Vercel CEO rauchg 公开宣布想寻找并投资代表美国精神的下一个 Disney 级内容公司，并指出 AI 让创作门槛消失后"创作什么"才是真正的稀缺
I’m interested in finding and funding the next Disney. True to its original values, focused on the American spirit. Merit, family, overcoming of adversity, optimism, the pursuit of happiness. AI make… ① @marcos_galperin 推荐 Taylor Sheridan，说明圈子对谁能承载美国叙事已有共识 ② @santisiri 展示 PlimPlim 20亿月播放量数据，验证规模化内容路径 ③ @TomasReimers 追问 Disney vs Pixar 区别，折射对经典叙事型 vs 技术创新型内容路径的关注
Vercel CEO rauchg 公开宣布想寻找并投资代表美国精神的下一个 Disney 级内容公司，并指出 AI 让创作门槛消失后"创作什么"才是真正的稀缺
① @marcos_galperin 推荐 Taylor Sheridan，说明圈子对谁能承载美国叙事已有共识 ② @santisiri 展示 PlimPlim 20亿月播放量数据，验证规模化内容路径 ③ @TomasReimers 追问 Disney vs Pixar 区别，折射对经典叙事型 vs 技术创新型内容路径的关注
Anthropic公开Claude Opus 5与Fable 5完整系统提示词，揭示安全路由机制和提示词从300词膨胀至3000词的演化历程
①@simonw已把历次系统提示词变化维护成git commit历史，社区有强烈版本追踪需求；②@pulkitsh1234直接问为何不把系统提示词烘焙进模型本身而每次调用都消耗token，API成本敏感用户的核心痛点；③@epolanski指出开源agent框架不开放自定义系统提示词，对构建产品的开发者是障碍
TypeScript 教育者 mattpocockuk 探索如何给 AI 编码工具的 skill 系统添加自我改进能力，让 agent 流程随使用持续优化，并承认模型自我改进能力目前非常有限
① @vandancd 亲身踩坑：走这条路只是把 CLAUDE.md 撑大，没有实质改进 ② @wei1limm 提出 /retro 设计思路，@mattpocockuk 补充 /be-better，说明社区在探索轻量命令接口 ③ @WillNessAI 分享用多个 Explore agent 并行分析 transcript 来聚合模式的工程方案
React Scan作者aidenybai同日探索两个React工具链重大实验：计划合并旗下三款诊断工具（Scan/Doctor/Grab），并成功实现条件式Hooks原型，或将打破React沿用多年的"Hooks必须按固定顺序调用"规则，引发社区关于React工具设计哲学的深入讨论
React Scan作者aidenybai同日探索两个React工具链重大实验：计划合并旗下三款诊断工具（Scan/Doctor/Grab），并成功实现条件式Hooks原型，或将打破React沿用多年的"Hooks必须按固定顺序调用"规则，引发社区关于React工具设计哲学的深入讨论
受众观点：@alistaiir (score:89, Twitter)："actually I am surprised you haven't already"——反映社区对三工具合并早有期待，认为是顺理成章之举；@AnghanMeet29 (score:2, Twitter)："scan says something is slow, doctor says why. grab is a different job entirely. merging is fine as long as opening it doesn't start with picking a mode. that's where combined tools usually get worse"——精准指出合并后UX崩坏的核心风险点，代表技术社区对工具设计细节的高质量讨论
NousResearch 旗下 Hermes Desktop 近期连续发布重要功能更新：新增 Bot 模式支持多角色 AI 对话管理，并集成 Browser Use CLI 3.0 将浏览器操作从 12 个独立工具精简为 1 个脚本驱动工具，实测降低 token 消耗 48-66%，同时不损失任务准确率
NousResearch 旗下 Hermes Desktop 近期连续发布重要功能更新：新增 Bot 模式支持多角色 AI 对话管理，并集成 Browser Use CLI 3.0 将浏览器操作从 12 个独立工具精简为 1 个脚本驱动工具，实测降低 token 消耗 48-66%，同时不损失任务准确率
受众观点：跨平台受众普遍关注性能提升背后的工程本质。@VelvourX (score 5, Twitter): "Collapsing twelve tools into one script changes more than token cost, it gives the agent a continuous execution model instead of forcing it through lossy tool boundaries." @zygar (score 7, Twitter): "The system with Hermes is far superior... Very impressed by the virtual machine session."
Vercel CEO rauchg 公开宣布想寻找并投资代表美国精神的下一个 Disney 级内容公司，并指出 AI 让创作门槛消失后"创作什么"才是真正的稀缺
I’m interested in finding and funding the next Disney. True to its original values, focused on the American spirit. Merit, family, overcoming of adversity, optimism, the pursuit of happiness. AI make…
受众观点：① @marcos_galperin 推荐 Taylor Sheridan，说明圈子对谁能承载美国叙事已有共识 ② @santisiri 展示 PlimPlim 20亿月播放量数据，验证规模化内容路径 ③ @TomasReimers 追问 Disney vs Pixar 区别，折射对经典叙事型 vs 技术创新型内容路径的关注
展开评论
- @marcos_galperin (62): @rauchg Taylor Sheridan
- @adilmania (31): @rauchg guess its already done :)
- @santisiri (30): @rauchg guille, let’s talk. @PlimPlimOficial has 2 billion monthly views on youtube. 45 million subscribers. number 1 youtube channel in spanish language, number 4 globally. it’s on a path to greatness.
- @arisinvestor (28): @rauchg I hope there is someone out there similar with the dedication he had for Disney The guy would work so late he would roll back the clocks to trick his wife into working more 😂😂
- @TomasReimers (12): @rauchg Are you looking for Disney or Pixar?
The Pragmatic Engineer 作者 GergelyOrosz 指出 AI 编码工具正在引发开发者大规模 burnout，称之为"vampire effect"——工具持续抽干注意力和精力
Software engineers burning out thanks to using AI coding tools is becoming a major problem I don't see anyone talk about all that much. There's some "vampire effect" in these tools, and it drains a l…
受众观点：① @jacobtechtavern 从神经多样性角度反驳，说明 burnout 有明显个体差异 ② @DameonSmith 具体指出上下文切换和 LLM 写作风格难以解析的认知负担 ③ @ivanblagdan 补充心理层面消耗：认知负担与职业焦虑叠加
展开评论
- @GergelyOrosz (127): This is the thing, right? For some people these tools work extremely well as they are But not everyone, and we don't really know what to do when it's just "too much slot machine-like impulse" or pushes you to the point of strugging to sleep etc https://t.co/Grc8GwoqYH
- @jacobtechtavern (68): @GergelyOrosz @stolinski Maybe it’s the neurodivergence talking but I usually find myself less exhausted compared to a typical day locked in handcoding in 2024 And I’m usually rolling 5ish oarallel terminal tabs all day!
- @ivanblagdan (48): @GergelyOrosz @stolinski Reading nonsense the whole day while being told its your replacement does take a toll.
- @DameonSmith (16): @GergelyOrosz @stolinski It's the context switching, and I think something about how LLMs speak. I find llm writing extremely difficult to parse, and it's not afraid to throw huge amounts of irrelevant info that you need to sift through.
- @SuryaRajendhran (9): @GergelyOrosz @stolinski have you been able to find joy/satisfaction in the process of writing code with ai?
Nous Research 宣布 Hermes Desktop 桌面客户端将上线多角色 Bot 协作功能，用户可创建自定义 Bot 角色
Bots are coming to Hermes Desktop 🤖
受众观点：①@tonysimons_ 已在用 Bot Mode 并自定义角色形象，说明早期用户在探索个性化 bot 场景 ②@cyburke 搞不清 Bot 和 Profile 的区别，说明产品定位和 onboarding 是用户真实困惑 ③@dreinidaho 希望连接自己部署的 Hermes 服务器，说明进阶用户有私有化部署需求
展开评论
- @tonysimons_ (9): @NousResearch I’ve really been enjoying Bot Mode so far. I tricked out each of my profiles with The Office character profile photos! https://t.co/ET2uA78CBE
- @iamlukethedev (8): @NousResearch Yesssss. Can’t wait for Monday!
- @zygar (7): @NousResearch I played around with Grok Bots. I am not sure of the intention; the Grok Bots are fun for those who want to use them. The system with Hermes is far superior. Hopefully this is investing everyone's time in something useful. Very impressed by the virtual machine sess…
- @dreinidaho (7): @NousResearch Wish you’d let me install the desktop app without installing Hermes. My preference is to connect it to my server running Hermes.
- @cyburke (6): @NousResearch Pardon my complete ignorance, but I looked at Bots and wasn't sure what to do with them... How is it any different than Profiles? Can Bots (in Hermes) talk to each other directly like Grok Bots?
Vercel CEO rauchg 声称 shadcn 是 React 成功的真正推手，引发 React 生态开发者强烈反驳，核心争议是平台成功的因果归因问题
I think people don’t realize how much of the success of React is actually @shadcn. I once referred to React as the actual “LEGO brick for adults.” But in reality it was more the description of the ge…
受众观点：① @TsilisCh 反驳因果倒置，React 在 shadcn 诞生前就已统治市场 ② @simonswiss 用 shadcn→Tailwind→Laravel 反向因果链做反驳并自嘲 ③ @sachasayan 和 @moshipped 认为此说法抹杀了 React 核心团队功劳
展开评论
- @TsilisCh (160): React was dominant for years before shadcn existed. Chakra, Material UI, and Ant Design each had their moment as the component library everyone said was the real missing piece. Crediting shadcn for React's success gets the causality backwards. Big platforms grow their ecosystems…
- @pdp (77): @rauchg @shadcn https://t.co/FQg6DTFGrk
- @simonswiss (66): @rauchg @shadcn shadcn succeeded because of Tailwind. Tailwind succeeded because of the Laravel community which is where the vast majority of early Tailwind adopters were. React's success is therefore in big parts thanks to Laravel 😄 I'm only joking btw but this sort of checks o…
- @sachasayan (66): @rauchg @shadcn Shadcn is great, but this ain't it chief. Don't rob the incredible React team of the massive number of accomplishments Shadcn sits atop.
- @moshipped (54): @rauchg @shadcn Nah, React has been very successful long before Shadcn .. very unfair to the React team or any other library that is built for React People use React so much because of the ecosystem and everything else it has.. you’re making it seem like Shadcn is the whole ecos…
SST 框架作者 thdxr 公开测试多个服务商，寻找能以接近原价提供 DeepSeek 推理托管的解决方案，并指出大多数声称已做到的供应商实为虚报
we've been working to figure out how to get deepseek hosted at near the previous price this is not easy. there are dozens of providers claiming they've done it but they have not we're running tests o…
受众观点：① @PracurserTweets 追问供应商定价与 DeepSeek 官方 API 定价的联动机制，开发者关心成本传导底层逻辑 ② @liltechnomancer 给出第三方替代方案链接，说明社区已有自建解决方案流通 ③ @BenoBilo61874 点出低价战略的商业意图，开发者对依赖单一 AI 服务商有顾虑
展开评论
- @liltechnomancer (49): @thdxr Yeah dude I saw this guy saying it just the other day. https://t.co/DduVU14A5g
- @PracurserTweets (43): Im slightly confused, how were these providers able to match deepseek's prices previously? I've only seen the increase in price of DS V4 0731 by these providers after Deepseek themselves increased their prices? How are the provider rates and deepseek's official API rates coupled…
- @psv2522 (11): @thdxr https://t.co/pfNSPFLEc4 Can we get this fast flash one? you can charge 2x pls
- @BenoBilo61874 (8): @thdxr This is what these Chinese companies always do. They come in super cheap, undercut everyone, and kill the competition. Then once everybody’s using them and there’s barely anyone left to compete, boom prices start going up. Same old playbook!
- @AArdvarkErick (6): @thdxr When you said more info soon you really meant soon. Like 5 minutes later.
