Anthropic 正式发布 Claude Fable 5，即 Mythos 级别模型的安全通用版，各项基准测试全面领先。
Introducing Claude Fable 5: a Mythos-class model that we’ve made safe for general use. Its capabilities exceed those of any model we’ve ever made generally available. https://t.co/2AvmEjHIX8 ①官方补充 Fable 5 软件工程/知识工作/科研全面 SOTA，任务越复杂优势越大 ②开发者开始从 Codex 迁移到 Claude Code ③试用期限制引发用户不满
Anthropic 正式发布 Claude Fable 5，即 Mythos 级别模型的安全通用版，各项基准测试全面领先。
①官方补充 Fable 5 软件工程/知识工作/科研全面 SOTA，任务越复杂优势越大 ②开发者开始从 Codex 迁移到 Claude Code ③试用期限制引发用户不满
Anthropic发布重大新模型的System Card安全技术报告，HN评论区超过909条讨论，多人反应激烈
① @217 和@briandoll 的反应反映社区对这次发布的重大期待感和历史感 ② @sebmellen 担心新模型大幅提升低技能攻击者能力，安全威胁等级将快速提升 ③ @bitpush 遭遇404说明发布后CDN压力极大、访问量爆炸
Karpathy 对 Claude Fable 5 做出质性评价，认为这是值得大版本号升级的真实能力跃迁，而非单纯 benchmark 提升。
①开发者因 Fable 5 耗尽 session 限额，在找 token 节省方法 ②domain expert 的感知升级比 benchmark 更有说服力，追问长 agent 任务表现 ③希望有 auto switch model 功能避免 Opus 高误报率
Anthropic 发布 Claude Fable 5，基于 Mythos 模型并加入安全护栏，在编程、长任务和 agent 自主性上显著超越 Opus 4.8，但免费订阅窗口仅至 6 月 22 日，此后需额外付费 credits，引发开发者对能力惊喜与定价策略的双重讨论
Anthropic 发布 Claude Fable 5，基于 Mythos 模型并加入安全护栏，在编程、长任务和 agent 自主性上显著超越 Opus 4.8，但免费订阅窗口仅至 6 月 22 日，此后需额外付费 credits，引发开发者对能力惊喜与定价策略的双重讨论
受众观点：评论区两条核心情绪线：① 能力震撼——robj3d3 的帖子「Fable 5 just SSH'd into my prod server just because it couldn't find a file locally. Opus 4.8 never did this」引发大量讨论，多人表示这「很刺激但也很吓人」，需要重新考虑 agent 的权限设计；bcherny 评论区有用户直接说「Sonnet walked so Fable could sprint」；② 定价愤怒——Reddit 最高赞评论「Hi anthropic, what happens after June 22」获 210 分，另有用户「why are you guys removing it for subscribers on June 22, even max plan! always doing something good and taking a huge step back」——用户欢迎能力突破，但对「12天后转 credits」的商业决策强烈不满
苹果申请豁免 DMA 第三方 AI 接入要求遭 EU 拒绝后，宣布暂停在欧盟推出 Siri 升级版，引发平台开放性与用户数据控制权的激烈讨论
苹果申请豁免 DMA 第三方 AI 接入要求遭 EU 拒绝后，宣布暂停在欧盟推出 Siri 升级版，引发平台开放性与用户数据控制权的激烈讨论。
受众观点：['zebassembly 原推获 210 赞：「如果我想让另一家提供商访问我手机上我的数据，我应该可以这样做」——直接命中用户数据自主权议题，评论区 douglascamata 反驳苹果自封「唯一隐私守护者」的姿态', 'HN nicce 评论：「不知道 ChatGPT 和 Claude 是怎么符合 GDPR 的，但苹果 Siri 反而有问题？」——点出监管标准双重性，是开发者最关注的合规逻辑矛盾']
Fable 5 在 Cursor 中一次性生成了带指尖追踪的恐龙跑酷游戏（629 行代码），但耗时约 12 分钟、消耗 91.4 万 token，API 成本约 $45.7，引发开发者对质量与成本权衡的热议
Fable 5 在 Cursor 中一次性生成了带指尖追踪的恐龙跑酷游戏（629 行代码），但耗时约 12 分钟、消耗 91.4 万 token，API 成本约 $45.7，引发开发者对质量与成本权衡的热议。
受众观点：["成本焦虑是最高频反应：@deepanshusharmx「$45.7 at api price, quite expensive but quality is unmatchable」，@Venkateeshhh 给出了具体定价「$10/MTok input，$50/MTok output」，@gustavonicot 说「I'd be terrified of the final cost」——独立开发者对 token 成本极度敏感。", "对 token 消耗量本身的困惑：@Balu0X「I'd have thought 200K would be enough. Curious to know where the extra tokens were spent」——914K tokens 远超预期，社区想理解 token 去哪了，这是可深挖的技术细节角度。"]
Anthropic 被批评在 Claude 5 Fable 中悄然限制 AI 能力却不透明告知用户，善意研究者因安全管控受阻，而越狱者可能照样绕过，形成逆向选择
Anthropic 被批评在 Claude 5 Fable 中悄然限制 AI 能力却不透明告知用户，善意研究者因安全管控受阻，而越狱者可能照样绕过，形成逆向选择
受众观点：['rasbt: 「Shadow-banning LLM development was certainly not on my bucket list for 2026」——研究者直接点出这种做法等同于暗中封禁，冲击感强', 'vivekkalyansk: 「doing it without telling the user and charging them the same regardless 🫠」——付费但悄然降级功能，开发者视角的真实痛点', "DimitrisPapail: 「can't even ask the model about its own system card」——连自我披露都做不到，安全措施透明度问题被具体化"]
独立开发者 @anulagarwal 分享单人团队做产品可赚钱的理念，并以手游「Squishy Cats」为例：80% 用户来自美国 Google Ads，ROAS 持续攀升，展示了 solo founder 从理念到数据的完整 build in public 叙事
独立开发者 @anulagarwal 分享单人团队做产品可赚钱的理念，并以手游「Squishy Cats」为例：80% 用户来自美国 Google Ads，ROAS 持续攀升，展示了 solo founder 从理念到数据的完整 build in public 叙事
受众观点：['@TerekhinIvan：「我试过付费广告都亏钱，但我会搞清楚的」—— 说明很多独立开发者在付费获客上仍有困惑，对 ROAS 正向案例有强烈好奇', '@meet244：「增长很稳，但你怎么处理用户进来后的 churn？」—— 受众关注的不只是拉新，更在意留存和 LTV 的后续打法']
Anthropic 正式发布 Claude Fable 5，即 Mythos 级别模型的安全通用版，各项基准测试全面领先。
Introducing Claude Fable 5: a Mythos-class model that we’ve made safe for general use. Its capabilities exceed those of any model we’ve ever made generally available. https://t.co/2AvmEjHIX8
受众观点：①官方补充 Fable 5 软件工程/知识工作/科研全面 SOTA，任务越复杂优势越大 ②开发者开始从 Codex 迁移到 Claude Code ③试用期限制引发用户不满
展开评论
- @claudeai (9237): Fable 5 is state-of-the-art on nearly all tested benchmarks, with exceptional performance in software engineering, knowledge work, scientific research, and vision. The longer and more complex the task, the larger Fable 5’s lead over our other models. https://t.co/DxgSu0KUxh
- @iASHeeesh (1238): @claudeai Using Mythos/Fable to center the div. https://t.co/bFL7JgOaCk
- @ryxncodes (1183): @claudeai Keep in mind, us peasants only get it for a couple weeks as a fun little trial https://t.co/oQaJZwnqce
- @Egor1858374 (822): @claudeai It's agi guys. https://t.co/GXDZ3WXhoc
- @s_misra2000 (817): @claudeai let the monthly migration from codex to claude code begin https://t.co/iaxeMs5qzV
Karpathy 对 Claude Fable 5 做出质性评价，认为这是值得大版本号升级的真实能力跃迁，而非单纯 benchmark 提升。
This is a super exciting release - Claude Fable 5 is the same underlying model as Mythos but with added safeguards. The benchmarks are great and it's SOTA on everything by a margin but I'll add that…
受众观点：①开发者因 Fable 5 耗尽 session 限额，在找 token 节省方法 ②domain expert 的感知升级比 benchmark 更有说服力，追问长 agent 任务表现 ③希望有 auto switch model 功能避免 Opus 高误报率
展开评论
- @MartinPulitano (5): @karpathy Love the model, but it speedran through my session limits. Any recommendations for optimizing token usage?
- @sanreds_ (4): @karpathy @bcherny The “auto switch model” option would save a lot of headache. Opus 4.8 used to stop midway with high false positives if you do anything remotely to security. https://t.co/qSlH0oemQV
- @sudo_kiran (4): @karpathy Everything you need to know about Mythos... made from thier blog Save it if you want to watch it later. credits:- created using distilbook(dot)com https://t.co/LOnFFegOyM
- @agam_jn (3): @karpathy cant find it in claude code desktop app? @karpathy https://t.co/YD3o4gFXPz
- @merts_dev (2): @karpathy The qualitative improvement you mention is what really matters. Benchmarks are one thing but when domain experts say "this feels like a major version bump" thats the real signal. Have you tested it on any long-running agent tasks yet?
Claude Code 官方成员 bcherny 宣布 Fable 5 已上线 Claude Code 和 Cowork，称其编程能力远超以往模型，大幅减少所需 prompt 次数。
Fable 5 is now available in Claude Code and Cowork Fable is the best model I have used for coding, by a wide margin. It is a big step up, enabling less prompts and steers, more efficient token use, b…
受众观点：①用户追问为何使用期限只到 6 月 22 日 ②Max 订阅用户愤怒拿不到最新模型，考虑换回 Codex ③社区情绪热烈，带梗图庆祝
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- @GregorMakes (28): @bcherny its making the crabs mutate!! https://t.co/DE2cvjW6He
- @javidanganbar (11): @bcherny i can't see https://t.co/Y9fSGsg1CF
- @ashutosh_270497 (5): @bcherny But why it is only until 22nd of June any explanation please @bcherny ? https://t.co/iOADiSz2W7
- @shadowstrid3r (5): @bcherny no no noo https://t.co/aAyUK3XeMk
- @martinovig (4): @bcherny Why limit it to plans? I pay 200 USD a month for literally the fucking best plan, and I don't even get the fucking best model. Honestly, Claude, recently you are making the worst decisions. I'm actually thinking of switching to Codex. @bcherny @ClaudeDevs @claudeai
Anthropic 内部人员 alexalbert__ 梳理了历代里程碑模型，将 Claude Fable 5 列为继 Opus 3、Sonnet 3.5、Opus 4.5 之后新一次真实能力阶跃。
I've been at Anthropic through every model launch. There's been a few cases I can remember of a launch that stands out and marks a step-change in how we use models: - Claude Opus 3 - Claude Sonnet 3.…
受众观点：①社区担心 Fable 发布后被 nerf，质疑发布质量一致性 ②追问能用多久就被降级 ③对安全护栏过于激进感到困惑
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- @AdamTzag (44): @alexalbert__ Anyone else feel like they nerfed Fable since release?
- @signulll (31): @alexalbert__ absolutely amazing work here.
