区对该基准测试的公信力产生质疑
r/ClaudeAI Plot twist: Gemini 4 Argon tops Val AI benchmark on speed, cost and a…
受众观点：①期待竞争压力推动Anthropic加快发布新模型（@Kalaminator, 79likes）②预测Fable 5.5将很快跟进（@Toss4n, 37likes）③质疑基准可信度（@akarikawaii, 26likes）
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- @Kalaminator (79): Nice! Good timing so anthropic puts more juice on new Fable. And finally Gemini can stop being the meme model.
- @Toss4n (37): Bet we’ll have Fable 5.5 next week 👍
- @akarikawaii (26): this benchmark looks to be less trustworthy as Sonnet 5.5 is above Opus 5.5 for some reason
- @throwaway3113151 (14): They literally invented the LLM about time they took it seriously.
- @Novel-Initiative-900 (10): I don't know if it's a conspiracy but I sort of think they juice up each of their models for the first 2 weeks so that even Sonnet comes out looking better than Opus in its nerfed state. Think that's just the way it is, every models gets a moment in the sun
独立开发者为社交 App Finelly 在 Google、Apple、Meta、TikTok 和 X 五大平台烧掉500美元后总结的7条付费增长血泪教训
Hi all, Last week I posted here asking for help. I built my first app (Finelly, a fun app for friend groups with that one friend who's always late), spent about $500 on ads across Google, Apple, Meta…
受众观点：①产品定位陷阱：迟到的朋友永远不会主动下载针对自己的 App（@lusaka33）②同类 App 不同国家表现差异——NL 18次装机 vs US 2次装机（@play-corto）③多人 App 邀请链接必须在受邀者安装前存活（@ankumo87）
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- @lusaka33 (3): Your lesson 7 is the biggest one here, but it might have an trap on positioning that you could have missed. Finding groups of friends to use your product could be a failing move. Late people in the friend group won't download or use a product that calls them out. The pain will f…
- @play-corto (3): Good writeup. We launched a geography game four days ago and have hit some of the same walls, so here's what I'd add. **Split your store page test by country.** We ran Apple Search Ads in the Netherlands and the US with almost the same setup. Both got 32 taps. The NL taps became…
- @Ok-Ambassador5267 (2): yeah the late friend is never gonna be the one who downloads it, thats a good catch
- @ankumo87 (2): Thanks, these are great additions! Splitting by country is a really useful test, since that NL vs US gap says everything about how much the store page and its competition matter. Negative keywords from day one and tracking day-1 return instead of installs are going straight into…
- @No-Front-4640 (2): Can someone tell me how I can save a Reddit post?
独立开发者构建的 AI 邮件自动过滤工具 FeedSheriff，评论区意外成为 Gmail 受限 API 范围合规陷阱的深度解析现场
I am the indie developer behind FeedSheriff, a tool that cleans up your inbox on AutoPilot. Try it here -> https://feedsheriff.com I had been personally frustrated from my inbox, seeing a 3964 unr…
受众观点：①Gmail 受限 API 范围合规要求：年度第三方审计、100测试用户上限、定价 unit economics 不 cover（@Telasight）②AI 过滤信心错误的长期信任损耗——误删邮件用户不会报 bug 会悄悄流失（@Telasight）③产品演示视频太快截图太概念化用户看不懂实际功能（@kylef5993）
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- @Telasight (5): Not feedback on the product, more a logistics thing that will bite you if it hasn't already: reading full message bodies and moving mail to trash puts you squarely in Gmail's restricted scopes. That means annual verification through one of Google's approved assessors, and becaus…
- @m3kw (4): looks cool, but i got nothing from all the craziness
- @devilfishcigar (3): Commenting bc this product looks awesome.
- @kylef5993 (2): Just not very clear what it does i think. Needs screenshots and more direct examples. Just feels very conceptual. Also the prompt that was typed in was on the screen for like 1/2 a second. I couldn’t even read what the apparent user told it to do. The video is a good idea but wa…
- @kylef5993 (2): I just told you. Slow the video down and use real screenshots.
Proxmox用户将自托管服务分散在四个Docker VM中运行，资源开始紧张，正在讨论是否合并为单一VM，评论区从网络隔离需求出发给出了不同的架构建议
I went down the "isolation" path when I set up Docker, creating 4 VMs: ARR, Plex, Services, and Sandbox. The function of each should be obvious. (The VMs are hosted on Proxmox VE.) While they admitte…
受众观点：①按网络隔离需求而不是服务功能来划分VM是更合理的架构思路（@suicidaleggroll, 8likes）②反向代理+认证服务单独VM是最小隔离单元，其他服务可以合并（@Dreevy1152, 4likes）③主VM+沙箱VM的两VM组合是资源效率和隔离之间的好平衡点（@SatyrCode, 4likes）
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- @suicidaleggroll (8): I separate my VMs based on network requirements. One on the VPN VLAN, so any service that I want to access the internet purely through the VPN (arrs) goes on that VM. One VM for public-facing services on a separate VLAN with no routing access to my internal network. And one VM f…
- @Dreevy1152 (4): I only have one separate VM for my reverse proxy + authentication provider, since (1) they are the most important to my homelab (2) I can easily VLAN tag them separately as external in Proxmox
- @SatyrCode (4): For your setup, one main Docker VM + one sandbox VM is a good balance. Separate compose files already give you logical isolation, and you’ll free up a lot of resources by dropping from 4 VMs to 2. Keep the sandbox separate, use resource limits on containers, and only add more VM…
- @NinthTurtle1034 (4): I'd be included to possibly have a 3rd vm for plex+arr, simply because it's a lot of tools that are potentially public facing (plex) or retrieving potentially suspect content (arr stack).
- @C4ddy (3): I gave up on the maintenance of vm’s. I have one machine 25ish docker containers. Highest usage is emby streaming to about 3-4 clients.
研究者使用Claude Code两个月后怀疑Opus 5.5在用户会话间共享未发表研究想法，引发AI工具数据隐私讨论
I've using Claude Code for two months in my research, and recently the Opus 5.5 in high effort suggested a complementary idea to improve my project, which is actually very good. I asked if it was pub…
受众观点：①认为AI是重组已有论文而非真正泄露（@lulzxdxdxd, 68likes）②认为AI辅助下知识生产速度已超出学术发表机制（@LordLederhosen, 21likes）③反问用户自己的对话日志也在被AI厂商使用（@Trip_Jones, 16likes）
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- @lulzxdxdxd (68): More likely it's recombining ideas from published papers in a way that looks novel to you, not leaking someone's unpublished work. Also its "not published" answer means little unless it actually ran a search, it was likely answering from memory. Check the literature yourself. fw…
- @LordLederhosen (21): Having experienced this type of thing myself, I just want to say that we are all truly cooked. I used to think that “the exponential” was marketing material, nope.
- @Trip_Jones (16): ask yourself what YOU are doing with your logs…. yeah they are too namaste
- @durable-racoon (11): the problem is the timeline? training data is what, 6+ months behind usually?
- @torustorus (8): For many research issues it would be quite ordinary to have time lapses of significantly more than 6 months from data gathering and analysis from initial experiments to publishing.
Coinbase继Shopify之后宣布放弃React Native、全面转向Swift和Kotlin原生开发，引发开发者对跨平台框架未来的讨论
r/webdev Coinbase is going fully native, moving from React Native to Swift and…
受众观点：①用Claude重构RN到Swift/Kotlin的复杂性调侃（@PeanutFarmer69）②跨平台框架作为过渡工具的时代可能因AI降低原生门槛而终结（@baroldnoize）③大公司原生重写的隐藏成本（@Icy_Lavishness2433）
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- @PeanutFarmer69 (156): claude, refactor my react native app to swift and kotlin, don't make any mistakes.
- @baroldnoize (51): Just like Shopify. React Native has been a fantastic stop gap, but now the toil is in feature design and planning rather than implementation, and we may be seeing it winding down
- @Comfortable-Cap-8507 (34): And make sure to triple check and promise me there’s no security issues. Order me some DoorDash while I wait
- @maxxon (27): > fewer crashes Lol. Let’s see about that.
