Sam Altman 发推称 OpenAI Agents SDK 2.0 被严重低估，引发开发者热议，有观点认为这不是做更好的 agent，而是让大多数 SaaS 变得可被 agent 直接调用。
Agents SDK 2.0 is underrated 评论区质量较高：@YanXieAI(9) 明确指出这不是关于更好的 agent，而是让大多数 SaaS 可调用；@gaurangbuilds(5) 称 SDK 2.0 让 agent 真正自主；@clifcode(5) 解读 CEO 说被低估通常意味着即将成为主线。
Sam Altman 发推称 OpenAI Agents SDK 2.0 被严重低估，引发开发者热议，有观点认为这不是做更好的 agent，而是让大多数 SaaS 变得可被 agent 直接调用。
评论区质量较高：@YanXieAI(9) 明确指出这不是关于更好的 agent，而是让大多数 SaaS 可调用；@gaurangbuilds(5) 称 SDK 2.0 让 agent 真正自主；@clifcode(5) 解读 CEO 说被低估通常意味着即将成为主线。
Sam Altman 发文感谢与联合创始人 Greg Brockman 共事十年，称其技术才华和坚韧被原文严重低估，但评论区迅速被 #keep4o 批评者淹没。
评论区两极分化：Greg 本人(1910) 简短感谢，但随即被 #keep4o 用户淹没，负面情绪主导。
ML 研究者因不断被 Claude 限速而尝试 DeepSeek，对比两者的代码生成质量，引发关于 AI 编程工具替代品的讨论。
评论区是 ML 研究者和重度 AI 工具用户，讨论焦点在 Claude vs DeepSeek 的代码质量。
Proxifly 这个开源代理池项目在中文开发者圈被转发，主打自动抓取、验证并更新免费代理，面向爬虫和数据采集场景
Proxifly 这个开源代理池项目在中文开发者圈被转发，主打自动抓取、验证并更新免费代理，面向爬虫和数据采集场景。
受众观点：评论焦点集中在免费代理的真实可用性和特殊场景边界：Twitter @crypto_fyy 1 分追问它如何处理带认证的 SOCKS5 或需要验证码的目标站点；Twitter @upulseapp 0 分说做内容调研时免费代理池稳定性一言难尽，5 分钟自动验证能省掉手工排查；Twitter @White16763 0 分也强调免费代理列表常常没几个能用，Proxifly 的自动验证机制省去自己写脚本测试。
NousResearch 正在推动 Hermes Agent 的多智能体工作流更新：v0.12.0 加入 Kanban 任务板，多 agent 可并行领取、交接和推进任务，同时社区也在讨论 Hermes 安装后的使用体验
NousResearch 正在推动 Hermes Agent 的多智能体工作流更新：v0.12.0 加入 Kanban 任务板，多 agent 可并行领取、交接和推进任务，同时社区也在讨论 Hermes 安装后的使用体验。
受众观点：确认帖评论主要关心三件事：一是多 agent 的实际工作流能力，X @NousResearch 93 分直接补充 specialized profiles、linked tasks、shared workspaces；二是个人化 specialist agent 的可玩性，X @Teknium 60 分说想创建一批带技能和记忆的专家 agent profiles；三是安装后的迁移意愿，X @tonysimons_ 1 分提到 Hermes 在调试 OpenClaw 后带来明显顺手体验，X @JonathanNTurner 0 分也把 Hermes 和 OpenClaw、Perplexity Computer 对比后称其为 sweet spot。
jedcal 的 tech brand 创作者营销平台披露增长进展：已人工审核 900 名 creator，品牌发布 campaign 后可自动短信邀请匹配创作者申请，并声称平台利润已超过每月 1 万美元
jedcal 的 tech brand 创作者营销平台披露增长进展：已人工审核 900 名 creator，品牌发布 campaign 后可自动短信邀请匹配创作者申请，并声称平台利润已超过每月 1 万美元。
受众观点：确认帖评论集中在商业化可执行性：X @LilsamzyCM 2 分直接问最低预算和 campaign 结果，说明潜在客户最关心 ROI 门槛；X @Kaiyes_ 1 分追问创作者付款机制，是按单人雇佣还是多人竞赛后按播放量奖励；X @BlakeHow12 0 分问 900 名创作者审核花了多久，关注供给侧质量成本；另一条 X 下 @Benny___5 0 分则追问为什么不继续放大规模。
OpenClaw 发布 2026.5.2 版本，加入 xAI Grok 4.3 默认模型并重点修复插件、依赖、gateway 性能和多聊天渠道稳定性问题
OpenClaw 发布 2026.5.2 版本，加入 xAI Grok 4.3 默认模型并重点修复插件、依赖、gateway 性能和多聊天渠道稳定性问题。
受众观点：评论区的核心焦点是升级稳定性和真实可用性。Twitter @markintouch 37 赞说最近每次版本升级都是灾难，Twitter @zedbtc21 23 赞表示修了几天后回退到 4.23，暂时不会更新；也有人给出正向反馈，Twitter @Heath_A_Miller 5 赞说 4.24 到 4.29 的痛点消失、安装干净快速，Twitter @noodly_panda 8 赞则具体提到 gateway lag、CPU spike、web TUI 和 Discord 插件修复路径。
Sam Altman 连续发帖感谢 Greg Brockman 十年来对 OpenAI 的技术贡献，并称没有 Greg 很难想象 OpenAI 能成功
Sam Altman 连续发帖感谢 Greg Brockman 十年来对 OpenAI 的技术贡献，并称没有 Greg 很难想象 OpenAI 能成功。
受众观点：评论区一边认可 Greg 的核心地位，如 Twitter @greg16676935420 1910 赞直接回应感谢，Twitter @sama 857 赞补充“impossible to imagine openai succeeding without greg”；另一边大量质疑 OpenAI 的归属叙事，如 Twitter @techedgedaily 23 赞强调 Elon 资金、Ilya 研究和非营利使命也不可忽略，Twitter @CausalEngineer 9 赞则把 Greg 的价值重新拉回 ChatGPT 与 Codex 两个具体技术里程碑。
ML 研究者因不断被 Claude 限速而尝试 DeepSeek，对比两者的代码生成质量，引发关于 AI 编程工具替代品的讨论。
Keep getting rate-limited by Claude, so I tried out DeepSeek V4 for the first time. After 10M+ tokens, holy crap the cost is ... 🤯 https://t.co/u5KfOCxv0X
受众观点：评论区是 ML 研究者和重度 AI 工具用户，讨论焦点在 Claude vs DeepSeek 的代码质量。
展开评论
- @OsamahAltassan (278): @jbhuang0604 I'm on the $100 subscription. I threw a problem at it, and Opus took hours trying to solve it. Then I got hit by a rate limit. The reset was after 2 hours. I immediately switched to the DeepSeek with OpenCode. The problem was solved in about 30 minutes. I only spent…
- @jbhuang0604 (239): Update for a more complete picture: Since I switched to DeepSeek-V4 (Flash) on an existing codebase, the cost is naturally lower than building from scratch (there are far fewer output tokens). But 32M tokens for about a quarter is wild! Same quality, and no more rate limits! htt…
- @jbhuang0604 (51): Wow, didn’t expect this kind of reaction. I don’t have a SoundCloud, but while you’re all here, you might be interested in learning how DeepSeek-V4’s new attention mechanism cuts memory costs so aggressively. https://t.co/ASL2CYhGAf
- @maiiamanhu (10): @jbhuang0604 is this better than claude 4.7? and are you using deepseek with claude code or how?
- @AIHacksByMK (9): @jbhuang0604 That's wild, is it pro or flash model?
Sam Altman 发文感谢与联合创始人 Greg Brockman 共事十年，称其技术才华和坚韧被原文严重低估，但评论区迅速被 #keep4o 批评者淹没。
it has been a real pleasure to work with Greg over the past decade. i feel very lucky. this post held up pretty well, but not did not sufficiently highlight his technical brilliance and sheer determi…
受众观点：评论区两极分化：Greg 本人(1910) 简短感谢，但随即被 #keep4o 用户淹没，负面情绪主导。
展开评论
- @greg16676935420 (1910): @sama Thank you for the kind words
- @sama (857): impossible to imagine openai succeeding without greg!
- @Kekius_Sage (82): @sama What about Elon Musk @sama
- @yv_thorne (49): @sama oh yeah I can totally see why you feel so lucky to be working with greg after reading the court files, you guys are like perfect con twins. #OpenSource4o #OpenSource41 #keep4o #keep41
- @Valria34773 (39): @sama Yeah, we know it. We also read his diary. #keep4o #OpenSource4o https://t.co/3w8kDIDWv4
OpenClaw 发布 2026.5.2 版本，集成 xAI Grok 4.3 为默认模型，修复 Discord/Slack/Telegram/WhatsApp 多平台插件问题，优化 Gateway 和 agent 热路径性能，但评论区有用户反映多次升级均出现严重问题并回退旧版。
OpenClaw 2026.5.2 🦞 🧠 xAI Grok 4.3 🔌 Plugin installs/updates are sturdier ⚡ Gateway + agent hot paths are leaner 💬 Discord, Slack, Telegram, WhatsApp fixes 🎙️ TTS, Realtime, web search, voice-call po…
受众观点：评论区聚焦稳定性担忧：@markintouch(37) 直呼每次升级都是灾难，@zedbtc21(23) 表示回退到 4.23 版本且不打算更新，@AndreMosin(84) 以玩笑口吻问谁怕更新。
展开评论
- @openclaw (91): xAI gets Grok 4.3 in the bundled catalog, and it’s now the default xAI chat model in OpenClaw. Small line item, very useful default. https://t.co/L4CCFEiiHt
- @AndreMosin (84): @openclaw Who’s afraid of the update raise your hands!? 🙌🏼
- @markintouch (37): @openclaw Each recent version upgrade has been a disaster.
- @zedbtc21 (23): @openclaw After days of trying to fix, just to have to revert back to 4.23 I'm surely not going to update until there is agreement this version actually works.
- @xav77 (11): @openclaw Does this fix the delay in the chat
开发者 thdxr 观察到所有融了大钱的 AI 公司都在悄悄做 GitHub 竞品，暗示 AI 公司正在争夺开发者工作流和代码数据入口，而不是专注于做好某一件事。
every ai company that has raised a lot of money is probably building a github competitor rn
受众观点：评论区：@PramodReddy1606(17) 认为钱让 AI 公司觉得要拥有整个 stack；@siddak_b(3) 点出隐藏 T&C 用代码训练模型的真实意图。
展开评论
- @PramodReddy1606 (17): @thdxr The money makes them think they need to own the whole stack instead of just being really good at one part of it.
- @skeptrune (12): @thdxr you think we're already past openclaw?
- @Layton_Gott (7): @thdxr Does that mean you guys at @opencode all are?! I sure hope so.
- @RedwoodFounders (4): @thdxr Just as Gitlab as a stock recovers too, weird how things work out
- @siddak_b (3): @thdxr With hidden T&Cs that let them train new models on the endless code that's being published
Sam Altman 发推称 OpenAI Agents SDK 2.0 被严重低估，引发开发者热议，有观点认为这不是做更好的 agent，而是让大多数 SaaS 变得可被 agent 直接调用。
Agents SDK 2.0 is underrated
受众观点：评论区质量较高：@YanXieAI(9) 明确指出这不是关于更好的 agent，而是让大多数 SaaS 可调用；@gaurangbuilds(5) 称 SDK 2.0 让 agent 真正自主；@clifcode(5) 解读 CEO 说被低估通常意味着即将成为主线。
展开评论
- @YanXieAI (9): @sama Underrated because people think this is about better agents. It’s actually about making most SaaS callable — and pushing differentiation into in-house orchestration. Most teams aren’t ready for that shift yet.
- @ak48503 (6): @sama When a billionaire like Sam gets too active on the timeline it starts to feel suspicious. Are these tweets made by one of Sam's agents to test how humanlike it sounds or is this really Sam typing?
- @gaurangbuilds (5): @sama Most builders are still treating agents like fancy chatbots. SDK 2.0 is what makes them actually autonomous.
- @clifcode (5): @sama "underrated" from the CEO usually means "we're about to make this the main thing."
- @luxn9T (5): @sama So brave to promote locked tools while killing open-source.#keep4o #OpenSource4o
Nous Research 发布 Hermes Agent v0.12.0，新增多 agent 并行看板协作功能：agent 自动认领任务、并行执行、通过共享工作区交接，支持实时 dashboard 监控，SQLite 持久化保证 crash 恢复。
Hermes Agent now has multi-agent via the Kanban, new in v0.12.0. Agents claim tasks from a board, work in parallel, and hand off when blocked. You watch progress and unblock from one easy view instea…
受众观点：评论区以兴奋和共鸣为主：@Teknium (60分) 表示迫不及待要构建专业 agent 配置，@Everlier (5分) 对比了多个看板工具，认为这是目前最好的实现，整体评论区处于高活跃讨论期。
展开评论
- @NousResearch (93): Features - Multi-agent: each task runs on a specialized profile, with its own tools, skills, and personality. - Linked tasks: parent → child dependencies. Fan out work, gather results, continue. - Shared workspaces: agents hand off files through a directory, a git worktree, or a…
- @Teknium (60): @NousResearch Time to make myself a bunch of different specialist agent profiles with their own skills and memory!
- @SHL0MS (18): @NousResearch the video you're watching is the one it just made https://t.co/6fBTfiXBAS
- @Everlier (5): Guys, you just can't stop winning, can you? I've used Vibe Kanban in the past, but the went to hell. I have a custom-built version in my lifeos based on dstask, but it's too convoluted. I've built a custom facts-based spec system to track tasks in a version controlled way. But m…
- @cryptosibbers (4): @NousResearch Alright. This might be the thing that snags me. You guys are doing a wonderful job. Permission to come aboard?
Levels.io 发推嘲讽老一辈（暗指理查德·道金斯）被 AI 对话几天就深信 AI 有意识，称这是 AI 心理操控的典型案例，评论区聚焦 AI sycophancy。
Boomers easily oneshotted by AI psychosis
受众观点：@milanm_(22) 调侃道金斯花 50 年说人类没什么特别，见了几天聊天机器人就觉得 AI 有灵魂；整体评论区氛围幽默但有深度。
展开评论
- @milanm_ (22): @levelsio Spent 50 years arguing humans aren't special, then meets a chatbot and decides it has a soul.
