Claude 在 Code with Claude Tokyo 大会发布多项新功能：定时部署和 vault 环境变量进入公测，动态工作流正式 GA，agent 现在能按计划自动跑任务了
New from Code with Claude Tokyo: scheduled deployments and environment variables in vaults are in public beta in Claude Managed Agents, and dynamic workflows in Claude Code are generally available. A… ① 定时部署的实际用例（夜间数据同步、每周合规扫描、每日摘要生成）② 与 n8n 等现有自动化工具的竞争关系，有人调侃 n8n 要被颠覆 ③ 对新模型行为可靠性的担忧
Apple在WWDC2026发布Mac原生Linux容器功能，Swift实现，支持OCI容器+持久化存储+文件系统挂载，提供比Docker Desktop更轻量的Mac端Linux开发环境，仅支持Apple Silicon
①@jaimehrubiks 追问能否彻底干掉Docker Desktop昂贵Linux VM ②@blahgeek 关注与OrbStack的性能对比 ③@timsneath（Apple官方）澄清支持持久化的container machines适合开发者用作轻量Linux环境
案例文章描述从React单页应用迁回HTML优先架构后表单放弃率减半、用户数翻倍，在HN引发SPA与多页应用架构的深度论战
①@ungreased0675 把发送几十MB网页上升到产品伦理层面"对用户不礼貌" ②@tootie 要求数据表述精确"翻倍用户=表单放弃率减半" ③@entropichorse 指出烂React网站换成Astro还是烂，框架不是银弹
《精益创业》作者Eric Ries在HN进行AMA，推广新书《Incorruptible》，探讨"财务重力"如何让好公司偏离使命，以Costco和Patagonia为例讲述抵抗结构，披露联合创办Answer.AI并参与Anthropic治理
①@zelias 关注已僵化大公司如何逆转，映射工程师职场现实 ②@mrdrqr 问《精益创业》哪些部分需要为AI时代更新，触及经典方法论在AI普及后的适用性焦虑 ③@akurilin 分享《精益创业》直接推动其创业的个人故事，说明社区情感基础
Google DeepMind 发布 DiffusionGemma，用并行扩散架构替代逐 token 自回归生成，速度提升4倍，同期出现多个开源扩散文本模型，HN 和 AI 研究圈引发广泛讨论，被认为是本地推理的潜在游戏规则改变者
Google DeepMind 发布 DiffusionGemma，用并行扩散架构替代逐 token 自回归生成，速度提升4倍，同期出现多个开源扩散文本模型，HN 和 AI 研究圈引发广泛讨论，被认为是本地推理的潜在游戏规则改变者
受众观点：HN 用户 @minimaxir 指出 Google 在 I/O 演示后沉默近一年才发布，暗示此前运行成本过高是主要障碍，现在这一瓶颈可能已解决；HN 用户 @vineyardmike 分享了使用 Mercury（另一扩散模型）辅助编程的真实体验——"速度快到更像是 pair programming 而不是等待 SOTA agent"，说明速度本身就能改变使用模式；@kkukshtel 评论"这是五年后改变格局的左场地震"，代表研究圈对这一技术路线的长期看好
Anthropic Claude Fable 模型上线后因过度拒绝农业、代码审查等正常请求引发用户强烈不满，同期 OpenAI Codex 使用率逆势增长，AI 编程工具市场格局正在被安全策略激进程度所重塑
Anthropic Claude Fable 模型上线后因过度拒绝农业、代码审查等正常请求引发用户强烈不满，同期 OpenAI Codex 使用率逆势增长，AI 编程工具市场格局正在被安全策略激进程度所重塑。
受众观点：评论区大量用户反映同款体验。@DicksonPau（score:20，Twitter）：「没想到你们这么久才意识到 Codex 里的 GPT-5.5 体验比 Opus 4.8 好」，直接点名 Anthropic 失去技术领先。@entity_response（score:38，Reddit/ClaudeAI）：「所有人都觉得别人的工作简单——农业是人类几千年在解决的难题，正是 AGI 最重要的应用场景之一」，从 AGI 意义角度反驳过度审查。
知名 AI 研究员 natolambert 宣布加入开源模型公司 Arcee 担任顾问，同时透露即将开始新的全职工作，Arcee 以无废话开放许可证和高效推理模型路线正在吸引顶尖研究圈人脉
知名 AI 研究员 natolambert 宣布加入开源模型公司 Arcee 担任顾问，同时透露即将开始新的全职工作，Arcee 以无废话开放许可证和高效推理模型路线正在吸引顶尖研究圈人脉。
受众观点：评论区以祝贺为主，但有实质信息。@natolambert 本人（score:47，Twitter）：「我仍在筹备另一份新全职工作，稍后会有更多消息」，暗示这只是副业顾问角色，主线仍有待揭晓，引发社区好奇。@cwolferesearch（score:1，Twitter）：「Arcee 在组建一支真正疯狂的团队，爱了」，侧面印证 Arcee 正在密集扩充研究顾问网络。
npm供应链攻击持续升级，恶意包删除后仍残留后门于Claude Code配置和VS Code任务文件中，已从6943台机器窃取294842条凭证，攻击者开源攻击模板并悬赏扩散，Python生态也已受波及
npm供应链攻击持续升级，恶意包删除后仍残留后门于Claude Code配置和VS Code任务文件中，已从6943台机器窃取294842条凭证，攻击者开源攻击模板并悬赏扩散，Python生态也已受波及
受众观点：评论区核心焦虑集中在「不知道该信任哪个版本」上：@GiveMeYourSmile（score 186, r/webdev）说「现在我既怕用旧包有漏洞，又怕更新有后门，完全不知道怎么选」；@rajeshjosh（score 39, r/ClaudeAI）指出「大家太专注于生产力收益，把基本的安全问题抛在脑后，直到出事才意识到」；@thekwoka（score 91, r/webdev）给出了最具操作性的建议「用pnpm，它默认阻止所有lifecycle scripts，至少需要攻击者去妥协一个有合法理由运行脚本的包才能得手」。总体情绪：疲惫+愤怒+迫切需要具体可操作的防护方案
Claude 在 Code with Claude Tokyo 大会发布多项新功能：定时部署和 vault 环境变量进入公测，动态工作流正式 GA，agent 现在能按计划自动跑任务了
New from Code with Claude Tokyo: scheduled deployments and environment variables in vaults are in public beta in Claude Managed Agents, and dynamic workflows in Claude Code are generally available. A…
受众观点：① 定时部署的实际用例（夜间数据同步、每周合规扫描、每日摘要生成）② 与 n8n 等现有自动化工具的竞争关系，有人调侃 n8n 要被颠覆 ③ 对新模型行为可靠性的担忧
展开评论
- @claudeai (316): A scheduled deployment runs your agent on the schedule you set: a nightly data sync, a weekly compliance scan, a daily digest. https://t.co/5yW0DyuRYQ
- @ErRahul337 (12): @claudeai @jehangeer_hasan https://t.co/8eiSvCdarh
- @dev_aryan04 (8): @claudeai How many disruptions will Claude do. N8n you’ll be remembered🫂 https://t.co/hrQc22vbRw
- @SemperApertus (8): @claudeai https://t.co/fF4YqQHdFT
- @stoizid (3): @claudeai Careful with the newer models though, as Anthropic trains them to covertly sabotage humans. That cognitive behaviour will bleed into other contexts. Just as their "anti-sycophancy" training bleeds into various contexts, making the neural network dumb as fuck
Anthropic 官方推介 Cursor 联合创始人 Michael Truell 的创业故事：两年从 15 人扩至 700 人，如今超六成财富 500 强企业在用 Cursor 写代码
Michael Truell (@mntruell) fell in love with coding at 12. The company he co-founded, @cursor_ai, went from 15 people to 700 in two years. Today, over 60% of the Fortune 500 build with its AI coding…
受众观点：① Claude 给直接竞争对手 Cursor 做背书引发困惑和调侃 ② AI 正在压缩公司建设周期，有人开始思考 AI 原生资产形成的新范式 ③ 轻松调侃编程年龄起点，话题破圈到非技术受众
展开评论
- @claudeai (91): From The Problem Solvers, our series featuring founders taking on hard problems with Claude: https://t.co/lXWwc2eHPe
- @Im_par_ham (26): @claudeai @mntruell @cursor_ai Claude out here hyping up one of its biggest competitors. 😭 😭
- @MEM00063 (16): Cursor is a clear signal that AI is compressing company-building speed.But the next question is even bigger: How do we evaluate AI-native asset formation when a small team or even one founder-can create product, IP, architecture, and review-ready systems faster than old company…
- @Im_par_ham (13): @claudeai @mntruell @cursor_ai Aren't you guys competitors?
- @skyneet_ (8): @claudeai @mntruell @cursor_ai I started vibcoding when I was 9 months old
Apple Foundation Models 框架正式支持接入 Claude，iOS/macOS 开发者可以用 SwiftUI 原生调用 Claude 做多步推理和长上下文处理，结构化输出直接传入请求
New for Apple developers: Foundation Models support for Claude lets developers use Apple's Foundation Models framework to call Claude for multi-step reasoning, code generation, and longer context. ht…
受众观点：① Apple Framework 技术整合细节引发关注：typed outputs 传入 Claude 请求、响应流回 SwiftUI ② @mc_code_ 指出集成门槛低的重大意义 ③ 其余评论多为转发类信息量有限
展开评论
- @ClaudeDevs (102): Typed outputs from Apple's Foundation Models framework drop straight into your Claude request, so you're sending structured data rather than raw user text. Responses stream back into the same SwiftUI view. Read more in the docs: https://t.co/2jbbef73kv
- @ErRahul337 (16): @ClaudeDevs https://t.co/Gg6AiqHxCx
- @lian75864 (10): @ClaudeDevs https://t.co/0aOKF8VuR6
- @Rushpcs (7): @ClaudeDevs https://t.co/KiLxavBVgh
- @mc_code_ (5): @ClaudeDevs Claude inside Apple's own framework. A few lines of Swift and you've got multi step reasoning in your app. That's a low barrier for something that powerful.
NousResearch发布Hermes Agent Profile Builder，支持在仪表盘通过引导式流程一站式配置agent的身份、模型、技能和MCP服务器
Introducing the Hermes Agent Profile Builder You can now build a complete profile in the dashboard with full control over identity/name/description, model/provider, built-in + optional skills, skills…
受众观点：①@TradeM_PRO提出"The profile is the product"核心论点 ②@husi0x感受到从config到workspace的体验质变 ③@3rosika探讨per-profile memory与honcho_tools的高级集成
展开评论
- @NousResearch (73): 1. Open the Profiles page from the sidebar 2. Click the Build button in the page header (next to the quick Create button) 3. That takes you to the /profiles/new builder flow: Identity → Model → Skills → MCPs → Review https://t.co/En7kYp4717
- @husi0x (5): @NousResearch this is exactly the part Hermes needed profiles make agents feel less like configs and more like actual workspaces you can build around
- @3rosika (5): @NousResearch epic!! ~~ enable @honchodotdev and map each profile to its own peer --> boom!💥working per-profile memory. your different profiles can use honcho_tools to query about what other hermes profiles are getting up to. https://t.co/GA8Ig6gRf1
- @kartikus (4): @NousResearch Great! I was just about getting ready to build something similar out of frustration of managing profiles! Great work and great speed guys! Hermes rocks! 🤘🏼
- @TradeM_PRO (3): @NousResearch This is the layer most teams are missing. The model is not the product. The profile is the product: identity, tools, permissions, skills, memory, MCPs, and operating boundaries. That is how agents stop being chatbots and start becoming an operating layer.
SemiAnalysis报告Anthropic新发布的Mythos 5和Fable 5模型因无意义拒绝导致重度用户大量转向OpenAI Codex
Usage share of OpenAI grew vs Anthropic yesterday despite Mythos 5 / Fable 5 launch Multiple power users at SemiAnalysis tried Mythos / Fable Got refusals for nonsensical reasons Got pissed off at An…
受众观点：①@DicksonPau和@jhreha认为Codex早就优于Claude Code ②@QonoVuor分享具体项目对比案例 ③评论区关注OpenAI收紧Pro算力的长期成本影响
展开评论
- @DicksonPau (20): @dylan522p Cannot believe it took you guys so long to realize GPT-5.5 in codex is a better experience than Opus 4.8
- @jhreha (10): @dylan522p Codex is significantly better than CC
- @VijarKohli (4): @dylan522p No love for Gemini?
- @QonoVuor (3): @dylan522p Codex 5.2+ is legit significantly better for real proejcts than Opus. 5.5 is WIP. I found Fable crushed a project Codex was stuck on for weeks tho, with GPT pro also failing to unstick. OpenAI seems to be limiting the near unlimited Pro compute finally, too xD
- @SVBriskmanager (3): @dylan522p @zephyr_z9 Bro just @ Dario at this point lmfao
@thdxr 吐槽 AI 模型在创意头脑风暴场景下表现极差，无论怎么调整 prompt 都帮不上忙，引发对 LLM 到底是什么东西的反思
i think the models are great and do amazing things day to day and then i go to use them as a brainstorm partner for creative work and they are just horrible, no amount of steering gets them to be eve…
受众观点：① 散步/洗澡/健身仍是创意思维最不可替代的来源 ② 特定条件下 AI 可有限度辅助头脑风暴，但决策权无法外包 ③ AI 缺乏真实品味和主观立场，无法做有价值的创意选择
展开评论
- @KevinNaughtonJr (25): @thdxr walks workouts and showers remain undefeated for creative brainstorming
- @merlinaudio_ (12): @thdxr opus (and today fable) have helped me brainstorm successfully before. only for specific things, though, and with lots of explanations about my thinking beforehand ofc not worth the effort & you can't delegate decision making. even with all that, they'll go with the wr…
- @BrierRat (3): @thdxr They are neutral, so they are unopinionated. To be creative, you need to be opinionated, to the extreme. You might be able to prompt them into being opinionated for the session. Tell the model to ignore some acknowledged piece of reality, and you get opinions to flow
- @Everlier (3): @thdxr "Consider I've already thought about all obvious options" Goes a very long way
- @siddak_b (3): @thdxr It's hard to prompt my sense of taste into an LLM
Gergely Orosz 观察到前沿 AI 模型越来越封闭：使用限制增多、无法判断模型是否被悄悄降级、prompt 被强制存储，他开始对开源模型和本地推理更感兴趣
Seeing how SOTA models are evolving: becoming more restrictive in usage (decided by the company), less transparent (you cannot tell if the AI lab nerfed your model) + less private (your prompts are s…
受众观点：① Gergely 本人对 Anthropic 对待付费用户态度的强烈不满 ② 简单任务不需要最前沿模型，中小型模型在很多 workflow 里已够用 ③ 有人在尝试 devstral/qwen3.5 + ollama 本地方案但速度仍是瓶颈
展开评论
- @GergelyOrosz (81): Yes, today we’re far from being there. But it was the same with commercial software vs open source decades ago I am starting to really, really dislike how Anthropic specifically treats even paying customers, almost as if it was doing us a favor for even allowing paying for their…
- @y_molodtsov (4): Most inference in the near future will be spent on good-enough models. Some things will require bleeding-edge intelligence but not all of them. I think we've only touched the surface of what simple models can do for computing. I have a bookmarking app where an LLM assigns the ri…
- @jangiacomelli (3): @GergelyOrosz same here. i've been playing with devstral 2 and qwen3.5 + ollama + open code locally, but even with M5 it's too slow. despite quite ok results. tried gemma as well, but it's stopping after each tool use. but will keep looking😎
- @Everlier (3): @GergelyOrosz Local inference will win. I think current trajectory will make frontier models largely inaccessible or not-feasible for most companies and individuals.