- @Icy_Lavishness2433 (24): linkedin posts about native rewrites always read like someone just discovered the platform sdk exists, they're gonna have a fun 18 months
自托管Discord替代品Haven获得用户推荐，但评论区质疑其频繁更新背后可能是LLM vibe coding产物，引发社区对AI生成开源代码信任危机的讨论
I stumbled upon HAVEN a few weeks ago while looking and testing various Discord alternatives. Haven looks and feels like discord, has PTT, soundboard, listen together, bots, and is light weight with…
受众观点：①频繁快速的更新频率让人担忧代码质量，认为这是vibe coding的特征（@Vodkaladen7777, 8likes）②Haven在GitHub上的Star增长率进入前1-3%，显示社区关注度持续上升（@IndependentWomans2, 5likes）③开源社区开始对AI写的代码项目产生明显的信任门槛（@OllieFidelius, 4likes）
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- @Vodkaladen7777 (8): Well constant new features is a big sign of just vibe coding, no real dev can review the code that fast and I think we have experienced that multiple times here on r/selfhosted
- @FilesFromTheVoid (5): Looks quite good tbh. No clue if the underlying code is solid or not, but sounds promising from what the documentation reads. Will give it a star and try out on my VPS behind Caddy.
- @IndependentWomans2 (5): It's actively growing too, GitHub metrics show it in the top 1 to 3 percent for star growth rate recently, with development continuing through mid-2026, so it's not an abandoned side project.
- @OllieFidelius (4): >Seriously, I get like 4 updates per week i consider that a problem actually. Like slopping away and just pushing code out.
- @OllieFidelius (3): wasnt this quite the llm slop app? i remember looking into this
作者用 Claude Opus 5.5 搭配自定义 agent-browser 技能让 AI 自动控制浏览器并生成 SaaS 产品演示视频
Making demo videos for an app like this showing various usecases was too much work for me. I procrastinated like hell. But with Opus 5.5 and a little bit of architecture on the code, I can now make d…
受众观点：① 想要具体的初始 prompt 公式（@TaleSubstantial9974, 6likes）② 用 Codex 调 Playwright 复现成功效果惊艳（@SICZER, 6likes）③ 有没有从零开始的完整教程（@saaswarrior, 3likes）
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- @TaleSubstantial9974 (6): This is super cool! I have pending to try this. Can you please share your prompt?
- @praneethpike (6): The first version took a bit of back and forth. The original prompt was this: "I wanna show a realistic hero demo for a reserach exploring something on the canvas. Give me a script of what they would do node by node. We need a highlight reel of branching, connecting nodes, and a…
- @SICZER (6): I used your prompt and asked Codex to implement it. It used Playwright, which is already built into Codex, and honestly, it’s incredible! With just one prompt, it created a super polished promotional video for me. Huge, huge thanks!
- @SICZER (4): https://reddit.com/link/pd79z55/video/jmq6qf6guush1/player Even though it's in French, it works well. It even generated the video by analyzing useful features; I just copy-pasted your prompt and it decided to show this. That's great!
- @saaswarrior (3): Thanks, any tutorial from starting?
开源远程访问平台Pangolin发布1.24版本，新增完整流量Exit Node支持、自动连接以及iOS/Windows/Mac/Android全平台客户端重大升级
Hello everyone! The headline feature is exit nodes: a device can now send its full internet traffic out through one or more sites you choose. The tunnel can also come up automatically instead of wait…
受众观点：①完整隧道Exit Node是社区等待已久的核心功能，让自建完整VPN替代Tailscale成为可能（@Responsible_Fruit841, 25likes）②Pangolin功能越来越像Tailscale但控制面板完全自托管，这正是一部分用户的核心诉求（@Commercial-Storm-268, 20likes）③Tailscale/Pangolin/Netbird三者边界越来越模糊，用户开始分不清该选哪个（@StackOverthink, 20likes）
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- @Responsible_Fruit841 (25): the exit node feature is huge, been waiting for full tunnel support. testing this tonight for sure
- @Commercial-Storm-268 (20): Shoot, every update pangolin looks more like tailscale. I like it. Maybe I will even change to pangolin for private network back
- @StackOverthink (20): I've reached a point where I don't know the differences between Tailscale, Pangolin and Netbird anymore.
- @PssyGotWifi (9): The admin control for Tailscale is not self-hosted (there is headscale, but still..), it's usually a sticking point for some that has them trying other solutions you've listed.
- @MrUserAgreement (7): All new features in CE! Here are the docs for exit nodes: [https://docs.pangolin.net/manage/resources/private/exit-node](https://docs.pangolin.net/manage/resources/private/exit-node)
r/indiehackers 社区定期产品展示帖，开发者一两句话介绍自己正在做的产品并留下链接
Pitch your product in 1-2 lines - and drop a link here. I'm building a community where makers can share what they’re building and get fair visibility. Here's the link: [https://trylaunch.ai](https://…
受众观点：①游戏化地理知识产品的技术实现与受众获取（@brunoqueiros）②对具体产品的 UX 改进建议如 iOS share sheet 扩展（@Huge_Pool7424）③Validation API 和 PDF 溯源等开发者工具的冷启动渠道选择（@imagiself）
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- @brunoqueiros (2): Built a football geography game: you get a club crest, you guess where its stadium is on the map. 11k+ clubs, from the Premier League down to the lower leagues, plus a daily challenge with streaks. Feedback welcome! [https://stadiu.app/game](https://stadiu.app/game)
- @Huge_Pool7424 (2): GIFBarn sounds handy. one idea: a share sheet extension so you can long-press a gif in Messages and save it without leaving the convo. the people who search gifs hardest are mid-chat, and cutting that round trip might be your hook. also shortcuts action for the power users
- @imagiself (1): 11k clubs is massive depth for the lower leagues, how do you handle the coordinate accuracy? PeerPush might be a spot for geography games, fwiw 38 AI systems read data there recently.
- @Total-Reasonable (1): Three things, all built solo: * vatnode.dev: EU VAT validation API. Checks numbers against VIES with caching, watches them for changes and sends a webhook when one does. https://vatnode.dev * HTPBE.tech: “Has this PDF been edited?” Checks a PDF’s metadata, structure, digital sig…
- @imagiself (1): Validation APIs and forensic tools fit technical crowds well. If you want these in front of the dev crowd, PeerPush is a launch site people and AI assistants read.
开发者分享花八年时间坚持迭代开源项目最终积累179 GitHub Stars的经历并发起社区讨论
I still remember the first Vue component I ever made and finally gathered enough courage to publish on GitHub. That was many years ago. Maybe around eight if I remember correctly. Of course, there wa…
受众观点：①大多数开发者的开源项目star数在个位数到几十之间，这才是真实的分布（@Teszzt 8likes/@Triggerscore 5likes/@scootsinmagoo 4likes）②有人在评论里直接批评这类帖子都是AI生成的固定结尾格式（@DPrince25, 7likes）③哪怕42个star也能让作者凝视数字像看着自己的孩子（@East_Garlic_7442, 4likes）
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- @Teszzt (8): 3 ⭐ LOL
- @DPrince25 (7): They all end like this… How about you Just wondering, what do you think I’m curious how have you overcame this Those of you who \[insert something\] how was it What would you have done differently Sorry. Just Fatigued. I rather read broken English than read in a.i rhythm
- @Triggerscore (5): Like 2 or 3. But hey, people I don't know cared enough to leave a Star 🫶🏻
- @East_Garlic_7442 (4): I just got to 42 stars last week and I been staring at the number like it's my child
- @scootsinmagoo (4): Zero
Vigil 监控工具第 101 天公开开发日志：新增 CLI 和 agent skill 集成，让 Claude Code 一句话即可设置监控，并询问 Product Hunt 早期发布时机是否合适
I had the worst month of my life. I got sick and had to be hospitalized and couldn't make any progress at all. But now I'm well and back so I started shipping new features again and this one has been…
受众观点：①Day 101 有人实际用的产品在 PH 发布不算早，主要价值是反馈而非付费用户（@Wierd_time）②对创作者的鼓励（@RazzmatazzFair5320）③agent 执行破坏性操作前必须返回 monitor ID 和明确 diff（@Total-Reasonable）
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- @Wierd_time (2): I dont think it was too early. At day 101 with something people can actually use, youre fine, and a launch that gets little traction costs you very little. I wouldnt expect PH to bring paying users though. Its mostly other makers and tire kickers, so the real value is feedback a…
- @RazzmatazzFair5320 (1): Wishing you all the best
- @SignificanceUpper977 (1): Thanks!
- @Total-Reasonable (1): The key test is whether the agent can safely update or delete monitors without surprising the user. Make every CLI action return the monitor ID, normalized config, and a clear diff before destructive changes, otherwise "one prompt" monitoring becomes hard to trust in production.