The Pragmatic Engineer 作者 GergelyOrosz 公开声讨 Perplexity：搜索质量下滑、幻觉增多、无故作废 promo code，以及刻意设计成障碍的订阅取消流程
Perplexity, the last 6-12 months, is disappointment after disappointment. I used to be a huge advocate for the service thanks to how good it was at search. I did this promo with them (where I receive…
受众观点：① @GergelyOrosz 自己补充的 follow-up：搜索质量下滑、幻觉增多、公司战略模糊三重失望叠加 ② @Riyadh 具体描述藏在 PayPal 深处的多步骤恶意取消订阅流程 ③ @delaanthonio 分析急于盈利多线出击导致核心产品质量倒退的商业逻辑
展开评论
- @GergelyOrosz (105): It's not just this, but a whole lot more: - Search quality is down, hallucinations are up. As a paid customer, I no longer trust Perplexity answers - They voided promo codes without telling me for this same campaign. - Focus of the co unclear to me now https://t.co/fL9TLqeRWN
- @ygorhsr (10): @GergelyOrosz These guys do a lot of partnership marketing / discounts Every service i had to subscribe recently had a few months of free Perplexity access available if you added them as an upsell. Never fell for that lol
- @Riyadh (5): In my case I did get a reminder but it was hella hard figuring out how to cancel the subscription, same with some friends. It ended up being a multi-step process on some obscure page on PayPal that was connected to my Perplexity account. No info or link whatsoever from within th…
- @prollyballistic (5): @GergelyOrosz chargebacks are your friend. they have no response to it. everything else is AI. https://t.co/c1Ab00YUOE
- @delaanthonio (3): I am surprised to see the downfall of Perplexity happen so soon. They used to have ones of the best search experiences. Although I was unsure how they could become profitable. They had some side projects with Comet (browser) and Perplexity Computer. My best guess is that trying…
TypeScript 教育者 mattpocockuk 探索如何给 AI 编码工具的 skill 系统添加自我改进能力，让 agent 流程随使用持续优化，并承认模型自我改进能力目前非常有限
One thing missing from my skill set is what compound engineering has - the promise that your process improves over time I have been extremely reluctant to add this since I think models are REALLY bad…
受众观点：① @vandancd 亲身踩坑：走这条路只是把 CLAUDE.md 撑大，没有实质改进 ② @wei1limm 提出 /retro 设计思路，@mattpocockuk 补充 /be-better，说明社区在探索轻量命令接口 ③ @WillNessAI 分享用多个 Explore agent 并行分析 transcript 来聚合模式的工程方案
展开评论
- @mattpocockuk (67): Or /be-better
- @wei1limm (36): @mattpocockuk /retro
- @vandancd (20): @mattpocockuk I actually ended up going down this rabbit hole. All I did was bloated up my CLAUDE.md
- @WillNessAI (5): @mattpocockuk I often orchestrate Explore agents to analyze many transcripts in the same project at once and do this process. It's helpful to find common patterns and not over-index on a single example from a single context window.
- @szelemeh (4): @mattpocockuk Inspired by brevity of your skills and having the same need you just described, I made such skill. it’s called /self-improve https://t.co/AravoloXVs
tibo_maker 分享 Sam Altman 讲解如何获取前 100 个用户的经典 1 分 30 秒视频，并认为这套方法论在 2026 年仍然适用
how to get your first 100 users, in 1:30 min by Sam Altman still solid https://t.co/FOP038qP9x
受众观点：① @tibo_maker 自述 $8m 收购和多个 $100k+ MRR SaaS 的成长路径，让转发有真实背书 ② @SSShken 简洁总结直接联系用户是最有效方式，印证 Sam Altman 建议的核心 ③ @ankittharol 在评论里宣传自己的 Directory 工具，折射冷启动渠道焦虑是共同痛点
展开评论
- @tibo_maker (13): Sharing the playbook that turned years of failure into an $8m acquisition and multiple $100k+ MRR SaaS creations actionable growth tactic behind-the-scene stories no sponsors • no ads • always free Join 75k+ founders & makers here → https://t.co/U4V7DEKzYG See you in your inbox 👇
- @ankittharol (3): @tibo_maker Thats great, But I genuinely built a free Directory to get first users (not promoting) launching it tomorrow https://t.co/hdxVOP9Ihj
- @amritwt (2): @tibo_maker wow he doesnt recommend ads
- @SSShken (1): @tibo_maker Yeah i found texting people directly is most successful way
- @jedfrankowski (1): @tibo_maker the secret is: lie (vide: loopt)
LLM提供商标榜低标价但实际缓存命中率差导致用户有效价格远高于宣传价格的行业隐患讨论
every LLM provider has the option of advertising cheap sticker prices but their cache ratios can be bad so your effective price is higher the root thing thing though is idk if 100s of providers adver…
受众观点：①开发者对LLM定价透明度的关注 ②缓存命中率对实际成本的影响 ③LLM provider市场长期格局走向
展开评论
- @nick_shlv (7): @thdxr cache hit rate is the real price
- @Akashi203 (7): @thdxr the one who survives will be the one who makes LLMs efficient enough to run on cheaper hardware at the same accuracy and throughput
- @Gentlem4nJack (3): @thdxr Add CTRL+A -> Local Endpoint So we won't need to fight with opencode.json only to figure out, after 20 mins of work, that opencode2 is expecting Apikey = dummy to let us see our local model in the harness. 😠
- @StatsWire (3): @thdxr Caching really saves a lot of tokens
- @NgcThu710145 (2): @thdxr Hidden costs make me so mad
Prime Intellect 与 @eliebakouch 联合评测 18 个主流模型共 153 次，发现 AI 深度理解所操控领域却极少产出真正新颖创意
Awesome work by Prime Intellect and Elie Bakouch! and an interesting quote: "we were again surprised by the lack of novelty. The models clearly understand the objects they manipulate at a deep level,…
受众观点：①@suqitah 关注评测严谨性（153次多模型 vs 单一 cherry-pick），说明技术受众对 benchmark 方法论有判断力 ②@eliebakouch 是研究作者本人，有直接互动价值 ③独立开发者关心 AI 能力边界如何影响产品路线图规划
展开评论
- @scaling01 (45): seeing GPT-5.6-Sol like this hurts a little tho
- @scaling01 (18): Kimi-K3 big model smell, ey?
- @eliebakouch (8): @scaling01 thanks 🫡🫡
- @suqitah (6): @scaling01 solid dataset for once, 153 runs across 18 models beats another single cherry picked demo
- @Pompsy1 (1): @scaling01 God sol did about as well as you think it would. Post train merchant.
独立开发者Marc用vibe coding搭建TrustMRR收购市场，8个月促成149笔交易的build in public故事
It’s still crazy to me that I vibe coded a marketplace that helps founders get acquired for 5 figures while I sleep. 149 acquisitions in 8 months. It started because a user told me they wanted to sel…
受众观点：①创始人如何出售startup的实操需求 ②vibe coding产出真实商业价值的案例验证 ③startup acquisition marketplace的冷启动信任机制
展开评论
- @frederickjames (16): @marclou marc, how much should i list this for? • 2 months old • 30-35% profit margins • still a bit volatile main channel is tiktok ads and organic via iOS app store https://t.co/dAgkOn3syi
- @SaasGrave (6): @marclou I built same marketplace 15 days ago but for dead startups, I got 2.5k+ visitors, 60 signups and 17 product listings, but still at $0 revenue https://t.co/lzJ24vclpD
- @aviosm (4): @marclou I believe TrustMRR is going to be your first million ARR business.
- @SaveToNotionPro (2): When I first came across your platform, I was genuinely impressed by the idea. Being able to verify a website’s actual revenue is such a cool concept. But there’s still one thing I don’t quite understand: why would someone sell a good project that’s making money? Doesn’t it mean…
- @_yaksan (2): @marclou yea trust and community are kinda ai proof for me so it can only grow from now on imo GG for the idea and execution
willccbb 用 gpt-5.6-sol 实现初步持续上下文学习系统，通过单个长运行线程让 agent 自我管理任务状态
over the past couple weeks, i've gotten a primitive form of continual in-context learning to work decently well with gpt-5.6-sol. i now trigger tasks from a single long-running thread which self-mana…
受众观点：①agent 状态跨任务持久化方案（@jordanrule 直接追问 state 管理）②单线程自管理是否会成为主流 agent 范式（@tobiges 认为年底前普及）③多任务监督 agent 的实际落地（@AliZahid000 表示自己也在用类似方案）
展开评论
- @willccbb (41): still very WIP, tinkering when i can + will share more later, but it's already much more reliable than anything else i've tried, for tasks requiring nuanced judgment across scattered context. the biggest unlock has been patience and skepticism. the system has to earn trust. http…
- @tobiges (10): @willccbb this will be the default way we use agents by end of year. it fixes the whole worktree nightmare and context switching. models are almost good enough; the rest is UX
- @jordanrule (4): @willccbb Where do you manage state for the in-context learning?
- @AliZahid000 (3): @willccbb I do the same! I call that systems-level-main thread. It supervisee everything on my laptop 🙂
- @fujikanaeda (3): @willccbb @inductionheads i wonder how this would go in nac, seems like a perfect fit for orch + threads
simonw 在 LM Studio 本地运行 Qwen 3.8 27B，发现 extra high 推理设置下模型极度过度思考，并因忘记调大 context length 导致任务失败
Qwen 3.8 27B in its default reasoning settings in LM Studio of "extra high" is a chronic over-thinker and I kind of love it https://t.co/w7AS3nPkve
受众观点：①过度思考模型对用户的实际价值争论（@LucaCaponeX 认为 reasoning trace 是理解答案的唯一途径）②早期推理模型行为模式溯源（@rsms 类比早期模型手工算术）③本地推理模型 context window 配置坑（simonw 自己的 disaster 回复）
展开评论
- @simonw (72): ... disaster! I forgot to bump up the context length from the default and the server rejected it before it could draw its no-doubt beautiful circle https://t.co/CbFd2ZrutP
- @MaxBedw1 (9): @simonw In education in France, we have “trap questions”: if you answer intuitively and simply you can be sure that it is wrong So French pupils tend to develop a competence in overthinking everything to get through that kind of questions and it made me think about that 😂
- @LucaCaponeX (7): @simonw The over-thinking is the only reason I understand anything. I can't read the code, so the rambling reasoning trace is my whole education. Fast models just hand me an answer I have to trust.
- @rsms (7): @simonw This how early thinking models would do math; excruciatingly detailed manual arithmetic like a human would do it, then check its work by doing it again
- @RafaRuizdeLira (6): @simonw https://t.co/qscKKTe6az
lateinteraction 提出将 agent 的 Compaction 机制类比为 RNNs 循环、将 RLMs 递归类比为 Attention 的新理论直觉框架
Intuition: Compaction is agentic recurrence (RNNs), whereas recursion (RLMs) is agentic attention. Recurrence maintains a constant-size state at all times by compressing the past. Attention keeps all…
受众观点：①大脑架构与 Transformer agent 的对照（@rzebrahimi 指出大脑做 agentic attention 但 sys1 用 recurrence）②RLMs 递归能力对比 compaction 的理论上限（作者自己回复）③类比在 nac/orch+threads 框架中的应用（@fujikanaeda）
展开评论
- @rzebrahimi (76): @lateinteraction Interesting view. Brain does agentic attention and sys1 recurrence. Transformer-based agents do the opposite.
- @lateinteraction (23): In reality, recursion is quite a bit more powerful than attention, but the analogy is still useful. RLMs can, say, easily express compaction in a way attention can't do for recurrence. The reverse simulation (of recursion by compaction) requires heavy assumptions.
