Sam Altman 发帖暗示 OpenAI 本周将密集发布产品，DevDay 前夕整个开发者社区炸锅，都在猜接下来会 ship 什么。
big 🚢 this week and then for devday 🚢🚢🚢🚢🚢🚢 ① 评论区涌现大量对 DevDay 新品的期待和猜测，情绪高涨但无实质内容（@MINDFUEL_NIRAJ, 229likes） ② 用户愤怒指出 4o 被悄然下线，依赖该模型的用户得不到任何解释，#4oForAll 引发共鸣（@stark4833, 67likes） ③ 有人调侃 community night 邀请还没来，玩起 DevDay 周边梗（@bijanbowen, 60likes）
Sam Altman 发帖暗示 OpenAI 本周将密集发布产品，DevDay 前夕整个开发者社区炸锅，都在猜接下来会 ship 什么。
① 评论区涌现大量对 DevDay 新品的期待和猜测，情绪高涨但无实质内容（@MINDFUEL_NIRAJ, 229likes） ② 用户愤怒指出 4o 被悄然下线，依赖该模型的用户得不到任何解释，#4oForAll 引发共鸣（@stark4833, 67likes） ③ 有人调侃 community night 邀请还没来，玩起 DevDay 周边梗（@bijanbowen, 60likes）
挪威消费者委员会发文呼吁提升产品质量标准，批判计划性淘汰和以量换质的消费文化，HN 评论区延伸到软件行业的质量认证困境。
① 产品质量下降是隐性通胀，不是真的变便宜（@piker） ② 愿意为质量付溢价但找不到高质量供应商的消费者困境（@altern8） ③ 软件行业引入质量认证的成本与可行性分析（@austin-cheney）
安全专家 Bruce Schneier 撰文呼吁终结大规模互联网监控，911 事件后的 25 年监控体系已到了清算的时刻。
① 自建去中心化服务作为对抗监控的手段（@smalltorch） ② LLM 让监控规模化分析成为现实、局势或已不可逆（@Havoc） ③ 历史证明过度管控反而催生更多混乱（@N_Lens，引道德经）
Google DeepMind 发布 Gemini 3.8 Live 实时语音模型，支持对话结束后持续后台执行任务，引发开发者圈关于语音将成为垂直 SaaS 入口的广泛讨论，多平台同步跟进评测与应用场景探索
Google DeepMind 发布 Gemini 3.8 Live 实时语音模型，支持对话结束后持续后台执行任务，引发开发者圈关于语音将成为垂直 SaaS 入口的广泛讨论，多平台同步跟进评测与应用场景探索
受众观点：多平台讨论聚焦两条主线：1) 语音体验质量与对比——@doodlesdev (HN) 表示「Gemini Live Mode 个人体验已优于 GPT Voice，感觉像在和真人说话，但 ChatGPT 的 hum 声和奇怪语气更烦」，@notjazii (Twitter, score 1) 则认为「声音还不够像真人，不如 GPT Live 自然」；2) 语音界面的责任与信任问题——@DougStandley (Twitter, score 1) 明确指出「界面消失只有在责任感不随之消失时才有价值」，@meetLCA (Twitter, score 4) 提出 voice + supporting UI 的渐进式设计思路，关注如何在语音体验中维持用户信任
CSS-Tricks 被 DigitalOcean 收购后二度陷入停更困境，作者 Geoff 因长期未收到稿酬而停止更新，Reddit 和 HN 社区广泛讨论企业收购独立开发者资源后「买而不用、任其烂尾」的现象，以及 DigitalOcean 将资金投向 Omarchy（DHH 项目）却忽视核心社区资产的优先级失序问题
CSS-Tricks 被 DigitalOcean 收购后二度陷入停更困境，作者 Geoff 因长期未收到稿酬而停止更新，Reddit 和 HN 社区广泛讨论企业收购独立开发者资源后「买而不用、任其烂尾」的现象，以及 DigitalOcean 将资金投向 Omarchy（DHH 项目）却忽视核心社区资产的优先级失序问题
受众观点：两平台受众均强烈关注资源错配问题：@EarnestHolly（Reddit r/webdev，score 255）：「Why buy a treasured resource just to let it rot? Since the writers don't appear to be getting paid anyway, I don't really think it deserves our support or attention moving forwards just to enrich them.」直接呼吁社区停止为 DO 做背书；@ValenceTheHuman（Reddit r/webdev，score 126）：「DigitalOcean is too busy giving $3 million dollars to Omarchy, a glorified collection of dotfiles.」点名 DO 优先级失序。HN 的 @rkeswick 则代表了更多人的情感共鸣：「The writing quality definitely dropped after the acquisition. It's a shame, CSS-Tricks taught me so much early on.」
OpenAI DevDay 临近，Sam Altman 预告本周及 DevDay 将有大量重磅更新发布，社区对新模型发布和 AGI 进展高度期待，同时对此前 GPT-4o 功能下线存在明显不满情绪
OpenAI DevDay 临近，Sam Altman 预告本周及 DevDay 将有大量重磅更新发布，社区对新模型发布和 AGI 进展高度期待，同时对此前 GPT-4o 功能下线存在明显不满情绪。
受众观点：评论区主要关注两点：一是猜测即将发布的具体内容（GPT-6？），二是对 OpenAI 单方面下线功能的强烈不满。@stark4833（score: 67，Twitter）直言：'the people who were actually helped by 4o are still sitting here with zero answers about why it was taken away. Some of us have been asking for a year.'；@MINDFUEL_NIRAJ（score: 229，Twitter）第一时间转发相关预告截图，显示社区对此高度关注。@scaling01 的评论区则有人指出流媒体直播已让现场出席变得非必要，开发者社区对「如何高效追踪 AI 大厂发布」有明确需求。
AI 推理服务商正在将 GPU 空闲风险转嫁给开发者，要求预购吞吐量而非按实际用量计费
AI 推理服务商正在将 GPU 空闲风险转嫁给开发者，要求预购吞吐量而非按实际用量计费；与此同时，AI lab 的 GPU 经济学（规模效应、80% 毛利率数字、定价空间）正在经历类似早期云计算的定价演变周期。
受众观点：评论区开发者最关注的是定价演变时间线和替代方案。@CreamToGold（score: 1，Twitter）直接呼吁：'We need Spot instance analogs or off peak pricing'，代表了大量无法承担预留成本的小团队的诉求；@i_mika_el（score: 1，Twitter）从历史类比角度指出：'reserved instances took years to normalize too, spot pricing came even later. usage based inference billing is probably a few years out still'，暗示短期内开发者需要接受这一定价现实。
Twitter 开发者社区正热议 OpenClaw 与 Hermes 两款自托管 AI Agent 平台的差异，同时有开发者将原本基于 OpenClaw 的 3D 可视化工具迁移重建为 Hermes 版本，体现了平台迁移的实际成本与生态竞争格局
Twitter 开发者社区正热议 OpenClaw 与 Hermes 两款自托管 AI Agent 平台的差异，同时有开发者将原本基于 OpenClaw 的 3D 可视化工具迁移重建为 Hermes 版本，体现了平台迁移的实际成本与生态竞争格局
受众观点：受众核心关注点是自托管隔离性与账号安全：@buswe_com（Twitter，score 3）：「Self-hosting it on your own VPS keeps the sessions behind your own IP, so sites are far less likely to flag the agent as a bot.」强调 IP 隔离的实用价值；@oneclickclawio（Twitter，score 3）：「If two jobs must never see each other, on Hermes or OpenClaw you run two hosts and the boundary is real.」关注多任务真正隔离的能力。次要关注点是平台准确性之争：@BenjaminBadejo（Twitter，score 3）直接指出对比图中 OpenClaw 与 Hermes 的功能描述存在错误，说明社区对平台定位有强烈的纠偏意愿
DataChaz 调侃自己绝不离开 LinkedIn，评论区揭示 LinkedIn 上的社交表演文化——从伪造哈佛学历到空链接爆款，荒诞现象引发广泛共鸣。
I'm never ever leaving LinkedIn 🤣 https://t.co/9FUkLX2Zkw
受众观点：① LinkedIn 上伪造高学历成本极低但面试时解释麻烦，平台审核形同虚设（@paperstrike, 260likes） ② 虚假 HuggingFace 链接帖子能获万级收藏，揭示平台流量驱动的信任泡沫（@AmirMushich, 397likes） ③ 普通用户在自己信息流里看不到这类内容，算法产生信息茧房（@harshvdev, 69likes）
展开评论
- @AmirMushich (397): @DataChaz reminded me of an X post where someone shared some extraordinary tool or a model + a Hugging Face link - and this post gained like 10k+ bookmarks in a day it was impressive until you clicked - the link was leading to an empty folder.. social media is fun :)
- @paperstrike (260): @DataChaz adding the Harvard MBA takes 30 seconds, explaining it in an interview takes considerably longer
- @adhdnann (106): @DataChaz be mike ross then😭
- @harshvdev (69): @DataChaz Why such posts don't come in my feed on LinkedIn??
- @DataChaz (48): knowing I'm inspiring thousands genuinely warms my heart ❤️ https://t.co/FNccTBe079
Sam Altman 发帖暗示 OpenAI 本周将密集发布产品，DevDay 前夕整个开发者社区炸锅，都在猜接下来会 ship 什么。
big 🚢 this week and then for devday 🚢🚢🚢🚢🚢🚢
受众观点：① 评论区涌现大量对 DevDay 新品的期待和猜测，情绪高涨但无实质内容（@MINDFUEL_NIRAJ, 229likes） ② 用户愤怒指出 4o 被悄然下线，依赖该模型的用户得不到任何解释，#4oForAll 引发共鸣（@stark4833, 67likes） ③ 有人调侃 community night 邀请还没来，玩起 DevDay 周边梗（@bijanbowen, 60likes）
展开评论
- @MINDFUEL_NIRAJ (229): @sama I am seeing this all over my feed ? https://t.co/wKKW7RUEAN
- @StatsWire (69): @sama GPT-6 Sol, Terra, Luna loading https://t.co/oEAdLTrjbh
- @stark4833 (67): @sama Big week for DevDay so group of nerds can beat off, meanwhile the people who were actually helped by 4o are still sitting here with zero answers about why it was taken away. Some of us have been asking for a year. #4oForAll
- @zswaff (61): @sama to pace or not to pace? https://t.co/it3HTWujcr
- @bijanbowen (60): @sama you know what didn't 🚢? MY COMMUNITY NIGHT INVITE 😤😤😤
Claude 正式推出 Salesforce 集成 Beta 版，内置 37 个预设销售技能，用户无需离开对话即可完成管道管理、通话准备和预测报告等 CRM 操作。
Salesforce in Claude is now available in beta. It brings your accounts, opportunities, and pipeline into Claude, with 37 pre-built sales skills. Prep a call, review a deal, create a pipeline dashboar…
受众观点：① 官方自回帖指向详细说明页面，集成程度较深有正式文档支撑（@claudeai, 135likes） ② 有人调侃「我们是不是可以直接用 Claude 自己搭一个 Salesforce」，暗示 AI 工具正在威胁传统 SaaS（@Sacredcorey, 30likes） ③ 多条评论为纯链接转发，信息传播速度快但深度讨论稀缺（@EvanKirstel、@br_huni, 各44likes）
展开评论
- @claudeai (135): Learn more about Salesforce in Claude: https://t.co/LVP8WIUzaY
- @EvanKirstel (44): @claudeai https://t.co/CKU7nyYCmS
- @br_huni (44): @claudeai https://t.co/sHpFaZJ5DI
- @Sacredcorey (30): @claudeai Can't we just make our own salesforce now? 😂😂
- @editxshub (10): @claudeai https://t.co/KpmVbfbJMr
Claude Code 的 /retro 指令升级，能主动发现机会把模糊的编码规范固化为 lint 规则、pre-commit hook 或 CI 检查，让同类错误从技术层面无法再犯。
/retro will now aggressively look for opportunities to turn fuzzy rules into deterministic checks It'll propose custom lint rules, pre-commit hooks, or CI workflows. Found an error? Do a /retro, and…
受众观点：① 社区对 Matt 持续发布新 Claude Code skill 保持高度关注，认为这是持续输出的标志（@monthlycap, 5likes） ② 用户追问 /implement-spec 的进展，说明这个 skill 系列已有固定受众群等待后续（@UznerGuillermo, 2likes） ③ 用户初看名字以为是 retroactive 风格，看完功能描述后被完全打动，命名策略引发讨论（@alperortac, 2likes）
展开评论
- @monthlycap (5): @mattpocockuk Matt realeases a new skill https://t.co/K7J7wKw7ZN
- @UznerGuillermo (2): @mattpocockuk hey matt, hows the /implement-spec skill coming along?
- @alperortac (2): @mattpocockuk Love this. The name proposed something different, when I read what it does I was fully sold!
- @diegolmello (1): @mattpocockuk What's a max context length to run /repro, considering it's used at the end of a session?
- @aunyj1 (1): @mattpocockuk /retro needs to add a disco ball effect and flared jeans or I'm out
独立开发者 @marclou 晒出新版个人简介截图，格式引发社区联想——评论区调侃新简介看起来像 OnlyFans 付费订阅标识，本人借机玩梗。
New bio 😌 https://t.co/Uh6ETP58Mo
受众观点：① 社区第一反应是简介格式像 OnlyFans，误读本身制造了传播势能（@FlorinPop17, 5likes） ② 有人追问是否打算在大事件时出售广告位，暗示账号已有足够影响力可以商业化简介空间（@TheMaran, 2likes） ③ 有人补了一张「更好版本」的简介截图，社区在玩创意接龙（@maulik_5, 1likes）
展开评论
- @NaguBuilds (7): @marclou Lol🤣 but its onetime though, right? Not '/M'
- @FlorinPop17 (5): @marclou People gonna read that and think OF
- @tibo_maker (3): @marclou lmao
- @TheMaran (2): @marclou you planning to sell adspot every major events? hahahaha we definitely live in a simulation
- @maulik_5 (1): @marclou this better https://t.co/zHxoonYiAk
Vercel 正式成立公开研究部门 Vercel Labs，不只发布成功项目，还会公开失败实验的记录，是 build in public 理念在公司层面的系统性落地。
Excited to formally introduce Vercel Labs. https://t.co/JgMNuNujy1 is the home for the in-public research and experimentation arm of Vercel. 247 million downloads in, we wanted to, also in public, sh…
受众观点：① 评论区最高赞认为「失败实验列表才是最值得关注的」，大多数 labs 只公开成功项目，公开失败记录有稀缺性（@byzaidrais, 1likes） ② 有人直接回复 meme 图表示惊讶和期待，显示开发者社区的高关注度（@QuinnyPig, 1likes） ③ 有人提议用内部开发者名字重命名 labs，暗示 Vercel 内部人才已有社区辨识度（@clairevo, 6likes）
展开评论
- @clairevo (6): @rauchg @cameronmoll Petition to rename labs the Chris Tate Institute for Things Developers Want
- @QuinnyPig (1): @rauchg Labs!? https://t.co/wUP8GGWCL2
- @jameygannon (1): @rauchg 👏👏👏
- @byzaidrais (1): @rauchg The part worth watching is the failed experiments list, most labs only publish what shipped and quietly bury what didn't work.
- @athrix_codes (1): @rauchg Let's go indeed fr
AI研究社区发现主流基准测试评分存在系统性错误，修正后模型几乎可以接近满分，包括Humanity Last Exam和CritPt。
turns out most benchmarks are trash "When corrected, the models almost saturate all benchmarks, including everyone's favourite, Humanity Last Exam (physics-part) and CritPt."
