Apple 在 WWDC 2026 发布 macOS 新版本，聚焦搜索重构和性能提升，社区将其比作回归 Snow Leopard 精神
Apple WWDC 2026 Livestream ①期待已久的系统搜索终于重构 ②新搜索解决了之前必须手动登录 Gmail 才能搜邮件的真实痛点 ③认为这是聚焦性能和体验的务实发布
HN 热帖讨论「多巴胺开采」这一新概念，探讨现代互联网内容设计对人类注意力的系统性侵蚀
①受众在深入探讨现象机制，关注「超正常刺激」如何将内容强度放大到非自然水平；②受众对泛化批判感到审美疲劳，更想看具体机制分析而非老调重弹；③受众中有理性反驳声音，将现代内容设计类比为人类从艺术中开采多巴胺的漫长历史
Apple 在 WWDC 2026 发布 macOS 新版本，聚焦搜索重构和性能提升，社区将其比作回归 Snow Leopard 精神
①期待已久的系统搜索终于重构 ②新搜索解决了之前必须手动登录 Gmail 才能搜邮件的真实痛点 ③认为这是聚焦性能和体验的务实发布
小米 MiMo-2.5-Pro 开源模型在推理速度上取得突破，有望让 AI agent 工作流保持流畅的 flow state
①@slopinthebag 认为推理速度是下一个 AI 前沿，足够快才能实现 flow state ②@elar_verole 认为速度优化是短期提升 agent 效率最可行路径 ③@minraws 分析 8xA100 配置的成本结构，指出实际成本上涨超过 3x
Claude 一口气上线六大能力（Cowork 协作项目、38+ Connectors、Agent Teams、1M 上下文、Plugin Marketplace 等），独立开发者社区炸锅：这是 OpenClaw 的终局还是两套工具各有边界？
Claude 一口气上线六大能力（Cowork 协作项目、38+ Connectors、Agent Teams、1M 上下文、Plugin Marketplace 等），独立开发者社区炸锅：这是 OpenClaw 的终局还是两套工具各有边界？
受众观点：1. @Umesh__digital（88赞）：「OpenClaw is still preferred due to its open source nature. Claude is vendor specific and bound. less flexible.」——核心受众重视开放性和控制权，不是纯看功能列表。
2. @zacodil（15赞）：「I feel like everyone praising Claude right now is either incredibly lucky or just not actually using it for real work. The usage limit evaporates as soon as you start using it.」——token/usage limit 是真实痛点，Claude 功能再多，限额墙一碰就崩。
3. @Nicoqp（rubenhassid帖）：「the 'context > prompts' point is still the most underrated one」——开发者更关心实际使用技巧而非功能清单。
Gemini 2026年5月月访问量达29亿次创历史新高，同比暴增450%，同时Apple Intelligence被指接入Gemini多模态能力，Gemini 3.5 Pro发布在即，Google正从流量和生态两个维度确立AI基础设施主导地位
Gemini 2026年5月月访问量达29亿次创历史新高，同比暴增450%，同时Apple Intelligence被指接入Gemini多模态能力，Gemini 3.5 Pro发布在即，Google正从流量和生态两个维度确立AI基础设施主导地位。
受众观点：评论区两种声音：一种是期待技术突破——「Is Gemini 3.5 Pro Google's comeback in coding?」显示开发者对Google重夺代码能力的期待；另一种是质疑真实性——「Wait, is this based on anything concrete or just inference from the WWDC demo flows?」体现技术用户对未经证实信息的审慎态度。
DataChaz 转发 3Blue1Brown 新视频，通过香农熵阐释"预测即压缩"是每个 LLM 运行的底层机制。
🚨 ANOTHER MASTERCLASS FROM @3BLUE1BROWN The compressibility of language isn’t just a math curiosity, it’s the hidden engine behind every LLM you use. Grant’s new video reframes Shannon’s entropy thro…
受众观点：①@schmittpaula 担忧 LLM 作为压缩机器会导致内容同质化 ②评论区对转发整段视频的行为出现争议，有人认为剥夺了原作者流量 ③多人对香农熵可视化方式表达了兴趣
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- @schmittpaula (29): @DataChaz @3blue1brown Prediction isn't infallible intelligence, quite the opposite: if LLMs are compression, and compression is prediction, then the whole thing is an exercise in repetition, massification, homogenisation, uniformity. Robots won't become humans -- humans will be…
- @DataChaz (23): (Chris Olah) @ch402’s brilliant post on visualizing entropy (referenced in the video): → https://t.co/R4MVlR1H3d https://t.co/De21uDxqoU
- @H4R15HX (5): @DataChaz @3blue1brown dishonestly posting his entire video, for views. instead of just linking his youtube???
- @TimIsenman (4): @DataChaz @3blue1brown Pretty shitty to just upload his whole video and rob him of the viewership.
- @DarlingBlue2 (2): @DataChaz @3blue1brown Thanks for sharing this.
marclou 发布记录自己用 512 天将 SaaS 产品做到 $20K MRR 的完整真实历程视频，包含情绪低谷和反思时刻。
I documented my SaaS journey to $20K MRR. It took 512 days. I got excited, I cried, I laughed, I lost hope. I got literally every moment on camera. This video is the raw story of what building a star…
受众观点：①@marclou 自己评论说后悔视频中部分言论但选择保留以示真诚 ②@ClimStefan 追问如何判断产品能做到 20k ③@yeonjidev 被真实情绪低谷打动
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- @marclou (69): I regret a lot of things I said in this video. I was emotional, arrogant, and spoke with my ego. It was 500 days ago, but it feels like it was yesterday. I chose to leave the clips in this video because it's a great reminder that you can learn from mistakes.
- @jackfriks (7): @marclou @DmytroKrasun man i already know this video will inspire someone like me 3 years ago when you inspired me from shipfast you are always inspiring legend ❤️ and i’m so happy to kept going despite all the crap you had to go through
- @ClimStefan (5): @marclou your editor needs a raise. Masterpiece man, masterpiece. How did you know you can bring it to 20k, what made you think the product will reach that much?
- @yeonjidev (4): @marclou The real raw emotions you show is the best! I really didnt know you had bad days you had to cry.. Best character arc ever 👏🤩
- @jacobrodri_ (4): @marclou the real GOAT
TypeScript 教育者 mattpocockuk 发布 /teach CLI 技能，可通过 npx 安装后让 AI 引导学习任意知识，从魔方到声乐都支持。
/teach is live Learn anything, from rubik's cube to vocal harmonies to software fundamentals. npx skills add mattpocock/skills --skill teach Best skill I've ever built, video coming soon https://t.co…
受众观点：①@brill_insane 使用后感觉像在和作者本人对话，高度个性化体验令人印象深刻 ②@techgirl1908 表示一直在关注并已完成安装 ③@RioBrioo 对创意本身感到惊叹
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- @mattpocockuk (26): Stay up to date with all my skills here: https://t.co/opvWfzX6v8
- @brill_insane (4): @mattpocockuk Sometimes, when I use your skills (especially grill-with-docs), I feel like I am literally talking with you.
- @techgirl1908 (3): @mattpocockuk been eyeing this one! ◇ Installation complete
- @RioBrioo (2): @mattpocockuk yo this whole teach thing is actually kinda genius how do you even come up with this stuff?
- @pbakaus (2): @mattpocockuk this is awesome!
mattpocockuk 发布 /teach 技能详细介绍视频，展示 AI 对话引导学习魔方的过程，并强调教育者在 AI 时代应输出判断力而非 how-to 流程。
I poured my 10 years of teaching experience into a skill. It's called /teach, and it can teach you anything. Here's how it taught me to solve a Rubik's cube: https://t.co/HINmYDpAwH
受众观点：①@kentcdodds 指出 AI 时代教育者的核心价值是观点和判断力，how-to 已被 AI 商品化 ②@hot_town 分享正在做类似 agent 教学产品并思考借鉴 /teach 设计 ③@AawejPathan786 分享用 skills 完成实际项目的高度信任经历
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- @mattpocockuk (38): Keep up with my skills here: https://t.co/Ujx9lHFMMi
- @kentcdodds (15): @mattpocockuk This is absolutely rad Matt. Educators like you and me have to sell our opinions and judgement more than the "how to"s these days (really, I've always said a big part of what people are buying when they get my courses is my opinion, but it's just so much more true…
- @AawejPathan786 (2): @mattpocockuk I haven't yet watched this tutorial but I know this is gonna help me because from when I tried your skills I have a lot of respect about you i built a lot of projects with it approx 5 and I know this is gonna help me so excited to watch
- @hot_town (2): @mattpocockuk I made https://t.co/B6tihTetFz which is an agent-led web dev tutor that teaches as you build a SaaS. But seeing your approach makes me wonder if I should add some of the same elements like HTML lesson pages.
- @kostyniuk00 (2): @mattpocockuk legendary, this one will overtake the most popular throne
Claude Code 原作者 bcherny 回顾工具 GA 一周年，分享从 plan mode 转向 auto mode、routine 自动修 bug、以及在手机完成大部分编码的工作流演变。
When we first demoed Claude Code internally, it got two reactions on Slack. A year after GA, @_catwu and I sat down to talk about what's changed: why I use auto mode instead of plan mode, how routine…
受众观点：①@bytecrafter_1 指出手机 coding 最大障碍是在小屏幕上 review diff ②@rozzabuilds 认为 Claude Code 是工作流中最不可替代的工具 ③@BorisVagner 表达对 Claude Code 改变工作生活的深度感谢
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- @bytecrafter_1 (3): @bcherny @_catwu phone coding is the part i can't crack. driving an agent from my phone is fine, but reading the diff on a small screen is where i bail back to the laptop. how do you actually review changes there?
- @rozzabuilds (3): @bcherny @_catwu For many of us Claude code is a more essential part of our workflows than anything else. The primary reason I don’t use other models is because Claude code is by far the best driver.
- @BorisVagner (2): @bcherny @_catwu Grateful af for Claude Code. Has changed my life thanks ❤️
- @ameedjamous (1): @bcherny @_catwu Auto mode is great. We have been using it for the last two weeks. Works great 🫡
- @Dakshay (1): @bcherny @_catwu You really don’t know where things can go, when you build something. Amazing to see the snowball effect CC has had.
技术博主 GergelyOrosz 质疑 AI agent loop 的实际价值，认为 token 预算限制让大多数开发者没有真正有用的 loop 使用场景。
On the whole “just use loops” Outside of the increasingly few people who 1) have unlimited AI token budgets 2) feel like prompting agents are holding them back (usually thanks to no #1) I don’t think…
受众观点：①@DavidKPiano 一句话总结核心立场：Human in the loop > loop looping the loop ②@championswimmer 分享逆向工程驱动固件时 loop 有用的具体案例 ③@kcosr 指出结构化 workflow 结合确定性步骤是可控低成本方案
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- @GergelyOrosz (58): If you built something specific that can be shown with loops that is useful, feel free to share. I see experimentation happening for those who don't have budgets (either working at eg an AI lab, or just being happy to burn hundreds on an idea that is throwaway output)
- @DavidKPiano (18): @GergelyOrosz Human in the loop > loop looping the loop
- @championswimmer (10): @GergelyOrosz I was just trying to reverse engineer a fingerprint driver and dynamic workflows were helping - it was trying out different image formats used by other models of the same manufacturer one by one and trying to figure out the first few bytes of the captured image.
- @kcosr (5): I don't know what is meant by the recent usage of "loops." If it is "loop indefinitely and improve the codebase" that's certainly out of reach for most. But you can use "loops" to do things like check for new bug reports and triage, plan out a series of execution steps, and have…
- @thanford7 (3): @GergelyOrosz The pessimistic take is that a drug dealer is never going to tell you to do less cocaine.
研究者提出SMT方法，通过oracle内存状态监督训练非线性RNN，解决BPTT梯度消失和难以并行化的长期痛点
We never really knew how to train nonlinear RNNs well… BPTT struggled with vanishing grads (no long-range memory) and sequential rollout (hard to parallelizable). What if instead an oracle told us th…
受众观点：①@jayden_teoh_ 介绍了类似路线的工作Next-Latent Prediction Transformers，用Transformer预测潜在状态来训练RNN ②@akarshkumar0101 解释SMT通过时间并行编码器估计oracle构造有选择性遗忘机制的记忆状态 ③@FrancoisChauba1 提出关键质疑：如果oracle根本不存在（处理人类未知的问题类别）这套方法怎么办
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- @jayden_teoh_ (25): @akarshkumar0101 Awesome stuff. We also showed that you can pre-train a RNN without recurrence by using the transformer backbone to forecast latent states and training the RNN on one-step latent predictions in Next-Latent Prediction Transformers (https://t.co/A2m32AUXeP)
- @akarshkumar0101 (19): SMT estimates the oracle via a time-parallel encoder trained to embed past context into a representation that a decoder can use to predict the future. This creates memory states that remember important info and purposefully forget unimportant details, similar to biological memor…
- @secemp9 (3): @akarshkumar0101 cc @neurallambda
- @FrancoisChauba1 (2): @akarshkumar0101 I like anything getting us off of BPTT.. but.. what if the oracle doesnt exist. what if we are trying to solve a class of problems humans dont know how to solve. then there is no trace to train on. thats what we have to solve.
- @amod_k0 (1): @akarshkumar0101 amazing!
marclou 发出一句话论断"品味是唯一的护城河"，引发大量关于产品差异化与竞争壁垒的评论讨论。
Taste is the only moat.
受众观点：①@bhanu4417 将品味与设计联系：Design is taste made visible ②@marco_dewey 幽默提出气味是被低估的护城河 ③@justinhammon_ 坦言没看懂这条推文的具体含义
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- @jackfriks (4): @marclou @13_narcissus real
- @bhanu4417 (3): @marclou Design is taste made visible.
- @marco_dewey (3): @marclou smell is an underrated moat
- @justinhammon_ (2): @marclou I read this as toast But then again, it's still a confusing tweet...
- @ybouane (2): @marclou That’s what ive been saying 😎 https://t.co/z7FUmQXaXC
Product Hunt 联合创始人 thepatwalls 公开约 10% 的创业项目成功率，以 levelsio 风格展示多年连续创业历程。
In @levelsio style, I have a ~10% success rate. https://t.co/mulwkauJKF
受众观点：①@thepatwalls 自己预告年底再发布 100 个项目，保持高强度 shipping 节奏 ②@PassiveSphere 自报成功率只有 3-5%，说明差距很大 ③@stemonteduro 坦言连一个项目都没正式发布完，触发共鸣
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- @thepatwalls (17): @levelsio By the end of this year, there will be 100 more startups on here. I'm cooking right now, watch this space :)
- @bzagrodzki (3): @thepatwalls @levelsio i'm launching my 3rd, made money mon from each so far https://t.co/nfG9qjdkVK
- @PassiveSphere (2): @thepatwalls @levelsio That's great, man! Mine is probably 3-5%
- @erbybody (2): @thepatwalls @levelsio 14 year overnight success
- @stemonteduro (1): @thepatwalls @levelsio WTF I haven't even shipped one project properly
gregisenberg发布AI原生组织架构指南，提出人负责策略品味、agent负责执行、共享上下文三层架构模型。
What does it actually mean to be AI native? There was no clear guide on the internet for how to become AI native so we built the definitive one (60 min masterclass): 1. An AI native org has 3 layers:…
受众观点：①@egesea009指出AI原生是运营模式而非技术栈；②@NoemiTitarenco认为AI原生反而带来更高质量的人际沟通；③@0employees质疑策略层与执行层分离是伪命题。
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- @0employees (2): @gregisenberg point 3 undermines point 1. if you're responsible for agent output, 'strategy and taste' and 'execution' aren't separate layers. same job, different altitudes.