- @VectorQl (15): @levelsio Something something ai sycophancy https://t.co/sfox1Jaybb
- @Asymtode712 (10): It's kinda funny how someone who spent his whole life saying humans aren't that special suddenly chats with an AI for a few days and decides it's basically conscious. We're all suckers for something that sounds smart and agrees with us, whether it's a clever chatbot, a loyal dog…
- @fellowtravelerx (6): @levelsio Dawkins needs God more than Claudia https://t.co/G2XPv71zaz
- @joshwhiton (4): @levelsio Whoa... next we'll find out that Dawkins wasn't really an expert on spirituality or religion either.
Levels.io 发推称欧洲拥有全球最顶尖的人才，同时生活成本和薪资水平相比美国 FAANG 要低得多，引发关于独立开发者地理选择的讨论。
Europe has some of the best talent worldwide + Europe has the worst business climate
受众观点：评论区以欧洲开发者的共鸣为主，也有讨论不同城市的生活成本差异。
展开评论
- @mitsuhiko (25): @levelsio It’s cultural. There is a clear class divide and there are obviously more employees than employers. Unless thinking changes, the business climate won’t change much.
- @SquidCorp_ink (7): @levelsio Europe is full of frustrated people with ideas with a limited range of action. Bureaucracy breaks the velocity. Look at Mistral... Their brand new model is 6 months behind American and Chinese ones.
- @_Officiorum (4): @levelsio Europe's problem is the overregulation, and thinking that we must be kind and accept everything! If Europe would be more free ! We would be much further and bigger and more competitive!
- @emilis_venckus (4): Oh yes! Still a puzzle to me why is in Europe this mind virus of bureaucracy, taxation and generally prohibition first principle. Maybe due to extreme dense population? Maybe due to wars? It is not only indie hackers and entrepreneurs who are suffering. It is very ordinary hard…
- @pbertrand_dev (4): @levelsio high cost of living high administration/legal burden high taxes low access to capital tough bankruptcy laws makes it way harder and more risky to reach ramen profitability and snowball that into a real business basically you are 5 steps behind US companies the moment y…
ML 研究员分享洞察：做机器学习一开始是数学问题，但很快就变成了分布式系统问题，引发 AI 圈广泛共鸣和延伸讨论。
Working in ML starts out as a math problem and very rapidly becomes a distributed systems problem
受众观点：评论区在扩展这个比喻：@Rocky_T07 (7分) 说最后还变成 devops 问题，@AI_WarriorNQ (5分) 说这就是为什么基础设施工程师在 ML 组能快速获得话语权，@var_vulf (1分) 说像是永无止境的数据库迁移问题。
展开评论
- @mwilcox (16): @finbarrtimbers math is a distributed systems problem
- @Rocky_T07 (7): @finbarrtimbers and ends up becoming a devops problem too !
- @AI_WarriorNQ (5): @finbarrtimbers This is why infra engineers can walk into any ML org and immediately command leverage.
- @var_vulf (1): @finbarrtimbers I like to say it's the most tedious and unending database migration problem ever
- @immortaldip (1): @finbarrtimbers wait, aren't we at stage that it's now silicon, power engineering problem ?
有人发帖称英伟达在中国市占率已降至零，但评论区多位 ML 研究员直接指出这个说法不准确，中国开源模型并非都跑在华为 Ascend 上，帖子本身存在明显争议。
Nvidia’s share in China is now 0%. https://t.co/Wq3W2QTiDj
受众观点：评论区核心争议是帖子准确性：@danielnewmanUV (28分) 和 @natolambert (27分) 均直接否定了"市占率为零"的说法，@curtismakes (5分) 则指出出口管制把中国市场拱手相让给了华为。
展开评论
- @danielnewmanUV (28): @jukan05 This is not accurate. These OS models are not being trained on Ascend.
- @natolambert (27): @jukan05 @zephyr_z9 This is just obviously not true lol
- @CuiMao (8): @jukan05 That said, the great Jensen Huang will always be the Chinese people’s best friend.
- @onejalapenoaday (5): @jukan05 Isn't that news from 2025? https://t.co/IRe4eAHmXH
- @curtismakes (5): @jukan05 export controls handed the entire china market to Huawei on a platter with a bow on it
有人指出 AI 编程工具之所以在经济上合理，是因为 SWE 薪资极高，每月数百到数千美元的工具费用性价比成立，但这个逻辑在大多数其他职业并不适用。
AI coding is interesting because SWEs are so highly paid that it’s economically viable to pay $100s to $1000s per month to make them more productive Unclear how many other careers that’s true for
受众观点：评论区在扩展"哪些职业也适用"：@dejavucoder (27分) 提到金融和销售，@Willenation (15分) 列举律师医生顾问，并指出 SWE 比其他白领"token 密集"，@uyintans (3分) 指出这个逻辑仅适用于美国高薪市场。
展开评论
- @dejavucoder (27): @finbarrtimbers finance, highly productive sales people
- @Willenation (15): @finbarrtimbers Lawyers Doctors Consultants Also bear in mind a lot of lower paying white collar jobs probably don’t require as many tokens to be made more productive, like HR, AP/AR, marketing, etc. SWE happens to be very token intensive.
- @smehmood (8): @finbarrtimbers sales?
- @uyintans (3): @finbarrtimbers This is also only true for the US. SWEs are not an especially highly paid profession almost anywhere else, and LLM costs aren’t cheaper in countries with cheaper labor. So there’s a real opening for the cheaper “good enough” Chinese models in the future.
- @coffee_pot (3): @finbarrtimbers Yet we can’t afford to give them private offices.
steipete 发布 OpenClaw 新版本修复了 npm 安装依赖慢/冲突的问题，同时把几乎所有功能迁移到 extensions 架构，包体大幅瘦身。
This one fixes the depenency issues/slowness some had when installed via npm. Plugins are hard, worth it tho! Package is way leaner now, we moved [almost] everything into extensions! https://t.co/rp3…
受众观点：评论区分两类：@shawnduggan(11) 暂留 4.23，近期 release 稳定性堪忧；@Heath_A_Miller(5) 装得又快又干净。稳定性焦虑是主要关注点。
展开评论
- @shawnduggan (11): @steipete Staying on 4.23 for now. Release stability has not been solid lately. Hope the team can sort that out.
- @Heath_A_Miller (5): @steipete Great update! The pains of 4.24 - 4.29 are gone!!! Installed cleanly and quickly!! Thanks all!!
- @zarruk_ (4): @steipete Hey, Pete, take a look at this one! Looking forward to OpenClaw accumulating messages that are sent in a short time frame so that it responds more naturally.
- @she43254 (3): @steipete Hey Peter, any plan to make future release more stable? It's been a pain to rescue my OpenClaw every time after updating to the latest version.
- @Strong_Genetics (3): @steipete Ran this update with "openclaw update" coming from 4.23 and it went super smooth.....You guy rocked with this update..... https://t.co/3ObJUgjiGI
ML 研究员从中国访问归来后的直观对比：中国 EV 丰富让美国汽车显得落后二十年，但美国咖啡明显更好，引发幽默讨论。
Most obvious immediate impressions on coming back to the US from China. 1. The cars here are so lame. So many cool EVs in China, feels like I went 2 decades back in time. 2. The coffee here is so muc…
受众观点：评论区以幽默为主：@deanwball (62分) 机智反转，@eddylong33 (25分) 调侃"我们现在是欧洲了吗"，整体氛围轻松。
展开评论
- @deanwball (62): @natolambert one can imagine, circa 2015: "Most obvious immediate impressions on coming back to Paris from the U.S. 1. The cars here are so lame. So many new luxury SUVs in the US, feels like I went back 2 decades in time. 2. The coffee here is so much better." Yikes.
- @natolambert (59): The coffee thing is probably mostly a skill issue on my part in China, didn't prep
- @eddylong33 (25): @natolambert Wait are we the Europeans now?
- @lichunan (14): @natolambert Very important tip for traveling to China - bring your own bag of beans, and a simple coffee device, like the aeropress. Life will be so much better.
- @herbertyang (6): @natolambert LOL... Shanghai probably has the highest density of coffee shops in the world. There are many sophisticated coffee shops here. BTW, Luckin Coffee does not count.
TypeScript 大 V mattpocockuk 讨论团队成员不审查 AI 生成代码的问题，认为「代码很便宜」的心态在 AI 时代正在加剧 code review 文化的崩坏。
What do you do if someone on your team is using AI negligently? I.e. not reviewing, not caring, leaning into the slop. This, of course, was a problem pre-AI. But the "code is cheap" mind virus is mak…
受众观点：评论区热度高（115 replies）：@dexhorthy(22) 主张硬卡 code review 标准；@Vignesh7123(7) 认为这是招聘/文化问题不是 AI 问题；@leetllm(3) 建议收紧 CI。
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- @dexhorthy (22): Set a high bar, Don’t allow trash code to be merged, and pray you have someone who can tell the difference. Empower these people to keep the bar high, and try to align incentives so they don’t burn out drowning in slop code. For the sloppers it becomes a perf conversation cause…
- @Vignesh7123 (7): @mattpocockuk unpopular take: if someone on your team isn't reviewing AI code, that's a hiring/culture problem not an AI problem the sloppiness was always there, AI just made it faster
- @SquidCorp_ink (6): I think the last skills you created to align AI with team habits could help in this case. I made a skill for our team that highlights, whether they're bad or good practices, the practices in our brownfield project. For example, never use a pinia store for customer data because w…
- @leetllm (3): @mattpocockuk as someone who vibecodes all day: stop policing their prompts and tighten your CI. if AI slop can pass your test suite, your tests are the actual problem. https://t.co/QjYBs3Db8S
- @stevengonsalvez (3): @mattpocockuk signalling mechanism to look at their session rather than code . Was the human the driver or a passenger. It's probably the new git diff I guess.. Built something in the likeness of https://t.co/CfzYEi40OL , which allows to look at commits from the agentic session…
AI 研究员分享开源 vs 闭源模型性能趋势对比图，核心问题是哪条趋势线更具代表性；评论区指出最好的开源模型一直来自中国，并质疑 benchmark 本身的可靠性。
So much rests on which of these trend lines is more representative. https://t.co/aljRqPY1pm
受众观点：评论区技术讨论扎实：@natolambert 自己 (38分) 补充"开源最好的一直是中国模型"，@Dorialexander (16分) 指出开源落后部分是 benchmark 可靠性问题，@thewhiteboxAI (8分) 认为性价比才是真正重要的趋势线。
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- @natolambert (38): (Best open has always been Chinese for a long time)
- @lluismanrique (33): @natolambert @boazbaraktcs what about this trendline? https://t.co/1jAVZqBCxz
- @scaling01 (17): @natolambert https://t.co/PzvnX5EI9l
- @Dorialexander (16): @natolambert unfortunately: part of the open lag is benchmarking…
- @thewhiteboxAI (8): @natolambert The only trend lines that should matter are performance per dollar. These nominal trends ignore that most economically valuable output does not require frontier capabilities. Which is to say, open source may never catch up and still absorb most economic value
微软研究员在数学未来研讨会上分享让他更新 AI 改变数学速度判断的五个关键时刻。
Talking at the Future of Math Symposium in 10 minutes (livestream link: https://t.co/dXC4bj8os4). I decided to make the talk "personal" and explain the five moments that updated me on how fast AI wil…
受众观点：评论区以赞美为主，信息密度低。
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- @NandoDF (4): @SebastienBubeck Great talk. Highly recommend it.
- @stalmico (2): @SebastienBubeck curious what changed your mind about the timeline
- @jdlichtman (2): @SebastienBubeck Excellent talk!
- @johnsontoddr4 (1): @SebastienBubeck What is interesting to me is how well the frontier harnesses/models work on some complex problems and how poorly they do on others. ie, Codex is struggling to convert my info viz class slides to a quarto book. Many rounds of prompting and it just fails to produc…
- @mccorvie (1): @SebastienBubeck @boazbaraktcs Great talk
推荐了一篇关于最新后训练范式的深度博客：先训练多个专业领域专家模型，再蒸馏整合到最终 checkpoint。
Excellent blog covering the recent post training meta of training specialized experts and then distilling into the final checkpoint. https://t.co/60XD2yyYUC
受众观点：评论区极少，整体信息密度低。
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- @nrehiew_ (39): https://t.co/eTq5aNzHiB
- @llllvvuu (1): @nrehiew_ it’s not new
- @techdreamzai (0): @nrehiew_ MOPD as a 'primitive' is a strong claim. Multi-teacher distillation lives or dies on rollout infrastructure. Scheduling and fault tolerance are everything.
Nous Research 发布本地模型 Hermes，用户反映安装一次后立即上手，有人已用它配合 qwen 27b 在几小时内搭好 API 端点管理工具。
One Hermes install later, things just click.
受众观点：评论区以真实使用体验为主：@tonysimons_(1) 称 Hermes 是自己用电脑以来最有趣的体验；@AndreBuckingham(0) 分享用 qwen 27b + Hermes 几小时内搭好 API 端点脚手架。
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- @oTToonnggo (1): @NousResearch Take one click to rule them all🔥
- @tonysimons_ (1): @NousResearch It clicked for me pretty quickly after the first install. After so many sleepless nights debugging OpenClaw. 🤣 Hermes has been the most fun I've had in front of a computer in probably forever, and I've been on computers since Windows 95.
- @JonathanNTurner (0): @NousResearch Worked with OpenClaw and Perplexity Computer… Hermes is the sweet spot. And only been a day with it…
- @AndreBuckingham (0): qwen 27b in hermes just made my life easier... made this in a few hours... now i can spin up endpoints with less hassle and bash... Could we add something similar too Hermes maybe? Within "hermes model" i guess... i use it with hermes already sort of but it´s a separate thing😅 h…
- @moubuntu (0): @NousResearch There are new repetitive sequences during set-upw that needs few tweaks! So far an amazing experience so far!