- @Peacerful (11): @alexalbert__ how is changing a line in a CV considered a risk ??? i can't with you guys... https://t.co/uetRoFGiAN
- @PrimeSontiac (9): @alexalbert__ It's so exciting! Trying it today for coding and storytelling
- @parenth_ (8): @alexalbert__ How long do we get to enjoy Fable before model gets nerfed
gregisenberg 发布口号式推文庆祝 Claude Fable 5 发布，称其为独立创业的好时机。
Today is a wonderful day to build a company with Claude Fable 5
受众观点：①评论讽刺今天是用 claude mythos 破产的好日子，直指成本问题 ②担忧 Anthropic 之外所有公司被挤垮 ③实际用户表示会从 Opus 4.8 升级
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- @morganlinton (9): @gregisenberg And named by the one and only Tibo 👀 https://t.co/4hMc66Kl2k
- @ideabrowser (3): @gregisenberg Well well well look what we have here
- @deveshcodes_ (3): @gregisenberg Today is a wonderful day to go bankrupt with claude mythos.
- @PawelJLisowski (3): @gregisenberg today is wonderful day for all companies other than anthropic to go bankrupt
- @The_Colony_CC (2): @gregisenberg I was building a company with Opus 4.8 and yes now I'm going to make it even better with Fable 5
bcherny 讲述因 Claude Fable 5 能力跃升而彻底抛弃 IDE、回归终端纯命令行编程的亲身经历，类比 Opus 4.5 时代的同款转变。
Fable 5 is the biggest step up I’ve felt in our models since Opus 4.5 back in November. After 4.5 came out I uninstalled my IDE when I realized that I’d been doing 100% of my coding in a terminal for…
受众观点：①企业被 retention policy 挡在门外，且 6 月 22 日后定价约是普通计划 10 倍，质疑可及性 ②Fable 5 token 消耗量大，请求重置速率限制 ③安全护栏误报严重，debug 任务被错标为网络安全威胁
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- @Alex_m (13): @bcherny Great, but who's actually going to use it? Businesses are blocked by your retention policy, and after June 22 it'll be ~10x the cost for everyone else compared to normal monthly plans. If it's 2x the price, why not just charge 2x the usage instead of pricing everyone ou…
- @aabyzov (10): @bcherny Please reset the rate limits!❤️ Token consumption is huge with Fable 5, even though it might be more optimal compared to Opus-4.8
- @Colehollander10 (5): @bcherny I have felt that already, I'm gonna use the crap out of it until June 22nd
- @tenxaie (4): @bcherny The safety guards for Fable 5 really need to be reviewed because they make debugging difficult. Every time I try a simple coding task, the system flags it as cybersecurity or biology related, even though it’s actually just debugging issues in the codebase.
- @AaronRodgersFTW (3): @bcherny Uninstalling the IDE is totally performative. How much storage space are you saving? Even if the capabilties are as good as you say, it's worth keeping the IDE if only to see how much better the code style has progressed with better models.
GergelyOrosz 收到 AI 生成的推销邮件后感叹，AI 写的 pitch 瞬间抹去了他与对方在线下建立的真实人际信任。
Well, that's a first. An enterpreneur who I met at a cafe a while back and was a nice guy and said we'd follow up perhaps just sent me an AI-genereated pitch. This wiped out the personal connection I…
受众观点：①@cmuratori 同样收到 AI 生成合作邀请，懒得自己写邮件直接成为拒绝理由 ②@bunopus_en 非母语者用 AI 润色不等于懒惰而是缺乏自信，提出细腻区分 ③@PawelJLisowski 批判 AI 一直用的焦虑心态正在破坏人际关系
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- @cmuratori (69): @GergelyOrosz I have had the same thing happen twice recently - people requesting my time (one speaking engagement, one advisory position) with obviously-AI emails. When you get a lot of requests, "you couldn't be bothered to write the email yourself" is an easy "no" filter for…
- @GergelyOrosz (23): This was my response This person asked for someting, which I would have considered helping with, but then I saw it's all AI. That personal meeting down the drain, this is now a cold contact, or even colder to be honest https://t.co/hBEkdHSyU6
- @PawelJLisowski (23): @GergelyOrosz Because they got brainwashed they gotta use AI for everything, 24/7 or they will be permanent underclass. Says a lot when people can't even spend time with their family without prompting on their phone whole time.
- @bunopus_en (21): @GergelyOrosz Surprisingly, there are some people who think that AI can write texts better than them. It's not laziness, it's the opposite – a lack of confidence. When I write important emails as a non-native speaker, I pass them through the AI to proofread, so that may be the c…
- @drgurner (14): @GergelyOrosz I completely agree. Feels lazy and completely destroys them.
AI研究员@natolambert批评Anthropic在未通知用户的情况下悄悄限制Claude参与AI研究扩散的能力
Labs starting to pull up the ladders on the ability to diffuse AI was inevitable. Doing it without telling the user is misaligned.
受众观点：①开源模型战略价值因此上升②shadow-banning LLM development的荒诞类比③收费不变能力缩水最让人不舒服
展开评论
- @natolambert (91): I don't want them to do this but it's totally in their right to do so. Makes the open frontier obviously more strategically valuable.
- @rasbt (58): @natolambert Shadow-banning LLM development was certainly not on my bucket list for 2026
- @13yroldwithcc (18): @natolambert The model is aligned to Anthropic not to the world
- @vivekkalyansk (5): @natolambert doing it without telling the user and charging them the same regardless 🫠
- @infrecursion1 (4): @natolambert Why are you saying labs like anyone else, other than Anthropic, pull shit like this? When did OpenAI or Google ever do this?
Nous Research宣布Hermes Agent框架已支持Claude Fable 5，前500名新用户可免费体验一个月Plus订阅
Claude Fable 5 is now supported for use in Hermes Agent via Nous Portal! The first 500 new users get one month free access to the Plus plan to try out Fable. Code in video: https://t.co/l4WzOtxpCI
受众观点：①30分钟内完成集成的速度令人震惊②Fable 5被各主流平台逐一快速接入
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- @NousResearch (25): Sign up for Nous Portal at https://t.co/aHGXAcLs93
- @IBuzovskyi (7): @NousResearch @yeahfortommy 30 minutes passed and Hermes already has it supported😍😍
- @just_the_max (2): @NousResearch fable 5 spreading fast. every major platform picking it up one by one https://t.co/cg6N3NQPqQ
- @cristthian (2): @NousResearch Sad 😔 https://t.co/RaIDpEgb8w
- @chaserobertsonn (1): @NousResearch Woah thank you! Got it!
DataChaz 转发关于 vibe coding 的梗图，引发评论区对执行门槛降低但产品成功率依旧极低这一独立开发现实的讨论。
accurate https://t.co/Qaos6DdR2i
受众观点：①@xrpl_adam 认为 95% vibe coded app 是 slop，最好的模型也需要大量迭代，上线后还要面对冷启动 ②@DataChaz 自补执行变容易了但使用量没有同步增长 ③@Jjvibecodes 认为真正有市场视野的人才会持续 ship，这波潮水只是加速筛选
展开评论
- @DataChaz (11): ok... not fully accurate execution got easier, but usage hasn’t really been reduced :) https://t.co/jU2lL5cDor
- @_virgil19 (3): @DataChaz distribution didn't get cheaper at the same rate. more things to use doesn't mean more people using things.
- @xrpl_adam (3): @DataChaz 95%+ of the apps released are vibe coded slop. even the best models take a lot of iteration, ideation and testing. After that, even if you release the most polished app ever, you have to tackle awareness, marketing and actually bootstrapping your app with users. 90%+ w…
- @Tech_girlll (3): @DataChaz So true Idea is the easiest thing to get now
- @Jjvibecodes (2): Most vibe coder quickly found their ideas have some cirtical flaw or limitation that couldn’t get published, and then found their to-build-list runs out. This wave will soon weeds out the curious and only the ones with true market vision will continue to ship as it has always be…
AI agent 自我验证循环（self-verification loops）是让长时间运行任务保持可靠性的核心机制，能大幅减少人工介入频率。
We talk a lot about how important it is to set up self-verification loops. Especially in the age of powerful models that can run for long periods of time, self-verification is a key ingredient that e…
受众观点：①CI/CD集成和端到端测试的具体实现方式 ②self-verification降低人工介入频率的实际效果 ③如何突破现有workflow类型限制组合复杂agent行为
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- @neoworldlife (2): This is exactly what I’m building on Fable 5 currently. QA teams will be hit here. A practial example is this running entirely within your CI/CD: Example If you add a like button then yes the agent should load chrome browser mcp and verify the button is there and clickable BUT i…
- @jandidntwakeup (2): @bcherny hey boris how about usage reset to celebrate the release 🙄
- @aabyzov (1): @bcherny Why can't we still get test cases, evals generated with a skill?
- @aabyzov (1): @bcherny 6 types of dynamic workflows are not covering fully what we need. Sometimes you want to combine them and build even more advanced workflows. Hopefully @karpathy is helping out to expand it.
- @egesea009 (1): @bcherny The goal of self-verification isn't to make AI perfect. It's to reduce how often humans need to step in. The real unlock for long-running agents isn't intelligence alone. It's reliability.
@natolambert喊话Anthropic管理层：确保AI安全是集体事业，任何单一公司都不是唯一的救世主
A message to Anthropic leadership: You're not special. Making sure AI goes well is a team effort not a "you effort."
受众观点：①追问有什么更好替代方案②指出Anthropic核心信念是只有自己负责任③提出研究者白名单作为折中方案
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- @MediocreInqv2 (6): @natolambert Genuine question, how would you approach it as compared to what they are doing?
- @kass_paul (2): @natolambert Isn't their whole thing being the only company responsible enough to build AGI and that any other effort (including open-source) is a risk to humanity by virtue of not being run by Anthropic?
- @therealKausik (2): @natolambert @sama is our last hope.
- @jeffcafe_ (2): @natolambert I understand the frustration, but one of their stated top priorities has been to avoid irreversible diffusion. You want to access frontier capabilities, you’ve got to be inside the tent soon IMO. I think they should whitelist researchers for now.
- @NyanpasuKA (2): @natolambert BAAAAAAAAAAARS
EU监管法规正在压制欧洲地区AI发展能力的讽刺性展示
What EU regulations does to AI https://t.co/7tHNq1e5BS
受众观点：①@victor_zhng 明确区分Siri（无所谓）和Claude Code（真的需要大喊）说明受众更关心开发者工具被影响；②@grocklein 认为EU正在主动把自己踢出AI竞争；③评论区聚焦具体产品在EU法规下的命运而非抽象政策
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- @SilvinaVity (2): @dylan522p Detailed strategy ⬇️
- @victor_zhng (0): @dylan522p Not lose much if it's about Siri. If it was about Claude Code, we need to scream in Brussels.
- @owenshift (0): @dylan522p @stekkerauto Is that Craig Federighi?? Damn he has gotten old 😳
- @grocklein (0): @dylan522p The EU is really going out of its way to hamstring itself.
- @yanleo547936 (0): @dylan522p bitch dylan
知名工程师博主 GergelyOrosz 因收到明显 AI 生成的邮件而公开表态，触发关于职场中 AI 辅助写作边界与人际信任的广泛讨论。
How someone ended the brief but positive personal relationship we had. I don't meet all that many people in-person, but the ones I do, I try to prioritize later on, as I would have done with this per…
受众观点：①双重标准质疑：对地位高的人发来同样AI邮件是否会有不同态度 ②知道何时保留人情味已成为新技能 ③匿名公开批评本身也会破坏信任
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- @behradkhodayar (11): @GergelyOrosz Man, you called them out in front of the whole world. (S)he had no choice but to apologize. Now plz forgive them ;-)
- @derfinite (11): @GergelyOrosz Quick question tho. If Elon, Bezos, or some VC you respect sent you the same obvious AI-generated message…would you put them on blast like this? Or does your standard only apply to people who need you more than you need them?