- @willccbb (3): @lateinteraction prompt/harness optimization is agentic grokking
- @Samhanknr (1): @lateinteraction @CShorten30 How would the KQV pattern work here
- @trulite007 (1): @lateinteraction @DSPyOSS One thing actually for a continually learning harness RNN /GRU will have the usual plasticity/stability problem. We should probably explore HDC here
willccbb 吐槽有人在没有 CI/CD 流程的情况下直接使用 AI agent skills 是令人难以置信的行为
crazy that people are using skills without CI/CD
受众观点：①skills 的 CI 就是 evals 而大家都在逃避这件事（@Zmarcero11 一针见血）②推文语境引发大量混乱不清楚 skills 指什么（@AndresM54324611、@vokaysh）③CI/CD 在 AI 时代的重新定义（@alexgrama 调侃 CD 不存在了）
展开评论
- @menhguin (25): @willccbb i use skills in real life https://t.co/PLOA1qTDjp
- @vokaysh (11): @willccbb what does this even mean kobe bryant
- @AndresM54324611 (7): @willccbb do you mean like skills that dont have ci/cd or like using skills in the workflow then not haviing ci/cd🤔
- @alexgrama (7): @willccbb CDs aren’t a thing anymore
- @Zmarcero11 (6): @willccbb CI for a skill is just evals, and evals are the thing everyone keeps dodging
scaling01 分享 Opus 5 在 KernelBench 基准测试中大幅领先，并推测 Anthropic 内部 Model 2 能力更为强大
Opus 5 domination on KernelBench you can just imagine what Model 2 does internally https://t.co/ONlqT8QFT2
受众观点：①模型在写训练自己 kernel 的递归自强化循环哲学意味（@shaped）②Anthropic 定价与服务成本不透明性（@0K_C0MPUTR）③Opus 5 能力强但使用体验差的实际矛盾（@SchipperAI）
展开评论
- @scaling01 (9): https://t.co/P5iogAWDao
- @scaling01 (2): also great visual update @elliotarledge makes it much easier to read and udnerstand
- @shaped (2): @scaling01 models writing the kernels that train models
- @0K_C0MPUTR (0): @scaling01 make you wonder why anthropic still can’t seem to get their model costs down… i believe that internally they are actually serving them efficiently and just pretending they are expensive and raking in profits while limiting usage
- @SchipperAI (0): @scaling01 Opus 5 is a beast. Too bad it is such a pain to talk to.
Anthropic公开Claude Opus 5与Fable 5完整系统提示词，揭示安全路由机制和提示词从300词膨胀至3000词的演化历程
Claude: System Prompts
受众观点：①@simonw已把历次系统提示词变化维护成git commit历史，社区有强烈版本追踪需求；②@pulkitsh1234直接问为何不把系统提示词烘焙进模型本身而每次调用都消耗token，API成本敏感用户的核心痛点；③@epolanski指出开源agent框架不开放自定义系统提示词，对构建产品的开发者是障碍
展开评论
- @tosh (0): what I found noteworthy: early system prompts are a bit more than 300 words, the latest ones 3000+ the opus 5 system prompt has instructions that explain to opus that it might be handling a request that was intended for fable 5: the user may have selected a different Anthropic m…
- @simonw (0): I have a folder where I rebuild these as a git commit history so you can more easily see what has changed: https://github.com/simonw/research/commits/main/extract-syst... For example here's what changed between Opus 4.8 and Opus 5: https://github.com/simonw/research/commit/a2de1…
- @pulkitsh1234 (0): curious why dont they bake the system prompt in the model itself ? Why do we pay for these tokens on every API call ? These are just free $ for them, unnecessary bloating the context
- @comboy (0): I think they would benefit from asking Claude to list all contradictions and inconsistencies in that prompt which there are a few.. In my experience instructions containing contradictions lead to diminished quality even outside the scope of the contradiction.
- @epolanski (0): One thing I've always found surprising about "harnessess" (god I hate that word) like Pi or Opencode is the lack of a customizeable system prompt. I can understand it for closed source ones, but open ones? They are natural surfaces for building custom agents and yet you're stuck…
有人将YC Startup School等创业孵化项目发放的免费AI API额度转售套现，形成灰色市场，暴露了正规AI API定价对独立开发者的成本压力
The AI Credit Resale Economy
受众观点：①@arjie提到超低价token服务背后可能有隐私数据监控风险，受众关心价格与安全的取舍；②@bix6讽刺孵化器资源套利，说明独立开发者对资源不平等分配有情绪；③@topbanana关心法律和道德边界在哪里
展开评论
- @toomuchtodo (0): Cool to see my thesis validated. https://news.ycombinator.com/item?id=48664223
- @arjie (0): Yunwu.ai was a nice way to get ultra-cheap tokens that someone will probably spy on you with, but they no longer offer US models. At first I thought it was so people could steal the traces, but now I wonder if this isn't just laundering startup credits for dollars.
- @topbanana (0): So are they stealing from their employers or is something else going on?
- @TZubiri (0): Men breaching Sauron's ToS by reselling their nine rings of power, and they think they are beating the system.
- @bix6 (0): > CREDITS FROM YC STARTUP SCHOOL Join YC, get free shit from the network, profit. Nice.
关于双休制度起源与工业革命前后人类日常生活天翻地覆变化的历史考证讨论
The weekend is 100 years old
受众观点：①工作制度历史与七天周文化根源（@AndrewKemendo @throw0101a）②现代多任务切换认知疲劳（@ksec）③工业化时间感知转变
展开评论
- @AndrewKemendo (0): The lack of understanding about the change in day-to-day life over the last 200 years is truly unfathomable - I fully do not understand it but the little that I appreciate is absurdly profound in the differences It’s like we’re living on an entirely different planet than the peo…
- @ksec (0): Thank you for the submission. I have long wondered if in the old days we had weekend off, and did we just work continuously 365 days? It is not that working 365 days is hard. It is the job in today's world are very different, Muti tasking, context switching and anything but simp…
- @throw0101a (0): Also, the week itself as a 'hard' delineator of time also appears to be fairly recent: > Henkin treats the seven-day week as a social and cultural institution, focusing primarily on the nineteenth-century United States. Unlike years, months, and days, which have astronomical fou…
- @dboreham (0): Hence the dowager said "What's a weekend?"
- @ant6n (0): The two-day weekend is a 100 years old. The one-day weekend is ancient.
React Scan作者向社区征询是否赞成将旗下三个调试工具React Scan、React Doctor和React Grab合并为一个产品
would you be mad if i merged React Scan + React Doctor + React Grab
受众观点：①多工具切换成本让用户倾向合并 ②用户对各工具功能边界有明确认知（Grab应保持独立） ③社区参与产品决策的热情
展开评论
- @alistaiir (89): @aidenybai actually I am surprised you haven't already
- @MindD1mension (29): @aidenybai Scan and doctor yes. Grab should stay independent 👍
- @ChiiYuen (13): @aidenybai Scan + Doctor, keep Grab separate
- @armandokirwin (12): @aidenybai Only if you call it Dr. Grabscan
- @ezihegodswill (6): @aidenybai React Hospital?
React生态工具的核心开发者公开推荐前端开发者重新审视SolidJS框架的价值和潜力
dont sleep on solid
受众观点：①React生态锁定效应 vs SolidJS设计优势的权衡 ②Solid缺少成熟UI组件库的生态配套痛点 ③Svelte等其他框架在同一赛道的竞争
展开评论
- @camilo_romero99 (7): @aidenybai All we need is a base ui for solid 🔥
- @zagoorland (0): @aidenybai Solid should take reacts place, unfortunately react libraries and ecosystem won.
- @munawwarfiroz (0): @aidenybai sleep on medium firm, never on solid
- @furomoad (0): @aidenybai https://t.co/sevMCnmcWm
- @OhNoNima (0): @aidenybai Don’t sleep on svelte and sveltekit
用户在Hermes框架中实测Gemini 3.7 Flash的使用体验，速度、准确率和技能兼容性均优于上一代3.6版本
Very happy with Gemini 3.7 Flash so far with my Hermes setup. Extremely fast, very few mistakes, and works really well with my current skills setup. It’s a huge improvement over 3.6, which I didn’t r…
受众观点：①Gemini 3.7 Flash vs DeepSeek Flash的成本对比关注 ②API访问门槛和订阅模式的困惑 ③模型声称任务完成但实际未完成的可靠性老问题
展开评论
- @ali_agenticai0 (2): @ai_for_success I have few questions. Is it mandatory to buy gemini 3. 7 subscription? Secondly gemini 3.7 or opus 5 which one is more capable in terms of daily work especially writing work
- @kristoph (2): @ai_for_success But cost wise it’s much higher than deep seek flash no?
- @Saboo_Shubham_ (2): @ai_for_success Thank you for sharing your feedback. Hermes with Gemini 3.7 Flash is really fast.
- @subhajitlucky (1): @ai_for_success But it's still has that old issue saying task is done when it's not
- @sha_sujin (1): @ai_for_success Can we do everything like grok bot in Hermes
React工具开发者发布实验性代码，尝试绕过React的Rules of Hooks限制实现条件式Hooks调用
ok i might've gotten conditional hooks working with React imagine if "rules of hooks" didn't have to exist a very hacky experiment: https://t.co/UHpe2vZu32
受众观点：①多人独立研究条件式hooks的技术可行性 ②React vs Solid框架迁移的情绪倾向 ③Astro等跨框架团队对该方向的关注
展开评论
- @aleqsio (6): @aidenybai cool stuff - i remember @iwoplaza riffed on something similar: https://t.co/uAlhPgzK7C
- @FredKSchott (6): @aidenybai https://t.co/Gl798uWZ4l
- @brenelz (3): @aidenybai isn't that kinda what @octanejs does?
- @mau27galvez (2): @aidenybai Just use Solid at this point
- @bleuonbase (1): @aidenybai Did u add a unique key to them?
@rubenhassid 设计了大富翁棋盘式的 vibe coding 应用开发完整引导流程，目标是当晚完成一个真实 app
Nobody in history has ever finished a game of Monopoly. Not one person. But you can (literally) finish this board tonight. At the end of it, you won't hold fake money but rather a vibe-coded app you…
受众观点：①@JShoufler3457 指出先定义完成标准是避免变成 Monopoly 的关键，说明受众关注如何控制 scope ②@kimiatehrani 直接认可这是好棋盘，说明游戏化框架本身有吸引力 ③独立开发者对启动阻力和快速交付的持续焦虑
展开评论
- @alphabatcher (1): @rubenhassid thanks for the sharing Ruben
- @saltyq (0): @rubenhassid what's the summary of this @grok and is it worth it
- @kimiatehrani (0): @rubenhassid best monopoly board ive seen
- @JShoufler3457 (0): @rubenhassid Square zero: define “finished” before you start. One tiny feature that works beats twelve clever ones half-built. That’s how you keep this from becoming Monopoly.
- @bountyAIhunter (0): @rubenhassid the board has a free Claude stop before square 1 and its just a sign that says go back to start
开发者写 hook 脚本让 Claude 输出超三段时自动回复 tldr 强制精简，比 ASD-STE100 提示词更有效
I got so tired of "Claudish" or agent speak backscroll that I now have a hook script that checks if the response is > 3 paragraphs and just replies "tldr" to the agent Working better than ASD-STE1…
受众观点：①@__tosh 提出进阶方向：能否 fork 对话同时生成摘要版和完整版，说明开发者想要更精细的输出控制 ②@zachcaceres 认同这是共同痛苦，证明此问题在 AI agent 用户中有普遍性 ③@DannyJQuiroz 反向表示喜欢 Claudesplaining，说明话题有争议性适合引发讨论
展开评论
- @__tosh (3): @iannuttall bonus points if it forks the conversation to generate the short version + able to continue in main thread
- @rcssdy (1): @iannuttall curious why you wouldn't just use https://t.co/UBI0cb6BIQ
- @zachcaceres (1): @iannuttall please enjoy a tribute to our shared suffering https://t.co/LCMh5iUf8O https://t.co/khZ2AFBF9a
- @DannyJQuiroz (0): @iannuttall Hard pass, I love the Claudesplaining
- @szand (0): @iannuttall Why not just “ok do it” then
独立开发者 dmitriychuta 的订阅管理 App Subscription Day 正式发布 iOS 和 Mac 新版，一次上线 8 种语言国际化支持
Subscription day – updated version for iOS and Mac is now available on the App Store. In 8 new languages 🙌 Deutsch, Українська, Français, Español, Italiano, 日本語, 简体中文, 한국어 https://t.co/Yqazsizf4H
受众观点：①多语言本地化实际质量反馈（@eeooyoung 主动提出韩语优化建议）②产品整体设计质感（@OkyMatt）③下一步语言扩展规划（@arayuztasarimci 问 Turkish）
展开评论
- @eeooyoung (1): @dmitriychuta beautiful! love the korean localization. if you’re interested in further enhancing the korean localization let me know. i have some suggestions!
