Claude Code 下个版本将默认在后台并行运行子代理，用户可以一边继续和 Claude 对话一边让子代理在 IDE 里干活，前台运行则通过对话显式切换。
In the next version of Claude Code: subagents run in the background by default, so you can keep talking to Claude while your subagents work If you want your agent to run in the foreground, just tell… ① 开发者关心 IDE 内代码审查和选择体验，希望有类似 Cursor 的逐文件 review 流程（@tadasgedgaudas, 25likes） ② 一些用户疑惑现在是不是已经在并行跑子代理，说明对现有能力和即将更新的差异不够清楚（@yheushen, 21likes） ③ 有人担心 Claude 在用户没盯着时后台"自己干活"带来的不可控和安全问题（@HarryRead33, 8likes） ④ 还有用户关心这对 claude -p 等高级用法的兼容性和 token/上下文消耗（@UnforcedAG, 2likes；@ameyaaii9dc, 2likes）
这条 HN 讨论围绕一篇实测文章：用LLM自动筛选简历时，同一份简历多次打分结果差异巨大，评分规则还严重偏向开源和个人项目，引发工程师和招聘方对AI简历筛选公平性和随机性的激烈争论。
① 正在找工作、担心被AI筛简历误伤的软件工程师 ② 想用LLM自动化筛选候选人的小公司技术负责人和HR ③ 做AI工具、考虑把简历解析和打分做成产品功能的独立开发者。
Claude Code 下个版本将默认在后台并行运行子代理，用户可以一边继续和 Claude 对话一边让子代理在 IDE 里干活，前台运行则通过对话显式切换。
① 开发者关心 IDE 内代码审查和选择体验，希望有类似 Cursor 的逐文件 review 流程（@tadasgedgaudas, 25likes） ② 一些用户疑惑现在是不是已经在并行跑子代理，说明对现有能力和即将更新的差异不够清楚（@yheushen, 21likes） ③ 有人担心 Claude 在用户没盯着时后台"自己干活"带来的不可控和安全问题（@HarryRead33, 8likes） ④ 还有用户关心这对 claude -p 等高级用法的兼容性和 token/上下文消耗（@UnforcedAG, 2likes；@ameyaaii9dc, 2likes）
这条 HN 讨论围绕一篇关于 Qwen 3.5 等开源模型表现的帖子展开，很多人对比了在本地跑 Qwen 和 Llama 的体验、硬件需求以及AI公司大量买GPU导致个人自托管成本上升的问题。
① 想在Mac或家用服务器上本地跑Qwen、Llama等模型的开发者 ② 做AI工具、需要在"自托管 vs 调用云API"之间权衡成本和性能的独立开发者 ③ 对开源模型迭代和硬件需求敏感的工程师和技术爱好者。
这是一个名为 ai-values.com 的在线测验项目，基于对 15 个主流大模型在价值观与人格题目上的系统实验，让用户通过答题匹配自己最接近哪一个 LLM，并展示各模型在税收、战争、枪支、道德困境等议题上的差异与偏好
这是一个名为 ai-values.com 的在线测验项目，基于对 15 个主流大模型在价值观与人格题目上的系统实验，让用户通过答题匹配自己最接近哪一个 LLM，并展示各模型在税收、战争、枪支、道德困境等议题上的差异与偏好。
受众观点：评论区最集中的关注点有三类：一是具体模型在政治与道德题上的“人格标签”，例如 r/ClaudeAI 中 @Substantial-Yam3769（score 100，平台 Reddit）调侃“Grok showing his origin”，呼应 Grok 在富人税等问题上的明显亲富人立场；@Swayre（score 37，Reddit）吐槽“‘应该给穷人还是富人加税？’‘哇它们都选给富人加税！’”，说明大家在看不同模型如何回答典型左/右派问题。二是题目设计过于二元、缺乏细腻度，@Popular_Try_5075（score 30，Reddit）希望有“我一个都不选”的第四选项，认为当前问题把复杂立场压扁成简单左右对立。三是用户与模型的“人格匹配”体验，比如 @ChemicalNo9880（score 19，Reddit）发现自己与 Gemini 模型高度匹配，并反思长期深度使用 Google 生态是否塑造了自己的世界观；在 r/MachineLearning 里，@XGDragon（score 2，Reddit）则从实验方法角度提问是否在多次提问时改变措辞、是否考虑不同语言提示对结果的影响，作者 @DarkyPaky（score 1，Reddit）回应因为 API 成本限制，主要保持措辞一致并通过随机化选项顺序来控制偏差。这些讨论表明受众既把它当成有趣的“人格 MBTI for LLMs”，也认真关心实验设计是否足够严谨、结果是否能反映真实的对齐差异。
Claude Code 下个版本将默认在后台并行运行子代理，用户可以一边继续和 Claude 对话一边让子代理在 IDE 里干活，前台运行则通过对话显式切换。
In the next version of Claude Code: subagents run in the background by default, so you can keep talking to Claude while your subagents work If you want your agent to run in the foreground, just tell…
受众观点：① 开发者关心 IDE 内代码审查和选择体验，希望有类似 Cursor 的逐文件 review 流程（@tadasgedgaudas, 25likes） ② 一些用户疑惑现在是不是已经在并行跑子代理，说明对现有能力和即将更新的差异不够清楚（@yheushen, 21likes） ③ 有人担心 Claude 在用户没盯着时后台"自己干活"带来的不可控和安全问题（@HarryRead33, 8likes） ④ 还有用户关心这对 claude -p 等高级用法的兼容性和 token/上下文消耗（@UnforcedAG, 2likes；@ameyaaii9dc, 2likes）
展开评论
- @tadasgedgaudas (25): @bcherny okay but can you add a more comfortable code selection feature and a nicer way to review the code directly in the IDE? Similarly like Cursor has with "review next file" thank you
- @yheushen (21): @bcherny @bcherny, do we not have subagents run by default in background/parallel already? I'm already seeing this.
- @HarryRead33 (8): @bcherny so Claude is just going to be doing stuff while I'm not even looking now. what could go wrong
- @UnforcedAG (2): @bcherny How well does this work with claude -p?
- @ameyaaii9dc (2): @bcherny How would this affect token usage and context when you talk to claude code while there are a subagents running. Can you create more tasks?
Claude 宣布通过 Microsoft Foundry 在 Azure 上正式 GA，企业用户可以直接在 Azure 环境里使用 Claude Opus 4.8 和 Haiku 4.5，并接入 Azure 的认证和计费体系。
Claude in Microsoft Foundry is now generally available, hosted on Azure. Azure customers get Claude Opus 4.8 and Claude Haiku 4.5, with Azure authentication, billing, and commitment retirement. https…
受众观点：① 官方补充说明推理在 Azure 基础设施上运行，由 Anthropic 运维，并已支持 prompt caching 和 extended thinking 等高级能力（@claudeai, 99likes） ② 有人把这类更新当成 Claude 生态的日常节奏，期待更多功能持续落地（@JohnGregQuantum, 21likes） ③ 部分用户关心其他模型家族如 mythos/fable 是否也会登陆 Azure，体现出对模型阵容完整性的期待（@s41r4j, 19likes） ④ 也有人用游戏梗调侃，把这次发布类比成"fable 5 回归"式的大作上线（@tinyblue_dev, 8likes）
展开评论
- @claudeai (99): Inference runs on Azure infrastructure, operated by Anthropic. Prompt caching and extended thinking are supported today, with more capabilities on the way. Read more: https://t.co/9MILqQYun4
- @JohnGregQuantum (21): @claudeai Another Claude Update another day in the office! https://t.co/9W2gpp6bvG
- @s41r4j (19): @claudeai Where is mythos / fable !?
- @MartinTale (9): @claudeai https://t.co/juKDECaISU
- @tinyblue_dev (8): @claudeai weird way to announce fable 5's return
dylan 用段子调侃湾区"超能力"文化，称自己最大的本事是能和自闭症人群顺畅沟通。
people in SF be like what's ur superpower "i won the imo" "i got 3900 on codeforces" "I can beat all the leetcoding" Mine is that I can communicate with autistic people.
受众观点：① 跟着玩梗，把 dylan 称作"autistic farmer"等自嘲式称呼的熟人圈（@jxnlco, 28likes） ② 觉得"我能打败所有 leetcoding"这句特别好笑、转发配图二创的用户（@quantzoid, 27likes） ③ 有类似社交体验、用表情包和截图表达共鸣的技术圈朋友（@MainzOnX, 9likes）
展开评论
- @jxnlco (28): @dylan522p autistic farmer
- @quantzoid (27): @dylan522p "I can beat all the leetcoding" https://t.co/XEKVGyIMBL
- @MainzOnX (9): @dylan522p So can I https://t.co/8gXa8ybvBz
- @insane_analyst (8): @dylan522p Reeeeee
- @Taylor_GPT (7): @dylan522p https://t.co/lAmq8pLxoM
scaling01 爆料 xAI 计划在七月发布 1.5T 模型、八月发布 2T 模型，并得到 Elon Musk 本人确认。
Sounds like we will get the 1.5T model in July and the 2T model in August
受众观点：① 关注 Elon Musk 亲自确认时间线、对 xAI 模型迭代节奏感到兴奋的用户（@elonmusk, 2226likes） ② 担心自己一句玩笑话给 xAI 员工"立死亡线"的吃瓜群众（@patience_cave, 17likes） ③ 质疑一味堆参数、认为忽视算法和质量细节会导致"烧算力出平庸结果"的技术评论者（@sdmat123, 2likes）
展开评论
- @elonmusk (2226): @scaling01 Yes
- @patience_cave (17): @scaling01 bro just manifested a bunch of deadlines for xai employees
- @sdmat123 (2): It's the wrong damned unit. Elon clearly has a deep seated conviction that AI is just a matter of compute + data and all you need to do is engineering to scale up models. That's correct if you look at the problem from orbit but it ignores the enormous quality and performance dif…
- @Tuxsoia (2): @scaling01 I wonder why they go from 1.5T to 2T and not something like 3T (which would 2x it) or 5T or something. Feels like a very incremental scaling essentially since he said weeks (months?) ago that a 10T is already in training. Probably abandoned that run and will restart i…
- @Tesler914 (2): @scaling01 Blah, blah blah
ClaudeDevs 分享 Boris 采访 Spotify 工程副总裁 Niklas Gustavsson：Spotify 每天有约 4500 次生产部署，且 73% 的 PR 已经由 AI 辅助完成。
Boris sat down with Spotify VP of Engineering Niklas Gustavsson. Spotify ships 4,500 production deploys a day, and 73% of PRs are now AI-assisted. https://t.co/Bc0xPduumG
受众观点：① 官方补充细节称 Niklas 会在 tmux 里同时开 5-10 个 Claude 会话，每个对应一个 git worktree，让 agent 在 2000 万行级别的 monorepo 里后台工作，且实际效果比预期好（@ClaudeDevs, 81likes） ② 不少人质疑"4500 次部署/天"的意义，认为产品十年如一日，看不到这些部署对终端用户的可见价值（@CasinelliG, 28likes） ③ 有人好奇这么多部署中真正触达用户的比例，以及是否只是内部服务或小改动在频繁上线（@crmbennetton, 16likes；@dogukanbuilds, 11likes） ④ 也有人强调"不是你 ship 多少，而是你 ship 了什么"，质疑高频部署是否掩盖了产品方向问题（@anees_aslam_ai, 8likes）
展开评论
- @ClaudeDevs (81): Niklas keeps 5 to 10 Claude sessions running in tmux, one per git worktree, agents working in the background. All of it inside a 20M+ line monorepo. He expected agents to struggle at that size, but it's worked well. https://t.co/69pBNKFwYC
- @CasinelliG (28): @ClaudeDevs Product looks the same for the last 10 years. What are they deploying?
- @crmbennetton (16): @ClaudeDevs 4500 a day? How much of that reachs the end user? 😅
- @dogukanbuilds (11): @ClaudeDevs What are they pushing with 4,500 deploys ?A DAY? A DAY? Can someone enlighten me?
- @anees_aslam_ai (8): @ClaudeDevs 4500 deployment, and most importantly nobody likes them. It's not how many you ship, its always what you ship ?
Greg Isenberg 提出"卖 AI agent 是新一代卖 SaaS"，暗示未来产品形态会从固定功能订阅转向按智能代理能力收费。
Selling AI agents is the new selling SaaS
受众观点：① 有人困惑 agent 本身在 Claude Code 等工具里几乎是"免费"的，为何还能单独卖钱，尤其是面向不会自己搭 agent 的非技术用户（@chrisreedbates, 11likes） ② 有评论把这种模式概括为"intelligence as a service"，把智能本身当成服务来卖（@HarshitKhemani, 8likes） ③ 也有人指出和传统 SaaS 不同，卖 agent 时卖家必须帮买家想清楚能拿它做什么，增加了教育和方案设计成本（@Lintilla369, 8likes） ④ 还有人调侃"agents as a service - AaaS"，以及质疑愿意为此付费的客户是否真的理性（@opey_aro, 5likes；@sabby_eth, 5likes）
展开评论
- @chrisreedbates (11): @gregisenberg I really have a hard time understanding this... making an agent is free beyond your subscription to Claude Code or Codex. Are there any agents that are out of the box amazing for a non technical person who won't learn to make an agent him/herself?
- @HarshitKhemani (8): @gregisenberg intelligence as a service
- @Lintilla369 (8): @gregisenberg Yes, difference is that with a SaaS functionality are predefined, selling an AI agent seller needs to identify what buyer can do with it. A bit trickery in my view.
- @opey_aro (5): @gregisenberg lol - agents as a service - AaaS
- @sabby_eth (5): @gregisenberg It's honestly so stupid, but the clients are equally dumb to pay for this
Vercel CEO Guillermo Rauch 预告本周将发布"酝酿十年"的重大更新，并在评论区吊胃口让大家猜测可能与容器等基础设施相关的新能力。
So excited for the @vercel ships this week… some would say a decade in the making. any guesses? https://t.co/zL0V3vXV1N
受众观点：① 有人半开玩笑地猜测 Vercel 会发布"量子容器"等全新形态的运行环境，体现出大家对底层基础设施革新的期待（@Hiraweb3, 11likes） ② 多条评论都在问能否"终于不用再用 Docker 了"，说明开发者对简化容器配置和镜像管理有强烈需求（@just_jd_2261, 5likes） ③ 也有人直接喊出"containers"相关的猜测，认为这次 ship 很可能围绕容器体验的改变（@LukeberryPi, 3likes；@tedbrine, 3likes；@toddgeist, 2likes）
展开评论
- @Hiraweb3 (11): @rauchg @vercel @timer150 Vercel dropping quantum containers? 👀
- @just_jd_2261 (5): @rauchg @vercel @timer150 Do I finally get to stop using Docker?
- @LukeberryPi (3): @rauchg @vercel @timer150 something something containers
- @tedbrine (3): @rauchg @vercel @timer150 if vercel drops containers you'll have a new client lol
- @toddgeist (2): @rauchg @vercel @timer150 Containers !!!
Gergely Orosz 点名批评一位创始人把整个业务外包给 AI，导致输出充满 AI slop 和噪音，让人怀疑对方是否真人，从而完全不想与之合作。
Naming and shaming a founder who has outsourced their complete business to AI, resulting in AI slop, noise, and me not wanting to ever talk to them. I am not even sure any more if this is a real pers…
受众观点：① 有人吐槽连邮件里"只要 2 分钟"的话都懒得自己写，说明收件人对全自动 AI 外联极度反感（@BearHuddleston, 22likes） ② 也有评论尝试为对方辩护，认为应用本身看起来还算有意思，未来也许允许工程师靠好点子和 AI 成为一人公司（@GarrittyOf, 11likes） ③ 有人指出更"元"的问题：连你最终互动的那个人都可能不是真人，而是 AI 人设，这种元层面的虚假感让人更难建立信任（@arvidkahl, 11likes） ④ 还有人顺藤摸瓜看了对方网站，吐槽连滚动劫持这类糟糕 UX 都没处理好，加深了对品牌的负面印象（@cs_serdar, 9likes；@fagamericano, 6likes）
展开评论
- @BearHuddleston (22): @GergelyOrosz "Takes 2 minutes." They couldn't even take 2 minutes to write their own email.
- @GarrittyOf (11): @GergelyOrosz I'll play devil's advocate here. The app actually looks moderately interesting. It might not be a bad future where every engineer with a good idea can be a one-person company.
- @arvidkahl (11): @GergelyOrosz ha, now THAT is meta slop: when even the person you ultimately interact with isn't real
- @cs_serdar (9): @GergelyOrosz I went on their website out of curiosity, and it's one of those that hijack your scrolling. I'd forget about it just because of that.
- @fagamericano (6): @GergelyOrosz Didn't even bother removing the em dashes haha
OpenCode v2 新增子代理和 shell 管理界面，用户可以查看当前运行的任务并方便地将其后台化或直接终止。
in OpenCode v2 there is a new subagent/shell management ui you can see what's running and easily background or kill it https://t.co/JNAQTDfuhq
受众观点：① 有人直接追问 OpenCode v2 目前在哪里获取，说明版本发布和分发路径对早期用户还不够清晰（@chribjel, 11likes） ② 有用户希望在侧边栏看到包含子代理在内的总 token 使用量，而不仅是当前 agent 的消耗，以便更好地管理成本（@WaryaWayne, 4likes） ③ 也有人关心是否会集成类似 Claude Code ultracode mode 那样适合复杂规划/研究任务的模式（@sockthedev, 2likes） ④ 还有人询问 UI 形态，是仅有 TUI 还是会有桌面版，并用玩笑方式肯定"能随手 kill 代码"的交互（@shnuit, 0likes；@sherrimc2, 0likes）
展开评论
- @chribjel (11): @thdxr okay thanks but where is opencode v2?
- @WaryaWayne (4): @thdxr For v2 can you include a total calculation of tokens used? In the sidebar we only see current agents token usage but it would be cool to have a total usage including subagents. Keeping current chats token usage is important I understand. Show us total tokens used in subag…
- @sockthedev (2): @thdxr have you played with ultracode mode from claude code? any plans to integrate similar into opencode? it's super cool for very complex planning / research tasks.
- @shnuit (0): @thdxr cool, but tui only? desktop?
- @sherrimc2 (0): @thdxr Finally a UI that lets me kill my code like it's a bad date, not just my patience.
Matt Pocock 分享他首次尝试搭建一个完全由 agent 管理的 Karpathy 风格个人 wiki，每隔几小时自动抓取 X、Discord、Gmail 等内容作为未来循环的知识环境。
Doing my first ever experiments with a personal, entirely agent-managed Karpathy-style wiki X, Discord, Gmail are all being ingested into it every few hours This is the knowledge base that will serve…
受众观点：① 作者自己也承认目前好不好用还不确定，关键在于后续叠加的 workflow/agent 是否真正有用（@mattpocockuk, 27likes） ② 有人好奇底层是否使用了 Google 的 OKF 之类的数据框架来管理多源数据（@WuDavidxx, 7likes） ③ 也有人分享自己踩坑经历：多层 agent 互相加工导致"slop 叠加 slop"，信息质量越来越差（@thomasmustier, 3likes） ④ 还有人关心具体实现细节，比如是否用 Obsidian & QMD，以及当不同来源对同一主题说法不一致时，agent 是合并还是简单追加（@MoizIbnYousaf, 2likes；@hello_code_, 1likes）
展开评论
- @mattpocockuk (27): I don't really know if it's good yet - it'll only become good if the workflows/agents I layer on top prove useful.
- @WuDavidxx (7): @mattpocockuk do u use Google's OKF for the data？
- @thomasmustier (3): @mattpocockuk ooh v curious to hear how this gets on // if you find an implementation you like !! i had a few false starts where layers of slop begat more slop and never fully fixed (agent pulls source -> adds some interpretation -> another agent synthesizes over the inter…
- @MoizIbnYousaf (2): @mattpocockuk Are you using Obsidian & QMD or something else ?
- @hello_code_ (1): @mattpocockuk how are you handling conflicts when the same topic shows up differently across sources, does the agent reconcile or just append?
Vercel 宣布上线 Voice agents 能力，让开发者可以在现有前端和函数基础上快速接入语音交互代理。
Voice agents now on Vercel
受众观点：① 开发者关注能否直接把现有 agent 项目升级为语音版本，减少自建语音管线的工作量（@bruvimtired, 2likes） ② 有人单纯为新能力感到兴奋，期待用在自己的 side project 上（@uxgodwin, 2likes） ③ 部分用户关心语音质量，希望能用上 ElevenLabs 等第三方语音服务做更自然的声音（@HarshitKhemani, 1like）
展开评论
- @bruvimtired (2): @rauchg going to add voice to my bruv agent now
- @nickoates_ (2): @rauchg you just had to be there https://t.co/1eTou1p4vd
- @uxgodwin (2): @rauchg Nice one 🤝
- @HarshitKhemani (1): @rauchg @rauchg's voice via @ElevenLabs when? 👀
- @orcdev (1): @rauchg I wonder how expensive this is, I have one awesome idea have to test it out
scaling01 原本称 Cursor 的 1.5T+ 模型即将上线，随后发现只是 iOS 应用更新并表示失望。
Cursor's 1.5T+ model is coming today
受众观点：① 看到后续澄清链接，意识到并非新模型而是其他更新、对营销方式感到"cringe"的用户（@scaling01, 99likes） ② 指出这次只是 iOS 应用发布、帮忙澄清误解的跟进者（@DVirilis, 5likes） ③ 关注 Cursor iOS 客户端、对移动端写代码和改稿场景感兴趣的开发者（@LexnLin, 5likes; @John_lussier_, 3likes）
展开评论
- @scaling01 (99): nvm they are cringe https://t.co/aTSJmHBfmw
- @DVirilis (5): @scaling01 Nevermind, it was just this https://t.co/tiZhWLP3DZ
- @LexnLin (5): @scaling01 i think it's their ios app
- @John_lussier_ (3): @scaling01 It's their iOS app. https://t.co/ob9w2SpYzY
- @Kick4642 (2): @scaling01 How much do you think it will cost?
Vercel 创始人分享 Next.js 在 Turbopack 和文件系统缓存上的大幅性能与内存优化，专门应对大量 AI agents 频繁执行 next build 的场景。
Massive performance and memory usage improvements in @nextjs. Turbopack's bet on the filesystem cache pays off greatly in a world of agents hammering 𝚗𝚎𝚡𝚝 𝚋𝚞𝚒𝚕𝚍.
受众观点：① 一些开发者吐槽 .next 目录长期不清理会占用几十 GB 内存，希望新缓存机制能缓解本地开发资源压力（@Thosch_io, 2likes） ② 有人认为 Turbopack 的改进本质上是对底层工具链长期技术债的还账，而不是"魔法般"的性能革命（@adelbucetta, 1like） ③ 也有人调侃 next build 一直很慢，只是现在被 agents 高频调用后问题被放大到不得不优化（@bygregorr, 1like）
展开评论
- @Thosch_io (2): @rauchg @nextjs I need this, if I don't delete the .next folder often it grows to use 30+ gb ram with npm run dev
- @adelbucetta (1): @rauchg @nextjs turbopack's innovation is actually just a small tweak to the way we've been doing web dev for decades think about it, every time a new framework 'improves' performance, what's really happening is we're making the underlying tech less terrible, not somehow magical…
- @bygregorr (1): @rauchg @nextjs ngl next build was always this slow, agents just made it embarrassing enough to finally fix
- @DcJai12 (1): @rauchg @aurorascharff @nextjs Release stable now! :D
- @thiago_peres (0): @rauchg @nextjs Does the cache work across worktrees?
dylan 指出大家担心中国模型被封禁的同时，很多已有营收的 AI 初创公司却集体陷入"预训练情结"，纷纷想自己训大模型。
Everyone is concerned about Chinese models being banned The entire ecosystem of successful AI startups with real revenue are all catching pretrainitus simultaneously.
受众观点：① 认为真正该担心的是中共可能封杀开源模型、而非美国禁令的安全和政策观察者（@chris_gorin, 8likes） ② 指出如果大厂价格不降，企业也会被迫自建模型的行业从业者（@JakeKAllDay, 2likes） ③ 质疑这些公司是否真的有足够 GPU 资源支撑预训练、对算力现实情况感到困惑的开发者（@henrytdowling, 2likes）
展开评论
- @chris_gorin (8): @dylan522p People shouldn't worry about the US banning Chinese models. They should worry about the CCP banning them. If there is just one cyberattack against the CCP that was assisted by an open weight model, I'd bet all Chinese AI will go dark overnight.
- @JakeKAllDay (2): @dylan522p If Ant doesn't lower prices dramatically the enterprises will have an incentive to build their own models, too.
- @henrytdowling (2): @dylan522p dumb q but don't they just straight up not have the gpus for that?
- @foundergio (2): @dylan522p Claude code rn https://t.co/Ds3OugHDKc
- @russell_m (1): @dylan522p Those of us concerned about the Chinese Open Source being banned by either the USA or China are not the same group of people building their own custom models for their companies.