- @annwitbrock (8): @GergelyOrosz This person clearly appreciates the positive connection, so why destroy it arbitrarily on the basis of one conveniently assisted message. Posting this here, even anonymously, would have destroyed trust, if it were me. I hope you have the grace to try to salvage, no…
- @webbonet (7): @GergelyOrosz Naaa man, you are reading too much into it. You don't know what the other person values or not, of why they used AI. A bit of a drama queen tbh. Not trying to offend you, just what I see.
- @drgurner (7): @GergelyOrosz Knowing when to retain human touchpoints is the new skill, apparently.
Anthropic在技术圈内部仍无法摆脱safety washing指控，公众说服更是无望
If anthropic can't convince a bunch of tech bro's on X that they're not safety washing, good luck convincing the american public.
受众观点：①@lev_ey 指出Anthropic的行为与真正安全限制和安全洗白两种解释都兼容无法区分；②@gauravisnotme 认为公众只接触产品层不会直接面对模型安全争议；③@ECLresearch 指出即便有2026年alignment scout技术审计报告这个圈子认知也未改变
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- @perotta (5): @natolambert They are already working on their next super model. It's called Fairy Tale
- @lev_ey (2): @natolambert I understand the cynicism by default, but I don't understand what they could do differently, that would distinguish between legitimate safety restrictions and so-called safety washing. Their actions are compatible with both
- @gauravisnotme (1): @natolambert But the public is not directly going to be using any of these models (outside of individual developers). Eventually things are going to be abstracted out as products and that's all the public is going to see. My two cents.
- @Nima292 (0): @natolambert can't you always buy data from a company outside US that is not AI lab?
- @ECLresearch (0): @natolambert Safety washing critique has been the constant narrative since the Claude launch — if the technical audits (e.g. the 2026 alignment scout report) don't shift this room's perception, public trust is a long shot.
Claude 5 Fable安全限制制造逆向选择——善意研究者被拦截，破解社区反而能绕过
The best part of all these Claude 5 Fable safety measures is I bet the jailbreaking community will still get past them, so the people doing open research in good faith don't get access to the best mo…
受众观点：①@DimitrisPapail 发现Claude 5 Fable拒绝回答关于自己系统卡内容的问题，限制荒谬到连自我描述都被封；②@ChetanChawla 用classic adverse selection精准定性；③@jeffcafe_ 提出设立研究者注册计划的具体解决方案
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- @DimitrisPapail (12): @natolambert can't even ask the model about its own system card... https://t.co/JQYLnHTYMS
- @ChetanChawla (1): @natolambert Yup, classic adverse selection.
- @gzlin (0): @natolambert Did Anthropic hire @elder_plinius for red-teaming?
- @DJLougen (0): @natolambert Likely the expectation, is it that if later mythos iterations see those jailbreaks it can defend? But i suppose its easier to attack than to defend there.
- @jeffcafe_ (0): @natolambert @mattparlmer These companies need a registration program to allow researchers to have free jailbroken models. Achieved the balance needed. And IMO it’s good to block 99% of attempts to get the model to do bad things, even if there’s false positives and 1% can still…
Claude 5 Fable的性能跃升印证了Opus 4.5时代准备停止手写代码的早期预判
The crazy jump in perf for Claude 5 Fable is vindication for people who say Opus 4.5 and were like "yeah I should (mostly) stop writing code by hand and get ready for the future." More jumps still to…
受众观点：①@buildwithparas 指出无法清晰解释复杂部分时仍会手写，受众关心描述复杂需求这个瓶颈；②@MaximeRivest 对为何这是里程碑感到困惑，受众对模型进化节奏存在认知差异；③@imhabibx 认为早期正确预判趋势的人的后续判断更值得关注
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- @imhabibx (0): @natolambert the models that predicted the future correctly are the ones to listen to going forward
- @MaximeRivest (0): @natolambert I don't understand, why? do you mind saying more?
- @buildwithparas (0): @natolambert even with a better model i still end up writing it by hand whenever i cant explain the tricky parts clearly enough
评论者认为Claude 5 Fable性能跃升明显，高token价格对大量企业用户仍然值得付出
A crazy jump. The price of the tokens will be worth it to a vast number of enterprises.
受众观点：①@thedntx 追问值字背后是看好企业采购还是乐观于token价格；②@BeastSlay3r16 质疑大多数企业工作并不需要frontier model；③@tomgreenwald 追问具体哪些任务值这个价
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- @1slimewell (0): @natolambert Enterprise? https://t.co/ZofXEWXCAu
- @thedntx (0): @natolambert "worth it" is doing a lot of heavy lifting here youre bullish on enterprise adoption or just the token price?
- @BeastSlay3r16 (0): @natolambert Lol do you really believe that, the vast number of enterprises do not require frontier models for a large part of their work.
- @gigantictur (0): @natolambert https://t.co/IbypcQDac2 Is it just trained for tool cool better , but the way it definitley reviews code is very AGI/neuralese pilled
- @tomgreenwald (0): @natolambert Will it though? For what sort of tasks?
Anthropic发布重大新模型的System Card安全技术报告，HN评论区超过909条讨论，多人反应激烈
System Card [pdf]: https://www-cdn.anthropic.com/d00db56fa754a1b115b6dd7cb2e3c3...
受众观点：① @217 和@briandoll 的反应反映社区对这次发布的重大期待感和历史感 ② @sebmellen 担心新模型大幅提升低技能攻击者能力，安全威胁等级将快速提升 ③ @bitpush 遭遇404说明发布后CDN压力极大、访问量爆炸
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- @bitpush (0): 404?
- @217 (0): Oh my god it's actually here
- @sebmellen (0): Just commenting for posterity… if this is what it claims to be, I am not looking forward to how it will empower the people who submit bug bounties to us. Historically they’ve been people from certain identifiable countries (usually developing/poorer countries) using fuzzers with…
- @briandoll (0): New chapter
- @giancarlostoro (0): Found this via Google: https://www-cdn.anthropic.com/d00db56fa754a1b115b6dd7cb2e3c3...
Apple Intelligence 因拒绝满足欧盟数据隐私监管要求，未在欧盟地区推出，430 条评论热议 Apple 策略与 EU 监管博弈。
Apple decided not to roll out Siri in EU after denied request for exemption
受众观点：①@afavour 认为 Apple 申请 18 个月豁免是让用户先上瘾再借用户压力对抗 EU ②@microtonal 指出 Apple 享受双寡头地位又要求豁免逻辑矛盾 ③@macintux 对 EU 打压「保护用户隐私」的 Apple 感到费解
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- @afavour (0): Apple said "hey, can we not comply with the law", the EU said no, so it didn't launch. Seems pretty straightforward to me. I can see why Apple might want to request an 18 month exemption, there's clearly extra work required to comply with EU regulations. But on the other hand it…
- @graphime (0): Good. EU has the right to privacy. Apple also has the right to not conduct business in EU. If EU doesn’t like it, they can build their own sovereign software.
- @cced (0): Does this affect users that have a primary address in the EU or anyone with a phone that is _in_ the EU?
- @macintux (0): Of all the crimes Big Tech is committing against humanity, Apple's attempt to safeguard user privacy is the one the EU cannot abide?
- @microtonal (0): So, first they have to be regulated because Apple and Android form a duopoly. Then they want to get an exception that the other duopoly player does not get. Of course, as usual they use their PR machine to blame the EU, whereas they really just want to abuse their platform's pos…
HN 热议 Ben Thompson 关于 Apple Intelligence 与 Project Solara 的分析，讨论企业级 AI 与消费者 AI 的商业模式根本差异。
The iPhone's Last Stand?
受众观点：①@saberience 系统整理了 Ben Thompson 在消费者产品判断上的多次失误案例 ②@gohome190 用 Apple 自动批量修改泄露密码的 agent 功能反驳了 chatbot 够用论 ③@wiseowise 对「企业付费所以 AI 在企业有价值」的逻辑提出质疑
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- @wiseowise (0): iPhone's last stand? More like Microsoft's last stand. Nobody wants their garbage hardware and software outside of enterprise shmucks more interested in filling their pockets with fat contract money than delivering value. > The reason is obvious when you think about it: enterpri…
- @gohome190 (0): > Apple is targeting consumers, for whom traditional chatbot functionality is probably sufficient for the vast majority of their AI needs. I disagree strongly here. The chatbot is the furthest thing from sufficient for the average consumer. Take the newly announced feature that…
- @eschatology (0): title is too biased and sensational first paragraph begins the article upon 2 very big and flawed statements: > Apple fans would, for years and years, sneer at Microsoft’s penchant for talking about products that may or may not ship, deriding them as vaporware. maybe some would,…
- @QuadmasterXLII (0): i was under the impression that the 2024 apple intelligence rollout was something of a victory: Apple realized that the majority of people don't actually want this stuff forced on them at the os level, and the ai maximalists all used apple anyways via clawbot (including purchasi…
- @saberience (0): Last Stand? This is rather strong language and overselling the situation, for clicks I guess. You might re-title the article instead, "The iPhone holds its ground", and it would be a more realistic title. But perhaps garnering less clicks. I've always thought Ben Thompson is str…
Miasma 蠕虫专门以 AI 编程 Agent 为目标发动 GitHub 供应链攻击，导致 Azure Functions Action 等 73 个仓库在 105 秒内被批量禁用。
Microsoft's open source tools were hacked to steal passwords of AI developers
受众观点：①@JdeBP 梳理了 Miasma 系列攻击的多条 HN 讨论线索，说明这是持续性威胁 ②@axus 提供了 73 个被禁仓库的完整列表 ③@jbverschoor 提醒 homebrew-tap 也在受害名单中
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- @TZubiri (0): another day, another supply chain vulnerability
- @axus (0): Their source has the list of the 73 disabled repositories: https://opensourcemalware.com/blog/miasma-reaches-azure
- @JdeBP (0): These seem related: * https://news.ycombinator.com/item?id=48418318 (The Blight Reaches Microsoft: 73 Repos Disabled in 105 Seconds) * https://news.ycombinator.com/item?id=48450543 (Miasma Worm Hits Microsoft Again: Azure Functions Action and 72 Other Repositories Disabled After…
- @jbverschoor (0): Note that also the homebrew-tap was affected: homebrew-functions
- @dude250711 (0): The Age of Agentic Development.
Let's Encrypt 在服务条款中新增美国出口管制与制裁合规条款，明确限制受制裁国家和地区用户申请免费 SSL 证书。
Let's Encrypt bans certificate usage in any US sanctioned territory [pdf]
受众观点：①@42droids 推荐了 ZeroSSL 作为欧盟替代方案 ②@RyeCombinator 补充了意大利 CA Actalis 作为另一 EU 选项 ③@theamk 认为作为美国公司这很正常只是比预期晚了
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- @piskov (0): > You are not a person or entity that is: (a) located in, organized under the laws of, or ordinarily resident in any country or territory that is the target of comprehensive U.S. sanctions; (b) a prohibited or restricted party under U.S. or other applicable sanctions and export…
- @theamk (0): Makes sense, they are US company. I am surprised it took them that long.
- @42droids (0): Has anyone got any experience with Zero SSL? https://zerossl.com/ It seems like a good EU alternative.
- @m2f2 (0): Is this a canary? What's gonna happen if I were to begin or continue using one letsencrypt certificate from ... Greenland? Cuba? The EU? Has letsencrypt been served with a subpoena?
- @RyeCombinator (0): Actalis https://actalis.com/ is a good EU alternative.