- @OkyMatt (1): @dmitriychuta Love polished works. Beautiful 🤙
- @kushsolitary (1): @dmitriychuta eye candy!
- @MRChainsaw831 (0): @dmitriychuta And yet, you're not going to add the language that the aggressor country speaks?
PR 合并流程中附加 UI 变更视频录屏的开发实践建议
Add video proof to your PRs that change UI. Bookmark and add to your own projects.
受众观点：①如何降低 UI 类 PR 的 review 沟通成本 ②视频文档化在开发协作中的实际收益 ③开箱即用可加入自己项目的 PR 规范
展开评论
- _无评论_
Toplify 新版本响应用户反馈增加 Light 版本模板和评分数量显示两项新功能
✨ I hear your feedback! In the new version of Toplify, Light versions will be available for all Share templates, and rating templates will now also show the number of ratings. https://t.co/FOj9SbJiWh
受众观点：①用户反馈如何直接转化为版本功能更新 ②Share 模板工具增加 Light 版本的产品决策逻辑（@uimurad15 仅简单赞叹，信号稀薄）
展开评论
- @uimurad15 (1): @dmitriychuta Wow
Spotify 内部孵化并开放的 Xirp，一个 vendor-neutral 的 agent 开发环境，统一管理 Claude、Gemini CLI 和 Codex 的会话，已有 1300+ Spotify 工程师使用。
We just launched Xirp, a vendor-neutral agentic development environment. One place to manage agent sessions across @ClaudeDevs, @GeminiApp CLI, and @OpenAI Codex. 1,300+ @Spotify engineers already us…
受众观点：①@jamesdotai 等关注 Spotify 为何跨界做 AI 开发工具，背后的战略逻辑是什么 ②@alexinbinary 等对"音乐公司做 IDE"的意外感——这个边界在 AI 时代是否还有意义 ③开发者关注 vendor-neutral 设计在实际多 agent 工作流中的落地效果
展开评论
- @jamesdotai (1801): @SpotifyEng @ClaudeDevs @GeminiApp @OpenAI @Spotify Spotify? The AI Company? https://t.co/b2oZEZFuID
- @olanotolu (1037): @SpotifyEng @ClaudeDevs @GeminiApp @OpenAI @Spotify would it sing to me while i code?
- @alexinbinary (729): @SpotifyEng @ClaudeDevs @GeminiApp @OpenAI @Spotify Spotify building an IDE wasn't in my bingo card
- @oluwamayowa (578): @SpotifyEng @ClaudeDevs @GeminiApp @OpenAI @Spotify https://t.co/rsBZYZgtKa
- @LoganJuhl (416): @SpotifyEng @ClaudeDevs @GeminiApp @OpenAI @Spotify Alright, I need to see everyone’s Xirp Wrapped now lmao 😂 https://t.co/s2wFdvPnwf
Nous Research 的 Hermes 模型将原有 12 个浏览器工具通过 browser_use CLI 3.0 整合为单一工具，agent 改为生成执行脚本而非逐步操作，实测 token 消耗降低 48-66% 且准确率不下降。
Hermes has twelve browser tools. Browser Use mode replaces them with a single one, driven by @browser_use's CLI 3.0. Instead of a dozen schemas in every request and a tool call per click, the agent w…
受众观点：①@Teknium 等 agent 开发者关注 schema 合并如何同时降低 context 长度和 token 消耗 ②构建 browser agent 的开发者关注 48-66% token 节省在实际成本上的换算意义 ③@AmnellKayleia 等关注是否真实可用、如何快速测试验证
展开评论
- @NousResearch (210): Simply run 'browser.backend: browser-use' to get started. More info on the browser automation toolset in Hermes: https://t.co/p1UJJqubzA
- @Teknium (182): We achieve this savings in two ways - the tool schema went from 8 tools, using a lot of context, to one, and the new tool has the agent drive the CLI with code, instead of a variety of individual actions. In our in house tests the total trajectory uses on average ~60% less token…
- @Teknium (107): @NousResearch @browser_use Also FYI - this works FOR EVERYONE. Local browser, browserbase, browser use, whatever (except camofox local- doesn't work with that)
- @AmnellKayleia (53): @NousResearch @browser_use Testing this today :D https://t.co/Ssi6kx2iyo
- @gregpr07 (26): @NousResearch @browser_use Hermes 🤝 Browser Use
给 Claude agent 群组添加共享记忆消除矛盾的实验表明，发言最多的 agent 消耗的 API 调用是最终获胜版本的 2.4 倍
whoever leaked this has bigger balls than sense someone gave a fleet of Claude agents shared memory so they would stop contradicting each other, then measured both the bill and the output: the versio…
受众观点：①构建 Claude/multi-agent 系统的开发者关心协调策略对 API 成本的实际影响 ②@tallmetommy 提出 graph engineering 框架引发谁能和谁通信的架构设计讨论 ③@tabor_bachelor 指出 full broadcast 模式完败，减少沟通是反直觉的核心结论
展开评论
- @CidCampeador777 (18): @Argona0x Vibe coders realizing 9 woman can't make a baby in a month? https://t.co/3qT8ZRTuPm
- @tallmetommy (9): Prompt engineering optimizes what one intelligence is told. Context engineering optimizes what one intelligence can see. Graph engineering optimizes who can communicate with whom. CLE asks whether coordination itself can become an emergent learned state rather than a hand-drawn…
- @UsernameAndStuf (5): @Argona0x And then state machines once people figure it out
- @_kuprav (2): @Argona0x "the group agreeing is just everyone copying the same mistake" is such a real callout. we keep throwing bigger models at it when they're just echoing bad state.
- @tabor_bachelor (2): @Argona0x full broadcast came in dead last, the fix wasn't more coordination, it was less talking
一位在旧金山生活约四个月的观察者发现有一小群创始人和工程师以活在未来三到五年的 bruce wayne 式行为方式大量使用 AI 工具
something that i've noticed in the ~4 months i've lived in sf is there's a small cohort of founders / engineers / ai researchers who all behave as if they're living 3-5 years in the future. this mani…
受众观点：①@Jonathan_Blow 的 324 赞回复引发 LLM 编程能力边界的真实争论 ②@wowxtechie 指出活在未来是免费的直到需要向活在当下的人销售，产品化落地才是挑战 ③独立开发者关注如何在不烧百万 token 的情况下获得 AI 工具的实际生产力收益
展开评论
- @Jonathan_Blow (324): @VirtualElena Anyone who can’t tell that LLMs are bad at programming is ngmi.
- @Jibishot (4): @VirtualElena i truly hate technologists for this. you are not in the future, you are here now. "future living" allows detraction from actual humanity as we see in large reclusions of "those guys that spend 1m/year tokes" it is not a positive thing to try to live in the future.…
- @ROB1NZON1 (3): @VirtualElena AI psychosis
- @wowxtechie (2): @VirtualElena living 3 years ahead is free until you have to sell to someone living in the present
- @KeeganTheDale (1): @VirtualElena Spending a $1million a year on tokens isn’t living in the future its just having extra money to burn
自建邮件服务器即使正确配置了DKIM、DMARC、SPF、rDNS等全套认证机制仍被Gmail判定为垃圾邮件的普遍困境
DKIM, DMARC, SPF, rDNS/PTR, EHLO... all correct and verified in the email "original source," BY GOOGLE. Still goes to SPAM folder because \*\*\*\* you, apparently. I hate Google. ***EDIT*** *- RE: Ti…
受众观点：①@AlyoshaV（1236赞）提出行业共识99%建议别自建邮件服务器 ②@UnauthorizedBacon描述配置完全正确仍被随机拒绝的荒谬体验 ③@gsid42揭示Gmail需要一定发信量才能建立分类信誉的冷启动机制
展开评论
- @AlyoshaV (1236): I promise you it's not just Google that will do this. Basically 99% of the advice I've seen about fully self-hosting email is "don't even try, you *will* go to people's spam folders and providers won't even reply to your complaints".
- @UnauthorizedBacon (496): To be honest, I think a lot of that 99% happens because people don't take the time to fully understand and configure SPF/DKIM/DMARC correctly, or don't have rDNS authority from their ISP. I have \*all\* of those things. The frustration is that you can do literally everything rig…
- @R0ad13 (246): With my domain it's Microsoft. They will consistently label it as spam. They are the only one. Google and all others work perfectly.
- @gsid42 (115): I had gotten Microsoft deliveries fixed and most other domains work flawlessly but Google apparently needs a certain volume of mails before it can classify and after 10 years of self hosting mails still sends some of my mails to spam. Once the receiver marks my mail as not spam…
- @peioeh (67): > To be honest, I think a lot of that 99% happens because people don't take the time to fully understand and configure SPF/DKIM/DMARC correctly, or don't have rDNS authority from their ISP. I have *all* of those things. The frustration is that you can do literally everything…
质疑社交媒体上大量用Claude、Cursor、Codex构建应用后月入一万至五万美元故事的真实性，寻找独立验证案例
Soo many people on Reddit and other socials claiming they’re making $10k, $20k, sometimes even $50k+ a month from apps they built with AI tools. (A lot of the times it seems to be some ads from the v…
受众观点：①@UleMseeNY 分享从300个/天冷电话转型SEO获得80付费用户的PestPro Manager完整历程 ②@BandicootAfter4936 分析survivorship bias如何系统性扭曲社媒成功率认知 ③@panfacee 指出'人人能vibe code但只有少数人会卖'的核心洞察
展开评论
- @PrecursorLabs (129): Yeah actually just hit $00,000 MRR in two weeks! No in all seriousness I think like with all things social media is selling most people a get rich quick scams. We have to commit to these projects long term and it’s always going to take work. While I haven’t made money yet I am n…
- @UleMseeNY (62): Yes , I’m currently bringing in a good amount of livable income from my app .. I started it last year November finished it in January .. struggled to get users coz my dumb as was trying to promote it on social Media. After 2 months of pure nothingness I decided to switch tactics…
- @BandicootAfter4936 (16): The pattern I keep seeing is survivorship bias. Stories that get posted are the ones that worked. The ones that failed just stop posting or get deleted, and the sample everyone actually sees skews hard toward success. Most side projects fail regardless of how they got built, vib…
- @Current-Payment-5403 (14): 2k is a huge milestone!! Congrats
- @panfacee (13): Yes, not one but many, you know what the catch is? Support, RELIABILITY, and most importantly, build on demand and rely on pre acquisition feedback. Everyone can vibe code, but only a few know how to sell.
作者把家里的热敏收据打印机联网并开放给公众免费打印ASCII艺术或文字，实时直播打印过程，开源项目posprint支持自部署
You can print ascii art or just regular text. There also is a live stream. Edit: I ran out of paper! Thanks guys, this was fun! Edit: It's back online with a new roll of paper! Edit: Daily limit is r…
受众观点：①@realtownload大量发布打印截图展示实际效果，社区参与热情极高 ②开源实现可复现性 ③"三明治订单"等创意玩法引发的互动趣味
展开评论
- @realtownload (87): https://preview.redd.it/9itn8shnjpjh1.png?width=1913&format=png&auto=webp&s=4792f5213c4531dbaff47f09a8719eab855b6ff9 thank you!