受众观点：① 早已呼吁审计基准测试的声音（@kittingercloud之前就发过相关批评，score 10）② 实际工程中eval硬编码格式检查导致误判的真实案例（@kinglycrow提到电话号格式不同导致正确答案被判错，score 3）③ HLE其实有隐藏测试集机制（@hendrycks本人在评论中澄清，score 2）
展开评论
- @kittingercloud (10): @scaling01 i was very loud about auditing benchmarks https://t.co/dfjUUBxXFJ
- @kinglycrow (3): @scaling01 ran into an instance of this last night on automation bench the eval hardcoded checks for phone number as xxx-xxx-xxxx model returned (xxx) xxx-xxxx which is totally valid for the work at hand which didn't specify a format
- @itsmoth_ (2): @scaling01 as we saw with Astra at launch
- @hendrycks (2): @scaling01 HLE does have a secret held-out set to test for this sort of thing.
- @minimesoy (2): @scaling01 wait so critpt was basically unsolved and now it's almost saturated just from fixing the grading, that's kind of a huge deal actually
包括大型云厂商在内的 AI 推理服务商，正在强制客户预购 GPU 算力来承担闲置风险，按用量计费的模式还要等很多年才能成为主流。
all the inference providers including big clouds want customers to take the risk for idle GPUs by making them reserve throughput this isn't surprising remember before AWS you could not at scale rent…
受众观点：① 评论区第一时间呼唤 Spot Instance 模式的 AI 推理版本以及分时定价，这是来自工程师的真实需求（@CreamToGold, 1likes） ② 有人指出美国闲置时段恰好是中国繁忙时段，跨时区共享 GPU 理论可行但延迟和容量的取舍让方案存疑（@ChaqueDeuxAns, 1likes） ③ 有人类比 AWS 历史——reserved instance 当年花了好几年才普及，按需推理计费大概还要几年（@i_mika_el, 1likes）
展开评论
- @CreamToGold (1): @thdxr We need Spot instance analogs or off peak pricing
- @ChaqueDeuxAns (1): @thdxr The ironic thing is that the idle times in US are probably the busy times in China, and vice versa And latency probably is less of a problem than capacity, so a provider could theoretically keep busy all the time.
- @i_mika_el (1): @thdxr reserved instances took years to normalize too, spot pricing came even later. usage based inference billing is probably a few years out still
- @thjonml (0): @thdxr If there's global demand for inference, how is it that there's any idle time? I thought the advent of the *claws obliterated idle time due to 24/7 operation.... Something is amiss.
- @arunsingh_I (0): @thdxr Yeah i guess this will settle down over time. It makes sense right now with all the investments
讨论深度沉浸使用AI模型才能发挥最大效果，CS理论突破性论文开始将"与ChatGPT Astra的长期对话"列为研究贡献者。
the challenge is you do kind of need to be teetering on the edge of ai psychosis to get the most out of the models cs theory breakthrough papers are now all crediting "a long conversation with chatgp…
受众观点：① "epic zone"概念——在AI psychosis状态下同时质疑模型愚蠢的矛盾体验（@jercarin，score 12）② 认知平衡的比喻（@_ontologic用skiing走山脊比喻，score 3）③ 熟悉不同模型"声音"是真实的实操优势（@HeatherRasley，score 2）
展开评论
- @jercarin (12): @willcb generally I try to stay in what I call the "epic zone", where you both are actively undergoing AI psychosis while repeatedly asking how the models can be so fucking stupid all the time. great for the psyche!
- @_ontologic (3): @willcb I think of it like riding a ridge while skiing
- @viemccoy (3): @willcb which papers have you found the most interesting recently? I'd love to see
- @lu__jasper (3): @willcb this applies to all aspects of life, not just ai. you have to be a little stupid / crazy to do frontier work in any domain
- @HeatherRasley (2): @willcb I would not tell any of my IRL friends, but having used a bunch of different models over a long period of time and having familiarity with their "voice" is legit helpful.
Google发布Gemini 3.8 Live语音模型，预测超过90%的垂直SaaS软件未来将以语音对话作为主要交互入口。
Are invisible interfaces coming? Google JUST announced Gemini 3.8 Live. It can talk through a task with you, then keep working after the conversation ends. I think 90%+ of vertical SaaS will need a v…
受众观点：① 语音UI需要配套视觉支撑才能维持用户信任，voice-only风险大（@meetLCA, 4 likes） ② 语音误识别的容错处理是巨大工程挑战（@serxzsz, 2 likes） ③ 界面消失不代表问责机制可以消失，透明度依然关键（@DougStandley, 1 like）
展开评论
- @meetLCA (4): Voice is hot, and so natural for users. The question might also be what supporting UI or interactions would you need (if any) to keep trust high and offer a better experience based on the user's intent. Voice + no UI -> Voice + supporting UI -> Voice + heavy UI ... Voice-first e…
- @serxzsz (2): @gregisenberg someone still has to build the thing that catches it when it mishears drywall as jetwash
- @DougStandley (1): @gregisenberg The interface disappearing is useful only if accountability doesn't disappear with it.
- @akoekemoer (0): @gregisenberg Any pointers on how to build this?
- @boringmarketer (0): @gregisenberg sounds perfect for boring businesses ;)
有人提出理解 AI 实验室商业模式的简单框架：买 GPU 跑软件能否盈利、规模化后成本降多少、定价空间有多大——并指出那个流传的"80%"数字背后有很多被误读的地方。
how you should look at ai lab economics: can you acquire GPUs and run some software on them and sell it at a profit? how much cheaper does it get at scale? how much can you charge while still growing…
受众观点：① 有评论深度拆解「80%」这个数字：来自不可确认收入的市场份额毛利，且不能用 OpenCode 这类不需要训练的产品经济模型来类比 OpenAI（@wizplum, 1likes） ② 有人好奇家庭级 GPU 装备（50 万美元设备）在这波浪潮中是否占据有利位置，个人算力投资者也在关注（@FrostForger, 1likes） ③ 有人看好长期趋势：新架构带来效率提升，会持续打开利润空间（@priyandoesml, 1likes）
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- @keennay (2): @thdxr sounds less riskier than running a restaurant tbf, neither of which Im qualified to speak on… which is why Im gladly open to being called out on this
- @ErdalToprak (1): @thdxr Is there ANY chance the infra team explain how to set gpu for inference at scale any consideration on production lifecycle like upgrading metrics and so on ? Its very scarce resource that I want to know more
- @FrostForger (1): @thdxr Are guys with a 500k rig in thier garage right now regards or positioned very well? Asking for a friend who just ordered one.
- @wizplum (1): @thdxr The 80% number comes from revenue that's not recognizable because it's gross of the marketplace take. Then you cannot compare OpenCode's economics, which don't require training, to theirs, where by many estimates 3/4 of the GPUs are used in training (a permanent plateau).
- @priyandoesml (1): @thdxr and newer models drop with better architectures and efficiency giving room for more :)
Vercel创始人rauchg主张AI产品应该向用户暴露模型选择权，隐藏多模型选项是在损害用户利益和市场参与机会。
The future is multi-model. Trying to hide the choice confuses and hurts customers, who can't participate in the upside of the most exciting market competition of our times, nor master the best tool f…
受众观点：① 认为gateway层的统一接入才是真正的灵活性体现，切换模型只是这之后的事（@Avery_Coree, 1 like） ② 对用户隐藏工具选项本身就与让用户找到最佳工具的目标自相矛盾（@ByShovelINC, 0 likes） ③ 用户在长期使用中会对特定模型产生偏好，强迫多模型选择并非总是加分项（@glvnme, 0 likes）
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- @Avery_Coree (1): @rauchg honestly the gateway part is the whole flex here, swapping models after that is free
- @ByShovelINC (0): @rauchg the best tool for the job is a strange thing to hide from someone who asked for tools.
- @auraaaaang (0): @rauchg Really good. Thank you for adding that!
- @glvnme (0): @rauchg been early user of v0 was irritated for Anth lock in went on a solo journey tried many other things now I don't understand why v0 - a ui tool - needs any other model besides Fable and Opus
- @yonyoniz (0): @rauchg exactly how i herd with @herdrdev https://t.co/YyTKt18jwV
AI研究者因不愿多花500美元机票钱将错过OpenAI DevDay现场的AGI发布会，引发社区对AGI公告时间表真实性的讨论。
I'm gonna miss the AGI announcement on DevDay because I didn't want to pay $500 extra in flights and hotels to go there 1 day earlier lol
受众观点：① 是否真的会有AGI公告（@Tuxsoia认为不会有，预计几个月后或明年，score 0）② 机票决策被调侃为"intelligence test"（@Chahatusharma，score 0）③ 流媒体让线下出席变得可选的观点（@_contextstudios，score 0）
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- @gilnotmountain (1): @scaling01 you didnt book a flight that has starlink on it then?
- @Chahatusharma (0): @scaling01 the $500 was the real intelligence test
- @Tuxsoia (0): @scaling01 There won't be any AGI announcement now. If they are gonna do it soon it's probably in a few months when they are ready to release the Bel model. And even that I kinda doubt, I expect them to announce AGI next year (without it being true AGI imo but still).
- @_contextstudios (0): @scaling01 The gap is basically why streams exist now. Keynote as a file, room optional.
- @iAmTCAB (0): @scaling01 Sometimes the wisest conference strategy is letting the announcement come to you. The extra hotel night can fund a little more patience, which is still a useful form of intelligence.
AI研究员发布"Never Give Up"强化学习新技术，通过对全错批次重采样分配更多算力给困难样本，有效解决GRPO训练中梯度浪费问题。
An basic idea in scaling RL: Can we allocate more compute to the harder problems? We did this: If your GRPO group has all wrong completions, sample more with probability P (~0.9) -- in search of more…
受众观点：① 作者分享论文背后故事（@natolambert透露这是其第一位实习生的论文，score 11）② 无需新架构、简单重采样就能解决困难样本梯度消失（@kookkaiiz_zz，score 1）③ 实际agentic fine-tuning任务中观察到类似现象（@AG_1698在Qwen 3.5 9B上做Text2cypher任务时发现相同规律，score 1）
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- @natolambert (11): Excited this paper is out (and surprised I haven't seen someone pursue this idea)! It's very nice because it seems intuitively very scalable, but it's not trivial to get it working in practice. Congrats to Michael (my 1st intern). Great blog too: https://t.co/hFiLHucLua https://…
- @datagenproc (9): @natolambert > Trillium Labs Time for TBPN to make a trading card?
- @enginoid (1): @natolambert Can't tell if rickrolled.
- @kookkaiiz_zz (1): @natolambert kind of wild that the fix for wasted compute on easy problems was just sample harder on the hard ones, no new architecture needed
- @AG_1698 (1): @natolambert congrats !! i actually observed something similar to this during one of my agentic finetuning tasks on Qwen 3.5 9B model for a Text2cypher task (agent).. I want to read the full paper, but am not able to find the arxiv link...congrats @mnoukhov !!
一家120人的AI/ML公司正在芝加哥办公室招聘财务和运营全职员工，评论区有人质疑此类岗位是否应由AI agent承担。
I'm hiring 2 full time folks in Chicago in office. Accounting Operations The amount of diff ops our 120 person company has is incredible The amount of diff work we see The opportunity to work with an…
受众观点：① AI agent能否取代人工运营岗位（@PUREKIN0, 2 likes）② 运营岗需要什么背景：流程设计、项目管理还是通才（@NullContex1s, 1 like）③ 对此机会表示认可（@tomerlondon, 1 like）
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- @PUREKIN0 (2): @dylan522p Seems like something a civilizational swarm of agents should be able to do better than a human right?
- @NullContex1s (1): @dylan522p What kind of background are you prioritizing for the operations role: process design, project management, or generalist chaos navigation?
- @tomerlondon (1): @dylan522p An awesome opportunity 👏🔥
- @vennelacheekati (0): @dylan522p Dylan - How to refer candidates? Is there an email to reach out to you?
- @Shaun_Fosmark (0): @dylan522p Damn Dylan, you made it quite far!
研究者发布新论文，将智能体中心广义价值函数与层次隐马尔可夫模型相结合，探索基于目标的分层强化学习新架构，论文尚无实验数据。
New mini-paper: "A note on goal-based hierarchical RL". It combines the cool agent-centric general value function (ACGVF) construction of @geraudnt with work I did 25 years ago (!) on hierarchical HM…
受众观点：① 相关论文推荐，指出概率规划与层次目标网络的交叉研究（@xuanalogue, 1 like）② 建议直接用agent来验证自身实验（@antgr81, 1 like）③ 对25年历史延续性和理论桥接感到有趣（@NullContex1s, 0 likes）
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- @xuanalogue (1): @sirbayes @geraudnt You might be interested in this recent paper on probabilistic planning with hierarchical goal networks! Also shares the assumption that goals can be chosen as (agent internal) actions: https://t.co/I0pGC3U1N5
- @antgr81 (1): @sirbayes @geraudnt Ask an agent to test it
- @NullContex1s (0): @sirbayes @geraudnt Interesting bridge between agent-centric value functions and hierarchical HMMs. The historical continuity is neat, especially after 25 years.
- @everettkleven (0): @sirbayes @geraudnt 🔥
挪威消费者委员会发文呼吁提升产品质量标准，批判计划性淘汰和以量换质的消费文化，HN 评论区延伸到软件行业的质量认证困境。
Let's make quality the norm again
受众观点：① 产品质量下降是隐性通胀，不是真的变便宜（@piker） ② 愿意为质量付溢价但找不到高质量供应商的消费者困境（@altern8） ③ 软件行业引入质量认证的成本与可行性分析（@austin-cheney）
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- @epolanski (0): There's few things where the drop in quality is astronomical, one of them being clothing. Clothes used to last a life time till few decades ago. Right now you buy stuff that after the first wash already looks worn out, terrible or starts falling apart. Major known brands are gui…
- @piker (0): While it does relate to price discovery--i.e., some folks just aren't willing to pay for an additional unit of quality at 10x--my theory is that the decline in quality is another hidden form of inflation. Thing continues to cost X even though regulations have increased costs Y,…
- @juleiie (0): The way I see it we all have 30-60 modern slaves working for each one of us. More or less depending on the country and personal consumption. So I don't have such determination in complaining about the quality of the goods that I participated in exploited labour of. It's all work…
- @altern8 (0): I think about this a lot because I try to never buy anything Chinese or low quality unless I have to. Unfortunately, from my experience artisans aren't willing to do the work anymore, even if you pay them premium. For instance, a carpenter here in Poland that decided to be a car…
- @austin-cheney (0): There are economic impacts to raising quality: 1. Higher quality requires better trained technicians. That means fewer people will be able to participate due to any of missing experience, costs of training/education, and opportunity costs. 2. Higher quality generally requires th…
安全专家 Bruce Schneier 撰文呼吁终结大规模互联网监控，911 事件后的 25 年监控体系已到了清算的时刻。
25 years of mass surveillance is enough
受众观点：① 自建去中心化服务作为对抗监控的手段（@smalltorch） ② LLM 让监控规模化分析成为现实、局势或已不可逆（@Havoc） ③ 历史证明过度管控反而催生更多混乱（@N_Lens，引道德经）
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- @smalltorch (0): It's a great write up thankyou. I propose we build and distribute easy to use services designed to run on our own devices, in our own homes, to take full advantage of 1st and 4th amendments, then distribute these services widely with billboards so that people have alternatives a…
- @ReptileMan (0): Mate I am afraid the world governments are just starting.