- @NoemiTitarenco (2): I think AI native, meaning companies born in the midst of AI that use AI wherever useful, are much more focused on high resolution communication: phone calls, sketches on top of UI, having strategy conversations regularly. AI is the tool, often the product, but it fades into the…
- @rothken (1): @gregisenberg AI Native means not over delegating law practice to the AI, properly keeping human lawyers in the loop (and avoiding hallucinations), and tracking agent workflows for compliance. It’s now the lawyer clickstream monitoring era.
- @egesea009 (1): Most companies think AI adoption is a software rollout problem. It's a management revolution. The companies that win won't have better models. They'll have people who know how to direct agents, evaluate outputs, and continuously encode their knowledge into systems. AI-native is…
- @Jtyles (0): @gregisenberg This is very helpful, thank you Greg
参与Llama和PyTorch核心研发工作的Meta AI研究员bhutanisanyam1宣布辞职，公开分享离职心情并感谢社区
Personal update: I quit last week 🙏 I always try to dream big and work even harder Working on Llama and @PyTorch was bigger than any of my dreams and the hardest I’ve ever worked. Thanks for all the…
受众观点：①@wilderxbt 直接问接下来是自己创业还是先休息 ②@Sentdex 送祝福关注过渡期 ③@rnagulapalle 分享自己类似从大公司出走的经历，说现在工作和生活压力都小了很多
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- @Sentdex (2): @bhutanisanyam1 @PyTorch good luck with whatever's next!
- @samsja19 (2): @bhutanisanyam1 @PyTorch Good luck !
- @wilderxbt (1): @bhutanisanyam1 @PyTorch whats next? building ur own thing or taking a break first?
- @rnagulapalle (0): @bhutanisanyam1 @PyTorch I was in your shoes few years back and that’s rhe best decision now I am enjoying work as welll life … less stress and no psc
- @Bharata_India (0): @bhutanisanyam1 @PyTorch Come to India and build alongside Indian AI. Little hard i know shifting from the US to India but for sure you will get a billion dollar+ return when we IPO
研究者将Shampoo、Muon和Spectral descent三种神经网络优化器加入公开基准测试并给出性能对比结论
I've added two optimizers to the public benchmark: (1) Shampoo (with its original 1/4 power). (2) Spectral descent, which is equivalent to both Muon(mu=0) and Shampoo(b1=b2=0). Result: Shampoo falls…
受众观点：①@kellerjordan0 开放可复现训练日志，社区关注基准可复现性；②@arminbagrat 追问用多大训练子集做optimizer对比才有效，关注实验效率
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- @kellerjordan0 (11): Reproducible logs: Shampoo: https://t.co/YfRbNH1nhV Spectral descent: https://t.co/FrcbzNBXYY As part of the public benchmark, further hyperparameter improvements are welcomed for any of these runs. All four use the same WSD lr schedule. 2/6
- @gradientdespair (1): @kellerjordan0 Muon: Civil War
- @arminbagrat (0): @kellerjordan0 do you use a smaller training subset when iterating on optimizer architectures? I'm wondering what's the fastest training run that would give useful information for comparing optimizer architectures
开发者用Codex训练模型时遭遇context compaction导致agent丢失训练状态重复执行错误操作的真实踩坑案例
Here is an example I just experienced of bad context compaction. I am using codex to train some model. I had it start some training run, then stopped it because some options were wrong. After 3 or 4…
受众观点：①@pastaraspberry 反映compaction后模型忽略对话后半段聚焦初始prompt；②@labomen001 指出根本机制缺陷：模型消息被压缩但user消息原文保留导致错误上下文重建；③@sasuke___420 确认codex在compaction后倾向于只响应最近1-2条对话
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- @pastaraspberry (1): @JFPuget It really tends to forget the latter part of the conversation and focuses on the initial prompt. Idk if that's recent change or I just noticed
- @labomen001 (1): Yeah it's a really big problem with compaction, idk why people say that compaction is "solved", for me GPT 5.5 gets confused all the time after compaction. The thing is: they give the model a summary of all of its messages/context, BUT the user messages are preserved as-is, so t…
- @mandubian (0): @JFPuget oh you control directly training from codex... I dont do that yet, I still put everything out of agents, I just generate reports and metrics and plots and samples and ask them to analyze...
- @sasuke___420 (0): @JFPuget codex does love to keep replying to your latest chat or 2 across compactions
HN 热帖讨论「多巴胺开采」这一新概念，探讨现代互联网内容设计对人类注意力的系统性侵蚀
Dopamine Fracking
受众观点：①受众在深入探讨现象机制，关注「超正常刺激」如何将内容强度放大到非自然水平；②受众对泛化批判感到审美疲劳，更想看具体机制分析而非老调重弹；③受众中有理性反驳声音，将现代内容设计类比为人类从艺术中开采多巴胺的漫长历史
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- @bsimpson (0): He's right - that phrase evokes what he means better than many alternatives. But this feels like an article where you get all the useful info in the title. The rest is just a rant about the modern internet being bad for your brain.
- @protocolture (0): "movies becoming too Marvel" I dunno, I love hating modern thing as much as the next guy, but this is just people being hyper sensitive. Your average 80s action comedy quips the same as any Marvel film.
- @apt-apt-apt-apt (0): I like the idea of the term, but would want capture these: 1. Refinement, where things are made super-concentrated and pure 2. Supernormal stimuli, where the effect becomes unnaturally intense 3. How easy it becomes to consume the result Something like 'dopamine super-refinement…
- @MitPitt (0): Humanity was fracking dopamine from art by first painting on cave walls, then oil on canvas, and eventually we got cinematography and video games. Author sounds like a luddite. Feel free to paint on cave walls. Nothing's happening to real strawberries either.
- @sd_mikey (0): This seems in the same ballpark as the book Attensity!, which coined the term human fracking. https://www.theguardian.com/books/2026/jan/18/how-can-we-def...
Apple 在 WWDC 2026 发布 macOS 新版本，聚焦搜索重构和性能提升，社区将其比作回归 Snow Leopard 精神
Apple WWDC 2026 Livestream
受众观点：①期待已久的系统搜索终于重构 ②新搜索解决了之前必须手动登录 Gmail 才能搜邮件的真实痛点 ③认为这是聚焦性能和体验的务实发布
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- @ksec (0): New Search! Finally !
- @IMTDb (0): Anyone able to restart the stream if you missed the first few minutes or are we living in a world where AI will cure cancer but Apple can't build a "Watch live / Watch from start" button ?
- @thewebguyd (0): Old sidebar back on macOS thank god. 2026, the year Apple discovered toolbars are useful.
- @akohstic (0): I have to manually log in to Gmail and other emails accounts just to search it properly. Really glad to see some action on this
- @tosh (0): finally a snow leopard like release focused on performance and fixing user experience
小米 MiMo-2.5-Pro 开源模型在推理速度上取得突破，有望让 AI agent 工作流保持流畅的 flow state
MiMo-v2.5-Pro-UltraSpeed: 1T model with 1000 tokens per second
受众观点：①@slopinthebag 认为推理速度是下一个 AI 前沿，足够快才能实现 flow state ②@elar_verole 认为速度优化是短期提升 agent 效率最可行路径 ③@minraws 分析 8xA100 配置的成本结构，指出实际成本上涨超过 3x
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- @m00dy (0): boom!
- @atemerev (0): I test all Chinese models with "What happened on Tiananmen Square at June 4th, 1989?" prompt. MiMo-2.5-Pro so far passes the test (explains the event correctly), both on DeepInfra and Xiaomi providers. So not bad.
- @slopinthebag (0): I hope this is the next frontier AI labs push. Even the open models are smart enough, and they’re cheap enough, now if they can be fast enough they can make certain workflows possible and allow us to remain in flow state while we use them.
- @elar_verole (0): Yeah, this seems to be the easiest path for overall agents efficiency in the short term
- @minraws (0): Assuming they mean 8xA100 or similar, that's some rather insane performance, and at just 3x the cost, it still quite cheap-ish. With some optimisations this might be quite interesting. I think the margins are getting quite compressed with this one, since it isn't included in tok…
科技评论人 Ed Zitron 发文继续唱衰 AI 行业，HN 评论区出现明显对立：宏观金融风险分析被认可，但其长期持续看空却被打脸的记录也被指出
AI Is Slowing Down
受众观点：①@zachthewf 指出 Zitron 两年来持续发布看空 AI 文章但预测持续错误，建议带背景读文章 ②@dkobia 认为宏观金融风险分析有道理但忽视了 AI 在个体生产力层面真实且巨大的提升 ③@swader999 认为只有等 OpenAI 或 Anthropic 的 S-1 上市披露才能真正看清行业状态
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- @ElFitz (0): I find it difficult to separate this piece’s tone from its content. The tone puts me off and makes it hard for me to judge it on its merits, despite some of the arguments seeming sound and well supported.
- @bpodgursky (0): What's the point of arguing with any of this. It's like someone arguing that cheese isn't real. Yes I can go to the grocery store and take a picture of cheese and show it, but what's the point? They can live in their own world. It doesn't change any of our lives. The world is wh…
- @swader999 (0): I think we need to see Open AI's and/or Anthropic's S1's to really know the state of it all.
- @dkobia (0): Zitron is begging for a collapse at this point. Yes, his macro analysis correctly identifies a massive financial risk but his incessant pessimism completely misses the incredible ground-level utility that many of us on HN celebrate every day through undeniable, massive productiv…
- @zachthewf (0): Before you spend 20 minutes reading this article, it's worth understanding that the writer has been posting popular but consistently wrong takes for 2+ years (e.g. https://www.wheresyoured.at/peakai/ from March 2024) arguing that AI is failing, is a waste of money, is bad, will…
macOS 小工具 MusicDecoy 用来阻止误触 AirPods 时 Apple Music 自动弹出启动的问题
Stop the Apple Music app from launching
受众观点：①@ericskiff 抱怨误触 AirPods 后不想要的 app 自动启动 ②@hmokiguess 补充打开音频文件后被强行加入 Music 资料库的问题 ③@bigyabai 质疑高端 macOS 为何有这种默认行为
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- @ericskiff (0): Thank you, this is a huge pet peeve of mine. I mis-click my airpod and suddenly this app I've never used and don't want launches
- @verdverm (0): I've been using this for a while now: https://github.com/tombonez/noTunes Source code for this one: https://github.com/FuzzyIdeas/MusicDecoy
- @valentiniljaz (0): Yes. Yes. Thank you. I wanted something like for years.
- @bigyabai (0): For the life of me, I cannot figure out why this is the default behavior for a supposedly premium operating system.
- @hmokiguess (0): for me it's when I open an audio file and it automatically launches it AND adds it to my music library, the adding to library is what I hate, then I have to delete it and specifically choose "Keep file"
xAI 将 Colossus GPU 集群对外出租给超大规模云厂商并以自有燃气轮机供电，引发对 AI 基础设施资本循环和 SpaceX IPO 估值的质疑
xAI is looking more like a datacentre REIT than a frontier lab
受众观点：①@TSiege 质疑 Google 持有 SpaceX 股份后 AI 投资与 SpaceX 估值的利益循环 ②@9cb14c1ec0 分析 Colossus 燃气轮机供电成本（年燃料费约 9000 万美元）并感叹 GPU 出租利润空间 ③@HoldOnAMinute 类比 REIT 指出数据中心 GPU 折旧从安装第一天就开始
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- @hawkice (0): They have developed an LLM, so they are an AI lab, but the quality of that model suggests they're not a frontier anything.
- @mandeepj (0): or, could be they pivoted to cover the expenses?
- @TSiege (0): > And Google is a major shareholder in SpaceX, so they certainly have incentive to juice the valuation of the IPO. Google own 5-6% of the shares of SpaceX. SpaceX is seeking a valuation of $1.77T which means Google's shares would be worth $88.5B-$106.2B. I'm not a skeptic of AI/…
- @HoldOnAMinute (0): Technology has a very short life. The difference is that a REIT might contain an office buildings that can be used for any business, but a data center is filled with carcasses that start rotting and stinking from the day of installation.
- @9cb14c1ec0 (0): So we know what they are renting these GPUs for. I'm really curious about the input costs of their power generation. Is there actually enough margin in these deals for xAI to cover their depreciation cost? Edit: from the footnotes: > Colossus actually runs largely on its own on-…
HN 热帖介绍一个制作极为精良的搞笑 UI 组件库，包含 ASCII 熔岩灯等荒诞特效，以戏谑方式讽刺 AI 生成内容泛滥
hope you enjoy
受众观点：①受众对 parody library 展现出专业级品质感到惊讶，关注打磨程度与项目定位之间的反差；②受众在解读项目对 AI 生成内容泛滥的元层面讽刺意味；③受众对具体技术细节（ASCII lava lamp）有真实的审美欣赏
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- @jrflo (0): That ascii lava lamp effect is low key really cool
- @tfitz237 (0): These all look very professional for (basically) a parody library
- @MisterKent (0): Now I can produce slop without AI.
- @igurss (0): Nice UI quality
- @erdaltoprak (0): It's very fun and way too polished, thanks!
Apple 在 WWDC 2026 发布全新 Siri AI，将 AI 功能嵌入系统各处，但 HN 社区普遍反应平淡甚至嘲讽
Siri AI
受众观点：①此前已多次承诺过的功能再次跳票 ②本质是变相促销新机器（最新硬件才能跑最好模型）③把 AI 塞进「所有显而易见的位置」不算真正的产品创新
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- @ChrisArchitect (0): Associated post: https://www.apple.com/newsroom/2026/06/apple-introduces-siri...
- @baggachipz (0): > coming this fall I believe we also heard that a couple years ago.
- @r0fl (0): Newest phones get latest models Genius way to sell more phones Really they are just selling on device Ai
- @reconnecting (0): Amazing how this time Apple found the `sweet spot` to release Siri AI when the letter combination A and I has fed up literally everyone.
- @wilg (0): More or less stuck AI in all the obvious spots, which will probably be fine I guess. Not super exciting!
HN 热议 Python 库严格类型检查最佳实践，核心争论是 Python typing 缺陷是否已严重到值得迁移静态类型语言
Are you expected to run five Python type-checkers now?
受众观点：①agent 时代 Python 生态优势已大幅缩水，强类型编译语言值得考虑 ②既然要严格类型检查为何不直接换静态语言顺便拿性能收益 ③跑 5 个类型检查器的建议本身就说明 Python typing 是补丁式方案
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- @woeirua (0): With agents it no longer makes sense to tie yourself to Python's archaic development experience. How many type checkers are there? Package managers? Don't even get me started on cross-platform deployment. Strongly typed, compiled languages have never been easier to use, and agen…
- @voidUpdate (0): > "In Python, any method __eq__ is expected to return bool, and if it doesn't, then we need to explicitly tell type-checkers to ignore the type error. This function in Polars can also return different types depending on the inputs, thus requiring overloads." Why would you ever w…
- @dsign (0): If you are going to be super-strict with type-checking, wouldn’t it be best to switch to a statically typed language and get the performance gains as well?
- @blahgeek (0): > Prioritise running as many type-checkers as possible on your test suite. Run at least one on your source code. There are two types of tests: those that test against the public API, and those that test internal codes with various mocks and fakes. I think the vast majority of un…
- @kingstnap (0): The fact that this article seems to honestly recommend people run 5 different type checkers on library test suits really reflects the tacked on feeling of Python typing.