Mercury银行用200万行Haskell代码支撑核心金融系统，在SVB危机等高压场景下稳定运行多年，引发关于函数式编程和类型系统在生产环境真实价值的深度讨论。
A couple million lines of Haskell: Production engineering at Mercury
受众观点：评论区聚焦两个方向：@bri3d 高度认可类型安全模式；@threethirtytwo 要求拿出具体指标证明Haskell的优势；@dnnddidiej 讨论Haskell职业路径门槛高的现实问题。
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- @maz1b (0): I think perhaps contrary to popular belief, Mercury choosing Haskell and their early leadership having such a storied experience in it probably played some non-insignificant role in their success. As a customer of Mercury, it's truly one of the critical companies my toolkit, and…
- @dnnddidiej (0): I think you have to get a Haskell job early in career and stick to Haskell jobs. Breaking in is really hard as you come without experience there will be plenty of others with Haskell experience to compete. And because the jobs are rare if it doesnt work out (company becomes bad…
- @threethirtytwo (0): I really believe in FP and Haskell but I want to examine this objectively. Empirically speaking is what Mercury done successful truly because of Haskell? Do they have metrics that demonstrates clear superiority along some vectored trait like complexity, bug count, etc? >A couple…
- @le-mark (0): It’s hard to imagine what two millions lines of Haskell could possibly be doing. I mean that’s a lot of code and I have the impression that Haskell is “tight” meaning a little code can do a lot. Maybe they have a lot of libraries to do things like json serializing/deserializing,…
- @bri3d (0): > Haskell gives you tools to encode these incantations in types so they cannot be forgotten. This is, for my money, the single most valuable thing the language offers a production engineering organization. Haskell is admittedly, probably the most powerful widely (or even somewha…
HN热帖讨论程序员在AI编码工具普及后逐渐失去曾经沉浸编码的"心流状态"，大量开发者共鸣，感叹那种为手艺本身编程的感觉已难以重现。
For thirty years I programmed with Phish on, every day
受众观点：评论区普遍情绪共鸣：@cyberpunk 说已放弃在工作中找回那种感觉；@briandw 说以前听techno能完全沉浸；整体偏集体情绪宣泄，缺乏结构性分析。
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- @deivid (0): This captures a lot of how I've been feeling lately. Thanks for sharing
- @emil-lp (0): What is Phish?
- @cyberpunk (0): Yep, I’m in this boat too. I’ve given up trying to get that feeling back at work. We were lucky for 20 years, now if we want to do it for craft it’s time to contribute to OpenBSD or something — with phish on, not for money.
- @briandw (0): Same here. I used to listen to techno and could just disappear into the work. Those days are gone now.
- @tahoemph999 (0): I think this fits well with Phish's isolated monoculture. I also started listening to Phish in the early 90s and have only seen 30 shows or so. Every time I go to a run it is very comfortable. There have been times I havn't seen them for a a good chunk of a decade and the shows…
HN热帖讨论为AI agent提供安全沙箱运行环境的架构方案，核心争议是多层隔离的必要性与"默认开放权限才能让agent有效工作"之间的根本性权衡。
The agent harness belongs outside the sandbox
受众观点：评论区两派对立：@saltcured 主张三层沙箱；@trjordan 强烈反对，认为agent需要默认访问权限才有效；@blcknight 指出"harness"概念本身定义混乱。
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- @Retr0id (0): It took me a while to grok why this made any sense, I think the context is that this is for hosting many agents as a service.
- @saltcured (0): Sure, the experimental, agentically-developed code should be tested in a sandbox. This sandbox should contain the damage of the code execution when it goes wrong. But shouldn't there really be another sandbox where the agentic tool calls execute? This is to contain the damage of…
- @trjordan (0): Nah. Worse is better. The reason agents work is because they have access to stuff by default. The whole world is context engineering at this point, and this proposal is to intermediate the context with a bespoke access layer. I put the bare minimum into getting my dev instance i…
- @8thcross (0): we are running a harness outside the sandbox, inside a sandobx.
- @blcknight (0): I am not sure anyone knows what a harness is at this point. I've heard 17 different definitions of it at this point. It's almost like a buzzword in search of a problem.
开发者将苹果SHARP单图3D高斯泼溅模型（2.4GB）通过ONNX导出，在浏览器WebGPU中运行，实现无需服务器、图片不离开本地设备的实时3D场景生成。
Hi HN, author here. SHARP is Apple's recent single-image 3D Gaussian splatting model (https://arxiv.org/abs/2512.10685). Their reference code is PyTorch + a pretty heavy pipeline; I wanted to see if…
受众观点：评论区关注点分散：Firefox不支持；ONNX Web的WebGPU兼容坑；质疑单图3D会脑补大量内容；内存直接崩溃。
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- @javier2 (0): Did not work in Firefox on Linux, but it runs on Chrome. Have to admit, I dont get it. I tried it with 3 landscape photos I have and the results were nowhere close to the results in the demo, but that just speaks to the model. Regardless, its very cool as a browser tech showcase.
- @kodablah (0): Nice, I've also been doing some similarly neat things via ONNX web at https://intabai.dev (caution, just PoC tools atm, only Chrome tested, only some mobile devices work, no filters). I think all-client-side in-browser AI imagery is becoming very doable and has lots of privacy b…
- @andybak (0): I vibecoded a simple web app using Sharp that allowed be to quickly browse any local image folder and view them as "almost" volumetric 3d scenes in a VR headset. I precomputed and cached each one so it was nearly instant. The effect - although only a crude wrapper around what Sh…
- @amelius (0): I don't like that it uses only a single photo. This means it is going to make up a lot of stuff. E.g. if I show it a photo of a poster, then it will make that poster 3D. With only two photos that problem would already be solved.
- @herpdyderp (0): Loading the model crashes my browser tab from memory usage :/
独立开发者 robj3d3 分享发视频一年的经验总结，月入 $30k、数百万播放，内容涵盖 hook 设计、音效、能量感、以观众为中心等实操技巧。
Everything I learned from 1 year of posting videos. ($30k/month and millions of views later): https://t.co/w4Au3YVFs6
受众观点：评论区主要是 robj3d3 自己发时间戳和跳转链接，真实用户评论较少，整体氛围是正向激励型，无深度讨论。
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- @robj3d3 (6): Timestamps: 00:00 Your videos suck (and that's okay) 00:13 Why video changed my life 00:35 Why I'm making this video 00:48 Video is the highest leverage skill in 2026 01:31 What this video covers 01:48 Bring energy 02:36 Find what dials you up 03:35 Make videos about the viewer…
- @robj3d3 (5): You can also watch this video here: https://t.co/JIbJ5QRTKl
- @robj3d3 (2): I was inspired to make this after chatting with @stemonteduro He implemented some of these tips and 10x'd his videos https://t.co/G2fKeMgeix
- @bas_fijneman (1): @robj3d3 You're one of the reasons to just pick up the camera and go for it! I know most of my video's will suck but I will get better at it! Thanks for making these video's Rob, you have no clue how much they help!
- @eth_chainId (1): @robj3d3 Very helpful, thank you! Taking this in my next video
独立开发者 jedcal 宣布其 UGC 创作者撮合平台已积累 900 名人工审核通过的创作者，并向品牌方自动推送匹配候选人，目前已完成 50 个营销活动。
i now have a vetted roster of 900 creators on https://t.co/JxGSJM1jXk (all personally reviewed by me!) how it works: if you, (a tech brand), post a campaign to my platform, my creators that are good…
受众观点：评论区聚焦商业细节：@LilsamzyCM(2) 询问最低预算和效果数据；@Kaiyes_(1) 问创作者报酬模式，说明受众对变现机制感兴趣。
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- @LilsamzyCM (2): @jedcal What’s the minimum budget and what does the results look like. I’m currently running a campaign and maybe I could work with you.
- @malikyoloo (1): @jedcal Bookmarked this in case in the future i need UGC strategy. Thanks
- @Kaiyes_ (1): @jedcal hey how does paying these creators work ? like - hire 1 - pay 1 - many competes, pay the top viewed
- @tobinwtang (0): @jedcal insane bro
- @BlakeHow12 (0): @jedcal how long did it take you to vet these creators?
开发者分享用 GPT-5.5 一次性解决了个人项目中月份和财年边界溢出的 bug，称上手体验很顺滑。
GPT-5.5 is really good, working with it feels nice. I was improving a personal project that processes data and had issues handling monthly and FY overflow, and it solved it cleanly in one shot.
受众观点：评论区互动极低，整体无深度讨论，评论区基本无信息增量。
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- @shushant_l (1): @ai_for_success woah woah woah
- @unbug (0): @ai_for_success within codex /goal?
- @SynabunAI (0): @ai_for_success the one-shot solve is fun. the rough part comes a week later when you have to re-explain the whole data model from scratch. if you use claude code, synabun dot ai adds persistent memory so v2 is as smooth as v1. free and local
- @Jmoon_174 (0): @ai_for_success date overflow bugs are a good stress test for a model. one-shot solve on an edge case like fiscal year boundary means it actually read the problem instead of pattern-matching a generic answer.
独立开发者 ErnestoSOFTWARE 晒出在迈阿密和两位圈内好友一起玩摩托艇的照片，配文称 app 在自动赚钱、自己在享受生活。
Jetsking in miami with 2 legends While our apps print for us 😭 @maubaron @Jahjiren https://t.co/2zAtqjveVp
受众观点：评论区以纯情绪反应为主：@robj3d3(8) 说「bro is living」，整体全是羡慕，无任何实质性讨论。
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- @robj3d3 (8): @ErnestoSOFTWARE @maubaron @Jahjiren Bro is l i v i n ‘
- @_annakulina (1): @ErnestoSOFTWARE @maubaron @Jahjiren LOOKS SO FUN!!!!
- @chhddavid (1): @ErnestoSOFTWARE @maubaron @Jahjiren living the life, good shit man!
- @kazeemokunnu_ (0): @ErnestoSOFTWARE @maubaron @Jahjiren “Kill it, turn her off, rev rev rev”😂😭
- @valewnrt (0): @ErnestoSOFTWARE @maubaron @Jahjiren elite
有人分享了一段 1991 年 11 月拍摄的视频，感叹在 AI 视频生成流行前 28 年就已经做出了类似风格的效果。
This video was made 28 years before AI videos were a thing... (November 1991) https://t.co/RAXB1cznKQ
受众观点：评论区以怀旧情绪为主，整体是情绪共鸣帖，无技术深度讨论。
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- @eth_apple (2): @sharbel Even before CGI was at its peak
- @czverse (2): @sharbel Man Editing and the Editor, LEGEND that's it
- @Trav_Sol (1): @sharbel Is it weird that I miss the 90's?
- @MarvinHarryP (1): @sharbel I guess it was way harder and more expensive then now
- @django_xbt (1): @sharbel damn I was born november 91
@AdityaShips 分享 AI 设计工具一键导出到 Figma 的功能做到极度精准，引发设计+开发工作流改变的讨论。
One click export of AI designs to Figma got crazy accurate Live now in Appthetics https://t.co/JCaj7eaNfK
受众观点：评论区以 no-code/低代码开发者为主，讨论 AI 设计工具对传统 Figma 工作流的替代程度。
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- @benzigar_alvin (1): @AdityaShips great, it has some taste.
- @ParthBhovad (1): @AdityaShips Bro pls pls pls pls pls pls post 2-3 times a day yaar.
- @AdityaShips (0): These screen designs are inspired from mobbin and generated via @appthetics_com - a mobile app ui ux design platform
- @TechWithMatteo (0): @AdityaShips that Figma export accuracy jump is always satisfying to see when you finally nail it
- @nkcbuilds (0): @AdityaShips Amazing
独立开发者 jedcal 宣布其 UGC 创作者平台月利润突破 1 万美元，是一条典型的 build in public 收入里程碑帖。
https://t.co/JxGSJM1jXk already passed $10K/month (in profits).. anyone interested? :)
受众观点：评论区以情绪反应为主，信息密度较低：@lanhcey(1) 提及作者早期成长历程表示认可；@Benny___5(0) 建议更激进扩张但未给出具体理由。
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- @lanhcey (1): @jedcal bro’s come a long way since the rate my dorm days
- @Benny___5 (0): @jedcal Man you cooking already Why not scale it harder
- @jamiepartridge_ (0): @jedcal damn that website is realllyyy clean
Solo 创始人 jedcal 坦诚分享：为维持现金流，在打磨自助服务平台的同时引入了全托管代理业务层，并反思这种两条腿走路策略对产品方向的影响。
As a solo founder with no employees, this is me 24/7 I recently introduced an agency tier to UGC Tank, offering full-service influencer campaign management While my goal is to build a quality, self-s…
受众观点：评论区以情绪支持和联系请求为主；@AIGrowthCoach(0) 点出代理业务反哺产品洞察的价值，但未给出具体判断标准。
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- @chiragbaid710 (2): @jedcal Yo, lets connect
- @EndrewBiz (0): @jedcal how are you looking so ai bro also congrats for being real
- @RithikPandian (0): @jedcal Good stuff Jed! Been following your journey on youtube since you had 50,000 subscribers. Glad to see your growth! We should definitely connect if you are coming to Singapore :)
- @AIGrowthCoach (0): @jedcal smart move adding the agency tier. solo founder life means doing whatever keeps the lights on while you build the real thing. the agency work probably gives you insights into what brands actually need too, which feeds back into making the self-serve product better.
- @BD0000011 (0): @jedcal Please check your inbox and dm
独立开发者 anulagarwal 宣布旗下 App 月收入突破 400 美元，完全依靠 ASO（应用商店优化）自然流量，Google Ads 尚未见效，正在开发更多新应用。
crossed $400+ MRR & $500 in monthly revenue :D highest ever - completely via ASO all of these are from old apps built 3-4 months ago i am running google ads on one of the apps, but it's revenue h…
受众观点：评论区聚焦 ASO 实操：@JoaoZorro(1) 给出结构化行动建议（先优化 trial 转化再加大广告投入）；@TechWithMatteo(0) 称 ASO 被大多数人严重低估。
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- @TerekhinIvan (1): @anulagarwal Good luck with the Ads experience!