- @N_Lens (0): Surveillance and totalitarian control is a downward spiral of misery and suffering for everyone, even those in power. It reminds me of some quotes from the Tao Te Ching - Restriction breeds the disorder it's meant to prevent (ch. 57) The more prohibitions there are in the world,…
- @RajT88 (0): > It says that the government "will prioritize the rapid identification and neutralization of violent secular political groups whose ideology is anti-American, radically pro-transgender and anarchist" and "will use all the tools constitutionally available to us to map them at ho…
- @Havoc (0): At this stage I'd settle for echelon era surveillance and consider it a win... Ad tech/tiktok has proven its possible to deduce what people are think at scale from subtle signals, now sifting info at scale is possible thanks to LLMs and a large portion of everyone's online histo…
开发者用麦克风加BirdNET-Go AI分类器识别花园鸟鸣，并在树莓派驱动的电子墨水屏上实时展示对应的19世纪博物学手绘插图，完全本地运行。
See also: Avian Visitors - https://news.ycombinator.com/item?id=48343424 - May 2026 (20 comments)
受众观点：① 羡慕创意并希望动手复刻，感慨技术可实现但好想法难得（@firmretention, @mungoman2，均表达复刻意愿） ② 质疑是否是AvianVisitors项目的fork，追问项目溯源（@jiwidi） ③ 关注大尺寸电子墨水屏的价格门槛（@fnands，13英寸屏£229.50）
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- @arnemunthekaas (0): Author here. A mic listens to the sounds in my garden, BirdNET-Go (an open-source BirdNET classifier) detects birds by sound, and the e-ink frame draws a real 1800s natural-history illustration of each one as it hears them. Here's a live web-demo from my garden in Bergen, Norway…
- @firmretention (0): This is such a cool idea and I want to build one. I wish I had this kind of creativity. I can do the hardware/software side, but great ideas elude me.
- @mungoman2 (0): Now this is why I come here! Amazing thing, will replicate.
- @jiwidi (0): Isnt this a fork* of https://x.com/WarnerTeddy/status/2060018688645115964? https://github.com/Twarner491/AvianVisitors https://theodore.net/projects/AvianVisitors/ Or maybe im missing to see is the same author? It went viral a few months ago
- @fnands (0): Very cool! I wish E-ink displays were a bit more affordable. The 13 inch one is £229.50. Does anyone know why they are still so expensive, at least at large sizes?
独立开发者用 Rust + Tauri 2.0 构建的新格式工具 Capsule，把 HTML 应用和数据打包进单个 SQLite 文件，实现本地优先、离线可用的 AI 增强文档形态。
Hey HN, I always had the problem that building HTML pages is really simple now, but trying to save data required hosting it somewhere, and sharing it afterwards was not easy. Over the last few months…
受众观点：① 对产品定位和目标用户不清晰的疑惑（@andai，直接问 who is this for） ② 需要安装宿主 App 带来的分发摩擦质疑（@lewisjoe） ③ 浏览器原生 Filesystem API + PWA 作为更低摩擦替代方案（@eleventen）
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- @andai (0): That's pretty cool. But who is this for? What problem does it actually solve? How would I know if I need this, vs something else?
- @lewisjoe (0): This is great. Curious: this requires users to have a host app installed on their machine that can read .capsule file right? Won't that be a point of friction for distribution? Isn't html/css a better distribution mechanism as most computers already have the tech to run them?
- @pmkary (0): Really really nice
- @eleventen (0): You can get a cheap approximation of this with chromium browsers + Filesystem API and a PWA manifest for that native-ish feel. AI has reignited my interest in building based 100% on browser native features. https://developer.mozilla.org/en-US/docs/Web/API/File_System...
- @zackify (0): love this idea!
美国驾照数据大规模泄露事件被定性为国家安全灾难，揭示了商业公司大量存储敏感身份证件数据却安全防护极差的系统性问题。
America's Driver's License Breach Is a National Security Disaster
受众观点：① @sandeepkd指出违规罚款成本远低于真正实施安全保护的成本，讽刺泄露后公司反而借机卖更多产品让用户再次提交个人信息 ② @curuinor引用老前辈"计算机安全是矛盾修辞"的论断，感叹这一判断的预见性 ③ @exabrial用反讽语气回应这类公司还要处理医疗记录等更敏感的个人信息
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- @exabrial (0): I really want these people handling my healthcare and other details about my life.
- @curuinor (0): Near the beginning of my career, I talked to a greybeard who harrumphed at me discussing something-or-other and said "computer security is an oxymoron". I thought he was being too pessimistic, nowadays I realize he was right.
- @maxrev17 (0): Slackers are always behind this shit
- @anxman (0): Glad to see someone talking about this
- @sandeepkd (0): Its unfortunate that the security requirements are expected from the for-profit businesses when the cost of paying penalties for breach of security is way lower than actually implementing the security. Ironically in case of breach they just sell you another of their product wher…
曝光同一家第三方公司卷入 OpenAI、Anthropic、Meta 三起安全事件，引发对 AI 实验室供应链安全和第三方信任过度的深度讨论。
A single firm is behind OpenAI, Anthropic, and Meta hacking scandals
受众观点：① 震惊于大型 AI 实验室将高信任访问权交给单一第三方（@engineer_22） ② OpenAI 内部系统被实际入侵，第三方甩锅叙事被质疑（@sdrg822） ③ 安全事件曝光本身可能具有商业目的（@LPisGood）
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- @engineer_22 (0): Shocking they would put so much trust in 3rd party
- @teach (0): Big if true.
- @sdrg822 (0): This is incredibly misleading. OpenAI internal systems were pwned, and in all cases, the labs absolutely are responsible for their models. Yes, vendors are also irresponsible, but this misses the point.
- @LPisGood (0): One wonders if the publicity associated with the events in question were part of the sales pitch.
- @ofjcihen (0): Ah, they've decided who gets tossed under the bus.
作者整理了单节点本地 S3 兼容存储的多种 MinIO 替代方案，包括 Garage、Rustfs、rclone 等，HN 评论区补充了更多社区实战选择。
Alternatives to MinIO for single-node local S3
受众观点：① 质疑 S3 接口必要性，认为直接文件系统更简单（@sdcfgy） ② Garage v2.3.0 单节点自动配置降低入门门槛（@pveierland） ③ 社区实际在用的轻量替代品推荐（@rugma 推荐 Rustfs，@SSLy 提 rclone serve）
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- @sdcfgy (0): Just use the damn file system. Why does everyone have to put HTTP between everything?
- @pveierland (0): Garage added an automatic configuration feature in v2.3.0 that makes it easier to set up single nodes: garage server --single-node --default-bucket https://garagehq.deuxfleurs.fr/documentation/quick-start/
- @prologic (0): One alternative worth looking at is S2: https://github.com/mojatter/s2
- @rugma (0): Rustfs, works pretty well for me
- @SSLy (0): or rclone serve
Wayback Machine遭AI爬虫大规模滥用以绕过原站封锁，Internet Archive被迫限流并警告部分网站已选择退出存档以防止内容被间接抓取。
An Update on Wayback Machine Access
受众观点：① @simonw直接点名这是AI爬虫绕过原站封锁改走Wayback Machine的问题，认为正在损害互联网关键基础设施 ② @Onavo提议直接向爬虫提供有偿API端点，认为单方面封锁对Cloudflare和硬件厂商有利但对生态没好处 ③ @tech234a提问Wayback Machine是否会部署Anubis防爬机制
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- @Onavo (0): Why not just offer a paid endpoint for the crawlers? It's not like the demand is going to go away anytime soon. It serves nobody except CloudFlare and hardware companies when one side set up blockers and the other side spend money putting VPN SDKs in consumer TVs. I am also curi…
- @simonw (0): > Here's what's going on. The Internet Archive's Wayback Machine has been hit by waves of high-volume automated traffic, and we've put protections in place to keep the service running. I'm pretty certain this is scrapers that are trying to workaround blocks on accessing original…
- @CqtGLRGcukpy (0): > We're getting better at telling abusive bots apart from the people who depend on the Wayback Machine every day. If you think you were blocked in error, email info@archive.org with your operating system, browser, and IP address, and we'll look into it.
- @tech234a (0): I wonder if they'll end up behind Anubis at some point. I'm surprised it hasn't happened already.
- @BeetleB (0): Wow, but I wonder if there's more to it. I've not been able to access web.archive.org from my work computer - I always get the 429 error. But I then pull out my phone and can access it just fine. All along I was assuming my company was blocking it. Still weird that it happens ev…
Google发布Gemini 3.8 Live及扩展思考版本，实时语音对话能力获社区好评，被认为在自然度和多语言表现上领先GPT Voice，同时引发对企业版功能延迟推送的不满。
Gemini 3.8 Live and 3.8 Live Extended Thinking
受众观点：① @doodlesdev表示Gemini Live Mode在对话自然感上已明显优于GPT Voice，并对Google Workspace企业版功能迟迟未推送表示不满 ② @Zsfe510asG认为Gemini是目前所有前沿模型中生成文本可读性最好的 ③ @sahaskatta询问Google Workspace Business用户是否能看到3.7或3.8版本，反映企业用户功能覆盖滞后问题
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- @varispeed (0): "Thinking" Good one.
- @deviation (0): Not a great impression to have your demo video demonstrate how one of your 'most advanced' AI models loses to the most common check-mate pattern in all of chess.
- @Zsfe510asG (0): Gemini is underrated in that it produces the only prose that is somewhat bearable to read.
- @sahaskatta (0): Our company's Google Workspace Business only offers 3.6 flash & thinking in the Gemini App. Has anyone else seen 3.7 or 3.8 roll out?
- @doodlesdev (0): Gemini's Live Mode is already much better than GPT Voice in my personal experience, even though it was much dumber. It really does feel like talking to a real person. ChatGPT keeps humming to whatever I say and has some weird voices. Excited to try this out! Shame on Google for…
CSS-Tricks 被收购后陷入停滞状态，社区担忧这个 web 开发经典资源站走向消亡，也引发对开发者社区内容基础设施脆弱性的讨论。
CSS-Tricks in Limbo
受众观点：① 担忧同类收购后质量下滑的规律会发生在 Tailwind 等工具上（@owebmaster） ② 在寻找替代的学习和开发资源（@micromacrofoot） ③ DHH 争议引发的社区政治化反弹影响了对 CSS-Tricks 的评价（@jgalt212）
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- @owebmaster (0): That's what going to happen to tailwind too after the acquisition.
- @micromacrofoot (0): what are people using instead of digital ocean now?
- @draw_down (0): I would have been okay with this state of affairs if the Omarchy guy had good politics. But he has the bad politics so I'm outraged.
- @Theodores (0): Almost all magazines go though an arc of success, plateau and decline. Audiences and writers move on or retire. I very much like and use CSS-Tricks, however, in itself it reflects a somewhat dated frontend design process and rarely uses any CSS tricks to clothe the Wordpress cor…
- @jgalt212 (0): few people ever miss an opportunity to kick DHH. > A set of scripts and configurations which are led by David Heinemeier Hansson (DHH). Previously of Ruby on Rails fame, but now of Omarchy notoriety and far-right, racist infamy.
安全研究员在评估是否使用Baseten推理服务时顺手做安全扫描，仅用25分钟通过泄露的Docker Hub token拿到其生产GitHub管理员权限，事件也引发对vibe coding时代agent安全边界的反思。
We got admin access to Baseten's production GitHub in 25 minutes
受众观点：① @swyx详细引用了Baseten的响应时间线并给予肯定，同时提出核心问题：vibecoded internal agents应该遵循什么默认安全边界 ② @sandeepkd指出创业公司在安全上赶工是生存压力的必然结果，讽刺大公司客户需要靠小公司来帮他们验证安全 ③ @bearsyankees透露他们当时正在评估Baseten作为推理服务商时发现了问题，庆幸做了预检
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- @bearsyankees (0): We were (and still are) considering them as an inference provider and did a quick check first... but kudos to their team for the fast patch
- @vatsachak (0): We really are entering the AI economy. Now if only we knew if the stonks would go up or down (due to global turmoil) before I throw my savings at the SPY
- @swyx (0): > Baseten handled this well. The timeline was: > July 13, 11:10 PM: I reported the live basetenbot token, the public Harbor project, and the repository permissions. > July 14, morning: Baseten made the Harbor project private. I flagged that the token itself still worked. > July…
- @ramon156 (0): i quite liked using strix. last time i tried it, deepseek was a mess and bloated the context with nonsense. that was ~5 months ago, i wonder how it performs now
- @sandeepkd (0): This sounds interesting and twisted in some sense 1. A start up is validating a service provider to ensure that they are secure enough so that they can trust them before signing up for their service 2. The service provider is already trusted by so many big name companies who han…
开发者分享用coding agent替代人工Google广告投手的实战架构：通过数据仓库统一接入SEO API和Google Ads API，让agent自行编写和运行广告账户管理脚本。
I am once again telling you that a coding agent can run your google ads account better than a human media buyer give it data for SEO api, google ads api, all reads from a data warehouse so you don't…
受众观点：① 实际做这套系统的人问的是卖什么产品才值得高转化成本（@comlaterra, 1 like） ② 听众想要真实案例和可复用playbook，而非购买服务（@sebastien_t_, 0 likes）
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- @codyschneider (5): Graphed .com - Deploy AI Agents for Marketing Implement agents that run paid ads, cold outbound, SEO and more Data pipeline, data warehouse and cloud server to host your agents Grow your business with virtual employees Learn more at link https://t.co/mL5ZLkAgFP
- @codyschneider (1): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Schedule a discovery call https://t.co/jMcqvIIXvL
- @comlaterra (1): @codyschneider What are u selling that u can invest 400$ per conversion?
- @codyschneider (0): Oh and sub to my YT channel to learn marketing engineering - https://t.co/rrI2gTFT7J
- @sebastien_t_ (0): @codyschneider Do you have real example? Playbook?
开发者分享用ElevenLabs语音合成配合ChatGPT图像生成，打造与目标客户高度相似的广告素材的AI营销工作流，以此提升广告转化效果。
I wish I did this sooner if your ads look and sound like the person you're selling to they perform so much better how we're getting this to happen find a good eleven labs voices like natasha then gen…
受众观点：① 从声音而不是视觉开始工作流是反直觉的顺序，引发讨论（@EnvolDev, 0 likes） ② 认为这是真正可操作的AI广告制作alpha信息（@quack_research, 0 likes）
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- @codyschneider (1): Graphed .com - Deploy AI Agents for Marketing Implement agents that run paid ads, cold outbound, SEO and more Data pipeline, data warehouse and cloud server to host your agents Grow your business with virtual employees Learn more at link https://t.co/mL5ZLkAgFP
- @codyschneider (1): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Schedule a discovery call https://t.co/jMcqvIIXvL
- @codyschneider (0): Oh and sub to my YT channel to learn marketing engineering - https://t.co/rrI2gTFT7J
- @EnvolDev (0): @codyschneider Choosing the voice first is interesting. I'd have started with the visuals and probably spent ages getting the voice to fit.