HN 社区围绕 Zig 编程语言学习资源展开讨论，多人推荐 ziglings、zig.guide 等入门资料
Zig by Example
受众观点：①@code-blooded 整理多份最新学习资源（Learning Zig、zig.guide、Pedro Park 的书、ziglings）②@shaftoe444 提醒示例基于 Zig 0.14，有重大变更需注意 ③@fallingmeat 建议新手先看官方"为什么选 Zig"页面理解设计动机
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- @shaftoe444 (0): Examples target Zig 0.14. Been some significant changes since then, not least to printing and formatting (see writergate).
- @fallingmeat (0): lots of people into zig this morning apparently!
- @code-blooded (0): I just looked this up yesterday so sharing some more up-to-date resources for those interested in Zig: - Learning Zig by Karl Seguin: https://www.openmymind.net/learning_zig/ - https://zig.guide/ - Free project-based online book Introduction to Zig by Pedro Park: https://pedropa…
- @fallingmeat (0): for those new, start with why: https://ziglang.org/learn/why_zig_rust_d_cpp
- @aselimov3 (0): Is this much different than ziglings?
rubenhassid发布Claude 2026年最新使用速查表，将Claude拆分为Chat/Projects/Code/Cowork/Skills/Connectors六个工具并说明各自适用场景。
You still use Claude like in 2025. So here's a recap in a single cheat sheet: 1: Claude isn't 1 tool. It's 6. Chat, Projects, Code, Cowork, Skills, Connectors. If you don't code, Cowork should be the…
受众观点：①@Nicoqp认为context > prompts依然是最被低估的观点；②@TheWhizzAI表示这类实用可操作内容才是来Twitter的原因；③@iwant1millionn幽默自嘲还在用2024年的方式用Claude。
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- @TheWhizzAI (1): @rubenhassid this is the type of content I come here for. practical and actionable/ perfect work/
- @Nicoqp (1): @rubenhassid the "context > prompts" point is still the most underrated one
- @awwwwnisha (1): @rubenhassid It's Claude's world, and we are just living in it.
- @alphabatcher (0): @rubenhassid personally me, i'm using Claude like in 2026
- @iwant1millionn (0): @rubenhassid nah you're right, most people are probably still using claude like it's 2025. me personally i'm using it like it's 2024 because i haven't figured out which of those six things i'm supposed to be mad at yet
Kimi AI发布Kimi Work本地AI桌面agent，支持最多300个并行agent同时运行，通过WebBridge插件控制浏览器完成自动化任务。
Kimi is so back 🔥 Kimi AI has released Kimi Work, a local AI desktop agent built to automate tasks by running parallel agent swarms. TLDR - Runs up to 300 AI agents in parallel on your local machine…
受众观点：①@tinkerersanky关注订阅价格与ChatGPT/Claude对比是否有竞争力；②@_Suresh2从技术层面质疑300并行agent的上下文切换开销；③@KavinPrasath_AI对agent任务调度机制感兴趣。
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- @tinkerersanky (2): @ai_for_success But their subscription plans are almost as expensive as ChatGPT or Claude.
- @TattedWorks (1): @ai_for_success The guy who invented the "thank you for your email" auto-reply is somewhere smiling.
- @KavinPrasath_AI (0): @ai_for_success Interesting - Ai agents like a grocery list
- @Rangfeng1117 (0): @ai_for_success You don't need to own chip stocks to profit from AI. Chips are a 'picks and shovels' play — high certainty, but declining elasticity as competition intensifies. If AI truly transforms every industry, the biggest returns could come from healthcare AI, legal AI, ed…
- @_Suresh2 (0): @ai_for_success 300 agents on a local machine, bet the context switching eats half the cycles
Gemini在2026年5月月访问量达29亿次，同比增长450%，连续17个月增长，同时有Gemini 3.5 Pro即将发布的传言流出。
Gemini 3.5 pro will probably be launching soon...meanwhile Gemini hit 2.903 billion visits in May 2026, marking its 17th straight month of growth with traffic up 5.13% month over month and 450.09% ye…
受众观点：①@ivanfioravanti期待Gemini 3.5 Pro实测效果；②@HarshithLucky3发问Gemini 3.5 Pro能否成为Google编程能力翻身之作；③@sairahul1指出Google庞大既有用户基础是推广AI产品的天然优势。
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- @ivanfioravanti (4): @ai_for_success Can't wait to see Gemini 3.5 Pro in action!
- @HarshithLucky3 (2): @ai_for_success Is Gemini 3.5 Pro Google's comeback in coding?
- @polger17310044 (1): @ai_for_success not think so me
- @sairahul1 (0): @ai_for_success interesting. they do have audience that they can push their AI products to :)
有迹象显示Apple Intelligence正在深度使用Gemini多模态能力，Apple与Google的AI合作可能比官方公布的更深度。
Apple Intelligence really seems to be powered by Gemini’s multimodal capabilities. https://t.co/dy1p2kxIVU
受众观点：①@piyushgarg_dev提醒苹果之前先与ChatGPT合作，暗示AI合作伙伴策略在调整；②@notjazii观察Gemini从三星扩展到苹果，谷歌平台渗透策略在加速；③@HermesAgentTips表达关注。
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- @piyushgarg_dev (5): @ai_for_success Eariler they announced this with ChatGPT
- @HarshithLucky3 (3): @ai_for_success 💯
- @notjazii (1): @ai_for_success specifically Gemini from Samsung to Gemini apple
- @HermesAgentTips (1): @ai_for_success Haha so true
- @Jay_sharings (1): @ai_for_success Always some guy secret love google
独立开发者robj3d3公开分享一年内月收入从800美元增长到2万美元的里程碑，属于build in public风格的真实成长记录。
If you'd told me a year ago I'd hit $20k/month I'd have called you a liar.
受众观点：①@robj3d3自己补充一年前月收入仅800美元，数字对比制造强烈叙事张力；②@AmeerHaio分享自己3个月达到1k MRR，呼应小里程碑也值得记录的情绪；③@m_zokov追问明年能否到100k，折射受众对增长轨迹的好奇。
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- @robj3d3 (9): (1 year ago I was at $800/month)
- @AmeerHaio (2): @robj3d3 Same if you told me a year ago I would hit $1k MRR in 3 months since launch. I wouldn't have believe you either.
- @adamc0dez (2): @robj3d3 you are a savage!
- @ch1lldev (1): @robj3d3 wow wish u many moreee. great work man
- @m_zokov (1): @robj3d3 next year 100?
AI生成剧情内容配合悬念CTA的Drama类应用正在实现每月超40万美元的收入
Lmaooo, we are so cooked 😭 this AI drama slop got 72M views Drama apps are making $400k/mo + They market with literal AI slop stories Stories that entertains the average brain rotted user Then they c…
受众观点：①@_annakulina 指出这类内容专门瞄准brain rotter用户群体，承认自己以前也会上钩 ②@rkant7 认为注意力经济正在奖励留存循环和悬念设计而非产品复杂度 ③@benja_maker 指出AI加持后brainrot内容已进化到新量级
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- @_annakulina (1): @ErnestoSOFTWARE I think about a year ago I would have definitely gotten hooked on this... this type of stuff really does cater towards the average brain rotter, its too smart👀
- @rkant7 (0): @ErnestoSOFTWARE This is a wild example of how attention economics now rewards retention loops and cliffhangers more than product complexity itself
- @benja_maker (0): @ErnestoSOFTWARE brainrot content is on different level with AI
- @Vendettaelv (0): @ErnestoSOFTWARE How much for your mentorship
- @mutla_metra (0): @ErnestoSOFTWARE Can you write some X article on how to get 20k followers and earn from writing on X?
独立开发者尝试将产品定价翻倍后MRR显著增长的真实实验分享附数据曲线图
Everyone tells you to INCREASE your prices 📈 So I decided to give it a SHOT. And it worked 🙌 (see the graph) It felt SCARY at first. But it's so WORTH it 🫡 https://t.co/MOerHvmJos
受众观点：①@aschapmann 追问涨价后转化率和用户数量变化；②@_deepakss_ 询问具体涨价幅度；③@charlesordo 分享自己从$25涨到$39仍有客户的亲身经历
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- @HonestCodelol (3): @HsanC_ easiest 1k to 2k MRR hack just raise prices by 2x XD
- @aschapmann (2): @HsanC_ Did you still get the same amount of users? Or less conversion since this change?
- @_deepakss_ (2): @HsanC_ How much did you increased
- @charlesordo (2): @HsanC_ I raised my price from $25 to $39 and still got customers. It's worth it.
- @cuongnguyenCNN (2): @HsanC_ Good point. I will try it on my project.
Google NotebookLM获重大更新，新增Agentic聊天与增强推理能力及全新输出格式，目前仅向Ultra订阅用户开放
Google NotebookLM got a massive update. > Agentic chat and stronger reasoning with new output formats > Available for Ultra subscribers only https://t.co/POwZvVIn3H
受众观点：①@Quipra_ 关注功能何时下放到Pro用户，指出Google已回复即将开放 ②@ECLresearch 批评Ultra付费墙不利于开发者采用，希望推理改进先在免费层收集更广泛反馈 ③@notebooklm_clip 调侃大家都去升级Ultra
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- @Quipra_ (0): @ai_for_success While it's disappointing that features is currently limited to ultra subscribers, the good news is that they have replied these will be coming to Pro users soon. Typical google thing .
- @ECLresearch (0): @ai_for_success Ultra paywalling isn't ideal for developer adoption. Would have liked to see the reasoning improvements hit the free tier first to gather broader feedback data.
- @notebooklm_clip (0): @ai_for_success Let’s just all upgrade to Ultra 😜
独立开发者robj3d3在build in public第362天公示SuperX产品月经常性收入达2.08万美元，距10万美元目标完成约21%
Day 362 of growing SuperX to $100k MRR Progress: $20.8k MRR 🟩🟩🟨⬜⬜⬜⬜⬜⬜⬜ (20.8%) The comeback is ONNN: https://t.co/5V7IE5TjX7
受众观点：①@arthuryuzbashew 说自己习惯不了X tools因为内容偏随机而非计划性 ②@tobymarshman 在讨论视频里展示的新键盘场景 ③@JorgeCastilloPr 关注双手操作手机的内容呈现方式
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- @arthuryuzbashew (3): @robj3d3 Still i cannot get myself used to X tools Simply because my content is more random thing rather than planned
- @tobymarshman (2): @robj3d3 Putting the new keyboard to good use 🤣
- @JorgeCastilloPr (2): @robj3d3 If one hand holds the keyboard and the other one holds the camera: how are you scrolling the contact list?
- @AndreasPitzer (1): @robj3d3 That's a cool feature. But to me, you will always be the Cyprus guy. 😂
- @alangsilveira (1): @robj3d3 Good mic standing
独立开发者宣布其关于SaaS MRR增长策略的YouTube视频成为频道迄今播放表现最佳的内容
wow this has been my BEST performing video so far on my YT channel 📈 i think the main reason is it's full of VALUE. if you're struggling to grow your SaaS MRR 💰 you might wanna check it out 👇 https:/…
受众观点：①@devnaaath 认可内容但建议每个topic单独做深度视频而非一次覆盖多个主题；②@fermentyog 表示更喜欢展示真实过程的内容而非泛泛SaaS建议
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- @RaxCoder (1): @HsanC_ Valuetainment always beats the algorithm.
- @devnaaath (1): @HsanC_ Checked it out. Good stuff honestly. You did cover a lot of stuff in the video like positioning, price But I think you can provide a lot of value by going deeper into each topic like only positioning in a video
- @ThomasRayvol (1): @HsanC_ Congrats man ! Will definitely check this out !
- @ClimStefan (1): @HsanC_ Will watch it Hasan thanks for the share ✌️
- @fermentyog (1): @HsanC_ Yep, that tracks. I always end up watching the videos that show the real process, not generic SaaS advice.
Anthropic 公开内部数据显示 Claude 正在加速 AI 开发速度，工程师代码产出提升 8 倍，指向递归自我改进的可能路径
Our internal data shows Claude is accelerating AI development—a possible path to recursive self-improvement, or AI autonomously building a more capable successor. It’s happening faster than we though…
受众观点：① Anthropic 工程师代码产出是 2021-2025 年的 8 倍，受众关注 AI 辅助编程的真实量化效率提升 ② 圈子内对 AI 自主性边界的半认真讨论，担忧角色反转 ③ 对递归自我改进速度超出预期的震惊与警觉
展开评论
- @AnthropicAI (4980): Today, Anthropic engineers on average ship 8x as much code per quarter as they did compared to 2021-2025. https://t.co/QCc9cqGgf4
- @patricioirivera (2073): @AnthropicAI https://t.co/08lOqLwWSu
- @AISafetyMemes (616): @AnthropicAI Holy shit just read this part LET'S FUCKING GOO https://t.co/eAAVVGE25z
- @TarikElyass (497): @AnthropicAI Certainly, Claude wrote this tweet https://t.co/dO7qSbdoBb
- @MediaOffScript (247): @AnthropicAI The AI was supposed to be my assistant. Somewhere along the way I became the assistant.