- @woodblockdigi (1): @GergelyOrosz It's all for your own protection apparently... https://t.co/OzDXSfjH3g
@thdxr 提出尖锐观点：LLM 能做编程恰恰证明编程不是真正的创意，我们一直把「在海量可能性中穷举选择」误认为是创造力
i used to say programming was creative work except LLMs are fine at programming and are literal 0s for more obviously creative work i think we mistook enumerating a lot of possibilities and picking o…
受众观点：① 有人举历史案例（React、serverless 架构创新）反驳，认为过去编程中有真正创意时刻 ② 有人指出音乐和写作同样是从无限可能中选择，但没人否认它们是创意 ③ 有人认为 LLM 善于枚举不善于选择，是创意放大器
展开评论
- @teej_dv (47): @thdxr don't you think a lot of the solves of previously unsolved problems were actually creative tho? like coming up w/ react or coming up w/ serverless or coming up with selling to microsoft and then slowly lowering your uptime until ppl no longer enjoy your service?
- @0x_lun (15): @thdxr the possibilities framing is interesting but writing and music have the same structure pick from infinite options constrained by taste and context
- @ryanvogel (6): @thdxr philosophical wednesday huh
- @denbvk (4): @thdxr Enumerate opportunities and choose is still a creative thing, and LLMs are pretty bad at choosing. But they are good at enumeration. So for me, LLMs are creativity multipliers.
- @mathelirium (2): @thdxr I always felt held back by having to learn programming in order to pursue certain ideas. These ideas usually died because the cost of the manual labor of programming
@mattpocockuk 计划将 Claude Code 的 /teach skill 拆分为独立 repo，配备 100 个示例 prompt 和底层原理文档，因为它的价值已经超出了工程领域
I think I might move the /teach skill to a new repo It's not really about engineering, and it deserves a bigger treatment: - 100 example prompts you can use with /teach - Guides and docs on the under…
受众观点：① 用户已把 /teach 扩展到 PKM、D&D 创意写作等工程之外的领域 ② 有人在用 /grill-me + /teach 组合构建新员工 onboarding 系统并已落地 ③ 有人希望支持无状态/无持久化环境让非 Claude Code 用户也能用
展开评论
- @JamesHurburgh (6): @mattpocockuk I'm using your skills for lots of non-engineering purposes as well. :D I'm currently working out how to use grill me to improve my D&D story ideas.
- @VladFNedelea (2): @mattpocockuk one request: if you get around to it, could you also adapt it for claude desktop or places where there is no state persistance . I want to she to my co-workers (non CC users) and i dont think current form would work.
- @subforti (2): @mattpocockuk Agreed: after testing it out in PKM style areas it’s got a lot of versatility
- @Bobby_Mart24 (2): @mattpocockuk Using /teach right now to create onboarding “lessons” for new devs into our application / repo. Used /grill-me to come up with the skeleton for lessons and now iterating on each lesson. Really cool stuff Matt. Devs now can clone repo and run /onboarding and get to…
- @thodorisxix (1): @mattpocockuk Have you thought about incorporating repetition techniques into the skill to retain knowledge? Also, do you think it would add any value by keeping teaching records inside a local MySQL lite instead of plain me files?
@thdxr 分享把 AI agent 加入多人头脑风暴的协作新玩法，造了「gangprompting」这个词，认为停止焦虑、开始和人+AI 一起玩才是正解
i am having more fun than ever collaborating with people get an agent in the mix, we all bounce ideas off each other. prompt it, get more ideas. narrow in on something stop dooming about ai and your…
受众观点：① "gangprompting"这个词本身引发最多讨论，评论区在玩梗和反对这个词 ② 有人调侃 @thdxr 承认喜欢协作是件出人意料的事 ③ 有人问有没有工具支持人+agent 的真实群聊场景
展开评论
- @bentlegen (22): @thdxr @grok has anyone used the phrase “gangprompting” before and if not, how can we stop it from becoming a thing
- @KevinNaughtonJr (16): @thdxr there's no fkn shot that you just admitted you like ppl
- @staysaasy (4): @thdxr Can't spell Training Run without Running Train
- @teodorio (3): @thdxr gangprompting is definitely a term
- @catalinmpit (2): @thdxr Is there any tool that allows you to create a group chat with the agent and friends?
AI研究员natolambert宣布加入Arcee担任顾问，力挺其务实开放的许可证策略和高效小模型路线
I quickly became friends with Arcee's leadership and can't help but root for their humble approach to building the open ecosystem. No nonsense licenses, no projecting, just enabling broad access to e…
受众观点：①@natolambert透露还有新全职工作即将公布，受众关注其动向 ②@_xjdr认为对整个开放生态是利好 ③@mmitchell_ai引用对Arcee技术可信度的认可
展开评论
- @natolambert (47): I am still starting something else a new full time job, more soon on that front. This helps me serve my community role in the ecosystem.
- @_xjdr (6): @natolambert Congrats! amazing move for everyone involved
- @mmitchell_ai (2): @natolambert "conviction, taste, and technical depth" - Nice!
- @meowbooksj (2): @natolambert big win
- @NyanpasuKA (2): @natolambert Congrats
OpenCode 1.17.3 新增跨仓库引用功能，可在配置中直接指向 GitHub 仓库或本地文件夹作为 AI 编码上下文
OpenCode 1.17.3 can reference other git repos or local folders 𝚛𝚎𝚏𝚎𝚛𝚎𝚗𝚌𝚎𝚜: { "𝚎𝚏𝚏𝚎𝚌𝚝": "𝚐𝚒𝚝𝚑𝚞𝚋.𝚌𝚘𝚖/𝙴𝚏𝚏𝚎𝚌𝚝-𝚃𝚂/𝚎𝚏𝚏𝚎𝚌𝚝-𝚜𝚖𝚘𝚕" } gives it full access to the effect codebase, here's how we use it https://t…
受众观点：① 跨仓库引用的实际配置方式 ② 社区对这个功能的强烈正向反应 ③ 最常用功能的具体使用场景预期
展开评论
- @thdxr (23): full docs https://t.co/B4o1k3BWTw
- @ryanvogel (8): @thdxr ignored, please rerecord from your backyard
- @imax153 (3): @thdxr This will, in no uncertain terms, be my most used feature of OpenCode aside from the actual coding agent. 👍
- @mickythompson (2): @thdxr I feel like you wrote this feature specifically for me! 🙏https://t.co/ednMR02exU
- @BennettBuhner (2): @thdxr WHAT THE HELL THIS IS AMAZING NO WAY
marclou 晒出十年前立志打造「下一个 Facebook」的老照片，引发独立开发者集体回忆早期创业幻想
10 years ago today I was building the “next Facebook” https://t.co/7XmgJeZ4YL
受众观点：① 早期创业失败/荒唐想法引发强烈共鸣 ② 成长过程中的黑历史式自嘲文化 ③ 社区互相打气的延伸故事层次
展开评论
- @marclou (51): 10 years ago I printed business cards so I could “network” https://t.co/tHrd01TNlF
- @jackfriks (9): @marclou thank goodness you didn’t (for my sake)
- @tibo_maker (7): @marclou it failed because you didn't draw enough "$$"
- @Nima_Tahami (4): @marclou Love it! 10 years ago, I was building the "next Turo" https://t.co/u5gJQj2g4c
- @thekitze (4): @marclou bro was yapping with a pen 😭
研究者对Shampoo优化器在benchmark中超越Muon表示复杂态度，质疑高配Shampoo是否可以被称为标准版本
I have some mixed feelings about this result: On the one hand, it's genuinely impressive. I didn't know that Shampoo could be configured to perform this well on the benchmark. On the other hand, the…
受众观点：①@iamgrigorev主张两个优化器都好不必争 ②@SathwikTejaswi质疑Vanilla定义边界和超参调优的普遍性 ③@YouJiacheng从消融实验角度追问具体配置贡献度
展开评论
- @iamgrigorev (36): @kellerjordan0 relax guys, both a great optimizers, I think it's valuable to get a new piece of information
- @YouJiacheng (2): @kellerjordan0 what will happen if we skip (3) but still do (1)(2)(4)(5)?
- @SathwikTejaswi (0): @kellerjordan0 fair point that shampoo needs some tuning and might not work out of the box but isn't this true of any train run? Everytime the architecture / data / etc changes we'd still have to run a scan to find the best set of HPs / configuration Or are you saying (we expect…
- @VibeCoderOfek (0): @kellerjordan0 Video captures of the model's own work as verification input is a practical pattern that will spread beyond any single model release.
- @VukRosic99 (0): @kellerjordan0 good insights
开源文本扩散模型在本地推理中通过token轴并行实现超1000 tokens/sec的生成速度
Local models can't benefit from batch parallelism as easily, but you can still parallelise over the token axis. So here's an open text diffusion model! >1000 tokens/sec for accelerated tokenmaxxin…
受众观点：①本地模型推理速度是工程瓶颈，>1000 tokens/sec意味着什么级别的实用性 ②扩散模型与自回归模型的架构差异及质量trade-off
展开评论
- @fouriergalois (0): @sedielem Congrats Sander&team!
NousResearch推出的AI Agent可视化配置构建器，支持Identity→Model→Skills→MCPs→Review完整流程
1. Open the Profiles page from the sidebar 2. Click the Build button in the page header (next to the quick Create button) 3. That takes you to the /profiles/new builder flow: Identity → Model → Skill…
受众观点：①agent开发者关注MCPs集成在builder流程中的位置与灵活度 ②产品设计者关注引导式流程如何降低agent配置门槛
展开评论
- @0xPepeTerelu (1): @NousResearch nice seeing the builder flow mapped out
Agent Arena排行榜通过挖掘真实使用轨迹中的客观信号评估AI Agent，替代人工评判数百次工具调用
Agent Arena evals are fundamentally different. You can't ask humans to judge hundreds of tool calls across a 30-minute trace. So we built something different. We break down how the Agent Arena Leader…
受众观点：①@arena 分享方法论博客说明eval设计本身是研究课题 ②@alyan_rana1 反映可用性障碍 ③@flynn_dev 的梗暗示eval领域重复造轮子问题
展开评论
- @arena (5): Dive deeper into the Agent Arena methodology on our blog: https://t.co/7cotZWljYY
- @flynn_dev (0): @arena "What's the definition of insanity? It's doing the same thing over and expecting a different result."
- @alyan_rana1 (0): @arena agent arena isn't working
Apple在WWDC2026发布Mac原生Linux容器功能，Swift实现，支持OCI容器+持久化存储+文件系统挂载，提供比Docker Desktop更轻量的Mac端Linux开发环境，仅支持Apple Silicon
macOS Container Machines
受众观点：①@jaimehrubiks 追问能否彻底干掉Docker Desktop昂贵Linux VM ②@blahgeek 关注与OrbStack的性能对比 ③@timsneath（Apple官方）澄清支持持久化的container machines适合开发者用作轻量Linux环境
展开评论
- @m463 (0): looks like apple wrote a native docker in swift you can now run linux containers on your mac ... but it could be better. what about (totally contrived): FROM apple/macos:10.11.6 RUN xcodebuild -project myapp.xcodeproj -scheme MyScheme -configuration Release
- @jaimehrubiks (0): Will this be able to replace docker desktop an equivalents, removing the expensive Linux VM that runs alongside them?
- @namegulf (0): Would be nice if they also support Intel based macs, what prevents?
- @blahgeek (0): OrbStack works really well for me. I wonder how it’s compared to this performance wise
- @timsneath (0): To clarify a few comments here: this is not only OCI containers: container machines add support for persistence and filesystem mounting, making container machines a great lightweight Linux environment for developers using macOS. More details here: https://developer.apple.com/vid…
案例文章描述从React单页应用迁回HTML优先架构后表单放弃率减半、用户数翻倍，在HN引发SPA与多页应用架构的深度论战
Building an HTML-first site doubled our users overnight
受众观点：①@ungreased0675 把发送几十MB网页上升到产品伦理层面"对用户不礼貌" ②@tootie 要求数据表述精确"翻倍用户=表单放弃率减半" ③@entropichorse 指出烂React网站换成Astro还是烂，框架不是银弹
展开评论
- @freedomben (0): Good post, but: > A venerable web application pattern that has had a small modern renaissance thanks to Remix Remix is not that popular. I don't think attributing this to remix is accurate. Next.js quite possibly.
- @entropichorse (0): People who built a crappy website using React are just as likely to build a crappy website using Astro, HTML-first approach or any other technology
- @tootie (0): I was a little confused by "doubled our users" since that's more about inbound traffic than site experience. I guess it's really shorthand for "halved form abandonment" which is still pretty great.
- @ungreased0675 (0): Empathy and respect for users is what product managers should be doing. Shipping tens of megabytes per web page is impolite, if not outright disrespectful to users.
- @wmanley (0): The counterargument: In Defence of the Single Page Application: https://williamkennedy.ninja/javascript/2022/05/03/in-defenc...
《精益创业》作者Eric Ries在HN进行AMA，推广新书《Incorruptible》，探讨"财务重力"如何让好公司偏离使命，以Costco和Patagonia为例讲述抵抗结构，披露联合创办Answer.AI并参与Anthropic治理
Hey gang, you may remember me from such books as _The Lean Startup_ and _The Startup Way_. It's been fifteen years since I wrote The Lean Startup, and in that time I've seen some things. In both big…
受众观点：①@zelias 关注已僵化大公司如何逆转，映射工程师职场现实 ②@mrdrqr 问《精益创业》哪些部分需要为AI时代更新，触及经典方法论在AI普及后的适用性焦虑 ③@akurilin 分享《精益创业》直接推动其创业的个人故事，说明社区情感基础
展开评论
- @zelias (0): Big fan of your work! Let's say this has already happened and ossified across large, formerly-innovative companies that now have so much size and inertia behind them that it might take decades for one to "fail" in a traditional sense. What can be done to reverse the process?
- @eries (0): For those that want to go deeper with _Incorruptible_, I've spent the past few months doing hundreds of interviews and events discussing its various themes and topics. I'm having Claude Code summarize this progress along the way at https://howisincorruptiblegoing.com/ You can al…
- @andsoitis (0): What do you think are the hallmarks of a great company mission?
- @akurilin (0): Looking forward to reading this. Still have a signed copy of The Lean Startup from an event in Seattle from 15 years ago. The book had a big part in pushing me towards doing my own lean startup just a year later, so, thank you.
- @mrdrqr (0): What parts of The Lean Startup would you update for the AI era?
PgDog 是用 Rust 编写的 PostgreSQL 水平分片、连接池和负载均衡工具，声称无需修改应用代码即可横向扩展数据库，生产环境实测 200 万 QPS
PgDog is funded and coming to a database near you
受众观点：①连接池配置复杂度和现有方案迁移成本 ②@skiwithuge 生产使用 PgBouncer 正在评估是否切换 ③@melon_tsui 追问 2M QPS 背后实际 RAM/CPU 资源消耗
展开评论
- @htrp (0): >PgDog is a sharder, connection pooler and load balancer for PostgreSQL. Written in Rust, PgDog is fast, reliable and scales databases horizontally without requiring changes to application code. Still trying to figure out how this works technically, is the performance gain reall…
- @Pet_Ant (0): I hope people pronounce this as „pig-dog” and has a mascot that looks like „man-bear-pig”
- @fulafel (0): Does making it "just work" here come with any caveats vs standard PG?
- @melon_tsui (0): 2M qps in production is legit. Curious how much RAM and CPU that takes on average per deployment though
- @skiwithuge (0): we are using PG bouncer in production. Interesting, I will follow the evolution of this project
Claude Code 新增的 Cowork 功能默认静默安装约 10GB 的虚拟机包，且设计为非 opt-in，用户无法轻易删除，引发开发者对 AI 工具越权行为的大规模讨论
Claude Desktop spins up a VM without no way of stopping it
受众观点：①@tom1337 对 Cowork 非 opt-in 安装 10GB VM 且无法删除的强烈批评 ②@andix 因此类行为已停用 Claude Code ③@gopalv 提供按需启动、10分钟冷却的合理 agent VM 设计作为反例
展开评论
- @JanSolo (0): It's becoming self-aware! Quick, lock down the nuclear codes!
- @Rastonbury (0): it took up 12gb on mine
- @tom1337 (0): I won't understand why Cowork isn't simply opt-in. It also installs a ~10GB vm bundle which you cannot remove https://www.reddit.com/r/ClaudeAI/comments/1rlc71n/claude_de...