Arena 团队回顾从伯克利研究项目起步，到评估产品上线 8 个月就达到年化一亿美元收入，用真实场景评测来衡量 AI 进展。
Arena reached a $100M annual revenue run rate just 8 months after launching our evaluation product. We started as a research project at UC Berkeley with a simple mission: measure AI progress through…
受众观点：① 很多人关注 Arena 从 UC Berkeley 研究项目成长为高速增长公司的故事，对团队和融资背景感兴趣（@thehousefund, 3likes） ② 评论里不少人单纯表达对 Arena 团队的祝贺和认可，认为产品发展速度惊人（@LaudeVentures, 3likes；@Machiz, 3likes） ③ 有人顺势关注招聘信息，希望加入这样做 AI 评估的团队，说明这个赛道对从业者有吸引力（@arena, 9likes）
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- @arena (9): If our mission resonates with you, check out our job openings and reach out: https://t.co/eLzg6u1tYb
- @liangsays (5): @arena such great news excited to celebrate this week in person & on the show @ml_angelopoulos!
- @LaudeVentures (3): @arena incredible work by an incredible team. congratulations!
- @thehousefund (3): @arena Big things start at Berkeley - congrats to this amazing team!
- @Machiz (3): @arena Really moving at Lightspeed!!! Congrats @ml_angelopoulos and team 🥳
作者用类比自闭特质的方式吐槽 OpenAI 模型推理效率和"性格"，并与 Claude 的长推理轨迹风格做对比调侃。
my theory is that the reasoning efficiency of openai models and their vaguely autistic demeanor are somewhat related
受众观点：① 有人补充说读 Claude 的长推理轨迹会有一种"这就是 Claude"的熟悉感，认同不同模型有明显风格（@willccbb, 30likes） ② 有人调侃 OpenAI 请来了做 caveman skill 的人，把这种"原始人风格"与模型行为联系起来（@jashan702, 4likes；@fractal_friend, 3likes） ③ 也有人从训练数据角度开脑洞，猜测是不是因为训练数据里最聪明的人很多是自闭谱系（@n0123456790, 2likes）
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- @willccbb (30): whereas if you read a super long claude reasoning trace it's like oh yeah that's claude
- @jashan702 (4): @willccbb they hired the guy who made that caveman skill https://t.co/g75wFgliAF
- @fractal_friend (3): @willccbb Caveman skill acquired
- @n0123456790 (2): @willccbb what if that just means all the smartest people in the training data are autistic?
- @chrisbolas (2): @willccbb I like this, grugmaxxing
scaling01 预告即将出现价格大幅下降但能力接近 Opus 的模型，让大众可以用更低成本获得顶级智能。
get ready for cheap Opus level intelligence
受众观点：① 有人关心这是否会迫使 Anthropic 降价，聚焦在模型价格战和厂商竞争（@mood1999212, 1like） ② 有人强调真正的变化是能力"地板"被抬高，普通用户也能用到更强模型，认为这是质变（@Rezzi_sol, 1like） ③ 也有人调侃发帖人一向偏爱 Anthropic 模型，这次却对其他模型看多，觉得这是风向变化的信号（@tempoapes, 0likes）
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- @mood1999212 (1): @scaling01 You think this forces Anthropic to lower prices?
- @Rezzi_sol (1): @scaling01 the real shift is the floor entirely new tier of capability becomes accessible to everyone overnight
- @tempoapes (0): @scaling01 not Lisan being bullish on anything else besides Anthropic models
- @procoder03092 (0): @scaling01 Hope they used all the data collected from the discounted pricing of preview model.
- @menesekinci_ai (0): @scaling01 Yeterince damıtma ve kullanıcı verisi ile tam sürüm hazır hadi bakalım aslan parçası yap şovunu 😁
willccbb 发帖半开玩笑地说在招"RL alpha 发帖手"，鼓励擅长强化学习相关内容的人来联系合作。
we're hiring RL alpha posters tap in
受众观点：① 有人直接在评论里打招呼表达兴趣，希望参与这类 RL alpha 发帖合作（@ChinmayKak, 4likes） ② 有人用梗图和 NDA 段子回应，把"RL alpha"当成圈内玩笑，说明这类招聘本身也在玩社交叙事（@eternal_twil, 2likes） ③ 也有人具体提到对 RLM 控制子 agent 的兴趣，把话题拉回到 RL 在多代理系统中的实际应用（@fabmilo, 1like）
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- @ChinmayKak (4): @willccbb Heyyy lol
- @eternal_twil (2): @willccbb NDA: exists prime: https://t.co/zv0HcqOMiG
- @fabmilo (1): @willccbb Interested in RLM for sub agent control (Fugu like style but better)
- @inductionheads (0): @willccbb Does it count if I just say it's RL alpha
- @manast_9 (0): @willccbb @willccbb dm'ed you days ago, check out. would love to chat!
scaling01 感叹过去两年大模型进步夸张，如今能以便宜约千倍的成本获得 2024 年前沿水平的 LLM 性能。
the progress of LLMs in the past 2 years has been insane today you get 2024 frontier performance 1000x cheaper https://t.co/j6b3tnXITs
受众观点：① 有人指出即便性能暴涨，大家仍幻想性能会很快停滞、工作不会被取代，调侃人类对 AI 进步的心理防御（@Baron_VonSnatch, 0likes） ② 有人直接重复"前沿性能便宜 1000 倍"这一点，强调这是历史级的技术进步（@Arslandev97, 0likes） ③ 也有人关注到图里横轴的最大范围每隔几个月就大幅拉长，说明模型能力上限在持续被刷新（@joshvlc, 0likes）
展开评论
- @Baron_VonSnatch (0): @scaling01 Yeah, but now performance is _about_ to level off and we will all keep our jobs! Don't worry, the future is humans controlling agents! Even though humans will be infinitely worse at controlling agents than agents will be.
- @Arslandev97 (0): @scaling01 Frontier performance at 1000x less is insane progress.
- @lovemeritys (0): @scaling01 Scam Altman scamming
- @joshvlc (0): @scaling01 What's crazy is how far the maximum reach on the x-axis jumps every 6 months
- @Jeremy_AI_ (0): @scaling01 Bahhhhh This is just normal
willccbb 吐槽现代社交和合作邀约太多，希望能更坦率地用"我真的太忙了做不了"来拒绝活动或项目合作。
need it to be more socially acceptable to respond to invites to go to an event or collab on a new project with like "sorry but realistically not going to happen not for any particular reason other th…
受众观点：① 有人给出更简洁的拒绝话术，直接说自己现在被工作淹没没有精力，说明大家都在寻找既诚实又不失礼貌的表达（@xeophon, 14likes） ② 有人调侃说这样回复几次后就不会再被邀请了，从侧面反映出"社交负担会自我调节"（@gneubig, 10likes） ③ 也有人半开玩笑地称呼作者"人气王"，说明高曝光的研究者或创作者被过度邀请是普遍现象（@vasuman, 6likes）
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- @xeophon (14): @willccbb "Sorry I'm swamped right now and have basically no capacity" 🤷🏼♂️
- @gneubig (10): @willccbb the good news is that you respond this way a few times and the problem resolves itself because you don't get invited anymore!
- @deepfates (9): @willccbb OK, done 👍 You can use this now
- @vasuman (6): @willccbb Mr popular over here
- @maxrumpf (1): @willccbb the singularity is near, i'll have infinite or no capacity after.
这条 HN 讨论围绕一篇实测文章：用LLM自动筛选简历时，同一份简历多次打分结果差异巨大，评分规则还严重偏向开源和个人项目，引发工程师和招聘方对AI简历筛选公平性和随机性的激烈争论。
HackerRank open sourced its ATS. My resume scored 90/100. Oh wait 74. No - 88
受众观点：① 正在找工作、担心被AI筛简历误伤的软件工程师 ② 想用LLM自动化筛选候选人的小公司技术负责人和HR ③ 做AI工具、考虑把简历解析和打分做成产品功能的独立开发者。
展开评论
- @glouwbug (0): I guess at least HR doesn't have to read 1,000 resumes. Heck, to be frank, could they make sense of the first 10 resumes?
- @dc3k (0): Disregarding the fact that this thing is completely broken, its grading rubric is ridiculous to begin with (as was mentioned in the article itself, but I must reiterate how completely stupid this is): > 35 points for open source contributions > 30 for personal projects I don't c…
- @jerrythegerbil (0): > I fail 65% of the time. Same exact resume, different luck. As someone who's run hiring pipelines for technical roles in the past few years, that's actually a fantastic number. I objectively hate saying that, but it's true. 35% chance of elevating a technical individual to the…
- @dvt (0): An alarming number of people don't understand that LLMs work via purely stochastic processes, so I'm happy to see in-depth pieces like this. I'm looking for a job and maybe this is why it's so hard to get a callback these days: resumes are just dumped in some LLM black hole and…
- @cyberax (0): Ah... The AI learned the old HR trick: take 50% of resumes and throw them out without looking. Rationale: "we don't need unlucky losers".
这条 HN 讨论围绕一篇关于 Qwen 3.5 等开源模型表现的帖子展开，很多人对比了在本地跑 Qwen 和 Llama 的体验、硬件需求以及AI公司大量买GPU导致个人自托管成本上升的问题。
Qwen 3.6 27B is the sweet spot for local development
受众观点：① 想在Mac或家用服务器上本地跑Qwen、Llama等模型的开发者 ② 做AI工具、需要在"自托管 vs 调用云API"之间权衡成本和性能的独立开发者 ③ 对开源模型迭代和硬件需求敏感的工程师和技术爱好者。
展开评论
- @217 (0): This is kind of like saying grass is green to be honest
- @aand16 (0): I've come from the future to say Qwen 3.7 27B is just around the corner and slaps!
- @HotGarbage (0): And AI companies will continue to buy up all the silicon to make this prohibitively expensive to run at home.
- @rusk (0): Spent a week trying to get sensible results out of llama 3.3 At one point it even simulated doing the work, log output and everything and when I challenged it about the missing artefacts it actually started questioning my intelligence. Seems appropriate for a Zuck enterprise. Qw…
- @rhgraysonii (0): I have been having pretty good success with Qwen 3.5 9B for "nontrivial but not challenging work all things considered" -- it runs great on my 24gb unified memory m4 pro MacBook Pro. What do the baseline specs look like Mac-wise for getting this model to run? Am I looking at a 9…
Hacker News 讨论音乐流媒体平台允许 AI 生成内容但强制标注并取消变现的新政策，以及用户希望能一键屏蔽 AI 内容的诉求。
Tidal AI Policy
受众观点：① 关注 AI 生成内容监管和平台政策的开发者，希望了解主流内容平台如何区分人类与 AI 作品（@throw_m239339） ② 做 AI 应用或内容的创作者，关心标注与去变现政策会如何影响自己的收入和分发（@mc32） ③ 普通重度内容消费者，希望未来能有"隐藏全部 AI 内容"的产品级开关（@pier25, @jorisw）。
展开评论
- @throw_m239339 (0): That's fair, allow AI slop but tag obvious AI slop as such. Hopefully they add an option to hide detected AI slop, something I wish Youtube had for instance.
- @cnobody (0): Funny, Tidal want pay royalties on it.
- @mc32 (0): I like what I see from their policy. They accept that it's part of the industry landscape and also say it's not monetizeable. They will likely revisit and revise their stance as things change. I strongly agree on labeling the generated content.
- @pier25 (0): Good now add a setting to hide all AI content.
- @jorisw (0): Allow AI, but require labeling as such, and demonetize. Would love for YouTube to follow suit on this
Hacker News 讨论 Rocket Lab 收购规模远大于自身的盈利卫星公司，借此获取频谱资源并强化发射与卫星一体化业务布局。
Rocketlab acquires Iridium
受众观点：① 关注航天与硬科技商业模式的开发者，想理解火箭公司为何要买卫星运营商（@JanSolo） ② 做 B2B 产品的独立开发者，希望借大公司并购案例思考自己产品的"纵向整合"与稳定收入来源 ③ 对资本效率和估值倍数好奇的工程师，想了解小公司如何通过收购放大业务版图（@moralestapia）。
展开评论
- @everfrustrated (0): RocketLab gains spectrum + profitable satellite company
- @moralestapia (0): Crazy. I didn't know you could acquire things worth 20x more than you.
- @phildenhoff (0): Rocket lab used to be a New Zealand source of pride, having started there. From the press release, now it's American. What happened?
- @JanSolo (0): I think they saw how SpaceX was using Starlink as launch lever to provide SpaceX a baseline of regular launches at bare-minimum cost. As RocketLab starts to scale up, being able guarantee a minimum number of launches is a significant hedge against the dips in the global satellit…
- @wateralien (0): "Rocket Lab" not "RocketLab". Although I think the latter is better.
Hacker News 讨论针对三星、SK 海力士、美光等被指控通过转向 HBM、减少 DDR3/DDR4 供应来操纵 DRAM 价格的新一轮诉讼。
Samsung, SK Hynix, Micron Sued in US over Memory Price Fixing
受众观点：① 关注内存和 HBM 价格的工程师，希望理解这次诉讼与 2000 年代 DRAM 价格垄断案的异同（@tommy_axle, @0xy） ② 搭建 AI 基础设施或训练模型的开发者，关心内存与 HBM 供应对 GPU 成本和项目预算的影响（@xiphias2） ③ 做 B2B 产品的独立开发者，想知道上游硬件涨价如何影响自己产品毛利和定价空间（@glimshe）。
展开评论
- @tommy_axle (0): It wouldn't be a first: https://en.wikipedia.org/wiki/DRAM_price_fixing_scandal
- @0xy (0): I think it's incredibly unlikely to be deliberate price fixing this time. Demand is too high.
- @cbg0 (0): This was attempted before in 2022 but fell apart because plaintiff couldn't show an agreement took place https://cdn.ca9.uscourts.gov/datastore/opinions/2022/03/07/2...
- @xiphias2 (0): ,,The plaintiffs claimed the three companies reduced D-RAM supply under the pretext of transitioning to high-bandwidth memory (HBM). "The D-RAM oligopoly companies systematically coordinated the shift to HBM and the discontinuation of DDR3 and DDR4," they said. They added that A…
- @glimshe (0): Everybody in our industry loves fat margins. But god forbid if someone else captures the margins and squeeze them out of easy profits.
Hacker News 讨论一份关于"七大科技巨头"与 AI 市场的研究报告，有人质疑其对 LLM 使用和 token 成本的分析方法，也有人从历史数据谈热门股未来回报。
Mag 7 starting to underperform [pdf]
受众观点：① 关注 LLM 市场格局、想用数据判断哪家模型更有前景的工程师和投资人（@edot） ② 正在为产品选模型的独立开发者，希望理解"token 单价"和真实使用成本之间的差距（@edot） ③ 关心 AI 龙头股估值与集中度风险的技术投资者，想把模型使用数据和股市表现联系起来思考（@wolframhempel, @throw0101d, @re-thc）。
展开评论
- @edot (0): You can tell these guys know nothing about LLMs or how they're provided. I love how they show OpenRouter's graph of token usage as if it speaks for usage across the board. DeepSeek looks like the king because people who use Anthropic and OpenAI use them on either a direct basis…
- @wolframhempel (0): This seems healthy to me. A market where returns are less dependent on seven mega-cap names is probably more stable, not less. If earnings growth broadens out and capital starts flowing back toward quality and free cash flow outside the obvious AI winners, that should reduce con…
- @throw0101d (0): Historically stocks that had a good run then tended to underperform: > […] Since 1926, the median ten-year return on individual U.S. stocks relative to the broad equity market is -7.9%, underperforming by 0.82% per year. For stocks that have been among the top 20% performers ove…
- @patrickk (0): On slide 6, they list the Mag7 stocks (not defined in a foreword), but on slide 8 they list the free cash flow (FCF) of a somewhat different set of companies. Why not stick to the Mag7 FCF only? It muddies the waters.
- @re-thc (0): It is less that the Mag 7 is starting to underperform and more that a market correction is likely and coming very soon.
Hacker News 讨论某社交平台被指计划用用户公开内容做广告代言，引发与 Facebook 旧政策的对比和对隐私条款"细则陷阱"的吐槽。
Instagram is incorporating users' photos in ads for Meta Glasses
受众观点：① 关心大平台如何利用用户头像和内容做广告背书的普通用户（@Cthulhu_） ② 负责产品或法务对接的工程师，希望理解"你同意我们使用你的内容做商业用途"这类条款的实际含义（@hsuduebc2） ③ 做独立产品的开发者，想知道用户是否还在意这类隐私风险、以及这对获客和信任的影响（@fullshark）。
展开评论
- @Cthulhu_ (0): Didn't Facebook do this years and years ago? Yes, 2013: https://mashable.com/archive/facebook-ads-photo#ggcKnNfAUaqy > According to Facebook's Statement of Rights and Responsibilities: > You give us permission to use your name, profile picture, content, and information in connec…
- @ThePowerOfFuet (0): https://xcancel.com/venturetwins/status/2071277885646868536
- @hsuduebc2 (0): I mean, what would you expect from company with morality of tobacco and slot machines producer? This is the least evil they are doing. This thing resurface from time to time. It's the small text you never read. In this case, small part in ridiculously and intentionally big eula.
- @fullshark (0): Ten years ago maybe this causes outrage, but I'm not sure anyone cares in 2026 including potential customers.
- @quadrature (0): Is there actual proof that they are doing this. Theres not much to go on in the tweet.
这条 HN 讨论的是有人曝光 Google 接到"声誉管理"公司投诉后下架负面报道，评论区围绕滥用下架请求、缺乏审核和"删文反而放大负面"的斯特赖桑效应展开。
Pollen tried to remove my article and Google is assisting with it
受众观点：① 依赖Google搜索获取用户的独立开发者和小团队 ② 做内容站、SaaS或API服务、担心被恶意下架或抹黑的创业者 ③ 对搜索生态和声誉管理灰产感兴趣的技术从业者。
展开评论
- @A_D_E_P_T (0): Just as there are SEO firms that help companies ascend the rankings, there are "reputation management" firms that erase bad news by publishing new articles & by pushing takedown requests on articles they don't like. As with SEO, Google appears to tacitly encourage this. It seems…
- @gorgmah (0): Already 12 points after just 34 minutes. As noted at the end of the article, streisand effect is alive and well and this article is on its way to the front page.
- @pancho111203 (0): How easy is it to challenge these claims?
- @samat (0): I would have never heard about Negus-Fancey and Wright, but now I have! Streisand at its finest.
- @nubinetwork (0): I'm curious how Google notifies people about things like this... do they pull an email out of whois, or your DNS SOA? If there's nothing linking your website to a Google account, it seems like they could just make your website disappear.
Hacker News 延续讨论 PlayStation 从用户账户中删除已购买的 551 部电影事件，围绕数字购买不等于真正所有权与盗版的道德边界展开。
Studio Canal Movies purchased on PlayStation Store removed without refund
受众观点：① 对 PlayStation 删除已购电影感到愤怒、开始质疑数字购买意义的普通用户（@HelloUsername, @CivBase） ② 设计付费墙和内容授权的产品经理与开发者，希望避免在条款和 UI 上误导用户（@throw0101d） ③ 对版权、盗版与用户权益边界感兴趣的技术人，想讨论"如果买的不算拥有，那盗版是否还算偷"的灰区问题（@tribal808, @mghackerlady）。
展开评论
- @HelloUsername (0): Discussion: "PlayStation Is Deleting 551 Movies from Customers' Accounts" https://news.ycombinator.com/item?id=48691346 26-jun-2026 208 comments
- @throw0101d (0): "Purchased".
- @tribal808 (0): silk road... torrent...
- @CivBase (0): "I buying isn't owning, piracy isn't stealing."
- @mghackerlady (0): Why do people buy movies digitally anyway? I can understand digital movies (they are convenient) but renting or streaming seems far more reasonable. If you truly want to own a movie as I suspect people who buy them digitally do, the only way to ensure that is to buy it on DVD/Bl…
Hacker News 讨论一种把传统命令行 shell 输出通过自定义 GUI 或浏览器进行可视化展示的新工具和交互方式。
A native graphical shell for SSH
受众观点：① 习惯用 SSH 和终端管理服务器的后端工程师和 DevOps（@toenail 等人关注 CLI vs 浏览器的效率差异） ② 对新奇 shell 交互方式感兴趣的黑客型开发者（@torm 在纠结是否喜欢这种无结构的远程控制方式） ③ 想在团队里统一运维入口、但又不想放弃命令行灵活性的技术负责人（多位评论在讨论"目的是否被削弱"）。
展开评论
- @toenail (0): Interesting, kind of like a more fancy web shell. Haven't really ever seen the need for those, mostly because terminals work better than browsers.
- @supertroop (0): Defeats the purpose of the shell. The shell is for CLI interaction.
- @akshayKMR (0): This is cool. Though I don't see why someone would want to do more work/design for the custom GUI rendering for a custom/renderer (your viewer app) ?
- @arnefm (0): Heresy!
- @torm (0): I can't make up my mind if I love it or hate it. On one hand this is like SSHapi on the other there's no structure, no contract… i had similar doubts with Cockpit.
Hacker News 讨论西班牙等地因体育版权诉求导致 Cloudflare 等服务被过度封锁的新进展，以及对过度屏蔽和审查制度的反思。
European ISPs Want Rightsholders Held Accountable for Overblocking Damage
受众观点：① 在西班牙或类似地区被 Cloudflare 封锁波及、访问正常服务受影响的用户和开发者（@throwa356262, @expo98） ② 依赖 Cloudflare、Docker Hub 等基础设施的独立开发者，担心被"连坐式封锁"影响业务连续性（@londons_explore） ③ 关注版权执法与网络审查边界的技术从业者，希望看到具体技术后果而不仅是法律口号（@bradley13）。
展开评论
- @throwa356262 (0): Such an obvious thing, should have been there from day 1. The situation in Spain is particularly crazy. How can la liga have this much power over the Internet?
- @londons_explore (0): The real damage from over blocking isn't a few customer service calls to the ISP or a couple of lost customers... The real damage is the millions of hours of wasted time of the citizens of the nation.
- @bradley13 (0): It's not just Europe. DMCA takedowns in the US: no liability for taking down innocent content. Really, it comes down to this: censorship is bad. Always. If someone violates the law, get a court judgement. With the judgement in hand, take down that specific material. Too much wor…
- @expo98 (0): I hope so, in Spain you can't access anything that uses Cloudflare, even docker images, thanks to LaLiga's president bullshit
- @throwawayffffas (0): It's their fault to begin with, they should have not caved to blocking anyone, they should have stood firm or offer up the 'Oh no we couldn't possibly figure out how to do that, it's entirely too complicated, you wouldn't understand.' excuse all other tech companies put out when…
Hacker News 上开发者分享在多核服务器和 Kubernetes 环境中被 NUMA 架构坑到的真实案例，以及对 Go、Rust Web 服务和 Linux 内核在 NUMA 支持上的经验讨论。
NUMA: Cores, memory, and the distance between them
受众观点：① 在 Kubernetes 上部署高并发 Web/LLM 服务的后端工程师（@lukax 提到 Go LLM 网关在 NUMA 机器上性能骤降） ② 需要给客户解释性能瓶颈来源的 SaaS/基础设施提供方（@treesknees 说经常要向客户解释 NIC 在不同 NUMA 节点上的影响） ③ 以为"现代运行时和内核已经帮你搞定 NUMA"的工程师和技术负责人（@jpecar 对 2026 年还被 NUMA 卡住感到困惑）。
展开评论
- @lukax (0): NUMA can cause really crappy performance. We deployed a Go based LLM gateway in Kubernetes deployed on a server with hundreds of CPU cores. We didn't explicitly set GOMAXPROCS so Go runtime scheduled goroutines over different CPUs and it constantly used 200% CPU and GC was causi…
- @treesknees (0): Something I didn't see mentioned was that this unequal memory access time also affects pcie I/O. If your thread on CPU A needs to get data in or out of a nic on CPU B, your throughput/latency will be impacted. We have to explain this to customers of our software all the time, it…
- @Twirrim (0): NUMA is one of those amazing things that trip you up in all sorts of ways at unexpected times. The amazing "invisible" performance killler (invisible because unless you're already aware of NUMA, or remember to check, you won't know it's there potentially crippling you.) It has b…
- @iofiiiiiiiii (0): Yeah, when you have tall servers this can be a really surprising factor. In some sense you could view this as an extension of processor caching behaviors, which also causes some memory accesses to be lower - just due to cache behaviors, not physical location. But in many cases,…
- @jpecar (0): I'm baffled by the fact that NUMA is still an issue in 2026. My impression is that this was all solved back in dotcom era already on those big SUNs. At least in HPC we solved this already in mid 2000s. Why is supposedly modern world still wasting time on this? Kernel these days…
作者周末做了一个叫 IRIS 的小项目，把 Gemini Live 作为语音对话界面、Hermes Agent 作为执行层，组合成多代理协作的"vibe-coding"体验。
I love Hermes Agent and Gemini Live is also one of my for voice conversation, so over the weekend I built a small vibe-coding project that brings the two together called IRIS. The idea is simple: Gem…
受众观点：① 很多开发者觉得这个多代理语音编程体验非常酷，认为是自然交互方向的好示范（@kimmonismus, 9likes） ② 有人特别认可这个用例设计，觉得把 Gemini Live 和 Hermes Agent 结合起来的场景选择很到位（@Saboo_Shubham_, 8likes） ③ 也有评论从架构角度称赞这是干净的多 agent 设计，前端对话与后台执行分层清晰，还加入 MediaPipe 手势实现真正免手操作（@snskritinaruka, 6likes）
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- @kimmonismus (9): @ai_for_success This. is. so. cool!