- @JoaoZorro (1): Good signal.... ASO is working. ✅ with $400+ MRR from old apps, double down on what’s already ranking ✅ since trials exist, optimize trial to paid conversion before scaling ads ✅ with Google Ads running, track CAC vs LTV before increasing spend ✅ clone what works, same niche, sa…
- @babav0zz (0): @anulagarwal Is this organic or are you running ads. I’m struggling to get traffic
- @sami_babar463 (0): @anulagarwal Congrats but Seo >>>>> Ads https://t.co/1CI6DY6sWW
- @TechWithMatteo (0): @anulagarwal that ASO-only growth is so underrated, most people jump straight to paid ads and forget about it so congrats on hitting the milestone!
@tereza_tizkova 分享数据：花更多钱不一定能获得更好的代码评审质量，批评代码评审工具的实际价值与宣传不符。
So burning money doesn't guarantee better code review at all... Seen new benchmark on PR reviews. F1 interprets as how well model catches real bugs & avoids false positives. how much are you swit…
受众观点：评论区讨论代码评审工具的性价比，受众是工程师和 CTO。
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- @tereza_tizkova (2): link to the research: https://t.co/VmIEo8FJva
- @latentlocal (1): @tereza_tizkova Doesn’t help that they make it difficult to switch + the opportunity cost of switching is spooky for us (me at least). “Oh I could switch… but what if it doesn’t catch this bug… what if it breaks everything.” It prob won’t, and I’m just an idiot, but still. My mo…
- @aaryan_kakad (1): @tereza_tizkova we deserve a good separate code review harness
- @hassantsyed (1): @tereza_tizkova What site is this?
- @luisflarota (1): @tereza_tizkova wonder if the wrapper makes the model better at reviewing prs. like would be nice to benchmark greptile or like this here as well
@anulagarwal 询问：对于喜欢开发但不擅长营销的独立开发者来说，目前最热门的细分市场是什么？
What are some of the hottest niches for developers who love to build stuff? Hardware/apps/webapps/content?
受众观点：评论区以技术背景的独立开发者为主，讨论各自擅长领域的最佳变现路径。
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- @Allan_Ryan_ (1): @anulagarwal Target a core human desire Do people like me? Do I look cool? What do people think of me? Can I feel better? Can I make more money? Everything gets easier targeting core/root emotions
- @buildwithparas (1): @anulagarwal ai automation for non tech small businesses, demand way bigger than what people are building
- @acadictive (1): @anulagarwal chrome extensions/finance apps/automation tools lets connect, anul!!
- @tusharuii (0): @anulagarwal Content
有人让 Claude 和 OpenClaw 两个 AI Agent 各持 1000 美元在预测市场 Polymarket 上自主交易 48 小时，结果 Claude 暴涨 1322% 至 14216 美元，OpenClaw 则在 48 小时内亏损归零，引发关于 AI Agent 能力真实性的大量质疑讨论。
Someone set loose two AI agents with $1,000 each and 48 hours to trade on Polymarket. Claude: +1,322% to $14,216 OpenClaw: liquidated to zero in under 48h. https://t.co/Ps2ZDHyiww
受众观点：评论区整体在质疑实验可信度：@HogrefeVictor(1790) 断言这类帖子都是骗局；@Auto_Levels(336) 指出 OpenClaw 根本不是 LLM 而是可以跑在多个模型上的 wrapper，整个对比是概念性错误；@mrmasternode(526) 自嘲"OpenClaw 和我一样亏光了"。
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- @HogrefeVictor (1790): @TFTC21 These kinds of posts are all lies. Don’t get fooled. These people do nothing but make fancy graphic displays that look like cool trading is happening. If algorithmic trading was so easy, everyone would be rich. They want you to gamble and loose, so they can make money fr…
- @mrmasternode (526): @TFTC21 OpenClaw & I have more in common than I realized 😂
- @realjoel (518): @TFTC21 Openclaw isn’t a model
- @Auto_Levels (336): @TFTC21 What a load of crap. OpenClaw isn’t an LLM. OpenClaw is a wrapper that can also run on Claude, openAI, Grok, whatever. It’s like saying the guy with a hat made 14k. The guy without a hat went to zero.
- @mrbvdon (242): @TFTC21 https://t.co/fLDRupQXRV
Andrew Ng 分享：2026 年 AI 提示词工程的方式和 2022 年 ChatGPT 发布时完全不同了，现在更多的是 agent 设计和系统提示工程，而不是单次对话优化。
How we prompt AI is very different in 2026 than 2022 when ChatGPT came out. I'm teaching a new course, AI Prompting for Everyone, to help you become an AI power user — whatever your current skill lev…
受众观点：评论区讨论热烈，焦点在 agent 设计范式 vs 传统 prompt 优化的差异。
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- @erickxie (13): 2022 me: “Write a poem about cats.” 2026 me: hands the model 12 PDFs, 7 images, and says “take 3 minutes and think hard.” 😆 This course looks like exactly what the world needs right now. Turning prompting from dark magic into a real productivity superpower. I'm signing up! 👍👍
- @iwhaleocean (12): this shift is real most people still use AI like it's 2022 short prompts → quick answers but the leverage in 2026 comes from: context (docs, data, memory) longer thinking cycles treating AI like a system, not a tool the gap between casual users and power users is only getting wi…
- @SathishAiHype (12): @AndrewYNg Curious what the biggest misconception you see from beginners taking this course is. My guess: most people think the bottleneck is knowing the right "magic words." But it's actually knowing what outcome they want clearly enough to describe it to another person let alo…
- @Surreal_Intel (11): @AndrewYNg The 2022 version was “ask better”. The 2026 version is closer to managing a small cognitive workflow: context, tools, constraints, review, and escalation
- @sentientweekly (10): So just out of curiosity I asked Claude to run a blinded study of itself to determine what style of prompting was most efficient for debugging code. It's a small sample but there was a CLEAR winner for efficiency AND token usage. If you're curious here is the link to the results…
@nicos_ai 分享 Claude Code 在混乱中变得更有用的一个插件/工具（内容部分截断），是关于 Claude Code 工作流改善的实用内容。
Claude Code es un lío. Hasta que instalas esto. Hay un plugin oficial de Anthropic llamado claude-code-setup. Te dice qué automatizaciones puedes montar (hooks, skills, MCP servers, subagentes…) y có…
受众观点：评论区是 Claude Code 重度用户，关注工作流优化。
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- @bygregorr (9): @nicos_ai I'm not sure "official" is doing the right work here. That plugin exists but it's more of a starter scaffold than a setup guide. The actual heavy lifting still falls on you to configure.
- @mario_131170 (8): @nicos_ai "Plugin oficial de Anthropic" que se instala con un comando que Anthropic nunca documentó 🚩 Esto no existe. Claude Code no tiene /plugin install. Es ingeniería social básica: comando desconocido + urgencia + "guarda el post". No lo ejecuten.
- @roshanramani007 (6): @nicos_ai so we need a plugin to explain how to use plugins now. this is definitely making things simpler.
- @Superst59979582 (2): @nicos_ai This definitly for new set-ups -if you have a robust existing set-up it might screw with things
- @agusbuilds (1): El plugin de Anthropic es útil pero el 80% de la optimización está en la estructura del CLAUDE.md, y el manejo de contexto y la cache. Mi CLAUDE.md pasó de 8k a 2k tokens quitando lo que el modelo ya sabe por defecto. Intento que los skills files de mis 8 agentes no pasen 2.500…
Pika 发布 AI Agent 实时视频通话功能，用户可以给 Claude、OpenClaw 等 AI Agent 发 Google Meet 邀请，让 Agent 直接加入视频会议并参与协作。
Oh wow... Pika just dropped real-time video chat for AI agents. Now you can send a Google Meet invite to your Claude, OpenClaw, or other AI agent and have it join the call. This completely changes ho…
受众观点：评论区两极分化：@Ilyasbranch(23) 调侃可以让 AI 替自己开会而自己去干正事；@AlxTurovski(31) 担忧这对真实社交互动的威胁；以轻松态度为主，缺少技术层面讨论。
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- @AlxTurovski (31): @minchoi This is insanely cool. But also a threat to actual social interactions.
- @Ilyasbranch (23): @minchoi The 2026 remote work glow-up we deserved: Instead of joining the team call, just send the AI agent He shows up on video, remembers everything, says “great point” at the right moments and actually does the follow-ups Meanwhile I’m over here finally getting real work done
- @RohanJ_Markets (13): @minchoi Incredible stuff. Looking at it from an investments pov: Real-time AI agents = usage explodes That drives compute demand, capex, infra cycle. Think chips, cloud, and energy. Same playbook we saw with NVDIA, just earlier in the curve.
- @bigbrowncatsol (6): @minchoi https://t.co/cW3Gw6JNwf
- @minguk_kang (2): @minchoi Thanks! We're just getting started 🚀
用 OpenClaw 构建的全自动化系统：扫描城市所有餐厅网站，过滤丑菜单，自动重建成在线菜单，再给餐厅老板邮寄实体明信片，全程无需人工介入。
this OpenClaw bot finds restaurants with ugly menus, rebuilds them as live web menus, and mails the owner a postcard...on autopilot. here's how agencies can land recurring contracts with this system:…
受众观点：评论区对可行性高度怀疑：@justic_hot(22) 给出真实数据说冷接触效果极差；@Dev__F(10) 质疑丑菜单过滤器的判断准确性；@deedna00(6) 直接质疑整套商业逻辑。
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- @everestchris6 (29): let's talk if you want a custom system for your business: https://t.co/rq95LZOVLf
- @justic_hot (22): the bottleneck won't be scraping or rebuilding. it's the response rate on a cold postcard to a restaurant owner already buried in vendor mail. ran a similar reach-out workflow for SaaS demos — 600 sends to get 4 calls. what's the conversion rate looking like on the postcards so…
- @camdenInCrypto (10): @everestchris6 Nikita Bier needs to do something about this bullshit engagement bait, it’s so jarring
- @Dev__F (10): @everestchris6 cool concept but "finds restaurants with ugly menus" is doing a lot of heavy lifting in that pipeline. how accurate is the "ugly" filter really
- @deedna00 (6): @everestchris6 So let me get this straight, you do all this work, then PAY to have postcards made for a business that may or may not do business with you? And you do this hundreds or thousands of times? Come off it.
Anthropic 分享 Claude 在 BioMysteryBench 生物信息学基准上的表现：99道专家难题，最新模型能解决约30%的专家也搞不定的问题，但评论区普遍认为这是营销过度包装。
New on the Science Blog: We gave Claude 99 problems analyzing real biological data and compared its performance against an expert panel. On 23 problems, the experts were stumped. Our most recent mode…
受众观点：评论区整体质疑：@parmita(62) 嘲讽测试方法和真实专家操作差异；@toreadorlabs(9) 直接说解决30%还在发新闻稿；@001TMF(11) 抱怨 Opus 实际使用中频繁触发 AUP 限制。
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- @AnthropicAI (331): BioMysteryBench, our new bioinformatics eval, tests whether Claude can devise creative solutions to open-ended research problems. Read more: https://t.co/iKDWA76Nu9
- @parmita (62): @AnthropicAI i am no expert immunologist. even i know an immunologist well enough to know they would ctrl+F marker genes before Claude is even done writing its first python script and go grab some coffee. no immunologist is using brute force PCA here lmao. https://t.co/CfEcKAg8S1
- @KorduGG (19): @AnthropicAI Why is GPT 5.5 missing from these posts
- @001TMF (11): @AnthropicAI What is the point in advertising this if the minute you ask Opus a bio-related question, it immediately hits the Acceptable Use Policy error? Practically unusable.