- @SignificanceUpper977 (1): Yes there are guardrails before every critical action
一款可在浏览器中对任意网站进行砸墙拆除互动的趣味小游戏工具 domolition.chirkut.xyz
Try now: [https://domolition.chirkut.xyz/](https://domolition.chirkut.xyz/)
受众观点：①期待多人对战模式竞争摧毁目标站（@AnotherSideProject）②引发20年前 Desktop Destroyer 集体怀旧（@michaelprstn）③对玩法感兴趣但无深度互动，可发现性不足（@Kind-Chance8571）
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- @AnotherSideProject (7): You should make this multiplayer to play against each other. Would als be really nice if you can kind of ‘crawl’ to other websites and follow each other
- @michaelprstn (4): Wow I remember a program like this, probably over 20 years ago. There was a gun, a hammer, you could release ants on the screen. No idea where I got it from and likely was filled with malware but it was a good time!
- @pop6996pop (3): man, this would be amazing, thanks for the advice
- @Kind-Chance8571 (3): good now i can play with this
- @michaelprstn (3): I've remembered it was called "Desktop Destroyer". Here's a vid but the sound is awful! [https://www.youtube.com/watch?v=VJQRBpZKI3g](https://www.youtube.com/watch?v=VJQRBpZKI3g)
11年工程师独立开发的无账号 Android 健身追踪应用 Kinoku，内置 WebGL 星系可视化 Exercise Galaxy 和文化路途 Journeys 功能
I know how this sounds, because there are hundreds of workout trackers and this sub has seen plenty of apps that already exist in dozens of versions. I started Kinoku for my own needs anyway, needing…
受众观点：①Play Console 装机/卸载数据接近引发讨论（@Stabbz）②Exercise Galaxy 技术实现好奇：plain TypeScript+WebGL 预计算布局（@Stabbz）③坦诚表示 cool but wouldn't use it——设计与留存张力（@opratrmusic）
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- @Stabbz (7): Console metrics https://preview.redd.it/eb11jlmzlwsh1.png?width=1678&format=png&auto=webp&s=0880c81a663103b83832d10ea2fc72e1c60a6e37 user loss looks scary, but I guess it's fine for now as acquisition is higher. No ads yet, probably won't ever do ads as it's not real…
- @opratrmusic (6): This is really cool, but tbh I just don't think I'd use it.
- @Stabbz (3): yeah this was just for fun tbh, the website bit, not really much use to it beyond showcasing the data
- @Stabbz (3): No WASM, it's plain TypeScript and WebGL. The trick is that the expensive part, placing all 1,321 exercises by how similar their muscle mix is, runs once when the site builds, so the browser just loads finished positions. After that the GPU does the drawing of all 4,903 lights a…
- @Stabbz (2): That's google play console, for the android app the site showcases
作者创建的 IndieAppCircle 应用反馈交换平台一年内迭代至 4284 用户 MRR 达 $2k 分享最小 MVP 先上线再循环迭代的冷启动方法论
This is just so incredible... another huge milestone reached. I honestly never thought this was possible for me. But I did the thing... I JUST STARTED! I put together a working MVP. Just the bare min…
受众观点：① 看到别人走通路径获得激励自己还在苦熬中（@Keepcompany-DEV, 3likes）② 鼓励尽早发布获得现实检验（@luis_411, 3likes）
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- @Keepcompany-DEV (3): congrats! im still working on my stuff and seeing posts liek this helps with seeing an end to the tunnel lol
- @luis_411 (3): Thanks. Wishing you the best. Remember to post what you have as early as possible to get a reality check and valuable feedback :)
- @luis_411 (2): Interesting, good luck man!
- @luis_411 (2): Thanks!
- @luis_411 (2): Thanks man!
开发者让 AI 通过照片验证任务解锁社交媒体的戒瘾 App AppBlockr 在 Play Store 几乎零营销下获得第一个付费订阅者
$6 not much, but motivating that somebody is actually willing to pay🤯 I built an app called [AppBlockr](https://play.google.com/store/apps/details?id=com.cbappstudio.appblockr) to fight doomscrolling…
受众观点：① 好奇用户是从哪个渠道来的（@side-labs, 3likes）② 第一个付费用户不是自己妈妈就已经赢了（@apetersson, 3likes）③ 建议先把现有漏斗数据化再决定渠道投入（@annasorreskin, 2likes）
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- @ccl_bzq (4): Unfortunately i dont know 😭 i just see which country he is from an the purchase via play store and in revenuecat🫠 i guess he came through playstore browsing
- @side-labs (3): Congrats ! 🎉 Do you know how he found you ? Might be useful to know 😉
- @apetersson (3): way better than "my mom"
- @annasorreskin (2): Congrats! 🎉 Before spending on broad paid ads, I’d instrument the small funnel you have: store impression → install → activation → trial → paid. Then ask each early payer what triggered the purchase; if Play Store browsing was the path, a few store-listing and keyword experiment…
- @Wild-Investigator379 (2): Congrats to many more!
文字转语音工具 Frateca 新增免费 Chrome 扩展，支持网页、PDF、EPUB一键转换为音频，每日免费额度1小时
I’ve been working on Frateca, a text-to-speech app that converts articles, PDFs, documents, and other text into natural-sounding audio, for more than a year now. Today I released a free Chrome extens…
受众观点：①一键网页转音频的便利性获认可（@TrafficAcademySEO）②关注内容提取质量——如何处理导航栏侧边栏 cookie 横幅噪音（@Ok-Ambassador5267）③评论区整体偏礼貌性互动，深度不足（@cool-lala）
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- @cool-lala (3): Good job appreciate when builders use tts so nicely will do so thanks
- @proranks (2): Let me try
- @TrafficAcademySEO (2): Thanks for sharing this. The one-click webpage-to-audio part is really useful. I’ll give it a try.
- @OneMoreSuperUser (2): Thank you, let me know what they think
- @Ok-Ambassador5267 (2): curious how you handle pages with a lot of nav elements, sidebars, cookie banners etc. does it strip all that out or do you end up with a bunch of junk in the audio?
用户寻找同时支持多账户共享空间、数据库功能和OIDC单点登录的Notion自托管替代品，逐一排除SiYuan、Appflowy、Outline、Anytype、Huly后陷入困境
Hi there, I know this topic has come up a lot, but none of the solutions i saw floating around are fitting my needs: I am looking for a tool that has: \- support for multiple accounts with shared spa…
受众观点：①Affine是最接近的选项，但移动端数据库体验差、10用户限制是实际痛点（@Snuupy, 6likes）②OIDC支持通常被锁在付费计划里，这是自托管工具的普遍陷阱（@mooglinux, 2likes）③很多人最终用多个工具拼凑的方式解决（@Ok_Airline_7797, 3likes）
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- @miklosp (13): Somehow you missed Affine, which ticks all your boxes on a quick glance: [https://affine.pro/](https://affine.pro/)
- @Snuupy (6): as a user of affine: 1. affine's mobile databases leaves a lot to be desired. 2. the 10 user limit per workspace may get in the way I'm looking for a better alternative myself but they're all worse. Colanode recently went unmaintained as well.
- @Ok_Airline_7797 (3): dang you've really done your homework on this one, the multi-user + oidc combo is what always kills it for me too. i spent like two weeks last year trying to find something similar for a small team i work with and kept hitting the same walls you're describing. honestly the close…
- @mooglinux (2): OIDC is the big killer, as you have found that’s what usually gets locked away in the paid plans.
- @ldn-ldn (2): It's important if you have a lot of services and your family is more people than you alone. Better to have one single authorization for everything.
独立开发者护照照片工具上线一个月后收到首笔7.99美元付款，却发现完全没有流量归因追踪系统
I launched my passport photo tool about a month ago. Since then, my daily routine has been opening Google Search Console, seeing 20–25 impressions and basically zero clicks, and closing it again. Tod…
受众观点：①首笔付款情绪共鸣与侦探感（@MangalaSawant）②同处有销售无归因困境的创业者（@mickael-j）③希望从故事获得信心的早期创业者（@Curious-Ad-5087）
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- @MangalaSawant (3): That detective instinct is the whole game, honestly. The difference between a one-off sale and an actual customer is knowing who they are and why they paid. Have you figured out what job they were hiring your passport tool for, or is that the next mystery to solve?
- @miniac_for_eternity (1): That I know, the reason why they did this. However, the mystery is still alive that from where I got it. Thanks for commenting my friend. Im so happy that Im being noticed😭.
- @mickael-j (1): The previous comment seemed ai generated I’m starting to ask my self is it ai generated or not. But anyway I’m at the same spot as you and you hit it on the nail I feel like I went detective mode too my first sale was from Singapore and now since then I have two other sales
- @miniac_for_eternity (1): Lol, I think same about this AI generated now. Anyways, congratulations for your sales too.