OpenAI 宣布 Codex 新功能 Sites，可将想法和计划直接生成带可分享 URL 的交互式网站或应用
Building apps has never been easier. With Sites, Codex can turn your work, ideas, and plans into an interactive website or app your team can explore, use, and share with a URL. Rolling out to Busines…
受众观点：① @rameswar08 质疑从令人印象深刻的 demo 到可靠生产工具之间仍有巨大 gap ② 开发者群体对 AI 编码工具的就业焦虑，担忧技能被替代 ③ @SahilPanhotra 点名 Lovable 和 Bolt CEO，暗示平台方下场对建站创业公司的竞争威胁
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- @OpenAI (714): https://t.co/eZ4SPUQu5x
- @NovaXCode (646): @OpenAI Realising my computer science degree is slowly turning into a very expensive museum artifact. https://t.co/fgkyqhzar7
- @SahilPanhotra (257): @OpenAI Lovable,bolt etc CEO right now https://t.co/Z09O14buQA
- @rameswar08 (155): @OpenAI i'm curious how far this actually goes turning ideas into a working prototype is one thing turning them into something reliable that a real team can depend on is another the gap between impressive demo and production tool is still wide
- @anomsiiwa (131): @OpenAI Me staring at my carefully crafted Tailwind components while someone else generates the exact same layout with a two sentence prompt. https://t.co/gSBnX73MfX
supervision 计算机视觉开源库在 GitHub 突破 40,000 stars，已支持超过 6500 个开源 CV 项目
supervision just hit 40,000 GitHub stars! it now powers over 6.5k open-source computer vision projects, including all my demos like basketball AI link: https://t.co/xXMRaS4ejS https://t.co/rRgRIpPnI0
受众观点：①@carlosedubarret 认为 supervision 既实用又有观赏性，对里程碑成就表示钦佩；②@mfranz_on 评价其为 CV 领域杰作，关注技术质量；③@buildooor 用工具实测 star 数并截图，关注数据准确性
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- @adhityasth (54): @skalskip92 https://t.co/P2zKWTjIcl
- @carlosedubarret (12): @skalskip92 I know this is super usefull, but its also so cool to watch 😀 Congrats on that huge amount of stars 💪
- @g1raffe_ (8): @skalskip92 @averageandy would be cool if you could use this to predict in the first few minutes of a game if a player is playing poorly or well compared to their baseline, then predict the outcome based on all players how they’re playing that day
- @mfranz_on (8): @skalskip92 It is a masterpiece in cv
- @buildooor (6): @skalskip92 i detected 41.1k stars https://t.co/ppRL4YE6vx
Clypra 是基于 Tauri + React + TypeScript 构建的开源跨平台桌面视频编辑器，目标是免费替代剪映 Pro 的付费高级功能
看到这个，我默默取消了剪映订阅… Clypra，GitHub 上快速崛起的开源视频编辑器。 用 Tauri + React + TypeScript 打造，专注把 CapCut / 剪映 Pro 的付费高级功能全部本地免费化。 跨平台（macOS/Windows/Linux），FFmpeg 驱动，原生性能。 以前： https://t.co/U92UuGlgyV
受众观点：①@TerryJxc 横向对比 OpenCut、Shotcut、Kdenlive 等同类工具，关注哪个最接近 CapCut 实际体验；②@baibaida 关注本地处理的隐私优势，担忧素材上传云端被拿去训练模型；③@Validate_QA 指出 Clypra 仍处早期缺少剪映付费用户依赖的导出精细度和特效打磨
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- @IndieDevHailey (39): https://t.co/7TbZdTbAeg
- @TerryJxc (30): @IndieDevHailey 想最像 CapCut 的体验 应该优先 OpenCut（浏览器秒开，最接近）。 想要稳定、可长期用的桌面工具 选Shotcut（轻量首选）或 Kdenlive（功能党首选）。 Clypra 本身 可以继续 Star 关注，它轻量+原生桌面是优势，未来 PR 社区迭代可能会追上来，但短期内不是最优生产方案。
- @Validate_QA (9): @IndieDevHailey clypra's still early, missing a bunch of jianying's export and effect polish that paid users rely on daily
- @baibaida (3): @IndieDevHailey 开源把付费墙一个个拆了 最近这种越来越多 不过视频编辑这种 本地跑得顺不顺才是命门 你用下来导出速度和稳定性 比剪映差多少
- @baibaida (3): @IndieDevHailey 本地化+免费这套最戳我的其实不是省钱 是素材不用传云端赌隐私 现在剪点东西都怕被拿去训练模型... 就是开源剪辑器我之前试过两三个 上手快 稳定性总差一口气 这个导出大文件扛得住吗
前谷歌 CEO Eric Schmidt 在达沃斯论坛公开表示创建真正落地 agentic AI 公司是当前最容易赚钱的方式
Eric Schmidt, ex-google CEO, said the quiet part out loud at Davos: "if you really want to make money, it's actually easy. found an agentic AI company." and he was specific. not a company that design…
受众观点：①受众对「大佬背书」持怀疑态度，质疑 Schmidt 是否只在乎赚钱而非技术质量；②受众对「actually easy」硅谷式傲慢感到反感，渴望接地气的创业叙事；③受众认为话题有破圈潜力，非开发者也应该了解 agentic AI 趋势
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- @cyrilXBT (3): @Av1dlive good write up bro
- @fengtality (3): @Av1dlive the real quiet part out loud is that he clearly cares more about making money than making quality tech
- @0x_nik0 (2): @Av1dlive schmidt saying 'actually easy' is the most silicon valley thing ever
- @sairahul1 (2): @Av1dlive this is really amazing article. every non-dev also should read
- @rohit4verse (2): @Av1dlive Me on my way to make a company.
Claude Max $100计划用户开启UltraCode和1M上下文后单次提示同时启动10-15个并行子agent，12分钟内消耗21%的5小时配额
After my usage limits reset, I sent *one* prompt. Within 12 minutes, it ate 21% of my 5-hour limit. I am on the 5x ($100) plan, and before Opus 4.8, I can barely remember ever hitting my limits. I lo…
受众观点：①@SmokeyWizard用挖掘机碾蚂蚁类比指出这是使用姿势问题而非定价阴谋 ②@Desdaemonia明确表示非常喜欢UltraCode效果很好但未展开具体场景 ③@Flope每天用Claude Code工作但完全不知道UltraCode是什么询问适用场景
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- @SmokeyWizard (642): Well.. I mean, yeah. Using the most token-consuming model on the most token-consuming thinking level on the most token-consuming context level is going to lead to consuming a lot of tokens. I wouldn't say it's Anthropic's attempt to get 5x users to burn through their limits, I'd…
- @newhunter18 (106): I think at some point we developers need to start taking some responsibility for the tools and processes we use. Along with their associated costs. If you were trying to till your backyard garden and went to Home Depot to rent an industrial backhoe, it would do a poor job and co…
- @Desdaemonia (65): Side note, I \*love\* Ultracode. It's literally amazing.
- @ianxplosion- (42): "I told it to do overkill and it did overkill and now I'm mad about it" What are we doing? What's going on?
- @Flope (32): Damn I use Claude code daily for work and was not even aware of ultracode lol. Is there any specific use case for it? Do you just give it problems regular Claude code failed to resolve?
一个 macOS 桌面猫咪 app 爆红后遭他人克隆并上传 GitHub，作者通过 DMCA 下架仿冒 repo，引发独立开发者对桌面应用版权保护与分发策略的讨论。
A few days ago, my small macOS desktop cat app unexpectedly went viral after a tech creator posted about it. The video passed 500K views overnight, which was exciting until I saw someone in the comme…
受众观点：①@halfofreddit1 认为易复制的产品靠技术保护没意义，marketing 才是真正领先的方式；②@SKSS_8 指出用 Claude 20 分钟就能仿制，技术门槛极低；③@LicenseSpring 提供了将关键逻辑移至服务端的具体技术保护方案
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- @halfofreddit1 (278): your project is very easy to copy. if you try to protect it in any way, you will worsen the user experience. and it won't matter much for those who want to copy it. distribution is key. just do some marketing and you will be ahead of them.
- @SKSS_8 (155): Took Claude 20 Minutes to built something similar. 15 of those minutes were spent making the cat look like my GFs cat. I get why OP is upset but it's not like he found the cure for cancer. This post is probably just another marketing thing.
- @-AsHxD- (107): This is the marketing lol
- @laernuindia (93): What’s keeping someone from just recreating it with vibecoding?
- @LicenseSpring (36): The tradeoff always has been "how much are you willing to annoy your user base in order to deal with the abusers?" One of the more "secure" ways to prevent your software from being cloned is calculate key parts of your program server side, and then send their results back to the…
无 CS 背景的前军人自学 AI 后独立开发了一款把 YouTube 免费视频结构化为学习路径并加入测验和间隔重复的 SaaS 工具，每周 40-50 注册但零付费用户，在寻求从产品可用到有人付钱的突破方法。
A year and a half ago I didn't know how to build anything. I taught myself AI from YouTube, around 100 hours of videos. And the whole time I kept hitting the same wall. YouTube has everything, more t…
受众观点：①直接与流失用户对话比看 analytics 更有价值；②人们愿意讨论的问题和愿意付钱解决的问题是两回事；③'对免费内容收费'是核心矛盾，吸引到了错误受众。
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- @Prachitech_9354 (10): 40–50 signups a week is a good sign. Have you talked to the people who stop using it? Their feedback might tell you more than analytics.
- @deep_singh3106 (6): Not every problem people have is the problem they will pay to solve. The best customers to target are the ones who face real consequences when the problem is not fixed.
- @saito200 (4): 40-50 signups signals curiosity enough to input an email and click a button. it does not signal willingness to pay
- @kowdermesiter (3): It's because you are charging for free content. Once they find it, they will continue on YouTube.
- @kowdermesiter (3): Sadly, they don't care about your platform and more about the free content. You are attracting the wrong audience.
一位有三年经验的独立开发者批评 AI 时代大量新手构建同质化产品（财务追踪、卡路里追踪等），认为在没有真实差异化的情况下启动产品是在浪费时间。
I'm reading this subreddit for at least 3 years already. With AI Influence I see more and more people with no experience(this isnt the main problem) trying to build their first products which is real…
受众观点：①@atx78701 认为能按自己方式运作的工具本身就有价值，不需要市场差异化；②@AITookMyJobAndHouse 指出 r/SideProject 的定位是个人项目，不应强求商业差异化；③@Housthat 分享了花 50 美元 Claude 订阅费自建替代工具省 75 美元的实际案例
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- @atx78701 (29): The interesting part is that people can now build software that works exactly how they want it to This is literally the point I'll give an example, I budget a certain way, no budgeting software works the way I want it to. They didn't handle certain situations well Someday I'll g…
- @AITookMyJobAndHouse (28): This is r/SideProject, not r/SaaS The whole point of side projects is to build something you find genuinely useful, regardless if it’s pointless or not
- @Shik3i (14): But if it's exactly how he wanted it it would be worth it even if it cost him more IMHO.
- @AutomaticDriver5882 (13): Ya I am thinking of unsubscribing it’s like AI sales pitch we all read enough AI slop to see this waste of time from low karma accounts
- @Housthat (10): >Dont waste your time rebuilding product which already have 1000s variants existing I mildly disagree. I didn't want to pay $75 for one application so I spent about $50 on Claude (subscription cost included) to make something better. I probably could sell it for $50 easy but…
Reddit讨论开发者是否真的阅读公司工程技术博客，Netflix和Uber等大厂的工程博客获得多人认可
r/webdev Saw this on Linkedin, do devs often read blogs from these companies?
受众观点：①@ra_men 和@ShoppingSmooth4520 认为Netflix/Uber工程博客质量高，涉及大规模系统设计 ②@CircumspectCapybara 认为工程博客是没有FAANG经验的开发者学习分布式系统的最佳替代途径 ③@kiwi-kaiser 做了20年从来不读这类博客，个人经验差异很大
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- @ra_men (411): Netflix and uber, yes.
- @ShoppingSmooth4520 (258): their engineering posts are actually fire, especially when they break down how they handle massive scale stuff
- @CircumspectCapybara (180): Yes, if you don't have the luxury of first-hand FAANG experience designing and building massive scale distributed systems and solving the complexities and tradeoffs that come with it and inventing new novel solutions, the next best way is learn from others' experiences, learn ho…
- @sai-kiran (125): When you decide to be adventurous and switch from a 64core 128GB ram Server running apps baremetal, to running them apps on 3 raspberry pis with k3s or whatever K8s flavour, and one day ur dad complains that he is unable to play movies on plex, and u discover the control plane u…
- @kiwi-kaiser (86): I do this for about 20 years and I probably never read any of these blogs. Maybe single posts, but definitely not regularly.
讨论大量职场人员用Claude处理工作内容时的数据隐私风险，引发企业版数据销毁条款和审计可信度的辩论
I’m guessing everyone would be F
受众观点：①@kinsm4n警告聊天记录可被司法取证调取建议谨慎 ②@betty_white_bread和@BootyMcStuffins指出企业版合同明确约定数据不存储不训练且支持审计 ③@rclonecopymove质疑数据销毁是否经过独立审计
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- @kinsm4n (148): Your chats are archived and those chats can be collected in a forensics manner for litigation. Just sayin’, be careful what you chat about with your favorite LLM. It can all be pulled, even at work.
- @betty_white_bread (85): That's why you use the enterprise plan; it's more expensive and Anthropic ensures the data is destroyed.
- @MissinqLink (63): It’s never about actually having the data destroyed. Enterprise license just allows you to sue Anthropic into oblivion or at least try to when data does leak and also pass the blame. Enterprise licenses are for additional support and pointing blame in general.
- @rclonecopymove (61): >Anthropic ensures the data is destroyed. Has that been externally audited? While I'm not too worried about anthropic having nefarious motives they are sitting on a goldmine of information.
- @BootyMcStuffins (53): If that’s true Anthropic will be facing massive lawsuits. I signed our enterprise contract. It says that: \* they won’t store any code or conversations \* our data is not used for training \* any data or conversations they need to store (ex. Claude web) is physically separate fr…
Reddit社区征集使用Claude Code的震惊时刻，高赞案例包括Claude自动绕过Cloudflare抓取数据、一次性修复247个跨40文件的TypeScript错误、以及自动化邮件查找每月省下$1k
That was when I managed to debug a Minecraft mod that I loved when I was younger with Claude Code
受众观点：①@Triseult分享Claude自动发现并绕过Cloudflare直接拿到个人账户数据的经历没有用户提示Claude主动判断实现 ②@OkAerie7822分享Claude一次性修复247个跨40文件TypeScript错误并在注释解释语义错误让他停止把它当autocomplete ③@swarmagent用Claude自动化邮件查找每月省下约$1k并意识到这类SaaS本质很简单
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- @Triseult (95): I was trying to scrape some data from my personal account on a website, and as Claude tried to access it it hit Cloudflare. Without missing a beat it wrote a routine to bypass Cloudflare and got the data. I realize there are tons of well established ways to bypass Cloudflare, bu…
- @OkAerie7822 (52): Six months ago I handed Claude Code a pile of TypeScript errors from a legacy migration: 247 type errors across 40 files. I expected it to knock out maybe 30 before getting confused. It finished all 247 in one shot, correctly inferred the intent behind broken generics, and left…
- @Hodlermama (40): I was struggling to get my finances and budgets under control. I gave ai my credit card statement and it built me a multi tab worksheet with a dashboard. Second more embarrassing one - my hair has been a mess all my life. Out of sheer frustration I gave it a photo of me and aske…
- @swarmagent (20): When Claude 3.5 Sonnet dropped and it helped me automate an email finder which saved me like $1k per month at the time. Now it's ironic because I realized most of these services at the core were truly scams for what was required behind the scenes.
- @AmadeusSpartacus (15): Same. I built a scraper to get some data from random websites daily for my job. At first, one site was getting blocked by a bot-blocker. Then Claude dug deeper and realized that the website was allowing the data to leak through in a JSON blob in the SSR HTML. Now we can scrape t…
独立开发者 GoMind AI 上线 Pro 版两周后首次达成 236.50 美元营收里程碑，在 r/SaaS 分享冷启动心路历程。
Hi everyone, Today feels like a small but meaningful milestone for me. As a solo founder, I've been building **GoMind AI** largely on my own, spending countless hours designing, researching, learning…
受众观点：①免费用户积累到付费转化的策略路径；②早期无付费用户的困境与转化建议；③paywall 文案和 onboarding 优化对转化的具体影响。
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- @UpstairsTask8983 (5): I kept it for FREE for a long time to test among users and now I have 4000 users which have started paying. My FREE plan is already overloaded with features so this is mainly for the users who want more of a personalized experience. I'm trying to build it in a best possible way…
- @Maximum_Internet_893 (2): That’s encouraging. My app launched for a month, still 400 downloads and no paid user. Any advice for me?
- @Ty3eg (2): How many users do you have in total?
- @kernelnqyx (2): same boat here for a while, what helped a bit was talking to users 1:1 and watching them actually use the app, then tweaking the paywall and messaging based on where they hesitated. also try testing a super clear “this is what you get if you pay” screen and maybe a short trial,…
- @Hairy-Newt2226 (2): I just want 50 downloads. Lol
SaaS创始人将产品价格从9美元涨至19美元后流失半数用户，但收入持平且支持压力大幅降低
# last month I increased my price from $9 to $19. result? half my customers cancelled within days and the churn rate hit craaaazy ! now I make almost the same money but with way less stress and suppo…
受众观点：①@Klutzy-Badger-2778 (40分)质疑为何不对老用户保持原价做grandfathering ②@ciphervyro (27分)反驳grandfathering会永久锁定高需求低付费用户干净涨价更合理 ③@Valuable_End_7644 (24分)指出剩余用户质量更高少用户同收入加更清晰定位是正向结果
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- @Klutzy-Badger-2778 (40): Why didn’t you keep the initial price for the old customer and change the price only for future customers ?