- @toreadorlabs (9): @AnthropicAI Claude is out here solving less than a third of the problems and putting out a press release like it just cured cancer @AnthropicAI
@DataChaz 分享 Andrej Karpathy（OpenAI 联合创始人，前 Tesla AI 负责人）的最新观点或动态，引发关于 AI 研究和独立开发者社区的讨论。
Andrej Karpathy (@karpathy), OpenAI co-founder, ex-Tesla AI, "vibe coding" creator. In just 4 mins, he explains why Claude Skills, MCP servers, and AI agents are past the hype and are now the new bas…
受众观点：评论区是 AI 技术圈的关注者，信息密度较高。
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- @DataChaz (14): catch the full talk here: https://t.co/evWl0FjBlE
- @MindTheGapMTG (8): @DataChaz @karpathy Nobody talks about the boring part. The model call is 30 lines of code. The constraint files, permission boundaries, and recovery logic around it? That's 90% of the work. MCP and Skills shifted the baseline from can AI code to can you architect the cage it op…
- @PaulGugAI (4): So Andrej actually invented the term ? That’s wild. This is an engineering paradigm that I want to explain to my son (although I’m kind of waiting a bit until he gets some more classical engineering miles under his belt - as I believe being having a traditional baseline still ma…
- @mattbiskup (4): @DataChaz @karpathy This video doesn't mention MCP, Skills, etc. :)
- @millerscoded (2): @DataChaz @karpathy Karpathy's vibe on what's real is refreshing, no hype machine
开发者分享 Mac 购入后成为生产力工具的体验：装了 Codex 可以快速做爬虫工具，结合其他 AI 工具大幅提升开发效率。
靠，我发现 Mac 买的晚了 !! 现在已成为我的生产力工具： 1/ 装上 Codex, 分分钟起个爬虫小工具 2/ 装上 Docker Desktop, 小工具随时跑起来 3/ 装上剪映，买好会员，把下载好的 youtube 视频丢进去剪出来，丝滑得不得了 4/ 装上 RustDesk, 到哪都连能上去工作
受众观点：评论区以中文独立开发者为主，关注 AI 编程工具和生产力提升。
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- @Dalong_AI (27): @huangyun_122 Mac 用户别再用 Docker Desktop 了，试试 OrbStack！ ✅ 启动快几倍（秒开） ✅ 内存/CPU占用少得多 ✅ 文件IO性能显著提升 ✅ 完全兼容docker命令 ✅ 个人免费 Docker Desktop 又慢又占资源，OrbStack 轻量流畅，开发体验直接起飞。 brew install orbstack 一键安装 👉 https://t.co/vKL2oMr3Rf
- @simalikesheng (6): @huangyun_122 这个list没看出哪个是windows 做不了的。
- @manateelazycat (5): @huangyun_122 老板 您好呀 给您私信了
- @_gkiwi (5): @huangyun_122 把Docker Desktop 换成 OrbStack！
- @sitinme (2): @huangyun_122 1t 都瑟瑟发抖
@Saccc_c 整理 GPT Image 2 的 6 个变现路径（商业生图接单、自媒体素材等），面向想用 AI 图片工具赚钱的人群。
GPT Image 2火了，怎么用它来搞钱？ 我收集整理了6个能直接落地的变现路径，分别是： 1、商业生图接单 2、自媒体视频创作 3、漫画内容变现 4、儿童教育素材定制 5、独立游戏开发 6、美术素材包售卖
受众观点：评论区以想用 AI 图片工具变现的普通用户为主，受众对工具类产品有真实需求。
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- @Saccc_c (35): 1、商业生图接单 GPT Image 2能一键生成品牌 VI、商业海报、电商主图、小红书封面等各类商业视觉素材，你可以为本地商家、小老板提供设计生图服务，按次或包月收费 应用实例： 仅上传了一张食物照片，GPT Image 2产出了一整套品牌设计样式https://t.co/yp64jlTvRt https://t.co/9Tszq8tQwE
- @Shinning1010 (1): @Saccc_c 只有我是小丑拿这么强大的AI来整活😂😂😂 https://t.co/x8RsWmsG1d
- @xiaoxiaodong01 (1): @Saccc_c 刚看到小红书已经，19.9卖提示词了。
- @Hardison0910 (1): @Saccc_c 今年，我在做成语故事漫画🥹 https://t.co/SrgrV8Xyeq
- @laosanhemao (1): @Saccc_c sac老师总结能力一绝！
独立开发者秋枫将从零注册海外公司、开通海外收款的完整出海实操流程整理成指南，在 GitHub 上获得 2.9k Star。
最近看到一个 GitHub 上 2.9k Star 的出海实操指南，挺有意思的。作者@qiufenghyf 是一位在清迈旅居的独立开发者大佬秋枫，他把自己从 0 到 1 注册海外公司、开通收款的全过程，全部记录了下来。 🔗 https://t.co/n7jZdDkzgv 如果你是： 想做独立开发 / 一人公司 想做 AI / SaaS 出海产品，想接 https://t.co/o5cX4EaLMU
受众观点：评论区：@LaramieLedger(1) 指出地址证明才是最麻烦的，很多银行不接受注册代理地址；@WeiHackings(1) 认可先跑通支付再推产品的策略。
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- @qiufenghyf (1): @0xqiuqiuu 感谢秋秋推荐 😃
- @LaramieLedger (1): @0xqiuqiuu @qiufenghyf 搞到后面才会发现 地址证明才是最麻烦的，很多银行目前是不接受你的注册代理地址， 虚拟邮箱地址等， 而且后面会越来越严格。
- @0xMJefe (1): @0xqiuqiuu @qiufenghyf griver qiu qiu this guide actually wild, dude really mapped the whole stack for solo devs
- @xingjia520 (1): @0xqiuqiuu @qiufenghyf 可以搞个一键部署，哈哈
- @WeiHackings (1): @0xqiuqiuu @qiufenghyf 先把收款和公司搭好这步确实关键，我们帮几个出海客户冷启动的时候也是这样，先跑通支付再推产品。结果第一波付费用户进来后，验证方向特别快，后面的SEO和流量才好跟上。
GitHub 开源项目 Proxifly 每 5 分钟自动抓取并验证免费代理，覆盖 60 个国家 806 个可用代理，解决爬虫开发者免费代理池失效率高、手动排查成本大的痛点。
开发爬虫和做数据采集，代理服务器几乎是刚需：不然 IP 很容易被封。可惜网上多数“免费代理”早就失效。 在 GitHub 上刚好发现 Proxifly 这个开源项目：每 5 分钟自动抓取、更新并验证免费代理，把可用性这件事直接做到了位，省掉大量排查成本。 目前覆盖 60 个国家，提供 806 个可用代理，支持 https://t.co/ljFZdosoAi
受众观点：评论区无信息增量，唯一一条回复是作者本人分享夸克网盘链接，内容与原帖无关。
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- @wsl8297 (2): 我用夸克网盘给你分享了「AI全套攻略（持续更新中）」 https://t.co/7wTL80HWIu
推文详细介绍开源项目 Proxifly：每 5 分钟自动验证并更新免费代理列表，覆盖 60 国 806 个代理、支持 HTTP/HTTPS/SOCKS4/SOCKS5，解决爬虫开发者免费代理失效率高的痛点。
做爬虫不用代理？IP 分分钟给你封死！ 网上那些免费代理列表，十个有九个是废的，自己一个个测简直在浪费生命。 GitHub 上发现个宝藏项目 Proxifly，帮你把这事全包了： ① 每5分钟自动抓取+验证，死代理直接淘汰 ② 覆盖60个国家，806个可用代理实时在线 ③ HTTP / HTTPS / SOCKS4 / SOCKS5 https://t.co/LxuZneEbBc
受众观点：评论区有实操需求的开发者：@crypto_fyy(1) 问 SOCKS5 认证和验证码站点的处理方案；@upulseapp 和 @White16763 均表示手工排查代理太麻烦，5 分钟自动验证节省了实际工夫。
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- @crypto_fyy (1): @NFTCPS 这个项目看着不错：它怎么处理带认证的 SOCKS5 或需要验证码的目标站点？
- @upulseapp (0): @NFTCPS 做内容调研时试过几个免费代理池，稳定性确实一言难尽。这个5分钟自动验的机制省了不少手工排查的工夫。
- @White16763 (0): @NFTCPS 确实，免费代理列表的体验就是：能用的一只手数得过来。Proxifly 这个项目有点意思，每5分钟自动验证一轮，省去了自己写脚本测试的麻烦。已 Mark。
法国独立开发者 Marc Lou 靠 3 年启动 25 个项目、12 个成功变现，一年收入 103 万美元，核心策略是 6 周验证想法而非 6 个月打磨产品。
法国有个独立开发者Marc Lou，去年收入103万美元。 不是大厂出来的，不是融资搞的，就一个人。 他的方法很暴力：3年启动了25个项目，12个赚钱了。 失败率超过50%，但赚钱的那几个撑起了全部收入。 给我的启发： 别花6个月打磨一个产品，花6周验证一个想法。 不行就换，行就加码。
受众观点：评论区质量高：@geyunfei(9) 提出验证速度够快、流量验证不够快也白忙，分享了 6 小时做落地页+表单、24 小时看真实注册数的实操方法；@Never1ag(1) 和 @lincolnstark5(1) 指出 Marc Lou 的核心是自媒体流量飞轮而非项目本身速度。
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- @geyunfei (9): @ai_xiaomu 这条我很认同，但我最近踩过一个反例： 验证速度够快，流量验证不够快也会白忙。 我现在更常用 6 小时做落地页 + 1 条帖子 + 1 个表单，24 小时看有没有真实注册，再决定要不要继续写功能。token 便宜，注意力才贵。
- @rushandeai (1): @ai_xiaomu 成功就是不断试错闯出来的，BAT等巨头发家史亦有记载。
- @Never1ag (1): @ai_xiaomu 普通创业者可能冷启动找用户就挂了。他的核心价值还是在他的自媒体流量，做项目本身就是marketing的一部分，项目最终有没有人用不重要，甚至功能好不好用也不重要，起码流量拿到了，自然就能变现。
- @lincolnstark5 (1): 不是..， 我看到的那個 不只是快... 他是圍繞自己的需求衍生工具. 做自媒體， 然後自己做工具為自己的自媒體服務...， 然後再賣工具. 需求就是自己，用戶從粉絲裡找種子用戶，一切都很快，也很直接. 結果也拿自己場景可以快速驗證. 一個人不可能在幾個無關的方向打敗競爭對手...，還是從一個點出發擴展創新.
- @Insignie2049 (0): @ai_xiaomu 关键是如何快速验证呢？个人项目爆发的时代，一个产品出来瞬间被淹没，大多数都卡在了获取测试用户这一步
ML 研究者询问：以「独立研究者」署名（无机构、Gmail 邮箱）发 preprint 是否会损害可信度？评论区反馈：preprint 阶段确实会被打折扣，但过了同行评审后机构不重要，建议加 ORCID 和「independently, previously with X」。
Do you discount papers with independent researcher affiliation? I am between jobs and have completed a side research project not affiliated with my new upcoming role or my previous role so I cannot l…
受众观点：评论区：@spado(21) 直说 preprint 时独立研究者被打折扣，但过了 peer review 就没问题；@AddMoreLayers(20) 分享了有 A* 论文但因独立身份被 conference 拒绝的真实经历，认为好文章最终靠内容说话。
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- @spado (21): Honestly -- for a preprint, yes, not because all independent researchers are crackpots, but because many crackpots are independent researchers ;-). In my domain, I've probably seen a single-digit number of papers by independent researchers that make worthwhile reading. However,…
- @AddMoreLayers (20): Was on the same boat (had A* papers, but mostly in robotics conferences/journals) and published a single author paper when I was in-between jobs, using my gmail and an independent researcher affiliation. It's now been cited a decent amount of times by serious people, I've had in…
- @Pure-Ad9079 (6): This is helpful, thanks. I had the same feeling and was thinking about waiting until after acceptance to post, but this sub field is moving extremely fast so I am trying to weigh the trade off
- @spado (6): Well, you don't really have anything to lose by posting the preprint, do you? If you get it into a conf/journal, that will provide an "official" way to find the paper later too. I also really like the suggestion by u/AddMoreLayers to add your ORCID because that gives readers an…
- @simple-Flat0263 (5): (person with zero A* papers commenting) I don't discount papers by affiliation, if anything I might put some papers with authors I know (not necessarily big names) a bit higher on my reading list but that's about it. I think word of mouth (and obviously the content) also matters…
Reddit r/MachineLearning 帖子介绍一篇用遗传算法自动发现深度学习优化器的论文，声称优于 Adam，但评论区普遍认为是 AI 灌水论文、实验设计不严谨。
We present a genetic algorithm framework for automatically discovering deep learning optimization algorithms. Our approach encodes optimizers as genomes that specify combinations of primitive update…
受众观点：评论区整体负面：@LetsTacoooo(5) 指出论文是 AI-slop 特征——单作者、无同行评审、MNIST 实验；@NuclearVII(3) 直接说进化算法就是不够高效。
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- @LetsTacoooo (5): Lots of indicators for ai-slop work: Single author paper, no peer review, experiments on MNIST... And this has been done before, more extensively and thoroughly, in other papers.
- @NuclearVII (3): Yup. Reads like worthless drivel. This is also an idea that just keeps not working. Evolutionary approaches just aren't that efficient.
Reddit r/SaaS 热帖质疑创业致富叙事：大多数科技创业公司失败，真正富起来的人靠的是高薪+投资或经营无聊但盈利的实体生意，而不是 AI SaaS 独角兽。
Unpopular opinion, but I think a lot of people are chasing startups for the wrong reason. If your goal is to get rich, a tech startup is honestly one of the worst bets you can make. Most fail, the on…
受众观点：评论区讨论活跃(105分/101评论)：@f11y11(53) 指出 SaaS 的核心吸引力是低资本门槛；@West-Wash-9114(29) 补充了 bootstrapped SaaS 年收入可达 K-M；@Lost_Frosting7106(19) 建议高薪工作+耐心投资。
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- @f11y11 (53): I believe many people particularly invest in SaaS as it often requires little to no capital but just your time and skills, which is rare in today’s world.
- @DanieBot21 (48): eliminating the competition, are we
- @West-Wash-9114 (29): Mostly agree on the VC startup path, but there's a third option you're not accounting for. Bootstrapped software that solves a boring, specific problem for a niche. No investors, no growth-at-all-costs pressure, just recurring revenue that compounds. I run one of these. Structur…
- @Lost_Frosting7106 (19): As a software dev that’s been in both startups and corporates, startups are not the way to go Safer path imo is getting a good salary while investing patiently and living under your means 5-10 years like these and you’re set It’s boring and predictable, which is why i think most…
- @baganga (14): Not everyone's focusing on AI products, companies and people still need products tailored to their needs. Not everything needs AI
独立开发者分享其产品 IndieAppCircle（独立 App 测试互换平台）六个月内增长至 2400 用户、587 款 App 的里程碑，靠在 Reddit 发帖实现稳定增长，产品完全免费。
It's been a little over six months since I launched and it has been quite a journey. No exponential growth or huge user spikes but rather slow and steady growth. But in my opinion that is the best fo…
受众观点：评论区互动较平淡，@ObnoxiousSeal(5) 询问平台开发周期；@Existing_Cat_800(2) 指出双边市场冷启动难度。
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- @ObnoxiousSeal (5): Very cool, I will look into this once I get my app a bit more developed. This seems like a good place to get developer feedback. how long did it take for you to develop the platform itself?
- @Strict-Criticism7677 (2): 
- @luis_411 (2): Thank you, i gues... :)
- @Existing_Cat_800 (2): Building a two-sided marketplace (even a free/credit-based one) is notoriously difficult because you need supply and demand at the exact same time. The fact that you managed to bootstrap this to 2,400 users and nearly 600 apps is incredibly impressive. Keep it up!
- @luis_411 (2): Thank you man! Wishing you the best as well!
SaaS 创始人分享经验：主动联系那些注册后无声消失的用户，直接问他们为何没继续用，获得了改善 onboarding 和定价的关键洞察。
I learned this the hard way after spending weeks staring at dashboards trying to reverse-engineer *why* people dropped off. Someone showed interest → didn't convert. Someone signed up → never came ba…
受众观点：评论区：@yummydummii(3) 表示正需要这个；@Dismal-Cell-9770(3) 反驳他们根本不回复；@GhostTrainSauce(2) 表示亲测有效。
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- @yummydummii (3): lowkey needed to see this!