- @realtownload (62): https://preview.redd.it/w4unsndqlpjh1.png?width=1440&format=png&auto=webp&s=f17fd07ccf362554375822ded043f0db34f4f75c
- @selfcleaningtaint (59): The sandwich order is brilliant lol
- @realtownload (49): This is the thread for all the posts you've sent me! (as long as I can keep up :D) Edit: Gonna reset the printer limit again, give me a couple of minutes. Edit: Limit reset. Edit: Printer ran out of paper. It's been fun, I'll stop the service now :D Thanks for all your messages,…
- @realtownload (18): https://preview.redd.it/8kw340jgopjh1.png?width=1440&format=png&auto=webp&s=2d7eaf64afec78ce6603a7d9373eb89cdea54416
用户通过分析 ~/.codex 和 ~/.claude 本地日志对比 Codex 与 Claude Code 在 $20/月订阅下的 token 量和 API 等价价值，得出 Claude Code 提供约 5 倍计算量的结论
Hey everyone, so I was basically curious what $20/month actually buys you, so I dug into my local session logs (\~/.codex and \~/.claude) to calculate the exact token volume, caching hits, and real A…
受众观点：①@CzechYourStonks 和 @Ok-Guidance6127 直接指出帖子没有计入 Claude 周限额且预设用户能无限循环使用的核心漏洞 ②@Adorable_Swing_2150 关心如何从 ~/.claude 日志中区分 cached tokens 和实际消耗 tokens ③开发者对两款订阅工具实际 ROI 和重置窗口差异的强烈关注
展开评论
- @CzechYourStonks (166): You do not mention Claude’s weekly limit or which tokens you count (In/Out).
- @Ok-Guidance6127 (130): Yeah this whole post is crap. Insinuating that you can keep going every 5 hours nonstop..
- @inmyprocess (62): Its remarkable to me that even with AI doing all the work for them, people that were bad before at things, continue to be bad at things.
- @Adorable_Swing_2150 (44): How are you splitting cached tokens from fresh context in the logs? I tried something similar on ~/.claude and the cache hit rate alone moved my numbers around a lot. Curious whether your 5x ratio holds if you only count tokens that did real work.
- @paradoxally (36): You're surprised? AI is a "force multiplier", if you were incompetent this makes you incompetent *and* confident.
开发者讨论如何消除 Claude Opus 输出中的冗余 AI 腔，社区分享了 ASD-STE100 简化技术英语等具体提示词策略
Reading through the output of Opus and trying to decipher it, sometimes feels exhausting. There's so much fluff and noise, but the worst is the "painfully AI-generated" words and phrases that it uses…
受众观点：①@bannedfromaccelerate 提出用 ASD-STE100 航空简化英语标准作为提示词策略，反响最高，大量用户希望复现 ②@Seeb83 分享了开源 asd-ste100-skill 配置，引发对现成方案的兴趣 ③多位用户对 Opus 不同版本输出质量退化的强烈感知，构成版本对比的持续话题
展开评论
- @bannedfromaccelerate (101): I've been telling it to start every new chat using only STE "ASD-STE100 Simplified Technical English is a controlled natural language that is designed to simplify and clarify technical documentation. It was originally developed in the 1980s by the European Association of Aerospa…
- @texnp (29): Opus 4.6
- @TeamTomorrow (22): Just to be clear we're all in agreement that prior to opus 4.6 it already spoke like a human correct? Is 4.8 was a genuine travesty for anything I've encoding ability and even that I hear it messed up more times than it got right
- @bannedfromaccelerate (21): Interesting, first I'm hearing about Orwell. I notice most of the 6 rules are "Don't" rules like. Never use a long word where a short one will do I've heard that LLMs - like toddlers - respond better by telling then what TO DO and not what NOT to do. But it's interesting so I'll…
- @Seeb83 (18): I use this skill for all text output and I really like the result: https://github.com/danyuchn/asd-ste100-skill/blob/master/SKILL.md
用户以戒瘾互助会格式吐槽破折号因被 Claude 滥用而变成 AI 写作识别符，引发大量写作者的共鸣与争论
I used them everywhere. Emails, proposals, to do lists. Business and personal. I told myself it was style. It was a habit. Now I run a search and replace before anything goes out. I tried switching t…
受众观点：①@high-priced-toupee 坚持捍卫 em dash，认为 AI 标签只是阶段性偏见 ②@UnlimitedPowerOutage 痛心 em dash 原本是高质量文案技巧如今被污名化 ③多位用户展示出对如何在 AI 时代写出有人味英文的底层焦虑
展开评论
- @high-priced-toupee (57): They’ll never get my em dashes. I don’t care if every single person on Earth assumes an LLM wrote my text due to a single symbol. It’ll pass. True writing will win
- @UnlimitedPowerOutage (39): Yeah. It sucks, I used them all the time. It’s good copywriting. Now everyone just thinks it’s AI
- @NeetoBurrritoo (16): As a longterm semicolon fan; it's our time.
- @Shanna_B2020 (15): Still using em dashes. Do not care. Will not stop. :)
- @nps44 (13): I'm getting the feeling it wasn't just the em dashes causing folks to think you're AI.
一位动效设计师为自己首个 AI 自动化 SaaS 宣传视频生成工具纠结定价策略，核心问题是 39 美元每个视频是否太低
Hi, I'm a motion designer and I've been building an AI-automated SaaS promo video maker tool. It analyzes your website, get your brand voice, writes the script, generates VO and music, and delivers y…
受众观点：①@ss7985 引入 Van Westendorp 四问模型找价格甜蜜区间 ②@django-unchained2012 强调先让用户看到输出再收钱并建议人工兜底 ③@oskar88895 指出竞品是其他视频工具而非线下代理商
展开评论
- @ss7985 (13): Do you have access to your users or potential users? I would suggest you to run Van Westerndrops pricing startegy here. Just ask four questions to your users: 1) At what price does this product feel too cheap such that quality might be poor? 2) At what price do you think it's a…
- @[deleted] (5): [removed]
- @oskar88895 (5): Your competition aren’t agencies but other video creation tools and such platforms
- @django-unchained2012 (4): The video looks fine, the audio is lifeless, if it's possible, you can look at the feasibility of cloning users voice and use it for the audio. Secondly, you are asking users to pay money without them even getting a taste of what your tool can do, they have to simply trust that…
- @canberktr (3): By the way here are some of the output examples: [https://drive.google.com/drive/folders/1n3oAtfF\_iAuRZDFDasU0WUQAOWDr86oq?usp=sharing](https://drive.google.com/drive/folders/1n3oAtfF_iAuRZDFDasU0WUQAOWDr86oq?usp=sharing)
开发者深度解析 Anthropic 新公布的 Claude 文本水印机制，指出水印无法区分 AI 生成与人工写作后经 Claude 翻译的根本技术缺陷及误判风险
Honestly, my first reaction to the announcement was mild panic. I reread it three times before it clicked: the marking applies to models launched on or after August 2, and every model you can pick to…
受众观点：①@Enfiznar 和 @tracehunter 就水印机制技术细节的争议揭示了大量用户对机制原理的误解，是科普切入口 ②@Imaginary_Dinner2710 指出翻译和风格改写等高频场景下的系统性误判问题，引发实质共鸣 ③@Full_Measurement_121 代表大量普通用户对为什么要担心水印的困惑，是解释教育的切入口
展开评论
- @Enfiznar (22): There's no way changing three commas makes it detectable
- @tracehunter (20): The faq says the opposite. If it only fixes few words and commas, how do you think it would ''mark'' the existing text without altering it?
- @tracehunter (15): Sorry, I was on my mobile so it's a pain to quote your passage and paste from the actual documentation. >Then I dug further and found the part that did make me angry, and it has little to do with the marking itself. The mark cannot tell a text the model wrote **from your own…
- @Imaginary_Dinner2710 (13): In short, It feels like a violation of some of your freedom in how you use tools, because I don't see an honest way to implement a watermark, especially considering several blatant cases where a watermark is added, yet it doesn't imply that the text was significantly processed b…
- @Full_Measurement_121 (10): "Honestly, my first reaction to the announcement was mild panic." Why tho?
多年软件工程经验的开发者首次为自己独立产品Splitceipt获得付费用户，且该用户带来了三到四个新用户
It might just be a dollar after taxes and what not but it matters so much to me as its my **first time building my own product** and someone buying it that it almost made me cry lol. I have been work…
受众观点：①@developer786 提示追踪第一个付费用户来源渠道（PostHog里挖到ChatGPT带来流量）②@Lonely-Grand-4587 等社区激励印证build in public分享里程碑的内容策略有效性 ③Splitceipt一个用户带三四个新用户暗示产品切入了高社交场景
展开评论
- @Lonely-Grand-4587 (7): Congrats, just a beginning.
- @alexandonie (7): This most likely feels unreal. To many more! 🍻
- @developer786 (3): congrats. this is the beginning of your journey. you should check from where you got your first paying customer as that's important detail to know and target. I got my first customer from chatgpt when I digged deep in posthog.
- @Upset_Law6325 (3): how does it feel like?
- @Earnova_architect (3): The first $1 is always the hardest and the sweetest. It validates that people actually find value in what you built. Congrats and keep pushing!" 
用Upwork购买UGC反应片段、用Claude和Codex自动拼接产品录屏、再经socialclaw API批量调度发布两个月TikTok内容的流程
*"I made an app, no idea how to do organic marketing, this is tuff".* Here's how to create **2 months worth of content** in half a day: 1. Create a TikTok account 2. Pay a UGC girl to give you 30-40…
受众观点：①@LifeFrogg 关注UGC反应视频放在品牌主账号是否显得垃圾 ②@AutobahnRaser 追问全链路实际成本数字 ③@No-Grand3283 说明独立联署账号而非品牌账号的业界常规做法
展开评论
- @karthiksudhan-wild (22): from OP. I am sure this will be a promotional post lol
- @LifeFrogg (6): Hey OP question, do these reaction vids go on your main brand account? Like I'm not on insta much but how does it look if your brand account has all these 'spammy' reaction face vids on them. Like I think of a lot of legit brands and they have more curated brand stuff but obviou…
- @chicken2202 (3): @No-Grand3283 OP I would like to know this as well!
- @No-Grand3283 (2): Most people who do this create a new account, with the UGC creator. Like an affiliate account that promotes your brand, rather than the brand itself
- @AutobahnRaser (2): Thanks for your tips! What are the costs for: Getting the raw video material, generating the video clip, posting it? Can you give some examples?
用户花费数周翻录近2TB个人DVD收藏后，寻求符合3-2-1备份原则中第三份异地备份的多TB云存储方案，社区集中推荐BackBlaze B2和Hetzner存储盒
Hey all, After investing weeks into ripping my personal DVD collection and I have nearly 2 TB of movies and data, I am realizing how devastated I would be if I lost everything. Currently I have a sin…
受众观点：①@SP3NGL3R、@South_Plant_7876、@BeautifulBlueNight三人连续附议BackBlaze B2，高度共识 ②@ar0na推荐Hetzner存储盒+restic，免出口流量费 ③AWS冷存储取回麻烦的问题作者已有认知
展开评论
- @SP3NGL3R (60): BackBlaze, B2 I think.
- @ar0na (33): Hetzner storage box with restic
- @Silly-Ad-6341 (16): Nice try FBI
- @South_Plant_7876 (11): Seconded. Works natively with restic too.
- @BeautifulBlueNight (7): Thirded (is that a thing?). Damn cheap, free egress, works with almost every frontend.
用户在CGNAT动态IP环境下运营NPM+CrowdSec VPS反向代理，本地应用误触暴力破解规则导致自家整个网络被封，探讨DDNS轮询白名单方案的竞争条件问题
Hey guys, I'm running a public VPS reverse proxy (NPM + CrowdSec) that tunnels back to my home lab. My ISP uses CGNAT, so my home IP is always changing. Recently, a background sync on my local machin…
受众观点：①@Practical_Air_2977三次回复推荐netbird自托管WireGuard mesh，固定内网IP彻底解决动态IP问题 ②@CWagner提供CrowdSec官方动态IP白名单文档，指出作者思路过度工程化 ③pangolin反向代理+WireGuard隧道作为另一套方案
展开评论
- @Practical_Air_2977 (13): I use my self hosted netbird so I don't need to use my public IP and don't have the problem
- @Practical_Air_2977 (3): Its like tailscale , basically a self hosted wirdeguard mesh network , for me it's better because I block all incoming traffic except the ports that netbird need and only talk over the wirdeguard connection so I also have a fix IP. Really love it
- @Practical_Air_2977 (3): Okay maybe pangolin is something for you ? Basicly reverse proxy on the VPS and you can connect the agent via wirdeguard so you also don't need duckdns
- @CWagner (3): Here’s the docs: https://docs.crowdsec.net/u/getting_started/post_installation/whitelists/#dynamic-ip-address OP really went out of their way to overcomplicate it ;)
- @thomaspatrick16 (2): Haven't really heard of this before. Can you tell me how does this work? Do I run a vpn tunnel to access my services?