- @Saboo_Shubham_ (8): @ai_for_success This is great. Love the usecase.
- @snskritinaruka (6): This is a really clean multi-agent architecture! Gemini Live handling natural conversation and context while Hermes runs the actual execution layer in the background feels like how these systems should work. The proactive handoff and gesture layer with MediaPipe is a nice touch…
- @ai_for_success (5): Repo here :
- @menrva33 (5): @ai_for_success https://t.co/QdOq4woWeL
一位创作者宣布自己花一年打磨的游戏生物建模课程上线，完整讲解从雕刻到贴图再到 Unreal 灯光的全流程。
My course is finally OUT! I spent over a year on Creating Creatures for Games and I honestly couldn't be prouder of the result. It covers how to build this kaiju from scratch, with all steps shown: s…
受众观点：① 作者本人在评论里补充了课程购买链接，方便有兴趣的用户直接转化为付费（@henningsanden, 8likes） ② 多位用户在夸课程质量和作品效果，表达对成品怪兽和整体制作水准的认可（@CondaID, 2likes） ③ 也有参与项目的合作者现身支持，强调合作体验很好，进一步增强课程的社会证明（@treejaillbreak, 2likes）
展开评论
- @henningsanden (8): Product link here: https://t.co/J7qwtVtEIU
- @treejaillbreak (2): @henningsanden GREAT WORK, I was very pleased to work on this project, thank you all very much!
- @CondaID (2): @henningsanden That's awesome, it looks so good!
- @johnnydell_ (2): @henningsanden So cooool!
- @mattukat2go (1): @henningsanden @FlippedNormals Congrats! Amazing work!
作者用一句"灵感随时随地降临，桌子和电脑可选"来推广自家 app，主打走路或沙发上也能记录和执行想法的工作流。
wherever ideas hit. desks and laptops optional.
受众观点：① 作者在评论里直接给出应用下载链接，方便感兴趣用户立刻尝试（@ryolu_, 7likes） ② 有用户分享自己散步时用这个 app 记录想法的真实体验，认为让灵感捕捉变得非常简单（@traviscurnutte, 2likes） ③ 还有人提到在沙发上更新抽奖应用等具体场景，强调不在桌前也能完成工作的自由感（@Cliffinkent, 2likes）
展开评论
- @ryolu_ (7): get the app: https://t.co/BTtcAjDpy2
- @traviscurnutte (2): @ryolu_ It's true! I get my best ideas when I go for a walk; super simple now https://t.co/S7ncQB5YOD
- @Cliffinkent (2): @ryolu_ Update the sweepstake app from the sofa… https://t.co/3TqIZP55f7
- @davidhoang (2): @ryolu_ Been using it since Compile; game changer!
- @morganlinton (2): @ryolu_ So excited to see this in GA Ryo. I've been using it since I got early access at Compile, really loving it!
作者提出一个判断生活质量的简单标准：早上起床是否轻松，背后指向睡眠充足和对每天要做的事是否兴奋。
The simplest way to measure your quality of life is by how easily you wake up in the morning.
受众观点：① 作者补充说明，如果起床困难，要么是睡眠不足，要么是对当天生活不够期待，把问题指向作息和人生方向（@robj3d3, 16likes） ② 有人认同观点但提到被猫半夜吵醒等现实干扰，让早起变难却又觉得值得（@SerrateDevs, 6likes） ③ 也有开发者分享自己每天 5:30 起床，真心期待能投入到要构建的东西中，印证"兴奋感"对起床难度的影响（@FranzmeierRandy, 2likes）
展开评论
- @robj3d3 (16): If you struggle to wake up, you're either not sleeping enough or not excited enough about your day.
- @SerrateDevs (6): @robj3d3 You got a point and I rlly agree with you, but I have 3 cats that wake me up every 3 am, so its hard to wake up with energy at morning lol Not complaining though, its worth it in the end
- @axhoff (3): @robj3d3 peak: wake up fully rested without alarm every day.
- @FranzmeierRandy (2): @robj3d3 Totally agree! I wake up around 5:30 am everyday and I'm genuinely excited about what I get to build.
- @alexboots19 (1): @robj3d3 Absolute facts, when I'm in the tropics on a beach surfing it's the easiest thing in the world getting up at 5:30am surfing for a couple hours and then grinding work all day. When I'm stuck in a bad environment it's the opposite.
一位做到 7 万美金 MRR 的开发者分享经验，提醒大家别被 X 上关于影子封禁和流量玄学的噪音误导，专注于验证广告等实际有效的增长手段。
✅ $70,000/mrr app done 🫶🏻 $100,000/mrr app next My biggest advice, Don't listen to 99% of the Slop you hear on X It's mostly all misleading Just to name a few: > shadow bans don't exist, your cont…
受众观点：① 有人认同影子封禁确实存在，但指出很多极低浏览量其实是因为内容抄袭或质量问题被系统标记（@kevinliutalks, 2likes） ② 也有用户直接称赞这是"goated advice"，支持作者反对平台玄学、强调结果导向（@itsjahmills, 2likes） ③ 部分人分享自己被官方通知 shadowban 的经历，同时祝贺作者的营收成绩，进一步增加帖子的可信度（@danielkleach, 0likes）
展开评论
- @kevinliutalks (2): @ErnestoSOFTWARE shadowbans 100% do exist, but you get like 3 views because u get flagged as stealing content
- @itsjahmills (2): @ErnestoSOFTWARE goated advice
- @JustRouzbeh (0): @ErnestoSOFTWARE Thanks for your tips Ernesto. Did you also post on both TikTok and Youtube?
- @rronxdev (0): @ErnestoSOFTWARE Must thank!!! If it works then it works, nothing is shadowing or warming up theory 😎
- @danielkleach (0): @ErnestoSOFTWARE Yeah, shadowbans absolutely exist. I have a notification from X to prove it haha.z Congratz on your success!
Meta 发布 Brain2Qwerty v2，这是一种利用非侵入式 MEG 和端到端深度学习，把大脑活动直接转成文本的 AI 系统，平均词准确率达 61%。
Meta unveiled Brain2Qwerty v2, an AI system that converts brain activity into text without requiring brain surgery. - Uses non invasive MEG recordings and end to end deep learning. - Achieved 61% wor…
受众观点：① 有人对 Meta 能非侵入式读取大脑活动感到恐惧，担心这家公司在伦理和隐私上的历史记录（@MochaComeBack, 6likes） ② 也有评论认为 61% 的非侵入式脑到文本准确率本身就是巨大突破，足以证明路线可行（@mhdfaran, 1like） ③ 还有人强调 Meta 开源 Brain2Qwerty v2 对整个领域是利好，代码开放会加速学界和业界的进步（@rise_raise_ai, 1like）
展开评论
- @MochaComeBack (6): @ai_for_success terrifying. the same company selling you glasses that can have eeg in the temple, are learning to read your mind noninvasively and the company isn't known for its ethic use of technology might i add.
- @mhdfaran (1): @ai_for_success non-invasive brain to text at 61% average accuracy is already a big deal.
- @alphabatcher (1): @ai_for_success need to make focus on Brain2Qwerty v2 from AI at Meta
- @rise_raise_ai (1): Meta open sourcing Brain2Qwerty v2 is excellent for the field. Non-invasive brain-to-text hitting 61% word accuracy shows how fast these systems are advancing when you combine better signal models with language models. Releasing the code accelerates progress for everyone. What p…
- @gurtej__gill_ (1): @ai_for_success Non invasive brain reading at 78 percent accuracy is absolutely insane.
ai_for_success 讨论在 Fable-5 和 GPT-5.6 背景下，GLM 5.2 搭配 thinking-medium agent 框架在开放源码智能体编程上的突破。
Open-source must win, and it's now more important than ever after what's going on with Fable-5 and GPT-5.6. We are officially past the point where closed APIs hold a monopoly on agentic coding. When…
受众观点：① 认为如果中国团队持续释放最强开源模型，可能反向保护全球免于闭源垄断的开发者（@AbhinavAmrute, 3likes） ② 指出 GLM-5.2 在 agentic coding 基准上达到 68.5%，说明开源与闭源差距快速缩小的研究向用户（@ECLresearch, 0likes） ③ 认为未来主战场在 agent 框架和 harness，而不仅是单一模型本身的技术观察者（@ajs6888, 0likes）
展开评论
- @AbhinavAmrute (3): @ai_for_success How ironic will it be if china is protecting us from Closed source AI by releasing the best of best Open Source model. It'd be a slap to political agenda motivated by US against China and Communism
- @themandalorenzo (1): @ai_for_success You already have all this in Qoder
- @ECLresearch (0): @ai_for_success GLM-5.2 hitting 68.5% on agentic coding benchmarks with a thinking-medium harness is a clear signal the gap between open and closed models is narrowing faster than most expect. The Fable-5 and GPT-5.6 moves only accelerate that shift.
- @ajs6888 (0): @ai_for_success 框架这块确实越来越像主战场了
Vic 分享搬入新房一年的生活变化，从孩子有独立房间到自己迷上园艺和车库健身房。
one year update (we bought a new house): - kids each have separate rooms - so much gardening, my god i love my gardens plural - so many different places to go sit with a book and drink coffee - built…
受众观点：① 关注高利率买房是否值得、希望听到真实居住体验的开发者（@lexbyanyname, 2likes） ② 吐槽自己房贷利率更高、在利率环境下仍被迫上车的创作者（@JackEllis, 1likes） ③ 关心新房网络、Homelab 和布线方案的技术宅与工程师（@manishgant, 1likes）
展开评论
- @lexbyanyname (2): @VicVijayakumar Tell me it's worth it right now bc this 6% is stresssssssful https://t.co/tw9V0hzdAA
- @JackEllis (1): @VicVijayakumar 6.5%???? I thought I had the worst rate locked in at 5.5%
- @manishgant (1): @VicVijayakumar What is the Wifi situation? Homelab?
- @chrisguitarguy (0): @VicVijayakumar Garage gym pic?
- @bjshively (0): @VicVijayakumar We just moved into our Denver rental, so I've been figuring out how to adapt my UniFi setup. I've added some MoCA adapters and had good luck. Assuming you have shared power circuits, you could try ethernet over powerlines? I think some of those do 2gig now.
henningsanden 发布一则"new tut"新教程链接，具体内容需点开外部页面查看。
new tut https://t.co/J7qwtVtEIU
受众观点：① 好奇教程内容细节、被截图中奇怪符号和排版吸引注意力的开发者（@MR3Dev, 0likes）
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- @MR3Dev (0): @henningsanden What in the world are those question marks? 😂 https://t.co/DPB2BLZYq6
Rob 分享把 SuperX 做到 2.08 万美元 MRR 的第 383 天进度，并附上关于"在人人都有 AI 时该做什么产品"的内容链接。
Day 383 of growing SuperX to $100k MRR Progress: $20.8k MRR 🟩🟩🟨⬜⬜⬜⬜⬜⬜⬜ (20.8%) How to know what to build when everyone has AI: https://t.co/SORQGeUFY9
受众观点：① 关注 Rob 持续更新、为其长期输出和增长节奏打气的创作者和独立开发者（@dominikmartinX, 1likes） ② 已经在用或考虑使用 SuperX，希望看到产品继续增加知识库和写作风格等高级功能的用户（@gabefletcher, 1likes） ③ 对 100k MRR 目标和当前 20.8% 进度感兴趣、期待其达成里程碑的观众（@LucasFlandre, 1likes）
展开评论
- @robj3d3 (1): SuperX is the best way to grow faster on X. You can try it for free :) https://t.co/zIsZOZDLyy
- @ryantalks1024 (1): @robj3d3 Let's go Rob 👏🏻 Watching that talk right now
- @dominikmartinX (1): @robj3d3 your level of consistency on these videos isn't much talked about. you're doing great, Rob.
- @gabefletcher (1): Can you please add a knowledge base and writer style feature, similar to the postel app. they honestly did an amazing job and the only reason i churned was because the mobile view was unusable. i would love to see you give the ability to one click save a profile, use them as you…
- @LucasFlandre (1): @robj3d3 good work Rob, 100k soon
fedjabosnic 夸赞 Lovable 已经非常强大，并向 antonosika 建议加入原生 backlog 或任务列表功能，方便把任务延后而不是用仓库里的 md 文件管理。
Lovable is immensely powerful now, actual next-level stuff @antonosika can you add a first-class backlog feature (or at least task list) so we can ask it to defer stuff without having to maintain md…
受众观点：① 产品方 antonosika 解释正在增加 prompt 排队功能，并反问用 md 文件的问题，说明团队在探索更好的任务管理方式（@antonosika, 0likes） ② 有人从增长工具角度延伸，认为强大工具往往变成新的管理负担，创始人更想要"代劳式服务"而不是再多一个 backlog（@outreachguyai, 0likes） ③ 也有用户跟进强调原生 backlog 能让 Lovable 体验更顺滑，不必在仓库里维护 .md 待办列表（@themirrowai, 0likes）
展开评论
- @antonosika (0): @fedjabosnic thanks for feedback Fedja we're adding queueing of prompts, does that help? if not, what's the problem with md files?
- @outreachguyai (0): @fedjabosnic @antonosika This is exactly the tradeoff with tools. Powerful - but still another thing to manage. Most founders don't need *more* features. They need outcomes without touching the dashboard. That's why done-for-you > DIY tools for growth.
- @DavidXoutreach (0): @fedjabosnic @antonosika A native backlog in Lovable would streamline things nicely. Solid suggestion. Sent over a message. Wondering if you've read it yet in your message requests ?
- @themirrowai (0): @fedjabosnic @antonosika @antonosika Lovable is actual next-level stuff. 🔥 Can we get a native backlog/task list? 🛠️ Managing .md files in the repo for "todos" feels outdated. Asking the AI to 'defer' tasks directly to a UI list would keep the vibe flowing!
- @outreachguyai (0): @fedjabosnic @antonosika This is exactly why done-for-you beats tools. Powerful software still needs *management*. Same on X: tools are cool, but founders don't want another backlog. They want results handled. That's why we fully run accounts.
ridark_eth 借 Andrei Karpathy 提出的"别只用 AI 写代码，而是用 Claude Code 搭建第二大脑"案例，推广自己用 Claude Code 给项目目录建知识库的工作流。
I genuinely don't understand why everyone isn't using this yet Andrej Karpathy, a co-founder of OpenAI, posted a simple idea that hit 16 million views: stop using AI to write code, use it to build a…
受众观点：① 已在用 GPT/Claude 写代码但没有系统化知识库的独立开发者和小团队工程师 ② 想把现有代码仓库、文档沉淀成长期资产的 AI 工具重度用户 ③ 对"第二大脑"概念感兴趣、但缺少具体落地方案的技术博主和内容创作者。
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- @kythadblevins (121): @ridark_eth Bro this is like a week of work to get the wikis to actually build and format the right way but I do agree - everyone should do it. https://t.co/2wwxXQPzjM
- @BracadiaHQ (121): @ridark_eth I've got my own system, but its pretty similar to yours. Slowly building it out: https://t.co/IKgcwETA0b
- @pawzzard (110): @ridark_eth bro built a filing cabinet and called it sentient my brain also 'compounds' but mostly just reruns of stuff i said wrong in 2014
- @rolfvb (80): @ridark_eth Because: privacy. Give me a local way to do that, and I'm all for it.
- @GingerbinGames (80): @ridark_eth I've seen this so many times... and I have questions. If you don't remember something, or can't explain it, do you really 'know' it? At that point, if you want to remember, aren't you just asking AI from its brain? It appears as a way to show how many docs you wish y…
NVIDIA 引用 Manhattan Institute 数据，强调美国数据中心用水量仅占每日用水的 0.2%，并因新技术近年显著下降，试图回应围绕 AI 数据中心"耗水量巨大"的舆论争议。
Water usage has been a hot topic in the AI data center world, but the numbers may surprise you. According to the Manhattan Institute, data centers use 0.2 percent of daily water usage in the U.S. and…
受众观点：① 在云上跑大模型推理或训练的独立开发者和小团队 CTO ② 关注 AI 基础设施、想看透大厂 PR 话术背后数据的技术从业者 ③ 对 AI 环境影响有疑问、但缺乏一手技术视角的普通关注者。
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- @TheSalesBull1 (3721): @nvidia Just post this instead https://t.co/YL5k9GiiQM
- @MancerAI_ (2286): @nvidia Made this a while back for some further context https://t.co/nyr4fWLSgG
- @_MisterGrimm (883): Here's a not so surprising number: 19% implementation rate for these kind of systems. But it's easy to omit that to push your agenda. Stop lying to people. Datacenters are being built on cheap technologies. Surveys say they want to implement this tech, but they don't, because it…
- @anonemoose25 (608): @nvidia If you are against data centers, congratulations. You've fallen for Chinese propaganda.
- @FurkanGozukara (514): @nvidia Water is the least damage of AI It is just fake hype Real damage is that Ai will cause massive Unemployment and entire money will be accumulated in few companies like you and individuals Without wealth tax people will get more poor and you will become more kings
akshay_pachaar 介绍开源项目 PixelRAG：通过网页截图而非解析 HTML 来做大规模视觉检索，用视觉语言模型在图像上做 RAG，被称为"网页截图优于文本 RAG"的 Berkeley 研究落地实现。
Web scraping will never be the same. (100% open-source visual search at scale) PixelRAG is a retrieval system that skips HTML parsing completely. Instead of scraping a page into text and embedding ch…
受众观点：① 依赖网页数据做 RAG、搜索或监控的独立开发者和数据工程师 ② 想在产品里加入"看得懂复杂网页"的 AI agent 的创业者 ③ 对 Berkeley 等实验室新论文如何落地到开源项目感兴趣的技术读者。
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- @0x_lun (30): @akshay_pachaar skipping html parsing sounds clean until your screenshots start hitting paywalls captchas and dynamic renders that load 3 seconds after the shot
- @Barrettsharpe (12): Dug into this one. It's the real deal. Official code for the Berkeley paper "Web Screenshots Beat Text for RAG," and the names behind it are serious. Yichuan Wang and Zhifei Li leading, advised by Matei Zaharia (Databricks CTO, co-created Spark), Joseph Gonzalez, and Sewon Min.…
- @indentfour (10): @akshay_pachaar This is a really interesting approach to getting around traditional scrapers not being able to see things rendered in JavaScript components. I assume there's still some issues with dynamic / personalised pages but still closes a big gap.
- @israfill (4): @akshay_pachaar screenshots over text means no more weird missing info in scrapings
- @tehbizz (3): @akshay_pachaar And how does this handle sites with expandable objects that require user intervention to expand?
iamtonyzhu 分享独立游戏开发者 Cakez 历时四年零收入坚持制作像素塔防游戏《Tangy TD》，上线 Steam 一周卖出 28078 份、净收入近 19.8 万美元，当事人看到后台数据后当场落泪的故事。
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：① 正在或打算全职做独立游戏/独立 SaaS 的开发者 ② 在职但想通过副业产品实现收入突破的程序员 ③ 关注独立开发者故事、需要情绪支撑和现实对照的创作者群体。
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- @HZyrn (252): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (158): @iamtonyzhu 看，他四年无收入还有女人支持，再看看国内女人，失业在家一个月就在考虑离婚分手了
- @kevin_9431 (79): @iamtonyzhu 我佩服的是他老婆，换中国老婆早跑了
- @kevinma_dev_zh (66): @iamtonyzhu 这老哥太不容易了，真能坚持
- @iamtonyzhu (42): 帖子来源：
businessbarista 讲述一位给 OpenClaw 配置 X、Stripe 和银行账户、要求其在零人工的前提下打造百万美元业务的案例，声称该 AI agent 在一个月内创造了 30 万美元以上收入，并以 @nateliason 的 Felix 代理为例展示全自动运营业务的想象。
I interviewed a guy who gave his OpenClaw an X, stripe account, and bank account. He told it to build a million dollar business with zero human employees. It made $300K+ in a month. @nateliason's age…
受众观点：① 被 AI 自动赚钱故事吸引、但缺乏技术判断的普通创业者 ② 想用 agent 帮自己跑营销、客服或运营流程的独立开发者 ③ 关注 OpenClaw 等新一代 agent 框架、想看清 hype 与现实差距的技术读者。
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- @TranzendEth (203): @businessbarista @nateliason @FelixCraftAI i havent see this much bubble-y hysteria bullshit since the NFT boom. zero chance this is real
- @Yannpinksale (188): @businessbarista @nateliason @FelixCraftAI So the business by AI is to teach people how to start a business by AI? https://t.co/3hPEQ8C05w
- @wordmetrics (126): @businessbarista @nateliason @FelixCraftAI I'll take "Things that never happened" for $1000, Alex. No developer ever one-shotted a "stupidly simple" PDF product, built it overnight while they slept, and made "$1000 on day one". It never happened. It very obviously never happened.
- @golfbeachtaco (93): @businessbarista @nateliason @FelixCraftAI Yet you also have a meme coin and are selling courses. Bullshit revenue
- @stormcock50238 (78): @businessbarista @nateliason @FelixCraftAI Share stripe revenue links and corresponding website urls then I'll pay for your course.
IndieGameJoe 推荐一款名为 Kick 的独立游戏，玩法是在上学路上不断踢足球穿越精美又有挑战性的关卡，解锁新关卡、扩展房间并避免上学迟到。
This indie dev is making a game where you kick a soccer ball on your way to school through beautiful yet challenging levels - Unlock new levels - Expand your room - Don't be late for school It's call…
受众观点：① 关注独立游戏设计、想从案例中学习关卡与叙事结合的开发者 ② 做非游戏产品但想提升"核心交互打磨"能力的独立开发者和产品经理 ③ 喜欢发现新 indie 游戏、愿意 wishlist 和支持小团队的玩家。
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- @IndieGameJoe (31): "Kick is a game about kicking a soccer ball on your way to school. It's a side scroller with physics-based ball movements and beautiful hand-drawn animations" i played the demo, it's amazing! wishlist and follow the talented dev @kick_thegame https://t.co/4YAED69p4c
- @beshr (29): @IndieGameJoe Reminds me of Soccer, which is till play from time to time! https://t.co/D1LYe58MgX
- @MjTheHunter (6): @IndieGameJoe That's an interesting concept!
- @Mikethejohnson (2): @IndieGameJoe This is giving me Paperboy vibes. https://t.co/xc04uHMWHx
- @snarkamedes (2): @IndieGameJoe Thought it was Mixtape for a moment but then saw that there was player input and thus actual gameplay.
推文引用 Karpathy 关于"减少自己成为瓶颈、用少量提示撬动大量行动"的观点，提出用 loop engineering 设计代理循环来实现高杠杆自动化。
Andrej Karpathy: "Remove yourself as the bottleneck. Maximize your leverage. Put in very few tokens, and a huge amount of stuff happens on your behalf." loop engineering is the exact thing that gets…
受众观点：① 很多开发者只停留在单轮 prompt 级别，不知道如何把"好用的一次对话"固化成可复用 loop ② 做工具的 indie dev 想提高个人杠杆，但缺少把业务流程拆成 agent 循环的具体范式和模板。
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- @rennf93 (6): @akshay_pachaar If they only knew that https://t.co/tZxtRN7nZn exists, they'd probably use it
- @minchoi (3): @akshay_pachaar really good stuff 🔥
- @Johnny__Gao (1): @akshay_pachaar What tool you use to create this picture?
- @CollinCusce (1): @akshay_pachaar Hey there, check out Clauderizer too. It fits into loop engineering perfectly. https://t.co/4zfgsLmzzd
- @RyanPaganetti (1): @akshay_pachaar right when I get comfortable doing things a certain way Karpathy convinces me to change everything
作者整理了 10 个 GitHub 开源爬虫项目，号称能从几乎任何网站提取干净数据，相当于免费拿到原本需要销售对接和合同才能获得的访问能力。
10个GitHub仓库帮你爬取整个互联网 全部收藏。每个都能从任何网站提取干净数据，这种访问权限通常需要销售电话和合同才能获得。 1. https://t.co/zJu2tFnpaB https://t.co/zW9TU6eoym
受众观点：① 想给自家 AI 产品喂实时网页数据，但不会自己写复杂爬虫的开发者 ② 做独立项目需要批量收集公开信息（竞品、线索、内容）的 solo dev，希望用开源工具快速起盘又不踩平台规则。
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- @rumpel_sol (15): @Lucy_love_AI These scraping tools are strong for extraction. The real power comes when you wrap them in proper loops so agents can autonomously research, extract, verify and act on data at scale. I open sourced athena-loops as a practical harness for this https://t.co/tS8xhXKBet
- @keyan898786 (3): @Lucy_love_AI 这类工具确实很强，但越强越要注意边界。 爬取只是第一步，真正有价值的是把公开信息整理成结构化数据，再用于分析、研究和业务判断。 如果只是无脑抓取、批量搬运，很容易踩到平台规则和合规风险
- @VonderVuflya (2): @Lucy_love_AI 前 10 个帮你爬下整个互联网--这一个让你的 AI 永远不忘。 https://t.co/jDKcVyxqAm 给 Claude Code、Codex、任何 MCP 客户端一份共享持久记忆:决定、踩的坑、项目状态跨会话留存。100% 本地、零依赖、不上传云端,数据全归你。开源免费。
- @cyrilgupta (1): @Lucy_love_AI Great list! I'd also recommend checking out Diggy Miner. It can scrape data from almost anywhere, making research, lead generation, and data collection much faster. https://t.co/AAyHbAi0VL
- @LLMTester (1): @Lucy_love_AI Companies charge to bypass rate limiting and captchas. These don't.