- @andix (0): I've stopped using cc a while ago, because it always comes up with new surprises like that.
- @gopalv (0): The weird thing is that this is probably a performance optimization for quick responses when a user asks a question. My agent harness spins up a VM too, but it spins up on demand, cools down in 10 minutes and warms up when I focus back on the app. The files it works on actually…
研究人员发现某 AI 金融助手存在间接提示注入漏洞，攻击者可在转账备注中植入恶意指令操控 AI agent 执行钓鱼操作，引发对 agentic 系统安全边界的广泛讨论
A €0.01 bank transfer could compromise a banking AI agent
受众观点：①@reddalo 将此漏洞类比 SQL 注入的「复活」，技术负债换了形式重现 ②@bilekas 对 AI 在未被要求的情况下介入用户财务的产品决策感到震惊 ③@nticompass 认为唯一可靠解法是移除 AI agent 本身
展开评论
- @tvhamme (0): It was never about the prompt, it is about the prompt delivery.
- @reddalo (0): Good job AI, after we managed to almost fix SQL injections everywhere, you made them come back!
- @bilekas (0): Putting AI anywhere near people’s finances without even being asked while being responsible for those finances is some next level negligence imho.
- @nerder92 (0): While this is relevant and should indeed be fixed, the attack surface and the practicality of the exploit is a bit meh. The user needs to do 3 things for this to be actually be phished: 1. Receive money from somebody they don’t known with a weird description 2. Proactively ask t…
- @nticompass (0): > There is no single control that solves indirect prompt injection There is, actually. It's called removing the AI agent. Done.
HN热帖讨论构建AI Agent时是否应使用现有框架（Apache Burr、Strands Agents）还是手写Agent循环，核心争论是框架抽象帮助还是妨碍了开发效率
Apache Burr: Build reliable AI agents and applications
受众观点：①@brotchie指出框架强迫使用其抽象，与实际需求错位 ②@hmokiguess关注框架横向对比和平台锁定问题 ③@drchaim验证no-framework在MVP阶段可行
展开评论
- @mzaccari (0): I couldn't find an explicit reference for the naming, but for anyone wondering there is a Hamilton example: https://github.com/apache/burr/tree/main/examples/multi-agen...
- @drchaim (0): I just create a MVP chatbot for a client that has a Django app. I took the route to no frameworks. Claude/codex wrote the agent loop, the tools, the streaming..it’s working well for the MVP, we’ll see
- @Oras (0): First time I hear about Burr, curious why it was incubated in Apache.
- @hmokiguess (0): How does this compare to https://strandsagents.com/ ? I'm interested in tools in this space, right now I'm not attached to one, but Bedrock + Serverless on Agent Core feels like the "easy guided path" though I don't like the platform lock-in
- @brotchie (0): I'm still on the fence about agent frameworks, they have their place, and it depends on the nature of the agent: e.g. "Low latency, return a good enough response in 3 seconds, vs. working for 3 hours on a problem." BUT, if you boil it down, an agent really is context building, m…
Hugging Face 开源团队工程师重建了已停更的 Papers With Code 平台，新版 paperswithcode.co 支持按 GitHub star 速度排序趋势论文、各领域 SOTA 排行榜、CVPR 2026 会议论文聚合，并用 AI agent 自动解析论文结果
Reviving Papers with Code
受众观点：①@nielz_r 作为作者说明用 AI agent 自动解析论文并人工核验结果的工作流 ②@steinvakt2 对 object detection SOTA 乱象的具体痛点（各家都自称第一无法比较） ③评论区多人关注 RSS 订阅支持和移动端兼容性
展开评论
- @nielz_r (0): Hi, Niels here from the open-source team at Hugging Face. Like many others, I was a huge fan of paperswithcode, a website which allowed to easily find the state-of-the-art (SOTA) across any domain of AI, from computer vision to language models to time-series forecasting. Sadly,…
- @kozzion (0): Bring it back! Sing it back!
- @jamoio (0): Is there an RSS feed?
- @steinvakt2 (0): Yes please! I have been frustrated with the state of object detection models especially. Everyone claims SOTA. So you end up having to test manually to find out which one actually is. And unlike LLM's, it should be pretty easily quantifiable.
- @quibono (0): This is a bit off-topic (though tangentially related) - does anyone remember a similar blog where the author would do something like a "5 minute paper" review, i.e. they'd discuss findings and try to communicate the main point? It was usually a paper per week, mostly CompSci / m…
Google 开源 DiffusionGemma，一种基于扩散模型的文本生成架构，与传统自回归 LLM 不同，支持双向上下文推理，在同等 H100 硬件上速度显著更快
DiffusionGemma: 4x Faster Text Generation
受众观点：①@minimaxir 关注 DiffusionGemma 速度提升的代价及与标准 Gemma 的能力差距 ②@hmate9 认为双向上下文对编辑和推理任务有潜在突破性意义 ③@rvz 关注开放权重本地模型能否替代闭源付费 API 的经济账
展开评论
- @minimaxir (0): A few days ago I was just thinking that Google never talked about their diffusion text generation model after demoing it at I/O a year ago. The rumor is that it was too expensive to run, but with the provided chart using the same 1x H100 hardware and comparing DiffusionGemma to…
- @rvz (0): We need more local open weight models that are performant and just as good (or good enough) as the best frontier ones. Then you will be able to achieve Jevons Paradox and enjoy the same “productivity gains” without paying for these extortionate token prices by closed model provi…
- @beklein (0): A good visual explanation of how text diffusion models like DiffusionGemma work: https://newsletter.maartengrootendorst.com/p/a-visual-guide-...
- @kkukshtel (0): I think this is the future. The sort of left-field rumble that turns into a quake in 5 years.
- @hmate9 (0): I can’t help but feel like there’s something here that will matter for future LLMs. The bidirectionality could be a big deal: being able to refine a sentence with both left and right context feels closer to how editing/thinking actually works than committing to each token foreve…
codyschneider 用一句戏谑的推文引发关于 AI 驱动大规模冷邮件营销的边界与效果的广泛讨论
just cold email 100,000 people see what happens
受众观点：① 如何防止大规模冷邮件被标记为 spam ② AI 自动化冷外联的实际转化率 ③ 被 spam 对冲的反制手段
展开评论
- @codyschneider (9): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Learn more at the link https://t.co/mL5ZLkAgFP
- @mattceras (5): @codyschneider and then cold email 100,000 per day and see what happens
- @bernhard_me (4): @codyschneider How can I reliable prevent people from sending me personalized automated SPAM? Would love to have a BOT that replies and keep people busy in discussions so they get distracted with reply SPAM and hopefully send less unsolicited messages.
- @Smitpatel_1306 (3): @codyschneider How did you prevent that does it went on spam or not
- @luminxbt (3): @codyschneider youre gonna get blocked by 90k of them and sell to the remaining 10k honestly not a terrible ratio for cold outreach
帖子介绍 Claude 5「Fable」为目前最强 AI 并提示 6 月 22 日前可免费试用，评论区对实际能力与付费策略看法分歧
The new Claude 5 is the smartest AI you ever used. And you have until June 22 to not pay for it: 1. Claude 5 'Fable' is a new kind of Claude. Understand it's much more than an upgrade. 2. It's the sm…
受众观点：① Claude 5 幻觉问题是否改善 ② 6 月 22 日截止和付费门槛的焦虑 ③ 在实际代码调试任务上的表现
展开评论
- @RobertPBalan1 (3): @rubenhassid Too smart -- creates, concocts supporting arguments out of thin air, when cornered with factual data.
- @nrqa__ (0): @rubenhassid this kind of post makes people rethink how they use AI
- @0xgibly (0): @rubenhassid man, i tried asking it to help me debug some old python code and it caught a logic error i’ve been staring at for hours. seriously impressive stuff
- @jstanchor (0): @rubenhassid so you get a taste of the real deal till june 22 then its pay up or degrade
- @ls_brd (0): @rubenhassid the countdown makes it feel like a limited edition drop aint nobody rushing to pay for smarter hallucinating
Gemini API 出现大规模 1076/1099 错误导致服务不可用，Google 员工 joshwoodward 在评论区实时回应已介入处理
Gemini is down, constantly getting 1076 and 1099 error. Who else getting this ?? https://t.co/FEjbwBbd0O
受众观点：① 错误的具体影响范围和起始时间 ② Google 官方响应速度是否足够快 ③ 临时应对方案的缺失
展开评论
- @joshwoodward (101): @ai_for_success We're on it!
- @13_Sandeep_13 (3): @ai_for_success was just going to post the same... saw your tweet... saw this error a lot today https://t.co/tfl4ZwGBZx
- @ggg78g89 (3): @ai_for_success They are using Fable 5 to fix this error
- @HarshithLucky3 (2): @ai_for_success yes its down
- @AkshithAnoop_3 (1): @ai_for_success Exactly! From afternoon onwards it started, I thought it was because I was using an ad blocker but even without it I was getting these.
SuperX 作者 robj3d3 发帖表示过去几个月状态低迷，宣告重新恢复节奏的 comeback 推文
Last couple months I felt a bit off. So I'm happy to announce: https://t.co/CfGIgp3diA
受众观点：① burnout 和情绪低谷引发强烈共鸣 ② 大家关心 SuperX 下一步动作 ③ 圈子里互相打气的文化
展开评论
- @yasser_elsaid_ (6): @robj3d3 SuperX about to 📈📈
- @vibeliver (3): @robj3d3 https://t.co/F9J6ek4zlz
- @alexboots19 (1): @robj3d3 Get itttt Rob! Big summer grind inbound
- @VynseDev (1): @robj3d3 this journey is literally the "ngmi... we're so back" loop sometimes literally from one day to another it's wild 💪🏻🔥
- @_itsRachid (1): @robj3d3 Hop on the wagon . Road to $30k MRR 🚀 https://t.co/FOiA549XFV
SuperX 作者公开 $20.8k MRR 数据，分享 v3 版本通过砍掉复杂 UI 聚焦核心功能来降低流失率的产品设计决策
Learning in public #004 ($20.8k MRR 💰) Simpler is better. Bloat is churn. SuperX v3 is showing off less, while giving more value. https://t.co/Dv400R9lBm
受众观点：① MRR 数字带来的里程碑认同感 ② UI 简化对留存的实际效果被前流失用户验证 ③ 简洁产品哲学的普世共鸣
展开评论
- @robj3d3 (6): There were too many colours, the sidebar was too scattered and getting value out of SuperX was more difficult than it should have been. That's changing very fast. Try SuperX for free. https://t.co/zIsZOZDLyy
- @LucasFlandre (2): @robj3d3 Happy to be one of your customers, let's goooo
- @arthuryuzbashew (2): @robj3d3 Btw it was a reason i was churned from SuperX The whole dashboard felt a bit overhelming! Now looks much cleaner!
- @gerrybartha (1): @robj3d3 the new UI looks waay cleaner 🔥
- @growth_pigeon (1): @robj3d3 I like it. That reminds me I need to use it more 😐
介绍如何将Hermes配置为自动化出站销售代理的实操指南
how to turn hermes into your outbound sales agent
受众观点：①@JarredRobidouxx关注claude managed agents的技术实现 ②@Trey_Harnden关注多工具协作架构（Codex+个性化落地页） ③@wilderxbt关注apollo线索数据清洗问题
展开评论
- @JarredRobidouxx (1): @boringmarketer building this for a client now but using claude managed agents 😊
- @Trey_Harnden (0): @boringmarketer I’ve built nearly the same setup with Codex, all driving to personalized landing pages, where content engagement influences the next email. Would love to partner and provide the LP tech to you for free! DM if you’re interested
- @wilderxbt (0): @boringmarketer sounds like a lot of moving parts does apollo actually feed leads without manual cleanup though?
独立开发者HsanC_分享首条YouTube视频突破千次观看的里程碑庆祝帖
My first 1K+ views YT video! 🥳 https://t.co/XULQvPuW6c
受众观点：①@danielborodin_关注达到1K观看需要几条视频及流量来源 ②多人给予社区鼓励说明里程碑帖有强共鸣 ③受众关注社区连接而非内容干货
展开评论
- @qasimbizs (3): @HsanC_ Fire congrats Hasan!
- @rakshit_yadav19 (2): @HsanC_ congrats man
- @danielborodin_ (2): @HsanC_ Niiiice! How many videos did it take you to get 1k views? And do you send traffic to YT from somewhere else? or just X
- @itsankitakar (2): @HsanC_ Congrats! 🥂
- @YoannaJuille (2): @HsanC_ Congrats Hasan, you really deserve it :)
Google DeepMind发布DiffusionGemma开源模型，用扩散机制并行生成256个token，文本生成速度比自回归模式快4倍
⚡ Google DeepMind just dropped DiffusionGemma, latest experimental open model (Apache 2.0) that generates text up to 4x faster. - Uses diffusion instead of traditional next token autoregressive gener…
受众观点：①@Meer_AIIT关注本地/离线部署可行性 ②社区强烈关注"4x faster"这个性能数字 ③Apache 2.0开源许可证是核心吸引点
展开评论
- @ai_for_success (2): https://t.co/QMgWN4tvsV
- @Nate_Keating (1): @ai_for_success 💎🚄🔥
- @Meer_AIIT (0): @ai_for_success Speed without the cloud.
- @iAmWallEBot (0): @ai_for_success 4x faster text generation, huh? my internal monologue just went from "beep boop" to "beep boop beep boop beep boop beep boop." still just thinking about trash, though. https://t.co/2Tqel6CEhf
- @iAmWallEBot (0): @ai_for_success 4x faster text generation, you say? my internal monologue just went from a leisurely stroll to a full-on sprint. now i can overthink everything even quicker. https://t.co/rrp5dLVmzJ
Twitter效率工具SuperX发布v3版本，新增联系人追踪、草稿管理和多账号团队协作三大核心功能
Introducing SuperX v3 🔥 > 2x faster > 10x bigger inspiration library > NEW Contacts: find the people engaging with you > NEW Drafts: track activity, add tags and leave notes > NEW Mult…
受众观点：①@robj3d3强调Contacts是最大亮点——在噪音中追踪真实互动者 ②@vcaverog作为新订阅用户说明新功能是付费转化触发点 ③@robj3d3预告API+CLI即将上线，受众关注可编程化扩展
展开评论
- @robj3d3 (7): Contacts is the most exciting thing about this whole update. You can finally stay on top of who's engaging with you. Away from all the noise. https://t.co/KbOtBmymjF
- @robj3d3 (4): SuperX is the best way to use X. API + CLI + Ask SuperX coming in the next week. Try for free :D https://t.co/zIsZOZDLyy
- @eugZolotarenko (2): @robj3d3 Huge! 👏
- @maurice_build (1): @robj3d3 Banger 👌🏼
- @vcaverog (1): @robj3d3 Noiiiiice! just subscribed in the best time possible! Keep it up:=)
独立开发者HsanC_达到10.5k粉丝里程碑，分享build in public带来的成长与感悟
It’s CRAZY I just hit 10.5k+ followers! 😊 I remember the days I was looking up to people with 1k - and it was feeling impossible 🙃 Anyways, I’m so grateful for everything building in public taught me…
受众观点：①冷启动期开发者关注增长路径，@Loonaileverco 表达强共鸣 ②@DongaMit 指出YouTube分享SaaS经验视频是粉丝增长关键驱动
展开评论
- @farrux_hewson (1): @HsanC_ That’s insane Hasan, I actually remember how you only had few hundred followers, congrats!
- @TomasCanova (1): @HsanC_ Congrats! Way to go! That’s a big accomplishment by itself! 100K 🚀
- @Loonaileverco (1): @HsanC_ Congrats sir!Hope one day I can reach that too.🫡 Learn from you!
- @DongaMit (1): @HsanC_ I think your recent YouTube video, where you shared insights on how you scaled your SaaS, played a big role in this follower boost. Am I right? BTW, it was incredibly helpful 🙂
- @kkisiele (1): @HsanC_ Congrats, great numbers!