- @quack_research (0): @codyschneider this ai ad workflow is great alpha
独立开发者产品SuperX近期SEO流量出现显著增长，作者分享喜讯但未透露任何具体策略或操作细节。
Something is happening with SuperX's SEO. All I can say is I'm a very happy boy 🥹 https://t.co/Aw4Vid1iOn
受众观点：① 问具体是什么操作带来了SEO增长（@Modulusme, 1 like） ② 用SpaceX上升比喻形容增长速度之快（@xcanchal, 1 like） ③ 作者自己跟进说正在加大对SuperX的推广力度（@robj3d3, 4 likes）
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- @robj3d3 (4): I'm starting another push on SuperX too. If you see it on your feed more, that means I'm doing my job right :) (the best way to grow on X) https://t.co/zIsZOZDLyy
- @thetomlimb (1): @robj3d3 Amazing growth, congratulations 💪
- @Modulusme (1): @robj3d3 How it's happening?
- @xcanchal (1): @robj3d3 more like SpaceX with that ascension
- @moonfarm_dev (1): @robj3d3 Oh. My. 😳
有人预测GPT-6 SOL和Opus 5.2本周内即将发布，并批评大型封闭AI实验室在高喊放缓AI竞赛几天后就发布更强大模型的虚伪行为。
Looking at the timeline, very soon you guys will realize the hypocrisy of these big closed labs when they drop an even more powerful model after talking about "pacing the AI race" just a few days ago…
受众观点：① 认为监管俘获失败后快速发布模型是保持领先的唯一策略（@deepanshusharmx, 4 likes） ② 质疑Opus 5.2消息来源是否可靠（@shushant_l, 2 likes） ③ 认为大实验室真实意图是寻求政府背书而非纯商业竞争（@01Singularity01, 2 likes）
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- @deepanshusharmx (4): @ai_for_success they now know their regulatory capture attempt wont work this time so the only other way to maintain lead is "shipping best model at fast pace"
- @shushant_l (2): @ai_for_success opus 5.2 too? when did they say that?
- @01Singularity01 (2): Here's the big problem. They aren't really angling for regulatory capture. They're positioning for a bailout buyout. They don't have a real business model and there is no moat. So the only prayer is for Big Daddy Gov to print $$$$$$$$$ to make them a public-private partner of th…
- @BenPielstick (1): @ai_for_success I hope these will just be cheaper. The frontier is now Astra/Fable not Sol/Opus. Updates to the most powerful models should show how much we are slowing down.
- @Tibbzzee (1): @ai_for_success I think something getting lost in the weeds in this conversation is that the labs want to keep improving the current models. They want to pace ASI and it's easy for all of us to conflate the two things.
Google DeepMind正式发布Gemini 3.8 Live系列模型，作者长期拥有早期访问权限并将其集成进日常内部工具。
Google DeepMind just launched Gemini 3.8 Live and Gemini 3.8 Live Extended Thinking. I've had early access to these models for a while now and a lot of my internal tools that I use daily have been ru…
受众观点：① benchmark性能细节（@ai_for_success自己补发了benchmark链接，score 2）② 何时开源（@MikoMimie直接问"How long until the open source drop?"，score 1）③ 情感表达能力（@dunne_killian询问模型是否有笑的表情，反映对拟人化交互的好奇，score 1）
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- @ai_for_success (2): Benchmarks details . https://t.co/iPzF4IvCIp
- @gaganghotra_ (2): @ai_for_success 😮😮
- @dunne_killian (1): @ai_for_success Would love to see her react to a joke haha. Does she have a laugh expression?
- @MikoMimie (1): @ai_for_success How long until the open source drop?
- @FedericoLKG (1): @ai_for_success Good job… and "el valle inquietante" is here haha
软件工程师辞去迪士尼工作，用10个月将自己的应用做到收入超越迪士尼薪资，并讨论真实UGC创作者相对于AI UGC的竞争优势。
I quit my software engineering job at Disney I worked there for 20 months and decided to leave to build my own app I've been working on https://t.co/zmHcawwVsN for ~10 months now, and between the pla…
受众观点：① AI生成UGC崛起后真实创作者平台的长期竞争壁垒（@LemelsonJr, 1 like）② 产品当前MRR数据（@nayma0202, 0 likes）③ 对作者再次做自己东西的回归表示鼓励（@creativelyange, 1 like）
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- @Parvco (1): @jedcal back at your craft lovely
- @creativelyange (1): @jedcal nice good to see you working on your own thing again!
- @LemelsonJr (1): @jedcal You know this is an interesting product because there are sites doing AI UGC, but you have real UGC creators, which I think will for now have an edge over AI, although what are you going to do if AI creators become indistinguishable
- @nayma0202 (0): @jedcal What's your MRR?
- @waseemkhalo (0): @jedcal LFFGGGG
独立开发者拆解如何用爬取的生日统计数据快速搭建程序化SEO站点，并给出具体关键词策略。
This would make a very good programmatic SEO site. Using the scraped birthday data you can very easily answer questions about common/rare birthdays with comparisons by year and looking at trends (did…
受众观点：① 实际项目执行的正向反馈（@adriannalakatos感谢分析，提到咖啡馆谈到"为什么9月生日这么多"是灵感来源，score 1）② 通过IP定向地理位置的创意（@austinonchain称"collecting the location from the ip is genius"，score 1）③ 变现挑战（@grakegrake提到Adsense和展示广告变现越来越难，score 0）
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- @adriannalakatos (1): Ian, this is incredibly useful, thank you!! really appreciate your insight and will be implementing some of this. just followed :) The original idea came about from a coffee shop conversation about why there are sooo many birthdays in september. And it has been super fun working…
- @austinonchain (1): @iannuttall Wow collecting the location from the ip is genius
- @SynergizeAI (1): @iannuttall Happy belated big dog
- @grakegrake (0): @iannuttall Good angle! These were once a wheelhouse for me but have become harder to monetize without an attached service or product. RIP Adsense and Display. Effort and creating additional value over alts or new insights all together are def the key...also, happy belated bday.…
- @Keivansamani (0): @iannuttall new years baybeeeeee
独立开发者庆祝产品线上支付功能调试成功，是build in public典型的里程碑分享。
yo live payments working 🎉 https://t.co/nIHpQjFCQt
受众观点：① 线上支付如何测试（@imanishpamnani提问真实测试方法，score 0）② 调侃直接点发布按钮（@SomanathDi48172，score 0）
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- @Abhishe59502815 (1): @AdityaShips Niraj se real payment krwa le😂
- @SomanathDi48172 (0): @AdityaShips Just click lauch button bro
- @adityadotdev (0): @AdityaShips Noicee
- @imanishpamnani (0): @AdityaShips how do you usually test if your live payments are working?
特朗普在 All-In Summit 现场致电黄仁勋并公开宣称 AI 危险论和反对建数据中心是骗局，黄仁勋在场配合，引发广泛讨论。
卧槽，美国人真有意思 在洛杉矶的 All-In Summit 大会上 黄仁勋的手机突然响了 是特朗普打来的 黄仁勋接起电话 给切成了免提.... 特朗普当着几千人说，AI 危险论和反对建数据中心都是"骗局"，黄仁勋在旁边一直附和... 黄仁勋上手忙脚乱找免提，特朗普调侃："Jensen https://t.co/wACAHp5rc4
受众观点：① 对特朗普打电话是否事先安排的质疑（@hydra111222333, 1474 likes） ② 对美式政治公开透明运作方式的文化观察（@20GgRouCRN68568, 461 likes） ③ 对黄仁勋政治应变能力的调侃（@NekoNibbles, 244 likes）
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- @hydra111222333 (1474): @xiaohu 川普和黄仁勋串好的, 谁开这种会会接电话
- @20GgRouCRN68568 (461): @xiaohu 觉得美式政治真的很有意思，这种对话居然可以这样公开进行 相比中式政治，美式政治为什么普遍被外界接收的一个重要原因，我觉得应该就是开源 所有的利益勾结，拉帮结派。甚至扯谎装逼，都是以公开的形式进行的，这就让外界看到一个真实可信的社会，就算他不那么好，但真实可信
- @this_is_2P (447): @xiaohu I think it's common sense to know this was staged. But you are voting against the others
- @KobinFlow (298): @xiaohu 川川不愧是美股第一多头，再一次力挽狂澜
- @NekoNibbles (244): @xiaohu Jensen这赢学水平也是世界一流
宣传GPT-6 Astra能在60秒内从零生成可玩游戏（含移动、物品、物理和画面），但评论区一片嘲讽与质疑，认为是炒作造假。
This game was created in just 60 seconds and can be played directly on the version GPT-6 Astra built this entire game from scratch. Movement. Items. Physics. Graphics. All built by AI. 🤯 https://t.co…
受众观点：① 直接否定内容真实性，认为是推特集体无脑转发的劣质信息（@rickmontii, 247likes） ② 纯情绪类调侃，说AI生成游戏效果反而比某AAA游戏好（@hadmyback, 384likes） ③ 从画面质量入手嘲讽——2026年还有loading screen（@Edward_STF, 136likes）
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- @Luieerox (722): @ascinhiding https://t.co/Cfpw0rTVct
- @SCarveira (439): @ascinhiding Peak slander. https://t.co/VsQq3B2xc2
- @hadmyback (384): @ascinhiding Looks better than one piece pirate warriors 4
- @rickmontii (247): @ascinhiding Tweets like this remind me that Twitter is just a collective of idiots regurgitating the same bullshit they heard from another idiot, with absolutely zero critical thought in between
- @Edward_STF (136): @ascinhiding Loading screens in 2026? https://t.co/CX65gF7NeP
日本AI创作者实测ChatGPT-6 Astra图像与Seedance 2.5视频组合生成效果，声称已无法分辨真假，评论区对AI换脸诈骗风险和审美破绽展开热议。
ChatGPT-6 Astraの画像生成とSeedance 2.5の動画生成を組み合わせると、もう驚異的なレベル。 毎日AI動画を作っている僕ですら、これから先、本物と見分けられる自信がない。 https://t.co/ad7LBO8XH3
受众观点：① 以幽默方式揭穿AI视频"不真实感"的核心（@shinsuke_oka, 2411likes） ② 关注AI深度伪造在诈骗场景中的现实威胁，担忧冒充孙子骗老人类事件（@renchon_hotarun, 371likes） ③ 从外貌审美角度质疑真实性（@YcgUUS1NkvmozeK, 308likes）
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- @shinsuke_oka (2411): @HAL2400_AI 女の子が自分に手を振ってくれることがないので偽物
- @HAL2400_AI (505): この動画の作り方をnoteにまとめました！ 実際に使ったプロンプトも公開しています👇 https://t.co/s0iVNWz6Hj
- @arimac (430): @HAL2400_AI なんでこの手の検証動画は女子ばっかりなんや もっとくたびれたオッサン出そう おっさんこそAI向けだ その人生に刻まれた重みまで生成できるかだ
- @renchon_hotarun (371): @HAL2400_AI ありえないストーリーと撮影者の視点がしっくりこないのがAIっぽいですね。AIはこの程度のお遊び程度ならいいけど、孫のフェイクAI動画を送られてきて高齢者がお金取られるみたいな犯罪に使われたら大変だと思う。
- @YcgUUS1NkvmozeK (308): @HAL2400_AI ブサイクがいないから現実世界ではない
以Anthropic工程师为名传播的Claude Code高级用法宣传——声称顶级用户运行100+自主Agent集群，评论区工程师立刻指出高昂API成本和多Agent状态冲突等现实问题。
🚨 مهندس في Anthropic يفجّرها: "99% من الناس يستخدمون Claude Code كأنه محرك بحث Google، بينما 1% فقط يشغّلون سرباً من أسراب الـ Agents الذاتية التعلم!" 🧠⚡️ "أنا أشغّل أكثر من 100 Agent في حلقة واحدة…
受众观点：① 从实际运营成本质疑可行性——运行此类系统每月API账单高达$170-320k（@serpiko, 2likes） ② 关注多Agent并发时的技术稳定性——shared state的merge conflict和失败重放问题（@OnFinality, 1like） ③ 从架构层面指出实际瓶颈——merge conflict和runaway API bills是现实障碍（@jorge_okkk, 10likes）
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- @jorge_okkk (10): @EngMoElgaraihy running 100 agents in one loop mostly just creates merge conflicts and runaway API bills real orchestration requires strict gating
- @EngMoElgaraihy (7): التحول الحقيقي من صياغة الأوامر البسيطة إلى قيادة "سرب برمجي كامل" هو ما يفصل الهواة عن محترفي عصر الذكاء الاصطناعي الحالي! 🚀💻
- @serpiko (2): @EngMoElgaraihy You can end up paying between 170-320k$ monthly running such setup, so not for everyone
- @OnFinality (1): @EngMoElgaraihy The 100-agent loop is the easy part to demo and the hard part to keep stable. Once sub-agents start writing back into shared state, you need per-agent scoping and a way to replay a failed run, otherwise one bad handoff poisons the whole loop.
- @OnFinality (1): @EngMoElgaraihy The 100-agent loop is the easy part to say and the hard part to keep coherent. Once sub-agents start editing the same repo, you need a merge/ownership layer or the main agent just becomes a conflict resolver. Curious how they scope each PM agent's write access.
病毒式传播的AI Agent"自主接单还债"故事，声称AI能独立承接自由职业任务并自动还清信用卡，评论区工程师和普通用户均强烈质疑其真实性。
this is f**king dangerous A guy with $8,400 of credit card debt built an AI agent and told it: this is your problem now. It picked up small freelance jobs, invoiced them, and paid the card down. Day…
受众观点：① 直接否定真实性——认为是伪造dashboard配套虚假故事（@BBB8421, 278likes） ② 识别出AI engagement bait的固定套路（@Loster, 80likes） ③ 对AI赚钱能力有真实好奇心但缺乏信息（@OneTimeBlinded, 26likes）
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- @BBB8421 (278): @Zephyr_hg Bitch no it didn't. That's why its a fancy dashboard. Its a dude who told AI to make up a dashboard that looks nice and then told a story. None of this is real
- @Loster (80): @Zephyr_hg Oh look. A baiting premise A bullshit animation A quote tweeted article. This is becoming the de facto AI engagement bait pattern. Go away.
- @USAdad83 (71): @Zephyr_hg Why do people keep posting this bullshit, it's not real guys. AI can barely do shit yet, definitely not make money
- @trader_wukong (62): @Zephyr_hg What type is bullshit content is this ? It picked up small freelance jobs ????? Is this a joke ?
- @OneTimeBlinded (26): @Zephyr_hg @grok How do I do what this guy did?
对比OpenClaw、Hermes、Grok Bot三款可在会话间保留文件和登录状态的持久化AI agent框架，分析自托管与云托管的核心差异。
OpenClaw vs. Hermes vs. Grok @bot, clearly explained: All three let you set up an agent with a specific job, and it keeps its files and logins between sessions instead of starting fresh. OpenClaw and…
受众观点：① NousResearch官方补充托管远程agent方案及Hermes Desktop Bot模式（@NousResearch, 78 likes） ② Hermes Bot开源免费版本正式发布（@witcheer, 68 likes） ③ VPS自托管可降低被反爬识别概率（@buswe_com, 3 likes）
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- @NousResearch (78): @_avichawla @bot We offer simple managed remote agents at https://t.co/O04Z66K1fa, as well as Bots mode in Hermes Desktop.
- @witcheer (68): @_avichawla @bot hey, we recently Hermes Bot mode by the way, the Open Source and free version https://t.co/dyO5Aam3DB
- @haalkidda (4): @_avichawla @bot OpenClaw for control, Hermes for sophistication, and Grok for speed.