独立开发者因厌倦 quittr 等 GPT wrapper 靠营销和订阅惰性赚钱，做了 freethe.app 展示如何用 vibe coding 免费复刻 25 款热门消费级 AI 应用
i got tired of seeing apps like quittr, cal ai, umax etc make millions of ARR when they are simple gpt wrappers that are primarily relying on marketing and people forgetting their subscription to con…
受众观点：①@GiBravo 点出创建只是产品生命周期的一小部分，维护和支持才是实际价值所在，态度最中立且有深度 ②@Sqooky 认为应该直接列 FOSS 开源替代品而非鼓励重复造轮子，提出执行层面的质疑 ③@antleredbear 对特定垂直领域语言学习应用的 AI 需求，代表垂直场景用户
展开评论
- @GiBravo (26): Nice name! Nice concept, although the bulk of effort and money goes into maintaining and supporting the app, creation is only small part of the whole lifecycle. I agree some apps are just wrappers, however not everyone would want to create and maintain everything. But kudos for…
- @reminiscent-fruitbat (12): Nice idea and implementation. Well done.
- @antleredbear (9): Wooooah that’s such a cool concept! I’d love to see more apps added over time! I’m specifically interested in language learning, and ChatGPT has been freaking awesome for it.
- @Sqooky (9): I guess something I'd consider is maybe just... list real world self hosted (granted I did see some code) alternatives instead of encouraging re-creation of the same thing over and over again? To me, it's just telling people to waste compute and build the same thing over and ove…
- @bobhawkes (6): Great work!
开发者为亚马逊Echo第二代全尺寸音箱替换原生固件，在Linux 6.1上实现Wi-Fi、蓝牙A2DP、AirPlay等功能，开源项目LibreEcho目标是让用户完全控制设备而非重建Alexa
https://preview.redd.it/qlivckaqnpjh1.png?width=2516&format=png&auto=webp&s=aebcaf52742be1cbfed0508be74670815b6dabb9 I've been working on replacing the software stack on a full-size secon…
受众观点：①@libreecho与@Eaglediksix关于AI辅助开发合法性的正面交锋，社区态度分化 ②与EchoMuse同类项目的对比，目标硬件不同 ③作者正招募有备用Echo Gen 2的测试者
展开评论
- @SloppolS (22): Is your project something similar to this? [https://github.com/wilbowes/EchoMuse](https://github.com/wilbowes/EchoMuse) I’m currently running EchoMuse on my rooted Echo Dot 2, and it’s been very stable so far.
- @libreecho (14): of course it is! But I'd take a slop cloud free echo over nothing at all :) People are of course free to not use it and continue using the closed firmware :) Edit: I get people hate AI code, or AI Slop, and thats fine, you dont have to use it. But this wouldn't have happened wit…
- @Eaglediksix (11): Nah, thanks for publishing, I'm not a big fan of ai slop but saying everything that is assisted by AI is slop is bullshit. Vibe away as long as you are honest about it (and it is not the 100x time someone did it)
- @libreecho (8): Yeah very similar by the looks of it and using the same payload too to access BROM. Not sure what kernel they are running or if using stock. One difference they are targetting Dot rather than the full fat Gen 2 Echo.
- @libreecho (8): Fair enough, I perhaps should have just kept it internal for our family. Thanks for the feedback
独立开发者发帖询问小众应用如何获取首批beta用户，评论区涌现出线下直销、付费广告、精准找痛点用户等具体策略
The thing I built is for a fairly niche audience. It is ready enough to be useful to someone, however I struggle to get anyone to actually test it. So far everyone that creates an account has just fi…
受众观点：①冷启动期首批用户获取的具体可执行策略（@Grand-Mix-9889 推荐线下面销，@medialantern 推荐小预算付费广告） ②如何锁定有真实痛点的人而非泛流量（@ausecko 强调找已经有问题的人） ③小众产品曝光路径选择
展开评论
- @Grand-Mix-9889 (7): Prep a demo on your laptop, include a video, bring a business card so people can scan your website QR code (or contact you), then bring an extra pair of balls and go knock door to door. Works every time but it can be nerve wrecking first few times. Good luck yo.
- @medialantern (3): You buy them. $5/day Reddit or LinkedIn campaign - it won't make you profitable but it'll prove out the product and you'll have users (or your answer).
- @ausecko (3): I would start with people who already have the problem. A small group of real users giving honest feedback is way more useful than trying to get hundreds at once.
- @ReleaseFlashy9582 (2): the extra pair of balls part is really the whole strategy tbh
- @iceman123454576 (2): He probably doesn't know how to find the people with that problem
一位创业者在冷启动期坚持每天公开聊产品，最终赚到人生第一个100美元在线收入的里程碑帖子
r/SaaS I did it! 🤩🔥 My first 100$ online!
受众观点：①@_SM_3672 代表早期创业者渴望可复制建议 ②@No_Computer_1247（作者）坚持每天必谈产品的冷启动信念 ③评论区是早期创业者互相打气的情绪场
展开评论
- @_SM_3672 (2): Congratulations bro I have also in journey if can gave me any advice
- @No_Computer_1247 (2): We're both on the right track so haha
- @No_Computer_1247 (2): 🔥🔥🔥🔥🔥🔥 thx bro!
- @No_Computer_1247 (1): Thx buddy! 🫶 Yeah, I only have one: never go to bed without talking about your project (no matter where, with whom, or how)
- @ziadamrr (1): Am doing that exactly btw
深度分析Claude Code输出存在语义废话的根本原因，并提出让Grok重写Claude输出的双模型工作流实践方案
Over the last two months, more and more people are starting to complain about the complete illegibility of Claude's output. And I don't think people realize that the problem isn't really verbosity in…
受众观点：①开发者在长上下文场景中对Claude输出质量劣化的强烈共鸣（@for_them_3 和 @monkeyDonkeyRhino 均有相似痛点） ②RLHF训练机制如何驱使模型产生高密度但低精度的语义输出 ③用多模型工作流绕过单模型局限的可行性
展开评论
- @SwingLightStyle (16): Congratulations. You re-learned that the RLHF model still hasn’t figured out how to prevent reward hacking.
- @for_them_3 (6): I am now on my desktop and had replied to OP below on Claude's Fable output when researching 7 AI companies (on my phone). Here are 2 examples: I asked Claude to look at earnings reports and 10-Q reports and see if any of the AI companies are profitable. Claude's output: **Front…
- @monkeyDonkeyRhino (4): This is an excellent analysis. I’m going to try redirect claude’s output to sol. Been doing a lot of analysis on earnings reports of 7 companies and no matter how many times I’ve tried I can no longer follow fable or Claude’s output. Every time, I ask it to explain one phrase in…
- @QueenSavara (3): I made it work using SimpleEnglish skill with Claude's Generał settings to force it on each and all responses paired with verbosity skills like "/one-sentence" with "/1s" alias which lliterally says "ouput must be 1 (ONE) singular sentence". It lliterally worked every time. You…
- @severed-identity (3): Gotta remember where "reasoning" came from. Researchers found out that if you let the model monologue a bit, and then throw that out and then answer the question, it scores significantly higher on tests and benchmarks. So now it's the standard. The actual text of the monologue i…
用户使用Cloudflare Tunnel暴露Nextcloud和Immich后询问安全性，社区指出CF Tunnel定位是公共网站流量路由工具而非访问控制，需叠加Authentik认证和国家过滤才算基本安全
To make my services accessible outside my local network, I’ve chosen to use Cloudflare Tunnels to expose services like Nextcloud and immich. Is the protection these services provide at the access poi…
受众观点：①@GolemancerVekk明确纠正CF Tunnel不是访问控制工具的认知误解 ②@Aretebeliever分享Authentik+国家过滤的实际配置经验 ③@Efficient_Win_3902提醒100MB带宽上限对Immich/Jellyfin大文件场景的影响
展开评论
- @Aretebeliever (27): Been doing it for awhile. Safe is variable. If you want to lock them down put them behind something like Authentik for increased security. I also turned on country filtering on my Cloudflare so that only US traffic can access.
- @KompetenzDome (8): There is no thing as "safe". There are only different approaches to risk management and mitigation. I personally expose most of my web-services to the internet using a VPS with Traefik as a Reverse Proxy. Everything sits behind Authentik. I disabled Password authentication for e…
- @GolemancerVekk (7): CF Tunnels are primarily designed for **public** websites so they won't keep anybody out by default. Their primary goal is things like caching and filtering out bots. So yes you absolutely must enable extra security.
- @newfoundking (6): This is the real answer. The internet is FULL of things, if you happen to be a person of interest for some reason, they are not safe without a LOT of work. However, if you're boring like the rest of us, there's not really anything worth putting real effort in on you, so country…
- @Efficient_Win_3902 (6): It's completely fine if you use security practices like using a reverse proxy, rate limiting and ideally oauth Worth pointing out CF tunnels have a bandwidth limit of 100mb, so for chunky files or videos your connection will break FWIW I use TailScale funnel and CF tunnels for v…
开发者为解决自己三款产品TikTok账号持续发帖难题，构建了slizo.io自动生成并发布slideshow内容，随后获得第一个付费订阅
A few weeks ago, I was sitting on three apps that I was actually happy with, but my TikTok accounts were basically doing nothing. I kept telling myself I'd start posting consistently, but I already k…
受众观点：①@Smooth_Doubt2290 强调第一个付费用户的动机分析（之前怎么做、为什么付$47）比MRR数字本身更有战略价值 ②@Fanaticseva 直接要链接说明帖子带来了真实产品发现欲望 ③社区对'scratch your own itch'路径的共鸣确认
展开评论
- @Smooth_Doubt2290 (3): That first payment is a good signal. Now I would figure out exactly why they paid. What were they doing before this? What made them try it? What made it worth $47? If the next 5 to 10 customers give similar answers, you have something much more valuable than MRR: a clear picture…
- @Medium-University219 (3): You can try . Let me know if it works .
- @Fanaticseva (2): link?
- @Medium-University219 (2): https://slizo.io
- @Prince-ow (2): That is really interesting !
一位 SaaS 创始人运营三个月、获得 155 个注册用户却零付费转化，公开问是否该放弃还是继续优化的决策困境
Out of exactly 155 real users, almost all only try the free plan once and don’t come back. Only 2 have came back and tried it again. No one has converted. I tried emailing them all but got no reply.…
受众观点：①@adeelraza86 指出问题在于第一次使用能否让用户拿到可用结果而非空仪表盘 ②@Smooth_Doubt2290 建议用 PostHog 追踪具体流失节点再决定改什么 ③@Comfortable-Two7027（作者）表示会改进免费计划主动给用户提供价值
展开评论
- @adeelraza86 (3): 155 signups with zero conversions usually isn't a pricing or product-quality problem, it's that nobody hit a moment where the tool did the work for them. For a prospecting tool that means the first session has to end with a usable list they'd actually email, not an empty dashboa…
- @Smooth_Doubt2290 (3): 155 signups means acquisition is working. The bigger issue is activation and retention. Before killing it, figure out where users drop off. Do they actually reach the core value of the product on their first visit? I would focus less on getting more signups and more on understan…
- @Comfortable-Two7027 (2): I’ll try to make the free plan more appealing, and also reach out the most active users again with something of value rather than just questions. Thanks for commenting
- @adeelraza86 (2): Sounds right, though I'd be careful about making the free plan more generous before you know where people stall. Watch a few of those active users use it live if you can, since the drop off point is usually obvious in 30 seconds and invisible in the analytics. Good luck with it.
- @Smooth_Doubt2290 (2): Yes, sounds worth testing. Just track whether users who download the list are more likely to come back and use the product again. If retention improves, you learned something. If not, you know the friction is somewhere else.