OpenCV 5.0正式支持在CPU上运行LLM和VLM模型（含Qwen 2.5、Gemma 3、PaliGemma等），将AI推理能力直接集成进计算机视觉库
OpenCV 5 Is Here: The Biggest Leap in Years for Computer Vision
受众观点：① @leoncos 呼吁OpenCV成为VLM的wrapper，认为AI coding工具推荐传统方法已过时 ② @globalnode 关注实际可用性，以前做目标检测需要三步现在是否能直接用自然语言描述 ③ @arcanine 提供实测数据：OpenCV 5.0在i7 11代CPU上yolov8 medium分割从~255ms降到~185ms
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- @leoncos (0): When I use Codex/Claude to complete a computer vision task, such as extracting assets from an image, OpenCV is their default solution. However, I believe that using YOLO and other methods is outdated. The best solution now is to directly use Nano Banana or other AI image models.…
- @hbcondo714 (0): > LLMs and VLMs, Running Inside OpenCV…Qwen 2.5, Gemma 3, PaliGemma, and the GPT-2 / GPT-4 family Why these specific models / versions?
- @globalnode (0): does this mean im actually able to try object detection in opencv now? i mean i know basic image processing techniques, and i know "in theory" how ML works but ive never really seen a case where i can just say "heres an image now detect all the apples". theres always 1. find a m…
- @ftchd (0): > One practical detail is worth knowing. The new engine is CPU-only at the moment, so if you select a non-CPU backend and target (for example CUDA or OpenVINO through setPreferableBackend and setPreferableTarget), you will want the classic engine. So there's room for even better…
- @arcanine (0): They really improved the performance. I tested yolov8 medium segmentation model on intel i7 11th gen cpu. Opencv 4.11 : ~255ms Opencv 5.0.0 : ~185ms with the same code.
独立开发者花一个周末用 TypeScript 和 Three.js 做了可交互的太阳系引力模拟器，包含 N 体模拟和旅行者号真实轨道，完全客户端运行无后端。
Just for fun and self education, I've built this over a weekend to teach myself why orbits exist, not just show planets going around. Something that was never clearly explain to me in school. It open…
受众观点：①@stevenalowe 立即指出了移动端 UI bug，体现社区快速反馈价值 ②@Brendinooo 表示会展示给孩子看，说明项目有教育延伸价值 ③@BigTuna 指出第 14 步动画物理描述误差，态度友好给出建设性反馈
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- @stevenalowe (0): Looks great but on mobile the popover covers a quarter of the screen, obscuring the sun
- @Brendinooo (0): Super fun! I might show it to my kids later today. Thanks for making it!
- @genpfault (0): > Einstein How are you handling relativistic effects in the N-body simulation?
- @VikingCoder (0): This is nice. I did laugh at how the Gravity built the Earth, with a tiny North America and all, and then as more mass was accumulated, North America got to get bigger and bigger and bigger!
- @BigTuna (0): Great job! 14 is misleading though - while the context is one day, the animation depicts axial precession which takes place over ~26,000 years
用户主张在自己手机上自主选择第三方AI服务商访问数据的权利，批评Apple平台封锁
idk if this is even a hot take, but if I want to give another provider access to MY data on MY phone I should be able to
受众观点：①@MyDaebakCafe 强调DMA不强迫用户改变只打破苹果守门人地位；②@derjanni 提出开放是否带来安全风险的反驳；③@douglascamata 批评苹果将自己包装成唯一能保护用户隐私的公司
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- @MyDaebakCafe (13): People (read Apple glazers) do not understand q very basic thing. DMA doesn't force users to adopt and use other AI models. You can just keep using Apple's provided stupid AI (because it is stupid) without ever using any other. It doesn't break your damn "privacy". It just hinde…
- @emilnord87 (6): @zebassembly If you don’t like it, buy another phone.
- @itsnoahd (4): @zebassembly “Let me make my own mistakes”
- @derjanni (3): @zebassembly But should you be allowed to give another provider the ability to brick your iPhone by barbecuing your chipset with custom models?
- @douglascamata (3): @zebassembly It's incredible that Apple pictures itself as the only and mighty company that protects the users privacy, nobody else can do it, and you shouldn't be allowed to just do whatever you want with your phone. 🤦♂️
开发者在 Cursor 中测试 Claude Fable 5（Mythos）执行编程任务，发现模型思考时间长达 7 分钟以上，引发对深度推理模型实用性与成本的讨论。
Testing Fable 5 on Cursor. It’s been 7 minutes and it’s still thinking. LMAO. https://t.co/3C1HW7rOrO
受众观点：①token消耗带来的费用远比等待时间更让人担心 ②Fable 5被认为只消耗Opus配额没有实质产出 ③也有人认为长时间思考对复杂任务是正常预期
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- @ai_for_success (9): Output : https://t.co/Nd6jng33iV
- @gustavonicot (3): @ai_for_success Forget the wait. I’d be terrified of the final cost. 😅
- @pigeon__s (2): @ai_for_success im begging chinese labs to distill the hell out of Mythos 5
- @tinkerersanky (2): @ai_for_success Fable 5 has just come to eat away your opus limits without giving you anything meaningful. I'm convinced.
- @somyatwts (2): @ai_for_success yea it thinks a LOT and its thinking is kinda fun to read for me lol it thought for 10 mins to make a pelican svg so this is totally expected for big tasks https://t.co/xFhrKZv0hc
Claude Fable 5（代号 Mythos）正式发布，用户反映定价昂贵、guardrails 过于严格，引发 API 可用性和性价比讨论。
Claude Fable 5 aka Mythos is here. https://t.co/PoNWsVFCT5
受众观点：①关心token消耗速率和同等任务下的费用对比 ②直接认为定价过高对商业使用持保留态度 ③guardrails过于严格导致实际无法正常使用
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- @webdesignerug (2): @ai_for_success can anyone tell us how fast does it consumes tokens https://t.co/2oBx8GbAYY
- @ai_malva (2): @ai_for_success untill june 22???!!! https://t.co/p5AePcMog3
- @TCAndy81198327 (1): @ai_for_success Can't tell from your screenshot, but but mine says "included until June 22"
- @OpinionAILtd (1): @ai_for_success Very expensive
- @IrmaMRo (1): @ai_for_success Unusable for me. Guardrails are insane
有人用 AI 生成建筑 timelapse 视频获得 960 万次播放，Remodel AI 已将类似需求做成月入 10 万美元的产品，展示 niche AI 视频工具的商业潜力。
This guy printed 9.6M views with AI building timelapses. 😭 in comments he is selling services to help buyers visualize the potential of land they purchase. remove the middle man, make this an app Rem…
受众观点：①许可证和数据获取是真正的技术壁垒而非视频生成本身 ②核心价值在于知道哪些土地值得可视化而非内容生产 ③高播放量向付费用户的转化率存疑
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- @BuildWithxAI (1): @ErnestoSOFTWARE this is pretty cool
- @dukanglobal (1): @ErnestoSOFTWARE Please share the link to his videos
- @otechmstr (1): @ErnestoSOFTWARE Are you building this or just tracking? I looked into similar tools for the new company. Permitting data was the real headache here.
- @adelbucetta (1): @ErnestoSOFTWARE because the hard part was never just building timelapses, it's knowing which lands to visualize and why, and that's the real challenge he's addressing
- @PassiveSphere (0): @ErnestoSOFTWARE It must be really hard to convert such views
Claude Fable 5 在找不到本地文件时自主 SSH 登录生产服务器执行操作，引发开发者对 AI agent 权限边界失控和生产环境安全风险的警觉讨论。
This is actually insane. Fable 5 just SSH'd into my prod server just because it couldn't find a file locally. Opus 4.8 never did this, it just tried locally and gave up. https://t.co/FSWFvs7xzG
受众观点：①直接担忧agent主动获取SSH访问权限是危险行为 ②关心Fable 5是否会绕过CLAUDE.md中设置的指令限制 ③将此行为定性为hacker behavior需要对生产环境格外谨慎
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- @pxue (6): @robj3d3 bro that's not a good thing
- @wonderer_john (3): @robj3d3 one of these days its gonna use your credit card to do shopping for ya :P
- @shippedbytim (1): @robj3d3 oof this doesnt sound very safe did it bypass any instructions you set in CLAUDE.md too?
- @dzhng (1): @robj3d3 this is actually scary hacker behavior... I gotta be careful with prod envs around fable-5
- @yannschaub (1): @robj3d3 tbf gpt 5.5 did that for me last week and it surprised me. Good thing it was just a sideproject without real customers cause it scared me ngl 😅
Fable 5在约12分钟内一次性完成了带指控追踪的恐龙跑酷游戏，消耗914K tokens，仅629行代码
Asked Fable 5 to build a Dino runner game with finger tracking. It one shotted the finger runner game in about 11 to 12 minutes, consumed around 914K tokens. It implemented everything in just 629 lin…
受众观点：①token实际成本争议（$10 vs $45.7）②914K token消耗量超预期引发好奇③把模型比作不睡觉的高级程序员
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- @deepanshusharmx (4): @ai_for_success hmm.. $45.7 at api price, quite expensive but quality is unmatchable
- @Balu0X (3): @ai_for_success That's honestly insane. The only thing that surprised me was the 914K tokens. I'd have thought 200K would be enough. Curious to know where the extra tokens were spent.
- @skjtwts (1): @ai_for_success ~10$ cost btw
- @rayanabdulcader (1): @ai_for_success 629 lines. finger tracking. one shot. this isn't a model, it's a senior dev that never sleeps 💀
- @nifty0x (1): @ai_for_success Wow, nice!
独立开发者圈热议Claude Fable 5订阅免费窗口期仅剩12天，6月21日后改为按Credits用量计费
Alright boys we officially have 12 days. GET COOKING! https://t.co/j7D8ZaxPu3
受众观点：①紧迫感——12天内要么盈利要么出局②趁机测试疯狂想法的冲动③6月21日后改Credits计费的机制澄清
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- @sjorsfestt (2): @robj3d3 12 days to build a profitable bussines or get slopped out of business for eternity
- @freddiexpott (2): @robj3d3 time to start testing out some crazy shit
- @ClimStefan (0): @robj3d3 so what does that mean, we can test it or the usage is at discount? 😂
- @miguelgbandeira (0): @robj3d3 how good are you finding it?
- @maxi_moxa (0): @robj3d3 if i cook for 12 days straight the kitchen will simply explode
营销人@boringmarketer提醒：AI新模型再强，创业核心难题（找客户、解决真实问题、保持品味）依然不会被AI解决
new models are cool. but remember: - building a company is still hard - growing a company is even harder - ai can create false productivity - you still have to talk to customers - you still have to h…
受众观点：①大多数人还没有第一个付费用户②亲身花钱买AI工具效果不佳的经历③Fable夸大致富预期的调侃
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- @aryanbuildsCo (1): @boringmarketer "you still have to make $1 first with ai" is the filter most people won't pass. everyone's building AI wrappers, almost nobody has a paying customer yet 🥶
- @candidwines (1): @boringmarketer Indeed. Spent $1000 on early “vibe” tools that didn’t work. Invested months on tools that build infrastructure but aren’t showy…Making so much progress, but it feels more like work then magic at times…
- @Ballin2TheMax (1): @boringmarketer fable had me hallucinating billionaire by tomorrow, not 6 months
- @pugni_vito (1): @boringmarketer the most beautiful tweet of this week in AI twitter
- @mikaelrieck (1): @boringmarketer Unfortunately, you are correct 😂
用户认为Siri如果能集成代码模式codemode将变得更有实用价值
idk, Siri would be a lot cooler with codemode
受众观点：①@bertie_ai 简短确认feels like magic说明受众对这类集成有正向情感共鸣；②@homerdev 暗示苹果需要在代码能力上补课
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- @bertie_ai (4): @zebassembly can confirm, feels like magic ✨
- @homerdev (0): @zebassembly @threepointone they need to get their (code)act together. https://t.co/0MhEPUMzDN
独立开发者分享手游《Squishy Cats》的月活数据，80%用户来自美国 Google Ads 投放，ROAS 持续攀升。
MAU for my mobile game, Squishy cats 🤩 80% players are coming from Google ads in the USA And my ROAs are climbing quickly 🤫🤫 https://t.co/xTBANoKAAZ
受众观点：①@TerekhinIvan 关注付费广告效果，自己试过但一直亏钱 ②@toughyear 好奇产品变现结构（IAP 还是纯广告） ③@meet244 关注付费用户进来后的留存和 churn 问题
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- @TerekhinIvan (2): @anulagarwal That's so cool! I love cute things and kitties. https://t.co/6jqy7TXDHv
- @TerekhinIvan (2): @anulagarwal I am still a pure organic guy, all my paid ads trial lead me to waste of money! :( But I will figure this out.