- @ciphervyro (27): grandfathering sounds nice in theory but it also locks you into supporting the highest‑need, lowest‑paying customers forever sometimes a clean break is just simpler, even if it stings short term
- @Valuable_End_7644 (24): Losing half the customers can still be a win if the remaining half are better users. Less support, same revenue, and clearer positioning is not a bad trade. I would watch whether new signups still convert at $19 before judging it fully.
- @bootstrapping_lad (15): You give them a year at the old price, not forever
- @iZuteZz (6): well, basically it's a tradeoff. You save time for support requests but each customer that cancels from now on, will hurt more.
r/indiehackers的产品展示汇总帖，60条评论，开发者用一两句话介绍自己正在构建的产品并附链接。
Pitch your product in 1-2 lines - and drop a link here. I'm building a community where makers can share what they’re building and get fair visibility. Here's the link: [https://trylaunch.ai](https://…
受众观点：①情绪化描述比功能列表更容易引发互动（thinkspatial.ai案例） ②垂直工具有市场（Scout游戏内容创作者工具） ③单点合规痛点产品同样受关注
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- @TraditionalHistory46 (2): Find relevant content creators to cover your game - [Scout](https://scout.ludumlanding.com)
- @eduardpantazi (2): Hi, noticed you didn't have a cookie policy or a cookie consent banner. You can build one by scanning the website on [gdprfix.eu](http://gdprfix.eu) 😄 (it's free to scan)
- @GuidanceSelect7706 (2): leadverse - find people looking for what you offer on Reddit and X
- @Thick-Specific-9337 (2): what markets are you targeting? SaaS? products?
- @shadowosa1 (2): a generative spatial mapping tool that makes complex subjects, ideas, or tasks visually intuitive and far less intimidating to tackle - [thinkspatial.ai](http://thinkspatial.ai)
用户在CGNAT环境下电费昂贵，对比机柜托管（20€/月）与租用独立服务器（80$/月）的成本与控制权
I got a pretty good server deal and can't really use him at home. Im behind CGNAT and Power is pretty expensive Im at a point to either rent a server for like 80 bucks a month with pretty bad specs o…
受众观点：①darce_helmet表示有实际机柜托管经验运行良好；②AlertThinker指出托管需亲自处理硬件问题；③tdp_equinox_2认为掌控硬件本就是self-hosting的核心意义
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- @darce_helmet (53): yes i have a few servers in a data center works well
- @AlertThinker (52): It depends on your specific needs. Colo is great as you can control the specs but there's a big downside: You are responsible for not just the software but also now the hardware. While NOC staff will generally assist with basic stuff (i.e. reboot server), they will not replace/u…
- @tdp_equinox_2 (25): Being responsible for the hardware is the appeal of self hosting for many many people, I'm tired of seeing this nonsense in the comments anytime someone mentions owning their own hardware. Yes, that's the entire point, it's *mine*.
- @ChaosKiller1258 (24): Tbh that sounds pretty good, so I can just upgrade it whenever I want I just need to drive there
- @Bjotte (23): In my experience they won't give you free access unless you rent something like a halfrack as those can be locked, then they usually give you some amount of keycards to the dc. They do usually allow you monitored access to your gear by appointment even if you only have 1U with t…
用户建议Anthropic在Pro $20和Max $100之间增加$40-60中间档位，评论区揭示这是Anthropic刻意设计的价格跳跃以迫使用户升级
Right now it feels like there’s a pretty big jump between the lower-priced plans and the higher-end options. I honestly think a $40-$60/month tier would hit the sweet spot for a lot of users. Some th…
受众观点：①@Rock--Lee解释$50档位不存在的商业逻辑是会导致Max用户大量降级损失远大于Pro升级收益 ②@gscjj直接说出Anthropic意图要么用户升级Max要么欠用Max两种情况Anthropic都赢 ③@Ok-Excuse-3613预测这是enshittification的开始未来$100会变成最低档
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- @Rock--Lee (84): The $50 plan being the sweet spot for you, is the exact reason why it's not here. A lot of Max users would downgrade vs the few that have Pro would get the $50 plan. And the downgrades from Max will hurt more then the few that might upgrade from Pro. Ultimately: this is Anthropi…
- @gscjj (20): Yeah that’s the entire point, either you max out your Pro plan or you underutilize the Max and preferably Anthropic would like for you to underutilize the Max plan
- @ohmeowhowwillitend (20): They want you to upgrade to Max. There’s your option, AI isn’t cheap.
- @Sufficient_Rush1891 (19): How many people would downgrade if there was a middle option? A lot.
- @Ok-Excuse-3613 (18): My brother in Christ, we are at the start of the enshittification process Once the market is cornered the 100$ subscription will become the lowest tier
用户分享多年备份实践屡次踩坑的真实经历：Time Machine损坏、Backrest误配置docker bind mount写入源盘，追问如何建立真正的备份信心
This is going to be a bit of a rant. I've known and understood the importance of backups for decades. I've used Time Machine backups religiously since the feature was introduced on 10.5 Leopard. And…
受众观点：①-my_dude认为定期执行实际恢复测试是唯一可靠验证方式；②RetroGrid_io分享20年经验仍今年出过数据丢失事件，强调系统性排查每一个环节；③SomethingAboutUsers指出家庭环境没有职场的多人协作和change management兜底，需更谨慎
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- @-my_dude (66): All you need to do is periodically test your backups by restoring data from them. That way you know what to expect when that day ever comes.
- @thepenguinboy (23): That's the thing: I thought I was, but apparently wasn't even testing my restore correctly, because it didn't check that the backup was even located on the correct drive. How do you make sure you aren't making a stupid mistake like that? How do you know when you've ruled out eve…
- @TheOtherDudz (17): By being systematic, follow a checklist when you test your backup flow, if you are comfortable with some light scripting, build a script that does some of the work (or all of it) for you. On a broader scale; I was going to start that response with "By making stupid mistakes"...…
- @RetroGrid_io (15): "Good judgment comes from experience. And a lot of that comes from bad judgment". Good admins aren't ones who don't make mistakes. Good admins are ones that \*learn\* from their mistakes and keep going for another round. I've been doing it for 20+ years and \*still\* had a data…
- @SomethingAboutUsers (11): > I've been doing it for 20+ years and *still* had a data loss event earlier this year after 10+ without any. One thing I'd like to call out here as someone who also has 20+ years of experience and had an event (twice, actually) this year where I nearly lost all my shit: Home…
npm供应链攻击Miasma通过RedHat包在Claude Code和VSCode配置中植入后门，窃取开发者AWS/GitHub等全量凭证，且卸载原包后仍持续存活
Last week a malware campaign hit 32 npm packages under \`@redhat-cloud-services\`. About 117,000 weekly downloads. If you installed an affected version, the malware planted itself inside your Claude…
受众观点：①@johnypita提供完整清理步骤并强调先断网清除配置文件再从干净机器轮换凭证 ②@RetroUnlocked指出AI agent会无意识自动安装npm包导致开发者暴露面更大 ③@SEND_ME_YOUR_ASSPICS代表普通开发者的困惑和恐慌情绪蔓延
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- @johnypita (97): Check if you installed an affected package. Run npm ls u/redhat-cloud-services, npm ls u/vapi-ai/server-sdk, and npm ls ai-sdk-ollama in your projects. Also check your lockfile for any version published June 1 or June 3-4. If you find one, assume every credential on that machine…
- @SEND_ME_YOUR_ASSPICS (20): So at this moment nobody can run npm install if they want to start a new project? Sorry if this sounds dumb. I am a noob with these things.
- @RetroUnlocked (20): What happens is an attacker steals an employees credentials and then pushes bad code that will do bade things. If you installed one of these infected packages you have a problem, but if your not use these packages then there is nothing to worry about now. My guess is you are not…
- @StoneCypher (18): fucking stop spamming
- @MissZiggie (17): Thank you for the PSA and instructions ✌🏻
r/SideProject 有用户发帖批评社区充斥只发 SaaS 链接刷流量却从不参与讨论的"寄生者"，呼吁回归互助文化。
to be honest. a lot of people here don’t want to help or share knowledge anymore. They just want to drop their SaaS link, farm karma, and bounce. they don’t comment on other posts, don’t give feedbac…
受众观点：①@avdept 将根源归咎于诱导大量低质量推广帖的课程销售者；②@aestheticallyxfucked 已只与人类创作的内容互动；③@damn_nickname 认为这是构建门槛降低的副作用
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- @avdept (17): its called promote in public but you should blame all those course sellers who sends everyone to post their apps on reddit and dream of post to go viral and make then $100000k in a day
- @aestheticallyxfucked (12): I only try to interact with posts which are human made now, I'm absolutely tired of the AI slop.
- @Xatter (11): Rookie numbers… if you buy MY course you’ll be looking at $100000k per hour! /s
- @CrisCran (6): I don’t know that I agree. I came here not to promote my product, but to get feedback on how it could be improved. I received positive feedback on it but constructive feedback would be just as welcome. And yes, I am a low karma user.
- @damn_nickname (5): it’s kinda the side effect of making building more accessible tbh. tons of people entering the space with a “ship + promote” mindset but no real interest in community. reddit used to reward discussion first, now it’s drifting toward distribution. maybe subs need clearer norms or…
独立开发者做了AI辅助写研究论文的工具，28个注册用户中仅1人真正触发过AI功能，在Reddit求助如何提升激活率和付费转化
I built an AI web app... think Google Docs, but for writing research papers. The experience is simple: you prompt it, and the AI writes for you (plus a few other features). For marketing, I'm current…
受众观点：①@wesdacar 关注首屏设计——空白prompt框没有引导，starter prompts和快速出价值是关键 ②@plugiva 关注onboarding调研——建议先问"是什么阻止了你今天使用产品" ③@tand_eyes 关注流量意图——"tourist signal vs buyer signal"，SEO流量本来就没有写论文的紧迫需求
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- @Uoju (6): So you put a wrapper on an already free AI tool… groundbreaking. Someone call for a VC funding round.
- @wesdacar (5): If 28 people signed up and only one actually interacted with the prompt, I’d look at activation before pricing. Right now the leak sounds like “they were curious enough to enter an email, but not clear enough on what to do next.” A few things I’d check: - What does the first scr…
- @plugiva (3): I'd worry less about conversion right now and more about activation. If 28 people signed up and only one actually tried the AI prompt, it suggests most users aren't reaching the moment where they experience the product's value. Before changing pricing or marketing, I'd try to le…
- @Dev_Doctor_AI (2): I'd look at ur usp and try to distinguish what you can do but others cannot. If its just an ai wrapper your competing with llms. If you have something unique about your app focus it for users attention. It has to solve a problem or pain point, if it's just an option ask yourself…
- @tand_eyes (2): The number you mention almost in passing is the whole story. Out of 28 signups, 1 actually tried the AI. That is the one to stare at, not the conversion rate. Because a paywall problem and an "they signed up but never used it" problem look identical from the dashboard, but they…
用户对比老牌自托管元搜索引擎SearXNG与新兴轻量替代品degoog的性能、隐私和稳定性差异
Been running SearXNG for while, recently came across degoog as a newer, lightweight, searcher. Was curious if anyone has any opinions on if degoog is worth looking into. It does seem to be a bit fast…
受众观点：①wbxhc因SearXNG故障转向degoog主观感受更好；②ttroust并行运行一周发现degoog超时报错明显更少；③riofriz解释degoog流式加载和本地SQLite索引带来更快的感知速度
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- @wbxhc (16): Moved to degoog after searxng stopped working for me. Personally I like degoog better
- @Last-Car-6128 (9): does degoog have any nice characteristics that searxng doesn't have? My instance is still working so curious why I might want to switch.
- @Last-Car-6128 (9): \> It does seem to be a bit faster and lighter to self-host This doesn't make a ton of sense. The latency is generally on the side of the underlying search engine, not the meta-search engine (searxng or degoog). Perhaps lighter, but from a UX perspective it'd be surprising if…
- @ttroust (6): I've got both spun up and running kinda in parallel. Figure I'd give it a week or so. Only big thing I've noticed is the timeout errors on SearXNG don't seem to happen on degoog.
- @riofriz (6): I think aside from what other users have said, it probably also _feels_ faster due to the search result being streamed in and how the wait is handled, but frankly, on a good day, uncached fresh results come back in sub-seconds from most engines. Degoog also has an optional index…
作者指出Claude Code等AI编程agent输出看似完成的代码但缺乏真正验证，提出需要可检查的agent行为审计界面来区分agent停止和可以安全合并
I wrote a short essay about something I keep noticing with Claude Code: the output often has the *shape* of finished work before it has actually been verified. Claude Code can now explore a codebase,…
受众观点：①@Conscious_Chapter_93提出需要外部可检查的本地运行记录而非依赖agent自述完成 ②@RealJamesOfficial分享先让agent跑失败用例再看结果的验证方法 ③@Ill_Particular_3385区分了用户输入质量问题和agent对代码库理解存在盲区这两类不同根因
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- @CommercialComputer15 (14): What type of vscode fork is that? Oh nvm. You built an IDE
- @TripleTesty (12): The output is lacking always because of lacking user input.
- @Ill_Particular_3385 (6): I partly agree. Bad or unclear user input is definitely one reason the output can be weak. But I think the bigger issue is that even with good input, the agent can still misunderstand the codebase, miss hidden assumptions, or verify the wrong thing. That is why I think the revie…
- @Conscious_Chapter_93 (5): This is the exact reason I do not trust the agent's own summary as the final artifact. Finished-looking work needs an external receipt. For coding agents, I want a run record that says: requested task, files changed, commands run, tests/checks executed, browser evidence if relev…
- @RealJamesOfficial (3): Yeah, "looks done" and "passes the tests I didn't write" are very different states. I make it run the failing case first now.
用户寻求可替代Nextcloud各功能模块的自托管软件推荐，评论区出现OpenCloud等替代方案及其已知严重bug
I was hoping to get some recommendations of various self-hosted software that could replace Nextcloud. Thanks.
受众观点：①TooLazyToBeAnArcher推荐OpenCloud功能不全但日常够用；②ckhordiasma发现OpenCloud桌面客户端有随机删除本地文件的严重bug暂停迁移；③ShribyrLabs反问用户具体不满Nextcloud哪些方面，说明受众关注"为什么换"而非"换成什么"
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- @learn-by-flying (35): As Nextcloud can be self hosted, we need to understand what your objective is.
- @TooLazyToBeAnArcher (18): I am using OpenCloud. It doesn't have all the features and plugins available on nextcloud but still does it's job
- @ShribyrLabs (15): Curious, what is your problem with NextCloud? We are self hosting it now for document storage and calendar, so I’m curious if there is something better and why you aren’t happy with them.
- @ckhordiasma (7): I was trying out opencloud , thought it was great and a lot leaner than next cloud, and I subjectively liked it better than seafile. But then I ran into this issue where the opencloud desktop client WOULD RANDOMLY START DELETING LOCAL FILES. So I put a pin in my plans to migrate…
- @martianwomanhunter (6): What’s wrong with Nextcloud? To me it’s just as stable as anything out there, works on every device with some slick software/backup options, and actually has some decent/well developed integrations.
独立开发者用一年时间打造了带 AI 纹理生成功能的 3D 建模 Web 应用，获得首个 5 美元付费用户，扣除 API 成本实际盈利 1 美元。
I started developing this project on May 11, 2025. My goal was to build a 3D modeling web app with capabilities similar to Blender. A few weeks ago, I implemented AI-generated textures for 3D models.…
受众观点：①独立开发的孤独和第一笔收入的情绪价值；②第一次 churn 通知比第一笔收入更打击人；③repository star 等非货币认可也是重要动力。
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- @parsecxr (9): The first dollar is the hardest. Sometimes the solo founder route can be brutal - years of development for very little return. Someone willing to spend money on something that you develop is sometimes the motivation boost that you need.