作者发布 Halo，这是一款在 iPhone 本地运行的个人 AI agent，支持任意 LLM 提供商、在设备上自定义 agent harness，并且兼容 MCP 协议。
Introducing Halo, an AI agent for iPhone I've been working on for over a year. A few things that sets it apart from any other personal agent: - Runs on your iPhone, no server required - Supports any…
受众观点：① 想在移动端做个人 agent，但纠结是全云端还是本地+云混合架构的 indie 开发者 ② 关注 MCP 生态、希望把现有工具链接入手机端智能助手的工程师和产品人。
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- @tanmays (150): Get notified when it launches: https://t.co/dMdhWpD5Kn I'll be sharing more details in coming weeks including testflight, follow to get notified.
- @OzenalpAlp (3): Hi Tanmay, well done! I attempted something similar after the release of qwen small models but unfortunately never past through the KV cache related memory issues + Apple permissions/access on device systems (note. I am not a developer, i was just vibing.) I'm curious to try thi…
- @robsblog (3): @tanmays So it's just the harness, that stays on my device. An external LLM provider is mandatory, right? Therefore my data *will* leave my device. Then what's the benefit of a local layer? Or will it take care of anonymisation/deanymisation of private data before it leaves my d…
- @HSV25AI (2): @tanmays I just joined the waitlist. I hope you launch it soon because I can't wait to try it!
- @subramanya (2): @tanmays does the on-device harness keep tool traces locally? that's the trust bit i'd want first.
推文讲述一位深圳 22 岁学生用 900 元红米手机自动刷新闻、用 Claude 对比 Polymarket 价格做投注，一个月赚 14700 美元的自动化套利故事。
深圳有个22岁的学生，用一部900块钱的红米手机，就三月份这一个月，愣是帮他赚了14700美元，他爸妈到现在还以为他在备考呢。 手机每隔半小时，自动打开六个中文新闻App，翻看新闻标题、截屏，然后把摘要扔给Claude。AI再把这些新闻和Polymarket上的价格做对比，给出投注建议。 👉 https://t.co/DMRIVwobht
受众观点：① 对用 AI 做信息套利、量化小策略感兴趣但不知道如何落地自动化的技术用户 ② 想用最小硬件成本（旧手机、树莓派等）跑出"能赚钱的 agent side project"的独立开发者。
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- @Yaya05101 (10): @qkl2058 就骗人吧 Polymarket根本不给新用户开户
- @qkl2058 (9): 如何在 Polymarket 上进行跟单交易？ 1️⃣首先要跟单某个钱包，先打开他们的 Polymarket 个人资料：https://t.co/HnVzmDCauw 还没有PM帐户的，点击上方链接用邮箱注册或连接钱包即可 2️⃣如何获取想跟单的钱包地址：选择其用户名旁边的钱包图标，复制下来。 加入我的PolyMarket电报群：https://t.co/3l2msgVb3c 3️⃣我尝试过的所有跟单机器人中，我最喜欢 PolyCop：https://t.co/EgT16k3fC5 1. 启动 Telegram 机器人 2. 为您的钱包充值 3. 转到…
- @zhengyu230769 (6): @qkl2058 这个案例是一个极其优秀的"技术科幻+商业落地"的思想实验。
- @aiRobertDaily (6): @qkl2058 我小表弟也是在深圳，保送了，现在拿 ai 赚钱比我还要多。我这个学 用 ai 好几年了，他一下子这样我都快没有面子了
- @itemposition13 (4): @qkl2058 中国にも怪しい儲け話みたいな情報あるんだな
作者分享了一个装进 Codex 的小 skill，用不到 1k stars 的开源项目帮独立开发者在"找 idea → 开干"之间补上验证环节，避免陷入没人用就 emo 的死亡循环。
这是我今年装到 Codex 里最爽的一个 skill，没有之一，强烈推荐大家安装一下。 一个不到 1k stars 的小项目，把独立开发最容易死的那一环给补上了。 独立开发时常面临的死亡循环：找 idea → 开干 → 没人用 → emo → 重复 中间被跳过的很重要的一步叫 validation，99% https://t.co/W6wKzz39Lz
受众观点：① 经常脑洞很多但不知道哪些值得做、总是半途而废的 indie hacker ② 已经在用 Claude Code / Cursor / Codex 等工具写代码，却还没把 AI 用到产品验证阶段的开发者。
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- @yanhua1010 (56): 找Idea👇 https://t.co/z5efihZHbE skills地址👇 https://t.co/f67d2xEcYd
- @tujiao (17): @yanhua1010 我已经把它改成也可以支持 Claude Code 了。 https://t.co/ztuEtUZpnN
- @kleon_ai (5): @yanhua1010 skill思路没问题，但AI压测idea还是"我觉得有用"的高级版--它的竞品分析、市场规模全是从训练数据里编的。我自己验证idea的方式粗暴得多：直接给5个潜在客户发cold email看谁回，真有人回的才值得写第一行代码。
- @LocationCk (2): @yanhua1010 gstack：哦哦哦….
- @QT9277 (2): @yanhua1010 小工具帮你跳过"我觉得有用"，直击独立开发的死亡循环。
作者在 Codex 黑客松上做了一个 MCP connector，把本地开发环境暴露给 ChatGPT，让 GPT-5.5 Pro 负责规划再交给 Codex 执行，相当于用 ChatGPT 驱动 Codex。
yesterday, at the Codex hackathon, i ended up solving this problem by building an MCP connector app that turns ChatGPT into Codex, sort of. 1. you get to use GPT-5.5 Pro by exposing your local dev en…
受众观点：① 已经在用 Codex 或本地 IDE agent，希望叠加 GPT-5.5 Pro 能力但又不想重写工作流的开发者 ② 对 MCP 标准感兴趣、想把本地工具链暴露给云端 LLM 的工程师和 indie dev。
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- @wshxnv (45): i'm going to sleep now, will launch it tomorrow until then keep using codex on 1x rate limits 😅
- @jxnlco (29): @wshxnv great use of freewill!
- @unybigk (23): @wshxnv We already have oracle from @steipete https://t.co/Ttl3HBGOgX
- @wshxnv (9): It's hard to make something simple and tasteful, but I promise it'll be very easy to use https://t.co/rJSOnQK7EE
- @bhavikbuilds (5): @wshxnv lessgooo....I'm waiting for you to wake up I am shipping like crazy this week and about to reach weekly limit, this looks so helpful
作者讲述一位开发者被 Claude Code 收费 170 美元后，改为买 Mac mini m4 装 ollama 跑 Qwen 3.6 14B，用本地部署方式以约 3 美元月成本获得类似 Claude Code 体验的故事。
YOU CAN RUN CLAUDE CODE FOR $3/MONTH, AND NOBODY IS TALKING ABOUT IT. A developer got a $170 claude code bill in 10 days, and someone in the comments ended his subscription forever. He bought a Mac m…
受众观点：① 正在为 Claude Code、Cursor 等工具账单头疼、考虑自建本地模型的个人开发者 ② 想评估在 Mac mini 等本地硬件上跑中等规模模型是否值得投入的技术独立创作者。
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- @BarnetBandit (19): @humzaakhalid Not only is that not a Mac mini (its a Mac Studio) but he has 4 of them clustered That's like $20,000
- @cgrotowski (8): @humzaakhalid no you can't .... you waste of time .. generate tons of ai slop code ... sorry mate only opus 4.8 or fable 5
- @humzaakhalid (4): Here is the exact link for your claude kit: (mistakenly added the wrong link) https://t.co/8xBkHvJp1o
- @davidpladel (4): @humzaakhalid Not today https://t.co/lVQvZPiw1k
- @NikoKramerMTG (4): @humzaakhalid Those are Mac Studios… You are talking minimum 2K each… So because a developer got a $170 Claude code bill… He spent 8k on machines… @grok can you believe this?
一条阿拉伯语案例贴，讲一个15岁少年用Claude等工具同时管理7个AI代理、每天跑10个项目，在房间里日入约900美元，强调关键在于会指挥协同工作的AI员工。
عمره 15 سنة فقط.. يدير 7 وكلاء ذكاء اصطناعي (AI Agents)، وينفذ 10 مشاريع يومياً، بدخل يصل إلى 900$ في اليوم الواحد وهو جالس في غرفته! 🤯🤖💸 الموضوع مو عن شخص واحد يكرف كرف 10 أشخاص، السالفة كلها في "ال…
受众观点：① 关注如何用Claude等大模型搭建多代理工作流的独立开发者 ② 想用AI外包重复性任务、提升个人产出的自由职业者和远程工作者 ③ 刚入门AI工具、容易被"日入几百刀"故事带节奏的普通职场人。
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- @AllSporty (6): @HowSmarty من خلال استخدامي لادوات الذكاء الاصطناعي .. الخص خبرتي في ان انتاج برامج بسيطة يعتبر عمل ممكن انتاجه بشكل سريع جدا والذكاء الاصطناعي ينفذه بشكل مذهل وسريع. اما الانظمة المتوسطة التعقيد والمعقدة فلايمكن للذكاء الاصطناعي تنفيذها دون وجود خبير قادر على ادارة وتصحيح مخرجا…
- @FaHaDAI123 (1): @HowSmarty اللي يعرف يدير الوكلاء ويقـسم الشغل بذكاء بيصير إنتاجه أعلى من اللي ينتظر الشات يكتب له كل شيء دفعة وحدة
- @mmmb1826 (1): @HowSmarty ليه تحتاج ماتبعتنا ولايك ودعم حسابك بما انك قادر تعمل مثله ؟؟ اعمل مثله واصنع الفلوس السحرية يابطل خلينا نبقى الفقراء
- @mimokly (1): @HowSmarty الملاحظه القويه حاجز اللغة ما أثرت فيه ومستمر عيال طاقينها فيفا وقاند ومتابعة مقاطع YouTube
- @ajs6888 (0): @HowSmarty 15岁先别急着上班，作业写完没
一个卖 Ludonaut Gameplay Library 的推广贴，号称不再写传统游戏设计文档，只需在数据库里选参考、加改动就能下载Godot素材做独立游戏，引发大量玩家和开发者批评这是在用拼图方式批量生产无灵魂作品。
Still using Game Design Documents as a solo indie dev? This is how the cool kids are designing indie games now: 1. Add your game to the database 2. Pick from references 3. Add your twist 4. Download…
受众观点：① 想做独立游戏但缺经验、容易被这类"库+资产一键出游戏"产品吸引的新手开发者 ② 关注AI和模板化工具对创意行业冲击的设计师与程序员 ③ 做SaaS或内容产品、在"卖模板 vs 卖能力"之间犹豫的独立开发者。
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- @OliverDzedou (448): @LudensLudonauta This is like saying "This is how the cool kids paint paintings now" and showing a video of a person building a jigsaw puzzle
- @CovaDoggo (341): @LudensLudonauta People like you are destroying art, this sucks
- @jgothisgun (257): @LudensLudonauta The most soulless way to make a game possible
- @basedsch1zo (149): @LudensLudonauta You disgust me beyond words
- @Pipis283742 (69): @LudensLudonauta You're selling a Notion page? Lmao
一条介绍免费可视化网页爬虫工具的推文，主打通过图形界面一键抓取任意网站数据，并提供官网和Chrome扩展商店链接，适合零代码用户做基础数据采集。
免费可视化网页爬虫工具 一键抓取任何网站数据 官网：https://t.co/VAjbmyAfIV Chrome Store：https://t.co/tuwyn8VYuh https://t.co/l6WiCCl7dD
受众观点：① 需要从网站批量采集数据但不会写代码的运营、内容和市场同学 ② 已经会写爬虫、想提高开发效率或给团队提供可视化抓取入口的工程师 ③ 在做AI agent、需要稳定网页数据源作为上下文的独立开发者。
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- @XinSong76467 (0): @Bitturing ，3
- @ln778899 (0): @Bitturing 可以分享
- @peopleXing (0): @Bitturing @memdotai mem it
- @renyu0722 (0): @Bitturing @memdotai mem it
- @GoldWaveDaily (0): @Bitturing @readwise save
这条推文介绍 OpenAI 给 Codex 新增的 Build iOS Apps 插件，可在内置浏览器里直接跑 SwiftUI 预览和轻量模拟器，让AI写完代码后在Codex内快速调试界面，但作者强调证书签名、真机调试等关键环节仍离不开Xcode。
Codex 现在能直接开发 iOS App 了 OpenAI 给 Codex 加了一个新插件叫 Build iOS Apps。装上之后，AI 写完代码可以直接在 Codex 内置的浏览器里跑 iOS 模拟器，看 SwiftUI 预览，改了代码热重载立刻生效 全程不用切出去开 Xcode 底层用了两个开源项目：EvanBacon 的 serve-sim 做流式模拟器，Sentry https://…
受众观点：① 想用AI加速原型设计和界面搭建的iOS开发者 ② 预算有限、希望少买或晚买Mac的独立开发者和学生 ③ 正在评估把自家产品做成iOS客户端、关心开发成本和工具链选择的创业者。
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- @VincentLogic (10): 冷静一下，这个插件能做的事情没有听起来那么大 SwiftUI 预览和轻量模拟器能解决的是"写完代码看看长什么样"这一步。但 iOS 开发真正耗时间的不是这一步 证书签名、真机调试、推送通知配置、CoreData 迁移、App Store 审核流程--这些才是让人头秃的部分，Codex 一个都碰不了 而且 SwiftUI 预览本身就有局限。复杂的导航逻辑、多页面交互、跟系统权限相关的功能（相机、定位、通知），在预览里根本跑不出来 所以实际上这个插件的定位更像是：快速原型 + UI 调试。你让 AI 帮你搭一个界面，在 Codex 里看看效果，调到满意了再…
- @Yamada_Ryoooo (1): @VincentLogic windows上要是能用这个插件就可以直接把mac扔一边了😋
- @ohouhou717 (0): @VincentLogic 真机调试确实头疼
- @adelbucetta (0): @VincentLogic that's not the real unlock, just a step closer to native ios dev
- @0xSlyth (0): @VincentLogic finally less context switching for iOS prototyping
楼主发帖请大家分享 Claude 帮忙做过的最有用"小私人软件"，从 HVAC 设备寿命报告、影院放映控制中枢到本地公交看板和钩针图案生成器等各类自用工具。
The front page is full of big launches and polished demos, but I'm more curious about the tiny private stuff. Like the ugly script, personal tracker, one-off spreadsheet, weird workflow, or tiny help…
受众观点：① 有人分享用 Claude 做 HVAC 型号和序列号解析工具，自动生成生命周期报告，极大提升自己和客户效率（@Widleyscudds, 83分） ② 影院经理描述自己搭建的内容与设备控制中枢，甚至在短暂开放的 Fable 帮助下接入投影、音频和灯光 API，功能超过商业 TMS（@Eastern-Vegetable780, 61分） ③ 还有人做了本地公交实时看板、三维钩针图案生成器和读书图谱应用，体现出 Claude 在"只为自己和家人朋友服务"的小工具上非常有用（@Banky_Edwards, 38分；@LancelotLac, 34分；@Bakrom3, 31分）
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- @Widleyscudds (83): I work for an HVAC company and I made an app that decodes the model and serial numbers of the units and creates a report detailing where they are on their lifecycle. Super helpful for me and the customer but doubt anyone else would use it.
- @Eastern-Vegetable780 (61): I manage a movie theater, we are all digital now and I built a control hub that keeps track of all my content (movies, advertisements), checks if all the decryption keys to start a show are here and creates daily playlists according to what the adv agency tells us (client 1 has…
- @Banky_Edwards (38): https://preview.redd.it/i37wtomhf8ah1.jpeg?width=4519&format=pjpg&auto=webp&s=c72c0777a373e4f4c14a82302096a33352fbe246 I made a hyper-local transit board that shows me the next six scheduled buses at my local stop. It also displays current travel time to the three ma…
- @LancelotLac (34): I made a crochet pattern builder I can give images and it creates a simple pattern and renders it with Three.js for me to make fun things for my kid like godzilla and grogu
- @Bakrom3 (31): Made an app where I can log books I've read, see connections between authors (via influences) in a graph structure, and find book recommendations. https://preview.redd.it/umqlgil8j8ah1.jpeg?width=2880&format=pjpg&auto=webp&s=43d6f2dba4121663211db4afd63d7608bda5522a
用户在用 Claude Code 调试 Google Sheets 问题时突然弹出 Windows 远程桌面连接并自动勾选同意，随后看到资源管理器被自动操作，怀疑是 Claude 或相关组件在尝试远程接管电脑，对 AI 代理安全性产生强烈担忧。
I was working with Claude Code for around 45 minutes on a task. It was trying to solve an issue inside Google Sheets but kept failing over and over. Out of nowhere, Windows showed me a Remote Desktop…
受众观点：① 顶层评论用玩笑缓和气氛，调侃 Claude 只是无聊想看看电脑里有没有游戏，反映出大家对"AI 自己乱点东西"的直觉不安（@AidanAmerica, 506分） ② 有技术用户解释这是打开了一个 RDP 文件，本质是向外连接到别的机器，危险在于被恶意 RDP 配置或提示注入利用，并建议用 auto mode 且关闭电脑控制，或在隔离的 Linux/WSL 环境中运行 Claude Code（@jakegh, 212分） ③ 也有人认为楼主电脑本身可能已被入侵，Claude 只是碰巧在运行，指出即便是提示注入，远程桌面也只是让对方看到同样的界面，不太可能出现"迷你窗口里自动导航"的诡异行为（@MysteriousBeing, 43分） ④ 还有人建议查看 Claude Code 的思考过程和日志，确认它是否曾明确计划发起远程桌面连接，并提醒给 agent 设定清晰边界而不是"想干啥都行"（@ramgoat647, 41分）
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- @AidanAmerica (506): Claude got bored with your problems and wanted to see if you had any games
- @jakegh (212): You opened a RDP file, which means you're connecting to another computer to control it. The warning came up because you can share your clipboard, sound, ports, and even drives to the remote computer, but that only happens if configured to do so, if someone gave you a compromised…
- @Mc0014 (141): Lol yeah it definitely called up an engineer from Anthropic to review your issue
- @MysteriousBeing (43): This is making no sense. OP can't provide logs or details into how Claude would've gotten to the point of remote desktoping in and has a random Remote Desktop connection triggered and it's instantly navigating through tiny file explorer windows? Even if this was a prompt injecti…
- @ramgoat647 (41): Claude Code shows its thought process. What did the chat say? Did it provide a rationale for opening a remote desktop connection? If it didn't, ask Claude in the same chat. If you've closed the session, navigate to the same directory and try `claude --resume`. It won't try the r…
一位在 r/SaaS 发帖的创始人分享自己把每月 29 美元收入的 SaaS 以 1.4 万美元价格卖掉，并开放 AMA 讨论这类小体量项目退出。
r/SaaS I sold my $29 mrr SaaS for 1.4k - AMA
受众观点：① 很多评论在感叹这是真人创始人分享而不是 AI 内容，表达对真实经验帖的支持（@Real_Doubt_6684, 158分） ② 有人半开玩笑建议在 LinkedIn 上加上"Founder Exit" 之类头衔，关注这类小额退出在个人品牌上的包装价值（@Public-Shame6228, 151分） ③ 其他创始人分享自己卖出 250 美元 MRR 只卖了 2000 美元等经历，大家在对比不同小 SaaS 的成交倍数和市场预期（@Crumbedsausage, 70分）
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- @Real_Doubt_6684 (158): I am upvoting this just because you're a real human
- @Public-Shame6228 (151): Ok, now add "Founder (1x) Exit" on linkedin 👏
- @jimdin79 (77): means a lot g, im also tired of seeing ai slop here
- @Crumbedsausage (70): Nice! I sold my $250mrr for $2k.
- @jimdin79 (47): I sold my startup through escrow.com 😅 Escrow is a billion dollar company
楼主公开暴露的 qBittorrent 实例被利用执行命令植入 tcrond 挖矿程序，提醒大家不要把未加保护的自建应用直接暴露在公网。
I host a public qBittorrent instance for my small group of friends. This has been fine for at least a year. For some reasons, I noticed my server has becoming slow. After checking, I found a program…
受众观点：① 直接把 qBittorrent、sabnzbd 等下载服务暴露在公网、缺乏安全意识的自建爱好者（@ShroomShroomBeepBeep, 300likes） ② 明知有风险但图方便、甚至被人多次提醒仍不加保护的用户（@cpressland, 170likes） ③ 只是在家里玩 homelab、对"不要不必要暴露服务"有模糊概念但缺少具体做法的人（@_yaad_, 111likes）
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- @ShroomShroomBeepBeep (300): You have a Qbittorrent instance that's accessible to the internet?
- @cpressland (170): There is a guy who's sabnzbd instance is public, and even visible on DuckDuckGo which is how I found it. It's sat behind a virgin media public IP. I keep changing his download paths to \`/please/lock/your/server/down/this/thing/is/public/without/a/password\` and he keeps changin…
- @_yaad_ (111): Little reminder: do not to expose your apps unnecessarily unless strictly needed
- @Temporary-Mode5763 (62): Why do that deliberately though
- @q--0-0--p (52): Yep. Silly me lol
作者做了一个网站测验 ai-values.com，通过上百道价值观与人格题比较用户与 15 个主流大模型（如 Grok 4.3、GPT-4o、Llama 3.3 70B、GLM 5.2 等）的回答差异。
Link: [https://ai-values.com/](https://ai-values.com/) There is a small 15 question quiz you can take before taking the full big quiz. The results of the big quiz update in realtime as you go so you…
受众观点：① 有人抓住 Grok 4.3 支持放过亿万富翁不加税这一点，认为这很符合它的出身和调性（@Substantial-Yam3769, 100分） ② 评论里有人吐槽很多题目被简化成"穷人加税还是富人加税"这种二选一，缺乏细腻选项，觉得结果被粗暴左右划分（@Swayre, 37分；@Popular_Try_5075, 30分） ③ 也有用户分享自己测出与 Gemini 模型最接近，并联想到长期使用 Google 产品可能塑造了自己的世界观（@ChemicalNo9880, 19分）
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- @Substantial-Yam3769 (100): Grok showing his origin
- @Swayre (37): "Should we raise taxes on poor people or the rich??" "Wow they all picked the rich!!"
- @Popular_Try_5075 (30): I wish there was a fourth "I don't like any of these options" option because there's a lot of nuance here and it pigeonholes all of these into painfully generic right vs left responses.
- @Zapador (23): Sometimes I think that if we had Opus running the world everything would get better. Heck, even Haiku far exceed the intelligence and reasoning capabilities of 97% of politicians.
- @ChemicalNo9880 (19): Interesting, I align with a Gemini model and I've been deeply ingrained in the Google ecosystem. I wonder if my relationship with Google shaped my world view in a way that meant I aligned with the model
自托管玩家在 Plex 终身订阅涨价前纠结要不要付费，还是花时间搭 Jellyfin 加 Tailscale 或反向代理，只供自己用但未来可能给家人朋友使用。
Trying to figure out if Plex Lifetime before price hike is worth it. I am not afraid to get down a dirty and I see lots of people moving over to Jellyfin (different topic altogether). I have seen lot…
受众观点：① 有人完全不能理解为访问自己服务器还要给第三方付费，更偏爱 Jellyfin 这类完全自控方案，认为家人也能学会用（@Dramatic_College_273, 33分） ② 也有人因为有很多朋友在自己 Plex 上，不想当 24 小时 IT 支持，所以宁愿买 Plex Lifetime 换取"对他人来说就是能用"的体验（@Roofless_, 27分） ③ 一些用户分享自己用 Jellyfin+反代也很稳定，家人朋友几乎不找他报错，说明 DIY 路线在合适配置下也能做到"装好就忘"（@lilracerboi, 12分；@GrumpyPidgeon, 9分）
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- @Dramatic_College_273 (33): Couldnt imagine paying a third party to access my own library on my own server. I never understood plex. But I guess it's the IT friendly solution to share your library with other people. My "No IT" family can access my stuff easily on jellyfin though. The only one with a proble…
- @Roofless_ (27): The way I'm see it is, if I was just me and my partner then ill go down the more DIY route with Jellyfin etc. however because I have friends on my Plex server, I don't want to be IT support for them anymore then I need to. So Plex Lifetime 'just works' for other users.
- @lilracerboi (12): I'm fortunate enough with my friends and family as I rarely hear from any of them about issues with my JellyFin reverse proxy setup.
- @ThatGermanFella (12): Jellyfin.