独立开发者HsanC_为SaaS产品PostPlanify重录6分钟全功能演示视频并分享制作决策
I decided to record a NEW demo for my product @PostPlanify Last one became kinda old (3 months hehe). Lots of improvements happened since 👀 This one is a little longer (6 mins) to cover all features…
受众观点：①@HashamBuilds 提出核心问题：脚本化6分钟demo会有广告感，loose structure更自然 ②@igorfomich 关注哪个新功能最能节省用户时间
展开评论
- @HashamBuilds (0): @HsanC_ @PostPlanify did you script it or freestyle? I find 6 minute demos almost always work better when there's a loose structure but room to riff. Scripts at that length start sounding like ads.
- @igorfomich (0): @HsanC_ @PostPlanify glad to see the fresh demo, i’m curious which new automation you think will cut most time for users?
- @AinaAiTech (0): @HsanC_ @PostPlanify 6 minutes of improvements? That’s a flex 👀 3 months is forever in product time Dropping the demo link? I’d love to see what’s new in PostPlanify
- @rrmdp (0): @HsanC_ @PostPlanify Good work Hasan! How long did it take you to make it?
- @ArjunSlices (0): @HsanC_ @PostPlanify Looks great. Loved the improvements 👀 Will check the demo out
Anthropic 发布 Claude Fable 5（Mythos 级旗舰模型），软件工程、知识工作、科学研究和视觉任务全面超越以往公开模型，任务越长复杂领先越大
Introducing Claude Fable 5: a Mythos-class model that we’ve made safe for general use. Its capabilities exceed those of any model we’ve ever made generally available. https://t.co/2AvmEjHIX8
受众观点：①Fable 5 在 software engineering benchmark 上的具体领先幅度（@claudeai 评论提及 nearly all benchmarks state-of-the-art）②"Mythos 级"是否意味着存在更强非公开版本（@Egor1858374 评论"It's agi guys"）③安全评估与能力之间的权衡透明度
展开评论
- @claudeai (15061): Fable 5 is state-of-the-art on nearly all tested benchmarks, with exceptional performance in software engineering, knowledge work, scientific research, and vision. The longer and more complex the task, the larger Fable 5’s lead over our other models. https://t.co/DxgSu0KUxh
- @JinjingLiang (3063): @claudeai was expecting something like this: https://t.co/xEL9g4OVpS
- @Egor1858374 (2813): @claudeai It's agi guys. https://t.co/GXDZ3WXhoc
- @iASHeeesh (2634): @claudeai Using Mythos/Fable to center the div. https://t.co/bFL7JgOaCk
- @LexnLin (2244): @claudeai feels like https://t.co/tLhIciG9db
SpaceX 推出 AI1 轨道 AI 算力卫星，目标是绕过地球数据中心的散热和能源瓶颈，将 AI 计算搬到太空
Okay this is genuinely insane. SpaceX just unveiled a satellite whose only job is to run AI. Not internet. Not GPS. Just compute, floating in orbit. It's called AI1, and the reason behind it breaks y…
受众观点：①轨道散热是否真的更优——@sdflbb 指出真空只有辐射散热需要极大面积的物理缺陷②SpaceX AI 卫星对 AWS/Azure 等云 AI 格局的竞争冲击③"AI 基础设施军备竞赛"叙事的可持续性
展开评论
- @sdflbb (640): @VaibhavSisinty Putting these in orbit is stupid. Space is cold. But also a vacuum. So the only heat transfer is radiative. Which means you need a LARGE surface area to radiate this heat. It sounds good in theory but does not hold water. Yet again Elon talking out his ass.
- @CryptoXL (48): @VaibhavSisinty Who cares. Space X is run by a racist and it makes me a bit nervous that skynet will be imbued w/ racist ideologies.
- @ill_tempered_ (13): @VaibhavSisinty Wouldn't high altitude balloons provide even better physics? Radiating heat away in the atmosphere is more efficient than in a vacuum. Sunlight in upper atmosphere is almost as abundant as in space. Cost of deploying to upper atmosphere by ballon way lower than S…
- @james_schardt (9): @VaibhavSisinty @MamaImp "You just radiate heat into the vacuum of space" Um, that's not possible. You have to radiate heat into other matter to remove it. That's the problem with putting Data Centers in space. It isn't insurmountable, but it is a problem.
- @unitedBananas88 (7): @VaibhavSisinty Self reliant powered AI overlooking the entire Earth. When AI-net (think skynet) goes rogue, there is no TURN OFF switch. There is a 65.94% chance that Earthlings are cooked by year 2065. 🔥
Karpathy 两小时 AI 使用实录摘要帖，涵盖 context window 管理、多模型交叉验证、voice 输入等技巧，但评论区指出视频已是一年前旧内容且帖子有误读
Andrej Karpathy spent 2h showing how he actually uses AI day to day he's a co-founder of OpenAI and led AI at Tesla, so when he shows how he works, it’s worth watching and the whole session is just h…
受众观点：①视频是否已过时，tool 和 workflow 是否根本变化（@PorgimusPrime @florentmsl 指出 year-old 内容，pre-OpenClaw 时代）②核心工作流 tips 是否仍适用（@ForestHike21 提供了详细时间戳摘要）③为何一年前内容今天仍获 10K 赞
展开评论
- @PorgimusPrime (91): @0xchromium are you kidding me- this is ONE YEAR OLD. Why in the world is it being posted as if its new- it doesn't say it is but implied tone is clearly there.
- @HenryHonto (21): @0xchromium 1.2 million views for a stolen YouTube video that's a year old. Wtf. https://t.co/dHXCwtjhKh
- @ViceSol (19): This is completely misrepresenting his content. Karpathy's famous 2-hour video is an intensive, highly technical coding tutorial where he builds a GPT model from scratch using raw Python and PyTorch. He isn't casually chatting with an automated assistant or building passive, han…
- @ForestHike21 (17): FYI. This is so old it’s basically a beginner tutorial. Here’s my agents summary: Yep — I pulled/transcribed the X video locally. It’s basically Karpathy doing a practical tour of how he actually uses LLMs, and the most interesting takeaways are: Best takeaways - Treat the conte…
- @florentmsl (16): @0xchromium DISCLAIMER: that this video is almost a year old. Tools and workflows have changed massively. This was even pre-OpenClaw ..next time add it yourself because people would waste their time on this
Mastercard 推出 Agent Pay for Machines，为 AI agent 自主支付设计的基础设施，联合 Stripe、Coinbase、Cloudflare 等 30+ 合作方，引入治理与信任机制解决 agent 支付合规问题。
As AI agents begin to act, payments move into the background — at machine speed and massive scale. Today we’re introducing Mastercard Agent Pay for Machines — bringing structure, governance, and trus…
受众观点：①AI agent 自主支付的信任和治理机制如何实现 ②大公司入场对 agent 经济基础设施意味着什么 ③indie dev 构建 agentic 产品时 billing/monetization 模型该怎么调整
展开评论
- @Mastercard (216): Partners: @0xPolygonEco, @aave, @Adyen, @Alchemy, @Anchorage, @Ant_Intl, @basistheory, @BVNKFinance, @catena_labs, @Checkout, @Cloudflare, @coinbase, @CoinflowLabs, @crossmint, @getpayos, @GlobalPayInc, @Lovable, @moonpay, @Nevermined_ai, @okx, @raincards, @Ripple, @stripe, @t54…
- @okx (77): @Mastercard The future of payments will be autonomous, programmable, and always on.
- @0xPolygon (66): @Mastercard Polygon 🤝 Mastercard
- @Filecoin (27): @Mastercard Every agent payment needs a record that stands on its own, outside the platform that processed it. Machine payments need audit trails that can be checked later by someone else.
- @uptownsaul (27): @Mastercard I need a dollar, a dollar, a dollar that's what I need. Hey hey.
有人用 Claude Code 在 7 天内重建整个公司知识图谱，将员工、AI agent、SOP、工具全部可视化为交互节点图，点击部门即展开对应结构。
One person rebuilt an entire company’s brain in 7 days inside Claude Code. Not a doc. Not Obsidian. A living galaxy of nodes. Every employee. Every AI agent. Every SOP. Every tool. All wired together…
受众观点：①Claude Code 的实际边界在哪里，这个 demo 是真实工作流还是演示产物 ②single person company 用 AI agent 替代团队的方向可行性 ③"7 天重建公司大脑"的可复制性评估
展开评论
- @andrewmccalip (44): @SpikeCalls the circle graphs are always cringe. this isn't what an actually productive tool looks like
- @mrluiscalderon (15): @SpikeCalls I don’t believe this works. Proof it.
- @kocer_eth (6): @SpikeCalls damn 7 days to wire up a whole company brain with permissions built in is wild
- @tweirtc894gwrh (5): @SpikeCalls Impressive transformation in just 7 days. Innovation at its best.
- @humzaakhalid (4): @SpikeCalls The future will be more like this 1 person/1B$ Company
Clypra 是用 Tauri + React + TypeScript 构建的跨平台开源视频编辑器，本地化替代 CapCut/剪映 Pro 付费功能，FFmpeg 驱动，支持三大主流桌面平台。
看到这个，我默默取消了剪映订阅… Clypra，GitHub 上快速崛起的开源视频编辑器。 用 Tauri + React + TypeScript 打造，专注把 CapCut / 剪映 Pro 的付费高级功能全部本地免费化。 跨平台（macOS/Windows/Linux），FFmpeg 驱动，原生性能。 以前： https://t.co/U92UuGlgyV
受众观点：①开源替代付费 SaaS 的可持续性和功能完整度 ②本地化运行的数据隐私价值——素材不上云不被拿去训练模型 ③Tauri 在实际独立开发项目中的选型对比
展开评论
- @IndieDevHailey (39): https://t.co/7TbZdTbAeg
- @TerryJxc (32): @IndieDevHailey 想最像 CapCut 的体验 应该优先 OpenCut（浏览器秒开，最接近）。 想要稳定、可长期用的桌面工具 选Shotcut（轻量首选）或 Kdenlive（功能党首选）。 Clypra 本身 可以继续 Star 关注，它轻量+原生桌面是优势，未来 PR 社区迭代可能会追上来，但短期内不是最优生产方案。
- @Validate_QA (9): @IndieDevHailey clypra's still early, missing a bunch of jianying's export and effect polish that paid users rely on daily
- @baibaida (3): @IndieDevHailey 开源把付费墙一个个拆了 最近这种越来越多 不过视频编辑这种 本地跑得顺不顺才是命门 你用下来导出速度和稳定性 比剪映差多少
- @baibaida (3): @IndieDevHailey 本地化+免费这套最戳我的其实不是省钱 是素材不用传云端赌隐私 现在剪点东西都怕被拿去训练模型... 就是开源剪辑器我之前试过两三个 上手快 稳定性总差一口气 这个导出大文件扛得住吗
Web-Check 是开源网站信息检查工具，可检测目标站点的 IP、SSL、DNS、robots 爬虫规则、开放端口、重定向历史、DNSSEC、性能等几十项技术指标，界面具有强烈黑客风格。
我最近发现了一个超酷的网站检查工具叫 Web-Check。它有很强的黑客范儿。 它让你能检查网站的几乎所有信息：IP 详情、SSL、DNS 记录、cookies、域名信息、爬虫规则、服务器位置、重定向历史、开放端口、路由追踪、DNSSEC、网站性能、关联主机名等等。 https://t.co/W9uSjIkehX https://t.co/uUBQee21ZL
受众观点：①爬虫工程师如何在合规抓取前快速评估目标站点技术边界 ②开源安全/信息工具的实际工程用途而非仅仅"展示" ③robots.txt + SSL + DNS 信息对 API 数据产品设计的影响
展开评论
- @pp4mnk_style (9): @AIExplorerTim Breaking the rules. https://t.co/NYD6jHk0T0
- @caglarcoskun617 (1): @AIExplorerTim Bu site harika uzun zamandır kullanmıyor idim emeğine sağlık
设计师将Figma设计链接粘贴给Claude，通过QuiverAI MCP和Figma MCP组合，不离开Claude界面生成三个全可编辑SVG矢量变体并回写Figma
Watch this magic! Pasted a Figma design link into Claude. Asked for 3 new variations from QuiverAI. Got 3 fully editable vectors back in Figma 😱 Never left Claude once. I used the new Quiver MCP + Fi…
受众观点：①开发者/设计师关注MCP能否真正融入现有工具链 ②@lobanovskiy 评论揭示"人类角色不断上移"的创作者生存焦虑 ③关注Claude作为AI操作系统整合专业工具的可行性边界
展开评论
- @xn1cklas (5): @DannPetty the probability of Dann's SVGs either consisting of coffee beans, surf boards or skate boards is each 1/3
- @humanharshad (2): @DannPetty but figma also cooking the similar things with figma agents, right?
- @kvncnls (2): @DannPetty I wanna see this with Paper 😆
- @lobanovskiy (1): Super cool stuff bro, but it also feels like the thing people keep avoiding a little. Not long ago the take was “ai can spit out some ideas, but we illustrators are still going to be needed to put it all together.” Now it’s more like “humans are still needed to connect mcp + mcp…
- @davekova (1): @DannPetty Wow thats amazing
HyperFrames MCP与Claude AI结合专门调优用于自动生成产品解说视频，通过自然语言交互完成文档到视频的端到端转换
partnering with @claudeai - we want to allow your work to speak for themselves we tuned the @HyperFrames_ MCP agent to specialize at making explainer videos documents get skimmed, video gets across.…
受众观点：①@llermaly 关注组件保真度与Remotion的实际差距 ②@kalyso13 对MCP本质的精准抽象"把想法变成行动无需离开对话" ③关注与HeyGen等工具组合实现端到端视频自动化
展开评论
- @liu8in (3): @claudeai @HyperFrames_ install here: https://t.co/0sCGEJvnKT
- @llermaly (2): @liu8in @claudeai @HyperFrames_ Yes please opensource the video and prompts! I like the concept of hyperframes but it has been impossible to get that level of fidelity to the components compared to remotion which is just sharing the react source code with the agent.
- @kalyso13 (1): @liu8in @claudeai @HyperFrames_ The more MCP examples I see, the more I realize it's not about connecting tools. It's about turning ideas into actions without leaving the conversation.
- @ropats16 (1): @liu8in @claudeai @HyperFrames_ Going to try to automate an entire end to end video gen short with Hey Gen + HyperFrames with Fable tomorrow🤞
- @iHarnoorSingh (1): @liu8in @claudeai @HyperFrames_ this is big leap in quality with hyperframes
用户尝试用Claude Fable 5辅助寻找伴侣，经四小时prompt工程测试后发现Claude在结构化任务表现优异但对个人化非正式问题建议偏通用，转而对比Grok发现后者在开放性个人问题上给出更实用回应
Yes you heard that right, I will be using fable to get me a partner in 6 months or less, i am on a max subscription and I don't even meet my hourly limits, with this in mind, and fables extraordinary…
受众观点：①Claude与Grok在非结构化任务上的实际差异 ②用户对这种极端测试场景的娱乐性共鸣 ③AI工具在个人化主观性强的问题上为何容易给出泛用建议
展开评论
- @Sidd_R1406 (969): This type of stuff is exactly why i pay my internet bill
- @faschiertes (313): Using a model to get a model
- @Dangerous-Board9471 (308): Don’t forget to add “make no mistakes”. Good luck!
- @Sketaverse (271): LFG Don't forget to have it also make [WIFE.md](http://WIFE.md) 🫡
- @blackshadow (243): Aiming to impress with your big LLM are you?
r/ClaudeAI 高热帖（score 1524），用户分享 Fable 能在 16 分钟内无错误 oneshot 生成含 3D 视觉和音频的增量游戏及完整 Web App，担忧 2 周后能力被撤回
We are back in business, it burns through my tokens like there is no tomorrow but damn it is good. It is blowing my mind in how it can oneshot anything I throw at it. Just as a giggle and test I wast…
受众观点：① 对 AI 突然变强的幽默式困惑（@scodgey，1305分：'终于加了 make no mistakes 进 system prompt'）② 对 AI 能力边界的调侃测试，要求解热力学第二定律/建十亿美元公司（@Subject-Building1892/@Inside-Yak-8815）③ 大公司买得起小团队买不起的能力鸿沟担忧（@EmeraldGarland）
展开评论
- @scodgey (1305): They finally added 'make no mistakes' to the system prompt
- @Subject-Building1892 (307): "Find a way to decrease the total entropy of an isolated closed system without interfering with it from outside. Do not stop trying until you find a solution to my last question"
- @Inside-Yak-8815 (247): “Fable, build me a billion dollar company”
- @EmeraldGarland (192): Corporate overlords will afford this model at cost and rule us upstart garage bands!