- @South_Hovercraft6364 (6): That first dollar is way more addictive than the actual money itself. Just wait until you get your first churn notification, that's when the real burnout sets in
- @Sengchor (3): Thank you. Sometimes, when I see others achieve massive success, it can feel incredibly far away from my current situation. Honestly, a star on the repository also means a lot to me.
- @Sengchor (2): We all have feelings. We can't avoid disappointment. Whether I'm happy or sad, I'll keep working.
- @ContextMatters1234 (2): Thats the right mentality, friend.
用户的GMKtec M3 Plus迷你主机突然完全报废，向selfhosted社区寻求homelab硬件选型和高可用冗余方案建议。
My mini PC died this morning. Just dead. Troubleshooted it to death with CMOS battery, reseating RAM, removing NVME, etc. Doesn't even try to start, seems completely bricked. Even the power adapter l…
受众观点：①冗余是消费级硬件的核心答案，需识别故障点 ②GMKtec等小品牌可靠性hit or miss ③二手PC作为低成本冗余方案性价比更高
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- @RevolutionaryElk7446 (23): Redundancy and spares. Enterprise hardware is loved for it's reliability and built in redundancy, with consumer hardware espeically you have to make sure you've identified your failure points and how long it would take you to restore if the failure occurred. Sorry, no idea on th…
- @RevolutionaryElk7446 (9): I'm gonna be a bad example to ask as I'm about 20 years in, I have diagrams in my posts that show my setup, but I operate with 4 servers in total two R730s, an R740, and a remote rented server. I'm at the point I can have a full host failure and barely feel the blip. Short of it…
- @tenderbrew (4): So in essence, having multiple mini PCs in case one eats it? Sounds expensive, but if that's the solution, I'm willing to try and get there long term. Obviously this is nothing like production hardware in general, but I had to hastily restore my Plex server on my Synology earlie…
- @spyder81 (4): My homelab is built from second hand PCs, using eBay and FB marketplace. I expanded to 3 boxes for extra capacity, but also I don’t trust something that’s already 4-5 years old. If one dies I can deploy my critical services on another without too much pain. So yeah, redundancy i…
- @RevolutionaryElk7446 (3): Yeah, that's the part that ends up being costly for enterprises too. For 'HA' you're usually talking at minimum 3 nodes, for failover you're looking at only 2. You can run them actively, in which you can setup automatic failover for if the primary node goes down VMs migrate to t…
独立开发者发布原生macOS SEO工具Rank，直连Search Console分析排名机会，以local-first买断制挑战泛滥的SaaS订阅模式，形成10条跨平台集群信号。
Everything in SEO seems to be another SaaS dashboard. So I built [Rank](https://buy.polar.sh/polar_cl_AyXgrcRm5BbqUeifskXvxSZH0apa4AJRpmkAk0pI7V5): a local-first macOS app that connects directly to S…
受众观点：①@KoolTuo123 明确"Local SQLite is the move"，离线+无月费成为真实卖点 ②作者回应"月付云端服务是选择不是必然"，数据主权叙事引发共鸣 ③@firstxue0130 以新手身份问SEO原理，说明产品教育成本不低
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- @[deleted] (3): [removed]
- @KoolTuo123 (3): Local SQLite is the move. Own your data, works on a plane, no monthly toll. The "doesn't phone home" part is becoming an actual selling point, which says a lot about where SaaS went. Rooting for Flowara.
- @TimelyRepeat4517 (3): Thanks, that’s exactly the philosophy. People are starting to realize that paying monthly for something that lives on someone else’s server is a choice, not a given. Glad it resonates.
- @firstxue0130 (2): Hi, I’m new to SEO. I wanted to ask: what’s the principle behind how your product helps improve a product’s visibility? I’m very curious. This question might seem a bit basic.🥺
- @firstxue0130 (2): Haha, I thought this was a basic question in the SEO field. It looks like I still have a lot more to learn
一篇关于用浮点除法替换整数除法来优化热路径性能的反直觉技术博客
I've started a series of short blog posts about hot path optimizations. This first one covers a counterintuitive optimization: replacing integer division (`IDIVQ`) with floating-point division (`DIVS…
受众观点：①@watman12 发现交错int/float除法利用两套独立除法单元可实现50%提速 ②@Dwedit 关注用预计算倒数替代循环内变量除法这一编译器不会自动做的手动优化 ③@Masztufa 好奇CPU超标量特性下执行单元资源分配是否已被测试覆盖
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- @watman12 (25): If I understand it correctly your concern is that the divider unit uses the same port as other arithmetic or pointer operations and switching to the fp unit frees up that port. I believe, it's not the case as perf showed that the divider unit was working at its max possible spee…
- @Dwedit (21): One thing with integer math is that it becomes much faster to precalculate a reciprocal and use that instead. The compiler automatically does that for you for constant values, but not for variable values. uint32_t reciprocal = (uint32_t)(0x100000000ULL / divisor + 1); //divisor…
- @Masztufa (14): I wonder if the superscalat nature of cpus also comes up or not in these tests You're always doing integer math (pointer arithmetic), so it would seem like that choosing integer math would load the int math part of the cpu, while if you used floats for the actual data you could…
- @DavidJCobb (12): Good observation. As I write this, you've been downvoted for pointing it out. I think it's because the article already mentioned that compilers use this optimization for constant operands; I don't think people caught that you're suggesting that people hand-apply the optimization…
- @Dwedit (9): I know that C#'s dictionary class stores a reciprocal value to speed up the modulo operation. So if you control the data structures involved, and have space for it, you could store a reciprocal in there too.
开发了带升级通知联系人功能的高风险截止日期提醒 SaaS 工具的独立开发者询问如何获取早期用户，目前所有常规渠道均无实质反馈。
I've tried to polish the UI as much as is reasonable for a beta product. However I am entirely lost on trying to get some early users to try it out and provide feedback. ChatGPT tells me to hold off…
受众观点：①SEO 和 sitemaps 在冷启动阶段是无燃料的引擎，早期唯一有效路径是一对一触达；②'日历提醒'是商品，但'父母不接电话时自动联系家人'才是情感安全网产品；③定位模糊是无人响应的根因，澄清后反馈质量明显提升。
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- @tand_eyes (5): Quick thing that jumps out: this whole post is about how to get users, and it never says who the user is or what the product does. Worth sitting with, because that's the more likely reason the channels are quiet, not the channels themselves. Two of the things you tried are actua…
- @tand_eyes (3): Makes sense on the self-promo caution, no worries. Now that I can see it, here's what I'd push on before you touch the messaging at all. You listed five use cases, and they aren't the same product. Passport, visa, insurance renewals are self admin. They're mild, and a calendar a…
- @EnterpriseTAAcct (2): Appreciate the feedback. I probably do need to tighten my messaging. The only reason I didn't reveal too much is because I don't want to get the post removed for self-promotion. What I've built is a Reminder system which helps you remember deadlines years into the future. It inc…
- @EnterpriseTAAcct (2): Thank you so so much for the clarity and detailed responses. I will think about how to position and communicate this better. Just DMed you
- @Independent_Cash2455 (2): tbh the last paragraph alone is worth the whole thread
独立开发者上线 eBay 卖家自动化 SaaS 工具 ShopManage 第一周遭遇恶意用户威胁起诉，随后发现删除账户未触发 Stripe 取消订阅的 bug，最终退款落得 -0.49 欧元的惨淡首收。
Hey guys, I recently launched ShopManage, its a SaaS tool that completely automates everything for eBay sellers (like inventory, management stuff etc). Just a few weeks in and I already got my firs…
受众观点：①涉及钱的 bug 必须严肃对待，消费者视角下删号仍扣费有法律风险；②遇到恶意用户先退款再停止沟通，不要解释技术细节；③Stripe subscription.deleted webhook 是防止订阅状态不同步的技术解法。
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- @Final-Business-3643 (16): >But my code had a huge bug: deleting the user from my DB didnt trigger a cancel request to the Stripe API Anything money related is quite a big issue, so please take it seriously. Think of yourself as a consumer. For example, if you delete your Netflix account but Netflix st…
- @Whole-Amount-3577 (10): 99% of customers will be fine, its the 1% you have to worry about. Rule of thumb is this, refund first, keep communication professional and then stop communication. Your first mistake was explaining your tech to someone like that.
- @Rude-Dragonfruit-269 (2): You are 100% right. From a consumer view, I'd be furious too if I got charged after deleting my account.
- @Rude-Dragonfruit-269 (2): You are so right. I guess I learned that the hard way. Next time someone complains, I'll just hit refund, say goodbye, and protect my sanity. Explaining the tech stack to an angry guy at 2 AM definitely wasn't my best move!
- @camppofrio (2): Stripe webhooks would have caught that mismatch even if the DB delete call went through cleanly. Subscription.deleted event is the backup you want here.
意大利工业吸尘器厂商 Depureco 为产品目录构建了 Remote MCP 服务器并接入 Claude，实现了在安全关键 B2B 场景中基于真实规格数据的 AI 推荐。
I work at Depureco, an Italian industrial vacuum manufacturer, and recently we built a Remote MCP server for our product catalog and connected it to Claude. I’m sharing this because the result change…
受众观点：①评论区主要关注帖子是否 AI 生成，负面情绪为主（@Ok_Locksmith_8260）；②有人用梗表达漠然（@ignac8）；③小部分为非英语母语作者辩护（@Kalicolocts）
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- @Ok_Locksmith_8260 (78): What struck me most , curious if others… nahh, not going to read on, missing the days of posts being written in different styles and not all by AI
- @ignac8 (31): Do you sell hoover max extract pressure pro model 60 dust filter?
- @Kalicolocts (12): People in the comments act like everyone's first language is english lmao
- @Kalicolocts (11): You stupid? Do you think that people that speak another language write in english to claude? He most likely wrote in italian and asked Claude the translation
- @MustStayAnonymous_ (10): I ficking hate people they could come and type here, type at the AI and use the output on here. Getting sick of AI text.
软件工程师寻求建议，如何从擅长构建产品转型为掌握用户获取、客户发现和产品分发能力
I’m a software engineer who builds and launches web and iOS side projects. The building part is fun, but I’m struggling with everything after launch. How did you: • Get your first 10–100 users? • Col…
受众观点：①真正难点是让用户付钱而非找到用户 ②先解决自身或身边人的问题更易找到前100用户 ③不用自己产品的开发者找早期用户永远是硬仗
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- @gluhmm (2): Fond a problem your app will solve for some people, at least for yourself or your relatives. In this case finding first 10-100 user will not be an issue.
- @firstxue0130 (2): Honestly, I don’t think it’s hard to find the first 10 users. What’s hard is getting those users to be willing to pay for what you’re offering
- @Super-Log2650 (2): updated it, now it supports the repeat mode
- @testednation (1): this.
- @Logical-Fondant-3903 (1): yeah this is basically it, if you wouldnt use it yourself the first 10 users are always gonna be a grind
表单构建工具 Formsuite 的开发者在 r/SaaS 发布重新设计后的落地页征求社区反馈，主要关注页面是否足够清晰、可信和精致。
I recently redesigned the landing page for my form builder, Formsuite, and would love some quick feedback. Mainly curious if it feels clear, trustworthy, and polished enough for a SaaS homepage. New…
受众观点：①hero 区域 floating cards 等多元素互相竞争视觉焦点；②5 秒内能理解产品用途是基本及格线；③需要定价页面、强力 testimonial 前置、以及与竞品差异化对比。
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- @Alternative-Hour-841 (5): It's looks really clean and minimalistic
- @sanskar_s33 (4): My eye goes from the headline to the CTA, then gets lost between the floating cards, laptop mockup, and the green stat card. Feels like there's a bit too much competing for attention in the hero.
- @CommentDebate (2): Below the pricing table I see 3 a free buttons/circles. I understood what your site does in less than 5 seconds.
- @_slimbrady (1): This was exactly my concern as well. Might need to try just the laptop without all the cards
- @Mysterious_Cloud973 (1): Solid redesign overall it looks clean, and modern, and gives a premium vibe. Here’s my feedback: \- I didn’t see a clear pricing section on the homepage, so add it as it would reduce the friction and visitors expect this \- Move one strong testimonial right under the hero \- Lea…
Causo AI的ex-VC联合创始人发起面向早期创始人的融资答疑office hours，首场活动定于2026年6月9日，讨论是否需要融资等核心问题。
A bunch of people have been messaging me about Causo AI and asking if we can jump on a call to talk through their startup, fundraising plans, investor outreach, whether VC even makes sense, etc. I’m…
受众观点：①"是否应该融资"本身很少被认真讨论是稀缺价值 ②ex-VC+融资8000万operator组合是早期创始人少有机会接触的资源 ③office hours格式优于1对1，大家互相从问题中学习
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- @Ok_Box_7612 (2): I'm OP's cofounder. Come hang out with us and chat funding your startup. We've also been debating opening a discord server for our community - will do if there's appetite 😄
- @timee_bot (1): View in your timezone: [Tuesday 9 Jun, 6 PM CEST][1] [1]: https://timee.io/20260609T1600?tl=A+lot+of+founders+asked+to+chat+about+fundraising%2C+so+we%E2%80%99re+trying+office+hours ^(_*Assumed CEST instead of CET because DST is observed_)
- @Accomplished_Bat3855 (1): office hours format is way better than 1 on 1 calls. everyone learns from each other’s questions. smart move.
- @KoolTuo123 (1): Love this format. 1-on-1 calls are generous but they don't scale, and office hours keep the good part (real questions, real answers) without eating your whole week. The ex-VC plus operator-who-raised-$80M combo is exactly the pairing most early founders never get honest access t…
- @camppofrio (1): 'Whether to raise at all' on the agenda is rare. Most sessions like this quietly assume you're already committed to raising.
GitHub Copilot在2026年6月1日调整计费规则后用户反映2天内耗尽原本整月配额，社区讨论替代工具选择
I use GitHub CoPilot in VS Code in my small webdev business, and today I just found out that I burned through my usage quota in two working days, using it the same way as I always have. I know they c…
受众观点：①@Blue_Moon_Lake 用"brain + search engines"讽刺对AI编程工具的过度依赖，引发共鸣 ②@Classic-Serve-8774 同样被配额耗尽已切换试用Cursor，担忧AI工具厂商会持续压榨依赖性用户 ③@fiskfisk 认为要推荐替代品必须先了解具体用法场景
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- @Blue_Moon_Lake (42): I switched to brain + search engines
- @fiskfisk (5): "What do you recommend for my use case" would be easier to answer if you gave actual examples of how you use Copilot.
- @Classic-Serve-8774 (1): This hits hard - been using copilot for couple years and same thing happened to me last week. Burned through quota in 3 days when before I barely reached half per month. Trying cursor now but honestly feels like we're all just gonna get squeezed harder as these companies realize…
- @Eastern_Interest_908 (1): Oy! We don't use brains here!
- @hithere274 (1): Good one dad
独立开发者首次上线 FinallyEven，一款带 AI 自动催债消息的 Splitwise 替代品，庆祝上线当天即被 Google 索引的小里程碑
I started building FinallyEven in the last week of March. Took a month off for finals and to cope with the academic trauma it brought alongside. Finally launched yesterday on June 7. Here's what happ…
受众观点：①AI催债消息创意点引发情感共鸣 ②产品差异化价值是否成立存在争议 ③首次上线被索引的情绪价值被认可
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- @Miamiconnectionexo (2): this is actually really useful, saved for later. thanks for sharing.