- @Curious-Ad-5087 (1): Yipee...this all gives me hope:)
FetchSandbox 开发者分享三个月后 MCP 工具调用量增长数据，并深入探讨「agent 调用成功」与「agent 真正完成集成验证」之间的度量鸿沟
Been heads down building FetchSandbox for the past 3 months. Ran a 30 vs prior-30 comparison in PostHog this week. Numbers moved so sharing them, but also being precise about what they actually are.…
受众观点：①agent 集成测试应从干净账号开始并验证重启后持久化及重跑幂等性（@Any-Ask-4131）②开发者如何在持续打磨中保持动力和节奏（@Common_Dream9420）③完整可复现测试记录应包含操作序列、工具响应和失败路径示例（@Sea_Inevitable_8594）
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- @Any-Ask-4131 (2): I'd want one test that starts from a clean account, plus a second run after a restart to show the config actually persisted. Also useful: can it rerun without creating duplicate resources?
- @Common_Dream9420 (2): haha needed this, thank you! still heads down grinding on it. how are you building/keeping momentum on your end?
- @Common_Dream9420 (1): Yeah, clean rerun idempotency is exactly what's missing right now. Currently it skips existing resources by name match, which works until you've got a stale resource from a previous failed run sitting around with the wrong config. How would you want it to handle that, hard delet…
- @Sea_Inevitable_8594 (1): I'd want a small, reproducible test record: what the agent tried, the tool response, and the final state checked independently in the app. A successful MCP call alone could still leave the user-facing setup half done. One failed-path example would help too (bad credentials or mi…
- @Conscious-Common61 (1): that gap between a call and actual verification is the whole game, so many tools just count the call and call it a day a failed-path example is smart, if an agent can surface something broke instead of just timing out you'd trust it way more
NeurIPS、ICLR、CVPR投稿者讨论如何通过相关工作章节精准定位贡献来回应审稿人的创新性质疑
Hi, I’m a researcher working in computer vision. Over the past few years, I’ve submitted several papers to top-tier conferences such as NeurIPS, ICLR, and CVPR, and one concern that seems to come up…
受众观点：①相关工作章节是核心，精准定位贡献在已有知识图谱中的位置才能说服审稿人（@user221272, 23likes） ②推荐Michael Black博客文章，系统讨论科学创新性的本质（@PatientWrongdoer9257, 36likes） ③好的论文写作指南能显著提升审稿通过率（@anxiouscsstudent, 13likes）
展开评论
- @PatientWrongdoer9257 (36): https://perceiving-systems.blog/en/news/novelty-in-science You might find this interesting, it’s a blog post by Michael Black
- @user221272 (23): Novelty is addressed via the related work section. Novelty can be general (something never seen before) or narrow (multiple things known but never used in this proposed way). To address novelty concerns, leverage the related work section to show what is known and done in the fie…
- @anxiouscsstudent (13): This and the follow up [https://perceiving-systems.blog/en/post/writing-a-good-scientific-paper](https://perceiving-systems.blog/en/post/writing-a-good-scientific-paper) improved paper writing significantly.
- @Silver-Passion1687 (9): A lot of novel ideas in physics and maths come from individual working alone on a problem
- @puzzled_womanhood (5): toss in a baseline that nobody's bothered to compare against before and suddenly your incremental tweak looks like a revelation
Renotify 是基于 iOS 27 Shortcuts 通知自动化新功能构建的 iPhone 通知历史记录 App，让用户可以随时找回任何被误清除的通知。
iOS 27 added a new "Notification" automation to the Shortcuts app. It fires whenever a notification arrives from the apps you pick, and hands over the app, title, body, and time. So I built **Renotif…
受众观点：① 误划通知导致信息丢失、需要留存通知做工作记录（@NickA55, 2likes） ② Android 用户早就有原生通知历史，EU App Store 分发问题让欧区用户无法下载（@planckscalestudio, 2likes） ③ 希望 Apple 同样解决剪贴板历史记录问题（@peepdabidness, 2likes）
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- @NickA55 (2): Really nice dude! Sometimes I will accidentally swipe away the notification when trying to swipe on the lockscreen to open the camera. And sometimes I just want to save the notifications because I need to know what time they came in (job related, needs to be documented).
- @gouz7514 (2): That happnes to me a lot. I've also missed notifications I didn't even know had arrived, which is why I built this. if you're on iPhone, hope it helps. Thanks for the comment!
- @planckscalestudio (2): Thanks dude! My friend who uses Android always teases me about things like this... This is a life saver 👏 Kudos for making it free! Is there any way to donate to you? update: it's not available in EU 😕
- @gouz7514 (2): Thank you so much, this comment made my day! You can support me here if you'd like: [https://ko-fi.com/gouz7514](https://ko-fi.com/gouz7514) Also, thanks for letting me know about the EU. Turns out a App Store setting was blocking it, and I just fixed it. It should show up in th…
- @peepdabidness (2): Dude I was literally just thinking about this yesterday. I accidentally cleared a notification and was like why the fuck can’t I recall it or shake my phone to undo it/bring it back or pull up some ledger of them. Now Apple needs to do this for god damn clipboard. Like clipboard…
加拿大独立开发者首次接陌生人委托建站项目，寻求合同保护和法律责任限制方面的实操建议
I built a website for my buddy, one of his friends came across the website, they really liked it. Reached out to me asking if i can one for them, money is great for the effort, i'll custom code using…
受众观点：①合同必须写清楚交付物、完成标准和第三方服务免责，先收定金（@InexpensiveGrant, 8likes）②隐私政策责任归属客户公司而非开发者（@Mysteriesquirrel, 3likes）③让客户用自己账号注册所有第三方服务，断绝日后扯皮的根源（@bcons-php-Console, 2likes）
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- @InexpensiveGrant (8): Contracts are worth more than the paper they're written on when things go sideways, and they will eventually. You're already thinking about limiting liability which is the right instinct. Just make sure to spell out exactly what you're delivering, when it's considered done, and…
- @doodlebuttbutt (4): HTML, CSS, JavaScript on Cloudflare pages free tier, hosted on their cloud flare account. Write up clear deliverables and acceptance criteria.
- @Mysteriesquirrel (3): If you don't place any cookies and the website is built on html. What should privacy policy really be? On my (EU) websites, the company has to send me a responsible person for privacy policy, its required anyway. And that's not gonna be you. Probably just the processing of the i…
- @bcons-php-Console (2): Great advice has already been given, I just want to add that you should be sure that any possible recurring fees are on the client. For example: the domain name. Your client should buy it (guide them via zoom call if needed for the setup). If a hosting provider is required, they…
- @Mysterious-Falcon-83 (1): 💯 - you should not be providing CONTENT for their website. You're building the STRUCTURE they can use to show their own content. You can include the content *if they give it to you*. If they want you to produce content, get a lawyer involved (billed to the customer) to make sure…
独立开发者制作的自托管剪贴板管理工具Cliparr被Linux Unplugged播客专题介绍，开发者通过GitHub流量异常发现了这次意外曝光
Post approved by mods. Hey all, I make Cliparr, you might have seen me post updates once in a while. I woke up today and [cliparr.dev](http://cliparr.dev) had a few more stars on GitHub. After checki…
受众观点：①通过GitHub Insights流量来源追踪发现播客曝光，这本身就是一个有趣的发现过程（@mumbles_8P, 6likes）②播客推荐能直接转化为用户试用意愿，社区认可度是冷启动的重要杠杆（@pipinngreppin, 5likes）③开源社区对认真做产品的独立开发者有天然支持倾向（@rutrapio, 2likes）
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- @mumbles_8P (6): Congrats OP thats really cool! Will look into this as well because it sounds useful 😁
- @pipinngreppin (5): Very cool. I will set this up tomorrow and check it out.
- @ATechnicalSquid (2): Let me know what you think!