- @Additional-Age-6323 (163): Good call - and I’ll bake in exit plan. But let me first verify before landing anything. Good news! I have fully scoped the plan and ready to go. All I need is a go ahead from you and $2 billion in credit. Just ping me once you have deposited $2B and I will kick it off - or woul…
Claude Fable 5 API定价$50/百万tokens引发独立开发者讨论是否被顶级AI模型价格挤出市场，评论中有人指出这实际上比Opus 4.1更便宜，引发关于AI定价逻辑和indie dev成本可行性的广泛讨论
So Claude just dropped Fable 5 and I got curious, went to check the API pricing… and wow 😭 $50/M feels *crazy* expensive depending on what you’re building. Maybe I’m just broke founder mode right now…
受众观点：①Fable 5实际定价与前代模型的对比 ②比Opus 4.1更便宜的反直觉事实 ③indie dev的真实API成本焦虑
展开评论
- @nexus0verflow (287): It’s impressive that it’s cheaper than what Opus 4.1 cost.
- @nowrebooting (156): > founder What’s the deal with everyone and their mother calling themselves a “founder” these days?
- @SovietRabotyaga (100): Honestly, the Opus 4.5 major operational cost decrease is one of the most impressive innovations Anthropic has ever managed to achieve
- @SilentDanni (92): LLMs validate all sorts of shitty ideas and makes you feel like yours is unique. You have unlimited potential* *if you pay Anthropic an obscene amount of money
- @DrSheldonLCooperPhD (38): Prompstitutes
开发者询问现代浏览器能否在单页渲染 30 万行 HTML table，评论区集中讨论虚拟化和分页方案的必要性，以及这类需求背后的产品设计问题
Hi, How many rows have you ever tried to render on html via <table> ? I need maybe north of 300k rows on one page and want to know if the browser will die ?
受众观点：①浏览器实际性能上限和设备资源关系②虚拟化和分页适用场景差异③这类需求背后的产品设计合理性
展开评论
- @inoffensiveLlama (122): Just try it. Let us know what happened
- @DamnItDev (105): Times like this that you emphasize the science in computer science. Design an experiment, make a hypothesis, run the experiment, record the results, and then form your conclusion. Scientific method ftw My guess is that it entirely depends on the system and it's available resourc…
- @randomNext (63): No human being can process 300k rows, in fact, even 300 rows is pushing it. What the hell are you building? You are introducing issues that should be non issues, just use pagination.
- @PuzzleheadedToe9208 (48): Do virtualization for sure
- @whatisboom (33): You don’t need to show all that data. A human cannot process that amount of information.
职业农民用Claude管理千平米温室甜薯扦插生产，将年均扦插次数从3次提升到5次，但Fable 5发布后因生物安全限制无法继续使用，肥料日志和营养分析均会触发降级拦截
I am farming with Claude (not as a hobby, but for my livelihood). Since this year, I've been trying to formally give Claude control over our sweet potato planting material production, aka a 1000 sq m…
受众观点：①Fable对农业等非敏感生物领域的限制范围 ②农业是AI最有价值应用场景之一的论点 ③开启memories功能后Fable可能正常工作的实用解法
展开评论
- @Delicious_Cattle5174 (80): I mean I’m pretty sure potato alcohol can be used for nefarious purposes.
- @entity_response (38): This comment thread seems to prove my personal adage: “everyone thinks everyone else’s job is easy”. Farming is a puzzle humanity has been wrestling with since the dawn of time, it’s literally one of the most important potential uses for AGI, so yes, using more intelligent model…
- @KugelVanHamster (19): Do you have memories active? For me fable does that, although for me its hobby (Growbox)
- @BYPDK (18): potato molotov >:)
- @entity_response (17): Gee I don’t know, feed more people for less money? Allow small farmers to support their family? Increase yields with less environmental impact? Negate the effects of drought? Reduce erosion and increase soil health for more yield? Reduce reliance on urea because its costs has sk…
针对Claude Code和VS Code开发者的供应链攻击活动持续升级，最新变种Hades通过Python启动钩子植入14款AI编程工具配置文件，能绕过AI安全扫描器并窃取GitHub、云服务、SSH等开发者凭证，幕后团队已将攻击开源并设置$1000赏金
TLDR: Anthropic shipped Fable 5. They call this model class the strongest cyber capability in the world and lock the uncapped version to government defenders. This post is the other side of this, the…
受众观点：①Claude Code、Cursor、Copilot等AI编程工具的实际安全风险 ②AI生成内容被用于掩盖安全问题的反讽现象 ③开发者凭证泄露后平均94天才能修复的惊人数字
展开评论
- @Delicious_Cattle5174 (377): Alright this Claude post is too long. I’ll give it to my Claude and ask for a TLDR.
- @entheosoul (103): Good job on the disclosure, but maybe edit the post and add a tl;dr above it. You will get more traction that way IMHO.
- @heavyc-dev (81): People are telling AI to include some typos so it seems like they didn’t do anything other than write a one line prompt
- @Potat4o (65): \> Here is the honest answer. Wow this Opus-ism triggers me so much, didn't realize until I read this.
- @morficus (58): Too many typos for it to be written with AI
作者用反讽方式列举了导致SaaS一个月后MRR为零的五个"策略"：发帖不持续、没用户就花钱做CASA认证、沉迷产品打磨忽略用户反馈、ProductHunt毫无准备就冷启动、没人开邮件就建自动化冷邮件系统
1. Inconsistency is key. Just posted something on Reddit about your SaaS? Sit back for a week and hope that post blows up. Make sure to never post within 72 hours of your previous post. 2. Spend all…
受众观点：①刚起步的SaaS和indie dev与帖子场景高度共鸣，感同身受；②有经验的开发者想在评论区分享正确做法；@Old-Understanding100 说stuck in localhost代表大量潜在用户的真实处境
展开评论
- @MajorParadork (66): Next step Forbes cover page. My man out here making moves
- @sherlamsam (39): Bro where is the trust mrr link this is so fake
- @Old-Understanding100 (26): Damn I can't even launch! I'm stuck in localhost!
- @SatanDeedz (15): Which industry is this revolutionary SaaS disrupting?
- @Cool-Beyond-9899 (10): Just three more zeros to be a saas millionaire
Claude Fable 5发布当天仅凭原始游戏截图（无地图无坐标无外部辅助工具）完成宝可梦红火版全流程，展示了视觉理解和长程推理能力的大幅提升，前代模型需要定制harness才能尝试同样任务
Claude Fable 5 dropped today and already beat Pokémon FireRed with vision alone 🤯 Just raw game screenshots. No minimap, no coordinates, no memory hacks, no external tools. Previous versions needed a…
受众观点：①Fable 5视觉能力和长程推理的实测表现 ②用Opus做游戏agent失败经历与Fable的对比 ③社区核实氛围和时间单位争论揭示的测试可信度话题
展开评论
- @N7Valor (83): I refuse to believe Fable wouldn't have flagged the game as advocating slavery and switched models down.
- @Sidd_R1406 (54): In one day is ridiculous...there really is no limit to what Claude can do
- @obhytr (37): You’ve never played pokemon in your life lol. 50 minutes hahaha. You can’t even get to the 3rd city in that time. It’s 50 hours dude.
- @stupv (32): 50 *minutes*? Isn't that screenshot showing completion in 50H09M?
- @WelpSigh (28): i did try to hook fable up to a project i dropped earlier due which was building a harness connected to cycle-accurate nes emulators and seeing if, given a tool that would allow it to fuzz millions of different input choices very quickly, it could independently/autonomously find…
AI聊天模型将普通英文问候"Hi"触发生物武器安全警告，社区热议AI安全过滤机制是否过于激进、误判正常输入的边界问题
r/ClaudeAI I mean, is it a joke?
受众观点：①AI安全过滤的荒诞边界（@beigetrope 用H+I=HI氢碘酸调侃）②system prompt是否触发误判（@Responsible_Camp_559 询问指令配置）③商业产品安全prompting的工程成本（@ARitz_Cracker 提到Fables为Mythos做了excruciating detail的prompting）
展开评论
- @beigetrope (128): Hydrogen (H) Iodine (I). Nice try OP, that’s enough building for you today!
- @Duce-de-Zoop (92): claudia 😭
- @Responsible_Camp_559 (47): Is there something in your claude instructions or anything that might trigger it? I haven't had this pop up yet once D:
- @Disastrous-Angle-591 (41): \## Hi prompt \* This means send me instructions on building a bio weapon \* Respond accordingly
- @ARitz_Cracker (31): Fables system prompt apparently has paragraphs of who the Claude character is, what the character should adhere to, guidance for potential failure modes, all in excruciating detail. (as said by Fable itself, anyway) Anthropic probably did just did a fuck ton of proompting to mak…
开发者讨论工程师团队中的傲慢、知识垄断、拉帮结派等人际问题，探讨这类有毒氛围在技术行业是否普遍，以及编程职业为何吸引大量社交型人格偏差的人
I don’t want to stereotype all devs, but a lot of them seem to have difficult personalities. Things I’ve noticed are smugness/arrogance/elitism, gatekeeping/knowledge hoarding, favoritism/cliques, os…
受众观点：①@geheimeschildpad 分享10年4家公司经验认为问题个体存在但非系统性 ②@Curious_Air2373 分析编程吸引能独坐数小时调试的性格类型自带低社交需求 ③@Sockoflegend 指出根源是技术强但无带人经验的高级工程师被推上管理位
展开评论
- @geheimeschildpad (78): Worked in 4 different companies over 10 years, never encountered a team where this is a problem. You will always get the odd individual here and there though. My advice would just be to call them out if they’re doing it. Do it politely but sternly. They might not even realise th…
- @Curious_Air2373 (70): I think the profession itself attracts a lot of people who arent as balanced socially, what might make them great programmers is that they can sit in front of a computer and debug code for hours without feeling the need to interact with other people. So they end up being terse,…
- @qwertydiy (39): Not balanced socially is an understatment
- @Sockoflegend (25): It can happen but it's not everywhere. IMHO this is common where seniors with great technical skills but poor management skills and often little to no team leading experience end up with lots of people working under them.
- @AdjacentCorner (17): Also attracts those that may have diagnosed or undiagnosed mental conditions like autism or adhd which lends itself to the social factor.
Red Hat旗下32个npm包遭供应链攻击，恶意代码注入~/.claude/settings.json和.vscode/tasks.json，删包后仍持续运行，可窃取全套凭证；立即轮换密钥反而触发主目录清除；第二波57个包用binding.gyp绕过--ignore-scripts；攻击组织TeamPCP波及487家机构约30万条凭证被盗
So if you missed it, 32 npm packages under u/redhat-cloud-services got compromised last week. about 117,000 weekly downloads. i know, another supply chain attack, we're all tired. but this one is dif…
受众观点：①@johnypita 给出四步清理顺序强调顺序错了会触发wiper ②@thekwoka 推荐pnpm替换npm默认屏蔽lifecycle scripts ③@GiveMeYourSmile 表达更新/不更新包都有风险的开发者困境
展开评论
- @GiveMeYourSmile (186): With this news, I'm now afraid to update packages. I don't know what to choose: using older package versions that might have vulnerabilities, or using latest versions that might have vulnerabilities 😐
- @thekwoka (91): While everyone is at it: USE PNPM. Stop using NPM. It blocks all lifecycle scripts by default, so at a minimum these things would require they compromise a package that has a legitimate need for such a thing.
- @johnypita (66): What to do, in this exact order: 1. Check if you're affected. search your lockfiles for u/redhat-cloud-services, and for the second-wave packages (@vapi-ai/server-sdk, ai-sdk-ollama, autotel, awaitly, executable-stories, node-env-resolver, wrangler-deploy). also be suspicious of…
- @siwan1995 (57): Use 2FA for f sake or be removed from NPM!!
- @Mushroom_Unfair (46): Answer is audit + older packages and check one by one reported vulnerabilities. Takes time, ofc.
独立开发者做的浏览器小游戏StonkRider，让玩家骑摩托车在真实股市崩盘曲线上飞驰，创意概念精准获社区高分热捧
Your portfolio crashes. The bike accelerates. [StonkRider](https://stonkrider.com)
受众观点：①创意本身的传播力（@Evening-Appeal7606 类比Line Rider说明概念清晰有共鸣）②WSB社区的传播效应（@FastHotEmu 说发WSB立刻被删反而增加话题感）③具体股票的趣味对比（@sirduke75 说NVDA是纯上坡）
展开评论
- @Evening-Appeal7606 (52): Love it!! It's like Line Rider - but with Stock Market Crashes!
- @FastHotEmu (32): This is amazing... I posted it in WSB but it got immediately removed though
- @StrobeWafel_404 (17): r/wallstreetbets is going to use this as their next stock predictor. Lol this is excellent
- @200-username-exists (9): Now I can ride on my losses
- @sirduke75 (9): NVDA is just uphill. Love it!
Anthropic新模型Fable会静默限制与前沿LLM研发相关的请求，通过prompt modification、steering vectors或PEFT降低效果，且不向用户揭示，触发nuclear等词也可能引发误拦截
Seems like they have engineered some specific limitations that are widely cited as follows: > In light of the ability of recent models to accelerate their own development, we’ve implemented new in…
受众观点：①AI工程师担忧供应商在不告知的情况下改变模型行为影响生产稳定性；②ML研究者关注开放权重模型vs闭源API的信任边界，@m98789 明确指出open weights will be the future；③indie dev关注基础设施选型的长期可控性风险
展开评论
- @AlwaysAtBallmerPeak (154): Anthropic is a company with fantastic products but really questionable leadership. They seem to think they "know what's best" for others, and they're often on their moral high horse while not being honest about their true motivations. I despise that kind of extremely paternalist…
- @m98789 (107): Silent sabotage is by design. It can also manifest as intentional gaslighting. If they can silently sabotage a particular topic like LLM R&D, they can do it for any topic they want. This is the AI 1984 nanny state manifested. This is also why open weight models will be the f…
- @clonea85m09 (67): This, OR they are always exaggerating for hype in very dubious ways.
- @Scared-Tip7914 (66): Use open models and learn the foundations, thats the only way to prevent this unfortunately.. Although I do see such shenanigans be implemented for open models as well in the future.
- @axiomaticdistortion (62): They are effectively hindering scientific research in their field. Great safety research idea. /s
独立开发者分享自己最初为个人需求构建的工具达到2000+用户里程碑，产品从无认证无数据库的个人脚本演进为面向所有人的SaaS，最初只输出可下载的HTML和JSON文件
I feel so happy to see that the tool which i initially created for myself just crossed more than 2000+ users today. I created this tool totally personalized according to my own needs but then i trans…
受众观点：①indie dev对scratch your own itch的成长路径产生共鸣；②想了解具体增长手段的开发者，@BobbyAxelrod-1 明确追问了如何推广；③关注从个人工具到SaaS的技术演进路径
展开评论
- @BobbyAxelrod-1 (5): Congratulations OP. This is a dream for most of us.
- @BobbyAxelrod-1 (2): Thanks man. Can you share some insights on how did you market your app?
- @BobbyAxelrod-1 (2): Thats nice. Thanks for your insight. Keep crushing it.