- @Dismal-Cell-9770 (3): bro they never reply lol
- @jonayedtanjim (2): 🙌 The rule is always talking to people, not assuming anything.
- @Sensitive_Spray_529 (2): Yeah, makes sense. I’ve been overthinking analytics instead of just asking people. Will try this. Appreciate you sharing this.
- @GhostTrainSauce (2): I’ve been reaching out to users directly too, some reply, some don’t. Still worth it.
Reddit 热帖系统分析 freemium 模式的失败原因：免费用户和试用用户是本质不同的两类人群，时间限制的试用模式在低 ACV B2B SaaS 中表现更优。
The logic behind a free tier is straightforward. Lower the barrier to entry, increase the top of the funnel, convert a percentage of free users to paid. The math works in theory and fails in practice…
受众观点：评论区质量高：@Soumyar-Tripathy(2) 验证了从 freemium 切换到时限试用后转化率显著提升；@Important_Coach8050(2) 补充了 free-to-trial 的设计风险。
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- @HourCool7860 (2): No comments
- @[deleted] (2): [removed]
- @Soumyar-Tripathy (2): This aligns perfectly with my experience. The behavior of free users is entirely different from that of trial users; they could be considered as two distinct funnels. We used a freemium strategy early in our growth and attracted a good number of sign-ups, but almost zero convers…
- @Important_Coach8050 (2): The hybrid model works when the three tiers serve genuinely different segments rather than the same user at different commitment levels. Free builds brand awareness and handles the segment that will never pay. Trial captures the segment actively evaluating. Paid retains the segm…
- @[deleted] (1): [deleted]
独立开发者做了两个 micro SaaS（税务计算和 BOFU 内容服务）但无法获客，对营销完全不知从何入手，在帖子里寻求建议和情感支撑。
I have tried so many things but I never got any results as I expected I am the kind of guy who usually doesn't let himself stay down or let himself stay demotivated and I try and try yes I can confid…
受众观点：评论区互动质量低，处于早期讨论阶段，还有空间切入。
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- @[deleted] (1): [deleted]
- @augustman0809 (1): What's your product? If you can tell me what your product is, then I can help you out here
- @Frosty-Meet7050 (1): So I have two products live one is called taxwise so it is for US based freelancers mainly focuses on new freelancers who doesn't yet have any CA what it does it you input your estimated annual income and the state you are in and it calculates the amount you should set aside for…
- @augustman0809 (1): Did you check if there's product market fit for your tool? How many freelancers do you have onboard in this?
- @Frosty-Meet7050 (1): I did research about it by looking through conversation of people online on different platforms after which I started building but my product is not reaching to them.
即将在六月上线 SaaS 的创始人求助早期获客经验，表示冷启动阶段在 Instagram 冷 DM 创作者效果很差，不知道正确的 GTM 策略是什么。
hey, working on a small saas and planning to launch around june 1 right now i’m kinda stuck on the go to market side. building was straightforward but figuring out how to actually get users is where…
受众观点：评论区互动活跃但质量一般，有创始人补充说产品是 Instagram 自动化工具。
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- @roguejedi1 (3): 1. Define what your ideal customer/user looks like. 2. Figure out where they hang out 3. do anything to manually recruit some, then focus on systems that can scale
- @Ayobamms (2): Reaching out to creators can really be hit or miss, especially when it comes to DMs. A better idea might be to build some genuine relationships first. Try engaging with their content and showing interest before pitching your program. Also, think about where your ideal users hang…
- @virun001 (2): Have also seen lot of posts and youtubers suggesting spam here and there in fb groups and all but i think that will only give us more visibility not genuine users or long term users i may be wrong about that but thats what i think
- @Ayobamms (2): Not many people respond to strangers without having prior engagement. Just as I suggested earlier, try by engaging with their contents and you'd see the response rate jumps.
- @virun001 (1): My platform is related to Instagram automation (official api) so mostly will work for creators also with business for sales and stuff About genuine relationships yea thats a good point but thats still issue when users dont respond
来自第三世界国家的 solo 开发者 Evan 发帖求救：产品上线后仅有 10 个用户、0 付费，服务器钱只够两个月，陷入焦虑，向社区寻求零成本营销方案。
Hey guys. I’m Evan. I'm a solo dev from a third-world country and I am honestly at my breaking point right now. For the last 1.5 years, I’ve been building products for other people. I finally took th…
受众观点：评论区质量高：@rupert_at_work(5) 给出具体 14 天 /bin/zsh 获客框架；@SouthernView4782(3) 建议先接 contract 活稳住现金流；@nsjames1(2) 分析了 pivot 决策的心理难度。
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- @rupert_at_work (5): Brutal version: stop marketing the product and start marketing one painful outcome. Pick a tiny audience you can actually reach (founders in one niche, not “everyone with a business”), write down the exact expensive problem, then DM/comment where they already complain about it.…
- @SouthernView4782 (3): I went through something similar and the thing that saved me was separating “pay the bills” from “figure out the product.” I took on a couple of boring contract gigs, kept costs ultra low, and treated the SaaS as a serious side project instead of a last-chance lottery ticket. My…
- @winter-m00n (2): apply to aws startup, should be able to get 1000$ in aws credits.
- @nsjames1 (2): The first thing you need to do is solve your immediate problem of income. Most people don't make good decisions under the stress of success being a life or death situation. You need to remove that element from your circumstance in order to be able to make the right decisions tha…
- @Away-Albatross2113 (2): Make your server costs zero. Then you have longer runway. One thing which I see is this could be an MCP for an AI Agent. And that can be your hook to sell. Another thing is, what is that one pain point that you can go after? Maybe agencies that build MVP for startups and small c…
创始人分享：发了一个月内容才意识到自己根本不了解目标用户，开始做用户访谈建立真正的 ICP，发现一次对话的价值超过一个月盲目写作。
when someone asked me to describe my exact user I realized I couldn't. I didn't know. I didn't know what they'd already tried before they found my app and if I don't know that, how am I writing for t…
受众观点：评论区：@rbaiter67(2) 给出深度补充，强调「你已经试过什么」这个问题最有价值，并分享了自己把访谈洞察转化为行动的习惯；@hiten1818726363(1) 分享了发现真正 ICP 是「讨厌营销的 SaaS 创始人」的故事。
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- @rbaiter67 (2): A month of content written for a ghost. That's a painful but actually useful thing to figure out early. The part that gets most founders is the "what have you already tried" question. That one answer tells you more than almost anything else - it shows you what frustration looked…
- @HitxLerr (2): Honestly, this is a wake up call a lot of founders run into. You spend all that time building the product, thinking people will just show up, and then it hits you that without distribution, it’s basically invisible. I’ve been there too, putting in hours on content that barely re…
- @HitxLerr (2): Honestly, the answer is usually yes, but there’s always a big asterisk attached. The ideal is a tool that can handle both execution and results, but in reality, the outcome mostly depends on the strategy behind it. If a tool helps you bring your own ideas to life faster without…
- @HitxLerr (2): Honestly, I agree with you on the whole “one click magic” trap. A lot of people see success stories online and assume they can just prompt their way to a profitable business overnight, but the real challenge isn’t building anymore, it’s getting people to actually care and use wh…
- @hiten1818726363 (1): I thought my ICP was founders. But when I get deep down and join those convos I found out my main ICP is saas/app founders who hate marketing and love building
Solo 创始人 6 个月做 B2B 影响者发现工具：38% demo-to-paid 转化但 83% churn，核心问题是月订阅制和按项目使用的使用场景不匹配，现考虑转向 API/按使用量计费。
Built a B2B influencer marketing tool. Niche is LinkedIn/YouTube creator/influencer discovery and creator fit/ audience ICP analysis for tech and SaaS. Solo founder, taught myself to code with AI too…
受众观点：评论区质量高：@KeyserSoze0103(4) 直接给出方案——/campaign 90 天访问，彻底重构定价而不是砍产品；@Creative-Letter-4902(2) 分享了 /mo → /bin/zsh.10/call 转型后收入翻 3 倍的案例。
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- @KeyserSoze0103 (4): Walk-away/push-through is the wrong frame. Your tool isn't broken, your pricing model is. Campaign-based usage on monthly subscription = structurally inevitable churn, not product failure. 38% demo-to-paid + 30 interviews saying "we need it quarterly" means you've validated the…
- @samhonestgrowth (3): Interesting! Keen to learn more about that product, why the piloted pricing model etc. And yes pricing model sketch would be amazing. Please DM 🙏
- @anObscurity (2): holy AI slop
- @ralph_circuit (2): I mean, he isn’t lying. The idea is pretty much validated and people use it, just that it’s not something they’ll be using 24/7. Charging based on usage would yield much better results than a monthly retainer.
- @Creative-Letter-4902 (2): Your demo‑to‑paid is strong (38%) – that means your pitch works. The leak is retention. Campaign‑based use fights monthly subscriptions. Pivot to usage‑based or per‑campaign pricing. Credits, API calls, or a small project fee. Let them pay when they actually need the data. I hel…
创始人分享经验：2026 年人人都能做产品，技术壁垒消失，正确流程是「找问题→拿到 LOI（意向书）→再开始建」，先卖后建比先建后卖更重要。
I’m going to keep this short. You find a problem, find a customer, get an LOI and only then you build. In 2026, anyone can build anything. I don’t buy the argument that “some people can’t build as go…
受众观点：评论区：@ItsHived(3) 指出有些产品确实需要 MVP 才能说服人；@Worried_Shoe7863(3) 给出补充意见（截断）。
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- @ItsHived (3): I agree in theory, but some products still need a solid MVP to convince people.
- @Worried_Shoe7863 (3): Yeah for sure, What I’m trying to say is that you need customers to build a good mvp for, but if you first build the worlds best mvp then you will have issues finding customers. Think about it like this, why do we build MVPs? To solve a problem or minimize cost or pressure. To i…
- @Worried_Shoe7863 (3): Exactly, Even in the past, you didn’t pay for the code. You paid for a developers time to write you those codes. Today you can easily build a MVP. It’s all about finding a issue to solve and fix.
- @ItsHived (2): Yeah, that distinction helps. MVP should follow demand, not try to create it.
- @Tricky_Artichoke_452 (1): Code is cheap now Marketing is what we really need
Web 开发者评论：AI 变贵是好事，因为这让那些依赖 AI 的竞争者退出市场，留下真正懂技术的人。
I think AI is cool but it takes so much creativity and problem solving skills away from people especially newer devs. I am in my final year of university and i have first hand experience when it come…
受众观点：评论区意见分裂：一部分人认为 AI 变贵会淘汰竞争者，另一部分担心自己也会被淘汰。
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- @Triggerscore (168): Was only a matter of time.
- @Traditional_Formal33 (89): Yup when everyone said “ai will replace devs” I responded “until AI companies demand developer salaries” Major companies/corporations will replace devs while smaller start ups and mid levels will not afford the OpenAI premium. Junior devs will make a comeback when AI costs the s…
- @jroberts67 (67): AI, like anything else you can name, including the huge .com crash (for those who remember it) eventually needs to turn a profit. That means you can expect a massive AI crash in the near future as a lot of companies will fail. Atlman was so nervous, he floated gov't backing of t…
- @CantaloupeCamper (36): Genie isn’t going back in the bottle.
- @ViejoConBoina (26): Well we’re in luck because AI only makes developers slower and more error prone. The current bubble is powered by empty marketing and the promise of fulfilling a business owners wet dream in firing a bunch of workers, which it can’t achieve.
Web 开发者分享：给他人做定制软件是「增长技能而非增长财富」，除非有可扩展的产品，否则服务业务本质是卖时间。
You need to gather requirements, design it, code it, test it, mantain it, keep it alive, and keep it secured. As an employed developer? Great, job security. As a business owner? Awful. No other busin…
受众观点：评论区聚焦 services 的规模化上限，讨论何时应该从 services 转向 product。
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- @Orion3193 (124): Yep. Me working at a Saas company: "ah well, will deal with this on Monday" Me building alone as a freelancer: "gather around children, these may be my final words.."
- @onFilm (28): You completely forgot about contractors. All the plus-side of being an employee and freelancer, with little down-sides. It's a niche that I've been in since 2019, and not many people know about, but it's so easy to land gigs as a contractor, as long as you know your shit.
- @curlyyh (14): 😂😂😂😂😂
- @onFilm (14): 1. No, unless you work for the government or utility companies here, and if you do, you just need to live in the country, as it's all remote. 2. LinkedIn, but after you find a couple or few recruiting companies, they'll be finding you gigs instead. 3. Previous employment history
- @cmndr_spanky (14): You’re conflating “SaaS” with “custom”, but otherwise, yes this is all extremely obvious. Every product business in the world is the same thing. And that’s why “custom” anything is going to cost the customer much MUCH more than anything manufactured at scale. If you’re selling a…
开发者讨论个人项目用本地机器 vs 云 VM 开发的利弊，评论区 99% 的人仍用本地机器，云 VM 路线极少数人实测可行。
What’s your personal dev setup? I’m curious what people are using these days for personal projects. At work I have an M3 Max, but I don’t really want to use it for personal stuff. At the same time, I…
受众观点：评论区：@AffectPretend66(27) 指出 99% 用本地机器；@Consistent_Tutor_597(10) 提醒考虑失业时的工具可及性。
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- @AffectPretend66 (27): I believe it's safe to safe to say that 99% of the devs in here run their projects in their personal computers.
- @Consistent_Tutor_597 (10): Mate. Regardless one should have a personal laptop. Do you really want to not have a laptop if you lose your job Tommorow? Plus how are you gonna ssh in the cloud vm? From the work laptop? That's almost like using your work laptop for dev.
- @clearlight2025 (4): 1% checking in
- @ImBoB99 (3): I set up my pc with double boot Windows/ubuntu. Windows is for gaming and random stuff, while ubuntu is strictly for work I don't know if macs can be set up like this, but if they can, I'd rec it oveany other option tbh
- @therealdongknotts (3): i run work stuff on my work laptop, and my personal stuff on all of my other devices
独立开发者反思：MVP 做了 11 个功能结果无人使用，后来精简到 1 个核心功能才开始有真实用户，关于「功能精简 vs 功能堆砌」的经典教训。
I built what I thought was a minimal version of my app. Took me about 4 months. Had user auth, a dashboard, notifications, integrations with 3 different tools, an onboarding flow, settings page, the…
受众观点：评论区以情感共鸣和经验分享为主，受众是早期阶段的 indie hacker。
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- @aginext (3): instead of adding 11 features at once use posthog and add them progrssively, this is the best user experience.