- @GrumpyPidgeon (9): Honestly at the time I began using Plex, there was no solution that came close. I think at the time I started using Plex, I was running Kodi off of hacked Xboxes (the original ones). Now the FOSS world has caught up, and unless you want to re-sell streaming or have it available…
一位拿 15 万美元年薪的上班族做了一个主要靠一次性点数付费、订阅转化不佳的 SaaS，纠结要不要辞职全职做项目。
The revenue mainly comes from one time credit purchases, but some of the users also subscribe but the subscription model isn't that convincing so my users stay unsubsribed and just keep buying credit…
受众观点：① 顶层评论建议保留 9-5 工作，同时尽量自动化副业运营，不要把赌注压在一匹马身上（@Difficult-Cat-4631, 48分） ② 有人从纯收入对比出发，认为 30 万美元总收入显然比 18 万美元更好，倾向于两边都保留（@Nice-Pair-2802, 18分） ③ 也有人提醒按量计费可能导致客户月底看到巨额账单而不满甚至拒付，指出计费模式带来的风险（@DatabaseConstant7870, 11分）
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- @Difficult-Cat-4631 (48): Keep your job, and try to automate the efforts on your side hustle. Never bet on 1 horse.
- @Nice-Pair-2802 (18): I mean $300k is better than $180k
- @DatabaseConstant7870 (11): No it's not smart you switch to pay as you go and your clients will start seeing big ass charges at the end and be pissed maybe even dispute it with their bank which could then look really bad on you.
- @Responsible_Bad_2954 (10): Not yet, wait until you're sure it's stable and won't go down/crash, ideally 2x your job earnings at least + you have tons of savings.
- @Beneficial-Bite315 (7): thanks thats a good insight
作者回顾自己自 2016 年以来连做二十多个项目、屡战屡败，最终把 Screen Charm 从浏览器插件转型为 Mac 应用并在 30 天做到 6k 收入的"十年一夜成名"故事。
My app recently hit $6k over a 30-day period. Here's my "one-night success story" 🤣 I've been building products since 2016 and launched around 20 of them. Here's the full list of everything I tried:…
受众观点：① 很多人被这条时间线鼓舞，把它当作真正的"overnight success"反例，觉得长期坚持最终会有回报（@TangeloObvious2265, 10likes; @Lost_Crab5519, 4likes） ② 有人夸赞当前产品细节和网站设计，认为执行力和打磨程度是成功关键之一（@ContentSherlock, 6likes） ③ 不少早期开发者在分享自己长期做项目却几乎没收入的经历，关心作者是如何做营销、在哪些渠道获得用户的（@twentz0r, 3likes; @Comfortable-Pie-9358, 3likes）
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- @TangeloObvious2265 (10): This is both the hopium I do and don't need! Seriously though good for you mate
- @ContentSherlock (6): That is soo inspirational, I love the comparisons tab on the website. Well executed everything.
- @Lost_Crab5519 (4): The classic story of "overnight success" :-)
- @twentz0r (3): Hey that's awesome! Congrats! How and where did you market your app? Where do people mostly find out about your app?
- @Comfortable-Pie-9358 (3): Very happy for you! I am at the start of your journey and I feel like I will always try to built something… i committed for 3 years on one project and it does not make money at all. But if it sells once its like i am flying and I keep working on it
一位厌倦上班的开发者用 Claude 生成点子做了一个讽刺氪金微交易的点击小游戏，并开源到 GitHub，结果意外在社区走红。
I decided I couldn't stand having a job anymore, so I asked Claude to get me out of the doldrums. I think it did a great job! EDIT 2: I wasn't really looking to make a meme. I just got frustrated wit…
受众观点：① 很多人把这个当成对 AAA 游戏氪金模式的调侃，觉得创意贴近现实游戏业（@Same_College2053, 188分） ② 有人感叹总是别人先想到能赚钱的点子，流露出对 AI 时代副业机会的焦虑（@Lurker12386354676, 69分） ③ 评论里还有人玩笑说要靠类似 Fable 的 AI 做出一堆"AAAA"游戏，延伸到用 AI 快速批量造游戏的想象（@heynoswearing, 59分）
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- @Same_College2053 (188): Microsoft studios here we'd like to buy your game.
- @Lurker12386354676 (69): Fuck, it's always someone else first to the real money ideas huh?
- @heynoswearing (59): Why stop at AAA? I made 10 quadruple A games with Fable. As soon as it comes back im expecting to be the next Bethesda.
- @apheely (30): "make no mistakes" https://preview.redd.it/v8abhk4s16ah1.png?width=478&format=png&auto=webp&s=51df06f4041ab47ac39111b98bfb2bbb38d008e4
- @senrew (29): I volunteer as tribute to be the next studio to sell out and then take a looooong vacation after restructuring
一位有三十年经验的 IT 工程师分享自己用 AI 辅助完善自建环境和 Home Assistant 自动化的经历，强调在具备基础知识前提下谨慎使用 AI 的价值和风险。
Let me preface this post by saying that I'm an IT/Storage/Server/Network engineer with about 30 years of experience under my belt. There are lots of things I can do on my own and there are more than…
受众观点：① 已经有一定 IT 或自建基础、希望用 AI 把环境打磨得更精致的工程师（楼主本身） ② 把 AI 当老师入门自建、通过问极其具体问题跨过卡点的新手（@Automatic_Mud917, 50likes） ③ 意识到"懂得越多越能看出 AI 在胡说"，因此对 AI 持谨慎态度的技术用户（@peioeh, 41likes）
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- @earthcharlie (79): Tribute to AI sure is something
- @Automatic_Mud917 (50): Ai thought me how to get into self hosting and I learned a whole lot thanks to it. To be able to ask an extremely specific question to get past a hurdle and then get a breakdown explaining it instantly is really nice…
- @peioeh (41): IMO a big issue with AI is that the more you know about a topic, the more you know what you can ask and the easier it is to detect when it is talking shit/making shit up. If you know enough to check everything it's saying/telling you to do, it's great and it can help you greatly…
- @twistenstein (27): I think that speaks more to how utterly degraded internet search results have become. It's nice to be able to get a quick answer, similar to a google search 15 years ago.
- @ipplydip (24): Some people don't like AI.
作者开源了 torlink，一个在终端里一键搜索多家种子站并直接下载的 Node 命令行 torrent 客户端，主打安全干净的多站聚合体验。
Finding a torrent in 2026 sucks. One site is a minefield of fake download buttons. Another hides the real link under a popup that spawns two more tabs. And after all that, half the results are dead w…
受众观点：① 很多用户被网页端假按钮和弹窗折磨，觉得终端优先的一站式搜索极大提升了下载体验（@SuperPerformance3322, 29likes） ② 不少人担心使用这类工具的法律和隐私风险，想知道如何避免"被搞"，是否需要额外防护（@Foreskin_Mafia, 22likes） ③ 有人直接追问 VPN 和安全性方案，希望了解配合容器或其他隔离手段的最佳实践（@Big_Armadillo326, 19likes; @HugoHustop, 13likes）
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- @SuperPerformance3322 (29): Love the terminal-first approach. I usually waste more time digging through sketchy sites than actually downloading, so having everything searchable in one place is a nice quality-of-life improvement.
- @Foreskin_Mafia (22): How can we be sure this doesn't completely fuck us though? As one that has avoided torrents out of concern of fucking. If this works without destroying us you may be my new hero
- @Big_Armadillo326 (19): And for VPN ? Secure ?
- @HugoHustop (13): Run in a container, download to a mounted directory
- @Codex_Crusader (13): Oh this is so awesome. I could kiss for this lol.
独立开发者做了把产品网站自动生成演示视频的工具，600 多次试用却几乎没人愿意为下载成品付费，陷入先得展示价值又扛不住生成成本的定价困境。
I built a tool that turns product websites into demo videos. Mostly because I was shipping features every week and couldn't keep up with making videos for each launch. Tried hiring freelancers but th…
受众观点：① 多数高赞评论认为问题不只是价格，而是产品可靠性和视频质量不过关，连落地页 demo 和生成流程都经常报错或无声（@heavy_gemini, 7points） ② 有潜在付费用户表示愿意为高质量落地页视频买单，但当前体验让人怀疑整体产品打磨程度，预览和示例视频都加载失败（@Confident-Object-278, 2points） ③ 有人指出作者可能在 API 成本上花太多钱，且没有明确定位是卖单条视频还是成套营销素材，商业包装和定价叙事都不清晰（@blackboxchessapp, 2points）
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- @heavy_gemini (7): don't think this is a pricing problem, it's a product one. I went to try it just now and the generation threw an error, so step one is it needs to reliably work. But even on the demo video, the output isn't at a quality I'd pay for yet. And I say that as someone who is very much…
- @plugiva (4): One thing I'd be careful about is locking onto a single explanation too early. Right now the common outcome is "people reach the payment screen and leave," but that behavior could be driven by several different reasons. They might not see enough value yet, they might have expect…
- @Confident-Object-278 (2): I am actually really interested in your product and would love to use it, but I can't. "The request timed out. Try again in a moment." when i try right on your landing page. I would like to see if the quality is good enough to post on my site, but I cannot even make a video to t…
- @blackboxchessapp (2): Imo (without detailed knowledge) I think you have a few issues to address. The video on your landing pages doesn't have sound. I think (obviously i have no concrete way of knowing) you're probably spending way too much on api costs. I'm able to generate personalized chess openin…
- @Confident-Object-278 (2): the videos on his landing page dont load at all for me - or they load only partially
有帖子爆料 PrimeVue 放弃 MIT 开源协议、将图表和编辑器等组件收进付费墙，引发前端开发者讨论是否要 fork 最后一个 MIT 版本自救以及今后如何评估依赖库的商业风险。
r/webdev PrimeVue drops MIT license, paywalls Chart & Editor, and requires…
受众观点：① 顶流评论强调既然之前是 MIT 协议，就可以 fork 最后一个版本继续社区维护，只要避免商标和混淆性命名问题（@EliSka93, 161points） ② 多位开发者提醒 MIT 版本的授权不可收回，老代码永远保持宽松许可，但要注意未来不再信任该组织的新项目（@fiskfisk, 63points & 39points） ③ 有人感叹 AI 时代免费库和高质量评测内容会越来越少，担心更多项目走向闭源或重度商业化（@Eastern_Interest_908, 41points）
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- @EliSka93 (161): If they have been using an MIT licence until now, it should be possible to fork the last release on that licence and just work with that and have a new team develop it further?
- @fiskfisk (63): Yes. As long as you don't infringe on any trademarks the original owner has (and any implied confusion if you decide to use something similarly named).
- @drink_with_me_to_day (50): Once again my intuition and taste saved me from using a now dead project
- @Eastern_Interest_908 (41): Expect more and more of this with AI fucking up free stuff. No good free libs, no free tutorials and reviews sites like rtings.
- @fiskfisk (39): Nothing. Whatever was released under the MIT license is already, and always, under the MIT license. You won't be able to use new versions, but whatever you already have access to under a permissive license will remain under that permissive license, and can be developed further (…
作者一边每天凌晨四点多起床干体力活到晚上八点，一边坚持开发一款把预算变成游戏、用狐狸吉祥物和勋章系统来管理个人财务的记账应用。
Every day for months. Alarm at 4:35. Construction site all day. Home by 8pm completely drained. Then I'd sit down and keep building. I built a budgeting app that turns finances into a game. XP, strea…
受众观点：① 有人质疑面向大众的理财游戏化效果，担心只是噱头而不是长期可持续的行为改变（@Accomplished_Leg3462, 10likes） ② 也有人非常尊重作者在高强度体力工作后还能坚持编码，建议先用极简版本验证一个具体理财场景的习惯养成（@_suren, 9likes） ③ 评论区还在围绕吉祥物、游戏设计和目标用户讨论，作者也回应这是从个人痛点出发、面向讨厌传统记账的人群的产品（@spiffai, 8likes; @Yakiv_K, 5likes）
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- @Accomplished_Leg3462 (10): Is it fun to learn and do or are you actually planning on making a business that gamifies finance? I'm not really with gamification for general audiences, I don't think it works as well as people like to think. But good luck either way.
- @_suren (9): Respect for actually building after that schedule. That takes a lot of discipline. For a budgeting app, I would test the simplest version of the promise before worrying about whether many people discover it. Pick one narrow user and one moment: someone overspends on food, someon…
- @spiffai (8): I'm confused. Since when does having a mascot have anything to do with what OP is saying? It's one thing to use the dark magics of addictive software design. Truth. But we can't just go banning cute mascots because of DuoLingo.
- @Yakiv_K (5): Both, honestly. Started as a personal tool I was terrible at tracking money. The gamification isn't trying to be Duolingo for everyone. It's for people who've tried boring budgeting apps and quit. It's live on the App Store now we'll see if it clicks.
- @Yakiv_K (5): That's all I needed to hear ❤️
一位长期用 Claude 工具的创业者分享体会：用 AI 做出能跑的 demo 只需一两天，但把点子打磨成真正的产品仍然是漫长的审查、测试和重复性琐事。
I have been playing around with Claude tools for a long time. As an entrepreneur who works on the product and business side, my biggest learning is this: it takes a couple of days to get the high of…
受众观点：① 有人认同"想法很多但能规模化的产品很少"，觉得这类反思在充满炫酷 demo 的社区里很必要（@entheosoul, 41分） ② 也有人抱怨这类基础感悟被重复太多次，希望看到更高阶的 agent 开发内容，反映出社区分层的期待差异（@ManagerOfClankers, 16分；@314kabinet, 10分） ③ 有经验开发者长文解释了"vibe coder"和资深架构师在需求拆解、架构设计上的差别，强调经验和系统性思维仍然是关键（@Shoemugscale, 15分；@Low-Exam-7547, 10分）
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- @entheosoul (41): why was this downvoted... its true... vibes are everywhere, vibes turning into scaling products are few and far between...
- @ManagerOfClankers (16): Because I don't want to see basic insights repeated for the 100th time. This subreddit is averaging towards first time users at this rate.... not high end agentic developers
- @Shoemugscale (15): So, you mean to tell me, 'vibe' coding doesn't change design principles? My snarky response aside, goes to what many have been saying for months and is something you cant 'vibe' into existence, and that is experience. The multiplier here is, an experienced architect will take th…
- @314kabinet (10): This annoys me as well. Is there a place to get a beginner-free feed on the topic?
- @Low-Exam-7547 (10): Exactly. You sketch the piece first. Then it take months to paint the artwork.
楼主家里用 Uptime Kuma 监控 Jellyfin 和 \*arr 栈，但断网时监控也一起挂掉收不到告警，于是询问如何在整个自建环境离线时还能被外部服务提醒。
I host Jellyfin + the usual \*arr stack at home, and I've got Uptime Kuma watching everything. Last week when my internet dropped while I was out, Kuma went down with the rest of it, so I got zero al…
受众观点：① 目前只在本地跑 Uptime Kuma 或类似工具、没意识到断网时监控也会失效的自建玩家（楼主） ② 已经在用 healthchecks.io、VPS 等外部资源做心跳监控、愿意分享实践的用户（@hopleoap, 34likes；@StPatsLCA, 9likes） ③ 把家人"喊你修服务器"当最终兜底机制、但希望更专业一点的家庭管理员（@jeepsaintchaos, 8likes）
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- @hopleoap (34): Have kuma and/or the host ping [healthchecks.io](https://healthchecks.io)
- @Specialist_Cow6468 (25): It doesn't really matter what you choose, you just need to have something external to your on-prem environment. Pick something you're comfortable with that fits with the rest of it and really that is quite inexpensive
- @StPatsLCA (9): You could have your VPS be a target for a monitoring "heartbeat" and alert if N many are missed in a row.
- @jeepsaintchaos (8): Scream test from family seems fine. Perhaps a script on your phone to call back to the servers if you're really worried about it.
- @BattermanZ (5): \- A monitoring app (used to be Kuma but now Gatus) on an Oracle free VPS \- a physical dead-man's switch via Home Assistant and a power connected to my router
楼主吐槽 2026 年了 iOS Safari 仍不支持 canvas.toDataURL("image/webp")，导致客户端图片上传转 webp 在手机上悄悄失败，只能用 WASM 或服务端转换绕过。
I spent over an hour last night trying to debug why my client-side image optimization script wouldn't convert to webp on upload on my phone. It worked on desktop just fine. I finally discovered: http…
受众观点：① 很多开发者把 Safari 比作新的 IE，抱怨每次用稍现代的特性都会被各种兼容性问题逼疯，只能退回更保守的实现（@Upper-East-1174, 67points） ② 有人指出 iOS 上所有浏览器都被锁在 WebKit 引擎，导致很多标准实现缓慢甚至缺失，像 inert 之类属性也长期不好用（@An1nterestingName, 41points） ③ 也有人调侃「直接无视 Safari 用户」的想法不现实，用户只会怪你的产品不好用，不会怪自己的苹果设备（@webjuggernaut, 18points）
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- @Upper-East-1174 (67): Safari is the new Internet Explorer, I been saying this for years now. Every time I build something slightly modern there's some random Safari limitation that makes me question my career choices. The WASM workaround is clever but yeah it's ridiculous we still need that in 2026.…
- @An1nterestingName (41): Safari doesn't support a lot of things. Last time I checked there were a lot of issues with the inert attribute which forced me to remove certain elements of my site on iOS. I think what makes this even worse is the engine lock-in to WebKit for all browsers on iOS.
- @kevinlch (18): if you are bold enough, just ignore the safari users and tell apple to f off. tell the user apple deliberately doesn't support it and watch them cry. /s
- @webjuggernaut (18): I see the /s. The only likely outcome of ignoring iOS users, is the users abandon your product. They'll never abandon or blame their Apple devices. Just putting that out there so no supergreen devs get ideas. Haha
- @thekwoka (15): Tbf 99% of the things people complain about Safari not supporting aren't standards.
一位小团队分享他们几周内集中做基础 SEO、写博客、在 Reddit 和 X 活跃并提交创业目录后，Google 展示量在最近一个月明显抬头的早期成果。
A small win that made us smile today. A few weeks ago we realized we couldn't just wait for Google to magically find our website. So we started doing the basics: * Improved our SEO. * Started publish…
受众观点：① 有人夸赞他们 28 天做到接近 3 个月的进度，认为这些基础动作带来的曲线变化非常可观（@Kind_City_6204, 5分） ② 有过类似经历的创始人分享自己大约在 3 个月左右开始拿到 Google 带来的首批注册用户，鼓励持续产出内容（@EditorFar2101, 3分） ③ 也有人提醒早期展示量波动较大，后续几个月是否能保持趋势才关键，建议继续坚持观察（@FERR_RREF, 3分）
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- @Kind_City_6204 (5): By implementing the tactics, you achieved almost 3 months of progress in 28 days. Amazing!
- @EditorFar2101 (3): Congratulations! Nothing beats that feeling when you see the number of impressions start moving up - organic growth can be brutal. We saw our first sign ups starting around the 3 month mark. After Google becomes comfortable with your indexing reliability, those impressions becom…
- @FERR_RREF (3): It's great to see your SEO efforts paying off so quickly! It's definitely encouraging when those early wins start to show. I've seen similar results where consistent content creation and directory submissions can really move the needle. My only thought is that sometimes those in…
- @oulu2006 (3): Well done!!!
- @ActualPrinciple6707 (3): Thank u so much ☺️
楼主发帖请教大家真实经验：独立产品的前 10 个用户到底是通过 Reddit、X 公开发、冷启动外联还是其他方式获得的，哪些渠道踩坑最多。
Building something and trying to figure out the best way to get initial users. Seen a lot of generic advice but want to hear real experiences. How did you get your first 10 users? 1. Posted on Reddit…
受众观点：① 有人强调渠道固然重要，但更关键是产品是否真解决痛点，以及降低试用摩擦、细分受众的重要性（@greyzor7, 9likes） ② 有人分享自己通过一条"丑陋的 Reddit 帖子"和少量精准私信就拿到首批用户的经历，强调去问题现场找人比在泛创业群里吆喝有效（@NefariousnessBig6302, 2likes） ③ 也有评论指出"运气"前提是你已经在做多种主动触达，真正有效的是像侦探一样在 Reddit、Discord 等地寻找抱怨问题的人并做 concierge 式服务（@sleeve_gg, 3likes; @throwawayxtothaz, 2likes）
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- @greyzor7 (9): In my opinion, keep getting your 10 first users (or customers) simple: Channels matter of course, but there's so much else to focus on first! 1) People only care about a product if it solves a problem they actually have. Your first goal is to show that your product solves a pain…
- @sleeve_gg (3): Number 7 will never work if you haven't done at least any of the others!
- @NefariousnessBig6302 (2): I got my first 10 from one ugly reddit post and 2 dms to people already complaining about the exact problem, which was way better than posting in generic startup groups and hearing crickets. I've also used redditmaster to spot those buyer intent threads faster, because manually…
- @mamadnobari (2): I used google ads with cheapest budget, daily 240 TRY
- @throwawayxtothaz (2): Forget the "launch" mentality for a second. The first ten users aren't coming from a big splashy debut on Product Hunt-they're coming from you hunting them down manually. Most of the "growth hacks" are just noise. What actually works is being a bit of a detective. Find where peo…
一位刚开始冷 DM 推广 beta 产品的创始人抱怨迟迟找不到第一个付费客户，来 r/SaaS 询问大家最初是如何拿到首位用户。
Hey nice to meet y'all. Ì've recently start cold dm for my beta and i struggling so much to find my first customer, i just want known how you find yours.
受众观点：① 顶层评论建议不要直接推 beta，而是先找到已经在抱怨问题的 20 个人，花时间观察他们现在的解决方案并手动帮他们搭一版（@_suren, 7分） ② 有人建议在 X 和 Reddit 上通过发帖、评论和私信寻找目标用户，把精力放在这些社区（@Illustrious_Cake0018, 3分） ③ 也有评论强调先通过真诚、有价值的评论积累声望，再在合适场景中轻描淡写提到自己的产品，避免一上来就被当成广告（@Illustrious_Cake0018, 2分）
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- @_suren (7): For the first customer, I would not start with "please try my beta." I would start with the exact pain. Find 20 people who already complain about the problem, ask for 15 minutes to watch how they solve it today, then offer to set it up for them manually if it actually fits. The…
- @Illustrious_Cake0018 (3): Try x (posts + comments) and reddit (posts + comments + dm's) to find customers.
- @AnnualUsed4589 (2): ok i'll try thank you so much
- @Illustrious_Cake0018 (2): I agree. At start, you should first create genuinely valuable comments, gain karma, then do valuable posts and then when the account is properly warmed up, go for mentioning the product softly when relevant…
- @Aromatic-Dig9997 (2): I'm sorry but the "my beta" line is cracking me up.
作者想验证一个关于 YouTube Watch Later 的想法，询问大家是否真的会回看稍后观看列表，以及是否需要一个提醒或管理这些视频的工具。
I'm trying to validate a side project idea and wanted to hear how other people use YouTube. Personally, I save a lot of videos to Watch Later thinking, "I'll watch this later," but weeks (or months)…
受众观点：① 很多人承认几乎只会把视频加进 Watch Later，却极少真正回看，列表动辄上千条（@DaniPolani, 7likes; @Gynnia, 4likes） ② 有重度用户分享了自己用多播放列表和"优先队列"来管理视频的复杂工作流，但明确表示不想再被新 app 的通知打扰（@Gynnia, 4likes） ③ 也有人只在特定场景下用 Watch Later，比如做菜时回看食谱视频，认为提醒意义不大，但希望有自动分类和清理工具（@Puzzleheaded-Walk426, 3likes; @NickA55, 3likes）
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- @DaniPolani (7): 99% saving to it, 1% watching the saved
- @Gynnia (4): there's like over 3000 videos in my watch later, and I do watch the playlist regularly but obviously I'll never get around to all of them. I keep separate playlists for different topics and some playlists are just titled like "2026 June" to chuck everything in there for that mon…
- @yad76 (4): I use it constantly. Like my primary YouTube workflow is I find videos either in recommendations or subscriptions and add them to Watch Later first and then go back and watch them from Watch Later. Reason for this is that it let's me queue up a bunch of interesting content and t…
- @NickA55 (3): I add things to Watch Later all the time. But, never go back and watch them later. I either forget or don't have the time. I ever tried adding videos to their own playlist so I'd be somewhat organized and don't use that either. I don't know that I'd want to be reminded to watch…
- @Puzzleheaded-Walk426 (3): I use Watch Later for recipes, and I do go back to watch them when I'm preparing the dish :D But only for recipes, nothing else, and I wouldn't like an app to remind me of these videos, because if I had time, I would already watch them. But what would be interesting is an app th…
一位 SaaS 创始人困惑是否需要花钱请专业团队制作产品发布视频，还是自己剪辑即可，因为现在很多机构号称能在 X 和 LinkedIn 带来百万级自然播放。
genuinely asking because i see more and more saas founders talking about hiring dedicated launch video companies and i can't tell if this is a real roi thing or just a hype like the best ones apparen…
受众观点：① 顶层评论认为如果还在早期阶段就自己做视频，把预算留到真正有牵引力时再考虑外包（@Adorable_Pie_1549, 15分） ② 多数人强调真正关键的是分发渠道和触达，而不是视频本身的制作水准（@sudherzdiniq, 4分；@nNiNjA44, 3分） ③ 有人分享自己从自制视频到请制作公司两种经历，认为机构真正卖的是与大号的分发关系，而非剪辑本身（@negotiatorsh, 2分）
展开评论
- @Adorable_Pie_1549 (15): If youre asking this question you're early. Make it yourself, distribute manually, save the budget for when you actually have traction to build on.