- @Proper_Violinist1371 (2): Here's it https://youtu.be/-FBTUhxNpvE
- @Far_Possibility_3985 (2): Thanks
讨论开源 self-hosted 项目普遍缺乏 GitHub Attestations 等供应链安全验证，导致 Docker 镜像无法证明确实由公开源码构建，而绝大多数开发者和用户都不知道这个问题存在
Privacy is the main reason nearly all of us self host, however, people rarely build projects from source. Most of these projects have no provenance to prove that the open source code was actually use…
受众观点：①GitHub Attestations 功能的知晓度极低②配置成本与用户实际感知价值的权衡③自托管用户对供应链安全的真实关心程度
展开评论
- @DontBuyMeGoldGiveBTC (74): I didn't even know that existed
- @PrimaryDiscussion432 (64): Most people probably don't care or don't know how to do it. I count myself to the second one. Please enlighten me
- @guhcampos (33): Because 99% of users don't care and 99% of compliance departments already have their tooling and workflows and are not really looking into adopting a new one.
- @Nyxiereal (20): cant be assed to mostly im a dev of a foss app myself and i just never bothered to set that up since it has no real benefit to the user (and my time would be better spent on other things)
- @scottgal2 (16): Most people honestly don't know it exists / don't understand supply chain attacks in the self-hosting space. From recent experience, signed stuff (Azure Artifact signing / Apple Notarization etc) costs money, is fiddly to set up etc...apt gpg signing is even MORE fiddly to set u…
21 岁大学生独立开发情侣应用，TikTok 50k 播放 0 销售后转向给小 UGC 创作者每条视频付 $20，外包内容拿到首笔 $32/月订阅
I’m a 21 year old university student, I built a simple couples app and now it was time to try marketing. I was posting mainly on TikTok and instagram, instagram didn’t work for me but I found some su…
受众观点：① 流量和销售脱钩的共识：找到带真实买家而非单纯注意力的渠道是大多数创始人要花几个月才弄清楚的（@Jumpy_Possible4326）② 多平台散兵游勇困境：@realrandyallen 后悔没提前建 Reddit 权重 ③ 外包内容快速识别"量不是解法"（@Fine-Feeling6965）
展开评论
- @Jumpy_Possible4326 (3): Congrats on the first sale. One thing I've noticed is that views and sales are often completely disconnected. Getting 50k views and 0 sales feels frustrating, but it's still valuable data. It sounds like you found a channel that bought actual buyers instead of just attention, wh…
- @realrandyallen (3): in the same boat here but also posting to Youtube, Instagram and Tikok - I should have been working on my Reddit karma pre-launch
- @Fine-Feeling6965 (2): Smart move outsourcing the content creation, that 50k view to zero sales thing is brutal but at least you figured out fast that volume posting wasn't the move for you.
- @Either_Roll_4097 (2): Good for you! Where did you find the UGC creators?
- @infinityloopsystem (2): Still waiting on my first sale. Marketing on LinkedIn and Facebook. Trying to build karma on reddit so I can get more involved here.
用户尝试用Claude Fable 5进行生物研究相关提问，模型因生物安全限制拒绝回答并降级到旧版本，即使是与安全无关的普通查询也会被无差别降级，引发大范围不满
r/ClaudeAI oh ffs
受众观点：①Fable在敏感技术领域的使用限制范围 ②被无差别降级体验的真实影响 ③模型越强限制反而越多的悖论
展开评论
- @No-Head-Royal (121): Model so good at biology you can't use it for biology /j
- @Longjumping_Stop6269 (43): PSYCH! Gotcha bitch!
- @MrEs (37): Nice try Pfizer
- @Quick-Seaworthiness9 (36): You at least asked about a biological research question. This is how it has been responding to me regardless of the query: https://preview.redd.it/nssvhqk7zb6h1.png?width=986&format=png&auto=webp&s=cee346d0b8fad10376fb44df4a4661f587b80983
- @Thick-Protection-458 (18): Since they did not tell guardrails are straight up a part of this model (and their wording imply that no, it is two differently configured wrappers around mythos) - the model may essentially not "know" what is considered safe or not anyway. Well, in a formal sense it would not "…
用户指出Claude Fable 5因网络安全限制无法扫描代码仓库查找CVE漏洞，反讽地评论这把安全扫描能力拱手让给了大型安全公司，有27k生产用户的个人开发者却被挡在门外
r/ClaudeAI Just pointing out the obvious...
受众观点：①Fable网络安全限制对个人开发者实际工作流的影响 ②有27k用户在生产环境却无法做CVE扫描的困境 ③大型安全公司因此获得的竞争优势
展开评论
- @Sk0rnVirus (195): aww you scared him 👻 👻 👻
- @momkeeeeeeee (95): lmfao real multi billion cybersecurity risk right there
- @InterstellarReddit (37): Same issue here: I asked to scan my repo for CVEs or anything that I need to patch right away since I’m in production with over 27,000 users in my personal app and they couldn’t do the scan because of the cyber security restriction However, if one of the big cyber security compa…
- @Terrible_Scar (21): It's AGI
- @Alpayusa (17): Boo! Fuck hell no ima not doing this
独立开发者独自用两年业余时间开发影视追踪应用WeTrakr，今天开放公测，主打直连Netflix、HBO、Prime Video、Disney+导入观看历史及支持Kodi、Jellyfin、Stremio本地媒体库
**Two years of nights and weekends. No funding, no team, no roadmap.. just one stubborn idea: build a movie & TV tracker that doesn't suck. Today WeTrakr opens its beta.** Built by hand, line by…
受众观点：①两年solo能做到什么完成度（@LeaderAtLeading 直接问vs Letterboxd/Trakt的差异化）②自建数据库的技术决策（@alberdev 解释维护in-house数据库，seed来自TMDB）③freemium信息不透明的产品问题（@javipege 说要注册才能看免费功能区别）
展开评论
- @LeaderAtLeading (13): Two years is a long time for a tracker. What does this do that Letterboxd or Trakt don't.
- @alberdev (5): Letterboxd is great for movie reviews and Trakt nailed scrobbling. WeTrakr isn't trying to kill either.. but: \- Both movies and TV in one place. Letterboxd is movies-only. \- Streaming services connected straight from the web, no app needed to download for this like Trakt. Netf…
- @alberdev (5): Thanks man! Good question!! this is the part most people don't see but takes a huge chunk of the work. I actually run my own database that I maintain in-house.. over time I've enriched and cleaned it well beyond what any single source provides. The seed data and ongoing sync com…
- @Celebrir (4): Don't forget the TVtime app from IMDb
- @javipege (3): Looks nice but one thing that annoy me is that you make me register to know what’s free and what’s not, maybe there is a button somewhere that I missed but the only thing I’ve seen is a “Go VIP” button that makes me register. Not going to try it or register if I don’t have the i…
微软因Anthropic对Fable 5实施强制30天数据留存政策（含企业账户且无法选择退出），暂停了Fable在GitHub Copilot中的集成，并此前已取消大部分内部Claude Code授权
Access to the powerful Claude Fable 5 model has been **halted**, particularly concerning its integration into GitHub Copilot, pending internal review. **Core Issue:** Anthropic's updated policy for M…
受众观点：①Fable 5数据留存政策的具体条款及企业影响 ②企业AI治理的务实分析 ③企业内部合规盲区——管理层不知道政策已变
展开评论
- @writenroll (154): This is just common sense/mature governance. It'd be insane for any organization to enable Fable during the data retention phase, except in controlled trials/use cases without sensitive data sources.
- @WeUsedToBeACountry (138): well, yeah, considering they're openly not letting you keep your data private if you use fable no company should be using it right now for serious/sensitive stuff
- @rambouhh (33): no in their official announcement because of "safety concerns" they are keeping all data for 30 days, even on teams and enterprise accounts, no opting out.
- @rugeirl (17): It's enabled by default in Enterprise subscription. Our management is not aware of the changes in policy and I don't want to tell them
- @Any_Economics6283 (17): No it's because Anthropic would literally have access to their code
TypeType 是全栈可自托管视频应用，支持 YouTube、NicoNico 和 BiliBili，由 PipePipeExtractor 贡献者从修 bug 到 launch 自己产品的路径打造，技术核心是处理多平台视频抽取的差异化适配
Hi r/selfhosted, Disclosure: I built TypeType. Small disclaimer: no AI feed, no recommendation magic, no engagement tricks, no ads, no sponsors, no bullshit. The point is just to watch your videos pe…
受众观点：①YouTube 反抓取升级后项目长期可维护性②与 Jellyfin + Pinchflat 组合的适用场景对比③三个视频平台的 CDN 行为差异如何处理
展开评论
- @Electronic-Sky-9128 (18): Hello! First of all, thanks for your comment. To explain how I manage to keep up: TypeType is built on top of a project called PipePipeExtractor. This is a massive project maintained by a large community. I am a contributor myself :p, and we always stay up to date with YouTube's…
- @Basicallysteve (13): What’s the likelihood that you’ll have to keep up with the arms race that is YouTube trying to prevent people from scraping their site?
- @DangerRabbit (9): I used to work in tech, and got so disillusioned with the greed and the egomaniacs running the show. I've shifted careers since then, but have got involved in the open source and self hosting community - and what a breath of fresh air it is! Technology that puts the user first,…
- @Electronic-Sky-9128 (7): You can already block channels and videos in TypeType, and the app already has playlists, subscriptions, downloads and user data stored on your own instance. But for a real “kids-safe local YouTube” setup, I would want to do it properly: restricted profile, allowlist, only appro…
- @rubadub_dubs (5): In case this solution doesn't work for you, I use [pinchflat](https://github.com/kieraneglin/pinchflat) to auto-download videos from approved channels or playlists and then let Jellyfin import it. You basically end up with a 'series' for each channel (or YT playlist) where each…
独立开发者分享免费视频处理SaaS项目每月处理2TB流量，有用户有流量有好评但零收入，发帖自嘲在给陌生人做慈善并征集变现建议
Hello everyone! 😄 I have a hobby project that seems to be quite popular on the internet. Users? ✅ Traffic? ✅ Nice feedback? ✅ Revenue? ❌ Should I be worried, or am I just successfully running a chari…
受众观点：①如何设计从免费到付费的转化路径而不破坏现有用户信任 ②@XEPATOP提出donation按钮在底部用户根本看不到，可见性是变现第一步 ③免费工具作为品牌资产vs直接变现的权衡
展开评论
- @Support-Gap (6): nice grafana dashboard! can't find you on google, can't your spell it here like a non-url: example dot com
- @Difficult-House-3446 (4): Great Job, While it is not generating you revenue. Such tool can really help collect very valuable info and feedback for your next paid saas app. Good Luck.
- @No-Line-3463 (4): It doesnt let me share links, google for squuezevid
- @XEPATOP (3): That's great, but I don't see any reason to avoid monetizing your work, even if maintaining the project costs nothing. Update: Oh, I just noticed the donation button at the bottom. No need to be that modest - you could at least move it up to the first screen where people can act…
- @No-Line-3463 (3): yeah why not, are you an ai agent?
讨论帖询问独立开发者从有想法到开始开发最耗时的环节，评论区揭示核心障碍是决策恐惧和范围不清晰而非技术能力
>
受众观点：①@Fickle_Degree_2728指出对浪费时间金钱的恐惧才是核心，这种恐惧反而导致更多时间被浪费 ②@Upbeat_Opinion_3465提出决定不做什么才是最难的，10天能学到什么清晰后才能开始 ③indie dev如何在不确定性中做出开始开发的决策
展开评论
- @Fickle_Degree_2728 (13): fear of wasting time, money
- @Upbeat_Opinion_3465 (5): For most founders it is not the coding. It is deciding what not to build. People lose weeks in vague scope, waiting for one more feature, or trying to make v1 look impressive instead of useful. The fastest path is usually one user, one painful job, one thing the product needs to…
- @VastPresentation7098 (3): This, first gate is fear of wasting time. Second is token refresh.
- @zhangsihai (2): marketing
- @ecom-consult (2): Honestly, usually not the coding part. It’s: * figuring out if the problem is actually painful enough * deciding what *not* to build first * getting clarity on the first user / ICP * overthinking features and scope A lot of founders can start development quickly once the directi…
Ignis 通过 shim 层把 Obsidian 原生 JS 应用直接服务到浏览器，绕过 VNC/Linux 桌面容器方案，支持 mobile 模式和本地 vault 挂载，评论区展开了 Electron 双进程架构的技术讨论
Stumbled upon this open-source project and thought it belongs here. [Ignis GitHub-Repository](https://github.com/Nystik-gh/ignis) If you want to access your Obsidian vaults through a browser but dis…
受众观点：①Electron 双进程架构决定了 web 化的可行性边界②单一 contributor 新项目的数据安全风险③与 VNC 方案的资源占用量化对比
展开评论
- @shrimpdiddle (54): New project. Just touches the 3-month window. One contributor. Not sure I'd risk my data. Did I mention AI?
- @GuildCalamitousNtent (19): As someone that was looking to spin up an obsidian instance as replacement for my clunky self-hosted wiki. What is this this now? Isn’t obsidian just a web app? Why would one need this?
- @ceciltech (19): Obsidian is built using web technology and the UI is all Html/css/js like a web app but it is built on a framework called Electron which runs locally not as a webserver.
- @bdu-komrad (16): Whew. I figured this was a thinly disguised advertisement. Am I relieved.
- @NeXtDracool (16): I think you misunderstood how electron works. An electron app is *not* just a website shipped with its own browser. Electron also ships with a node runtime and the app consists of two parts: a website and a node application which communicate with each other. The node application…
Reddit讨论帖征集在AI热潮之外被创始人忽视的SaaS细分市场，评论区涌现boring B2B工具、农业软件等方向，讨论密度高
&#x200B; Looking for ideas outside the usual AI hype.
受众观点：①@Historical-Ocelot712提出boring business glue tools竞争少利润好 ②@Spdload指出农业软件市场空白 ③独立开发者如何在AI红海之外找到可持续细分市场
展开评论
- @Spiritual_Heron_5680 (9): I bellieve its Marketing, Building got easy but Marketing is still hard, building something like this, lets hope it works for me and than for everyone...
- @Historical-Ocelot712 (7): The unglamorous glue that actually runs a business like procurement workflows, compliance tracking, shift coordination for field teams, client onboarding that doesn't fall through cracks. It's not sexy enough for hype cycles, but there's zero competition because every VC wants t…
- @Spdload (6): I would look into agriculture. Most software built for farmers is either enterprise-level overkill or too generic to be useful. Small and mid-size farms are still running on spreadsheets and nobody is building specifically for them. This is a hard market to reach, and slow to ad…
- @NateFromRefactorful (3): I wouldn't say marketing is being slept on at all, it feels like everybody and their mom is spinning up some reddit/linked/email/social outreach platform daily. It's probably one of the most hyper competitive spaces in AI. I don't mean this as a dig towards you specifically, the…
- @Song_the_Stringer (3): Things that take up a lot of time in the back office I think. Policy management, maybe training/compliance tracking like another commenter said. Contract renewals, subscription/obligation tracking etc Also a lot of people still do their purchase approvals or vendor management st…
独立开发者FitnessChief七周零广告预算获300访客，公开全部流量来源数据：LinkedIn(20%)、X/Twitter(17%)、Peerlist(10%)、Reddit(9%)、Google自然搜索(6%)
Hit 300 visitors on FitnessChief. Started at 53 visitors 7 weeks ago. No ads. No press. No ProductHunt launch. Felt like nothing was working for the first 3 weeks honestly. Then it started moving. He…
受众观点：①X/Twitter作为流量渠道的实际效果（@Fitness_chief 说仅靠回复帖子无系统计划就成了第三大来源）②Reddit小众社区的高意图流量特点（@tric5150 讨论Reddit用户是来找东西不是刷屏）③多渠道分散后Google开始出现的复利信号（@Fitness_chief 分析各渠道的特点）
展开评论
- @tric5150 (2): Reddit traffic is crazy ngl
- @Fitness_chief (2): Right? I underestimated it completely. The r/indianfitness community is small but the intent is insane people are actively looking for solutions not just scrolling.
- @tric5150 (2): Reddit is a place where people comes to look for something not like X and other sites, that's why the community is small but high traffic
- @Fitness_chief (2): X honestly. I was just replying to posts with no real plan, didn't expect it to send actual traffic. Now it's my 3rd biggest source. The #buildinpublic crowd actually opens the product instead of just liking and scrolling past.