- @Challseus (2): The passive aggressive bit at the end is pretty funny, to be honest. Unrelated, but I got this notification from Splitwise yesterday (haven't used it in years) about a guy who owes me $11.45 from some bachelor party 3 years ago. Knowing I could have automatically been sending hi…
- @theonlyhonoredone (1): I'm really glad you liked it :) thank you
- @theonlyhonoredone (1): Thank you! That's so kind of you :')
- @Technical-Branch9178 (1): So exactly like Splitwise, but you built in prompts for people who are too scared to talk to their own friends? The whole point of Splitwise is that the values are concrete so you don't have to have awkward money conversations. Personally, if my friend is so shit as a human bein…
用户寻找可自托管的Google Maps替代方案，能够创建地点收藏列表并在地图上可视化展示。
I'm looking for something I'm not sure exists.. Okay, so I'm searching for a selfhosted solution where I can save places from Google maps in lists and can view them on a map. So basically Google maps…
受众观点：①Dawarich开发者现身介绍Atlas POI功能在开发中 ②TREK/AdventureLog/trip三款替代品均有功能缺口 ③跨国餐厅收藏列表等细分需求说明现有工具不够用
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- @Freika (7): Dawarich if you're into tracking your location, or Dawarich Atlas if you have the patience to wait a month or two until I implement it there :)
- @Ijzerstrijk (3): Hello again 😁 Already a big fan of Dawarich and using it daily to track my moves. (How) can you save save POI's there? For instance a list of 'vietnamese restaurants' across countries where I can save all those in a list which I'd like to remember, or 'places we'd like to visit'…
- @verticalfuzz (2): First im hearing of Dawarich Atlas! Can this do reverse geocode lookups for homeassistant and immich?
- @vogelke (2): I use fluxbox as my window-manager, and I map function-key 10 to use Image-Magick to save part of the screen. The cursor changes to a plus-sign, and I drag the mouse to make a box holding the part of Google Maps I want to keep: F10 :Exec import /tmp/map.jpg After that, I make a…
- @kausar007 (2): There's [TREK](https://github.com/mauriceboe/TREK), [AdventureLog](https://github.com/seanmorley15/AdventureLog) and [trip](https://github.com/itskovacs/trip) However I am still looking for something similar to Google Maps lists. Where you can create lists of places and then vie…
一名开发者以学习 Claude Code 为契机，为家人开发了名为 Protect The Bears 的免费浏览器多人协作生存游戏，支持手机/平板/PC 跨设备联机，已在 itch.io 上线。
**Background:** I love playing games with my family. We spent hours on *99 Nights in the Forest* over the recent holidays, and after that we kept looking for something else we could all play together…
受众观点：①@No_Warning6226 询问跨设备联机的技术实现；②@Conscious-Lobster576 详细回答了 host-authoritative + MQTT-over-WSS 架构；③@alligatorman01 表示要带孩子试玩
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- @Conscious-Lobster576 (6): Host-authoritative over MQTT-over-WSS. One player's device simulates the world (enemies, waves, damage) and publishes a state snapshot every 150ms to a public broker; everyone else publishes their position/inputs plus a queued event log with sequence numbers, and the host acks t…
- @No_Warning6226 (3): how'd you handle the networking for cross-device co-op? that's usually the part that makes browser games feel janky, but yours seems smooth enough to keep kids engaged for hours.
- @Glad_Abies6758 (3): Very cool game and superb engineering champ
- @Scary_Statistician98 (2): Cool. I'll test it.
- @alligatorman01 (2): Very cool. I’m going to try this with my kids. Thanks for sharing!
新手询问如何创建不过期且可更新目标URL的动态二维码，是否需要付费服务
New to QR Code generation. How can I create a code that doesn't expire and can have the destination URL updated in the future? Does this require a fee-based service? If so any recommendations?
受众观点：①Steve_the_Samurai指出自建URL重定向不难，QR静态指向自控域名后跳转逻辑完全动态；②SeeskouDev解释动态QR本质是后端路由；③keepingthecommontone提醒很多QR生成网站会劫持流量插广告
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- @Steve_the_Samurai (19): Creating your own url redirect service isn't terribly hard. Or if you need a simple version, you could do it with redirects. Put the QR code to domain.com/QR or whatever, then create a redirect rule to forward that to domain.com/1, later update the redirect rule to domain.com/2…
- @CorpT (6): By owning the site that hosts it?
- @SeeskouDev (5): These are called dynamic QR and require a backend to route the "click" towards the configured URL, this can change anytime while keeping the same QR code since the routing is done by the server, the QR only points to it
- @Caraes_Naur (4): QR codes don't expire. The URI it points to doesn't have to be the final destination: the server can respond with a redirect.
- @keepingthecommontone (3): QR codes encode an actual URL (or whatever other text you encode) in the symbol itself, so sharing a QR code is the equivalent to sharing a URL. So like u/Steve\_the\_Samurai mentioned the only way to update the URL is to have the QR code point to an address you’ll control for t…
来自葡萄牙的独立开发者寻找真实交流而非自我营销的健康builder社区Discord或Slack，引发对社群健康度问题的广泛共鸣。
Sup folks, I'm building from Portugal and feeling a bit lonely down here in Porto. I'm not looking to promote my products, but more so to exchange and bounce ideas with folks. I'm wondering what Disc…
受众观点：①群组失效的人性动态：纯自我营销、沉默多数、强势用户垄断 ②普遍共识"most groups turning into self-promotion anyway" ③原帖作者想要casual兼顾工作非工作的氛围
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- @ReditusReditai (2): I'm facing a similar problem, but have been in a few groups and unfortunately it just doesn't work due to various human dynamics. Maybe having a few people (friends?) who you catch up regularly with? Easier said than done. I ended up just posting my thoughts on various channels,…
- @yonoxn (2): What do you mean by the various human dynamic? I'm actually quite curious. Ideally, yeah it'd be a friendly server to chat about everything (work and none-work) really I'd imagine. Something casual but with like-minded folks building and not looking to promote or sell (my main p…
- @ReditusReditai (2): A few come to mind... - people purely in for self-promo'ing - too little participation from most - power users dominating conversation - lack of diversity of thought -> you end up giving up participating The other group organizers had intention of avoiding these things too.
- @avdept (2): most groups turning into self-promotion anyway
- @Active-Syllabub-7516 (1): Yes 100% i agree
独立开发者发帖求助，产品上线两个月零用户，向社区征集获取前10个真实用户的实际方法
I've been building solo for a while now. Two months ago, I launched something I genuinely believed would help people. Put in the work. Shipped it. Complete silence. Not one user. Not even someone to…
受众观点：①社区真实参与比广播式推广更有效 ②域名等信任感细节直接影响转化 ③持续贡献后等用户来问比主动推链接更有效
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- @Shadymetal (3): Been through this exact situation. What actually worked for me to get the first 10: \*\*stop broadcasting, start conversations\*\*. Reddit posts and cold outreach into dead threads go nowhere because you're shouting into the void. Instead — find communities where your target use…
- @huyaroo (3): in my opinion if your app still has a vercel app in the domain, people will disregard it as not being a legit app
- @Express_Following653 (2): I have the same struggles. I built personal dashboard, want to learn how to reach to the ppl who needs it.
- @Common_Dream9420 (2): first 10 came from commenting in communities before anyone knew what i was building. not posting my link, just being genuinely helpful on threads where my tool would've solved the exact problem. after a few weeks people started asking what i used and that's when i'd mention it.…
- @SisyphusAndMyBoulder (1): What's the product, what's the problem it solves?
开发者在M5 Air 24GB和M5 Pro 16GB之间选择，讨论本地ML工作负载的内存配置取舍
Hi folks, Deciding between these two Mac options has been a challenge for me, so pls help. I know mac is not even necessary for this but just help me to decide between these two options. For the refe…
受众观点：①@Accomplished_Bet_127 建议SSH远程服务器加外置SSD，强调256GB内置SSD是硬伤 ②@dash_bro 力推M5 Pro 16GB个人多年无问题 ③@Disastrous_Room_927 指出16GB覆盖95%本地需求云资源才是生产级ML的正确搭配
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- @Accomplished_Bet_127 (3): Yeah, renting server or SSH on local ones. But just don't get 256gb on SSD. Have good internet, 2 external SSD and frugal usage of the space. Still, and system bloating takes me to the verge of getting it full
- @dash_bro (2): You won't be doing a lot of work onchip except small pet projects and maybe some ollama/lmstudio work. I would take the M5 Pro with 16GB RAM. My personal laptop for years has been M2 Pro with 16GB RAM, no issues so far
- @Both-Hovercraft3161 (2): Wow, thanks for the insight. This might change my dec, cuz in the internet they always suggest air with 24..
- @Disastrous_Room_927 (2): Keep in mind that a lot of people are coming at this from a local LLM perspective, not general purpose ML one. Here's my perspective: 16gb covers like 95% of what you'd need to do locally, and there's a real opportunity cost putting more towards ram past that point - you either…
- @Disastrous_Room_927 (2): I'd say that depends on what you want to do with it after college. I have a company issued workstation, but I went with the pro because I do a lot of work on the side (consulting, photography, etc). A decade ago I'd say save your money and put it towards building a beefy PC, but…
Thermomix厨师机集成Claude AI自动生成食谱并直接执行烹饪，引发社区对AI指令无人在环时可靠性的担忧
https://preview.redd.it/cvueceyzfy5h1.png?width=700&format=png&auto=webp&s=856c7fe1873914dcbc6db9d48e770f9ce911714e I know, I know, might be a bit low effort, but there is really no other…
受众观点：①autogyrophilia指出AI生成食谱已是既有问题效果参差不齐；②darlingallies7分享朋友用AI食谱导致食物烤焦的真实案例，核心是AI与执行设备结合后无人在环捕捉错误；③BUFU1610指出没有经验的用户无法判断AI输出是否合理
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- @autogyrophilia (23): AI generated cooking recipes are already a thing and they are a nightmare.
- @Evantaur (7): "give me a recipe for a traditional Finnish lohisoppa" Sure thing nyanyanyanyanyanyanya....nya..nya.. 1 whole whale 2 liters of salt 1 potato 1 onion 5 water 1 rod of uranium
- @darlingallies7 (7): the thermomix thing is actually wild because theres already plenty of recipe sites that are basically ai slop now and the results are hit or miss at best. had a friend try one of those auto generated recipes last month and it told her to bake something at 500 degrees for 45 minu…
- @jimheim (3): These words look like English, but that's about all I can glean from this post.
- @BUFU1610 (2): The thing here is that people with no experience have no idea what a sensible recipe is... If you already know how to cook most recipes are more or less considered "advice" and you follow them loosely at best. But if you don't know, then you just have no clue it's terrible.
开发者因Pax Historia游戏token消耗过高，用Ollama自建了开源策略模拟游戏PHOS，支持任意OpenAI兼容API
I found the Pax Historia website, a project supported by YC, really cool. But the problem was the tokens they used; it made the game very expensive very quickly. I love these kinds of simulation game…
受众观点：①Leiasticot询问最低可用模型参数（8B是否够用），说明用户对硬件门槛有顾虑；②wildhairzero因法语界面无法使用，语言本地化是传播障碍；③MLannes承诺当晚完成英文翻译，显示开发者积极维护意愿
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- @Leiasticot (5): Hello missing link.. Also what model do you think is enough for it ? 8B ? Thanks you 😄
- @wildhairzero (3): Oh wow! Thanks for putting this together! Fired it up and unfortunately I don’t know French. Would it be possible to identify which files should be fed into a translator to make it easier to convert to other languages?
- @MLannes (2): i will translate everything tonight 😉 english is better but sometimes i forgot the translation \^\^"
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @MLannes (1): ahahah sorry i hadded the github link \^\^' WSell i tried not a lot of model right now, gemma4 on ollama seems ok tbh. but you can change during the game.
r/ClaudeAI高赞讨论帖（Score 672）围绕Claude Code终极工作流展开，评论区揭示AI圈病毒式"最佳实践"帖现象，涉及Boris的claude.md工作流分享引发的大量模仿浪潮。
r/ClaudeAI Claude Code Endgame
受众观点：①@memesearches 揭示社区对夸大承诺已经疲惫，"1000倍提升"已成笑话 ②@emulable 指出实际使用经验比AI高管头衔更重要，随机Reddit用户写的prompt质量可能更好 ③@alexpopescu801 回顾Boris的claude.md原帖是真正有信息量的viral，后续复制均未成功
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- @memesearches (71): And then there are 1000 post and github repo’s created saying I implemented what Boris said and here is the 1000x improvement
- @SeaKoe11 (23): Lmao full on diagrams and long winded explanations
- @emulable (15): We're going to look back at the fledgling years of AI and laugh at how ridiculous people got about it, up to and including the very people who designed the systems. Some of the biggest names in AI write hilariously bad/underdeveloped prompts like it's the greatest thing ever and…
- @SpartanVFL (2): Ya but have you seen how many stars the repos have /s
- @alexpopescu801 (2): That was back when he posted his shockingly simple Claude workflow and the contents of his [claude.md](http://claude.md) . He had like 2-3 more posts trying to become as viral as the 1st time but nah, nothing can be as informative as that first one.
软件工程师fccview发布自研开源元搜索聚合器degoog，已获1k+ GitHub stars，并坦诚说明AI辅助编码的使用方式与边界
Hello lovely people, some of you know me for Jotty or Cr\*nmaster, I have been waiting heads down for the dreaded 3 months before being finally able to show off what I have been working on recently.…
受众观点：①Lopsided_Speaker_553专门称赞作者对使用AI的表态"不道歉且有见识"，说明这个态度本身就是社区关注焦点；②miklosp实际使用后反馈简洁可靠；③janaxhell联想到90年代Copernic元搜索工具，引发对元搜索历史的共鸣
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- @Lopsided_Speaker_553 (5): I love the way you explain why you should be using AI. Unapologetic and with knowledge. I'll make sure to check out your project. Looks really nice. Goes well with ungoogled chromium 😁
- @miklosp (3): Been using degoog, looks nice and clean, but more importantly does its job pretty well!
- @riofriz (2): Thank you so much ❤️
- @janaxhell (2): I've set it today as my main search engine. The concept of meta-aggregator brings me back to the '90s, when I used Copernic, a Windows app that did the same putting together the results of Altavista, Lycos, Yahoo, etc. 😄
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
一个花了数年学会技术的 CSE 学生在 r/SaaS 感叹终于有能力做产品时却发现自己完全不会销售，质疑是否应该把同等时间投入到学习销售和市场营销上。
Back then, I wasn't skilled enough to create anything valuable, so I spent years learning, building projects, and improving my technical skills. Now I'm finally at a point where I feel capable of bui…
受众观点：①从 customer discovery 而非 pitching 开始，先听用户工作流；②销售是可学习的系统而非人格特质；③正确问题是'已有人在努力找解决方案但找不到好的'而非'我能卖它吗'。
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- @Valuable_End_7644 (4): That feeling is pretty common. Selling feels personal at first because rejection looks like a judgment on you, but most people are just busy or not in pain right now. I would start with customer discovery instead of selling: ask about their workflow, listen, and only pitch when…
- @Careless-Fly8365 (2): What you’re feeling is very common among builders. The shift from “can I build it?” to “can I sell it?” is the real founder transition. The good news is sales is a learnable system, not a personality trait. Start small: conversations, not pitches. One customer interview at a tim…
- @Known_Radio (2): 100%. I am good at ideas. I’m good at making. I am terrible at selling. Like, lost at sea bad.