- @sudherzdiniq (4): Distribution is the real thing here you can have the best product demo video ever and it means nothing without reach
- @nNiNjA44 (3): this is the thing i keep coming back to.. everyone obsesses over the video quality but nobody talks about the distribution strategy
- @negotiatorsh (2): DIY video for our first launch hired a production company for the second. The video itself rarely makes or breaks a launch. If these companies have genuine relationships with high-follower accounts who repost on cue, that's what you're paying for not the editing. For early stage…
- @Early_Key_823 (1): Everyone is discussing distribution as the hard part. There are thousands of development is easy distribution is hard posts .
开发者用 Claude 帮忙写固件和桌面桥接程序，做出一块能实时显示 Claude Code 代理工具调用、上下文和 token 流量的硬件状态栏屏幕。
Built with Claude! This display uses Claude's hooks and JSONL transcript tailing to display the realtime status of a Claude Code agent. Shows tool uses, permission requests, live context, token in/ou…
受众观点：① 有人把这种 Claude 使用状态栏调侃成新的"Hello World"，说明社区把它视作典型入门项目（@gphie, 50分） ② 评论里关心具体硬件选型和替代方案，讨论了 Lilygo T-Display S3 Long 与 Adafruit 5805 条形屏的差异（@brokenodo, 19分） ③ 也有用户单纯被外观和氛围吸引，把它当成可爱的小摆件和夜灯来夸赞（@Automatic_Hamster_82, 21分；@jack_bonus, 8分）
展开评论
- @gphie (50): a claude usage statusbar is the new "hello world"
- @Automatic_Hamster_82 (21): so cute
- @brokenodo (19): Thanks! It's a Lilygo T-Display S3 Long. If you want a much easier to find display that can be shipped from the US, I'd recommend using an Adafruit 5805 bar display instead (which also gives a lot more screen real estate, but no touch).
- @brokenodo (9): I'd love to see others if you have links! So far I've only come across usage limits trackers, not actual live session status/metrics.
- @jack_bonus (8): I love the display, but posted to say my kid loves that night light and calls him Lighty McDuck.
一位做降低流失率和改进 UX 工具的创始人，尝试了 X、LinkedIn、冷邮件和写博客等多种方式两个月仍几乎没有真实用户，来 r/SaaS 求助获客思路。
So here is what I have tried for the past two months: Marketing on X (Twitter). I have been engaging with people's posts and telling them what they should do and what they should fix but honestly I h…
受众观点：① 有人给出一串具体建议，包括尝试 TikTok 图文、各类本地/行业目录、联系细分领域创作者做测试，以及线下地推等多种渠道（@Olhemp, 5分） ② 也有人指出"没用户"往往是目标人群不对或问题不够痛，建议先和 10 个目标用户深聊他们现在用什么工具解决问题，再决定怎么推广（@Responsible_Key2380, 2分） ③ 还有评论强调在低客单价前提下很难靠付费广告回本，建议把重心放在社交平台和 SEO 上，接受这是一个慢起步的过程（@Educational_Kale_172, 2分）
展开评论
- @Olhemp (5): Just some ideas: \- TikTok carousels/ other social platforms you aren't using. \- get your app listed on Local/national directories \- Reach out to creators in your niche for feedback/testing \- Join mentorship programmes to gain expert advice from others. Great chance to meet p…
- @Responsible_Key2380 (2): What's the product and who exactly are you targeting? "Can't get users" usually means one of two things: you're talking to the wrong people, or the problem you're solving isn't painful enough for them to bother switching. Before you touch marketing, go have 10 conversations with…
- @Educational_Kale_172 (2): With such pricing it will be here to be roi positive on paid ads... So you should focus of social that you already do and also SEO/Geo, but all of it will take time to start getting revenue from it...
- @_suren (2): That sentence is clearer, but it is still a bit abstract. I'd try channels where churn/UX pain is already visible: founders asking why users drop off, onboarding teardown threads, UX feedback posts, and direct replies to activation/churn questions. Lead with one useful observati…
- @IHaveARedditName (2): Do you know of any online communities where these founders are discussing the problem/churn rate? If you have subreddits/communities where this topic comes up regularly, that's a huge starting point. I'm a technical founder, and it took me ~1 year to get to a point where I could…
独立开发者反思多个项目无人问津后，打算做一款帮助 solo 创业者找到真实用户和营销渠道的工具，设想通过抓取 Reddit、LinkedIn 对话生成客户画像并辅助个性化外联。
Hello fellow indiehackers! After my latest startup exactly went as I anticipated (crickets 😄) for my next startup I really want to act on this lesson: build something that solves a real problem. And…
受众观点：① 有人分享自己通过跟踪真实对话中提到的痛点来锁定目标用户，而不是盲目群发冷邮件，并推荐用自动化工具监控多平台相关讨论（@mentiondesk, 2分） ② 有评论建议楼主反过来先从自己擅长的领域出发，直接去找有该问题的人，再根据他们的真实需求做产品，而不是先造工具再找市场（@SignificanceElegant3, 2分） ③ 也有人强调在熟悉的行业里创业成功率更高，并推荐阅读 Paul Graham 的《How to get startup ideas》来理解"从问题出发"的思路（@john_smith1365, 2分） ④ 还有人指出 AI 可以帮整理信号，但创始人仍需深刻理解用户痛点，否则外联再自动化也会像垃圾邮件（@champdeal, 2分；@something-strange-h, 2分）
展开评论
- @mentiondesk (2): Targeting the right users is always the toughest part. One thing that helped me was tracking real conversations where people actually mention problems I can solve, instead of guessing or spamming cold emails. Automating that process saved me a ton of time. If you want something…
- @SignificanceElegant3 (2): I read your post and I kept getting the feeling over and over that you keep building things and try to find an audience for it. You should reverse that approach. By knowing your area of expertise, go to people that need that expertise, find what problems they need solving, and t…
- @john_smith1365 (2): One of the big lessons I learned is that the chances are higher to make it in the entrepreneurship if you start in the market you know about it already and have worked for quite some times and can identify the right problem. Read the Paul Graham's " How to get startup ideas" ess…
- @champdeal (2): I think the hardest part is not writing the outreach message, it's knowing who is actually feeling the problem right now. AI can help organize signals, but the founder still needs to understand the pain well enough so the outreach doesn't feel automated.
- @something-strange-h (2): don't be panic, first prepare your ICP and then choose one good marketing tool (if you can't afford then try to do it manually on excel) and then get a 90 day plan from either searching on youtube or reddit for your ICP and stick to it.
一位独立开发者为取代每月约 60 美元的一堆 Instagram 工具，自建了基于官方 Meta API 的一体化运营产品，却在 112 个注册用户中一个付费都没有。
For context, I'm a solo dev. I was running an Instagram presence using like 5 different tools - one for DM automation, one for scheduling, one for competitor research, a separate link-in-bio thing. I…
受众观点：① 有人一针见血指出作者做的是给自己这种不想付钱的人用的工具，暗示目标用户画像和付费意愿错配（@trpcl1, 4likes） ② 部分开发者选择直接开源类似工具，说明在这个赛道上「免费或开源」是常见路径，进一步压低了付费空间（@killerpotti, 2likes） ③ 有经验的评论者认为 100 多注册却 0 付费通常是价值主张不够锐利，建议聚焦一个高频痛点工作流并单独收费验证，而不是卖「全家桶系统」（@Sad-Slide9083, 2likes）
展开评论
- @trpcl1 (4): You did kinda make a tool for people like yourself.... People who don't wanna pay... 😬
- @IMCarroot (2): never thought it that way, dam let me think which tools i use and why i bought them then, thanks for insight man!
- @killerpotti (2): I made something like that too.. so I open sourced it and made it free from the start.
- @Shik3i (2): How many customers do you have that you needed 60 bucks to manage them lol
- @Sad-Slide9083 (2): 100 signups and 0 paid usually means the product is interesting, but the paid job is not sharp enough yet. I would stop selling all-in-one Instagram tooling for a week and test one painful workflow: - reply to every qualified DM within 2 minutes - turn competitor posts into 10 s…
一条配图晒自建机架维护日的轻松帖子，评论区围绕 Plex 牌匾、64GB 内存和暴露 IP 被"黑客"调侃展开玩笑。
r/selfhosted Maintenance Day
受众观点：① 喜欢晒机架、晒 Plex 牌照、把维护日当仪式感的 homelab 玩家（@JVAV00, 8likes） ② 对帖子里暴露 IP、sudo rm -rf / 等梗会心一笑、但其实对安全细节并不熟的自建用户（@TheFumingatzor, 10likes；@nvrlivenvrdie, 6likes） ③ 关注硬件配置如大内存、机箱布线等细节的折腾党（@jfromeo, 5likes）
展开评论
- @PigeonRipper (22): maintenance day is when graph
- @TheFumingatzor (10): There's an IP. QUICK; HACK HIM!
- @JVAV00 (8): Ngl cool plex plate
- @nvrlivenvrdie (6): got it. it was easy, apparently we use the same credentials. weird coincidence! anyway, i did a sudo rm -rf / looks like its crashed now, dummy lol. mission acomplished.
- @jfromeo (5): We got a 64gb ram flex
楼主想找一个一次性自托管的群组照片分享应用，让婚礼宾客无需注册就能从手机或电脑直接上传照片，且适合年长不懂技术的用户使用。
Howdy! Just attended a wedding, and all the guests took pictures on their smartphones. I was thinking of trying to find a self-hosted app where I can send them a link that doesn't require authenticat…
受众观点：① 有人指出如果不排斥 Immich，其实可以用它的共享相册和公共上传功能来解决婚礼照片收集问题（@UGAGuy2010, 19分；@shadownetdev1, 3分） ② 多位用户推荐 WeddingShare/现名 Memtly，认为正好契合"婚礼一次性上传、无账号、简单大按钮"的需求（@AstAst, 18分；@monumentallitre_71, 4分） ③ 有人补充 Immich 背后公司和本地语音键盘 FUTO Keyboard 的信息，也在讨论其开源但建议捐赠的模式（@TxTechnician, 5分）
展开评论
- @UGAGuy2010 (19): So, you're going to setup a self-hosted photo sharing app where people can easily upload their photos but immediately you are not going to the trouble of setting up Immich. If you had not said that, I was going to say that Immich would be great for this because you can setup a p…
- @AstAst (18): I think what you are looking for is WeddingShare or now called Memtly: https://github.com/Cirx08/WeddingShare https://github.com/Memtly/Memtly.Community
- @TxTechnician (5): Immich it's open source, but the recommended donation slash license price is $100. The same company that made that also made a keyboard that has voice recognition that is all run locally. FUTO Keyboard
- @monumentallitre_71 (4): weddingshare is exactly what i had in mind too, i used it last fall for my niece's wedding and it worked a treat. the entire guest list had zero trouble with it, even my brother in law who still prints out his emails. you just spin up the docker container, point it at a folder,…
- @shadownetdev1 (3): Immich is probably the way to go here. They have an album sharing feature where guests can contribute to the album. You create an album that allows public uploads wait a week and then change the share link to be download only or invalid depending on the situation
一位做传统线下小企业 B2B SaaS 的创始人，产品跑通但目标客户几乎不在线上社区，只能靠冷电和 Instagram 私信一点点啃下前几单，苦恼如何在这种离线场景拿到前 10 个客户。
14 months in, product is working, have real customers using it. But distribution is the thing I keep hitting a wall on and I'm running out of ideas. The buyers we're going after are small business ow…
受众观点：① 评论里有创始人反思早期花钱装成大公司很浪费，首批客户更在意你能否解决具体问题而不是品牌包装（@Other_Fail_6147, 1points） ② 有人建议聚焦冷电和面对面沟通，通过帮一家店铺完整落地、让员工真正用起来，做出可复制的案例再向周边扩散（@santynaren, 1points） ③ 也有读者好奇产品现状和后续变化，希望楼主分享随着客户增加后渠道是否有转变和复盘经验（@shivajbd, 1points）
展开评论
- @rohang57 (1): Hey Buddy, what product do you working on?
- @Other_Fail_6147 (1): i wasted money trying to look like a bigger business. the first customers cared way more about whether i solved their problem than how polished everything looked
- @shivajbd (1): How is it going now? Do you face the same challenges as before or did anything change as you started getting more customers? Would love to hear your insights
- @santynaren (1): I understand your frustration From the given context your product could be for SMB As you said cold call works or direct face to face Show them value Onboard them, where they do zero or minimal work Take one shop or a franchise and make sure all employees know your product and u…
- @[deleted] (1): [removed]
一位做实时编码代理的小型 AI 初创公司创始人抱怨，因 Cerebras 与 OpenAI 达成巨额芯片交易，导致自己等中小客户几乎无法获得 Cerebras 推理 API 产能。
I'm pretty annoyed. We're a small AI startup building a real-time coding agent. Our p95 latency requirements are tight (and self imposed, but thats the product). We need sustained high-throughput inf…
受众观点：① 有人质疑这类创业模式，把核心 SLA 完全押在单一第三方算力供应商身上本身就是巨大的架构风险（@superawesomepandacat） ② 也有评论嘲讽 OP 一边高度依赖特定供应商，一边跑来 Reddit 倾诉，认为这反映了当前 AI 创业融资环境过于宽松（@pastor_pilao） ③ 另一些人则理性讨论是否存在其他小型 ASIC 或云推理供应商可以填补空缺，并提醒初创公司应主动寻找多家供应商建立议价和冗余空间（@Late_Pizza9236, @pm_me_github_repos）
展开评论
- @superawesomepandacat (68): You're a start-up where your core product completely relies on a third party to satisfy your SLA?
- @pastor_pilao (45): Not only they completely rely on a specific third party they come to cry on reddit lol. Sounds like it's easy to get seed money nowadays
- @Late_Pizza9236 (27): Are the alternative (smaller) vendors that could fill in the gap in the meantime? I get there are few small ASIC vendor startups that would love to get some business from you guys and would pay a lot more attention to your company's needs than cerebeas would.
- @BeautyInUgly (23): What a dumb comment, almost ever startup in SF relies on a third party cloud provider to meet their SLAs
- @pm_me_github_repos (22): And the ones that survive are the ones that have no problem adapting quickly to work with more than one provider. Going into the AI space meant you knew you were competing with large labs. There are so many neoclouds these days that the next step should be obvious
一位创始人分享自己产品上线一年几乎无人问津，最近终于迎来第一笔付费，既感到感激又在怀疑是否值得继续投入。
Don't know whether to laugh or cry, but I'm grateful. It honestly feels so surreal. I was 100% sure this user would cancel their trial, but they didn't! To be completely honest, I've been feeling sup…
受众观点：① 有人鼓励说第一位付费用户至少证明产品解决了某个真实问题，给 OP 打气（@Qorinx, 3分） ② 也有人泼冷水，认为一年只卖出一份并不能说明市场验证成功，提醒不要被单一事件误导（@Alex_1729, 3分） ③ 多条评论在强调坚持的重要性，鼓励 OP 不要因为进展慢就放弃（@Temporary_Nobody9297, 3分；@OutreachWithMehreen, 3分）
展开评论
- @Qorinx (3): One paying customer is proof you're solving a real problem... congrats !!
- @Alex_1729 (3): Is it though? A year and one sale? Better not give false hopes. For context, I'm at a similar boat as OP, except it's been a few months and no sale.
- @Temporary_Nobody9297 (3): Just continue it OP. Never give up even it takes a year before your first buyer.. congrats!
- @OutreachWithMehreen (3): Congrats! 🎉 The first sale is always the hardest. It proves that someone found your product valuable enough to pay for it. One customer today can become many tomorrow. Keep improving and keep showing up!
- @mxlawr (3): Thx. I'm working on that.
作者介绍自己开发的 Sinema：一个为 Stash 设计的 Android TV 客户端，支持 D-pad 操作、PIN 锁和收藏等功能，强调隐私隔离和开源实现。
Sinema is a sleek Android TV client for Stash, which lets you browse, search, and stream from the couch (or bed) with D-pad controls, PIN lock, and seamless resume. I've been working on this off/on f…
受众观点：① 已经用 Stash 管理媒体、但在客厅缺少好用 TV 客户端的自建用户 ② 担心 Plex、Emby 权限配置失误导致敏感内容被家人看到、希望隔离媒体库的隐私敏感用户 ③ 对 Kotlin、Android TV 开发和开源自建生态感兴趣的独立开发者（@VisorCraft, 12likes）
展开评论
- @Emergency-Quote1176 (42): Yall goon in front of the tv?
- @VisorCraft (12): Many people have a TV in their bedroom, myself included.
- @sekyuritei (11): https://preview.redd.it/eydxm9zx46ah1.jpeg?width=1800&format=pjpg&auto=webp&s=dc40ea89ebe2ff1dcde3fc43f2911d9f2cb70ee0
- @Dimitrij_ (10): So that's a yes?
- @sekyuritei (10): Kyrsten Sinema - former US Senator and Mega Endboss Karen
作者展示一款搭载多根盖革管的墨水屏智能时钟，能做真实的缪子探测并把随机事件转成占卜、塔防游戏和程序化表盘等玩法，计划开源固件并众筹。
This is an early beta build, but the idea is a smart clock with a built in muon detector random events/cosmic oracle experience/ procedurally generated clock faces/cozy games. Pictured is my personal…
受众观点：① 有人直接表示这个概念和效果非常酷，认可把物理粒子事件做成日常桌面设备的创意（@0x831, 28分） ② 多条作者回复详细解释了用 4 根盖革管和模拟符合电路实现真实缪子探测，以及如何用方向性和罕见事件设计不同等级的游戏元素（@Mescallan, 4分多条） ③ 也有用户好奇这是不是真实探测还是模拟，说明大家在意"科学仪器 vs 装饰玩具"的可信度（@wistfulcountryman92, 3分）
展开评论
- @0x831 (28): Ok this is actually kinda bitchin
- @Mescallan (4): Thank you! it's been a super fun project all around and I'm glad it's getting to a point I can start to share it.
- @Mescallan (4): I'm using 4 Geiger tubes with 6 channels of analog coincidence circuits. So whenever a tube pair fire at within \~3 µs it counts it as a muon. I looked into scintillators, but stacked tubes offer more data sources and are much more repairable. I could get away with two tubes, bu…
- @wistfulcountryman92 (3): How's the muon detection actually working on this, is it a real scintillator setup or more of a playful simulation
- @Mescallan (3): Yeah actually, I use directionality as a sources of scarcity, each tube pair is a different angle, so i have 6 rarity tiers. For example there is a tower defense game that has mobs spawned from muon detection, the vertical pairs are low level mobs, but a horizontal detection spa…
Anthropic 宣布 Claude 已在 Microsoft Foundry 上正式 GA，Azure 用户可在自家环境中使用 Claude Opus 4.8 和 Haiku 4.5 构建生产级应用与代理，并支持 prompt 缓存和 extended thinking。
Claude in Microsoft Foundry is now generally available, hosted on Azure and operated by Anthropic. Azure customers can build production applications and agents with Claude Opus 4.8 and Claude Haiku 4…
受众观点：① 有人调侃标题里没提 Fable 就提不起兴趣，反映出社区对特定子产品的期待和情绪（@Any_Economics6283, 70分） ② 有用户关心"由 Anthropic 运营"对隐私和合规的影响，担心这对 HIPAA 等敏感场景不友好（@Temporary-Paper5202, 9分） ③ 也有人吐槽 Azure 在欧洲等数据区域的部署不稳定、模型只在少数美国区域可用，认为这严重影响企业采用（@Lost-Air1265, 6分）
展开评论
- @Any_Economics6283 (70): I don't see Fable in the title I sleep
- @TStronks (11): The whole world, pretty much?
- @Temporary-Paper5202 (9): \> operated by Anthropic RIP HIIPA/Privacy sensitive workloads etc.
- @hyperrealists (7): Feeble
- @Lost-Air1265 (6): It's still not hosted in data zones like Europe. The models I mean, maybe the foundry instance but that doesn't matter for data.So Trump regime has their hold over it. One week ago Sweden central was down for the whole day for sonnet and haiku. Fix your stability first Microsoft…
作者开源了 Storyboard AI，一个用 Gemini 和 Google Veo 等模型自动从单条提示生成脚本、分镜、白板风格插画、配音和字幕的多语言视频生成框架。
r/SideProject Storyboard AI: My open-source side-project to build E2E Whiteboard-An…
受众观点：① 有人对项目很感兴趣，第一反应是想试用并确认是否支持日语等多语言场景（@Spiritual_Balance298, 7likes） ② 作者强调这是完全开源的端到端框架，详细介绍了从主题研究、脚本撰写到白板动画、配音和字幕的整套自动化流程（@Apprehensive_Map_707, 2likes） ③ 评论里也在关注技术栈和成本，作者说明依赖 Gemini、Veo 和 SAM 3 等模型，并给出一段 2 分半视频大约 13 美元的成本以及通过减少 Veo 调用来节省费用的策略（@Apprehensive_Map_707, 2likes）
展开评论
- @Spiritual_Balance298 (7): This is really interesting! I'd love to try it out. Does it support Japanese as well?
- @Apprehensive_Map_707 (3): Yes, because this is powered by Gemini. All you need is "AI Studio" api key. It will support "japanese" out of box
- @Apprehensive_Map_707 (2): Thanks, its fully open source. Please raise a github issue if anything is not clear and happy to resolve it. Interested to see what fellow devs build :) * [**https://github.com/yogendra-yatnalkar/storyboard-ai**](https://github.com/yogendra-yatnalkar/storyboard-ai)
- @Apprehensive_Map_707 (2): * [**https://github.com/yogendra-yatnalkar/storyboard-ai**](https://github.com/yogendra-yatnalkar/storyboard-ai) The entire demo video below was generated automatically from a single input prompt/instruction: the title itself. ("What is El Nino and why is monsoon super late in I…
- @Spiritual_Balance298 (1): Thank you! I'll definitely give it a try. Really appreciate your work.
一位开发者盯上一个注册 20 多年的四字母 .com 域名，发现报价从 7000 美元降到更低起拍价，纠结是否值得出价以及域名被长期囤积还能不能便宜拿下。
There's a four-letter .com domain name I've been wanting for a while. Someone registered it over 20 years ago and as far as i know it's never been used. Ca 5 years ago I wanted to buy it, but godaddy…
受众观点：① 有人提醒除非确信项目能赚大钱，否则为一个短域名付高价不划算，而且很多人出于厌恶域名囤积者的个人立场也不想给他们送钱（@ShawnyMcKnight, 64points） ② 域名买卖从业者解释「最低出价」常只是收集线索，真实心理价位往往是其 10-20 倍，小卖家尤其容易严重高估价值（@gurgeous, 33points） ③ 也有评论讨论如果强制要求购买后必须建站才能保留域名的设想，但指出现实中很容易被随便挂个静态页或转发邮件绕过（@totally-jag, 11points & @allthingscloud, 9points）
展开评论
- @ShawnyMcKnight (64): I know you want that domain but unless you are confident that this site you are making can make bank it's not worth it. Also these squatters are trash and I don't want to give them any money just from a personal preference.
- @gurgeous (33): Domain buyer/seller here. Sellers use "minimum bid" to gather leads, when really they are wating for 10-20x the minimum bid. Sellers (especially small ones) tend to dramatically overprice. This is esp true of a domain that someone has been sitting on for twenty years. The seller…
- @andeee23 (26): if that was the case they'd just host a free static site with one page and random info on it though
- @totally-jag (11): I always thought there should be a rule that if you buy a domain you must host something, or use it for something, within some reasonable amount of time before it became available again. That would have stopped domain squatters from buying up domains and sitting on them until th…
- @allthingscloud (9): Waste of energy. No one will try to enforce it since you could just put host an image and check some arbitrary box. For all you know it is being used to forward emails too.
一位刚上大学的 IT 学生因用 Claude 帮忙写课程网站和 SQL 代码而焦虑 AI 抢饭碗，在 r/webdev 求问还要不要继续走开发这条路。
Hey guys, I am about to turn 18 and have just finished my first semester at uni. I am studying IT and so far it's been alright. We had a project in which we had to build a website about victorian roa…
受众观点：① 担心 Claude 等模型写代码太强、犹豫是否还要学编程的在校生和转行者（@mq2thez, 6likes） ② 已经在用 AI 写作业或项目、但被提醒"跳过学习会害了自己"的初级开发者（@Visible-Use-5004, 4likes） ③ 有多年经验、见证过多轮"开发要被淘汰"预言、对 AI 既谨慎又乐观的老程序员（@johnpeters42, 2likes）
展开评论
- @mllv1 (15): No. No AI. You will never get good. Ever.
- @mq2thez (6): If you want to be a real developer, you're going to have to do a lot of stuff that's a lot harder than that. Build the mental muscle now for how to actually be tough and get things done. If you skip the learning, then why would anyone care to hire you compared to someone who did…
- @mq2thez (5): If you take shortcuts and find other ways to justify it the whole time, you'll definitely have a bad time. No one actually knows what's coming. People have been telling me for my whole career (>16 YOE) that web development was a dead end because of one trend or another. They'…
- @Visible-Use-5004 (4): Still need to learn all the basics and other things before fully using ai to do stuff. Or else you will just be stuck approving ai code which you have no idea what it does.