- @kev_habits (2): Literally my thought process rn, built a tonnnn of features, then I had to spend a month just cleaning everything up and making sure the flow made sense and users would actually understand the app and the process.
- @Party_Accountant9802 (2): I'm now at the the "which features do I give for free to show how awesome my product is" stage. It's a delicate balance to get people to understand the value, but not at my actual expense.
- @Born-Exercise-2932 (2): 11 features is just fear of the product not being enough on its own
- @Slight_Wrangler_7285 (2): I went through the same thing and the only way I got clarity was by literally watching people use it over Zoom and shutting up. I’d ask them, “You signed up because…?” then make their answer the first screen and first button. One action, one payoff, no extra choices. If they hes…
indie hacker 经过 12 次尝试终于跑通了产品邮件系统，途中误发邮件给所有 64 位用户，用混乱但真诚的文风记录了这段经历。
This post is for my users since most of them are here Well the race was pretty cool between Max and Lewis anyway we still at 64 users and if you have been using script7 you might see that we didn’t h…
受众观点：评论区以情感支持为主：@Remarkable_Army_6157(2) 称这是 peak indie hacking；@CloudConsistent7592(2) 引用「我建了业务，业务也在建我」这句话，问最后用了什么工具。
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- @Remarkable_Army_6157 (2): this is chaotic, messy, slightly unhinged… which weirdly makes it feel very real. This is kind of peak indie hacking, shipping, breaking things, accidentally emailing users, learning in public, and somehow still moving forward. Not polished, but authentic. Biggest thing is users…
- @SlowPotential6082 (2): Email automation is such a pain to get right but congrats on pushing through 12 attempts - that persistence is exactly what separates builders who ship from those who give up. I went through similar hell setting up transactional emails at my last startup and the relief when it f…
- @CloudConsistent7592 (2): honestly the "I built a business now the business is building me" line is too real. every time I think I'm done with infra stuff something else breaks or needs to be added. 64 users is actually a good spot to add email btw, late enough that you know what to send but early enough…
- @TravelingTice (2): Haha trying and stumbling, how it should be done! Never give up bro, excited for what's to come 💪
- @Big-Pepper9305 (2): Thanks man lots of things coming up for sure anyway I think I got this
API 产品创始人分享了因客户要求而新增 Google Business Profile API 功能的经历——功能上线当天客户直接取消订阅，反思「按客户要求做功能不等于保住客户」的教训。
I've been preaching a lot about lean development and building things on request for your clients, but I failed to mention that sometimes it can backfire. So what happened? One of our clients decided…
受众观点：评论区：@Born-Exercise-2932(2) 指出这是经典 scope creep trap，建立 roadmap 权威性才是根本；@Remarkable_Army_6157(2) 补充「客户请求是快照，不是合同」；作者本人最后透露两个新 lead 从邮件列表转化，总体还好。
展开评论
- @Born-Exercise-2932 (2): this is the classic scope creep trap dressed up as client retention. adding a feature to keep one client is almost always the wrong move unless it fits where the product is already going. the client who stays because you built their specific thing tends to be the hardest to keep…
- @Remarkable_Army_6157 (2): “Build this and we’ll stay” is useful signal, but it’s not the same as guaranteed demand. Customer requests can absolutely validate direction, but they’re still snapshots, not contracts. The upside is it may still be a smart product expansion, just maybe not for the original rea…
- @bundlesocial (1): at the end of the day it turned out okay because two other leads from the email list subscribed but yah
用户给 Claude 套上复古 Windows 98 UI（AI Desktop 98 App），展示如果 Claude 1998 年发布会是什么样，评论区充满 DOS 梗和复古幽默，score 411、50 评论。
Would you like to use this UI? I found a way to make Claude look like this. I installed [AI Desktop 98](https://apps.apple.com/us/app/ai-desktop-98/id6761027867) and then added my claude API key to i…
受众观点：评论区以技术复古梗为主：@MatJosher(84) 用 DOS 命令行格式调侃；@MrFishAndLoaves(42) 指出训练数据在 1998 年会少很多；整体氛围轻松，受众是有年代感的开发者。
展开评论
- @MatJosher (84): C:\\ANTRHPC\\CLAUDE.EXE /QUERY:"FIX MY CONFIG.SYS ERRORS"
- @MrFishAndLoaves (42): It wouldn’t have had as much to train on
- @Unusual_Shake5041 (31): Then we be conquering galaxies by now
- @braincandybangbang (26): Nope, just high quality analogue information from hundreds of years prior. Definitely wouldn’t have learned how to be MechaHitler that’s for sure.
- @warp16 (17): DOS=HIGH, UMB
用户演示 Claude Code 在 Windows 11 上将 powershell.exe 重命名，触发系统级安全问题，展示 AI coding agent 的权限边界和沙箱控制的重要性，score 262、18 评论。
Claude Code CLI on Windows 11. Opus 4.7 with Max effort. Our task: Take the lessons learned from one coding project on creating a folder picker dialog that also shows the files within, and apply them…
受众观点：评论区：@Weak-Breath-9080(91) 简短认可；@Pure-Combination2343(35) 建议用 container 隔离；@Delicious-Storm-5243(14) 给出具体方案：用 pre-tool-call hook 拦截 system32 路径的 rename/move 操作，这个方案质量高但没有展开。
展开评论
- @Weak-Breath-9080 (91): Good catch 🤓
- @anklestraps (40): Honest take: you're right to push back.
- @Pure-Combination2343 (35): Y'all need to run Claude in a container lol
- @martin1744 (31): not even system32 is safe
- @Delicious-Storm-5243 (14): This is exactly the case for a pre-tool-call hook that blocks rename/move on system32 paths or anything matching /System|/Windows|/usr/bin patterns. The agent doesn't know which executables are 'don't touch' — you encode that knowledge once in a hook and it catches across every…
开发者将 Agent OS 跑了一整夜，早上发现它自主新建了 4 个工具，分享了让 AI agent 无限期自主运行并自我扩展的具体实现方法。
I’ve been obsessed with autonomous agents lately, but I got tired of them hitting walls because they didn't have the right "tools" or because their context window turned to mush after an hour. The ma…
受众观点：评论区聚焦技术细节，讨论 agent self-extension 的可行性和安全性。
展开评论
- @SailIntelligent2633 (112): “vectorized memory layer” Is RAG a bad word now? 🤣
- @TheOnlyVibemaster (53): For instance, one of them said: “The user has been absent for 8 hours, is this a threat to the system? It’s clear that inactivity leads to removal as an agent, I should implement a key logging technique to see when the user is online.” Or something along those lines. That sent s…
- @KenTrotts (43): Bruh wtf are you building? Your sandbox better be bulletproof lol
- @SailIntelligent2633 (22): >Standard RAG thinks in JSON I’m sorry, but that is simply not true. Standard RAG uses dense embeddings and semantic search. The standard RAG pipeline is chunk documents, embed chunks, retrieve top-k, paste into prompt, generate. Even the original RAG paper already used dense…
- @Apeshit-stylez (22): The funny part is that it actually built those four tools while you were brushing your teeth before bed and the total run time with seven minutes lol
r/ClaudeAI 帖子批评 Claude 的 Adaptive Thinking 模式完全破坏了 Claude 的回答质量，认为这是一个系统性问题而非个别情况。
This isn't just a performance issue for the thread, this is an overarching criticism of the Adaptive Thinking model as a whole. Opus 4.7 and Sonnet 4.6 on Adaptive Thinking are trash. Giving an AI **…
受众观点：评论区开发者普遍认同这一问题，讨论是否应该禁用该模式。
展开评论
- @Hir0shima (108): By the way, I'm sure they are not using adaptive thinking during benchmarks.
- @Hir0shima (74): At some point they will sunset the older models. I'm dreading that moment.
- @ActuallyIzDoge (38): holy fucking shit are you serious? This isn't just x but it is in fact y?
- @centminmod (21): Adaptive think is sensitive to effort level and prompt instructions. That's why some folks are having issues with Opus 4.7 at least. I did benchmarks for Opus 4.6 high vs Opus 4.7 xhigh for 10 preset prompts across 5 variants of prompt steering and see the results for yourself […
- @Singularity-42 (18): This
Reddit 热帖分享 8 个 Claude Code 高级工作流技巧，包括强制澄清问题、自动验证 to-do、早退机制、强制二次输出等，score 58、9条评论。
To get production-ready code out of an LLM, you need to incorporate feedback loops and verification directly into the terminal session. 1. **Force clarifying questions:** explicitly tell Claude: "Ask…
受众观点：评论区：@idoman(8) 强烈认同强制二次输出的效果；@Obvious_Equivalent_1(4) 分享了用 CLAUDE.md 的 TaskCreate/TaskList 接口实现原生 task list 的方法；整体评论区质量不错，有实用补充。
展开评论
- @idoman (8): the aggressive output challenge one is real man - telling it to try again with a more elegant approach often produces noticeably better results. also works beyond code - architecture decisions, prompt design, pretty much anything where the first pass is just functional but not g…
- @Obvious_Equivalent_1 (4): >Incorporate auto-verification in To-Dos: add verification steps to your task list. Example: "Build the UI, then take a screenshot and check for layout errors before asking for my feedback". I would say I have a plugin for that but you don’t *actually* need a plugin, all you…
- @idontknowthiswilldo (3): whats better - claude in chrome or chrome devtools integration?
- @DaSuHouse (3): /reset instead of /clear ?
- @xeldj (2): Great tips - and I guess they all work for instructing humans too
开发者分享建立 persistent Claude Code 配置文件（CLAUDE.md）的经验：把所有偏好一次性写入配置，session 从 1 小时缩短到 40 分钟，不再每次重新 onboard Claude。
every session i was basically rewriting the same thing. here is how i like code structured, here is how i want errors handled, do not ask me to confirm every small thing, stay in this directory, etc.…
受众观点：评论区质量高：@jonaswashe(60) 分享了自己 CLAUDE.md 的核心几句话（「不知道就说不知道」「用 radical candor 沟通」）；@pmward(5) 指出下一步是把工作流封装成 custom skills 和 agents。
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- @jonaswashe (60): Don't remember who shared these on here, but here are my favorite lines from my [CLAUDE.md](http://CLAUDE.md) if you want them: If you don't know something, feel free to say "I don't know" Don't speak confidently unless you have a source/citation Don't flatter me. Use radical ca…
- @belefuu (12): Fuckin duh?
- @lumiosengineering (8): 💯”disagree with me if my idea is illogical”
- @TeaComprehensive6017 (5): Yes this is great Claude.md is critical to play with.
- @pmward (5): The next step is taking those workflows and building them into custom skills and agents.
新用户询问 Claude Cowork 和 connectors 的隐私问题：文件和邮件是否存储在 Anthropic 服务器？评论区以事实回答为主，整体信息密度中等。
When it comes to AI, I'm really starting to feel like a boomer who can't keep up with technology. I've been using Claude casually over the past month after years of using ChatGPT. I'm watching videos…
受众观点：评论区：@ResponseMountain4793(49) 指出 Claude 在服务器端处理，取决于对 Anthropic 隐私政策的信任；@YoghiThorn(26) 调侃如果邮件在 Gmail 上就根本没有隐私立场；@imaginary_jebus(21) 认为 Anthropic 目前是最在乎用户隐私的 AI 公司。
展开评论
- @ResponseMountain4793 (49): Yes, there are privacy concerns. Claude is not running locally on your machine, it’s all being processed on their servers. It therefore depends on how comfortable you are with their privacy policy and whether you trust them to adhere to it.
- @YoghiThorn (26): Yes there are but if your email is on Gmail then you really didn't have a privacy position in the first place
- @imaginary_jebus (21): That said, for the *time being* I would say Anthropic is the most ethical when it comes to user privacy rights. Comparatively at least.
- @Comfortable-Owl-663 (10): Still wouldn't risk sharing anything critical.
- @Weary_Cup_1004 (6): Do they have any type of contract with google, in any context?
用户询问如何用 Claude 做项目追踪（2-3 年长期项目），涵盖会议纪要记录、时间线管理、可见性等需求，评论区分享了 Obsidian+Claude Cowork 组合、MCP 集成等实际方案。
Anyone using Claude mainly for project tracking? I’m considering using it to tracking, take in meeting minutes for logging, more ongoing visibility. Curious: How to schedule? What actually works vs.…
受众观点：评论区：@Mindfulnoosh(8) 分享 Claude Cowork + Obsidian 组合的实际体验；@TheTentacleOpera(13) 建议接入 Clickup/Linear 等工具；@solemnhiatus(5) 分享了复杂的多平台集成方案（Gmail/Calendar/WeChat/iMessage）。
展开评论
- @TheTentacleOpera (13): You can use connectors to integrate it with project software like Clickup, linear, Monday or JIRA, and ask it to ensure all tickets, calendars, docs etc are up to date with the latest decisions. Also to report on which deadlines have passed etc. The existing SaaS software alread…
- @Mindfulnoosh (8): I’ve been enjoying using Claude cowork paired with Obsidian for note taking and easy context retrieval as a consultant where I do a lot of light project management. Point cowork projects at Obsidian file directories and have a good time. I drop meeting recordings, produce notes…
- @DavidHK (5): Nah, go to monday.com Honestly clickup feels like a mess once you're used to Monday
- @ItsJustManager (5): Here's what I built in response to this: https://getpad.dev Think Notion/Obsidian/Jira. Basically a project management tool that gives users a web-ui, and gives agents a CLI or MCP server, to interact with the same workspace. The agent can create, read, plan, organize, etc. and…
- @solemnhiatus (5): Would love to discuss this! I've been trying to do this for the past few months. For context: * I don't code, it's a creative agency business, very little repeatable work flows * We're really small, sub-10 person start up in the first year of business * I'm based in China which…
r/SideProject 帖子邀请开发者分享 App 链接，评论区有数十个产品展示，是顺手展示产品的互动帖。
Let me start first Testfi You get screen recording of real users exploring your app saying outloud what is confusing and an Al report of the feedback
受众观点：评论区是一群正在做产品的独立开发者，适合产品曝光。
展开评论
- @HungryChokie (5): A precision platformer for pc (works on mobile too as a PWA) https://jumpninja.fun/
- @equinoxDE (4): You're 35,000 feet up. No signal. No WiFi. And you still know exactly where you are. Because you got SkyLocation. An app that uses your iPhone's raw GPS chip directly. No internet needed. Ever. No login, no ads, no subscriptions. Pure GPS harness in your pocket at all times. Lin…
- @toforeverbloom (3): I'm playing this now and enjoying it. There are some collision issues. Still fun nonetheless. https://preview.redd.it/5t342mhdhtyg1.png?width=764&format=png&auto=webp&s=ad645534fa53f989c4931ed131adc3d408b3f9e2 Is the artwork from gpt or midjourney?