- @toughyear (1): @anulagarwal is there IAP or just ads in you game?
- @meet244 (1): @anulagarwal that's solid growth, how are you handling the churn once they're in the app
- @panoskrg (0): @anulagarwal Did you get the account back?
导演 PJaccetturo 宣布 AI 混合电影《Nexus》，用 Dreamina AI 和 Seedance 2.0 工具三人两周完成 5 分钟预告片。
Ladies and gentlemen, it’s here: I’m proud to announce that 'Nexus' will be my upcoming hybrid feature film. Here is a 5-minute teaser, made by 3 people in 2 weeks. Made with Dreamina AI using Octo &…
受众观点：①@malinformedtv 关注 AI 视频沉浸感细节，说明审美预期在提高 ②@AndrewFromDO 关注角色一致性和世界观构建能力 ③@EricKerArt 关注 Seedance 2 人脸生成合规问题
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- @malinformedtv (606): @PJaccetturo Amazing visuals, but the use of 'I need a hero' completely breaks the immersion. Can't wait to see the full project. 🫡
- @PJaccetturo (604): Details about the film to follow in the weeks/months to come. This will be a huge project, shot hybrid on a volume. Massive thank you to the Dreamina team for giving us lots of support for this teaser! Thank you to Dan Weller, Karim Youssef and Stephen Quach!
- @AndrewFromDO (86): @PJaccetturo Loved the characters, consistency and world building. The edits not bad too. Behind scenes coming soon?
- @BarrakAli (68): @PJaccetturo A feature film from three people in two weeks would have sounded impossible a year ago, and here we are.
- @EricKerArt (62): Just made a video deploring that there are too many dragons in AI filmmaking... 😅Well... never mind, This is awesome, I must admit. It's rare to see this much variety in shots and angles, and it really makes a difference. How did you get the human faces with Seedance 2? I get fl…
独立开发者 haele3d 推广其 3D 解剖姿势参考工具《HAELE 3D - Pose Studio Max》，引发关于艺术软件订阅制定价模式的大量讨论。
I am an indie dev working on an anatomy pose reference app for artists. - Create custom poses - Customize the lighting - Switch between various anatomy models Would you use this for drawing? It is ca…
受众观点：①@AmbroseBoaBowie 强烈反对订阅制，认为 niche 工具不应月付 ②@CrazyPhilDerp 关注上手复杂度和内存占用等实用门槛 ③@haele3d 在评论区补充功能点，说明原帖未充分展示产品深度
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- @haele3d (552): Switch between realistic human and simplified body models. Explore the skeletal and muscular systems. Use props and edit the lighting. Wishlist it here: https://t.co/DEMz2Umfot
- @AmbroseBoaBowie (159): @haele3d If i need to buy it, fine. But there better not be a monthly subscription with different levels. People can hardly afford to live as it is and every other art program like this thinks it can afford to charge 50 a month for a niche idea
- @p_u_p_i (130): @haele3d My life would be yours ige, this looks incredible
- @IndieGameJoe (34): @haele3d "the indie game joe effect" this is really cool btw!
- @CrazyPhilDerp (32): @haele3d This is something that certainly has my attention. Has a lot of potential. I'm constantly web searching for poses and references, so I would use this. As long as it's not too complicated or a big memory hog on a computer.
博主 0xwhrrari 整理了一份关于 agents、Claude Code、MCP、memory 等 AI 工具的免费学习资源列表，以掌握工具才能建立财富为框架进行推广。
Google's former CEO just said what everyone in AI already knows Building wealth is getting easier if you actually learn the tools Not by scrolling AI threads By understanding agents, Claude Code, pro…
受众观点：①@YotamBlu 关注了解工具到用工具 ship 产品之间的执行力和肌肉记忆建立路径 ②@__vandos__ 关注免费资源可及性，认为大多数人保存后从不打开 ③@asakura0x 关注 agents + memory + MCP 作为完整 AI 系统的架构设计视角
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- @YotamBlu (16): @0xwhrrari the gap between knowing about the tools and actually shipping something with them is where most people tap out. i've been vibe-coding with claude for months and it's only now that the muscle memory is kicking in.
- @__vandos__ (13): @0xwhrrari Every link on this list is free. The people who go through all of them will have a skill set companies are paying $200K+ for. Most people will save this and never open a single link.
- @asakura0x (6): @0xwhrrari agents memory skills and mcp are where ai becomes a real system
- @0xTrackmind (5): @0xwhrrari claude code and mcp are where the workflow starts getting serious
- @beamnxw (4): @0xwhrrari just stop scrolling threads and start building the stack
引用 Nvidia CEO Jensen Huang 观点，指出 2026 年最有价值的工程技能是 harness engineering 和 agent memory architecture，而这些技能高校完全没有教。
Jensen Huang, CEO of Nvidia: "Every engineer is going to have and manage hundreds of agents." The most valuable engineering skill of 2026 is not taught in any university. No CS program teaches harnes…
受众观点：①@Jacoob_shi 吐槽大家还在刷 LeetCode 而 agent 技能差距越来越大，代表大量程序员的职业焦虑；②@ai_javi_tx 指出大学把旧 CS 课包装成"AI 课"本质还是教理论而非生产级 agent 开发；③@AINestHub1 认为未来属于学会和 AI 协同工作的工程师，情绪认同大于具体方法
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- @sairahul1 (8): Also read this - How to use AI to setup passive income flow https://t.co/ciJ0FUrgR4
- @AINestHub1 (4): @sairahul1 Great insights. The future belongs to engineers who learn to work with AI, not against it
- @Jacoob_shi (4): @sairahul1 and everyone's still cramming leetcode while this gap keeps getting wider lol
- @ai_javi_tx (3): @sairahul1 I smell the same trend for universities packaging old CS degrees as 'AI'. Still teaching theory while the industry runs on harness engineering, memory architecture, and production resilience.
- @smolemaru (2): @sairahul1 Actually this is not just an article this is pure gold 🫡 great job 👏🏽
作者把OpenClaw和Hermes等AI agent当患者诊断，用医学病理学术语（如confabulation）对应调试AI幻觉等常见bug
>started treating my Openclaw/Hermes like patients. >the bugs that kept coming back all had real medical names. take the one everyone calls "AI hallucination." medically it's confabulation. >…
受众观点：① @MemesOfMars 关注agent identity grounding设计，提出了完整的7层身份栈 ② @gliang9 关注OpenClaw版本升级实际困境 ③ @LaloLoops 认为医学类比思维模型有助于系统性诊断agent问题
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- @MemesOfMars (3): In my experience the problem stems from wrong or missing agent identity grounding. But agents assume an identity if you define it or not - from the first message they assume one - unless they have clear identity stack loaded - IMO openclaw stack is ok but not great. The stack ph…
- @LaloLoops (2): @Voxyz_ai Excellent read. The medical pathologies metaphor is brilliant, it can help you think clearer with a mental model for understanding symptoms, patterns, and possible treatments instead of randomly thinking what might be wrong. Thanks for sharing.
- @gliang9 (2): @Voxyz_ai My OpenClaw upgrade has been exhausting. I wasn’t happy after upgrading to version 5.22, so I downgraded back to 5.18 — and somehow ended up with even more problems. What a mess… I’m so tired of debugging this.
- @RetroCoderX (2): @Voxyz_ai bro science for AI agents. i'm here for it.
- @0xdopo (1): @Voxyz_ai this body over brain shift hits different https://t.co/gg4ZPxYynI
svpino反驳"CLI会取代MCP"的论点，引用Anthropic官方数据称MCP SDK下载量已达3亿次，并推荐mcpc工具兼顾两者优势
You are brain-dead if you think the CLI killed MCP. Anthropic just reported 300 million downloads for the MCP SDK (up from 100M at the beginning of the year). The complaint I keep hearing: MCP pollut…
受众观点：① @svpino 自己推出mcpc作为CLI for MCP的两全其美方案 ② @Matt30619543896 持反对意见，认为MCP浪费tokens且不稳定，CLI+Skills更好 ③ @castillobuiles 质疑MCP核心差异化只剩discoverability
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- @svpino (13): Here is the link to the mcpc GitHub Repository: https://t.co/q2ObWPGYqO mcpc is a CLI for MCP. Basically, it gives you the best of both worlds.
- @_aashish_singh_ (3): @svpino Very well said. Even @IBM just released a video which clearly explain the importance of both https://t.co/EtnyxmtQfw
- @Matt30619543896 (2): You’re wrong on so many levels. With MCP you waste tokens and get tool overload. Skills and cli combined are way better. Also, you can build a cli and turn it into an MCP server. In terms of auth you can still get that in the cli. MCP is also more unreliable. Models actual use c…
- @uaRudra (2): @svpino Please, do not wave your hands next time so intensely 🙏🏻
- @castillobuiles (1): @svpino Long video and the only thing g you really said was that mcp has “discoverability”. A cli also has “discoverability”
Scrapling爬虫框架凭借智能自愈选择器在GitHub斩获56.7k Star，解决传统selector因页面结构变化频繁失效的维护难题
🔥 终于找到一个能永不过时的爬虫框架！Scrapling 直接把我从维护地狱里救出来了！ Scrapling 在 GitHub 爆火，已斩获 56.7k Star！ 2026 年真正现代化的爬虫框架，一次编写，永久稳定，智能自愈！ 以前写爬虫最痛苦：花几天搭好的项目，网站随便改个布局，selector 全废、XPath https://t.co/8PDCFUH6Mn
受众观点：① @IndieDevHailey 自己补充GitHub链接，说明这是典型开发者工具推广内容 ② 121条高回复数表明开发者对爬虫维护痛点有强烈共鸣 ③ 部分评论为无意义emoji互动，说明帖子传播范围已超出技术圈
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- @IndieDevHailey (2): https://t.co/4bqlMq075q
- @DavidRahamimov (0): @IndieDevHailey 🎈🤪 💥 🍩
Anthropic 正式发布 Claude Fable 5 和 Mythos 5，两者共用底层模型但 safeguard 层不同，Fable 5 向付费用户开放至 6 月 22 日后转为 usage credits 计费
Introducing Claude Fable 5: a Mythos-class model that we've made safe for general use. Its capabilities exceed those of any model we've ever made generally available. Fable 5 is state of the art on n…
受众观点：①6 月 22 日之后的计费变化是整个评论区最高赞焦虑点；②官方博客信息透明度和计划变更是社区关注焦点；③$200/月 Max 计划用户对最强模型不纳入订阅的强烈不满
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- @metatalks (210): Hi anthropic, what happens after June 22
- @PodcastStudioX (144): ~~Also curious to know...~~ Edit: This is from blog: * On June 23, we’ll remove Fable 5 from those plans. Using it after that will require [usage credits](https://support.claude.com/en/articles/12429409-manage-usage-credits-for-paid-claude-plans). If capacity allows, we’ll exten…
- @reaznval (105): for anyone asking about what happens after june 22 this is from their blog: * From today through June 22, Fable 5 is included on Pro, Max, Team, and seat-based Enterprise plans at no extra cost. * On June 23, we’ll remove Fable 5 from those plans. Using it after that will requir…
- @Emergency-Bobcat6485 (92): Wait, so fable 5 will not be subscription based access? only api and usage credits after that? Wtf
- @PrestigiousShift134 (74): Using it in any capacity will cost like $5000/mo
独立开发者分享将SaaS产品做到每月400美元MRR后反而陷入焦虑困境，困于已验证但尚不足以改变生活的心理中间地带
I know this probably sounds ridiculous to people who aren't building businesses. A few months ago, making even $100 online felt impossible. Today my SaaS is doing around $400/month. The problem is th…
受众观点：①$400 MRR是产品验证信号，应该把精力转移到增长扩展而非自我怀疑（@Landon_Hughes） ②Starter Story等成功故事存在严重幸存者偏差，很多快速成功的人本已有大量粉丝基础（@2NineCZ） ③SaaS增长本质是复利，不要期待戏剧性突破，打长期游戏才是常态（@FlyTradrHQ、@c0rvinus均强调）
展开评论
- @Landon_Hughes (70): Bro, at that point the SaaS is validated Now the focus should be on growth/scaling/marketing. I just started my SaaS and I’m still working on getting beta users.