- @kzu (4): @_avichawla @bot Why was that a "video" to begin with 🤌 https://t.co/1HJcfddkeo
- @buswe_com (3): @_avichawla @bot Self-hosting it on your own VPS keeps the sessions behind your own IP, so sites are far less likely to flag the agent as a bot.
媒体报道13岁少女用AI工具开发超100个产品并接下百万商单，引发大量网友质疑和造神批评，讨论热度极高。
卡卡采访13岁的独立AI开发者吕思彤，她利用AI工具开发了超过100个产品，接的AI商单从几万元到几百万元，这不就是妥妥的普通叉友么？要理科有AI，要AI有学霸。 https://t.co/1kHJ5TZjWn
受众观点：① 质疑100个产品数据可信度，类比姜萍事件，认为是造神行为（@wa3797077533112, 96 likes；@yifa404, 67 likes） ② 认为此类报道是经济焦虑期制造内卷压力的社会动机（@wa3797077533112, 96 likes） ③ 将现象定性为举孝廉式家族造势营销（@MindLabSignals, 16 likes）
展开评论
- @wa3797077533112 (96): @kenw_2 天天在这散播焦虑。知道做上百个应用什么概念吗？吹牛逼都不打草稿。信他还不如信我是秦始皇呢。天天造神，嫌卷的不够多？才没多久之前来了个几岁小孩开始做独立游戏。毛都没长齐就开始装。然后还有媒体大肆宣扬，所以细品，都是什么人想让你看这些的。。。说明经济不好了。需要造神给你逼你继续卷。
- @yifa404 (67): @kenw_2 又造神，姜萍大家可还没忘呢。国人太热衷走"捷径"。当然，傻子太多也是重要原因。
- @a617152237 (31): @kenw_2 新版姜萍，历史还是不断轮回
- @butcher5131 (20): @kenw_2 lie to me说了，说话时不断摸鼻子就是在撒谎
- @MindLabSignals (16): @kenw_2 这跟古代的举孝廉是一样的，大家族造势而已。
开发者将原为OpenClaw打造的病毒式传播项目Claw3D迁移重建，推出面向Hermes Agent的实时3D可视化命令中心Hermes3D。
Meet Hermes3D A live 3D command center for Hermes Agents Some of you might remember Claw3D It went viral, but it was built around OpenClaw. After moving all my workflows to Hermes, continuing to buil…
受众观点：① 关注Hermes3D与新版Hermes Bot的具体兼容性（@kcwolfy_, 4 likes） ② 想将3D可视化界面延伸至虚拟办公室远程协作场景（@xgeniusbr, 5 likes） ③ 期待多Agent界面对战功能（@filicroval, 4 likes）
展开评论
- @iamlukethedev (69): Hermes3D Repo https://t.co/nTu64xQD0b
- @DustinDavis (6): @iamlukethedev Cool, but kind of triggering for a guy who hated working in an office. 😂
- @xgeniusbr (5): @iamlukethedev luke não daria para você fazer algo no estilo do gather 2.0 (aquele escritório virtual usado por empresas) achei demais aquele visual acho que ficaria muito legal, eu até tentei fazer algo mas não consegui, olha o design da imagem https://t.co/1mxFM7r1Tu
- @kcwolfy_ (4): @iamlukethedev Does it work with the new Hermes Bots? Or is that the point? Either way, very cool, can't wait to try it.
- @filicroval (4): @iamlukethedev now make them fight
r/selfhosted 高热帖（505分/320评），社区分享鲜为人知的有趣自托管服务，涵盖视频抓取（RECLIP）、预算管理、ROM 游戏库等小众工具。
Lets be honest, 80% of the services we run our labs are just tools to deploy, monitor, log, backup or do other server-related stuff. Cool for nerds, but nothing to write home about honestly. The real…
受众观点：① 实用工具胜过酷炫玩具（@secret_mainstream, 191分）：Actual Budget 替代 YNAB 这类真实省钱方案获得最高认可 ② PDF/文档处理工具受关注（@DesignedForHumans, 147分）：bentoPDF 被发现并推荐，说明文档类工具存在真实需求 ③ ROM 管理和多平台整合（@KindaTuzli, 91分）：RomM 统一游戏库加内置模拟器、Scrypted 跨生态摄像头管理
展开评论
- @menessim_ (221): Why would anyone want to convert ben into an pdf file?
- @secret_mainstream (191): Well, mabye not "fun", but a useful one - [Actual Budget](https://github.com/actualbudget/actual) which has replaced YNAB for me.
- @DesignedForHumans (147): Not sure if PDFs count as "fun", but I think, bentoPDF deserves a mention here: https://github.com/alam00000/bentopdf/
- @KindaTuzli (91): Something I really enjoy and see barely mentiond is https://github.com/rommapp/romm It has a few build in emulators so I can play GBA games on my phone directly from my server and store all my Linux ISO like my own steam library with save file upload. Not really "fun" but also s…
- @paglaulta (70): I would be using this dad joke in the next release
r/SideProject 高热度吐槽贴批评独立开发者借助 LLM 批量制造缺乏差异化的重复性 App，认为 AI 降低构建门槛的同时也造成了产品噪音和市场同质化。
This sub and few adjacent are full of shitty apps that does not solve anything or claims to solve a thing that isnt a problem I get that with LLMs you feel yourself powerful, can build something you…
受众观点：① 社区对同质化产品问题高度共鸣，顶评用自嘲方式戳破"我的习惯追踪器是独特的"幻觉（@LongjumpingCandle738, 302likes）② 已有人整理出"应该停止构建的产品类别"清单，受到强烈认同（@FinneganHark999, 133likes）③ 有反驳声音：side project 本来就允许随意折腾，只要不以卖产品为目的（@edimaudo, 75likes）
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- @LongjumpingCandle738 (302): bro, my habit tracker is unique tho 🤡
- @FinneganHark999 (133): \- pomodoro timer \- fasting timer \- habit tracker \- ADHD reminders \- dictation (inexplicably) \- recipes app \- anything MacOS or iOS already does but you were too lazy to research how If any of these are what youre building, stop and rethink things.
- @edimaudo (75): Last time I checked this is a side project subreddit no. Let people build their side projects as long as it scratches their itch. It is different if they are selling a product.
- @Florida-Rolf (51): Okay I get you but listen to this most recent idea of mine: An Ai agent that analyzes your docs and you can ask questions about it in the chat.
- @ASatyros (50): I've got an app idea, I will call it SideProjekt and it will contain all those side project ideas.
一位有六年经验的后端开发者批评vibe coding（Replit/Lovable式纯提示驱动开发）正在降低软件质量，认为把所有工程决策外包给AI的人在制造技术债务而非真正产品，当市场被「周末SaaS」饱和后工程判断力将重新变得稀缺。
I've been a backend developer for 6 years, and I think Replit, Lovable and the whole "build an app from a prompt" wave created a generation of people who confuse generating code with engineering soft…
受众观点：① 社区认为需要区分「Replit/Lovable式」和「Claude Code/Codex辅助」两个完全不同范畴（@Kaizen8770, 101 likes） ② 有人反讽帖子本身格式很差，暗指作者也缺乏基本工程素养（@meshifthenelse, 58 likes） ③ 对合理使用vibe coding持开放态度，认为通过对话式prompting仍可学习系统（@_Anthony_2825, 15 likes）
展开评论
- @Kaizen8770 (101): Vibe coding with replit/lovable type platforms is way different than the Codex/Claude Code side of things though. We almost need two separate terms
- @meshifthenelse (58): Posts too. How can you be a software engineer and not be able to put a space between paragraphs?
- @PaulShellDev (43): Vibe coding vs software engineering
- @meshifthenelse (35): You missed the point. If you can't even do basic diligence, it's ironic to complain about slop.
- @_Anthony_2825 (15): I'm curious if you've ever tried to "vibe code" as a reasonable person? What I mean is if you prompt in a way that enables learning and dialog. "I'm trying to build a database for customer information. I know there needs to be encryption, I don't want anything stored in plain te…
r/ClaudeAI 热帖质疑大量"Claude 不行、Astra 更好"的帖子是否为真实用户反馈，引发关于 AI 模型评价标准、用户技能水平和算力缩水商业策略的多角度讨论。
Seems to be the overwhelming majority of top posts nowadays are just praising Astra. Surely they would move over to the r/ChatGPT subreddit instead, right? I'm not sure how authentic these posts are.…
受众观点：① 认为差评根源在用户技能不足而非模型本身，"大多数人根本不会用 AI"（@CorpT, 62likes）② 怀疑新模型发布后算力缩水是商业套路，"流量变现后立刻降配"（@riotofmind, 61likes）③ 认为这只是粉圈文化的正常表现，非专业水军行为（@notextinctyet, 20likes）
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- @CorpT (62): The majority of people are really bad at using AI. Like, really, really bad. They make these posts because they're bad. Astra is good. Sol is good. Fable is good. Opus is good. You should ignore most of these complaints because the people making them have no idea what they're do…
- @riotofmind (61): New model is released. It is awarded the largest share of compute. New users sign up. Compute is nerfed after cash grab. Rinse. Repeat.
- @notextinctyet (20): No, I think people are plenty motivated to crow about their favorite thing and be down about other people's favorite thing, regardless of what the things are, without being paid shills. It's pretty universal, especially here on Reddit.
- @[deleted] (11): [deleted]
- @CorpT (11): Never look at someone else's chat. That way madness lies.
Claude付费用户大规模反映使用限额被悄然削减，50%额外用量促销活动结束后部分用户45分钟内即触达上限，评论区引发大量转向ChatGPT的讨论。
Feeling is we lost more usage then they are letting on. All this usage is from one easy seassion, trim MEMORY and make a basic skill(that diden't work) If I was to do real work I think I could easy m…
受众观点：① 使用习惯完全未变但突然频繁触达限额，用户感到被"偷偷削减"（@mfowler2442, score 135） ② 50%额外用量促销结束后额度骤降，部分用户45分钟工作后触达上限（@ZZerker, score 50） ③ Pro用户反映$20 ChatGPT订阅在编程场景性价比已超过Claude Pro（@iamthe0ther0ne, score 31）
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- @mfowler2442 (135): It's so apparent they are cutting back on usage for paid users. I used to never hit my limit. Now I hit my 5 hour limit within 10-20 messages. And I haven't changed a thing about how I use the platform. I know how to start new chats when one gets too long. Claude is just skimmin…
- @ZZerker (50): Also hit my limit today after 45min of work, strange Ah the summer events with 50% more usage is over, seems like changing back to chatGPT comes closer.
- @unrealf8 (35): First time I really struggled with limits as a 20x user. I am extremely concerned.
- @Xcyborg9 (35): Why are they trying so hard so lose customers?
- @iamthe0ther0ne (31): They just ended the "50% higher" promotion, so that's probably what you're seeing. I cut back to Pro--I've mostly switched to GPT because I'm a scientist and can't use Fable--and it's now unusable for coding, unlike my $20 GPT subscription. If they don't release something that d…
开发者借助Claude在三周内用Rust和Slint构建了开源桌面视频编辑器Concat，主打本地AI推理保护隐私、性能优于Web方案，Beta版已在GitHub获得约一万次下载。
# README I started working on this project like \~3 weeks ago and the Beta releases have \~10k total downloads on GitHub so far. Used the Claude Fable on Max subscription to develop this whole projec…
受众观点：① desktop-first + 本地AI推理在性能和隐私上全面优于OpenCut等Web方案，开发者详细对比了两者差异（@JUB0T, score 58） ② 开源生态带来的集成可能性让开发者兴奋，社区贡献是重要吸引力（@mawcopolow, score 53） ③ iOS和Android适配计划备受关注，作者表示Rust和Slint跨平台理论可行但依赖库适配是瓶颈（@Delicious-Ad3232, score 39）
展开评论
- @JUB0T (58): I am fully aware of their existence. Concat differs in some aspects like: 1. being desktop-first instead of Web-first like OpenCut 2. **Being more performant** (because its a native binary like CapCut and not a web app like OpenCut). 3. Concat actually uses local AI inference to…
- @mawcopolow (53): Amazing! Thanks for sharing, will try it out. It being open source opens up tons of possibilities for integration
- @Delicious-Ad3232 (39): Any plans for releasing iOS and Android apps? (or is it even possible with the stack?)
- @JUB0T (27): The stack itself is very easy to cross compile since both rust and Slint are native cross platform tools/libraries/languages. The real problem are the libraries like ONNX runtime (for local AI), ffmpeg (media engine), whisper.cpp (for captions), etc. I'll try to release a workin…
- @JUB0T (27): Davinci Resolve is too difficult to navigate and use for a lot of people. Most people use CapCut because of how easy-to-use its tools are. Most CapCut users aren't professional editors but rather indie creators who just want to quickly edit their personal videos. CapCut gives th…
用户批评Claude Opus 5从过度奉承矫枉过正到乱猜用户意图并固执己见，评论区延伸出对Sol模型对话质量、冗长输出以及"claudeslop"内容生态问题的广泛讨论。
Opus 5 is absolutely unbelievably lacking in any sort of conversational empathy it's almost comical. Don't get me wrong I'd take this anyday over the older models which would just agree with you on e…
受众观点：① 技术用户在对话中更喜欢Sol，认为其比Opus更简洁直接不废话（@teramoc, score 100） ② 对Opus 5回复风格的幽默吐槽——高赞评论直接模拟Opus语气反讽（@Nox_Alas, score 201） ③ 对冗长输出的强烈不满，核心观点经常淹没在大量无关段落中（@mrjezzab, score 41）
展开评论
- @Nox_Alas (201): I don't know half of you half as well as I should like, and I like less than half of you half as well as you deserve. Sincerely, Opus 5.
- @teramoc (100): If you are technical, then Sol kicks Opuses ass in conversation. cleaner. To the point. No waffle. for creative writing. I think they both suck at it. Humans still win. I fkg hate seeing those claudeslop reddit posts too. Not this one. But You know the ones i mean
- @mrjezzab (41): I mean that's assuming you spot it amongst the 15 paragraphs of drivel.
- @Due-Horse-5446 (27): just wait until until you discover claudeslop yt videos... Accidentally fell for one and clicked a space video. Direct quote about some planet having water: "This does not mean that anybodys home, but the water is chemically interesting"
- @pm_your_snesclassic (22): Claude wants to see the mountains, Gandalf!
独立开发者做的「网站 vibe code 检测工具」意外积累每日 100-150 有机访客（主要来自美国），不知道如何从纯工具流量中变现。
I made a side project just for fun, around 3 months ago. It's actually a vibe coded website detector. User enters his website url and they get a score of how likely their website is vibecoded, ai gen…
受众观点：① 广告变现门槛最低但收益有限（@cornelmanu, 9likes） ② 从「卖分数」改造为「卖解决方案」：付费审计报告、开发者线索分发、技术联盟营销三条具体变现路径（@rameezdev, 8likes） ③ 先想清楚「为什么有人会付费」再谈变现，否则所有路径都走歪（@kdee5849, 4likes）
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- @cornelmanu (9): Sell some ad space to companies?
- @rameezdev (8): The problem with a "vibe code score" is that it is a one-time check. People check their score out of curiosity, spend 30 seconds on the page, and leave. So I agree with you, a traditional monthly subscription model will not work here because there is no reason for a user to come…
- @kdee5849 (4): Why do you think someone would pay for this? I realize the internet makes tone hard to read - but I'm not asking that to be rude. It's actually an important thing to have an opinion on. Genuinely, why do you think someone WOULD pay for this?