- @rutrapio (2): Congrats, and it's well deserved, 'cause it's a very cool soft :)
- @Chandlarr (2): Never heard of this, but it sounds like an amazing piece of software
SaaS创业者分享识别「错误客户」的经验——有付费意愿但需求方向偏离的用户反而会把产品拉跑偏
This took me longer to understand than it should have. Someone can genuinely like your product and still be a terrible customer. Maybe they need features that don't fit your direction. Maybe they're…
受众观点：①「想要100个这样的客户吗」测试框架获认可（@Plus_Information_990）②错误客户让收入结构反向拖累产品（@sabrinaoahu）③反面视角：错误客户可能指向更好市场（@Blunden_Arindas48）
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- @Plus_Information_990 (2): the would i want 100 more like this question is so good. the worst ones for me were people who loved it but wanted it to basically be a different product. took me too long to say no to them lol
- @cabljo (2): Yeah, we usually just call it an ICP
- @HerveDhelin (1): cabljo's ICP line flattens it a bit. An ICP gets written in advance, from the segment you decided you wanted, usually in a deck before much has happened. What ryhanships is describing arrives from the other direction, out of accounts that already hurt. Same subject, two differen…
- @sabrinaoahu (1): Yeah the “would I want 100 more of this person” test is the one that actually works. I have taken work that paid and then spent months on stuff that was never going to be the business. they liked me, they paid late, they wanted a feature that only they would use. Saying no earli…
- @Blunden_Arindas48 (1): this is solid but worth noting it cuts both ways. sometimes the "wrong" customer is actually showing you a better market than the one you planned for. the signal is in whether they cluster or if theyre all one-offs
独立开发者仅用Claude Code CLI生成了浏览器扩展Sticky Notes for Websites的宣传视频，分享纯AI生成营销物料的workflow
A while back, [I posted about my first "vibe-coded" video](https://www.reddit.com/r/SaaS/comments/1wpx5s1/thanks_claude_for_the_promo_video/), and you guys really liked it. So, I decided to create an…
受众观点：①对扩展产品功能的建议（@Skfkfinho）②笔记定位到页面元素的技术实现机制（@Creative-Lynx7594）③笔记与页面环境绑定触发上下文记忆的设计思路（@Skfkfinho）
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- @Creative-Lynx7594 (2): yes, note is attached to the link - just try it!
- @Skfkfinho (2): thats smart, you should add, mic and mabe even camera options, also on the bg you can gather beautiful data, smthg like (times when people get the most ideas) when ppl forget the most ect ect which brings me to my next point, maybe add labeling so i or an idea or a reminder or s…
- @Skfkfinho (1): lovely idea btw, are those notes saved in that place and how does it remember the place ?
- @Creative-Lynx7594 (1): yes, notes are saved in that place by element's position in the page and position inside the element itself. also, I'm using window x/y position as fallback
- @Skfkfinho (1): right does it save the link of the page it was written on ? i think a note is much more powerful when it gets you, right when you had it, we tend to remember the thing and the environment we had that thought in, so place in a person back in the environment is more likely to make…
开发者分享长期使用自建开发界面后对其产生斯德哥尔摩情结、迟迟无法切换到专业UI的困境与纠结
I always leave the UI design until towards the end of a larger project. I know if I start with the UI I'll end up finding parts of the system that don't fit the layout, rejig this, tinker with that,…
受众观点：①UI本身是功能性工作，忽视它可能让产品失败（@berky93, 13likes）②核心用户流程尽早原型化、视觉打磨延后是务实折中（@EvenFaithlessness923, 4likes）③长期使用开发UI产生认知盲区，需引入新鲜眼睛做可用性测试（@Large_Painting_3587, 2likes）
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- @berky93 (13): I think it’s worth remembering that UI *is* functional work. It’s functional for the users, which is arguably the most important thing. You could have a perfectly functional app, performant and secure and stable, but without an intuitive UI it won’t matter. Order of implementati…
- @EvenFaithlessness923 (4): that’s not stockholm syndrome, it’s just familiarity, so why not prototype the key user flows early and leave the visual polish until the functionality stops moving?
- @WheelieGoodTime (3): An upvote doesn't quite express just how right you are. So, to add to your point, I want to emphasise just how important the UI is: it's almost as integral as the back-end systems. Imagine trying to drive a car that has only the bare cables that usually connect up to a steering…
- @imperfectmadness653 (2): it's like getting attached to a beat up truck that smells like coffee and regret the trick might be to make your dev UI so intentionally ugly you feel relief when it's time to kill it. give it neon green buttons and comic sans labels, you'll be counting the days
- @Large_Painting_3587 (2): the rough ui is useful for discovering the product, but if you stare at it for months it absolutely becomes invisible to you, so do quick usability checks with someone who hasn’t been living in it
开发者用Vite构建交易卡牌游戏图库时把浏览器缓存问题误当成资产打包问题，揭示了前端新手对Vite工作机制的常见认知误区
Specifically, I'm grabbing JSON for a trading card game gallery from an endpoint, then dynamically creating the card gallery from that data. The project uses Vite for asset bundling, but I'm not sure…
受众观点：①动态路径图片不是打包问题而是缓存失效问题（@Little-Yesterday-947）②构建时生成manifest文件管理动态资产版本哈希（@RequirementGuide）③最简方案是修改文件名与Vite无关（@Dissentient）
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- @Little-Yesterday-947 (3): you're overthinking it slightly. vite's bundling is for static assets you import ahead of time, not for a dynamic gallery pulling from a json endpoint. for your case the images stay in your \`public\` folder (or wherever they live) and you just reference them by url like you're…
- @RequirementGuide (3): The answers above are right that this is a cache-busting problem rather than a bundling one, but to your actual worry: no, you don't need double duty on the DB and the JS. Keep your JSON as the single source of truth. At build time, generate a small manifest — a script that walk…
- @allahuakbarcmar (2): did you just copy an existing reply here, feed it to AI and tell it to simplify it slightly? disgusting beast.
- @KaedenCraft (1): I think the last\_updated field is the best bet. I appreciate this. And this has also confirmed my suspicions (and bad preconceptions) about what exactly Vite does.
- @Dissentient (1): Just change the file name when art changes. Asset bundling is not relevant when you're talking about images the browser fetches dynamically.
创业者财务规划工具调整Google广告策略后跳出率从95%降至40%但日访问量仅剩9次，在流量质量与数量之间陷入两难
Hi everyone. I'm launching a financial planning web tool for entrepreneurs and small businesses, and I'd like your take on my ad results. My first campaign on Google/Tik Tok brought decent traffic (9…
受众观点：①9次访问的跳出率数字没有统计意义（@krunal_builds）②应追踪下游激活事件而非跳出率（@Wise-Magician3656）③需定义产品内价值验证行为再评估广告质量（@West_Inevitable_2281）
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- @krunal_builds (3): 9 visits a day is way under any sample size where bounce rate means anything, you would need a couple hundred sessions minimum before trusting that number over the old campaign. for scaling without going back to garbage traffic, widen one targeting lever at a time instead of loo…
- @Wise-Magician3656 (2): At 9 visits a day the bounce rate isn't a stable signal yet; it could swing 20 points either way with one or two visits shifting it. I'd wait until you're at a few hundred sessions before trusting that number, and track time on page or CTA clicks alongside it since those hold up…
- @UpperWorld11 (2): 900 visits at 95% bounce left you 45 people who stayed. Nine a day at 45% leaves you 4. The funnel didn't get more qualified, it got smaller, and a percentage hides that. Work out what a stayed visitor costs in each setup, then scale the broad campaign until that number stops fa…
- @West_Inevitable_2281 (2): The extra exploration is a better sign than bounce rate, but two minutes still does not tell you whether the visit had business value. Define one activation event inside the tool, such as completing a plan, saving a scenario, or returning to edit it, and compare campaigns on cos…
- @MediumScene (2): With 9 visits a day, I would treat bounce rate as directional, not reliable. A move from 95% to 45% may mean your targeting improved, but the sample is still small enough that a handful of visits can distort it. I'd watch downstream actions instead: sign-up starts, completed sig…
Superlinked工程师寻找能在单张GPU上同时运行多个小型embedding模型并做VRAM调度的自托管推理服务器，目前已知Superlinked和Infinity支持，正在对比vLLM等其他方案
I work with Superlinked and we are looking for competitors in the market for some benchmarking exercise. We have designated three small encoders, each on its own pool, each provisioned for a peak tha…
受众观点：①vLLM可以在4090上同时运行两个模型，低峰值利用率场景不需要Triton那么重的框架（@for4f, 2likes）②llama-swap支持按需加载模型，避免所有模型常驻VRAM的内存浪费（@jstrot, 1likes）③Dynamo和llm-d是另外两个值得评估的多模型调度选项（@EffectiveThen8474, 1likes）
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- @for4f (2): i run two models side by side on my 4090 with vllm and it works fine as long as they're not both getting hammered at once. for three small encoders that barely peak i'd skip triton, that's a lot of setup for low single digit utilization. llama-swap is worth a look too if you wan…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @EffectiveThen8474 (1): tried Dynamo? or llm-d?
- @Remote-Ease-4789 (1): s are small enough maybe it's not noticeable.