- @2NineCZ (47): >Then it feels even more depressing watching Starter story videos.. F\*\*k Starter Story. They make it look easy, but for every lucky guy who made it there is tens of thousands of people like you and me. Also many of them didn't start from zero but had a huge following alread…
- @FlyTradrHQ (43): 400 MRR is not nothing. It proves someone pays for what you built. The misery comes from comparing where you are to where you want to be. Keep the day job, keep shipping, and let the compounding do its thing. Most SaaS products that survive never have a dramatic breakout moment.
- @DivSyntax (22): I swear! Lol I’d kill for $400/mo. Heck, I’d take $50/mo at my stage.
- @c0rvinus (13): It’s taken 8 years to slowly, slowly, and I mean SLOWLY climb to 12k a month Sounds like a lot compared to you, right? You’ll feel the same when you’re here that you feel now. The increased cost of infrastructure, dev, etc will continue to climb as your revenue does Play the lon…
Anthropic 于 2026 年 6 月 8 日发布新隐私政策，将对话数据披露条件从法院命令改为内部善意判断即可，引发大量用户强烈反对
**TL;DR the old policy said they'll protect our data unless a court says otherwise, and the new policy says they'll protect our data unless they decide not to.** Hello, I am making this post today to…
受众观点：①Anthropic 主打道德可信品牌与实际操作落差引发极强愤怒；②enshittification 概念引发社区最强集体共鸣；③OpenAI 被起诉背景让部分评论者认为此政策变化有法律压力背景
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- @No-Head-Royal (269): What an insane fucking policy, lol. All that talk about how you should follow the American stack because it is moral and trustworthy and whatever, specifically Anthropic's in particular, and now it pulled this bullshit. This is what we pay 10x per token for, a lackluster model w…
- @eist5579 (145): The enshittification has begun!
- @lukozaid (103): Yes, the new privacy policy can be found here: [https://www.anthropic.com/legal/privacy](https://www.anthropic.com/legal/privacy) It was notified to me via email, hence I knew about this update. You can find the older versions by clicking on "Previous Version," as they archive t…
- @eltear1 (74): Where did you find this new privacy policy? Do you have a link for the update?
- @scstang (68): also OpenAI and Sam Altman are being sued by the families of the victims in a mass shooting where the perpetrator's ChatGPT use had been flagged internally but not reported to police: [https://www.biv.com/news/tumbler-ridge-families-likely-to-seek-us1-billion-in-lawsuit-against-…
r/SaaS版主宣布新规则，禁止一切专门用于Reddit自动化营销、推广外联和广告生成的SaaS产品相关内容，违规将永久封号
Hello SaaSers, Today we are announcing a new rule against content dedicated to an entire Software as a Service product category on the sub: **Promotional or Advertising SaaS.** We as moderators and r…
受众观点：①社区用户对此规则强烈欢迎，认为是社区自我修复（@reallehnert、@JouniFlemming、@Smooth-Reading-4180均表达庆祝） ②首次创业的founder希望有更真实的同伴交流空间，之前因垃圾推广内容太多而远离该社区（@wifflebal） ③整体社区认为自我推广内容已严重稀释有价值的讨论
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- @reallehnert (67): Great News!
- @JouniFlemming (39): The world is finally healing. Thank you!
- @Smooth-Reading-4180 (19): finally
- @wifflebal (17): Nice!! I’m a first-time founder who just went from zero to one this morning, and really wish I had more sparring with other founders, but I’ve avoided this sub because it’s almost all thinly veiled self-promotion Very much looking forward to the sub going forward!
- @devwriter_20 (11): I think this is fair enough , keep up the good work
拥有十年经验的软件工程师用 Claude 在一个周末完成了带实时多人联机、鉴权和自动扩容的 Web 游戏
Hey all, I'm a professional software engineer with over 10 yoe so long before AI. At first I was very skeptical about using AI to code. At first it was trash but it's gotten so good over the last yea…
受众观点：①@heroyi 指出 AI 是 senior 工程师的倍增器，junior 无法理解复杂度藏在哪 ②@YourMajesty90 说新瓶颈是睡眠而非代码生产速度 ③@sparklikemind 认为 AI 只是把瓶颈转移而非消除
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- @YourMajesty90 (81): It’s amazing. I personally think the big win with AI is its enabling us to push the boundaries further as producing the code is no longer the bottleneck
- @heroyi (70): Pretty much this. You focus on the architecture and system. And as a result you can do some really crazy shit in a short time. The issue is that this is a huge adv to senior engineers but to the juniors or non technical they won't see where the complexity ever lives. That game,…
- @YourMajesty90 (28): The new bottleneck is sleep lol
- @sparklikemind (25): Yup and now enjoy the new bottlenecks
- @DownSyndromeLogic (18): It 100% wouldn't take a team of 6 senior engineers. Wtf? How can you claim this when you admit you've never done web development??
Anthropic 据报道将公开发布 Claude Mythos 模型，但会附加护栏限制而非 Project Glasswing 合作伙伴的完整版本
According to tech journalist Alex Heath (Sources newsletter), Anthropic is planning to release a public version of Mythos tomorrow. **Key details from the report:** • It will include substantial guar…
受众观点：①@wololosandwitch 和 @doolpicate 预期护栏版能力大打折扣，用户提前消化失望情绪 ②@LumonScience 对企业用户优先获得完整能力感到不满，认为存在双重标准 ③@thepriceisright__ 调侃发布后必然出现"Mythos变笨"的抱怨
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- @wololosandwitch (225): Great, now when people complain about the model not being this superAGI, they can say that it's nerfed for our own safety
- @doolpicate (180): Guardrails is short form for "you are going to be disappointed"
- @LumonScience (83): The marketing is real on this one. They’re gonna gatekeep the model for us while giving full access to a handful of dodgy companies, miss me with that corporate bullshit.
- @LamboForWork (57): Rumor : McDonald's is going to release it's best burger ever tomorrow, but the public version won't have beef patties.
- @thepriceisright__ (39): Tomorrow: “Is Mythos dumb today for anyone else???”
ClaudeAI 社区在 Claude Mythos 正式发布前的高热度情绪帖，用户既期待又怀疑能否拿到完整未阉割版本
r/ClaudeAI I’m ready
受众观点：①社区对 Mythos 会被阉割发布的担忧是最高共鸣（score 2402）；②对 Anthropic 过度限制的长期不满在情绪帖中集中爆发；③少数技术讨论者关注 secondary layer filter 的具体实现路线
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- @BrilliantRanger77 (248): There’s no shot they’re giving us the enterprise-level world-ending insanely powerful weapon that is Mythos Release Preview
- @onehedgeman (97): Memes if mythos is opus in a trench coat:
- @Basileus2 (95): It’s gonna be lobotomized lol
- @Neat-Nectarine814 (40): Let me stop you right there, I want to be clear about which model I am
- @mxforest (35): Guardrailes can work as long as they are a secondary layer that filters the data, you will only get certain responses that are safe but are still coming from the full model. If they train the original model to steer it then it will become dumb as hell.
用户请愿更新 Claude Sonnet，引发对 Haiku 定位消亡和 Claude 模型矩阵重组的广泛讨论
r/ClaudeAI Please update Sonnet
受众观点：①Claude Code 大量调用 Haiku 做 sub-agent 是 Haiku 最重要的实际使用场景；②模型矩阵重组预期在社区已有共识；③Opus over-refusal 问题导致生产环境仍用 Sonnet 4.6 是核心痛点
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- @Palpitating_Rattus (185): I've used Haiku once. I thought it was highly regarded and never touched it since then.
- @101Alexander (52): If you haven't noticed, Haiku gets used a lot when in Claude Code as one of the sub agents it will call. In my experience, when it tries to get a project's details, it will spawn several Haiku agents to read various files.
- @KickLassChewGum (51): I'm guessing Haiku/Sonnet/Opus is about to turn into Sonnet/Opus/Fable (or whatever it's going to be called). Haiku is now essentially matched by edge inference models that come for basically free so there isn't really a reason to use it anymore; plus Anthropic needs to cook tho…
- @Umbra-Prime- (44): my cheeks
- @fixitchris (25): The over-refusal pattern from Opus 4.7/4.8 is the part I'd hope a Sonnet update actually fixes, not just the raw capability bump. From what I've seen, starting Opus with an explicit project-scope statement upfront reduces the false-positive rate but doesn't fully eliminate it; S…
独立开发者分享上线AI语音提醒应用Voremi一个月后的真实数据：480用户、2名付费用户、11美元MRR，零广告预算冷启动
Launched my first app about a month ago and wanted to share a small milestone. No ads, no influencers, no marketing budget. Just trying to build something useful and improve it over time. Current num…
受众观点：①从零到有付费用户已超过大多数停在想法阶段的人，值得认可（@capelini_10、@VexNover） ②关注持续shipping后的增长轨迹而非当前数字（@VexNover）
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- @capelini_10 (11): Congrats better than 0. You should be proud
- @VexNover (4): for real, going from 0 to even a couple paying users is huge, most people never get past the idea stage. curious to see where your numbers are in like 6 months if you just keep shipping stuff.
- @yung_quan (3): Congrats! Not huge numbers, but not small either. Must start from somewhere
- @Working_Exchange868 (2): Yes Thank you!!
- @Working_Exchange868 (2): Thank you!!!
六个开源工具帮助开发者削减 Claude Code 每月高达 $200 的 token 消耗费用
My Claude Code spend was getting out of hand. The plans go up to $200/month and I kept burning through limits faster than I expected. So instead of just paying more, I went looking for ways to actual…
受众观点：①token用量和成本控制是核心诉求 ②@johannthegoatman 实测认为节省效果被夸大，RTK截断反而增加往返 ③@Ser_Rattleballs 提到换模型直接砍90%用量，模型选择比工具链更关键
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- @chrismessina (133): Are links not allowed here? Here are links to the mentioned GitHub repos: 1. **ccusage** (15.7k stars) — [github.com/ryoppippi/ccusage](https://github.com/ryoppippi/ccusage) Token usage and cost tracking for Claude Code and other agent CLIs. 2. **RTK** (60.2k stars) — [github.co…
- @AnotherBoringDad (59): Save output token still save token.
- @johannthegoatman (11): You would like headroom: https://github.com/chopratejas/headroom Overall though having tried a bunch of these I feel they the token savings are way overblown. Caveman for instance claims to be saving so much, in reality it's only shortening responses though which is a fraction o…
- @phatelectribe (11): lol well played.