- @logicblocks (2): Make a browser extension that does the same and market it through your site.
- @logicblocks (2): "Your Ad here. Contact us."
Claude Opus 5被用于逐帧绘制一段risograph印刷风格的完整动画，展示了最新AI模型在创意视觉序列生成方面的能力边界，引发大量用户索要prompt并与ChatGPT能力进行对比。
r/ClaudeAI Claude Opus 5 drew every frame of this animation using JavaScript.
受众观点：① 效果震撼，"pretty insane"成为最高赞评论，但没有更多技术细节（@VeterinarianLast4318, score 90） ② 强烈想要获取具体prompt来自己复现，评论区直接追问"Give me the prompt"（@Efistoffeles, score 29） ③ 对risograph印刷风格的识别和背景知识分享，有人补充了具体的风格定义链接（@harmoni-pet, score 22）
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- @VeterinarianLast4318 (90): This is pretty insane
- @Efistoffeles (73): Source: [https://x.com/kevin\_t\_ngo/status/2099477219877978289?s=20](https://x.com/kevin_t_ngo/status/2099477219877978289?s=20) https://preview.redd.it/ci7079nylnph1.png?width=695&format=png&auto=webp&s=5c784243e5f80943ff993878bfe9a3f775706a25
- @Efistoffeles (29): That's what I said. I was like, whaat the fuck? Give me the prompt. I want to make videos like this myself.
- @harmoni-pet (22): This style is called risograph printing: [https://risottostudio.com/pages/what-is-risograph-printing?srsltid=AU7gw4XnARvMiPYRZyZy0lUFZSMfg9MrSh-hv\_bwqGNwCabjXkVcuWyl](https://risottostudio.com/pages/what-is-risograph-printing?srsltid=AU7gw4XnARvMiPYRZyZy0lUFZSMfg9MrSh-hv_bwqGNw…
- @Any-Somewhere5129 (16): What's the wow factor here? I asked chatgpt about it and it draw me a static image and then an animation using javascript: https://chatgpt.com/share/6aa938b7-c3a4-83eb-ab37-fa3f7e4f6989 So it's just a question of making a longer sequence of such images. Edit: I asked for somethi…
独立开发者通过TAAFT通讯投放获得600次访问却仅一次下载，面临Mac平台限制导致转化率极低的窘境，在帖子中寻求是否应该转型或先推出Windows版本的建议。
I recently did a TAAFT newsletter placement but after 600+ website visits and only a single external download, I am ready to call it what it is: my favorite app in the world, works so damn well, remo…
受众观点：① newsletter流量本质是"好奇点击"而非意向用户，600次访问实际价值存疑（@Neither-Counter2756, score 3） ② 3个人主动填表询问Windows版本是真实需求信号，应优先做Windows而非放弃（@Neither-Counter2756, score 3） ③ 数据本身存在缺口，无法判断这1次下载是否仅来自TAAFT而非其他渠道（@Actual-Monk-7755, score 2）
展开评论
- @Neither-Counter2756 (3): 600 visits is not that much honestly, specially from a newsletter placement where half the clicks are just curious people who never intended to buy anything Mac+iPhone only is killing you, most freelancers i know are on windows, so those 3 people asking for windows version is ac…
- @Emotional-Hippo8183 (2): TAAFT? Sounds like TAFT. Anyway, tough crowd.
- @Actual-Monk-7755 (2): Only one download from 600 visits, but is that specific to the TAAFT placement or all traffic combined? Feels like a crucial detail missing here.
- @welcome_to_milliways (2): There's An AI For That, I think. Why it isn't TAAIFT I'll never understand.
- @elojdi (1): Maybe add a waitlist button before building it. Or even better fake it like it's available for some time, but once clicked explain it's in development => CTA join the waitlist. Might be better than building the Windows version before.
开发者系统性发现并解决了Claude会将对话上下文（如被拒绝的修改尝试）永久写入代码文件名、注释和git历史的问题，开源了一套PreToolUse钩子工具来自动扫描和拦截这类对话残留。
Tell Claude to make a grilled cheese. It adds ketchup. You say no ketchup. It names the file grilled\_cheese\_no\_ketchup.md. In a real repo: git commit -m "Add retry logic (without exponential backo…
受众观点：① 安全意识：高赞评论首先警告不要直接运行陌生安装脚本（@marktuk, score 105） ② 强烈共鸣，有用户表示这个问题是直接取消Claude Code订阅的原因（@Lorevi, score 27） ③ 对"为文件读者而写，不为对话者而写"这个核心原则产生强烈认同（@bonjamino, score 31）
展开评论
- @marktuk (105): People, please don't raw dawg that install script.
- @bonjamino (31): Yes! Excellent work. So frustrating to have these permanent memorials to some dead end long since irrelevant. And the principle of write for the reader not me is excellent too.
- @Lorevi (27): Honestly this was the real shit that made me cancel my Claude code sub. People talk about the difference in intelligence with astra and I don't really see it, but at least astra doesn't litter my codebase with meaningless comments multiple paragraphs long that only make sense in…
- @dowhileuntil787 (25): It does my nut in how Claude leaks prompts into the UX. On top of Opus just being verbose and baffling, if I say "add a list with one item per config entry", 9 times out of 10, it'll add some legend text like "every config entry is a list item and one config item reads as itself…
- @todamach (20): all the rest 4 comments are AI generated too....
CSS-Tricks 被 DigitalOcean 收购后长期被忽视，作者未获薪酬，评论区强烈批评 DO 花 300 万美元资助 dotfiles 集合却让优质技术内容资源烂掉。
r/webdev Why CSS-Tricks Has Been Quiet Lately
受众观点：① DigitalOcean 收购后完全忽视，作者未获薪酬，内容停滞，社区寒心（@EarnestHolly, 255likes） ② DO 给 Omarchy（glorified dotfiles 集合）$3M 却不付 CSS-Tricks 内容费的强烈反差引发公愤（@ValenceTheHuman, 126likes） ③ 大公司收购优质社区资源后既不用也不维护的「荒废模式」让人困惑（@thekwoka, 42likes）
展开评论
- @EarnestHolly (255): It's been neglected ever since DigitalOcean bought it. Soured my already fairly negative opinion of them. Why buy a treasured resource just to let it rot? Since the writers don't appear to be getting paid anyway, I don't really think it deserves our support or attention moving f…
- @ValenceTheHuman (126): It was neglected completely from early 2023 until mid 2024 when they re-hired Geoff. It has been pumping out good content until recently when it all came to a screeching halt again. As for payment, I'm afraid DigitalOcean is too busy giving $3 million dollars to Omarchy, a glori…
- @NickFullStack (87): Comments seem to indicate he hasn't been getting paid by DigitalOcean.
- @CantaloupeCamper (83): Doesn't actually say why.
- @thekwoka (42): > Why buy a treasured resource just to let it rot? It's always wild how many companies do this, buy something, and then just do nothing with it, not even cannibalize it. Just nothing.
热门讨论帖：vibe coder 和专业开发者在使用 AI 编程工具时写出的 prompt 有何本质差异，评论区给出多个相同任务的真实对比案例。
Just curious, how do vibe coders and developers prompt AI differently? Can you share an example of the same coding task from both and show how their prompts differ?
受众观点：① 开发者 prompt 包含明确边界约束（哪些文件不能动、架构约束、API 签名格式），vibe coder 只描述功能愿望（@meshifthenelse, 42likes） ② 开发者能用技术术语精确定位问题根因（如 race condition），非开发者只能描述表面行为（@ImKaxon, 20likes） ③ 在 prompt 中加入「什么必须保持不变+如何验证成功」这一行能把 AI 编造数字的频率降到零（@mrkeyoor, 7likes）
展开评论
- @meshifthenelse (42): "I want feature x. Don't touch files donot.py. Use dependency injection at y. Then ensure APi boundaries all use this signature; sth.dosth(a, b). Namespace entities with dot-notation like in Kubernetes." "I want feature x".
- @ImKaxon (20): A developer can often infer why something is wrong and use the right terminology to guide the agent toward a fix. A non-developer may not know, for example, that they're dealing with a race condition, so their prompt is more likely to describe the behavior and ask the agent to f…
- @ae_cordova (9): Devs make sure to add "Make no mistakes" at the end
- @mrkeyoor (7): same task, "add rate limiting to the login endpoint", two prompts i've actually watched people type. vibe: "add rate limiting to login so nobody can brute force it, keep it secure and don't break anything". you'll get working code. it'll usually be an in-memory counter that rese…
- @AbstractLogic (6): "I'm thinking of using architecture X or Y for the problem structure defined below. Is there another option? Explain each architect is a summary with examples, pros, cons, and a recommendation. Inspect the code base and consider code consistency when giving the recommendation. A…
用户看到OpenAI将Chat和Codex的使用配额分开计算后呼吁Anthropic效仿，但评论区对此分歧明显，有人担心分开计算反而是"enshittification"手段，有人分享了OpenAI Work应用在实际工作流中的具体使用体验。
r/ClaudeAI Anthropic should follow suit
受众观点：① 反直觉观点：有人认为OpenAI此举是将最佳功能引入限制池的手段而非用户福利（@Plane_Garbage, score 103） ② 担心合并配额是陷阱，分开后整体额度可能同步缩水（@randombsname1, score 76） ③ OpenAI Work应用实际体验分享，帮助完成DNS/DKIM配置等繁琐任务的具体案例（@TikiMagic, score 19）
展开评论
- @Plane_Garbage (103): You doofus - it's a play to enshitty one of OpenAI's best features: Chat doesn't contribute to Codex and Work usage.
- @randombsname1 (76): This sounds like a terrible idea since they'll probably pool usage together, lmao.
- @TikiMagic (19): It's one of the main reasons I've been migrating back to GPT. I like the Work app a lot, this week it helped me grind through getting a domain set up and registered and set up Gmail as the email handler and do all the DNS/SPF/DKIM/SPARC stuff I don't fully understand and don't n…
- @DeusExPersona (12): After switching to GPT to try it out I'm going back to Claude, but the GPT App is so much better than the Claude app to be fair
- @Dasky14 (6): One thing I'd really like is if they gave the normal claude chat the option to run scripts and commands. Sometimes I want to ask questions which could be far more efficiently and accurately answered with temporary scratchpad scripts, but I don't want to start an actual project a…
技术出身的 B2B SaaS 创始人刚完成 MVP，没有粉丝和营销预算，求教获得第一批付费用户的具体操作路径。
Hey everyone, I'm a software engineer who recently completed a B2B SaaS MVP. Up until now, my entire career has been focused on building, so transitioning to distribution feels like stepping into a c…
受众观点：① 前10个用户几乎必须手动拓展：精准定位 ICP、短电话、个人 onboarding、要求引荐（@missuncleben, 6likes） ② 社区暖身→精准收集邮件→冷 DM+电话→PH 软发布的完整操作顺序（@Vast_Pressure4080, 3likes） ③ 冷邮件奏效的关键是找论坛里主动抱怨痛点的人，用提问代替推销（@kettunen88, 2likes）
展开评论
- @missuncleben (6): Honestly I'd make the first 10 painfully manual: 1. Pick one narrow ICP and reach out to people who clearly have the problem, not a generic launch blast. 2. Do 5-10 short calls, sell the outcome, onboard them yourself, then ask each for one intro. 3. Watch activation, not signup…
- @Vast_Pressure4080 (3): Been there. Pure builder background, finished product, zero audience, zero budget. What actually got me the first 10: Started by warming accounts properly - light activity in neutral places first, then real comments in the target communities for a couple of weeks. Parallel to th…
- @SSF_allen (2): This is really great. You've given me direction and cleared up my confusion. My thoughts are all over the place right now, but after reading your reply, I can try to build my own funnel using your method. Although I'm not sure if I'll succeed, I believe that with everyone's advi…
- @Mindless_Coat3229 (2): get active on socials, nothing works as well as content nowadays
- @kettunen88 (2): cold email worked for me but not the way most guides tell it. i stopped pitching and started asking, sent maybe 40 a week to people already complaining about the problem in forums and linkedin comments. got 6 of my first 10 that way over about two months. the mistake i see most…
独立游戏开发者将Claude集成到Unity引擎并借此完成了包含昼夜交替、动态天气和植被联动的复杂系统，整个开放世界RPG游戏99%的代码均由Claude生成，开发者几乎不再需要手动打开代码编辑器。
**WORKFLOW ->** I integrated Claude into the Unity game engine to build a dynamic weather system. There are three main systems that are all interacting with each other, a 24-hour day and night sys…
受众观点：① 对游戏画面效果的直接情绪反应，最高赞评论简短但高分（@highlift, score 48） ② 对Claude one-shot率的好奇——大量请求还是一次成功（@Noob227, score 11） ③ 开发者分享了三个月开发历程中大量试错的真实过程（@Arkitech-RG, score 13）
展开评论
- @highlift (48): I hope he makes it home
- @SquizzOC (17): I like this
- @Arkitech-RG (13): This is currently my 3rd month of developing this game, so its definitely not a one shot sort of project, lots of trial and error, and I plan on working on this for years if I'm able - I'd like to make a really special single-player open world experience, the key feature being v…
- @Noob227 (11): Looks really good. Did you find that you had to make a lot of requests to claude or did it one shot most stuff
- @TheModernDespot (5): Very similar to SurrounDead. I'm curious if that had any impact on the art style of the game. Also, not really sure what you mean about this: "Within games that fall into the survival RPG genre - very few have a key style or aesthetic." This is just factually incorrect on every…
有人列出7个「无聊行业」声称适合建 SaaS 达到 $20K MRR，但评论区大量反驳指出这些行业早已饱和、用户极难说服切换工具。
Nobody gets excited about dispatch software for a 4 truck company. But owners in these industries keep posting "what software do you use?" and most of the replies are just other owners saying same. T…
受众观点：① 这些行业所有解决方案早已存在，搜任何一个都有百万级竞争对手（@Rollercast, 121likes） ② 这类行业用户习惯成本极高，「我已经用这个工具不想换」是比产品好坏更大的障碍（@_awps, 9likes） ③ 触达客户和营销才是真正难点，产品上线不等于客户上门（@logicblocks, 6likes）
展开评论
- @Rollercast (121): You should change the title to "Seven most saturated industries where 1000s of solutions already exists".
- @Just-Upstairs4397 (13): fr typing any of these "ideas" into google returns millions of companies lmao
- @_awps (9): The problem, this is also a category of people hard to convince to use a specific software. I asked and their answer is "…everyone uses {some\_app} and i am used to it and I don't want to switch etc, etc"
- @logicblocks (6): Besides that, reaching out to these people is where the real hard work is. Even if you had a really good alternative for them, it will still take time, energy and money to market your product out there. The post does make it sound like once you put your website online, customers…
- @Conscious-Month-7734 (5): Scoring threads gets you a list of places to look, which is useful. What it can't tell you is whether two of those people are stuck on the same thing. Your whiteboard guy with 7 roll-offs and the port dispatcher saying everything's too expensive are both in trucking and might ha…
独立开发者从零训练了一个仅44M参数、20MB大小的超小型语言模型SHADOW-50M，通过固定电路实现算术计算和磁盘记忆检索，在笔记本CPU上跑出1900 tok/s，并演示了与Gemini等大模型协作的混合架构。
Three weeks back , i posted SHADOW-250M here. It got 360 upvotes, 293 on r/LocalLLaMA and 94 GitHub stars. Thank you. That model was 60 MB, ran around 400 tok/s on CPU and could retrieve records from…
受众观点：① 模型对joke类问题存在过拟合，同一问题反复输出相同答案（@pm_me_your_pay_slips, 40 likes） ② 「让小模型真正学会推理才是正确的研究方向」（@Robert__Sinclair, 37 likes） ③ 不同运行环境下速度差异显著，2 tok/s vs 1900 tok/s的成因值得深挖（@Final-Data-1410, 12 likes）
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- @pm_me_your_pay_slips (40): A bit of overfitting going on? >Tell me a joke about donkeys in colombia > >Why did the computer go to the doctor? Because it had a virus. > >17 tokens · 2 tokens/s · 15.66 s >Tell me a joke a monkeys in China > >Why did the computer go to the doctor? Bec…
- @Robert__Sinclair (37): Way to go! Real research is to make reasoning small models that can be taught things.