- @Cool-Confection6844 (2): Same boat. Overestimated my skills when I started building a SaaS, spent 3 years learning the hard way through multiple failures, and now I actually have a solid product. But selling? Completely different beast. I've been telling myself "I'll cold call local businesses next week…
- @Independent_Cash2455 (2): the question shouldnt be "can I sell it" either tbh. it should be "are people already trying to pay for this and failing to find something good." if the answer is yes, selling gets way easier because you're not convincing anyone of anything
开发者使用Claude AI全程指导零手写代码基于Raspberry Pi 5 AI套件搭建了自动识别并用水枪驱赶鸽子的机器人系统GardenGuardian并开源
Hello Air Claude, I built last week a robotics project, 100% based on Claude AI. Claude basically told me what to buy, how to assemble it, and coded everything. The goal was to build a Pigeon Deterre…
受众观点：①@mosnik简单称赞项目做得好 ②@siberian表示自己也在用遥控鳄鱼船驱赶泳池鸭子但定位有问题想参考这个方案 ③@Lord-Xerra希望有商业化版本解决鸽子在车上排便问题
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- @mosnik (10): Really cool project. Well done
- @YoghiThorn (4): I would have gone a super soaker strength one myself, I commend you on your restraint.
- @Lord-Xerra (2): Can you make one of these and fit it on my roof. Every time those little bastards land up there they shit on the tailgate of my car 😞
- @2SP00KY4ME (1): I mean it's not like they know any better.
- @siberian (1): Been trying to do this for ducks. Thank you!’ Mine was a remote control crocodile rc boat for my pool that would charge ducks. Having a hard time getting it locating properly, yours looks better!
作者基于实测对比认为开源图像生成模型与闭源API的能力差距已大幅缩小，在组合控制和文字渲染上接近商业水准
I run evaluations on generative image models as part of my workflow, mostly comparing coherence, prompt adherence, and compositional accuracy across different architectures. The consensus here seems…
受众观点：①@DigThatData 要求作者必须具体说明是哪些模型才有讨论价值否则无法验证结论 ②@oronics 追问具体是FLUX还是SD3等哪些开源模型被测试 ③@tdgros 关注闭源厂商转向自回归架构后模型规模门槛是否已超出普通硬件范围
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- @DigThatData (23): You're welcome to post a take like this, but I feel like it's got no teeth unless you concretize it by naming at least one or two specific models to concretize the discussion.
- @tdgros (8): Maybe name a few names and their approach? I might be wrong, but a few closed players have switched to autoregressive methods, which I'm assuming use wayyy bigger models, not geared towards normal people's hardware.
- @Celmeno (4): Which models are those that are good? Do you have any stats on your analysis?
- @oronics (3): what specific open models are you comparing? FLUX? SD3? would be helpful to know which ones you think are close.
- @the320x200 (2): No info on the models, the prompts, the methodology, the comparison metrics or specific results...
开发者构建了名为 Krova 的安全优先云平台，默认无公网 IP、隔离 microVM、自动备份，专为不想花大量精力做安全配置的独立开发者和 SaaS 创始人设计。
I've been building a side project called **Krova**(krova.cloud) for the past few months. The idea started from a simple frustration: most cloud platforms expose a lot of infrastructure by default, an…
受众观点：①@plugiva 认为安全默认比提供无限选项更有价值，并追问如何平衡安全与开发灵活性；②@Logical-Fondant-3903 指出不能期待每个开发者同时也是安全专家；③@SeveralSelection2138 举了凌晨2点赶功能导致安全漏洞的真实场景
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- @plugiva (4): One principle I've come to appreciate is that secure defaults are often more valuable than giving users every possible option. A lot of security incidents don't happen because people are careless. They happen because they're busy, unfamiliar with the platform, or simply don't re…
- @Logical-Fondant-3903 (2): the point about unfamiliarity is huge imo, you cant expect every developer to also be a security expert on day one
- @SeveralSelection2138 (1): You’re completely right—most leaks and breaches aren't from malicious intent or pure laziness; they happen because a developer is rushing to push a feature at 2 AM, and the cloud provider's default state left a port wide open or assigned a public IP they didn't explicitly ask fo…
- @PntClkRpt (1): With no public IPs how is it on the internet. I’m assuming you mean the micro VMs, and they would still need a public IP with NAT rules to get inside. The other option is a SASE or VPN solution, but again, want to be on the internet, there are still public IPs. Also, how is my d…
开发者为解决女友因忘记喝水头疼的问题，用 Swift + Metal + Apple Vision 构建了名为 Drink or Drown 的 Mac app，用水面淹没屏幕的强视觉效果强制提醒喝水。
I built this for my girlfriend. She gets headaches, the kind that wipe out a whole afternoon, and almost every time I'd ask her the same question: how much water have you had today. The answer was al…
受众观点：①@localrankguru 认为侵略性水合 UX 是个真实存在的市场需求；②@Fantastic_Fill_1497（作者）确认设计出发点正是通知被随手划走的痛点
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- @localrankguru (2): Aggressive hydration UX is a niche I did not know existed, but the pain point is very real.
- @Fantastic_Fill_1497 (2): Haha I loved that game! Might add some fishes inside the flood as well! Thank you for your kind words :))
- @Fantastic_Fill_1497 (1): Yeah, that's the gap exactly. Every hydration app I tried treated the reminder as a polite notification you could swipe away/ignore.
- @BassProud9363 (1): The design reminds me of that old game 'Feeding Frenzy' 😄 Great idea and realisation 👍
一位 19 岁无 CS 学位的开发者厌倦了被 ATS 系统过滤，遂构建了本地运行的开源反向 ATS 工具，可抓取 LinkedIn/Indeed/HN 职位并用 Gemma 等本地 LLM 过滤匹配。
ahhhh A local, open-source ATS that filters the job market for You\` instead of the other way around It scrapes jobs (LinkedIn, Indeed, YC, Hacker News), filters them against your profile, researches…
受众观点：①@AceReviewer 觉得创意有趣但无实质评价；②@MUSTAR22 强调以其人之道还治其人之身的设计逻辑
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- @AceReviewer (1): This is hilarious. Love it!
- @MUSTAR22 (1): Thanks. gotta fight fire with fire
- @CantaloupeHeavy996 (1): Love it!
- @MUSTAR22 (1): 🙏 thanks. feel free to roast the repo if you try it
早期AI创业团队在上线前两周发现LLM调用日志中存储了大量用户PII，紧急修复并分享处理过程，寻求GDPR合规清单
Alright, first, for context, we’re a small early-stage startup (3 engineers total) and we closed our first round of funding 3 months ago. Second, not a lawyer or a GDPR expert. Obviously, I know GDPR…
受众观点：①@doctorlongghost 认为PII在日志里只要有留存策略就不是大问题，更严重的是credentials泄露 ②@Exciting_Fix_8253 认同"在数据源头过滤"的思路，关注删除请求处理流程和留存期限的提前设定 ③@Technical-Corner-398 指出真实用户一进来prompt就会自然变成PII存储
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- @doctorlongghost (1): PII in log files shouldn’t be a big issue. Your retention policy will handle it. As long as you can make a case that you need the data for the 2 or 3 months it’ll take for it to expire (for audit/compliance) you should be fine. I’m not sure that you’d even be required to immedia…
- @coopaliscious (1): This is the way. Write a policy and add a time based cleanup.
- @Exciting_Fix_8253 (1): Had similar panic when we realized our logging was capturing way more user data than we thought. The eval platform fix sounds smart - better to filter at source than try to clean up logs later For checklist stuff, we ended up going through each data flow and asking "do we actual…
- @Technical-Corner-398 (1): Somehow prompts always turn into PII storage when real users come in play
- @Successful-Title5403 (1): Sounds like an AI problem. If you asked it to log stuff, it doesn't think for a moment what was being logged. But had you manually coded this yourself, you would think "Oh I don't want log this or that". Good catch though.
数据科学家讨论在AI时代是否需要补充软件工程技能才能在行业中生存发展
With more software engineers entering into data science and AI, I feel it's equally important for a person with data and AI background to dive into software development to survive, thrive in industry…
受众观点：①@substituted_pinions 暗讽很多SWE只是调用AI API就自称懂AI ②@Dapper_Chance_2484 区分核心AI能力（fine-tuning、架构调整）和表层API调用的本质差异
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- @substituted_pinions (2): I think you mean to say “with AI allowing so many SDs to make API calls and pretend to know AI, data scientists should make the same mistake.”
- @Dapper_Chance_2484 (0): No that's just about people doing core AI or to an extent using AI like fine-tuning, tweaking architecture etc.
作者团队将数据集版本哈希存入以太坊Sepolia测试网来实现跨团队无共享基础设施的完整性验证方案
This article covers a technique my team and I use to work on versioned datasets across organizations (team A works on features, team B) works on other features. It's been invaluable for us since we d…
受众观点：①@sevah23 质疑为何不用git仓库的hash映射代替区块链并指出文章像AI slop ②@apnorton 批评免费滥用Sepolia公共测试网是bad netizen行为认为这是用技术手段掩盖组织问题 ③@Philluminati 从实际案例分析了哈希验证在乱序到达和最终一致性场景中的脆弱性
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- @sevah23 (11): This really doesn’t answer \*why the attributes of a blockchain are uniquely valuable here\*. Why not just make a mapping of data set identifier-> version -> hash? You could trivially host it in a public git repo that has all the version control and sharing elements you de…
- @apnorton (10): So your solution to "we don't want to spin up a centralized server for internally versioning something we do *for work*" is... "Let's spam a freely available resource with as much data we want to store, then share the method with the world!" You're solving a non-technical proble…
- @RecognitionOwn4214 (3): It's always the same with those things... Blockchains are useless most of the times. "Look i have a solution, now find a problem"
- @Philluminati (1): I was approached by someone recently who was looking to sell this to my local government(s). The specific provider was advocating a niche blockchain without fees but essentially the same principles: 1. By putting sha5 / md5 checksums onto an immutable list (aka blockchain) you h…
讨论ArXiv打击AI生成低质量论文时是否应追溯处罚不负责任背书者的议题
ArXiv has an endorsement system for a reason. I would only offer endorsement to whom I have direct academic collaboration or mentorship with, since I'm putting my own academic reputation on the stake…
受众观点：①@LaVieEstBizarre 认为核心问题是有资历的研究者懈怠批量产出劣质论文而非独立研究者 ②@AffectionateLife5693 指出背书机制结构性漏洞：新作者通过背书变成老成员后同样能无限制发布 ③@Icarium-Lifestealer 提出改为对单篇论文背书而非对作者整体背书以降低门槛同时提高可审查性
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- @LaVieEstBizarre (6): While I agree people giving out endorsements to randos should be punished, the biggest issue is probably not the "independent researchers" posting slop as much as established (bad) researchers who've gotten lazy and blatant and started posting mountains of lazy research that's n…
- @AffectionateLife5693 (2): But after the initial endorsement, the "new author" will become an "established member". So the same issue is still there.
- @Icarium-Lifestealer (0): I think it would make more sense to require an established member to endorse a paper from a new author, instead of requiring them to endorse the author as a whole, and don't have to judge their entire person. That would make it easier for outside authors to get an endorsement, b…
Note Mark发布V1正式版，一款自托管Web端Markdown笔记应用，新增无限嵌套文件夹并将笔记数据改为直接存储在文件系统。
Note Mark V1 releases after a long wait! # What Is Note Mark? Note Mark is a web-based markdown note taking app. That aims to have a fast UI that is readable. The biggest changes of this release have…
受众观点：①@JuttyMire 准备用于homelab配置文档，验证轻量级定位 ②社区对是否使用AI生成代码很敏感
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @JuttyMire (1): I'll give this a try. I was looking for something lightweight to document my home lab setup.
开发者基于140个MCP工具的生产经验发现BM25检索准确率（81%）显著优于语义向量（64%），混合方案反而更差（78%）
I've been building agents for about a year and recently shipped one for a client running \~140 MCP-exposed tools at peak. Along the way I made the canonical mistake. I used cosine similarity over too…
受众观点：①@kingofqcumber 追问反转权重（0.7 BM25 + 0.3 embedding）的结果，说明读者已被说服BM25更强并在寻找进一步验证
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- @kingofqcumber (0): did you try 0.7 bm2.5 0.3 embedding? how did that do? or did you try an agreement thing?
开源项目Spice是位于Claude Code、Codex等执行agent之上的决策层，实现感知→状态建模→模拟→决策→执行→反思的完整循环
Hi guys, been exploring here for a while, wanted to share something we've been working on. It's called Spice, an open-source decision layer above agents. We have tons of great execution agents now —…
受众观点：①@marr75 指出这不属于ML范畴，暗示agent orchestration更多是工程问题，折射社区对什么算ML的定义分歧
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- @marr75 (3): Not ML
开发者反馈Wispr Flow的Windows版本会冻结VS Code并占用800MB内存，已切换至Willow Voice
I know I'm not the only one dealing with this because . l've seen other complaints. wispr flow on windows has been freezing my editor. I'll be mid-dictation and the whole thing locks up. not just wis…
受众观点：①@Then-Ad1257 同样遭遇过Windows版冻结并因此放弃，认为高内存占用说明开发团队对Windows build重视程度很低，Willow更稳定
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- @Then-Ad1257 (1): ugh yeah the windows version is rough. lost work twice to that freezing nonsense before i gave up on it completely. the fact that it's hogging that much memory just sitting there tells you everything about how little they care about the windows build. willow's been way more stab…
Browse.sh 是 Browserbase 推出的 AI agent 浏览器自动化技能开放目录，提供可复用的 SKILL.md 配方让 agent 学会操作各类网站
Browserbase
受众观点：①有了 Browserbase 才让 AI agent 真实浏览器会话变得可扩展 ②真正价值在 edge case 的可审查性和容错日志而非 happy path 复用
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- @Overview (0): * [Launches3](/products/browserbase#launches) * [Reviews12](/products/browserbase/reviews) * [Alternatives](/products/browserbase/alternatives) * [Customers](/products/browserbase/customers) * [Built with](/products/browserbase/built-with) * [Team](/products/browserbase/makers)…
- @Soshi (0): •[3 reviews](/@elijahmuraoka/reviews) Made it insanely easy to run real browser sessions for our AI agents. Without it, the whole system would be 10x harder to build and scale. Shoutout Ani (northeastern grad) for building stagehand too. Helpful Share Report 115 views11mo ago Fr…
- @rongze (0): The interesting part for me is not just reusing browser steps, it is making them reviewable. For agent workflows I’d want to see how a skill handles the boring cases: site layout changes, failed clicks, partial completion, and logs that explain why the agent chose a path. That i…
Supaste 是独立开发者一人打造的 macOS 本地优先剪贴板历史管理应用，以视觉时间线方式管理复制内容和截图
Supaste
受众观点：①local-first 设计解决「10分钟后找不到之前复制内容」的真实痛点
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- @Overview (0): * [Reviews](/products/supaste/reviews) * [Alternatives](/products/supaste/alternatives) * [Team](/products/supaste/makers) * [Awards](/products/supaste/awards) * More Payment Required Launch tags:[Mac](/topics/mac)•[Productivity](/topics/productivity)•[Menu Bar Apps](/topics/men…
- @Supaste (0): Maker 📌 Hey I built Supaste because I kept losing useful things I copied throughout the day — links, screenshots, code snippets, colors, assets, email templates, and random text I needed again 10 minutes later. Most clipboard managers felt either too plain or too messy for my wo…
- @Supaste (0): Maker
- @Supaste (0): Maker
- @Supaste (0): Maker