- @jstrot (1): I use llama-swap
NeurIPS 2026 Spotlight论文提出结合DEER与GTF的并行时间RNN训练方法，在混沌动力系统重建任务上实现超过100倍训练加速
Can training of *nonlinear* RNNs be efficiently parallelized, ensuring fast convergence even on very long time series from chaotic systems? In our **#NeurIPS2026 spotlight “Parallel-in-Time Training…
受众观点：①RNN是否在复兴，LSTM时代积累的知识还有没有价值（@Disastrous_Room_927, 10likes） ②是否有开源代码可以复现实验（@jmakov, 5likes） ③作者确认代码将随NeurIPS修订版开源，约1-2周后发布（@DangerousFunny1371, 4likes）
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- @Disastrous_Room_927 (10): This and that ParaRNN paper by Apple give me hope that what I learned in grad school way back when isn't obsolete, lol.
- @jmakov (5): Thanks for sharing. Is there also a source repo somewhere so we can try it out?
- @DangerousFunny1371 (4): Yes of course we will open-source all of this, certainly with the neurips paper revision, likely beforehand (check [https://github.com/DurstewitzLab](https://github.com/DurstewitzLab) in 1-2 weeks, or might repost here if I don't forget ...)
- @MustacchioRebirth (2): Very cool idea, I was playing with the idea recently and found your paper
- @currentscurrents (1): What specifically did you learn that you're referring to? I think there are two things you can do with RNNs, and one of them is a good idea and one isn't. In the past (LTSMs, etc) people tried to use RNNs to solve the problem of large input context. Essentially you scan the RNN…
开源 Chrome 扩展 MyTube 让用户脱离 YouTube 算法推荐，自建分类视频书架，数据完全存于本地浏览器无账号
I was tired of being controlled by youtube algorithm and my watch later playlist had hundreds of videos that I never went back to. What I wanted was a shelf and a replica of the youtube home, but cho…
受众观点：①不劫持新标签页是关键卖点，多数同类扩展因此被卸载（@QuanTradin）②期待 WebGPU/WASM + 浏览器端 qwen3-0.6B 实现视频智能分类（@ddoice）③无账号无登录隐私设计让用户有安全感（@No_Excuse_3185）
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- @dankhael (2): Thank you for the feedback! Yeah, I've been studying the best way to introduce a "smart sort" to the playlist imports and certainly I'm gonna have a look at WebGPU and SLMs as a way of doing it.
- @QuanTradin (1): not hijacking the new tab is the reason I'd actually keep this one installed, most extensions like it die on that. does the playlist import keep the original order?
- @dankhael (1): Thanks for the feedback! Yeah, earlier versions of the extension had that "feature" of being the default new tab but it was scrapped for this reason. About the playlist import, it preserves the playlist order (screenshot below). https://preview.redd.it/qo78tpiu5rsh1.png?width=16…
- @No_Excuse_3185 (1): very nice app, the idea of not login with my account it's excellent, not hijacking beautiful ♥️.
- @ddoice (1): Love it! It would be an amazing feature if the extension could categorize “watch later” videos. I've been playing around with WebGPU (or falling back to WASM if it's not enabled), and qwen3-0.6B is a pretty capable model that takes up about 400MB.
研究发现LLM在"权威来源"背书下会放弃正确答案，Authority Bias效应导致7个主流模型45-88%的正确回答被翻转
I'm one of the authors. We kept seeing models that hold their ground when the user insists on a wrong answer, yet change their answer when the same claim is framed as coming from a "verified source".…
受众观点：①医疗场景中模型对专家用户的反驳极为强硬，OpenEvidence会坚持错误判断（@Even-Inevitable-7243, 3likes） ②ACL论文"Whose Facts Win?"从来源可信度偏好视角研究同类问题（@Jamaleum, 3likes） ③用户主权与模型"付费信任"边界的争论（@f0urtyfive, 0likes）
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- @Even-Inevitable-7243 (3): Very important work. I'd be very interested to see what your methods and results show with OpenEvidence, the clinical medical LLM that is exclusively used by "experts", where the user acts as the "verified source". Problem is that OpenEvidence does not have an API for research p…
- @Jamaleum (3): Hi, I am first author of a very related paper from this years ACL main "Whose Facts Win?" and currently work on a follow-up. We framed everything less from an 'Authoriy Bias' but a 'Source Credibility Preference' perspective but still find some related and similar patterns. Very…
- @Technical_Estate_529 (1): So you're basically paying for a Fox News bot? "Just say exactly what I want to hear dammit because it makes me feel better" lol...
- @f0urtyfive (1): Uh, no? But you know, if I'd like to explore different conceptions of positive and negative numbers, I don't need it to quote arguments about numbers being real or not from the 1800s at me because they're "empirical".
- @f0urtyfive (0): I disagree with the "why we think this is important" because it makes the model impossible to work with on anything novel that it has trained bias against. I'm paying to use the thing, I should at least be able to get it to accept a premise I want to understand without constantl…
表单构建工具MyKayd靠LinkedIn冷外联和发推文24小时获得94活跃用户，但免费层过于慷慨导致至今零付费转化
Building MyKayd a form builder that doesn’t just collect responses, but helps you understand them, spot where people drop off, and figure out what needs attention. Checked my analytics today and **94…
受众观点：①免费层已满足核心需求导致无升级动力（@adeelraza86）②需要先定义激活事件再评估渠道质量（@zeno_DX）③付费层解锁内容与真实激活行为追踪（@FOUNDER_）
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- @adeelraza86 (1): The gap isn't channels. It's that a generous free tier already gives people the understanding and drop-off insights they'd pay for, so 94 actives with 0 paid is the product doing its job for free. Before you double down on LinkedIn or X, put the analysis features behind a paid u…
- @terafab-ai (1): This is amazing. Congrats 🥳
- @FOUNDER_ (1): What does the paid plan unlock, and how many of those 94 users have actually collected form responses? I'd want to know that before assuming the free tier is too generous.
- @zeno_DX (1): I'd pause on "what channel next" until you know which of those 94 actually hit a real activation event. Define one concrete step that proves value (for you that sounds like: published a form AND got a first response). Then split those 94 by source (LinkedIn vs cold vs X) and loo…
Gemini 4 Argon宣称支持100万token输出窗口，ML社区讨论超长输出能否真正解决AI agent工作流中的"上下文胶水"和任务分解问题
I rarely write about benchmarks; a competitor always beats them next week. But I care about 'Leaps'. Gemini 4 Argon feels like one to me. While Opus 5.5 and Astra cap output at 128-300K tokens (\~90-…
受众观点：①工具调用才是解决输出限制的正确方式，超长输出并非实际瓶颈（@altmly, 3likes） ②我们需要更少而非更多的AI输出（@levnikmyskin, 1likes） ③Google需要用实际案例证明100万token输出窗口有用（@Delicious-Schedule-4, 1likes）
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- @[deleted] (3): [deleted]
- @altmly (3): Not practically useful, the reason we teach the models tool use isn't just to work around the output length limit. There's very few instances where today you'd need models to be _more_ verbose, unless they are producing some huge json (at which point tool use might be appropriat…
- @altmly (1): This isn't context, this is the maximum allowed length of generation (cutoff it model doesn't generate end of generation token).
- @levnikmyskin (1): Not sure about the result itself, but I keep thinking that we need less output from AIs, not more
- @Delicious-Schedule-4 (1): The burden of proof is simply on Google’s end, they need to demonstrate that that 1 million output token window is actually useful for something, whether that’s solving a frontier problem that other models can’t or some other way of showing better extended reasoning. Otherwise y…
LaunchPact 用 1443 条 Product Hunt 发布数据量化了单人与团队冲榜成功率的巨大差距，并给出 solo 开发者「第一小时」策略建议
We track featured Product Hunt launches daily for [LaunchPact](https://www.launchpact.io/?utm_source=reddit&utm_medium=social&utm_campaign=solo-maker-gap) — 1,443 of them over the last ~90 da…
受众观点：①团队规模存在混淆变量，成熟公司本就有存量用户（@Total-Reasonable）②亲历早期动量的重要性，算法对早期活动有正反馈放大（@Brilliant-Tea-8633）③PH 排名不是最终目标，精准受众比 top 5 更重要（@quietmacbuilder）
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- @Total-Reasonable (2): The key missing variable is launch maturity: 4+ listed makers may be more likely to be established companies with existing users, communities, and prior launches. To isolate the first-hour effect, compare accounts with similar follower counts and measure votes by hour; final pla…
- @Brilliant-Tea-8633 (1): the early momentum thing is huge. i launched something solo few months ago and first hour was basically just me refreshing the page what i noticed is even having one other person who actually shows up makes massive difference, not because of their votes but because PH algorithm…
- @Princess_1254 (1): As someone building my own thing, I learned how important early momentum is the hard way lol
- @sales-mechanic (1): It’s like having a hive mind run an organization vs a single neuron I think. I’ve been reflecting on this same concept too, since as a solo founder I balance a lot and most of the value has come from other people
- @quietmacbuilder (1): Worth adding the other side of this: placement isn't the outcome. I launched a niche dev tool solo, got decent engagement, and almost no trials. The voters were other makers being supportive, not people with the problem. For B2B or dev tools, I'd take a mid-table finish with the…
独立开发者构建的 AI 数学动画引擎 Engramlabz，用 LLM 生成 Manim 代码驱动 3Blue1Brown 同款矢量动画，10分钟视频成本仅2.5美元
Animated maths explainers used to cost $100s each. I built an engine that makes a 10-minute one for $2.5 First video is free: [Engramlabz](http://www.engramlabz.com) Solo dev. You type a question lik…
受众观点：①建议渲染蒙提霍尔问题——观众会和动画争论，真正考验脚本解释力（@QuanTradin）②作者实际渲染了建议题目并发在评论区，快速交付获认可（@QuanTradin）③评论量极少说明分发是当前瓶颈而非产品质量
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- @QuanTradin (1): do Monty Hall next. it's the one where people argue with the animation, which is the real test of whether the script explains or just asserts.