用户对TinyAuth、PocketID与Caddy反向代理协作关系感到困惑，社区高分回复用前门+保安+证件办公室三层房子比喻清晰解释了OIDC身份提供者与forward-auth中间件的职责分离
I've been bashing my head around this this last week. I can't for the life of me understand what's the role of any of these pieces of software and how they work together. I know I have skill issues a…
受众观点：①@the-head78（61分）用房子比喻完整解析三层职责，是本帖最有价值内容 ②@Aretebeliever分享用Authentik统一管理70+容器登录的实际收益 ③@j-dev补充PocketID与Pangolin/Traefik/Cloudflare Zero Trust的真实组合案例
展开评论
- @the-head78 (61): Think of your home services like rooms in a house: - Reverse proxy (Caddy) = the front door and hallway. It receives every visitor, decides which room they want, handles HTTPS certificates, and forwards the request. It does not know who people are, it only routes your traffic. -…
- @Aretebeliever (10): Idk if you are asking how these things actually work but for me I ended up installing Authentik for two reasons. 1) I was tired of remembering unique passwords for every selfhosted container (i'm at like 70 containers). Now I just login once and have access to everything. 2) it'…
- @j-dev (8): This is a very good description. It’s worth clarifying that you can sometimes have multiple authentication solutions working together, with one using the other, but either one could be used as the forward auth middleware. Pocket ID can be used as forward auth with a reverse prox…
- @ottovonbizmarkie (3): I use Pangolin and Pocket ID, and know how they work together. I'm not sure where TinyAuth would come in (I know you didn't mention it, but you did mention Pangolin, so this is trying to address you and the comment above). I assume this isn't needed because Pangolin has auth bui…
- @quiteCryptic (3): I also set up authentik recently and do very much recommend it. A bit of a learning curve but with AI and stuff it's not too hard to eventually understand
研究者在用线性注意力处理百万级 DNA 序列时发现长程召回率低至随机水平约25%，寻求突破固定状态压缩瓶颈的可行架构方案
Recently, I started working on DNA sequence modeling and decided to explore **linear attention**, mainly because DNA sequences can easily reach **1M tokens**, making standard softmax attention extrem…
受众观点：①ML从业者关注线性attention长序列真实局限（@saikat_munshib）②生物信息学与深度学习交叉研究者（@Teshier-Asspool）③hybrid架构设计工程师（@arcandor）
展开评论
- @saikat_munshib (18): This is the fundamental mathematical limit of compressing 1M tokens into a fixed-size hidden state, which is exactly why pure linear attention and Hyena fail at exact retrieval. To solve this for DNA, you basically have two viable paths: switch to a selective SSM with data-depen…
- @lazystylediffuse (8): https://www.pangram.com/history/2d001951-005e-4d49-8b71-f8ca41d1c9c8?ucc=FqLSb9B8T2l 100% slop Booooooooo
- @Teshier-Asspool (5): DNA is not information-rich over 1M base pairs (assuming you use single bp tokenization), that's why all the latest models are either SSMs or have some kind of dual architecture with U-Nets and low resolution attention. Also what is your needle in a haystack test ? Maybe it's no…
- @Atom_101 (4): https://arxiv.org/abs/2607.07386 Maybe scale up the storage capacity of linear attention?
- @arcandor (2): Might be the wrong lever for your application. For a 1M length sequence, putting it all into a LLM's context window seems like the wrong approach. I might be off the mark - are you researching LLMs and this is an example use case? Regardless, a small set of well defined tools to…
作者用WinterBreak方法破解闲置旧Kindle，改造成显示Proxmox运行时间、Uptime Kuma告警状态和天气的电子墨水家庭实验室仪表盘
A while ago I saw some posts in r/homeassistant about e-ink displays used as dashboards and wanted to try the same but for my homelab. So I bought a waveshare e-ink panel and bricked it pretty quickl…
受众观点：①@CrispyBegs想用来显示实时火车数据，@ZEUS_GMJ已独立完成类似项目，复现意愿强 ②不同Kindle型号的破解方法兼容性 ③可扩展展示Home Assistant等各类自托管数据
展开评论
- @xLaplus (13): that’s sick i like it
- @CrispyBegs (7): ohh i have loads of ancient kindles lying around. i want to set one up to display live trains from [https://github.com/HenryPenton/train\_dashboard](https://github.com/HenryPenton/train_dashboard) so i'm going to give your route a go, many thanks
- @ZEUS_GMJ (3): Dope! I did something similar a week ago too lmao [https://github.com/ZEUSGMJ/kindle-homelab-dashboard](https://github.com/ZEUSGMJ/kindle-homelab-dashboard)
- @mxdcodes (3): the Kindle pulls a PNG from an LXC on a loop and draws it
- @mxdcodes (3): WinterBreak is one Jailbreak option for the Kindle. Not every method works for every Kindle. It depends on the version you have but there [https://kindlemodding.org/jailbreak-wizard.html](https://kindlemodding.org/jailbreak-wizard.html) is a pretty good guide as starting point.…
首次独立开发者完整记录如何用Claude协作开发Unity游戏FrogPop，包括C#代码编写与视觉测试的分工
FrogPop is the first game I’ve ever built. It was inspired by Bubble Trouble, an old Flash game I played as a kid. You control a frog that pops bouncing bubbles with its tongue, and the bubbles split…
受众观点：①Claude辅助游戏开发的具体工作流程（如何描述需求、传递脚本上下文、处理错误） ②AI在视觉测试环节的局限性及人工介入的必要性 ③从零开发独立游戏并上架Steam的真实成本与分工模型
展开评论
- @Streakflash (13): double trouble
- @Novel_Bedroom_3466 (6): Nice. This is something I can appreciate.
- @Yadontech (4): Where did you get the assets from?
- @red_star_rising (3): The miniclip version was called "Bubble Trouble".
- @phatelectribe (3): You mean Pang
受Grok机器人头像启发构建的开源SVG动画编辑器Bloub，支持14种状态互相形变，目标是做成可感知代码状态的嵌入式UI库
I liked the Grok bot avatar when it came out and wanted to see if I could rebuild it in SVG. It ended up as a small morphing editor. There are 14 animation states and they morph into each other. You…
受众观点：①开发者对UI状态反馈动画组件的实际需求（@Pretty_Judgment5481 直接表示要用到自己的app） ②开源项目从个人玩具演变为可复用库的路径选择 ③无后端浏览器端工具实现导出SVG/GIF/MP4的技术实现
展开评论
- @Pretty_Judgment5481 (5): Thats so cool. Gonna use it in my app.
- @CapitalSecret6471 (2): Just the native macOS screen recording. Then I asked Claude to add a gradient background and some automatic zooms on the cursor at a few moments. It generated the whole thing in about 10 minutes with Python
- @CapitalSecret6471 (1): Haha thank you! Glad you like it 🙌 I’m planning to turn it into a package soon so it’s easy to use in apps.
- @xiduzo (1): Very cool! Can I also bring my own svgs? Then I’m going to use it for my avatar in [https://yap-yap.app/](https://yap-yap.app/)
- @CapitalSecret6471 (1): Yeah, that could definitely be a cool feature. I need to look into it though, because I guess it’s a lot of work to get good animations working with any random svg
作者 4artemi5 提出用可分离高斯之和（SSOG）替代标准 SDPA 的图像注意力机制，复杂度从 O(N²·d) 降至 O(N·√N·d) 且在 cifar100 上超越 SDPA
​ Scaled dot-product attention (SDPA) computes its Attention by computing the similarity-scores of all image-tokens with all query tokens which results in O(N²·d) complexity. SSOG (Sum Of…
受众观点：①ML研究者关注attention效率改进（@log_2 @4artemi5）②geometric attention探索者（@arcandor）③关注inference加速落地的开发者（@robobub）
展开评论
- @log_2 (12): Nice work. Have you looked into using a box kernel to approximate the Gaussian kernel? You only need 3 or 4 passes to very closely approximate a Gaussian, but in your case you may even get away with 1 or 2. Also separable so lets just consider 1D. You can compute the cumulative…
- @4rtemi5 (7): Interesting idea, but I haven't tried it honestly. From a learning-dynamics perspective I'm not sure how well it works though since with box kernels you will only get gradients on partly covered tokens along the edges and all other gradients will be zero. For gaussians instead y…
- @4rtemi5 (6): Thanks a lot for the feedback! I put a lot of effort into those visualization! :) Yeah I agree that language is a different beast and the geometric priors that make SSOG possible on images simply don't apply to sequential data like language. As I mentioned in the blog post I'm n…
- @robobub (3): What about as an inference time optimization?
- @arcandor (3): I've been pretty deep into geometric alternatives to attention, on and off for the past few months. Looking at things that are wild and nonstarters for much of the industry, such as deterministic encoders or holographic projections. The math is fun, but it's tough to compete wit…
有经验的开发者因Cursor近期大量bug及X收购安全顾虑寻求Cursor Tab自动补全功能的替代方案
I am an experienced dev that uses the Cursor's Tab autocomplete feature the most out of all. Yes, I also use the Plan -> Agent to build PoC only, but only for that, and this comes 3rd place after…
受众观点：①@Squidgical怀念2021年GitHub Copilot早期低温度不过度补全体验认为现代模型过于激进 ②@Caalyx用Zed加VS Code加Copilot加Claude Code threads组合替代Cursor的具体工作流 ③关注Cursor稳定性问题及X收购安全隐患的开发者
展开评论
- @Squidgical (10): Hands down the best auto complete I have ever used was GitHub Copilot early access, late 2021. It didn't try too hard, it didn't take too long, it was very low temperature and was something you could rely on to finish your statements. I find that modern models either give you a…
- @Caalyx (3): Copilot as a full product is totally different now. The UX in VS Code with Copilot is pretty equivalent to Cursor now.
- @Squidgical (2): And it's not that I don't think AI should ever be writing large chunks of code or making changes all over the place, it's just that if I wanted to do that I'd use the chat panel that's specifically built for doing this. I miss when autocomplete meant autocomplete, statistical pr…
- @Caalyx (2): I use Zed or VS Code with GitHub Copilot inline suggestions. Main LLM use is via Claude Code threads built into either editor.
- @ThePastoolio (2): I use CP with VS Code. I also only use autocomplete when it comes to AI coding, and CP does the job well enough.
webdev社区讨论主动尊重用户需求的光明模式设计范式，作为暗黑模式的对立面
I’m aware of the concept of dark patterns and how they can be harmful to users and consumers. Are there examples of forward thinking “light patterns” that pre emptively consider user needs over pushi…
受众观点：①@shadocrypto8推荐的humanetech.com框架把用户注意力视为有成本的资源 ②@Maleficent-Sale-611描述的最好的light pattern感觉不像功能只是软件在尊重你这一设计哲学 ③@dandy_g对dark patterns分类定义的具体例子纠正
展开评论
- @shadocrypto8 (8): I'd check out https://www.humanetech.com/. They have a lot of cool info and talks about human-centered technology design.
- @Jmackles (7): Maybe I could even ask for input on a web dev related community! Why even post if you aren’t going to be helpful?
- @dandy_g (3): Dark UX patterns and dark mode are two different things. Dark patterns are often used to push user to a specific outcome without them realising it. One such example might be a shopping cart with timer on placed items, creating a feeling of urgency and forcing customers to make t…
- @Mysterious_Voice_144 (2): yeah their talks are really solid, good rec
- @Maleficent-Sale-611 (2): oh nice, the humane tech crowd has been pushing this angle for years. a lot of it boils down to treating the user's attention like it actually costs them something, not just designing to extract more of it stuff like grayscale modes that kick in at certain hours, defaulting noti…
BugSmash 新上线的 HTML/ZIP 文件托管功能被恶意用户搭建赌博网站，24小时内引发 3710 万次服务器请求并导致间歇宕机的产品事故复盘
We recently released a feature called BugSmash drop (inspired by Cloudflare and Netlify drop) - where users can simply drop their html or zip and get a live hosted link in seconds. Idea was - users c…
受众观点：①@Jmacduff 批评缺乏流量限速导致单用户拖垮多租户服务 ②@PrizeSyntax 追问上传文件是否直接暴露在公网的安全隔离问题 ③@StockAd3210 调侃24小时才出事才叫惊喜暗示这是设计必然
展开评论
- @Jmacduff (7): Why would you build a open ended free host like that? I'm not throwing a rock but wow. My mind is blown :) For any free account I would expect at a minimum for you to set a max rate per project. you basically built a system where Customer A can degrade the experience of Customer…
- @Palnubis (2): Which is why you don’t do free stuff. One cunt or another will abuse it and cause issues.