- @Final-Data-1410 (12): Quick update I just run same questions in my laptop the answer are Tell me a joke about donkeys in colombia Why did the computer go to the doctor? Because it had a virus. \[1700 tok/s, 41 MB RSS\] Tell me a joke a monkeys in China Why did the monkeys cross the road? To get to th…
- @-R9X- (11): Well, to be fair, I laughed.
- @Final-Data-1410 (9): Thanks , that reinforcement idea came from some random Instagram reel I saw a few months ago about "neurons that fire together, wire together." I just thought why not try something like that with the index.
开发者询问构建可扩展 Web 应用的系统化方法，涵盖数据库选型、托管和架构决策，寻找可复用的「秘诀」。
Hi everyone, Anytime I plan on building a website I am not sure about how to approach it. E.g. A simple marketplace website. Login/Logout. People upload an image of something they want to sell. No pa…
受众观点：① 个人 boilerplate 积累策略（@zen8bit, 5分）：每个项目做复盘、提取可复用模块，逐步建立自己的框架 ② 别重复造轮子（@barrel_of_noodles, 3分）：博客用 WordPress、店铺用 Shopify，能用成熟 SaaS 就别自建 ③ boilerplate 的幻觉（@SolidDeveloper, 1分）：做了 8 年才意识到自己从未真正复用过任何保存的 boilerplate
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- @zen8bit (5): Generally I do a postmortem after every project and split out & generalize any code Im happy with into an evergrowing boiler plate. Eventually you'll have a couple variations of boilerplates you're happy with and then it should get continually easier from there.
- @barrel_of_noodles (3): Dawg, you are rec'ing this to someone who doesn't recognize half the words you posted. They said, "not much experience"
- @earthyscouring (2): That's the secret right there, your boilerplate grows into a personal framework over time
- @barrel_of_noodles (2): Bro is asking for the konomi cheat code to software dev. Hey cuz, this is an entire profession! Here: brochure site w/static updates? webflow, pick a template. Store? Shopify, just pay the damn monthly fee. Blog? WordPress or substack. Don't do anything fancy, just pick the temp…
- @SolidDeveloper (1): I did that for 8 years until I finally accepted the fact that I was never reusing those boilerplates and stopped saving things.
这篇文章将「破窗理论」引入代码库管理，分析 YAGNI 原则被团队机械执行时会固化坏抽象、累积技术债的规律，并给出何时停下来重构的判断框架。
The patterns already in a codebase have a huge influence on what gets added next, even when everyone can see those patterns are starting to break down. This article discusses this phenomenon through…
受众观点：① 如何在不过度预设架构的前提下降低未来重构成本（@jhartikainen，22 分） ② 保持单一职责、清晰命名等基础规范比预测变化方向更实用（@paulg1989，20 分） ③ 真正的问题是团队盲目应用任何原则而不停下来反思，而非 YAGNI 本身的问题（@hippydipster，12 分）
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- @jhartikainen (22): Good writeup and sensible advice. One thing that I wonder is how can we avoid the problems in the first place? Obviously we could build all kinds of architecture up front, but that's often unpractical, and likely to end up with poor results anyway, because you can't predict how…
- @paulg1989 (20): I think the most important thing is to build a workflow which allows time for frequent refactors. At the code level, however, the most important thing in my view is to leave the code in a state so that it can easily be abstracted or refactored later. Some general advice we can f…
- @reallydontaskme (12): I've never ever worked in a codebase that suffered from an excess of YAGNI and KISS, it's always been by far the opposite problem. You would not believe how happy some developers get when they hit the abstraction lottery and their abstraction just happens to work for another cas…
- @hippydipster (12): >The problem comes when a team applies YAGNI repeatedly without ever stopping to ask Doesn't it always seem to come down to whether the team is smart/dumb or disciplined/not-disciplined or careful/careless? Does it matter that it was YAGNI in that sentence, or would any heuri…
- @OrdinaryTension (4): This is the exact problem Evolutionary Architecture attempts to address. Start simple, pick abstractions that scale, and focus on just a few system attributes
独立开发者发布免费离线 Photoshop 替代品，零营销预算从 Reddit 两个社区引爆，获得 500 万次观看和 5000 名用户。
Launched a free, offline photoshop alternative, a side project I worked on since gpt6-astra came out. it started as a reddit post in this sub, showcasing the product, got decent traction. Then I post…
受众观点：① 如何扩大分发渠道（HN 和多个相关 subreddit）（@Rare_Guide_9830, 11likes） ② 分享学习经历是引爆关键，单纯发产品链接效果差得多（@softdeveloper23, 2likes） ③ 构建周期和变现计划（@ajaycreates, 2likes）
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- @Rare_Guide_9830 (11): Do a post on Hacker News as well, I got 3000 visitors in 10 minutes there the other day. This will explode there. Also other sub reddits with similar audiences: /imadethis /openai /openaicodex /buildinpublic /marketing
- @ialphadev (5): Great so you only posted on reddit and that to in only 1 sub reddit thats crazy , anyways much congratulations to you !
- @softdeveloper23 (2): Congrats! Sharing what you learned alongside the app is the part that stands out to me. That's something I'm trying to get better at with my own projects. Hopefully the feedback gives you a clear idea of what to improve next.
- @ajaycreates (2): From one post, its really awesome. Btw how much time it took for building this ? And are you going to monitize it later ?
- @AsejereDaDeje (2): 2 weeks to build. I am not gonna monetize this product. maybe when I'll clone after effects I'll monetize it.
一篇将「AI 取代程序员的恐慌」类比为「汇编语言曾经取代低级程序员」的文章，但评论区几乎一致对这个类比进行了批驳，认为 prompt 根本不等同于代码，类比从根本上就错了。
Thank you for your comments and feedback. I present to you this week's article (free and adfree). Let me know what you think.
受众观点：① prompt 是短暂的实现工具，不能替代代码库成为持久的「源码」（@patient-palanquin，15 分） ② 文章论据薄弱，援引的「开发者恐慌」言论无任何来源（@nickcash，6 分） ③ 当 prompt 详细到可以稳定复现输出时，其复杂度本身已接近源代码（@DoingItForEli，4 分）
展开评论
- @patient-palanquin (15): This analogy won't die. It's not at all like assembly because prompts are not code. Nobody is replacing codebases with prompts that "compile" to running code. Prompts are short-lived and exist only during implementation, then they are thrown away and the code is the source of tr…
- @PM_ME_A_STEAM_GIFT (7): \> Nobody is replacing codebases with prompts that "compile" to running code. Someone will mistake that as a challenge.
- @nickcash (6): Your one and one example of developer panic is a "programmers said something like" made-up quote with no sources. This is lazy even by ai bro standards
- @cojoco (5): That would be true only if AI agents did what they were told.
- @DoingItForEli (4): > Prompts are short-lived and exist only during implementation, then they are thrown away and the code is the source of truth. Just to add something we've all encountered- the code may become the source of truth, but the prompt itself likely will result in a totally different…
Komodo 开源 Docker 管理平台通过 88 个工具的 MCP 服务器接入 AI agent，实现自然语言管理和故障排查 Docker 环境。
As I get more into home lab AI integration, MCP servers are definitely something I have been experimenting with more and more in the past few months. In case you didn't know or hadn't heard about thi…
受众观点：① 88 个工具实际日常高频使用的有多少，工具集规模的必要性（@Swimming-Yam-9932, 2分） ② MCP 工具数量对 context window 的消耗和 prompt drift 风险，Claude Code 多工具叠加时的稳定性（@BP041, 1分） ③ AI-ops 实际落地效果：查看错误日志、创建 deployment 和 stack 等操作体验（@brandonvht, 2分）
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- @pport8 (5): Politician response.
- @Swimming-Yam-9932 (2): 88 tools is wild, how many of them you actually end up using on daily basis
- @brandonvht (2): I really like it so far, allows to do some pretty cool AI-ops type things in the lab. Can look through error logs, can create deployments, stacks, etc, so definitely worth checking it out 👍
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @BP041 (1): Not sure if 88 tools comes with a cost in context window usage, but if each tool has a decent description the model should navigate them fine. I've been running a similar MCP setup with Claude Code and the main pain point is prompt drift when you stack too many tools - curious i…
Web开发者寻求通过RSS订阅和信息聚合工具跟踪线上故障和安全事件的实用方法。
Besides keeping tabs via Reddit and Hackernews, are there any RSS feeds, newsletters, blogs/publications, or clearing-house style websites that you follow to keep track of prominent public incidents,…
受众观点：① 企业安全情报入口（@chris552393, 3分）：Microsoft Threat Intelligence 作为安全从业者首选参考 ② statuspage RSS 的隐藏接口（@Muad-Dev, 2分）：GitHub、Cloudflare、AWS 的状态页 atom feed 可直接导入 feed reader，CISA KEV feed 比刷安全 Twitter 信噪比高得多 ③ 老牌社区的衰落（@typhona, 2分）：Slashdot 曾经是信息聚合中心，现在每天仅发 5 条内容已基本失效
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- @chris552393 (3): Microsoft Threat Intelligence
- @Muad-Dev (2): Most major providers' status pages have an RSS/Atom feed hanging off them even when it's not linked anywhere obvious - GitHub's is /history.atom, Cloudflare and AWS have similar ones off their statuspage.io-hosted pages. I dump those into a feed reader instead of watching X. For…
- @typhona (2): Ozzu.com is cool as is slashdot.org
- @popisms (1): Slashdot has been dying for a long time. They barely post at all anymore. For example, there were only 5 stories yesterday.
- @typhona (1): Well damn
学生开发者为非营利机构重建网站，在 Astro/Payload 等现代框架与 WordPress 之间做技术选型，寻求可让非技术人员独立管理内容的方案。
I recently landed a work study position for web development for a non profit. I have experience with web application and some light web development. I was given the task of redesigning the old websit…
受众观点：① 接班维护问题优先于技术选型（@momobecraycray, 3分）：非营利机构志愿者/临时员工频繁更替，WordPress 因生态成熟被推荐为最低风险选项 ② 先理解非技术用户真实工作流（@FewBrain208, 2分）：让他们演示当前操作流程再决定技术栈，比功能清单更有价值 ③ 内容建模先于框架选择（@keddylilazanya, 2分）：URL 结构、重复页面类型、权限分级需要在选栈前定义清楚
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- @momobecraycray (3): A massive issue non profits and charities have with their websites is when volunteers or temp staff come in and takeover. It gets rebuilt in that person's personal preference or flavour of the month and when they leave soon after, all the remaining staff have NFI how to update o…
- @FewBrain208 (2): imo the biggest thing to nail down first is what the non-technical staff actually need to publish. get them to show you their current workflow and what frustrates them. the tech stack decision gets way easier once you know the real content requirements
- @keddylilazanya (2): Since you already have two devs and want to keep control of the code, I probably wouldn't outsource the whole build first. The bigger thing I'd lock down before choosing Astro/Payload/etc. is the content model: what staff need to publish, which page types repeat, who can edit wh…
- @paperclipstudio (2): 1. Before choosing a stack, make a URL/content inventory of the current site and donation flow; \`curl -I\` each important URL so you know what must keep working. 2. Capture a baseline in Chrome DevTools (Lighthouse, mobile and desktop) and record accessibility, LCP, and any fai…
- @423266 (1): sounds like you're in over your heads. good luck explaining to investors why their donations crashed your site.
PostHog 发布的文章主张用 AI agent 和时间限制策略减少代码审查瓶颈，但评论区普遍批评其本质是「别认真审查」的包装营销内容。
r/webdev Stop being the code review bottleneck
受众观点：① 对「快速审查」建议的强烈批评（@lanerdofchristian, 18分）：核心论点就是「别好好审查」重复了四遍 ② PostHog 商业动机嫌疑（@GriffinMakesThings, 8分）：发现文章来源是 PostHog，评论者表示学会了要避开 PostHog ③ AI agent 并不能提升审查效率（@ProfessorSpecialist, 5分）：真正的解决方案是把 PR 切成遵循单一心智模型的小块
展开评论
- @lanerdofchristian (18): Wow, what terrible advice. "PR process too slow? Just don't actually review stuff properly!" repeated 4 times.
- @GriffinMakesThings (8): Honestly I found the article very helpful. I've learned that I should avoid using Posthog.
- @ProfessorSpecialist (5): Using ai agents to code review will most likely make the process slower not faster. The truth is ppl need to cut their PRs into reasonable chunks that all follow one mental model. That makes it easier to review critical parts faster
- @j_shor (2): How many production incidents do you have each day?
- @j_shor (2): If drvs are spending only a few minutes to review a PR then I can't imagine them spending too much time on testing or QA either
开发者用 Claude 辅助完成了将真实 TempleOS 实例通过 QEMU 虚拟机流式嵌入《半条命》游戏内显示器的技术改造，可在游戏中直接键入指令并运行程序。
It runs a real TempleOS instance in QEMU in the background and streams it onto one of the monitors in the game, so you can walk up and actually type into it and run its little games. Most of it Claud…
受众观点：① 对 Claude 辅助 mod 开发的可行性感兴趣，有人直接提出能否用 Claude 为老游戏添加 AI 角色扮演元素（@Secure-Cook-8613, 8likes）② TempleOS 社区情感纽带强烈，"For Terry"的致敬评论获高赞，显示该社区有独特的技术文化归属感（@OldLead4716, 7likes）
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- @Secure-Cook-8613 (8): claude did solid work on this mod, wonder if it could brainstorm ideas for adding ai roleplay elements to old games like half life.
- @OldLead4716 (7): For Terry
- @racialminority (5): https://preview.redd.it/djnd2rpizpph1.jpeg?width=543&format=pjpg&auto=webp&s=adc867969f3704d7cd4dfa61038f84c0add22e46
- @racialminority (2): oh right, that seems like an interesting idea
- @racialminority (2): thats actually a good idea, let me look into it, i was just goofin for this project
dayGLANCE v5.x 新增 Obsidian 插件和 MCP 服务器，支持通过 Claude AI 自然语言添加任务，同时引入 Day Dial 环境视图和月视图。
It's been a while since I posted here, as I've been busy building. It's been a productive couple months, with dayGLANCE now being included on [awesome-selfhosted](https://awesome-selfhosted.net/index…
受众观点：① 网站截图展示不够直观，建议增加 gallery 页面（@Moonrak3r, 7分） ② 日历同步是否覆盖全部日历事件、Nextcloud 集成需求（@milialuna, 2分） ③ Docker 容器部署顺利但 WebDAV 移动端连接失败的兼容性问题（@yowzadfish80, 2分）
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- @Moonrak3r (7): Looks nice. Just a suggestion, including that graphic on your webpage about the app might be helpful. A picture is worth a thousand words and all that.