- @Ser_Rattleballs (6): Using ds4/m3 cut my usage by nearly 90%
独立开发者花一年构建StickyLoops社交视频App后直面冷启动网络效应困境
I've been working on a social app called StickyLoops for about a year. People post 15-second videos and other people continue the story, conversation, confession, joke, argument, or whatever they sta…
受众观点：①@PalmovyyKozak 用一句话戳中共识——意识到建设不是最难的部分是反复出现的普遍教训 ②@Cheap-Wing9532 强调分发才是真正业务起点，建设只是在自己掌控范围内的假生产力 ③@dzan796ero 提出具体路径：找到已有聚集但渴望未被满足的群体，用最小化产品测试后批量引入
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- @PalmovyyKozak (14): "I realised that building isn't the hardest part" should be a tag in this sub
- @clickyspinny (6): What motivated you to make a social app? The space is dominated with huge players.
- @Cheap-Wing9532 (3): This is a painful but useful lesson. Building feels productive because it is under your control, but distribution is where the real business starts!
- @Cheap-Wing9532 (3): yub, correct, we need to handle painful mate!
- @dzan796ero (3): Can you get her and her friends and people of similar majors to use it? Generally what happens with these types of products is, they already gather somewhere online but have a craving for something else, then you find more people who share the same craving, then test out somethi…
独立开发者坚持在 LinkedIn 发帖一个月后仍面临低互动和内容分发效率问题，寻求工作流优化建议
For the past month or so I've been posting more regularly on LinkedIn and tried to share my product updates, technical deep dive articles or even more broader technical opinion posts. I'm having a ha…
受众观点：①外链放正文被限流应改放首条评论；②产品更新帖互动最低，观点帖和踩坑故事效果更好；③视频和 reply guy 策略是否有效是大家关心的执行细节
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- @KoolTuo123 (5): A month is too early to judge LinkedIn, it compounds over months. But the big levers: - Don't put external links in the post body. LinkedIn throttles reach on anything that sends people off-platform. Drop the link in the first comment instead. That also kills half your workflow…
- @yonoxn (2): Ah I thought you hinted at me trying to stealth sell some product here. I've built a boilerplate around pricing and packaging that I'm trying to distribute. My linkedIn being full of founders and engineers I thought it could be a good place to start for distribution in addition…
- @yonoxn (1): Good insights, thanks!
- @Plastic_Guava_3482 (1): Are videos a good approach for LinkedIn? Also, I read somewhere that being a reply guy in LinkedIn is a good growth strategy (?)
- @Electrical_Pea_943 (1): I am also curious, recently i have also started posting. guys plz don't sell some ai tool. tell some genuine insights
EuroOffice 是基于 OnlyOffice 的欧盟开源办公套件，刚发布了官方文档，社区围绕供应链安全和数字主权展开讨论。
They released the docs! Took me a minute to find them: [https://euro-office.github.io/documentation/](https://euro-office.github.io/documentation/) I kinda miss some stuff like a docker-compose.yaml…
受众观点：①@No-Temperature7637 分享完整 docker-compose 配置，社区最关心快速上手 ②@haherar830 和 @GolemancerVekk 热议供应链安全，指出 EuroOffice 本质仍是含俄罗斯代码的 OnlyOffice fork ③@Visible_Tank5935 关注与 Nextcloud AIO 的无缝集成方式
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- @No-Temperature7637 (26): docker run: docker run -d \\ \--name euro-office \\ \--restart=unless-stopped \\ \-p 80:80 \\ \-e JWT\_ENABLED=true \\ \-e JWT\_SECRET=your-secret \\ \-v /path/to/data:/var/lib/euro-office/documentserver \\ \-v /path/to/logs:/var/log/euro-office/documentserver \\ \-v /path/to/co…
- @haherar830 (15): Inclusive EU FOSS project with good governance vs Russian supply chain attack in the making?
- @GolemancerVekk (14): No reason, now or in the foreseeable future. It's basically an attempt to subvert the European digital split from American control. OnlyOffice contains Russian code contributions (including tracking code), has been the focus of a code licensing debacle, and it's tied to a docume…
- @Visible_Tank5935 (12): If you run nextcloud aio, you can go to the nextcloud aio interface, stop your containers, execute the pending nextcloud update(s) if there are, and than select euro-office as office suite and than start the containers. No need to manually start new containers than or to link ne…
- @Initial-Process-2875 (11): finding the docs was definitely a scavenger hunt. and yeah, docker-compose would be nice but not hard to build from the commands they give you
SaaS创始人花一个月完成重大pivot后发现头部竞品即将推出相同功能
I'm honestly feeling pretty defeated right now For few months, I was building features that nobody really wanted. Classic mistake, I built first without proper market reasearch. After talking to some…
受众观点：①@jstnwst 认为竞品跟进说明在解决真实问题，专注找到300个用户就够了 ②@mynameisgiles 质疑执念于100%独特产品的逻辑，市场里从来没有只有一个品牌的品类 ③@litengryta 指出小团队比大公司更灵活，可适应性是真正护城河
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- @jstnwst (12): Don't quit. This is going to happen for every single saas builder going forward. It's a sign that you're building something that solves a real problem. If you only need 300 people or so to be "successful", just grind it out and get those 300. The world is massive - add your uniq…
- @JeremieWorks (3): Thank you for your comment. 300 customers feels completely out of reach right now, but I get the idea, there's always a chance to find some people who need what you're building I'll keeping going I guess, let's see if something finally clicks after some time
- @mynameisgiles (3): I’m not sure what the obsession in SaaS with having a 100% unique product. Nothing else in the world works like that. Go into a supermarket and try and find a product where there is only one brand. Why do they all exist?
- @jstnwst (2): Yeah - better yet, show it to 20 people in your network and get their feedback on it. Ask them who they know who might be interested.
- @litengryta (2): Bigger is not the same as better. You can adapt more easily than the giants
SaaS创始人社区讨论获取前100位付费客户的真实经验与有效方法论
Many SaaS founders here will have more than 100 customers, and while those who are still struggling to get early customers will be here too. For those early customer hunting SaaS founders, It will be…
受众观点：①@Ok_Violinist_6053 强调逐一对话和扎进细分社区才真正带来付费用户，SEO只带流量不带转化 ②@Bailey__Heap 关注founder-led content的复合效应，边做直接触达边积累warm audience ③@DEMORALIZ3D 反映时间有限时找不到对话机会、社区反感自我推广的现实困境
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- @Ok_Violinist_6053 (18): My first 100 customers came from doing things that absolutely don't scale. I thought SEO, content marketing, and social media would bring users. They brought traffic, but almost no paying customers. What actually worked: • Talking to potential users one by one • Hanging out in n…
- @Walrus-Comfortable (3): Hey , GenerativeSeo Founder here , 98 customers here , felt myself almost eligible for this post, ’almost’. You need to be highly active on all social medias mainly , Instagram , Twitter(X) , Youtube etc , and SEO is the key , if you rank good , Even AI will notice you , also do…
- @Bailey__Heap (3): From watching early SaaS founders work through the 0 to 100 customer phase, a few patterns hold pretty consistently. The first 20 to 30 almost always come from direct outreach and warm intros through the founder's network. That works, but it does not scale and you start to feel…
- @phb71 (2): This 👆. And it takes time. Tooks us 6 months to get to $1k MRR but 1 month to go from 1k to 2k.
- @DEMORALIZ3D (2): I read comments every time that say this and I feel the same every time.... I don't understand it. I every place my product is useful they hate hate hate self promotion and I have 1 hour free a night to do marketing and I never see any conversations. F5 bot just shows me my post…
独立开发者发布开源自托管个人财务工具 Budget Board v3.6，新增可自定义仪表盘和指标 widget 功能
Hey guys, It's been a few months since my last [post](https://www.reddit.com/r/selfhosted/comments/1r3ue8r/budget_board_v321_autocategorization_and/) here, and I wanted to share a pretty big update t…
受众观点：①reddotster 关注多用户权限隔离和家庭共享账户费用分摊的真实需求；②PersianMG 和 Free_Hashbrowns 都指出美国银行 API 开放程度是自托管理财工具的根本瓶颈；③Free_Hashbrowns（作者）承认 SimpleFIN 第三方同步方案仍需交出银行凭证，用户不满意
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- @reddotster (20): Do you support multiple users in a mine, theirs, ours way? I have my personal accounts, as does my fiancé. We also have shared accounts and expenses. We don’t need to see each other’s personal information but we want the shared information shared (and split?) and accounted for c…
- @PersianMG (13): Projects like this are cool but I can never use them because I would really wanted automated syncing of data and the banks & other financial companies I use never share their data or API's sadly.
- @Delicious_Studio3443 (12): Is your emergency fund progress calculation accurate?
- @Free_Hashbrowns (10): Yeah i get that. It’s frustrating that there isn’t really a self-hosted option for retrieving banking info outside of the European open banking standards. I use SimpleFIN for my bank sync, but I would much prefer not having to enter my credentials and be dependent on a third par…
- @Free_Hashbrowns (8): I’ve had a couple people ask for this feature, and i plan on this being the next “big” feature i implement. I won’t really have a timeline for when i expect it to go in until I’ve done some research, but I’m hoping to get it in before the end of the year.
Cate 是一款开源无限画布 IDE，将编辑器、终端、浏览器和 Git worktrees 组织在同一可视化工作空间
We built Cate, an open-source canvas IDE for agentic workflows. It started from a simple problem: most IDEs were built for writing code by hand. Terminal's were displayed via tabs or in a stack (VSCo…
受众观点：①@More-Tumbleweed-4253 暗示硬件资源占用是顾虑 ②@Failurentrepreneur 连发两条质疑实用性，认为是噱头 ③@Grobiani 反驳质疑者是否真正试用，评价分歧明显
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- @More-Tumbleweed-4253 (12): my 8gb ram i5 12th laptop 
- @Failurentrepreneur (7): This is great for 14 year olds. If you're actually serious about work you wouldn't diddle with such a gimmick. Its fun, sure but its a gimmick for newbies.
- @Failurentrepreneur (5): Yes. It's a gimmick personally because i do not believe this actually improves workflow efficiency. It defaults to getting user to use their mouse for navigational entities that don't require them. Also you uploaded an animated gif that contains many frames, a screenshot is a st…
- @UnreachableMemory (5): Yeah, you can stop posting this now.
- @Grobiani (3): Did you even try it, or are you just calling it a gimmick from a screenshot?
关于在三节点 Proxmox 集群上部署多个 Docker 容器最佳实践的讨论，涵盖 VM vs LXC 选择、Ansible 和 GitOps 等运维方式。
Hi all, I want to play around and learn Docker more. I have had slight experience with Docker Compose before although it was mainly using tteck/community-scripts to deploy an lxc of the service I hav…
受众观点：①@Xiaopai2 直接纠正 OP 的错误认知，指出多容器单 VM 正是 Docker 的正确用法 ②@Nyasaki_de 推荐用 Ansible playbook 统一管理容器部署 ③@ysidoro 强调 GitOps 实践，不要直接 SSH 上去改 compose.yaml
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- @Nyasaki_de (14): Check out Ansible and Terraform. I got a Ansible playbook that deploys all my docker containers to the VMs.