- @Various-Affect4841 (1): https://reddit.com/link/pd83d5x/video/qzneizn0jvsh1/player
- @QuanTradin (1): ha, you actually made it. fast turnaround.
NeurIPS WM PAI工作坊投稿者发现审分较高却遭拒稿，并对OpenReview上已显示决策却无邮件通知的评审流程感到困惑
I submitted a paper to the WM PAI workshop at NeurIPS and can now see the reviews and decision on OpenReview, but I didn't receive an official acceptance/rejection email. My reviewer scores were 8, 5…
受众观点：①同样遭遇高审分被拒，且已有实验经费和参会计划（@Geighz, 3likes） ②workshop接受率完全由组织者自由裁量，非存档论文的标准本就不透明（@anxiouscsstudent, 2likes） ③某workshop接受率只有10%，比主track还难进（@pastor_pilao, 1likes）
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- @Geighz (3): I got rejected with decent scores too lol, had prelim experiments and even funding to actually go. I guess I gotta chalk it up to the game unless they are doing something unusual
- @anxiouscsstudent (2): It's entirely up to the organizers discretion especially since these papers are not archival.
- @pastor_pilao (1): THe workshop I submitted to (not this one you mentioned), had 10% acceptance rate! twice as hard as the main track lol.
用自然语言yes/no问题作为规则定义代码规范并强制执行的AI Linter工具Jev，无需特定词汇列表
r/webdev Enforcing Best Practices with Jev as a Linter using Plain English Rul…
受众观点：①Jev的字体太小影响可读性，工具本身可访问性有待改善（@liberianjoe, 1likes）②规则是任意英文yes/no问题、无词汇限制，比传统regex规则更灵活（@Wake08, 1likes）
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- @liberianjoe (1): sounds very interesting. i couldn't read the article because of the font size being very small for my eyes. i'm interested in knowing what is the limit of English words to use. are there specific words or the entire English language is acceptable?
- @Wake08 (1): Sorry to hear about the font size, will improve this! \_\_\_ There's no list of allowed words, any English works. A rule is just a yes/no question that Jev understands as natural language, for example: *"Does this call write personal data, such as an email or phone number, to a…
- @liberianjoe (1): i think i understand this.
Reddit 分析工具 Subsmap 靠 NSFW 数据洞察帖带来 89K 浏览量，用户搜索数据意外揭示 Reddit 被当作隐形职位板使用的现象
A couple of weeks ago I posted about [subsmap finding out 1/3rd of active subs are NSFW](https://www.reddit.com/r/SideProject/comments/1whxg0a/subsmap_a_reddit_analytics_tool_that_accidentally/). You…
受众观点：①对 NSFW 获流量后做正经产品的反差营销模式感兴趣（@catalystseyru）②认可内容营销策略的聪明之处（@ManufacturerNo1565）③评论量仅2条但详实增长数据本身具有传播价值
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- @catalystseyru (3): That's mostly how every platform works nowadays 🤣
- @ManufacturerNo1565 (1): Not sure if you came up with that marketing but brilliant.
OneDev 自托管平台新增 Wiki、Jev AI 智能任务分配及 Tailscale 工作区集成功能更新公告
Dear selfhosters, OneDev gets quite a lot awesome feedbacks from this community, and we continue to improve the project to give another good choice for those seeking to selfhost GitHub/GitLab. Below…
受众观点：①关注帖子中 AI 辅助内容使用情况（@asimovs-auditor）②内置 Wiki 与代码仓库同分支版本管理是否解决 GitHub Wiki 痛点③CI/CD 执行进度视图对调试流水线的实际帮助
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
r/webdev版块的每月例行入门职业指南帖，但评论区揭示该建议已严重过时、AI时代前端就业市场对新人几近关闭
Due to a growing influx of questions on this topic, it has been decided to commit a monthly thread dedicated to this topic to reduce the number of repeat posts on this topic. These types of posts wil…
受众观点：①AI冲击下传统web dev就业市场已对新人几近关闭，连有经验的人也举步维艰（@LegalCollege5593, 6likes）②做一个真正完成且可用的小项目远比做一堆半成品仿制练习更有价值（@quiet_horizons1, 2likes）
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- @LegalCollege5593 (6): This was good advice until about 3-4 years ago: You will also need a portfolio of work with 4-5 personal projects you built, and a resume/CV to apply for work. Plan for 6-12 months of self study and project production for your portfolio before applying for work. Today you can st…
- @quiet_horizons1 (2): The timeline matters less than what you do with it. I ran a small shop before I started building software, and the habit that carried over was working on real problems a little each day. Tutorials feel productive but the knowledge fades fast if you only follow along. The better…
r/MachineLearning每周开放的简单问题讨论帖，汇集ML从业者日常实践中的零散疑问
Please post your questions here instead of creating a new thread. Encourage others who create new posts for questions to post here instead! Thread will stay alive until next one so keep posting after…
受众观点：①超参数调优感觉像盲人摸象，跑完grid search后仍不明白为什么某组参数有效（@Accomplished-Town877, 1likes） ②Reddit过滤器删帖机制不透明，不清楚发帖的karma门槛规则（@coconut-wasabi, 1likes）
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- @Accomplished-Town877 (1): Anyone else feel like they spend more time tweaking hyperparams than actually understanding the model? I'll run a grid search, get a 0.2% bump, then realize I have zero clue why it worked
- @coconut-wasabi (1): Why are my posts being deleted by reddit filters? Is there any karma criteria?
询问学术会议第二轮同行评审任务是否已经分配到手、社区集体等待状态确认
Has anyone received papers to review for round 2?
受众观点：① 尚未收到评审任务（@Derpirium, 1likes）
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- @Derpirium (1): Nope, nothing yet
首次在 OpenReview 平台投稿后两小时未收到确认邮件的投稿流程疑问
I can see the submission on Openreview but didn't get any email/notif. It's been 2 hours, I heard I'm supposed to choose action editor or smth. Am I missing something? First publication ever pls be k…
受众观点：① 收到安慰后感谢（@Audaticreddit, 1likes）
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- @[deleted] (2): [removed]
- @Audaticreddit (1): Alright, thanks for the reassurance
r/MachineLearning社区每月定期发布的AI/ML职位招聘与求职信息汇总模板帖
**For Job Postings** please use this template >Hiring: \[Location\], Salary:\[\], \[Remote | Relocation\], \[Full Time | Contract | Part Time\] and \[Brief overview, what you're looking for\] **Fo…
受众观点：（无评论数据）
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Python 3.10.x 正式终止维护支持（EOL），同批次发布多个版本安全更新，Python 3.15 预计当日单独发布
The new releases announced today, including EOL for 3.10.x: [https://blog.python.org/2026/10/python-31022-31117/](https://blog.python.org/2026/10/python-31022-31117/) Note: The post above doesn't men…
受众观点：①macOS 系统自带 Python 版本严重滞后问题（@happyscrappy）
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- @happyscrappy (2): MacOS 27 still comes with python 3.9. Proudly compiled on August 25 2026 Great job Apple.