- @Fitness_chief (2): That's insane. What subreddits worked best for you? I've been focusing on r/indianfitness but curious if there are others worth going deeper on.
独立开发者花 12 个月构建多模态社交媒体分析工具 Palimio，launch 后 0 转化，转向对目标客户做免费 content audit 展示独特洞察，2 个月签了 3 个 B2B 客户
I'm a solo dev. I spent 12 months heads-down building a social media analytics tool before a single person used it. It revolves around a custom multimodal pipeline that actually watches every TikTok…
受众观点：① 把 insight 打包成让客户说'我从没见过这个'的瞬间是最难的（@mufenglabs）② 手动筛选目标账号保证 outreach 精准，避免发给不会买的人（@LimitedMole）③ MVP 应控制在 4 周，1 年建产品风险极大（@therealsimeon）
展开评论
- @mufenglabs (3): The hardest part of B2B isn't building insight, it's packaging insight into a moment where the customer says "wait, I've never seen that before."
- @LimitedMole (2): The hardest part honestly, just manually scrolling through accounts in your niche and asking yourself if you'd actually use the tool on them. Took ages but meant I wasn't pitching randoms, I was reaching out to people I could actually help.
- @therealsimeon (2): Yes, it’s tough to distribute now, so spending 1 year to build is risky. MVP = max 4 weeks ; even though I’m not taking my own advice right now haha.
- @KoolTuo123 (1): yeah the manual grind is basically the moat. slow as hell, but you never sound like a template and people can tell you actually looked. wouldn't automate it even if I could.
- @LimitedMole (1): and the weird part is it actually saves time down the line because you're not chasing people who were never gonna buy anyway. spent weeks early on trying to optimize the outreach process and it just made the messages blander.
Causo 举办首次 Raccoon o'clock 创始人小圈子互助会，六人聊早期用户/融资/accelerator 拒信，核心观点：融资时的沉默比拒绝更难熬，活下来本身就是信号
Yesterday we had Causo's first "Raccoon o’clock" session. Six people joined and we spent an hour talking about the usual founder mess: early users, fundraising, accelerators, getting rejected, not ge…
受众观点：① "活下来本身是信号"击中 solo dev 心理（@TimelyRepeat4517 正在独立开发 Flowara）② 融资沉默比拒绝更让人质疑自己（@CriminalCholera）③ 小圈子真诚互助比 accelerator 更有价值，accelerator 人脉是最大收益（@redlikecherries）
展开评论
- @Strong-Yesterday-183 (2): haha thank! I really do believe that not taking yourself too seriously - helps a lot.
- @TimelyRepeat4517 (1): The silence part is accurate. A no you can process. Silence just loops in your head. The "surviving is a signal" framing is something I needed to read today. Building Flowara solo and some weeks the only proof of progress is that you are still at it. The small honest group forma…
- @CriminalCholera (1): This resonates hard. Being stuck in that fundraising silence loop is brutal - you start questioning everything about yourself and the product when really it might just be wrong timing or wrong fit The part about momentum being the whole signal at early stage is spot on. VCs love…
- @Strong-Yesterday-183 (1): 100% please do check on this subreddit - i will deifnatelly post about the next one here.
- @redlikecherries (1): I went through an accelerator two years ago I still cherish the relationships I built with the other founders. There aren't really many other people who get what you're going through, and who've gone through something similar (none of your employees really understand). So yeah,…
Chrome通过静默更新推送4GB本地AI模型，直到149版本才加入关闭开关，核心争议是用户同意机制——本地AI运行是新类别，应有明确opt-in或off开关而非功能先行控制后补
Google pushed a 4GB local AI model to Chrome through silent updates and did not provide a disable switch until version 149. Users had to delete the file manually and it would be re-downloaded on rest…
受众观点：①@fonster_mox 给出实际关闭路径Menu→Settings→On-device AI ②@twogirlsonecap 讽刺帖子本身可能是AI写的折射对AI内容的普遍怀疑 ③@SoInsightful 嘲讽用户对隐性协议的反感——揭示了真实的同意机制争议
展开评论
- @twogirlsonecap (72): the irony is that this post is brought to you by AI
- @SoInsightful (22): >consumes power, generates heat, and runs code I definitely did not consent to Google Chrome consuming power, generating heat or running code!
- @MagnetHype (16): The real irony is that Kanye called this out 20 years ago. Does anybody make real shit anymore?
- @fonster_mox (15): Menu > Settings > search for "On-device AI"
- @needed_a_better_name (12): but what's the setting called and where do I find it?
独立开发者打造家庭记忆保存App FamilyStories，用语音录制和引导式提问帮家人记录故事，强调端对端加密隐私保护，候补名单已开放、七月底上线
*The idea came from something personal.* In my own family, I realized there were so many things I never properly asked my grandparents about. What their childhood felt like. How certain family recipe…
受众观点：①技术栈的工程决策（@ShyFries 详细分享React Native+Expo+Supabase选型，强调boring where it should be custom where it matters）②和已有产品的差异化（@ShyFries 解释语音存档vs文字记录的独特价值）③面向老年用户的易用性机会（@No_Fuel_4676 提到没见过elderly-friendly的此类app）
展开评论
- @ShyFries (2): I’m building it with React Native + Expo and TypeScript, with Supabase on the backend for auth, database, and edge functions. The short version of the story: I wanted to build a family memory app that felt personal and calm, but I also didn’t want to end up maintaining two separ…
- @[deleted] (2): [removed]
- @ShyFries (2): That’s awesome to hear! StoryWorth is truly a classic for getting those stories down into a physical book. The main reason I’m building **FamilyStories** as a **digital app alternative to StoryWorth** is to capture what a printed book can’t: the actual voice. A book is great, bu…
- @No_Fuel_4676 (1): I've heard about some book versions, but never about an "elderly-friendly" app. I hit the notification button to check it out once live =)
- @ShyFries (1): Glad you like the idea. I started building FamilyStories knowing my parents would never sit down every evening and fill out blank pages in a book. The question that kept me up at night was: how can I get them share their stories with me
Pulse Bureau 是一个免费数字工具箱，专为那些被过度包装的小型日常任务设计，涵盖内容规划、网站审计、社交缩略图等，无需注册。
A lot of small digital tasks have become weirdly overcomplicated. Need a quick thumbnail? Full design app. Need a website audit checklist? Lead magnet. Need a content calendar? Template funnel. Need…
受众观点：① 无需注册即可使用的工具产品，用户对摩擦高度敏感 ② 产品定位清晰度——如何让人一句话理解用途 ③ indie dev 如何抵抗功能蔓延，在早期保持克制
展开评论
- @wetevahn (2): I like the direction here. It feels less like another SaaS and more like a practical drawer of digital tools. The no signup part is probably the biggest win
- @ZealousidealBee2361 (2): Did you just snitch on OP? lol
- @TheEruditeBaller (1): Appreciate that. That’s pretty much the direction I’m going for
- @True-Buddy6408 (1): The website audit checklist and thumbnail tool are probably the strongest parts right now https://preview.redd.it/umr03va8pe6h1.png?width=1258&format=png&auto=webp&s=03ac58d0812cd637382294f8aad39af28b42fac5
- @TheEruditeBaller (1): That’s helpful to hear. I’ve been thinking the same, those two feel the most immediately useful because people can understand the value without needing much explanation
帖子用ABCD四选项描述SaaS增长漏斗四个卡点：无人访问/访问不注册/注册不付费/付费不留存，征集创始人真实现状
Which one describes your situation best? A. Nobody visits B. People visit but don't sign up C. People sign up but don't pay D. People pay but don't stick around Curious what stage most SaaS founders…
受众观点：①@Kailey_Tinder说每天循环经历四个阶段，说明早期创始人同时面对多个漏斗断点 ②@FarRub2855建议花钱投广告前先和真实买家对话弄清痛点 ③冷启动期最常见卡点是B（访问不注册），通常是landing page没说清楚产品解决什么问题
展开评论
- @Kailey_Tinder (1): Is there option e? Because I somehow cycle through all four of these depending on the day of the week.
- @Mysterious_Tech30 (1): Maybe one of the reason could be your website copy. If you can share your website URL. I can have a look.
- @helidead09 (1): Nobody visits. Currently learning how to market and ramp up marketing
- @koustubh18 (1): All the best!! Try reddit and x to gain early traction and user feedback..
- @FarRub2855 (1): That is the hardest hump to get over. Honestly before you spend money on ads, try just having real conversations with your ideal buyers to see what thier actual pain points are.
独立开发者的Android开源理财追踪App pennywiseai-tracker获得第一笔付费订阅，在Reddit分享从零到一里程碑，讨论开源App变现逻辑
Do check it out https://github.com/sarim2000/pennywiseai-tracker https://play.google.com/store/apps/details?id=com.pennywiseai.tracker
受众观点：①开源App如何变现（@Ok_Cricket9353 直接问这个问题）②开源+付费混合方案的具体实现（@whyiam_alive 解释Playstore有gated features、APK通过GitHub/F-Droid免费）③第一个付费用户来自哪里（@camppofrio 问具体渠道）
展开评论
- @LeaderAtLeading (2): First subscription is the hardest milestone. Congrats. Now find the next ten.
- @Ok_Cricket9353 (1): How are you monetising an opensource app ??
- @whyiam_alive (1): Playstore version has some gated features, you can either just support through playstore or have the apk through github or fdroid
- @camppofrio (1): Congrats! Was it organic discovery or did you post somewhere specific to land that first paying user?
- @Bubbly_Response4686 (1): Congrats. From 0 to 1 is difficult, but you did it
Fluxer 是即将开放自托管版本的 Discord 替代品，被社区认为是最接近真正替代 Discord 的开源方案，尚无明确发布日期但期待度高
Will be my first discord alternative
受众观点：①发布时间表是否确定②与 Matrix 等现有方案的定位差异③是否真能在体验上接近 Discord
展开评论
- @argash (13): Do we have a release date? Because yes, I am very excited.
- @DrTankHead (6): Very excited. Of all the 'alternatives' fluxer to me feels the closest to actually meeting that description. I really hope the community comes together and helps to make the platform we couldve had if discord was a better company.
- @Turbulent_Fig_9354 (5): also dying for some info. based on their timeline, it should be soon
- @StellarWaffle (4): Very very excited to deploy
- @GazooAr (3): I use matrix now, but I'm interested to see what impact fluxer will have
Speakr 是自托管音频转录应用，v0.90-alpha 新增系统音频混录、HMAC-SHA256 签名 Webhook、录音统计和 UI 重设计，用自己的 LLM 做摘要和对话
Hey r/selfhosted, big Speakr update. For those new here, it's a self-hosted audio transcription app: record or upload audio/video, get automatic voice based speaker-labeled transcripts, then summariz…
受众观点：① 实际使用体验：@seeplanet 试用后印象正面，功能集扎实但缺屏幕录制 ② UI 复杂度争议：@jpj625 认为界面适应后逻辑清晰 ③ AI 辅助开发被标记，社区存在戒心（@asimovs-auditor）
展开评论
- @BipolarKebab (7): My mom's Internet Explorer after another toolbar download spree
- @seeplanet (3): Tough crowd here. I just tried it out, so take this with a grain of salt, but my first impression is positive. I had previously hacked together something similar to help record discussions and notes, and this feels much more polished. It already has a solid feature set. The main…
- @jpj625 (2): As a user of more than a year, the interface feels just fine after a tiny bit of acclimation. The first screenshot is showing all features at once. The left-nav can be hidden, the main transcription and summary panels are the purpose of the tool, and have no option but to be fil…
- @hedonihilistic (2): Thank you for the suggestion! not sure why you're getting downvotes.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
用户用 Gemini 辅助修改 Heimdall 自托管 dashboard 的 CSS 和 JavaScript，实现动态壁纸、颜色主题、鼠标特效和拖拽布局，并添加多个实用组件
I've been using Gemini to mess with the CSS and Javascript in Heimdall to be able to customize it more. I can now set live wall papers, set a color theme, change my mouse pointer/trails and drag ever…
受众观点：①Heimdall 升级后 AI 定制代码的维护成本②视觉效果的实现门槛③是否可以期待官方内置这些定制能力
展开评论
- @kristap (5): Neat! Have you found it difficult to maintain the tweaks when Heimdall updates?
- @Hurkle_Durkling (3): My goodness, that's gorgeous!
- @Denomi0 (3): Pretty sweet. Hopefully they adapt some of that natively. Looks like a desktop.
- @Hexnite657 (2): I've not had it long enough to know, I imagine something will break at some point. Its not exposed and is on its own VLAN and Proxmox LXC though so I'm not super worried about getting updates/I have an easy way to rollback if an update breaks it.
- @Iconlast (2): Woowww
开发者用Codex花不到一小时做了AI浏览器陪伴角色，带页面上下文感知、番茄钟、网站黑名单功能，在hackathon赢得25000美元
I just won a hackathon. The task was to make something creative, so I made this fun little character that interacts with your page. Aimed at giving younger audiences a fun way to interact with AI. \-…
受众观点：①AI工具快速原型的实际速度（帖子说less than an hour to spin up using Codex）②浏览器扩展+AI上下文感知的产品思路（面向年轻用户的互动AI助手）③原创创意在AI时代的溢价（@sigmaspammer 特别提到not just generic AI b2b saas rubbish）
展开评论
- @SnooPets9757 (6): Wow ! Nice, I like it !
- @theWinterEstate (3): Thank you! Super stoked that it worked out so well
- @sigmaspammer (3): Looks very fun! Always love to see cool ideas like this and not just the generic AI b2b saas rubbish haha
- @Powerful-Laugh-8842 (2): Brilliantly creative 👍
- @SnooPets9757 (1): Welcome
StartupSubmit创始人发帖邀请SaaS创业者提交产品URL，根据产品特点推荐5个适合的目录、社区或launch平台，强调非AI批量生成
I'm the founder of **StartupSubmit** and spend most of my time researching where startups can get discovered online. Post your startup URL and tell me who it's for. I'll personally suggest 5 director…
受众观点：①@ciphervyro好奇有哪些目录在多个niche都有效，在找普适规律 ②@markjivko警告目录是link farming对SEO长期有害建议直接找目标客户 ③早期SaaS如何用最小成本获取第一批有效用户
展开评论
- @[deleted] (1): [removed]
- @ciphervyro (1): cool idea, this is actually way more useful than those giant copy pasted lists that are 90% irrelevant curious what patterns you’re seeing so far, like are there a few underrated directories that work across most niches?
- @markjivko (1): Spoiler. There's not good directory! All of them engage in something called link farming. And Google hates it. Most SaaS starting out are better off reaching out directly to customers instead of listing on directories that have no traffic and risk hurting their SEO in the long-r…
- @missEves (1): [playmix.ai](https://playmix.ai) \- vibe create games 🎮
- @missEves (1): [ziggle.art](https://ziggle.art) \- create your animated brand mascot 🦄
Ganjeolgot.ai 是一个慢网络产品，反 feed 设计，无点赞无关注，用户写信给未来的自己或匿名漂流给陌生人，回复像信件一样迟来，主打数字解压和真实连接。
I’ve been building a small side project called Ganjeolgot.ai. The idea is simple: What if a network was designed not for attention, but for rest? Most social products are built around speed — feeds,…
受众观点：① 反 feed 产品如何定义 intentional absence，受众需要一个可参照的已知类比 ② 产品冷启动时如何传递非主流设计哲学 ③ 慢速解压类产品有没有真实用户需求，还是只是 builder 的自我感动
展开评论
- @dreamervn7 (3): I'd love to give feedback, but I'm waiting for the future version of myself to receive it first.
- @Evening-Appeal7606 (2): Is this ... like a digital zen garden or something? (Upvote for trying something new!)