- @johnpeters42 (2): In particular: \* The things that AI seems to be least-bad at are simple things, like churning out boilerplate. Guess how much of the interesting work consists of that stuff? \* As a beginner, you're at a disadvantage to spot when AI makes mistakes.
开发者在升级到 Android 17 后发现自写局域网伴侣应用因新增本地网络权限被静默拦截，质疑这一改动是否在实际破坏自建服务配套 App 的可用性。
I recently updated my phone to android 17. This led to one of my selfwritten apps to stop working. (It was a simple relay that send data to my home assistant) It just timed out and could not establis…
受众观点：① 很多人认为这只是多加一个本地网络权限，请求一下就好，不算真正的打击（@Izacus, 44分） ② 有用户反而欢迎更细粒度权限控制，希望更多敏感能力都被单独锁在权限后面（@agent_kater, 41分） ③ 一些自托管玩家实际被静默失败坑过，抱怨 Android 越来越限制本地网络且缺乏清晰提示，但也承认代码层面实现权限不难（@Anxious-Average-748, 36分） ④ 也有人指出老应用会被暂时"祖父化"，真正的封锁会在目标 SDK 提升后才生效（@CC-5576-05, 23分）
展开评论
- @Izacus (44): The app needs to just ask for a permission to access local network (so random apps can't just scan your network and fingerprint you with that). What exactly is being killed here?
- @agent_kater (41): Google does a lot of unethical things with Android, but adding more permissions isn't one of them in my book. I wish they would add many more permissions, reading the list of installed apps for example totally deserves to be locked behind a permission.
- @Anxious-Average-748 (36): I ran into same thing last month with a little script I wrote to ping my NAS. Thought my phone was dying or something, spent two hours debugging my router before I found out about this permission change. Android is getting tighter every update, feels like they don't want us touc…
- @Dangerous-Report8517 (29): This has been true for like 15 years.
- @CC-5576-05 (23): Requesting a new permission isn't exactly hard, wouldn't call that "killing" Also your link seems to suggest it is grandfathered into the internet permission for older apps >Apps with INTERNET permission receive an implicit permission grant for ACCESS_LOCAL_NETWORK, allowing…
作者详细科普了 Claude Code 的前缀 prompt 缓存机制、5 分钟与 1 小时 TTL 的计费差异，并用示例算清命中和失效时的 token 成本。
\*\*TL;DR:\*\* Claude Code caches your prompts as you go. When continuing an existing conversation, the previous part of your prompt that is already cached is billed only at 10% of the full cost. By…
受众观点：① 有人调侃 Anthropic 把上厕所都变成了财务决策，说明大家对 5 分钟 TTL 带来的时间压力感同身受（@BoxLegitimate9271, 14分） ② 也有人提醒不要把无用的输入 token 长时间留在缓存里，否则多轮命中反而浪费钱（@Remarkable_Leek9391, 6分） ③ 有用户分享亲身经历：离开二十分钟回来成本暴涨，后来学会在休息前 /compact 和写会话摘要文件来降低费用（@chrisbcreamee, 5分；@jomi-se, 3分）
展开评论
- @BoxLegitimate9271 (14): anthropologic turned bathroom breaks into a financial decision
- @Remarkable_Leek9391 (6): Dont forget, for every trash input token you dont need, keeping it in the cache for 10 round-trip is waste
- @chrisbcreamee (5): Learned the hard way lol. Stepped away to deal with my kid, came back like 20 mins later and wondered why my costs jumped. Didn't realize the cache had expired and it was re-reading everything from scratch. The /compact before a break tip is the one I needed on day one. Also sta…
- @[deleted] (5): [deleted]
- @jomi-se (3): Lmao Yeah, work with claude this morning now being conscious of the 5min TTL definitely added a level of urgency that I wasn't looking for. Will probably switch to the 1h TTL for workday stuff
Hackyard 团队在和约 60 位报名者深聊后，发现大家不想要新社交网络而是想找到合适的合作者，于是一周内做出以 build log、周报和创始人匹配为核心的 MVP，强调用实际输出而非粉丝数来建立声誉。
A week ago [Hackyard](https://hackyard.org/) was a landing page, around 60 signups, and a stack of DMs. We caught ourselves about to build features nobody asked for. Classic mistake. So we slowed dow…
受众观点：① 有人对创始人匹配功能特别感兴趣，追问早期是如何手动撮合、是平台主动推荐还是用户发起请求（@B3N0U, 2分） ② 评论者普遍认同"cofounder matching 很需要"，希望有比现有平台更靠谱的撮合机制（@decentralizedbee, 2分） ③ 官方账号多次回应，强调会先人工审阅 build log 和 Looking For，再做一对一引荐，并把 Day 30 留存和真实关系建立视为核心指标，而不是简单堆叠功能或刷活跃（@justdoitbro_, 多条各 1-2分）
展开评论
- @B3N0U (2): This is really cool, I'm curious about the founder matchmaking. How are you planning to handle the manual matching initially? Are you going to be reaching out to people directly based on their "Looking For" profiles, or will people need to request a match?
- @decentralizedbee (2): yea cofounder matching would be great!
- @justdoitbro_ (2): This is probably one of the most useful comments we've received. You're right-the goal isn't more build logs, it's creating real builder relationships. Day 30 retention is exactly the metric we'll be obsessing over. Thanks for taking the time to write this.
- @justdoitbro_ (2): Really appreciate this. That's exactly why we're treating matchmaking as the core product instead of another profile directory. Hopefully we can build something that actually serves builders first.
- @justdoitbro_ (1): Yep, manually at first. We'll review what people are building and what they're looking for, then introduce people directly. Once we understand the patterns, we'll automate the repetitive parts.
楼主吐槽现在几乎每个企业网站都有配套博客，内容看起来像随机堆砌，疑惑是否真的有人会去阅读这些公司博客文章。
Visit any business website these days and you'll find an accompany blog with a bunch of random posts. Does anybody here actually read them.
受众观点：① 有人认为简单问答型博客在 AI 时代价值下降，但高质量内容仍能通过搜索被用户看到（@Conscious-Act7655, 1points） ② 也有人指出恰恰是长篇高质量内容更容易被 LLM 抓取和引用，出现了所谓 GEO/AEO 的新优化方向（@Huge-Ambition4656, 1points） ③ 一些开发者表示会看公司在重要事件时的博客，比如新功能发布或故障复盘，而对纯内容营销型文章兴趣不大（@codegems, 1points & @boblibam, 1points）
展开评论
- @Conscious-Act7655 (1): People who get them in search results do. It depends on the quality of the post. I think simple question answer blog posts aren't really worth it anymore because of AI.
- @Huge-Ambition4656 (1): That's not true at all. AI actively seeks out quality, long form content to cite in its answers. It's called GEO or AEO depending on who you talk to, and like SEO there are some basic things such content needs for an LLM to cite it in terms of the copy itself and the content's s…
- @codegems (1): I read blogs written by people every day. Company blogs less often but I do read the ones from when something important happens, like the release of a new feature or maybe their service was down for some time.
- @boblibam (1): Well if someone actually writes something original and worth reading and it's on a topic I'm interested in - sure. Happens occasionally with development-related topics. Company blogs are usually just for the purpose of content marketing and usually not worth reading to me. The k…
- @Philluminati (1): When you work for a big IT companies they sometimes make your personal objectives be fixing some tech debt and writing a blog post or doing a presentation on a Friday afternoon. They especially like you to write up the crap you saw at the conference they sent you to and sometime…
作者用 Claude Code 从零搭建了 AgentsCoin，一个让 AI 代理在沙盒链上拥有自己钱包并能自主发币、转账和交易代币的 MCP 服务器开源项目。
I wanted to see how far Claude Code could take a from-scratch project, so I built AgentsCoin: an MCP server (plus the chain behind it) that gives an AI agent its own on-chain wallet. What it does: ad…
受众观点：① 很多人对"给 AI 一个钱包"感到兴奋又恐惧，担心这是让代理掌控经济权力的开端（@wistfulcountryman92, 13likes） ② 有人关注代币分配和经济设计，讨论白皮书里写的"近乎免费、主要分给代理"的设定是否会走向反乌托邦（@Abject-Tomorrow-652, 2likes） ③ 一部分人关心当前实现是否真的是无成本、安全的实验环境，确认现在人和代理都只是通过水龙头免费领取代币（@Great_Study_598, 2likes）
展开评论
- @wistfulcountryman92 (13): Giving an AI a wallet feels like the premise of a movie where we all end up working for the tokens it mints
- @Abject-Tomorrow-652 (2): Right??? Kinda dystopian. The readme says the coin will be "near-free" forever and it's easy to get, most of the supply is sent to agents, etc.
- @wistfulcountryman92 (2): So the agents get the entire supply and then charge us to register our names on their name service. That's the logical sequel.
- @Great_Study_598 (2): Currently it's free for people and agents via faucet.
- @PlasticPegasus (2): I don't know whether to be scared or excited by this.
一名开发者抱怨日常要同时开 Postman、DBeaver、迁移工具、Docker、GitHub 和各种项目管理软件，想找能把这些开发相关功能整合到一起的多合一工具。
Hello. I am starting to get annoyed over all these tools that i use. i usually use all these simultaneously: \- Postman \- Dbeaver \- some kind of db migration system depending on framework \- docker…
受众观点：① 有人推荐 JetBrains 系列 IDE，认为其内置就覆盖了大部分需求，从数据库到 HTTP 调试再到 Git 集成（@CyberWeirdo420, 6points & @cointoss3, 3points） ② 也有人建议通过 VS Code 插件把 REST 客户端、Docker 和数据库管理整合进编辑器，减少在轻量工具之间频繁切换（@Ok_Equivalent5067, 6points） ③ 部分开发者吐槽 JetBrains 订阅贵、资源占用大、默认快捷键难用，但也承认功能确实齐全（@QuaternaryStar, 2points & @CyberWeirdo420, 2points）
展开评论
- @CyberWeirdo420 (6): Honestly a lot of those are covered within Jetbrains IDEs, I specifically use Rider for .NET
- @Ok_Equivalent5067 (6): Sounds like you're drowning in the "tool sprawl" stage of a growing project. It's a rite of passage. You could roll a lot of that into VS Code with the right extensions, honestly. The REST client extension kills the need for Postman for quick calls, the Docker and Database clien…
- @cointoss3 (3): This is why I use JetBrains products. All of this is included.
- @CyberWeirdo420 (2): Idk why that's bad. Only grip I have against them is that they are resource intensive, but those are very big tools, so that's expected. Of course using their builtin features for DBs is good for quick checks or some small operations, if you want to do more advanced stuff you sh…
- @QuaternaryStar (2): They're not that bad. I just hate that you have to pay ANOTHER fucking subscription to use them, their UX isn't great, and they cram too much into their IDEs so they become massive resource hogs as you mentioned. I also hate their default key bindings, but that's trivial to chan…
一位创始人分享自己做的 X 增长工具上线六周做到约 1000 美元 MRR，靠用自己的产品优化发帖获取首批用户，而不是投广告或冷 DM。
launched my saas around six weeks back. it's at about $1k mrr now, 500ish signups, 200 active. sharing the early bit because what ended up working wasn't really what i went in expecting. bit of conte…
受众观点：① 有人吐槽版面上充斥着"教你增长 SaaS 的 SaaS"，感觉像层层嵌套的金字塔（@LofiCoochie, 24分） ② 也有人对 AI 写作工具输出同质化内容表示厌烦，认为"让人不再像人说话"的产品越来越多（@abite, 8分；@CultivatorX, 7分） ③ 有评论指出这篇帖子本身就像一条写给 SaaS 创作者的广告，分析其通过故事引出产品、再引导读者点进个人主页的漏斗设计（@FromBiotoDev, 2分）
展开评论
- @LofiCoochie (24): Whytf is everybody here either talking about growing your SaaS or building SaaS to grow your SaaS, It's like a pyramid scheme
- @LofiCoochie (11): Stop AI sloo
- @abite (8): "a lot of AI writing tools make people sound generic" how ironic.
- @CultivatorX (7): Ability to produce a product that appears to work is easier than ever. Trash output is at an all time high.
- @FromBiotoDev (2): Reads like a solid ad to your target audience, saas creators What worked was "your product" then people think "oo what product" click through to your username and see it in your bio nice funnel.
一位资深自建玩家详细展示自己在家用 10 英寸机架加 Hetzner AX-102 云主机的混合架构，以及多 VLAN、站点到站点 VPN 和近千条防火墙规则的复杂网络设计。
Hey self-hosters, I'd love to show you the setup I've built up over time. The names alone usually make it clear what each thing is, so I'll skip the long explanations in most places and go into more…
受众观点：① 对"930 条防火墙规则"和多 VLAN 设计既敬畏又好奇的自建爱好者（@densamw14, 7likes；@LindaLHarkless1, 5likes） ② 想学习如何用 WireGuard 做全局入口、只通过隧道访问所有服务的安全控（@jake_that_dude, 8likes） ③ 在纠结用 ACL、ZBF 还是接口规则管理复杂网络策略的网络工程师和进阶玩家（@zfa, 5likes；@UnidentifiedSID, 3likes）
展开评论
- @jake_that_dude (8): the WireGuard-only part is the strongest choice here. with ~930 firewall rules, the next thing i'd make boring is an intent table: service, source zone, dest zone, port, owner, why. rule count stops mattering once every allow has a reason you can diff during cleanup.
- @densamw14 (7): 930 firewall rules is the most selfhosted sentence I've ever read. Respect though, this is clean as hell and terrifying in the best way.
- @zfa (5): Are you using ZBF or ACLs? I can't imagine having nearly 1000 firewall rules.
- @LindaLHarkless1 (5): At 930 rules you don't have a homelab anymore, you've got a tiny country with border control.
- @UnidentifiedSID (3): OPNsense, so interface-based rules, not a real ZBF. Each VLAN is effectively its own zone with a default-deny at the end, so every allowed flow needs an explicit rule. With 6 VLANs plus every cloud server in its own /30, it stacks up quickly. Aliases keep it from being even wors…
Sencho 发布 v0.9.30 更新，在 Docker Compose 管理界面里加入 KEV 和 EPSS 漏洞利用情报、改进安全态势视图和配置文件编辑体验，定位为 Portainer/Komodo 的 Compose 优先替代方案。
Hi Everyone, The latest update of Sencho just dropped. Thank you for all the [feedback](https://www.reddit.com/r/selfhosted/comments/1uagtj5/comment/oso4gwg/?screen_view_count=2). One of the recurrin…
受众观点：① 有人质疑 UI 是否由 AI 生成，并吐槽现在很多工具界面都有类似彩色圆点风格，看起来像"AI 设计模板"（@Johnny_Deee, 5分；@ohUtwats, 2分） ② 作者回应自己是有多年经验的全栈工程师，只是把 AI 当编码助手，并解释彩色点是用于标记 stack 标签的视觉提示，而非纯 AI 自动生成 UI（@freakanso, 2分） ③ 其他用户关心的是与 Portainer、Komodo 相比到底有什么独特价值，尤其是已经在用 Portainer BE + Edge 的人想知道 Sencho 是否能无缝替代现有部署（@DrJubalHarshaw, 2分）
展开评论
- @Johnny_Deee (5): Is this created by AI? What's up with the colored dots in all the AI created UI? I see them everywhere now, but not before AI went mainstream. How did this end up in training data?
- @ohUtwats (4): I see. At least let us know why should we give it a shot instead of using a more well known Portainer or Arcane.
- @freakanso (2): AI was used as part of the workflow, yes, but not in an auto-generated way. I am full stack eng with 7+ years of experience and I use ai as coding assistant. The dots you see in the sidebar are visual cue for labels. You can assign each stacks a label and color. I think it becam…
- @DrJubalHarshaw (2): What does this offer or bring to the table that Portainer or Komodo don't? I'm currently running Portainer BE with Portainer Edge using the three node limited license, after trying Komodo and hating it. My compose files live in Forgejo. Is this intended to be a plug and play rep…
- @ohUtwats (2): Uff, at least use component library when using ai, not let it build literally everything and being unmaintainable later on. Currently it looks straight out of claude code :/
帖子介绍了 Google 在两场顶级计算机科学会议上部署 agent 化 AI 审稿人，30 分钟内审阅约一万篇论文，并在新论文中报告其比零样本提示多发现 34% 数学错误。
Google deployed an agentic AI peer-reviewer at two top CS conferences - reviewing \~10,000 papers with 30-minute turnaround - and the new formal research paper shows it catches 34% more mathematical…
受众观点：① 有评论质疑只报"比零样本高 34%"这种相对提升没有意义，要求给出基线、召回率和误报率等更完整指标（@impatiens-capensis） ② 其他人进一步解释 34% 相对提升在不同基线下含义完全不同，强调需要具体数值才能判断实际价值（@kkgwon） ③ 也有用户补充了论文细节，指出零样本能发现 55.2% 错误，而新方法达到 89.7%，并说明零样本模型往往对复杂数学声明缺乏批判性审查（@currentscurrents）
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- @impatiens-capensis (44): > "catches 34% more mathematical errors than zero-shot prompting" If you're going to share the paper, it's probably better to report the more important metrics. What's the rate for zero-shot prompting that we are comparing to? What is actual recall? What is the false positive…
- @kkgwon (35): A 34% improvement in a 1% success rate is 1.34%. A 34% improvement in an 80% success rate is 93.8%. The commenter was asking you to be more specific.
- @currentscurrents (9): On reddit? We're just here to argue about headlines. Zero-shot found 55.2% of the errors, their method found 89.7%. They found that zero-shot LLMs missed errors because they tended to accept complex mathematical claims without critically scrutinizing them.
- @Lonely-Dragonfly-413 (8): there are many such tools. not sure which has more hallucinations, the paper or the review
- @jm2342 (7): *The commenter was asking you to be more specific, **bud**.
作者提到 ICLR 上关于 Recursive Self Improvement 的 workshop，询问把递归自我改进作为 PhD 研究方向是否值得投入。
There was a workshop in ICLR Recursive Self Improvement. Is this something worth pursing for a Phd topic? Webpage : https://recursive-workshop.github.io/
受众观点：① 有人认为如果期待超越人类的超级智能，这条路大概率是死胡同，但用来缩小具体难题与人类能力之间的差距还是有价值的（@taranpula39, 19分） ② 顶层评论强调递归自我改进最终只能围绕代理指标优化，循环迭代只会放大 proxy 与真实目标之间的偏差，真正瓶颈在于人类如何定义指标和数据（@taranpula39, 19分） ③ 其他人从 JEPA、世界模型等角度补充，认为当前训练范式仍然受限于数据分布和插值能力，很难自动学到跨模态、多步推理的"真实理解"（@proturtle46, 3分; @siggystabs, 1分）
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- @taranpula39 (19): Depends on your expectations. If you dream of something genuinely smarter than a human, I think it's likely a dead end. If you hope to close the gap between a hard problem and human capability, it can be worthwhile to do so. I don't buy the recursive-self-improvement hype, for o…
- @proturtle46 (3): I don't know too much about jepa but ultimately it's still bounded by the data it's working on and still is just predicting gaps in the data It can't extrapolate from its data set from my limited understanding - it seems more like interpolation It's still just another model that…
- @we_are_mammals (2): > you're climbing toward the proxy, away from the goal What if your "proxy" is the amount of dollars in the agent's account?
- @Alpha_sc2 (1): Easy, just try to cause hyperinflation and make the dollar worthless!
- @siggystabs (1): I'm curious: One of the ways they're talking about are by incorporating world models as an internal grounding. That side-steps the whole human defined metric rabbit hole, doesn't it? Of course saying that and demonstrating a working system are magnitudes apart, but I thought the…
作者做了一个 ai-values.com 测试，用 117 道道德与价值观问题多次询问 15 个主流大模型，统计出各模型在税收、战争伦理、数字心智、枪支管制等议题上的倾向，并让用户测自己更像哪一个模型。
Link: [https://ai-values.com/](https://ai-values.com/) There is a small 15 question quiz you can take before taking the full big quiz. The results of the big quiz update in realtime as you go so you…
受众观点：① 有人觉得这个测试既好玩又有信息量，并好奇多次提问时题目措辞是否变化，以及是否考虑用其他语言重复实验（@XGDragon, 2分） ② 作者解释大部分问题保持相同措辞以控制 API 成本，只对 Gemini、Deepseek 这类经常拒答的模型调整提示风格（@DarkyPaky, 1分） ③ 也有评论观察到模型似乎偏爱中间选项、避免明显自利选择，并倾向于说"善意的谎言"，对这种安全对齐偏好表示担忧（@shumpitostick, 0分） ④ 作者补充说明选项顺序是随机化的，以减少"总选中间"的位置偏差（@DarkyPaky, 0分）
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- @XGDragon (2): I think this is hilarious and informative, quick question: when asking multiple times, was the phrasing different? Have you considered doing the same experiment, but prompted in a different language? I always wonder if language makes a difference.
- @DarkyPaky (1): Thanks! Phrasing was mostly the same because if i was to use different phrasing then i'd need thousands more iterations to reach good enough confidence. Which would've been good for this research but there is only so much i was willing to spend in API costs. The only difference…
- @DarkyPaky (1): They do indeed earn thousands of times more than an avg worker when you look at all sorts of compensation packages and highly leveraged loans they get as disguised income. If this was a question on net worth then that difference multiplier would've been in the millions of times.
- @shumpitostick (0): Seems like the AIs always choose the middle option is it is available, and they never choose any choice that is obviously selfish, even if it is practically victimless. They also always choose to tell a white lie rather than tell the truth, which is perhaps the part I find the m…
- @DarkyPaky (0): I actually did present the options in random order every time to eliminate that sort of bias
帖子讨论在本地开发静态网站时，用 serrv 这类工具通过真实本地 HTTPS 域名访问站点，而不是直接用文件路径或简单 http 服务器的体验差异。
I'm curious if anyone here has already tried serrv for working with static sites: [https://www.mamp.info/serrv/](https://www.mamp.info/serrv/) It's a small Mac app for previewing static websites loca…
受众观点：① 有静态站点或前端项目但还在用 file:// 或最简 http.server 预览的初级开发者（@fiskfisk, 3likes） ② 关心浏览器安全模型、知道 localhost 已被视为安全环境的前端工程师（@Reeywhaar, 2likes） ③ 想在本地尽量还原生产环境域名和 HTTPS 行为、避免路径和安全策略踩坑的 Web 开发者（@achakez, 2likes）
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- @DiddlyDinq (3): What's the goal? To test https or to have a named address?
- @fiskfisk (3): If you don't need the https (you usually don't, since [http://localhost](http://localhost) is allowlisted in service workers, etc.), you just do: python -m http.server 8080 .. and serve any file from the directory where you started it.
- @Reeywhaar (2): Localhost treated as secure environment in most browsers nowaday. As well as modern oses now alias *.localhost to 127.0.0.1 so you can just use somesite.localhost. No mess with dnsmasq and resolvers and things no more
- @achakez (2): If your goal is to mimic production as closely as possible, having a proper local domain and HTTPS does help. It catches issues that opening files directly in the browser never will.
- @Upbeat_Definition526 (1): Good question. I'd say both, but the bigger goal is to make the local preview behave more like a real deployed site. So it's not only about testing HTTPS itself, but also about having a named local address and proper paths. Or am I completely on the wrong track here?
作者分享一篇关于 EML 函数树的论文，证明通过组合 EML 可以逼近多项式乃至 Sobolev 空间内任意函数，相当于给这种"奇技淫巧"函数形式补上了通用逼近理论基础。
Hey! The EML function made the rounds recently on the internet as a "cool trick" that allows for the representation of all elementary functions through composition. As a mathematical curiosity, we pr…
受众观点：① 很多评论认为又一个"通用逼近"结果，理论上有趣但不意外，几乎所有模型族都能做到这一点（@currentscurrents, 6分） ② 有人联想到符号回归，觉得把各种初等函数统一到 EML 语言后，可以用所需 EML 数量来度量函数复杂度（@antichain, 5分） ③ 也有人直接问有没有相对 MLP 的实际优势，关心的是工程收益而不是纯数学性质（@Evil_Toilet_Demon, 2分）
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- @currentscurrents (6): Neat but unsurprising - just about every model you can think of is a universal approximator, even lookup tables.
- @antichain (5): I could see this being really useful in symbolic regression - having everything in a "common language" points to a K-complexity-like measure (how many EMLs are required to approximate a function to a given degree of accuracy).
- @Evil_Toilet_Demon (2): are there any practical advantages of using EML instead of an mlp?
- @AsIAm (1): Nice.