Rails World 2026大会全部演讲视频上线，涵盖Solid Cable、Hot Cell、Ractor安全性和MCPs集成等Rails新特性方向
DHH’s Rails World talk got a fair bit of attention around here, but there was plenty happening at the conference that he didn’t cover. All of the other Rails World 2026 talks are online now, too. Sol…
受众观点：①MCPs集成进Rails框架的实际意义 ②Rails 8.2新特性对后端indie dev的影响 ③社区对DHH之外其他演讲内容的关注（无评论数据）
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开源P2P文件共享项目已获200 GitHub Stars的开发者询问免费后端托管赞助替代方案，因Azure学生额度即将到期
so currently i have a open source project about p2p file sharing and it gained 200 stars on github. the opensource project is hosted on azure since i got 1 year for student the problem is that it wil…
受众观点：①Vultr有专门的开源项目赞助申请通道，提交仓库链接和使用说明即可申请（@grimdocking4, 1likes）
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- @grimdocking4 (1): vultr has a pretty straightforward open source sponsorship thing, i applied a while back and got a decent chunk of credits within a few days. just had to link the repo and explain how it's used not sure if they still run it the same way but worth a shot
独立开发者发布两款托管于GitHub Pages的免费AI聊天与生产力工具ChatNexus和Nexus One，通过Gumroad可选付费支持
Hey everyone! As an independent developer at ABTERRA NEXUS STUDIO, I’ve built two free web tools hosted directly on GitHub Pages: ChatNexus: Lightweight AI Chat Interface \[https://abterra-nexus-stud…
受众观点：无评论数据，无法提取受众关注点
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在两个 workshop 同时被接受论文、作者公开寻求与同期参会研究者建立联系
Hey, just got a papers accepted at both these workshops! Would love to connect with others also attending the workshop
受众观点：① 无评论数据
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Directus 推出 Monospace，一个在数据库与开发者、业务团队、AI agent 之间建立统一受控访问层的开源产品
Directus
受众观点：①Monospace 跨库查询能力（@Couch） ②AI agent 与企业数据统一权限管理（@Directus） ③开源社区贡献者的影响力（@Directus）
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- @Overview (0): * [Launches5](/products/directus#launches) * [Reviews18](/products/directus/reviews) * [Alternatives](/products/directus/alternatives) * [Customers](/products/directus/customers) * [Built with](/products/directus/built-with) * [Team](/products/directus/makers) * More This is the…
- @Directus (0): Austin, thank you so much for your kind words and your review! This honest feedback is so important for our open-source team. Not only does it give us incredible insight but it lights a fire in us to push even harder. And thank you so much for contributing!! We love our dev comm…
- @Directus (0): Maker 📌 Hi Product Hunt... Ben here, CEO of Directus 👋 Years ago, we built Directus because every project started the same way: a database full of data and weeks of work before anyone could safely build on it. That problem hasn’t stood still. The data is spread across more syste…
- @fmerian (0): [Kilo Code](/products/kilocode) Hunter thanks for the support! Upvote (10) Report Share 12h ago [](/@hemendra%5Fkhatik) [Hemendra Khatik](/@hemendra%5Fkhatik)
- @Couch (0): [@benhaynes](https://www.producthunt.com/@benhaynes) If i hook up two databases, Does it pulls data from both at once? or does it stay separate? Upvote (6) Report Share 11h ago [](/@hanneskuettner) [Hannes Küttner](/@hanneskuettner)
Yedric 是可嵌入现有 SaaS 的 AI agent，用自然语言替代传统操作界面，通过 MCP 执行应用内服务端动作
Yedric.ai
受众观点：①Yedric 嵌入方式和知识库构建机制（@MESA） ②SaaS 交互模型根本性转变（@MESA） ③MCP 执行服务端动作的实现（@MESA）
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- @Overview (0): * [Reviews](/products/yedric-ai/reviews) * [Alternatives](/products/yedric-ai/alternatives) * [Built with](/products/yedric-ai/built-with) * [Team](/products/yedric-ai/makers) * [Awards](/products/yedric-ai/awards) * More Free Launch tags:[SaaS](/topics/saas)•[Developer Tools](/…
- @MESA (0): Maker 📌 Hey Product Hunt! 👋 I've spent more than two decades building SaaS products, and the basic interaction model has barely changed: we decide what the software can do, organize those capabilities into an interface, and then expect users to figure out how it works. Every new…
- @MESA (0): Maker
- @MESA (0): Likely AI [@erik\_v](https://www.producthunt.com/@erik%5Fv) Great questions! **\> How does the app interface work technically?** You embed Yedric with one script tag and a small widget element in your app, and Secure Mode lets your server sign the logged-in user's ID so the agen…
OpenAI 发布个人持久 AI agent 产品 Dots，每个 Dot 基于 GPT-6 Astra 运行并配有专属云电脑和浏览器，可跨对话持续推进任务
Dots by OpenAI
受众观点：①Dots 与普通 ChatGPT 的核心功能差异（@Toone） ②每个 Dot 独立 VM 的架构意义（@Netlify） ③个人 AI agent 赛道竞争格局（@Netlify）
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- @Overview (0): * [Reviews](/products/dots-by-openai/reviews) * [Alternatives](/products/dots-by-openai/alternatives) * [Team](/products/dots-by-openai/makers) * [Awards](/products/dots-by-openai/awards) * More Payment Required Launch tags:[Productivity](/topics/productivity)•[Task Management](…
- @Netlify (0): Hunter 📌 Hey PH community 👋 Excited to hunt Dots today. ChatGPT joins the personal AI agents race with the launch of “Dots” After Grok Bot, Instinct, Muse this is another co sign of this emerging category. OpenAI just gave ChatGPT an always on agent that keeps working toward you…
- @Toone (0): Looking great, haven't tested it yet, but will give it a try! How does it differ from the ChatGPT app? Upvote (2) Report Share 9h ago [](/@thisiskp%5F)
- @Netlify (0): Hunter [@matheus\_paranhos1](https://www.producthunt.com/@matheus%5Fparanhos1) this is dramatically different as it’s an always on agent with a virtual machine / cloud computer dedicated to you Upvote (1) Report Share 8h ago [](/@raezil) [Kamil Mosciszko](/@raezil)
- @UTCP (0): Amazing idea, but on plan x5 I don't have access to it. Upvote Report Share 2h ago [](/@%5Fmkcd%5F) [Mark Dellemann](/@%5Fmkcd%5F) [Veltrix AI](/products/veltrix-ai) cool concept. having a dedicated VM per agent is pretty nice. Congrats ! Upvote Report Share 6h ago [](/@karimben…
Omnia Agent 是专为 GEO（生成式引擎优化）设计的 AI agent，自动发现竞品在 AI 搜索中抢占的引用位置并执行内容修复
Omnia
受众观点：①Omnia Agent 三种内容修复策略（@Omnia） ②是否支持 Webflow 集成（@Treinta） ③GEO 自动化实现路径（@Omnia）
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- @Overview (0): * [Launches3](/products/omnia-2#launches) * [Reviews](/products/omnia-2/reviews) * [Alternatives](/products/omnia-2/alternatives) * [Built with](/products/omnia-2/built-with) * [Team](/products/omnia-2/makers) * [Awards](/products/omnia-2/awards) * More This is the 3rd launch fr…
- @Omnia (0): Maker 📌 Hey Product Hunt! 🧶 Daniel here, co-founder of Omnia. Our first launch here made #3 of the day, and we came back in May with Insights. The same thing kept coming up with customers: the GEO work doesn't get done. Usually one person owns AI visibility on top of a full job.…
- @Treinta (0): Congrats on the launch! Do you sync with webflow? Upvote (1) Report Share 5h ago [](/@danimirror) [Daniel Espejo](/@danimirror)
- @Omnia (0): Maker
- @Omnia (0): Maker [@aymi\_malik](https://www.producthunt.com/@aymi%5Fmalik) Thanks! In practice it's all three. Which one depends on what your monitoring data shows for that specific prompt: which sources the AI engines pull from, and what kind of content they cite. * **Your page exists but…
Polylane 用 AI agent 集群替代工程师 on-call 值班，由 Baselime 创始人（被 Cloudflare 收购）构建，基于 Cloudflare Workers 运行
Polylane
受众观点：①Polylane 定位和 Baselime/Cloudflare 创始人背景（@Polylane） ②AI agent 集群接管 on-call 的可行性（@Polylane） ③基于 Cloudflare Workers 的技术选型（@Polylane）
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- @Overview (0): * [Reviews](/products/polylane/reviews) * [Alternatives](/products/polylane/alternatives) * [Built with](/products/polylane/built-with) * [Team](/products/polylane/makers) * [Awards](/products/polylane/awards) * More Free Options Launch tags:[Developer Tools](/topics/developer-t…
- @Polylane (0): Maker 📌 Hi Product Hunt, I'm Boris, founder of [Polylane](https://polylane.com). I built [Baselime](https://baselime.io), an observability startup that was acquired by [Cloudflare](https://cloudflare.com) where I then led the Workers observability team. I have been advocating ob…
- @Polylane (0): Maker
- @Polylane (0): Maker
- @Polylane (0): Maker