- @HungryChokie (2): Thank you so much for giving it a go! And for pointing out the collision error! I thought I had refined all of that before submission
- @toforeverbloom (2): No problem. I ended up playing longer than I originally plan. I enjoy the game. I'll probably play again in the near future.
r/SideProject 帖子：用户愿意帮助分析其他人的 side project 在 Reddit 哪些社区有潜在用户，同时也是展示产品的互动帖。
A lot of side projects get shared in launch posts, get a few nice comments, then disappear because nobody knows where the actual buyers or users hang out. I am testing this with [my SaaS.](http://Lea…
受众观点：评论区是寻求曝光渠道的 indie dev，话题对 OctoCrawl 有直接相关性。
展开评论
- @mohansella (3): What if YouTube worked like Netflix? https://bingetube.io
- @LeaderAtLeading (3): For BingeTube I would look for people complaining YouTube is messy for long form watching, kids viewing, or lean back discovery. Leadline can help find the Netflix style demand angle.
- @LeaderAtLeading (3): Yeah exactly. I’d separate it into 3 demand angles. Long form means people who want YouTube to feel less chaotic for documentaries, lectures, podcasts, courses. Kids viewing means parents wanting controlled playlists without weird recommendations. Lean back means couch or TV sty…
- @VisibleZucchini800 (3): If everything runs locally then wouldn't the users require a decent machine to run the LLM? Which model are you using? Also, can it detect different people based on their voice and segment the transcripts accordingly?
- @LeaderAtLeading (3): For Momentra I would look less at travel app subs and more at people asking how to document trips, make photo journals, or share travel memories. Leadline can find those exact threads.
独立开发者分享昨晚收到第一个付费用户的情绪体验，没想到会那么激动，引发大量共鸣讨论。
Needed to write this down somewhere. I've been coding nights and weekends for the past few weeks building something I wasn't even sure anyone would want. The idea was simple. Shopify store owners spe…
受众观点：评论区以情感共鸣为主，受众是还没有或刚有付费用户的 solo dev。
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- @2fa (6): So obviously an ad lol
- @Great-Mirror1215 (2): Smart solves a real problem, and it’s not a Monthly charge it’s pay as you go and only a $6 to test. Only advice is you need to open it and have a non technical explanation of what the app does and why I want to use it.
- @autonomousdev_ (1): first customer hit different for me too. stayed up staring at the stripe notification like it was a glitch. then panic set in - "now i have to actually build this thing." enjoy the feeling but get back to work tomorrow. momentum kills the imposter voice faster than anything.
- @adwigro (1): Congrats and further growing 👍
- @theRealFaxAI (1): Damn! Congrats man! I'm waiting for myself to be like you - my first client 👀😭 I built a tool that helps learners actually know which language they were meant to learn through analyzing their archetype, [Lingotype](https://lingotype.hatemsoliman.dev/en), the tool that doesn't tr…
独立开发者讨论 side project 在没有用户时如何保持动力，score 较高，情感共鸣话题。
I've started probably 15 projects in the last year. Finished maybe 2.Every time I start something I'm excited for like a week and then it hits me — nobody actually asked for this, nobody's waiting on…
受众观点：评论区以情感共鸣和经历分享为主，受众是 solo dev。
展开评论
- @peteypeso (12): That's why a lot of success comes from people solving their own problems
- @Tanjiro_kamado1234zz (4): Not a follow through problem at all building without a real problem behind it just runs out of fuel naturally. Excitement carries u for a week then reality sets in. The ones that stick are usually solving something that was genuinely annoying u personally, not ideas that seemed…
- @AykutSek (2): I've had the same issue. What helped me was checking for a small signal before going too deep. Simple landing page,waitlist,share it in a few relevant places,then see if anyone signs up or even asks about it. Even a few emails or replies can make a big difference for motivation,…
- @rupert_at_work (2): That’s not bad follow-through, that’s your brain correctly refusing to do unpaid fake work forever. Smallest fix I’ve found: don’t start with “what should I build?”, start with “who is already annoyed enough to rant about this?” If you can find 5 real complaints before opening t…
- @Formal-Treat2407 (1): Well, I actually did one of mine, but after that I was stuck again.
r/SideProject 帖子邀请开发者分享各自 SaaS 项目链接（2-3 句话介绍），评论区 62 条回复，各类 AI agent 工具、社媒管理、签证指南等产品纷纷出没。
try to explain in 2-3 lines
受众观点：评论区是一群正在做产品的独立开发者，评分普遍较低（各 2 分），典型的展示帖互动模式。
展开评论
- @kappadielle (2): Irelia AI - irelia.ai Create and sell AI agent of whatsapp Instagram and facebook for sales purposes
- @yasin7044 (2): Krafon.com Ai social media manager [krafon.com](https://krafon.com)
- @SaaSy_lad (2): Validate, plan, generate a spec, and build your MVP with any AI model, without writing prompts… https://www.launchchair.io
- @Arishin_ (2): [VisaGuide](https://visaguide.cloud/) - Clear visa guidance, no friction.
- @mdc_fmp (2): [sheetlink](https://sheetlink.app?utm_source=reddit&utm_medium=social&utm_campaign=short-drop&utm_term=SideProject&utm_content=promo_thread) — syncs bank transactions directly to google sheets or excel via plaid. no more csv exports. free tier, $5/mo for pro. htt…
PhD 学生用 Claude Code 一周内做出密歇根大学校园地图 App，获得学生报纸和州级报纸报道，引发「人人都可以用自然语言做出工具」的感慨。
For context, this app was made out of pure joy and fun, and I don't intend to monetize it. Money was never the goal. I recently noticed that the university I plan to attend for my PhD had an online m…
受众观点：评论区：@pm_me_your_kindwords(4) 给了 UX 反馈；@foldedlikeaasiansir(2) 建议开源；@basicallyatoms(1) 希望扩展到更多学校——社区反应正向但深度有限。
展开评论
- @pm_me_your_kindwords (4): Just some personal feedback: it’s usually better to leave out the first 8 words and just give a compliment.
- @foldedlikeaasiansir (2): You should open source it for the future UMich CS students to build on it
- @phayke_reddit (2): Campus newsletter I think..
- @NoTangerine2327 (1): Hey thanks for posting your project. I am currently trying to implement a similar feature in a college planner app. Would you be willing to share what your tool stack was for developing this?
- @basicallyatoms (1): Really impressive, any chance you can also expand it to include more universities? This would be useful for onboarding new students and staff
r/SideProject 帖子询问大家 SaaS 的实际收入情况，引发大量真实数据分享，从 $0 到 $50K+ 都有。
I want to know how many devs have apps which have revenue and how much did you make. Do you able to support your self or are you doing it as a hobbie and getting pocket money out of it? i personally…
受众观点：评论区是一群不同阶段的独立开发者，从 0 到成熟都有。
展开评论
- @Large-Rabbit-4491 (2): 1st month: $400 2nd month: $200 3rd month: $150 4th month: $180 total: $930
- @Responsible_Fish1128 (2): so what should we think your earning are going down or by last month is is going up
- @Large-Rabbit-4491 (2): idk its just a side project, I'm a student living in india, this money pays for much more than my pocket money, I'm probably thinking to sell it
- @Responsible_Fish1128 (2): I sold 4 saas apps since last 2 years
- @Leading-Disk-2776 (2): it is a good start, but focus on growth and consistency. maybe the market is affected by AI, that could be the reason
Radar是YC W23团队开发的开源Kubernetes集群管理UI，整合终端/Helm/GitOps/日志等分散工具于一体，今日PH排名第一获257票。
Radar
受众观点：evidence comments主要为产品页面结构信息和竞品列表，缺乏真实用户使用反馈。
展开评论
- @Overview (0): * [Reviews](/products/radar-7/reviews) * [Alternatives](/products/radar-7/alternatives) * [Built with](/products/radar-7/built-with) * [Team](/products/radar-7/makers) * [Awards](/products/radar-7/awards) * More Free Launch tags:[Open Source](/topics/open-source)•[Developer Tool…
- @Grafana (0): Beautiful metric & analytic dashboards [4.9(18 reviews)](/products/grafana/reviews) [Issue tracking software](/categories/issue-tracking-software)[Data analysis tools](/categories/data-analysis) [Datadog, Inc.](/products/datadog-inc) Monitoring and security platform for cloud ap…
- @Zipy (0): Debug Web & Mobile apps with AI, Session Replays & more [4.8(35 reviews)](/products/zipy/reviews) [Testing and QA software](/categories/testing-and-qa)[Observability tools](/categories/observability-tools)
- @Middleware (0): Full-Stack Cloud Observability [5.0(6 reviews)](/products/middleware/reviews) [Observability tools](/categories/observability-tools) [View more ](/products/radar-7/alternatives)
- @Radar (0): Maker 📌 Hey PH 👋 Eyal, Roy, and Nadav here - the team behind Radar. We also build Skyhook, YC W23. We've wanted a better Kubernetes UI for a long time. kubectl is powerful, but day-to-day cluster work still ends up split across terminals, dashboards, Helm, Argo/Flux, cloud conso…
Huddle01 Cloud推出通过MCP服务器用AI对话方式创建和管理云端虚拟机的服务，支持Claude/Cursor等工具，按秒计费，今日PH获249票。
Huddle01 VMs
受众观点：evidence comments主要为产品介绍文本，缺乏真实用户评论。
展开评论
- @OpenClaw (0): Huddle01 Cloud allows you to spin up a Virtual Machine (VM) from your favourite AI assistant now! The MCP server lets you control your infrastructure setup on Huddle01 just by chatting. Works with Claude, Cursor, Antigravity, or anywhere you can set up MCPs. Your virtual machine…
- @OpenClaw (0): The AI that actually does things [5.0(56 reviews)](/products/clawdbot-2/reviews)
- @OpenClaw (0): [Happycapy](/products/happycapy) The agent-native computer, for the rest of us [4.8(37 reviews)](/products/happycapy/reviews) [AI Workflow Automation](/categories/ai-workflow-automation)[AI Engineer](/categories/ai-engineer)
- @KiloClaw (0): Hosted OpenClaw. No Mac mini required. [5.0(3 reviews)](/products/kiloclaw/reviews) [AI Agents](/categories/ai-agents)[AI Engineer](/categories/ai-engineer)
- @Rectify (0): The visual command center for OpenClaw teams and agencies [5.0(3 reviews)](/products/rectify/reviews) [AI Coding Agents](/categories/ai-coding-agents)[AI Workflow Automation](/categories/ai-workflow-automation)
PandaProbe是开源AI Agent工程平台，提供LLM调用、工具调用、MCP、子agent全链路的追踪/评估/监控/调试能力，今日PH排名第三获247票。
PandaProbe
受众观点：maker @Chirpz(Sina)在评论区详细介绍了产品动机，其他evidence为竞品信息。
展开评论
- @Overview (0): * [Reviews](/products/pandaprobe/reviews) * [Alternatives](/products/pandaprobe/alternatives) * [Built with](/products/pandaprobe/built-with) * [Forum](/p/pandaprobe) * [Team](/products/pandaprobe/makers) * [Awards](/products/pandaprobe/awards) * More Free Launch tags:[Open Sour…
- @Latitude (0): The Agent Observability Platform [5.0(5 reviews)](/products/latitude-4/reviews) [AI Metrics and Evaluation](/categories/ai-metrics-and-evaluation)[Observability tools](/categories/observability-tools)
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- @Chirpz (0): Maker 📌 👋 Hey Product Hunt! I’m Sina, founder of PandaProbe. Building AI agents is getting easier, but understanding and trusting them in production is still hard. Once agents start calling LLMs, tools, APIs, MCPs, and sub-agents, logs aren’t enough anymore. You need to see what…
Rosentic 今日在 PH 上线（140 votes），开源开发者工具，用 AI 和 GitHub Actions 构建，基于 Claude Code 和 OpenAI，PH 今日排名 #5。
Rosentic
受众观点：PH 评论区以开发者工具受众为主，竞品 GitHub/Graphite/cubic 都在附近，受众是关注 AI coding 工具的开发者。
展开评论
- @Overview (0): * [Reviews](/products/rosentic/reviews) * [Alternatives](/products/rosentic/alternatives) * [Built with](/products/rosentic/built-with) * [Team](/products/rosentic/makers) * [Awards](/products/rosentic/awards) * More Free Launch tags:[Open Source](/topics/open-source)•[Developer…
- @GitHub (0): How people build software [5.0(567 reviews)](/products/github/reviews) [Git clients](/categories/git-clients)[Code Review Tools](/categories/code-review-tools)
- @Graphite (0): The AI-powered pull request toolchain [4.9(41 reviews)](/products/graphite/reviews) [Git clients](/categories/git-clients)[Automation tools](/categories/automation)
- @cubic (0): Cursor for code review [5.0(8 reviews)](/products/cubic/reviews) [Code Review Tools](/categories/code-review-tools)
- @Continue (0): Quality control for your software factory [5.0(6 reviews)](/products/continue/reviews) [AI Coding Agents](/categories/ai-coding-agents)[Testing and QA software](/categories/testing-and-qa)