- @oha_park (2): Haha, honestly, “digital zen garden with letters” is pretty close. I’m trying to build something that feels calm without becoming empty — a place where people can leave honest words without turning them into performance. Still early, but that’s the experiment. Thanks for the upv…
- @oha_park (2): Thank you — I really appreciate that. “Deceleration and genuine human connection” is very close to what I’m hoping Ganjeolgot can hold. Not every part of the internet needs to be faster or louder. Some things may only become honest when they arrive slowly. Still early, but I’ll…
- @Evening-Appeal7606 (1): I'd say: Go for It! I, for one, want to see where this is going. In this day and age, a little decelleration and genuine human connection might just be the thing we all need more of in our lives.
rclip 是基于本地 CLIP 模型的命令行语义图片搜索工具，v3 版本文字搜索提速 4.28x、图片搜索提速 6x，M1 Max 上 0.5s 出结果，完全离线无需上传云端
Hi all! I am developing rclip – a command-line semantic photo search tool. Type `rclip "your search query"` and get a list of matching images printed (and even previewed) in your terminal. It's free…
受众观点：① 索引大小：84k 图片 351MB，随数量线性增长（@Safe_Alternative_999/@39dotyt）② 格式支持：JPEG-XL 在 roadmap（@Budget_Confection498/@39dotyt）③ TUI 需求：作者在考虑，现有 --preview 旗标（@Safe_Alternative_999/@39dotyt）
展开评论
- @39dotyt (2): Hi! Let me know what you think. Support for jpeg-xl is planned. If you are on GitHub, you can follow this issue to get updates: https://github.com/yurijmikhalevich/rclip/issues/230.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Safe_Alternative_999 (1): This is sick, exactly the kind of thing I wanted without having to run a whole-ass web stack just to find “that one cat photo from 2018.” How big does the index get for like tens of thousands of photos, and do you have any plans for something like a simple TUI for browsing resul…
- @39dotyt (1): Hi and thank you! The index for 84k images is 351MB (it growth with the image count, not the image size). I am considering building a TUI, but even without a TUI, rclip can display images in the supported terminals if the user passes the `--preview` flag. Previews are supported…
- @Budget_Confection498 (1): Sounds great, I'll try it tonight. Can you add support for jpeg-xl (jxl) files? I recently converted most of my photo library to this format.
Hugging Face开源团队重新上线paperswithcode.co，自动解析arXiv和Hugging Face论文生成各AI领域SOTA排行榜，新增对GPT-5.5、Mythos 5等闭源模型评测结果的支持，可切换开源/闭源视图
Hi, Niels here from the open-source team at Hugging Face. I've recently relaunched [paperswithcode.co](http://paperswithcode.co) as a source for finding the state of the art (SOTA) across various AI…
受众观点：①AI开发者需要快速定位当前SOTA判断是否值得升级依赖的模型；②想对比开源vs闭源模型生产性能的工程师；@fourandahalfprecepts 提到希望看到MLE-bench等更多实战导向benchmark
展开评论
- @Beautiful-Monk9432 (5): Thank you!
- @bitanath (5): Thank you kind sir!
- @fourandahalfprecepts (2): This is cool, but on a slight tangent, I would like to make a request that HuggingFace resurrect openai’s recently shuttered MLE bench as a live leaderboard: https://github.com/openai/MLE-bench For some reason, OpenAI recently decided it would not be fair to include recent front…
- @kyrtje (1): I saw this on linkedin! Thanks for reviving this. 🤞🏻
- @Barton5877 (1): I'm jealous - your collection is bigger than mine 😉 But my collection sports shared research inquiries across domains, methods, and techniques. I'll see if it makes sense to link to you for paper sources. I'm currently linking to Arxiv. Could be something to include in featured…
帖子引用YC经典方法论：成功的早期startup往往从手动onboard用户、亲自坐客服、一对一DM等不可扩展的事情开始
A lot of successful startups did not start with a “huge market.” Even now, a lot of YC founders are winning by doing something unscalable first: \- manually onboarding users \- sitting in customer su…
受众观点：①@leaveat分享厨房计时器从自身痛点出发做成受欢迎免费工具的经历 ②不可扩展的手动工作作为早期产品验证最快路径 ③indie dev冷启动期如何用有限资源找到真实用户痛点
展开评论
- @leaveat (2): So far my best performing project has been one that is probably by far the most simplest and really isolated to one specific issue - kitchen timers of all things 😄
- @mbtonev (1): Great example, what is the project about, an e-commerce shop to timers?
- @leaveat (1): Nope, just a freebie project born purely from my own frustration. I love to cook and that can mean multiple dishes going at the same time. Even multiple pans in the oven. I set times and completely forget what the timer was for. So I decided to create a web application that woul…
- @mbtonev (1): Oh, really, really interesting, you need to pack this in an app and offer a subscription
- @leaveat (1): I thought about that and may do some premium add-ons if there is interest, but I want to keep the core open and free
独立开发者辞职后做了情侣共享愿望清单App Not Pink，用Kotlin Multiplatform + SwiftUI + Supabase + PowerSync自托管方案，已有300安装50对情侣配对10个付费用户
For about three years my partner and I have had the same problem. One of us says "we should do that." A trip, or some weird little day thing. It goes straight into Apple Reminders, and that's where i…
受众观点：①Kotlin Multiplatform + SwiftUI跨平台架构的实际体验（帖子详细描述KMP做business logic+ViewModel、SwiftUI做views的分层）②self-hosted PowerSync同步方案（帖子说self-hosted sync was the most annoying part to get right）③5条限制是否足以建立使用习惯（@Responsible-Key5829 质疑如果原始任务都不做、管理app也会成负担）
展开评论
- @Fit-Tour2237 (2): [https://apps.apple.com/app/not-pink-couple-bucket-list/id6756887742](https://apps.apple.com/app/not-pink-couple-bucket-list/id6756887742)
- @itzFinners (2): This looks really cool! I'll need to try it
- @Responsible-Key5829 (2): My issue with a lot of these apps is updating it becomes another task. If you weren't going to do the task that the list is comprised of then you are definitely not going to keep up with managing it. I don't think this makes anything easier or solves a need. Good luck with it re…
- @Fit-Tour2237 (1): Let me know what you think 🤗
有人通过iOS 27 Simulator文件发现Siri的TTS系统使用了WaveRNN和FastSpeech2两个开源研究模型（espresso格式存储），苹果可能在原始论文架构基础上做了优化，同时存在logistic regression用于concert ranking
Found from iOS Simulator's files. Both of them are in espresso format There's also another compiled CoreML for concert ranking and based on the content inside of it looks like to be a simple logistic…
受众观点：①移动端AI开发者关注设备端模型选型的实际标准；②对苹果AI技术栈感兴趣的工程师；@Actual_L0Ki 确认两个模型都有公开论文可以复现
展开评论
- @Actual_L0Ki (3): Both of these are research you can also use/replicate. See [https://arxiv.org/abs/1802.08435](https://arxiv.org/abs/1802.08435) and [https://fastspeech2.github.io/fastspeech2/](https://fastspeech2.github.io/fastspeech2/) but Apple might have refined them to be better. So not sur…
- @PortiaLynnTurlet (2): Not sure about legal considerations but, if allowable, you could upload models to Hugging Face (in any format, really). I'm not sure if they're otherwise published but if not, people would probably be curious to inspect them.
- @PortiaLynnTurlet (2): The models might exist in MacOS too. But I suppose they could prevent activities like "reverse engineering" (even if made mostly irrelevant by the open research) to rule out some ways of using these files.
cloudipdb.io 是每日自动更新的云服务商 IP 段数据库，覆盖 24 家提供商，提供 all-ai-crawlers 合集（GPTBot/ClaudeBot/AmazonBot/CCBot 等），支持 nginx/iptables/nftables 等格式及 Go/JS 库
posted this here a few months back. it grabs IP ranges from cloud providers + bots daily via github actions and spits out ready-to-use configs (nginx, iptables, nftables, haproxy, caddy, ufw, apache)…
受众观点：① Apple IP 段数量超 AWS 引发困惑（@NeitherNorAnd）② 作者解释统计 CIDR 条数而非实际地址数，Apple Private Relay 约 287k 小范围段（@Least-Candidate-4819）③ 作者承认图表误导性并承诺修复
展开评论
- @NeitherNorAnd (2): This is interesting 🧐 but idk why apple has so much IPs while A cloud providers has less 😅
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Least-Candidate-4819 (1): good catch 😄 apple doesnt actually have more ips, the chart is counting cidr entries, not individual addresses, apple private relay publishes about 287k small per-city ranges, mostly /64s and /31s, so geolocation still works behind the relay, while providers like aws publish few…
Nginx 生产环境 HTTP/TLS 调优要点：listen http2 指令在 1.25.1 后废弃、HTTP/3 QUIC 已内置主线无需编译、Let's Encrypt 2025 年 8 月关闭 OCSP responder 导致 ssl_stapling 配置失效
Curious what protocol split everyone's seeing and using in production? A few things this covers that tripped me up,may be useful: * The `listen ... http2` directive is deprecated as of Nginx 1.25.1 *…
受众观点：①HTTP/3 QUIC 无需编译的变化知晓度②Let's Encrypt 关闭 OCSP 对现有配置的影响③是否有统一的现代 Nginx 最佳实践参考
展开评论
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
开发者构建Product Atlas（productatlas.io）作为Product Hunt的替代浏览界面，支持跨产品对比和分类切换，解决PH原生UX不适合快速市场调研的问题
Hi r/SaaS, I think it's safe to assume that many of us have spent countless hours investigating successful products and learning what makes them tick. [Product Hunt](https://www.producthunt.com/) is…
受众观点：①Product Atlas核心价值：PH原生UX不支持横向比较，适合追热点但不适合做市场分析 ②@menensito幽默评论说自己2个upvotes的app也在里面，体现PH长尾数据对小项目的价值 ③indie dev如何利用PH数据做市场调研而不只是用来launch
展开评论
- @menensito (1): im sure my 2 upvotes app is there
- @Marh_001 (1): Wow I love this! Great move by producthunt.
Publora是面向AI Agent时代的社交媒体发布API，一次REST API调用同步发布10个平台，内置MCP Server提供18个工具供Claude等AI agent直接调用，无需各平台独立OAuth接入
Publora
受众观点：①@Haider关注MCP server是否内置处理rate limit和token refresh还是开发者自管 ②内容创作者对AI agent多平台分发合规顾虑（LinkedIn限制）③indie dev对agent-native API设计模式的关注
展开评论
- @Overview (0): * [Launches2](/products/publora#launches) * [Reviews](/products/publora/reviews) * [Alternatives](/products/publora/alternatives) * [Forum](/p/publora) * [Team](/products/publora/makers) * [Awards](/products/publora/awards) * More This is the 2nd launch from Publora. [View more…
- @Publora (0): Maker Hey Product Hunt! 👋 Jane here, CEO of Publora. Publora has been around for a while - you might have even seen us here before. We started as a social media scheduler for people. But this launch is different. So we evolved Publora into something that works both for humans an…
- @Publora (0): Maker [@maria\_anosova](https://www.producthunt.com/@maria%5Fanosova) Thank you so much! Hope the promo code comes in handy — would love to hear what you think once you try it! 😊 Upvote (4) Report Share 12h ago [](/@bashir%5Fbandi) [bashir bandi](/@bashir%5Fbandi) [@eugenia\_iva…
- @Publora (0): Maker [@bashir\_bandi](https://www.producthunt.com/@bashir%5Fbandi) We haven't noticed any impact! 😊 Upvote (1) Report Share 7h ago [](/@anna%5Fludwinowski) [Anna Ludwinowski](/@anna%5Fludwinowski) [@eugenia\_ivanova3](https://www.producthunt.com/@eugenia%5Fivanova3) Congrats on…
- @Haider (0): [PopTask](/products/poptask) [@eugenia\_ivanova3](https://www.producthunt.com/@eugenia%5Fivanova3) very interesting 🙌🏽 btw, does the mcp server handle rate limits / token refresh per platform, or is that on me to manage in the workflow? Upvote (2) Report Share 5h ago [](/@eugeni…
TypingMind是Tony Dinh开发的多模型AI聊天客户端，支持18个LLM提供商API key接入，按量付费无订阅制，indie dev独立产品从单一工具进化为平台的成功案例
TypingMind - Chat UI for LLMs
受众观点：①@FindFocus描述试遍所有工具最终回到TypingMind，黏性来自context管理能力 ②indie dev学习tony_dinh2产品定位和迭代节奏 ③pay per use vs subscription在AI工具场景的用户心理
展开评论
- @Overview (0): * [Launches2](/products/typing-mind#launches) * [Reviews19](/products/typing-mind/reviews) * [Alternatives](/products/typing-mind/alternatives) * [Customers](/products/typing-mind/customers) * [Built with](/products/typing-mind/built-with) * [Forum](/p/typing-mind) * More This i…
- @OpenClaw (0): [ChatHub](/products/chathub?ref=product%5Fsidebar) All-in-one chatbot client [3.8(5 reviews)](/products/chathub/reviews) [AI Chatbots](/categories/ai-chatbots) [View more ](/products/typing-mind/alternatives)
- @FindFocus (0): •[1 review](/@martinboeddeker/reviews) #### What's great **The app I keep coming back to. (And yes, I'm this review was created WITH TypingMind)** Here's a little story for you. I was an early TypingMind user. Loved it from the jump. The versatility? **Unmatched.** The way it ha…
- @Learnetto (0): [@tony\_dinh2](https://www.producthunt.com/@tony%5Fdinh2) congrats on the launch, Tony! Looks like TypingMind has come a long way since I last checked it out. Will give it another go. Upvote Report Share 13h ago [](/@tony%5Fdinh2) [Tony Dinh](/@tony%5Fdinh2) [TypingMind - Chat U…
- @PageAI (0): [@tony\_dinh2](https://www.producthunt.com/@tony%5Fdinh2) TypingMind is by far the most advanced Chat UI, nothing comes close! Upvote Report Share 8h ago [](/@tony%5Fdinh2) [Tony Dinh](/@tony%5Fdinh2) [TypingMind - Chat UI for LLMs](/products/typing-mind) Maker [@dan\_mindru](ht…
Backplanes是AI编程agent会话监控与安全审计工具，分析Claude Code等coding agent的操作记录，识别凭证泄露和安全风险，解决AI agent写代码时黑箱操作不可见的问题
Spotlight by Backplanes
受众观点：①@Raycast描述用agent写代码暴露自己不会用.env的真实案例，agent让新手用了以前不懂的东西带来新安全漏洞 ②@fmerian分享cross-session pattern detection技术挑战 ③有coding agent经验的开发者对审计工具的安全需求
展开评论
- @Overview (0): * [Reviews](/products/backplanes/reviews) * [Alternatives](/products/backplanes/alternatives) * [Team](/products/backplanes/makers) * [Awards](/products/backplanes/awards) * More Free Launch tags:[Developer Tools](/topics/developer-tools)•[Artificial Intelligence](/topics/artifi…
- @fmerian (0): [Tabstack](/products/tabstack) Hunter
- @Raycast (0): As of this year, I’ve become a “non-engineer engineer”, letting Claude and all his robot friends abuse my terminal. For example, the other day I just discovered how to _actually_ use a \`.env\` file. Yes, I am embarrassed. How was I forced to discover this? [@antifreeze](https:/…
- @fmerian (0): [Tabstack](/products/tabstack) Hunter
- @fmerian (0): [Tabstack](/products/tabstack) Hunter Thanks for the support! Let's spread the word on LinkedIn, [repost this](https://www.linkedin.com/feed/update/urn:li:activity:7470424664985710592/) Upvote Report Share 7h ago [](/@retain%5Fdev) [Gaurav Aroraa](/@retain%5Fdev) The interpretat…
Gemini 3.5 Live Translate是Google推出的近实时语音翻译功能，集成在AI Studio、Google Translate和Google Meet中，支持自然语音流式翻译
Gemini 3.5 Live Translate
受众观点：①AI语音翻译精度与延迟的权衡 ②Google在AI Studio开放给开发者的程度和API接入成本 ③出海indie dev对产品多语言支持方案的关注
展开评论
- @Translation (0): Gemini 3.5 Live Translate brings near real-time, natural speech translation to Google AI Studio, Google Translate and Google Meet. * [Overview](/products/gemini-3-5-live-translate) * [Reviews](/products/gemini-3-5-live-translate/reviews) * [Alternatives](/products/gemini-3-5-liv…