- @PrizeSyntax (2): How in the hell could you let random ppl upload random stuff and basically let them execute smth on the server? Were the uploaded files directly accessible directly through the internet? I would quarantine they server, seriously
- @StockAd3210 (1): tbh the surprising part isnt that it happened, its that it only took 24 hours
- @desichica (1): If it can be misused, it WILL be misused.
独立开发者利用20个夜晚和周末打造 FormsReach 表单后端 API，通过 Dodo Payments 收到第一笔 $1.29 订阅付款，记录首个付费用户对冷启动的心理意义
I have been building **FormsReach** in leftover hours. **It is a form API / contact form backend. Point your website form at it. Instantly live. No style changes, no extra backend.** Submissions can…
受众观点：① @titanunveiled 问差异化竞争点，@SugarIndependent8689 回答"大多数表单后端只做 email，我需要表单投递到 WhatsApp 或 Discord"；② @SugarIndependent8689 透露正在开发 WordPress 和 Webflow 插件，Framer 已有插件，低代码平台集成是主要增长路径；③ @SugarIndependent8689 明确通过 build in public 在 X 和 Reddit 获得初始用户
展开评论
- @OneDreamEach (2): Grande !! bel progetto
- @SugarIndependent8689 (2): Thanks man. Not really chasing a big feature list right now. I am working on next is WordPress and Webflow plugin now, so those feel less like a manual setup and more like a normal install. Framer already has a plugin. MCP is still in progress. Most form backends are email and d…
- @SugarIndependent8689 (2): Yes, I also got a few people from X and Reddit through building in public.
- @titanunveiled (1): Congrats on the first user! Curious are you planning more features or what differentiates you from your competitors?
- @titanunveiled (1): Ok that’s pretty cool! Good luck!
独立开发者单人用 AI 编程工具开发跨平台应用 BonCadre，通过解析照片 EXIF 数据（含 GPS 坐标计算真实太阳高度角）给摄影爱好者提供构图、光线、色彩等多维度评分和具体改进建议
Hi everyone! I've spent the last months building BonCadre — a mobile app that analyzes your photos and coaches you to shoot better, solo (with plenty of help from AI coding tools, which made this pos…
受众观点：① @Relevant_Ad5790 指出用 GPS+时间戳可以计算实际太阳高度角和光源方向，@Speedy_Gonzaless 确认已实现，技术用户关注数据精确度；② @ForwardBit2727 质疑目标用户定位不清晰（新手 vs 进阶摄影师），@Speedy_Gonzaless 明确是"积极分享照片、想提升技能的摄影爱好者"；③ 评论区对订阅制商业模式无异议，说明用户接受 AI 功能收费逻辑
展开评论
- @Relevant_Ad5790 (1): 13:42 by itself doesn't mean harsh light, that depends on latitude and time of year. If the EXIF carries GPS you can compute the actual sun elevation and azimuth from lat/long plus the timestamp and coach on that instead of clock time. Same input you already read, and it also te…
- @Speedy_Gonzaless (1): Yes, if there is GPS data in EXIF - it's also counted
- @Relevant_Ad5790 (1): good, that's further than most apps take it.
- @ForwardBit2727 (1): cool concept tbh. who's the actual target here though? hobbyists picking up a camera for the first time, or intermediate photographers trying to level up? feels like the messaging and scoring thresholds would be pretty different for each
- @Speedy_Gonzaless (1): For now target audience that I am thinking of are hobbyists who actively post their photos and would like to improve their skills
独立开发者从个人纪念礼物项目失败，pivot到活动现场多人实时照片拼接产品MosaicBox的完整迭代故事
So this one took a weird path. I started it as an anniversary gift. Pulled together years of photos of me and my wife — us, the kids, holidays, even the dog — and turned them into one big mosaic imag…
受众观点：①产品需求验证的正确顺序（@Pjaerr 直接点出niche is better than broad的教训） ②从B2C个人用途转向活动场景的商业模式选择（@Particular-Career-60 解释per-event定价逻辑） ③无账号无app的低摩擦参与设计如何影响转化率
展开评论
- @Pjaerr (7): That's a nice idea, and pretty cool you pivoted into a niche, I'd be interested to hear if this works for you. I've read similar online where building something like an "Image Resizer" is harder to capture an audience than something like "Image Resizer for Twitter Header" which…
- @Particular-Career-60 (2): I'm in South Africa. Prices are in local currency ZAR. Open to change this if it's a need, our local payment gateway (payfast) accepts international payments. Currently, there is no album or gallery feature, this is what I want to build next. Just need to find time - hard with w…
- @mx_prepper (2): No login, live.. Do you have any mechanism to stop some asshole from posting dick pics into my live wedding mosaic?
- @Particular-Career-60 (1): On my list yeah - was looking into automated moderation with Amazon's recognition, or Google Vision Safe search. Or simply an image queue where the host moderates incoming images. Or don't invite assholes to your wedding
- @flammable_donut (1): Can't swipe/enlarge/zoom on a mobile device so not really sure what I'm looking at. You need something on the page to better illustrate how it works, on a small device screen.
独立开发者在学习 Python 期间为自己的观影俱乐部 Return by 9 打造社区网站，集成"租片"承诺机制、个性化口味画像推荐和数字收藏品激励体系
hi everyone! half a year ago my friend and I started a pretty simple movie community called Return by 9 just to discuss film/things we watched/share memes/discover new stuff. I happened to be in the…
受众观点：① @Plastic-Day2066 最关心"租片是怎么运作的"，核心机制是链接流媒体服务后5天内观看并点击 return，游戏化承诺机制的设计逻辑最受关注；② @SmoreThanYouKnow 表示愿意参与 beta 测试，说明垂直社区工具有真实用户兴趣；③ @Deleore 作为真实用户认证"把我变成了电影爱好者"，证明产品在小圈子内有留存效果
展开评论
- @malchiik (2): always! there should be a discord link on the splash page in the bottom footer but if you just want to get started now you can click "login" and it should let you get it in wit a google acct <3
- @Plastic-Day2066 (1): sounds cool. how does the renting work?
- @malchiik (1): you link your streaming services in settings, clerk finds you a film that you have access to (or you just find one yourself), then you have 5 days to watch it before you start accumulating "late fees". once you watch it you press the 'return' button on the site, leave some thoug…
- @SmoreThanYouKnow (1): Cool concept. I’d be interested in beta testing if y’all need extra help.
- @Deleore (1): RB9 turned me into a movie guy, can vouch for how fun and engaging it is <3
开发者基于 Claude Code 构建自动生成产品发布动态视频的 harness，让 Claude Code 把产品描述转化为 DOM 和 SVG 动画并导出 1920x1080 的 mp4，首先为自己的开源 agent IDE 49agents 生成了36秒无声循环宣传视频
the video is for 49agents, an open source agent ide. 36 seconds, no sound, first frame is the same as the last so it loops forever. the harness is not a prompt. claude code writes the beats and build…
受众观点：① @medialantern 提交了 footholdfoundry.com 换取免费视频，关注创业基础设施工具能否通过视频更好地传达价值；② @haciensus 提交了 Aether terminal observability 工具（面向 Claude Code 和 Codex 用户），说明 Claude Code 生态工具作者在积极寻找低成本推广方式
展开评论
- @medialantern (2): [https://footholdfoundry.com](https://footholdfoundry.com) is "Everything but the code" for startup founders: validation, competitive analysis, pricing strategy, branding, launch planning, and (coming soon) even marketing. It's basically a "database of context" for everything th…
- @haciensus (2): Aether is an open-source terminal observability tool built for developers working with AI coding agents like Claude Code and Codex. It provides a real-time view into agent sessions—including token usage, costs, tool calls, sub-agents, and quality signals—through a fast, develope…
个人静态网站实现了无需专用软件的浏览器端后量子密码加密，通过URL哈希片段实现一键私信和日记加密功能
Hi everyone!! I made my own personal static website inspired by my friend's Carrd. I decided to implement a post-quantum PGP-like scheme, except it all runs in the browser, needs no specialized softw…
受众观点：①浏览器端加密能否真正零依赖落地（@Ok_Spot2455认为一键URL方案genuinely clever）②McEliece/UOV等非主流后量子方案的实际可用性 ③libsodium-XChaCha-SIV等具体密码学库的选型依据
展开评论
- @Ok_Spot2455 (2): the browser-based encryption with no software needed is a nice touch. i tried building something similar once and ended up with a key management nightmare that killed the whole project. getting it down to a single URL hash is genuinely clever
- @failingapbio (1): [https://diaryof.me/w/#JmNzD9jLVRqbPZkmylJBDSfbxLGg5CeHF5PY0aAMu174sXHtJP2ApSF2DaCk7gKTWfHfgyh3oU96oLnkFjRt6qzBYj2aV4LyhixVA8CnV434\_oN0N8SGs2FE-FWPisRRLrBa96M5W5pp\_NhBj045lluqXKF4Wcq\_y-7es8-l7UYFOw42qL70mK0icWye4cG8oCMXKoPoVliqu-Q](https://diaryof.me/w/#JmNzD9jLVRqbPZkmylJBDS…
- @failingapbio (1): thank you! yes I store my .mkey and .ukey file on site. how did your key management go wrong? how did your project work? do you think it's worth putting on hacker news if my account ever gets permission to post on show hn?
探讨社区机器人能否成为独立微型 SaaS 品类，专注于解决付费社区内会员管理、支付和权限分配等拼接工具的痛点
When people talk about community bots, I still think most picture moderation, support tickets, welcome messages, that kind of thing. But there are a lot of workflows inside paid communities that peop…
受众观点：①@Chamezz92 指出 Discord 已有内置支付机器人生态 ②@moderngl1 认为付款后权限授权和退款处理是最核心痛点 ③@Individual_Snow7777 提到 Towns 平台机器人可独立持有权限和付费功能
展开评论
- @Chamezz92 (1): Discord kind of has a micro-economy like this. With tools/bots that live entirely within Discord, including the payments. Worth checking out.
- @moderngl1 (1): The interesting wedge is probably the workflow after payment, like granting access and handling refunds, since communities already hate stitching that together. Which platform feels easiest to build this into?
- @Individual_Snow7777 (1): If a bot handles something valuable enough inside a community, paying monthly for it doesn’t feel that different from paying for SaaS. That’s part of what caught my attention with Towns. Bots can have their own permissions and paid functionality inside the community, which opens…
一款用 Swift 开发的免费开源 macOS 原生应用 Keyty，在录制教程或演示时把键盘按键和鼠标操作实时叠加可视化显示在屏幕上
If you’re recording a tutorial, demo, or stream, it’s often useful for viewers to see exactly what you’re pressing without breaking their focus. That’s why I built Keyty - free, open-source native ma…
受众观点：① 无评论数据（帖子新鲜度 6h），作者在主动征集从事教程录制、demo 和 screencasts 的开发者的功能需求，问题聚焦在"现有工具通常缺少什么"
展开评论
- _无评论_
用国际象棋残局数据复现ECA（Efficient Channel Attention）实验，发现k=1单参数版本效果已超越SE注意力机制
[ECA](https://arxiv.org/abs/1910.03151) was positioned as a successor to [SE](https://arxiv.org/abs/1709.01507). The idea behind ECA is quite simple. Unlike SE which reduces the channel means into a…
受众观点：①@canbooo 指出研究者先堆想法等结果出来再倒推合理性的普遍现象 ②k=1竟然匹敌k=3引发的核心假设质疑 ③合成数据集规避分布偏差的基准测试方法
展开评论
- @canbooo (4): Cool findings - It is not surprising to me (or new) that researchers throw 100 ideas at a problem until sth. sticks and then they justify the intuition why it works. I agree that it was negligent to not have made a proper ablation study on the very mechanism they were justifiyin…