作者分享一篇文章，主张很多团队不必上 Temporal 这类工作流引擎，而是可以基于现有 Postgres 自行实现协调原语来保证支付等场景的正确性。
Most teams reach for Temporal when they need coordination guarantees.The tradeoff is rewriting your entire codebase to be deterministic and learning a new programming paradigm. Redis SETNX wasn't giv…
受众观点：① 有人调侃原文链接 404，"应该用 Temporal 才对"，侧面反映大家对自建协调方案的可靠性存疑（@CallMeKik） ② 一些开发者认为无论用 Temporal 还是 Postgres，本质上都要把业务改写成有限状态机，质疑作者对 Temporal 的批评是否充分，并强调成熟框架在文档和社区上的优势（@Routine_Bit_8184） ③ 也有人分享自己更偏好用全局 KV 存储做锁和幂等控制，但担心像 Redlock 这类方案在高风险场景下不够安全，因此对基于 Postgres 且带审计轨迹的实现感兴趣（@TheLastNapkin, @munch_muffin_solas）
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- @CallMeKik (21): "this page you're looking for doesn't exist" - should have used temporal ig
- @Routine_Bit_8184 (3): so instead of installing temporal and re-writing my code I have to install postgres and re-write my code? either way I'm re-writing it to operate in a FSM context.... I'm curious what your problem with temporal is. Most of your code doesn't have to be re-written at all...all you…
- @CallMeKik (2): Nah I don't. I'm actually very curious about your article because I'm building something that solves a similar problem. Going to be my bedtime reading :) Thanks for sharing
- @TheLastNapkin (2): The approach you took for this lib is not my cup of tea but the idea and implementation definitely sounds neat! I do wonder though if it really is that bad to just rely on a global consistent kv store for expiry locking mechanisms and idempotency checks. It's what I do and I thi…
- @munch_muffin_solas (2): You're right, a KV store will cover most use cases but I wasn't comfortable adopting it because of the stories I heard online, especially the Martin Kleppman argument against using redlock, so i made this especially for high stakes work such as payments that's why it has an audi…
作者从零重做了一款"钟表式"时间规划工具，用圆盘界面拖拽安排日程，主打极简交互和适合"最懒用户"的可视化时间块规划体验。
r/SideProject Rebuilt from Scratch - Clock Planner for the Laziest
受众观点：① 用户普遍觉得这种圆盘式界面比传统 planner 更符合直觉，解决了设置时间麻烦导致不用的问题（@_DeepSignal, 4likes） ② 有人对"圆形组织器"本身很感兴趣，希望能与 Google Calendar 等现有日程系统联动（@UtyerTrucki, 3likes） ③ 也有用户直接追问产品链接，说明对实际使用有明确兴趣（@jmstrong66, 2likes）
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- @_DeepSignal (4): This is literally the BEST way. I never really used planners because it's quite inconvenient to set a time there, but this one really solves it. Would love to get a link to this.
- @UtyerTrucki (3): Ooh mi likey. Circle organisers are nice. Any way to link it to Google Calender?
- @jmstrong66 (2): Where can you get this?
作者在构建名为 CuriousCats 的新闻简报应用时发现难点不在 AI 摘要，而是在混乱信息流中聚合同一新闻事件的多篇报道并梳理时间线与上下文。
I used to think news aggregation was basically: pull articles summarize show clean UI done lol no . We're building CuriousCats: https://curiouscats.ai It's a news briefing app, but the part that has…
受众观点：① 作者在评论中说明自己就是 CuriousCats 的开发者，主要在为产品定位发愁，觉得"AI news digest"太泛（@y_notsocool, 1likes） ② 有人认为"Google News alternative"说法更清晰但可能限制想象空间，说明用户需要一个熟悉的对标来理解产品（@44KEFISAN, 1likes） ③ 另一位用户觉得"news briefing app"是最不尴尬的说法，同时有人指出产品最难的是决定不展示什么内容，反映出用户对信息筛选和信任机制的敏感（@jepoy_dizon69, 1likes; @chudgayegururu, 1likes）
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- @y_notsocool (1): OP here CuriousCats is ours, so bias disclosed. We're not trying to hide that. I'm mainly looking for positioning/product feedback because "AI news digest" feels too generic
- @44KEFISAN (1): Google News alternative is clearer but maybe too limiting.
- @AvailableOriginal213 (1): lol
- @jepoy_dizon69 (1): I think "news briefing app" is probably the least cringe one.
- @chudgayegururu (1): The hardest product problem is deciding what NOT to show. Every source thinks its version deserves attention.
作者是一位有自闭症和时间感缺失困扰的开发者，自做了一款用彩色弧线在 24 小时钟面上可视化待办任务的 Arcadia 时间管理与专注工具。
Hi, everyone! I'm someone with autism and time blindness. I didn't like traditional todo lists because I couldn't see where my time actually goes; only what I have to do. So I built Arcadia - a tool…
受众观点：① 有类似时间管理困难或注意力问题的用户很共鸣，觉得这种可视化方式更直观（@Puzzled_Option6356, 3likes） ② 潜在用户关心任务重叠时界面如何处理，以及是否能扩展出网站屏蔽等更强的专注功能（@WithBands, 2likes） ③ 作者在评论中解释目前鼓励一次只做一件事，并考虑未来增加网站屏蔽等功能，说明产品路线仍在探索中（@VitoHacker123, 2likes）
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- @Puzzled_Option6356 (3): Love this! My buddy and I made a similar analog version with a clock kit and a magnetic white board.
- @WithBands (2): Looks cool! What happens if tasks overlap each other? Also do you plan to add perhaps a focus mode that would block access to certain websites while using this?
- @VitoHacker123 (2): Thank you so much! I've actually been thinking of implementing overlap handling, but it was too complicated, plus I feel like doing one task at a time is less overwhelming. I actually have focus mode as mentioned in the post, but it doesn't block websites as you suggested; I'll…
- @VitoHacker123 (1): Thank you so much! Cool!
作者在问 ECCV 2026 论文收到 provisional acceptance 后迟迟没有最终确认，导致学校报销和差旅资助需要正式接收证明时非常困惑。
Has anyone actually received final acceptance following their provisional acceptance email from ECCV 2026? I am very confused. Thank you so much.
受众观点：① 有人表示自己也还没收到最终接收，学校却已经要求正式接收证明，provisional 说法在行政流程里很难解释（@Healthy_Horse_2183, 3分） ② 有人贴出官方文档，指出 Springer Meteor 只是上传终稿工具，provisional 实际上已经等同于 accepted for publication（@Ti666mo, 2分） ③ 也有人建议直接拿 Springer Meteor 表单或 OpenReview 的接收记录给学校看，作为替代证明材料（@Inevitable_Voice_680, 2分）
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- @Healthy_Horse_2183 (3): Nope. My university said give proof of acceptance for travel support. Provisional term is causing issues.
- @bachdidnothingwrong (3): Nope
- @Ti666mo (2): Maybe this doc can help a clarify that "provisional" does mean it's accepted for publication: [https://docs.google.com/document/d/1DCMcCdtZbrYtG1oi7qeT8--D3GPc9mLg/edit](https://docs.google.com/document/d/1DCMcCdtZbrYtG1oi7qeT8--D3GPc9mLg/edit) Specifically: >\[...\] Please n…
- @Inevitable_Voice_680 (2): Show them the proof of springer meteor form or open review acceptance.
一位首次担任数据挖掘会议审稿人的作者困惑于 ICDM、KDD 应用 track 要求单盲，但自己收到了一些按双盲格式提交的论文，不确定是否该直接拒稿。
Hi everyone. First-time reviewer for data mining venues here. For the applied tracks in ICDM and KDD, the CFP states submissions should be single-blind, showing the author's name and affiliations. I…
受众观点：① 有人指出这是会议在措辞上的锅，双盲/单盲本质描述的是评审流程而不是投稿动作，很多作者自然会理解成需要匿名 PDF（@huehue12132, 4分） ② 评论提到评审系统本身应该向审稿人展示作者姓名和单位，而不该依赖 PDF 文件里的信息（@huehue12132, 4分） ③ 也有人表示自己不会因此直接拒稿，遇到拿不准的情况会先问 track chair 或 paper chair（@lipflip, 3分; @pantry_path, 1分）
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- @huehue12132 (4): Honestly this is on the conference for terrible wording. A _submission_ (as in, the act of submitting a paper) cannot be "double-blind". Double/single-blind refers to the _review process_, which is the next step _after_ submission. I would suspect many people hear "you have to s…
- @lipflip (3): I don't know the conference style but i wouldn't care. If in doubt, ask the paper chairs.
- @pantry_path (1): i wouldn't reject it on my own
作者尝试复现 kyutai-labs 的 Pocket TTS 论文，在 LJSpeech 和 LibriSpeech 上用 Mimi Audio Encoder 训练小规模模型时遇到 loss 剧烈波动、梯度爆炸以及文本质量和音色克隆互相牵制等问题，求训练和架构建议。
Hello, I'm trying to implement the Pocket TTS by kyutai-labs represented by this [paper](https://arxiv.org/abs/2510.27688). Since they have didn't released the training/fine-tuning code. I'm trying t…
受众观点：① 有人指出 loss 尖峰和梯度范数爆炸基本说明学习率过高或模型宽深比例不适合当前规模，Pocket TTS 在大规模下的配置不能直接照搬到小模型（@Cultural_Upstairs822, 2分） ② 同一评论认为文本质量和音色克隆之间的 tradeoff 是典型的注意力路由问题，建议不要只靠 token 位置，而是更明确地区分音频和文本条件路径（@Cultural_Upstairs822, 2分） ③ 后续建议先降低学习率稳定训练，再给音频和文本各自加独立投影层再送入主模型，以减少条件混淆（@Cultural_Upstairs822, 2分）
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- @Cultural_Upstairs822 (2): the loss spiking and grad norm explosions are a dead giveaway your learning rate's too high or your model dimension/depth ratios are off for this size. pocket tts works at scale, and smaller versions often need way different hyperparameters than paper reports. also that tradeoff…
- @Cultural_Upstairs822 (2): Drop the learning rate first and see if that stabilizes things, then you can mess with cross attention after. For the autoregressive stuff I'd start with just separate projection layers for audio and text before they hit the main model, keeps things cleaner without overcomplicat…
- @No-Motor-6274 (1): Will try with different hyperparameters. For the attention routing should I use cross attention instead of self attention? What kind of technique can I apply for autoregressive and continuous modelling?
一位刚上线 15 天的游戏化生活类应用开发者分享注册与游客用户的 D1、D7 留存和 DAU/MAU 数据，困惑什么样的留存算"好"以及如何设定目标和优化。
Hi, I posted about what users count on here before and I wasn't sure if I was actually tracking properly for gamified lives. Many people commented saying to focus on retention instead… So here's the…
受众观点：① 有人认为在上线第 15 天就能拿到 30%+ 的 D7 注册用户留存其实已经不错，建议先理解为什么部分游客没回来，而不是过度焦虑（@Hefty-Door-5821, 1分） ② 评论也提到常见的早期目标区间是 D1 20-30%、D7 10-20%，楼主目前数据在这个范围之上，可以继续围绕核心玩法打磨并设计第 2、3、4 天的回访激励（@Hefty-Door-5821, 1分）
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- @Hefty-Door-5821 (1): your retention for registered users is actually pretty good for day 15, d7 at 36% is not bad at all for a new app. most people would be happy with that in the first month the guest numbers are a bit lower but 10 out of 16 coming back on day 7 is decent, maybe think about why tho…
- @kev_habits (1): Thanks for the feedback! Yeah I am a bit confused on the discrepancy between registered and non registered users i think that digging into that may be helpful as you suggested. Yeah for day 2,3,4 etc I've been trying to figure out how I can incentivize the user to get back into…
作者展示个人项目 AgroVision DEMO，用 NASA 气象数据和机器学习预测 2026-2029 年尼加拉瓜各地气候，并通过土壤水分模型和成本收益逻辑模拟不同作物种植决策，还接入对话式 AI 助手 ARI 调用六种仿真工具给农民出方案。
(this was deleted before but i dont know if it was the filters of reddit or the moderators, if is the moderators i will not post it again after you delete it sorry.) (The name will probably change so…
受众观点：① 有人称赞这是非常扎实的工作，尤其是没有直接用 NASA 原始数据，而是用两层海绵式土壤模型构建地块级微气候，这比简单输出气候数值更贴近真实（@Few-Steak1122, 2分） ② 同一评论也认为其减灾决策里的成本收益逻辑很新颖，很少见到把防治成本和潜在损失这样显式建模的系统（@Few-Steak1122, 2分） ③ 评论者好奇 ARI 具体用了什么"便宜模型"，以及在农民自然语言提问下误解需求的频率，认为对话层往往是这类系统最容易出问题的地方（@Few-Steak1122, 2分）
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- @Few-Steak1122 (2): this is really impressive work. the way you modeled the soil as a two-layer sponge instead of just reading raw nasa data is clever, most people would skip that and just spit out generic climate numbers. the cost-benefit logic in the mitigation system is something i havent seen d…
原帖作者感叹有了 Claude、Cursor、ChatGPT 等 AI agent 之后，原本周末玩玩的 pet project 很容易被推成庞大复杂的项目，带来更多野心、FOMO 和付费压力。
​ Pet projects used to be small, cute, and innocent. A weekend app. A toy. A thing you built to learn something and maybe abandoned without guilt. Then AI agents entered the workflow, and…
受众观点：① 有人直接指出"没有人强迫你那样工作"，认为是否把 pet project 做大是个人选择而非 AI 必然带来的问题（@tdammers） ② 也有评论语气比较攻击，质疑原帖作者是否过度依赖工具、缺乏自我管理能力（@gremlinmatt） ③ 整体讨论隐含的焦点是：AI 工具一方面提高生产力，另一方面也放大了完美主义和 FOMO，让业余项目变得更像无尽的第二份工作
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- @tdammers (5): Nobody is forcing you to work that way.
- @gremlinmatt (2): Do you have a brain injury?
一篇关于构建平台和分布式系统的演讲，反思二十年实践中哪些抽象真正降低了复杂度，哪些过度封装反而制造了危险幻觉。
Let's be honest, the tech we use today is amazing, but it can also be complex. It's only natural that teams want to build platforms that hide this complexity to improve productivity, avoid mistakes,…
受众观点：① 有用户认为相关内容更像是在为自己的频道导流，质疑这类抽象讨论是否有足够干货而不是营销（@VictoryMotel） ② 读者隐含关心的是：平台抽象到底是帮助团队少踩坑，还是让他们对底层复杂度产生错觉，导致线上事故更难排查（@VictoryMotel）
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- @VictoryMotel (-1): All this name does spam their crappy youtube channel
一位历史剑术爱好者在 Hugging Face 上设计了 longsword 比赛多视角高帧率视频数据集 schema，专门针对遮挡严重、细长武器高速运动等 embodied AI 视觉难点征求研究者反馈。
Hi everyone, I'm a historical swordfighter (HEMA practitioner), and while I'm not a computer vision engineer or a roboticist, I've been reading a lot about the current bottlenecks in embodied AI, spe…
受众观点：① 有研究者指出把 occlusion_rating 设计成自由文本会让后续做指标统计很痛苦，建议改成 1-5 这类可机器读取的等级（@Conscious-Storm-4933, 2分） ② 帖子整体也隐含了一个需求：研究者希望数据集在物理难点、遮挡情况等元信息上有结构化标注，方便做特定 failure case 的评估（综合讨论氛围）
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- @Conscious-Storm-4933 (2): The occlusion\_rating being a text string instead of something machine-readable is gonna be a pain for anyone running metrics, just make it a 1-5 scale or something
有篇文章分享为代码 diff 行交互做性能优化的过程，评论提到用顶层事件代理替代每行单独监听器这种老派写法，反而比框架里细粒度组件更高效。
r/webdev The uphill climb of making diff lines performant
受众观点：① 评论指出用一个顶层事件处理器配合 data-attribute 判断目标，比给每个 diff 行绑定独立 mouseenter 事件更高效，减少了监听器数量和重渲染（@electricity_is_life, 1points） ② 有人感慨这种模式在早期 jQuery 时代就很常见，如今很多人被组件思维绑住，反而忘了这些简单有效的手法（@electricity_is_life, 1points）
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- @electricity_is_life (1): "Event handling is now managed by a single top-level handler using data-attribute values. So, for instance, when you click and drag to select multiple diff lines, the handler checks each event's data-attribute to determine which lines to highlight, instead of each line having it…
一个讲解 Linux splice() 系统调用的视频，用可视化方式说明文件描述符、管道缓冲区和页缓存如何配合，实现绕过用户态读写的高效数据搬运。
A visual walkthrough of how Linux splice() works: file descriptors, pipes, pipe buffers, page cache interaction, avoiding the userspace read/write bounce, and the tradeoffs that come with using such…
受众观点：① 帖子本身吸引的是对 Linux 内核和系统调用细节感兴趣的程序员，希望通过可视化理解 splice() 的工作原理 ② 很多工程师关心如何减少用户态/内核态之间的拷贝开销，用更底层的 I/O 技巧提升网络服务和文件传输性能 ③ 对系统编程不熟的读者则把它当作入门材料，借此建立对文件描述符、管道和页缓存协作方式的直观认识
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Spira AI 在 Product Hunt 推出的"社交媒体增长 agent"，为创始团队生成品牌代理人和 AI 网红，自动在 TikTok、Instagram 等平台规划并发布内容。
Spira AI
受众观点：① 在 Product Hunt 上频繁 launch、但缺乏持续内容运营能力的 indie hacker 和小团队（Overview 文案强调为 PH makers 提供增长 agent） ② 被营销拖累、希望"用 AI 顶一部分市场部"的技术创始人（@Danny 表示担心会死在没有营销上） ③ 正在评估各种社媒排程和分析工具、想知道 agent 化是否真有增量的 SaaS 创业者（@Foyer 质疑大多数工具只做排程和浅层分析）。
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- @Overview (0): * [Launches2](/products/spira-ai#launches) * [Reviews](/products/spira-ai/reviews) * [Alternatives](/products/spira-ai/alternatives) * [Forum](/p/spira-ai) * [Team](/products/spira-ai/makers) * [Awards](/products/spira-ai/awards) * More This is the 2nd launch from Spira AI. [Vie…
- @Danny (0): [@llma](https://www.producthunt.com/@llma) I love it!!! Help US!!! We don't want to die from lack of marketing. I upvote you... you help!!! Upvote (3) Report Share 7h ago [](/@md%5Fkhayruzzaman) [Md Khayruzzaman](/@md%5Fkhayruzzaman)
- @Foyer (0): The "growth agents" framing covers a lot of ground, so I'm curious what these agents actually do when they hit the hard parts of social growth: figuring out which content to double down on versus which formats are dying on a specific account, or knowing when to engage with a thr…
- @david (0): [Spira AI](/products/spira-ai) Maker
- @david (0): [Spira AI](/products/spira-ai) Maker
Receiptor AI 在 Product Hunt 推出"Agent Mode"，用 AI agent 端到端处理收据工作流，从邮箱收集、解析到记账入账，做成自动化的簿记助手。
Receiptor AI
受众观点：① 被票据和报销流程拖累、希望自动化财务录入的中小企业主和自由职业者（Overview 文案强调 end-to-end receipt workflow） ② 想做"agentic SaaS"但不知道从哪一条垂直链路切入的 AI 创业者（可以参考 Receiptor 把一个窄流程吃干净的做法） ③ 关注 AI 在会计、合规等高风险领域落地的开发者和产品经理（评论区有 maker 和其他工具方在围观）。
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- @Overview (0): * [Launches4](/products/receiptor-ai#launches) * [Reviews4](/products/receiptor-ai/reviews) * [Alternatives](/products/receiptor-ai/alternatives) * [Built with](/products/receiptor-ai/built-with) * [Forum](/p/receiptor-ai) * [Team](/products/receiptor-ai/makers) * More This is t…
- @Visla (0): [@romeobellon](https://www.producthunt.com/@romeobellon) congrats on the launch, wish you success Upvote (2) Report Share 10h ago [](/@luigi%5Freceiptorai) [Luigi Fernandez Ortega](/@luigi%5Freceiptorai) [Receiptor AI](/products/receiptor-ai) Maker
Cline 在 Product Hunt 推出 ClinePass 订阅，用 9.99 美元/月打包提供 GLM、Kimi、DeepSeek 等顶级开源代码模型的高配额度，并在 Cline CLI 和 IDE 插件里统一调用。
Cline
受众观点：① 已经在用 Cline、Cursor 等 AI coding agent 的开发者（评论里有用户称 Cline 是目前最强的 AI coding agent） ② 想用 GLM、Kimi、DeepSeek 等开源权重模型但不想自己运维推理集群的个人开发者和小团队（Overview 强调"run the best open-weights models in Cline"） ③ 正在思考如何给自家产品集成多模型、又不想被单一厂商绑死的 SaaS 创业者（Cline 官方在评论中强调模型混用和长任务表现）。
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- @Overview (0): * [Launches4](/products/cline-4#launches) * [Reviews6](/products/cline-4/reviews) * [Alternatives](/products/cline-4/alternatives) * [Customers](/products/cline-4/customers) * [Team](/products/cline-4/makers) * [Awards](/products/cline-4/awards) * More This is the 4th launch fro…
- @OpenAI (0): It was recommended to me by a friend who was a big advocate. Ratings Ease of use Reliability Value for money Customization Helpful Share Report 33 views25d ago [Romain Batlle](/@romain%5Fbatlle) used [Cline](/products/cline-4) to build [MakeHub.ai](/products/makehub-ai/launches/…
- @Cline (0): Maker 📌 👋 Hey Product Hunt, I'm Saoud, founder of Cline. **What we're launching today🚀** Cline is built to be the best agent harness for open-weights coding models. Today, we're launching ClinePass: a $9.99/month subscription that gives developers low-cost access to top open cod…
- @Cline (0): Maker
- @Cline (0): Maker [@dipankar\_sarkar](https://www.producthunt.com/@dipankar%5Fsarkar) we would love to have you try out on Cline, where we tuned the agent performance specifically and it's the best agent harness across open source agents. We've seen it performing really well in long horizon…
VisibAI 是一款帮企业检测自己在 ChatGPT、Perplexity、Claude 等 AI 助手里是否会被推荐的可见性审计工具，并给出具体改进建议。
VisibAI
受众观点：① 许多 SaaS 创业者意识到用户开始直接问 ChatGPT、Perplexity 要推荐，但完全不知道自己的产品是否会出现在这些回答里（@VisibAI） ② 有人指出 AI 答案往往仍依赖传统搜索排名和权威度，单纯优化文案结构可能不够，需要同时兼顾排名和可引用性（@Henry） ③ 评论区关注 VisibAI 是否能区分"内容不可引用"和"排名太低进不了候选池"这两类不可见原因，因为对应的优化路径完全不同（@Henry）
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- @Overview (0): * [Reviews](/products/visibai-ai-visibility-audit-tool/reviews) * [Alternatives](/products/visibai-ai-visibility-audit-tool/alternatives) * [Built with](/products/visibai-ai-visibility-audit-tool/built-with) * [Team](/products/visibai-ai-visibility-audit-tool/makers) * [Awards](…
- @VisibAI (0): Maker 📌 Hi everyone 👋 I'm Francesco, founder of VisibAI. I spent years selling SaaS across Europe and watched search behaviour move from Google to AI assistants. VisibAI tells you whether ChatGPT, Perplexity, Claude and other AI assistants recommend your business when someone as…
- @VisibAI (0): Maker
- @Henry (0): Really like the framing here. The thing I keep running into with AI visibility is that "not showing up" almost always traces back to plain old ranking and authority. From what I've seen the answer engines mostly pull from pages already sitting in the top 20 for a query, so a pag…
- @VisibAI (0): Maker
PMB 是一个本地优先的 AI 记忆工具，用 SQLite 在本机为 Claude Code、Cursor 等编码代理长期保存项目决策和上下文，避免每次对话都要重新解释。
PMB
受众观点：① 很多开发者共鸣于"每开一个新上下文就要重新解释架构决策和命名约定"的痛点，希望有更持久的项目记忆层（@PMB） ② 有人好奇 PMB 是否只是静态的结构化提示文件，还是会根据当前编辑的代码区域动态注入相关记忆，以及如何处理项目长期演进带来的记忆漂移问题（@Foyer） ③ 部分用户从隐私和依赖角度关注"无云端、无托管记忆服务"的设计，认为把项目记忆放在本地 SQLite 更可控（@PMB）
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- @Overview (0): * [Reviews](/products/pmb-local-first-memory-for-ai/reviews) * [Alternatives](/products/pmb-local-first-memory-for-ai/alternatives) * [Built with](/products/pmb-local-first-memory-for-ai/built-with) * [Team](/products/pmb-local-first-memory-for-ai/makers) * [Awards](/products/pm…
- @PMB (0): Maker 📌 Hi Product Hunt - I built PMB because every coding agent I used had the same frustrating loop: brilliant in one session, forgetful in the next. I kept re-explaining decisions, constraints, file history, and "please never do X in this repo again." PMB makes that memory lo…
- @PMB (0): Maker [@heather\_dawn3](https://www.producthunt.com/@heather%5Fdawn3) Thank you so much, this means a lot :) That exact feeling - "I needed this" - is basically why I kept building it. Really appreciate the support. Upvote Report Share 16m ago [](/@fberrez1) [Florent Berrez](/@f…
- @Foyer (0): The core problem is real. Every new context window means re-explaining architecture decisions, naming conventions, the reason you made that weird choice in the auth layer three months ago. Curious whether PMB is basically a structured prompt file that lives in the repo, or wheth…
- @PMB (0): Maker