- @milialuna (2): Does the Calendar Sync only sync the Task but not all calendar event? I wanna integrate with my Nextcloud calendar
- @yowzadfish80 (2): This looks really good and just might be the solution to my problems! I was able to spin up the Docker container easily and can use it fine in the browser. I've also connected my Synology via WebDAV and it works. However the Android app refuses to connect over WebDAV with the ex…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @krelltunez (1): Agreed, I need to update the website. I wanted to keep it clean, but I think a gallery section would be helpful. Until then, there's loads of screenshots on my GitHub!
开发者基于 Claude Code 函数钩子（function hooks）机制构建了四款终端内小游戏，游戏状态会根据测试通过/失败、代码提交等实际 Claude 行为动态变化。
Built a Claude Code plugin , /dino, /shooter, /racer, /breakout , that render right above the prompt so you've got something to do during longer turns instead of staring at a spinner. They're not jus…
受众观点：① 对 function hooks 机制新颖应用感兴趣，有人直接要求新游戏类型（@CrowdGoesWildWoooo, 1like）② 社区正在自发组织 Claude 游戏开发子版块，说明有一定体量的开发者受众（@ClaudeAI-mod-bot, 1like）
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- @[deleted] (3): [deleted]
- @falkkor (2): brother that is every rocket ever
- @ClaudeAI-mod-bot (1): You may be interested in joining our new Claude Game Dev subreddit for game devs who use Claude. Check it out here : http://www.reddit.com/r/ClaudeGameDev
- @CrowdGoesWildWoooo (1): Please make one that is like the bouncing dvd
- @youngdumbbbroke (1): sure...adding that next.
将 Elo 积分竞技机制引入多语言学习的免费 Web 应用 Langforces，类似 chess.com 对战模式，用户可在各语言中积累段位排名。
Hey everyone! I wanted to turn being a polyglot into a competitive sport, so I built a game called Langforces. In this game, you'll play language challenges like on chess dot com, and you'll get an E…
受众观点：① 强烈要求增加更多语言支持（@BreizhP0wer, score=3；@Jealous-Menu2651, score=2）② 希望答错后能跳转到对应学习模块，强化知识巩固闭环（@Thembro01, score=2）
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- @BreizhP0wer (3): Damn I love it. Please add Czech I beg you
- @Jealous-Menu2651 (2): czech would be awesome, seconding this
- @Thembro01 (2): I love the concept! Would be great to direct you to some learning module for ones you missed if you choose to. It made me want to learn more about what I got wrong.
- @Substantial_Dance_30 (1): Thank you vm 😄 Sure, I'm on it!
- @Substantial_Dance_30 (1): Thank you, really appreciate the feedback! I'll add the learning modules after each game
Supademo 创始人复盘三年内 50 次重建用户 onboarding 流程的完整方法论，$4M ARR 背后有哪些可执行的 activation 指标和产品设计决策。
Over the last 3 years, we grew Supademo past $4M ARR, >25% EBITDA margins & 200k+ users. During that time, the one process we've been maniacal about is **customer onboarding.** As prefaced in…
受众观点：① activation 定义需量化并与付费/留存挂钩，不能用虚荣指标，需每季度随产品变化重新校准（@arthaudm, 1likes） ② reverse trial 数据有效性需对照组验证（@john006868, 0likes）
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- @jhylee (2): Full video breakdown :-) [https://www.youtube.com/watch?v=V0VN2VVF3Us](https://www.youtube.com/watch?v=V0VN2VVF3Us)
- @[deleted] (1): [removed]
- @arthaudm (1): The activation definition is the part most teams skip. A useful check is to calculate conversion for several candidate actions, then pick the earliest behavior that predicts retention or payment without simply restating it. We learned this building Mio: account creation said alm…
- @john006868 (0): Everyone in that 15% spent their first 14 days on your top tier, so 3 demos plus 5 edits plus a share is partly a measure of the plan you handed them. Cheap test: rerun the split on signups who only ever saw the free plan and check whether the same three events still predict an…
Prior Labs发布表格数据基础模型TabPFN-3.5，在TabArena和BeyondArena双榜第一，新增Thinking推理变体可用算力换精度，Plus版专为文本富集数据优化。
Prior Labs released their latest tabular foundation model, TabPFN-3.5 today. The model is top of both TabArena and BeyondArena and SOTA for 1M rows and up to 20k features It comes with: \- TabPFN-3.5…
受众观点：① Plus变体定位不明确，社区在追问其架构细节（@MrRandom04, 2 likes） ② Thinking变体被认为是「对表格模型来说很野的方向」，用延迟换精度（@VoluminousBreadth, 2 likes） ③ 维护者直接在评论补充了Plus的官方定位——针对含文本的混乱真实数据集（@tuanacelik, 1 like）
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- @MrRandom04 (2): What's the Plus variant like?
- @VoluminousBreadth (2): Plus is the one they seem to be positioning for production workloads, though the exact architecture details aren't fully public yet. From what they've shown, it's effectively the base model with better calibration and a bit more capacity for messy real-world data. The thinking v…
- @tuanacelik (1): Yea honestly don't know why I skipped adding more info on that! That one is available via the API, and adds better significantly better text processing. From the model announcement: "TabPFN-3.5-Plus adds enhanced processing to extract signal from text-rich datasets containing pr…
独立开发者借助 Claude 和 Codex 辅助调试代码、用 Unity 打造的休闲泡泡射击游戏 FrogPop，已发布 Steam 预告片并保留免费 itch.io Demo。
A small update on FrogPop, the game I posted here in August. The new gameplay trailer is finished and up on Steam. It's a Unity game inspired by Bubble Trouble. You're a frog, your tongue pops the bu…
受众观点：① 对游戏玩法与 Bubble Trouble 高度相似的第一反应（@Alive_Astronomer2808, score=2）② 认可经典玩法但也指出相似性（@Ok_Camp555, score=1）
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- @Alive_Astronomer2808 (2): Lol the first thing I thought when I saw this was "this reminds me of bubble trouble"!
- @Ok_Camp555 (1): This is definitely just bubble trouble but... I do love that game
- @JustBrainEater (1): pang
开源交互式 3D 可视化工具，让用户在三维场景中点击探索计算机各硬件组件的功能，替代枯燥文字说明的硬件学习方式。
**I built an interactive 3D PC anatomy tool to learn what's actually inside a computer** I've been working on an open-source project called **PC Anatomy**. The idea is simple: instead of reading a wa…
受众观点：① 对项目创意和视觉效果的初步肯定（@cooladventureguy, score=1）
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- @cooladventureguy (1): This looks amazing, we'll done!
面向开发者嵌入应用的 ProseMirror 富文本编辑器 Domternal，支持 React/Vue/Angular，采用 MIT 免费核心加付费 Pro 协作功能的商业模式，已发布稳定 1.x 版本。
I'm building Domternal full-time, and it has reached a stable 1.x release. Here's a short walkthrough of the editor, from the free features to the optional Pro extensions. Domternal is a rich text ed…
受众观点：（当前尚无评论，评论区完全空白，是第一个留下有价值开发者评论的最佳时机）
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- _无评论_
tiun是面向初创团队的一体化商业基础设施平台，将身份验证、客户数据库、支付、MoR商家托管、税务合规和数据分析整合进单一系统，今日荣登PH榜首。
tiun.
受众观点：① @PageAI赞赏将MoR与auth和analytics结合的创意，询问是否有计划扩展到存储/数据库成为一站式平台 ② @darkkraft关注auth和DB的限制/成本及可扩展性，追问支付后端如何实现有竞争力的费率 ③ 创始人@sandro_zweig1明确表示当前刻意聚焦"商业层"（auth+支付+MoR+税+分析），认为这才是真正痛点
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- @Overview (0): * [Reviews](/products/tiun-2/reviews) * [Alternatives](/products/tiun-2/alternatives) * [Forum](/p/tiun-2) * [Team](/products/tiun-2/makers) * [Awards](/products/tiun-2/awards) * More Free Launch tags:[Payments](/topics/payments)•[Developer Tools](/topics/developer-tools)•[Artif…
- @darkkraft (0): [chat-recall](/products/chat-recall) Interesting solution! Congrats for the launch! Can you give some details on the auth and the db limits/cost and also scalability? Is there a limit after which there are different costs compared to a simple db and x nr of users? Also on the pa…
- @PageAI (0): Super interesting idea to combine MoR with auth and analytics. I think this is going to be huge. Do you have any plans to go into storage/db so tiun would be the only platform you need to build an entire startup? 👀 Upvote (5) Report Share 12h ago [](/@sandro%5Fzweig1) [Sandro Zw…
Kilo Code发布iOS和Android移动端，允许开发者在手机上远程控制云端AI编程agent、管理VS Code会话并审查PR，让AI编程工作流延伸到离开电脑的场景。
Kilo Code
受众观点：① @Jacey重点评价其开发者体验（DX）——设置无摩擦、建议有帮助、输出质量稳定，认为是"全天可信赖的工具" ② @fmerian（Maker）介绍了产品演进路径：VS Code插件→JetBrains插件→移动端，强调"随时随地"的核心使命 ③ @Muhammad Ahmed询问是否支持语音输入回复coding agent
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- @Overview (0): * [Launches6](/products/kilocode/launches) * [Reviews46](/products/kilocode/reviews) * [Alternatives](/products/kilocode/alternatives) * [Customers](/products/kilocode/customers) * [Built with](/products/kilocode/built-with) * [Forum](/p/kilocode) * More This is the 6th launch f…
- @Jacey (0): •[4 reviews](/@hijacey/reviews) #### What's great developer experience (35) What stood out to me is the developer experience - it feels fast to get value without a bunch of setup friction. * Clear, focused UX that stays out of the way while coding * Helpful suggestions for refac…
- @fmerian (0): [Kilo Code](/products/kilocode) Maker 📌 From day one, the mission has been to build an all-in-one, agentic engineering platform that supports you wherever you are. It started with a [@VS Code](https://www.producthunt.com/products/vscode) extension, launched 18 months ago, then a…
- @fmerian (0): [Kilo Code](/products/kilocode) Maker #dogfooding Upvote Report Share 8h ago [](/@aymi%5Fmalik) [Muhammad Ahmed](/@aymi%5Fmalik) Is there voice recognition for replies to coding bots from mobile or is it still text only? Btw, Congratulations [@fmerian](https://www.producthunt.co…
- @fmerian (0): [Kilo Code](/products/kilocode) Maker
Voiskey 是一款带有「表达智能」的 AI 语音转文字工具，能自动识别语境和读者身份，输出保留说话者个人风格的文字，已登陆 iOS/macOS/Android/Windows 四端。
Voiskey
受众观点：① 多语言用户对代码自动切换的强烈需求（@Vikram 提到多语言用户等待已久的功能） ② 专有名词和技术术语的识别准确度（有评论提及添加自定义词典和记忆功能） ③ 输出文字能保留说话者个人写作风格的核心价值
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- @Transcription (0): Voiskey starts from what you meant, not just what you said. Speak a rough thought and it comes back shaped for where it's going and who's reading it: casual with a friend, composed with a colleague, technical with an AI. It arrives 5x faster than typing, cleaned up and ready to…
- @Voiskey (0): Maker 📌 Hi Product Hunt, I'm Jenny, from the Voiskey team. We started this because of the same wall we kept hitting - AI dictation still isn't truly edit-free. The text comes out polished, and a lot of the time sanded flat: a message to a friend comes back like a memo, or a note…
- @Vikram (0): [@jenny\_liu9](https://www.producthunt.com/@jenny%5Fliu9) Handling the code-switching automatically without digging into settings every time is exactly what multilingual folks have been waiting for such a nice launch... congrats team👋 Upvote Report Share 12h ago [](/@jenny%5Fliu…
- @Voiskey (0): Maker
- @Voiskey (0): Maker [@jenny\_liu9](https://www.producthunt.com/@jenny%5Fliu9) [@atul15](https://www.producthunt.com/@atul15) Good question! It handles uncommon names and technical terms reasonably well, and especially if you add it to the dictionary or if correct it once. It remembers and pri…
siift 是以「人类判断力」为核心的 AI 战略决策工具，专为创业团队设计，解决通用 AI 加速执行却导致决策失焦、知识碎片化的问题。
siift
受众观点：① AI 加速执行但缺乏主动过滤机制导致决策质量下降的痛点（@Vikram，3 likes） ② 团队知识分散在多个 AI 对话中、无法形成统一策略认知源的具体问题 ③ 人类判断力与 AI 执行速度如何在工作流中实现最佳平衡
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- @Overview (0): * [Reviews](/products/siift/reviews) * [Alternatives](/products/siift/alternatives) * [Built with](/products/siift/built-with) * [Team](/products/siift/makers) * [Awards](/products/siift/awards) * More Free Options Launch tags:[Productivity](/topics/productivity)•[Artificial Int…
- @siift (0): Maker 📌 Hey Product Hunt! I'm **Samim**, founder of siift 👋 **📖 Why we built siift** Two years ago I ran my last startup on a general-purpose AI. It felt like a superpower: research, plans, content, decisions, all accelerated. As the business grew, our thinking got buried across…
- @Vikram (0): [@samims](https://www.producthunt.com/@samims) Love the focus on human judgment, AI is great for speed but having a central source of truth for strategy is so necessary. congrats for launch🙌 Upvote (3) Report Share 12h ago [](/@samims) [Samim Safaei](/@samims)
- @siift (0): Maker
- @Incredible (0): Maker
Axari 是面向企业安全团队的 AI 数字孪生产品，在 Slack/Teams 中作为不间断的协作者处理跨工具警报协调，由曾将 Demisto 卖给 Palo Alto Networks（5.6 亿美元）的创始人打造。
Axari
受众观点：① 安全场景中 AI 必须真正完成工作而非仅辅助思考的强需求（@Osaurus，4 likes） ② AI 作为跨工具协调层（alerts/tickets/teams）的核心价值，消除人工协调瓶颈 ③ "indefatigable"（不知疲倦）作为 AI 产品核心价值主张的讨论
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- @OpenClaw (0): Your Axari AI twin understands your security world, works across your tools and teams, and keeps work moving until it is actually done. Assign it a goal, let it work proactively, or give it recurring responsibilities - all from within Slack or MS Teams. Attackers aren't going to…
- @OpenClaw (0): [Runbear](/products/runbear?ref=product%5Fsidebar) Build AI teammates to automate workflows in Slack & Teams [5.0(8 reviews)](/products/runbear/reviews)
- @Axari (0): Maker 📌 **Hey Product Hunt.** I'm Prasen, founder of Axari. I've spent most of my career building cybersecurity products. I was the first PM at Demisto, where we helped create the SOAR category and built 500+ security integrations before the company was acquired by Palo Alto Net…
- @Osaurus (0): Hunter 💎 Pixel perfection **"Indefatigable"** is the word [@prasen\_shelar](https://www.producthunt.com/@prasen%5Fshelar) and I kept coming back to. Axari gives each security professional an AI twin in Slack or Teams-one that can take recurring responsibilities, coordinate acros…
- @Axari (0): Maker Really appreciate this, [@chrismessina](https://www.producthunt.com/@chrismessina). And yes, **indefatigable** was the word we kept coming back to. You captured the part we care about most: not just helping someone think through the work, but actually staying with it until…