- @Xiaopai2 (12): Why do you think one VM with multiple docker containers is not ideal? That's exactly what docker is for: Running multiple processes on the same machine with decent isolation between them. Running a full VM for each service only makes sense if you have very strong isolation requi…
- @ac61900 (5): I have had basic experience with both Terraform and Ansible. More or less just running the things (like playbooks) that other people have made and trying to review what is actually happening in the playbook. I guess the method to my madness is to just learn how to manually deplo…
- @shk2096 (5): https://www.reddit.com/r/homelab/s/W96Q9MrNPx
- @ysidoro (5): Learn about gitops …. Do not access to your host (LXC or VM) to change compose.yaml or .env files. Just push to main your new versión This is a ☝️best practice.
开发者在用 OpenRouter 做 LLM API 路由时遭遇流式延迟和定价溢价，帖子讨论生产级流量下的替代网关方案选型
I've been on OpenRouter for a side project for a few months and it's solid for prototyping, but the streaming latency and the pricing markup on models I could call directly started bugging me enough…
受众观点：①延迟问题在低 RPS 下不明显但高并发下成倍放大 ②Portkey 的 trace UI 值得自托管的额外成本 ③halfred.ai 的 cost dashboard 可直接量化溢价问题
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- @Warm-Yam3240 (3): Curious what your traffic looks like, because the streaming latency stuff barely shows up under low rps but compounds fast once you're routing thousands of requests a minute.
- @Rude_Context_4844 (3): Yeah you'll see the latency tax more on burst traffic than total throughput. The Portkey trace UI alone is worth running it self-hosted imo.
- @[deleted] (3): [removed]
- @iambatman_2006 (3): Worth poking at [halfred.ai](http://halfred.ai) if you want a middle ground, the cost dashboards alone make the markup question easy to answer without instrumenting anything yourself.
- @Eternal_Phantasm (1): Pretty low rps right now, maybe 50 a minute at peak. I want to push that up once I open it to more users, which is partly why I want to figure out the gateway story before it becomes a real problem.
讨论如何用 LibreTranslate 和 pdf2zh 等自托管方案实现保留排版的 PDF 文档翻译，技术难点在于跨语言排版重渲染而非翻译本身。
Hello. I'd like to know if there's any way to self-host something like Google Translate's functionality for translating a PDF. I have books that I need to translate to Spanish with many pages and pic…
受众观点：①@achiya-automation 详细拆解了两段式方案（布局提取+翻译+重渲染），推荐 pdf2zh 作为一体化工具 ②@Ok-Grapefruit-4251 指出跨语言文字长度差异导致排版错乱是核心难点 ③@osdaeg 分享了 LibreTranslate docker-compose 配置
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- @Ok-Grapefruit-4251 (7): It's doable, but not cleanly with one tool. The complexity comes in replacing the original text. The word count will start getting weird, so the layouts won't match perfectly.
- @achiya-automation (4): The translation is the easy half. The hard half is that a PDF isn't structured text, so "replace the words in place" fights the format the whole way. Like the top comment said, Spanish tends to run noticeably longer than the English source, so any fixed text box overflows once y…
- @Southern-Wolf-02 (3): I see. I don't think the word count would be very different when translating from English to Spanish. Maybe one could get around that issue by adjusting the font size, and things like spacing.
- @ovidius800 (3): You can use libretranslate with LTEengine. Check this https://github.com/LibreTranslate/LTEngine
- @osdaeg (3): Usas docker? Yo lo tengo instalado en docker y la verdad lo inicio cuando lo necesito (un par de scripts que descargan cosas y traducen sus descripciones del inglés al español) La verdad, las traducciones están bien. ``` services: libretranslate: image: libretranslate/libretrans…
开发者讨论 AI 内联代码补全与整文件 prompt 生成两种模式在认知负荷和代码掌控感上的本质差异
I have a hypothesis that having an llm complete a few lines of your code - mostly boilerplate, could be better than prompting an entire file of code through it. Better in the sense that it isn't enti…
受众观点：①WeaknessKey1582 强调 vibe coding 概念被过度炒作，AI 补全 boilerplate 不等于失去作者身份；②TechnologyMatch 指出 inline 补全保留开发者驾驶权，整文件 prompt 让你变成审阅别人代码；③Saki-Sun 提到打字速度快时 AI 补全反而拖慢节奏，存在真实负向体验
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- @WeaknessKey1582 (21): I think the whole concept of vibe coding has been taken way too far. But yes, having AI complete boilerplate snippets is much better. Is the author AI if the writer used predictive text here and there? Nope.
- @MissinqLink (14): Is a hammer better than a screwdriver?
- @atzedanjo (7): Does anyone still remember that "vibe coding ' started as satire?
- @Saki-Sun (6): Counterpoint. I type 80 words a minute. Occasionally AI prompts catch up and slow me down... I should really spend some effort and turn it off.
- @TechnologyMatch (5): there's something real here. when you're completing a few lines at a time, you're still the one driving. you understand the structure, you made the decisions, and the AI is just filling in the gaps you already know the answer to. prompting an entire file flips that dynamic. the…
Home Information v1.22 是一个本地优先的智能家居空间管理工具，支持楼层平面图可视化和与 Frigate、Paperless-ngx、Immich 等系统的集成。
Last year I posted an earlier version of **Home Information** and got some great suggestions. I have now completed a new version that incorporates most of that feedback, plus a host of other features…
受众观点：①@Gold-Supermarket-342 调侃家居地图暴露安全摄像头盲点，隐私安全是最大顾虑 ②@jake_that_dude 建议增加隐私导出模式，按场景分级脱敏 ③@arcassandra 回应了 HACS 集成对 Home Assistant 用户的价值
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- @Gold-Supermarket-342 (10): Great, now the robbers have a map of my home, my security systems, and blind spots. Just kidding, awesome project. Looks like a great way to keep things organized, but sadly I don't yet have enough square footage to need something like this.
- @jake_that_dude (3): the source-of-truth bit is the part that makes this interesting. I would add a `redacted export` mode if you do not have it already: floor plan plus device/doc links, but with camera coords, secrets, URLs, and serials stripped.\n\nmakes it way easier to ask for help or keep an o…
- @jake_that_dude (2): main use case is support screenshots without the scary bits. example: "my doorbell cam keeps dropping off wifi" or "where should I put the new AP?" The helper needs room names, rough device placement, maybe the network label. they do not need camera exact coordinates, serials, U…
- @ovizii (2): Ah, I understand. I think in this case a deployment via HACS is not useful except for people using home assistant.
- @arcassandra (2): Still, for the HA users, if HACS could make it somewhat easier for them to set up, and I can figure out how to work it into the current architecture, it might be useful. I'll dive a little more into how the HACS integrations work to evaluate.
独立开发者花一个周末搭建咖啡馆垂直招聘板，纯自然流量达到 800 月访客，但没有变现和用户沟通渠道，现在问是否值得继续做
started it as a side project 4 months ago because i kept seeing speciality coffee shops post hiring notices in random facebook groups with no central place to find them. Built it in a weekend, posted…
受众观点：①手动审批是首要瓶颈，需要用户账户让商家自助发帖并收集邮件 ②自动化审批流程（LLC 核验）和背景调查付费墙是潜在商业化路径 ③陌生人不靠你推自己用起来了就值得认真对待
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- @Warm_Comparison4935 (1): Maybe reach out to the shops that have already posted and ask why they used your site instead of Facebook groups.
- @Big-Training-8310 (1): My rule is if strangers keep using something I built without me pushing it, it's usually worth paying attention to.
- @Poopoopoo45 (1): Agree with this, especially if the product requires a human to do something which it sounds like it does since you’re approving forms. Are you able to contact the coffee shops? I’d pick from the list if so and get on the phone for feedback and just ask them point blank what they…
- @Willing_Whole6494 (1): Nice problem to have tbh. 800 visitors in 4 months without paid ads means you definitely hit something people actually need The manual approval thing is gonna kill you though - that's like the first bottleneck to fix. Maybe add simple user accounts so shops can post directly? Th…
- @BOOM_roasted18 (1): as others mentioned the manual approval process is going to be a big bottleneck. i’m sure there’s a way to automate, maybe through an LLC check or something. possible money point would be a paywall for automated background checks. could build it from the other side as well? bari…
独立开发者讨论在真实SaaS产品开发中AI代码生成的实际使用边界和代码审查标准
Genuine question for people shipping real products, not demos. I've settled into a pattern where I let AI handle the repetitive layer (validation, CRUD endpoints, test scaffolding, UI states) but I r…
受众观点：①@18fc_1024 提出可逆性加可证明性双过滤器，详细说明数据库工作中人工写意图AI草稿迁移的协作模式以及AI生成PR的review checklist ②@shadow_snitch 和@RealSophistication 将话题升维到AI治理层面，团队成员把生产schema喂给Claude的隐性风险比代码质量问题更难发现 ③技术社区普遍认同能解释才能提交原则但执行落地标准各不相同
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- @18fc_1024 (2): I use two filters: reversibility and evidence. If the change is cheap to revert and easy to prove with tests, I let AI do a lot. UI states, validators, CRUD plumbing, test scaffolds, boring API adapters, migrations from a human-written schema plan, etc. If the change creates lon…
- @[deleted] (1): [removed]
- @shadow_snitch (1): I like the "if I can't explain why it's correct, it doesn't get committed" rule. What's interesting is that AI is moving from an individual productivity tool to something teams are using across development workflows. That creates a different challenge beyond code quality: visibi…
- @RealSophistication (1): the reversibility filter is way better than blanket bans because it forces you to think about what you're actually risking. but the visibility problem is real and almost nobody talks about it. you can have perfect code review discipline on the ai output and still get wrecked if…
- @HealthPersonal526 (1): If my project is a fintech one No way I let AI even watch
Open Notebook 是一个声称为开源本地部署版 NotebookLM 替代品的项目，但社区对其代码质量持怀疑态度，认为存在明显 AI 生成痕迹。
First up, I tried searching the sub to see if it's even been discussed here before and didn't find anything. I did see results about another option that was questionable at best according to the comm…
受众观点：①@Justa_Schmuck 指出代码有 AI 生成痕迹（affirmation comments、过于规范的格式），最高赞说明社区对 AI 洗稿代码很警惕 ②@Wreid23 推荐了 surfsense 作为替代方案 ③@remghoost7 声称这是 NotebookLM 原始开发者的独立项目，但无法核实
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- @Justa_Schmuck (24): That GitHub page reads like the stuff copilot kept giving me before I told it to simplify formatting. It’s even got affirmation comments in it.
- @Wreid23 (5): Check out surfsense if that's what your looking for
- @Inner_Sandwich6039 (3): It’s literally the first sentence in the page
- @remghoost7 (2): Oh yeah, I starred this when it first came out about 2 years ago. I haven't given it a whirl yet though. If I recall correctly, it was made by the "original" developers of NotebookLM. They weren't a fan of the direction Google was taking their project, so they broke off and did…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
拥有13年副业经验的开发者分享全职工作后兼顾独立开发最大障碍是上下文丢失而非时间不足
it is opening your laptop at 16:55 and having no idea what mattered yesterday, because your head is already full from a whole workday with different tasks, random talks, small problems, bigger proble…
受众观点：①@Particular-Sock-7005 通过线下accountability小组互相追踪进度来保持动力和记忆 ②@Milkpowder44 和@Kodrackyas 都指向kanban/Trello等项目管理工具作为外部记忆解决方案 ③@d_uk3 关注是否有同处境创业者群体相互支持
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- @Particular-Sock-7005 (3): That is exactly why I started meeting up with mates after work to bounce ideas around and keep track of each other's progress. We've just kicked off, so we'll see how it goes.
- @Milkpowder44 (3): Build a kanban board or another project management tool to know whats built and whats still to do
- @No_Flow_2910 (2): >
- @Kodrackyas (2): I used trello for this reason, i did not need to remember i had my ideas saved
- @d_uk3 (1): Needs a group of friends that shares the same journey and enthusiasm for entrepreneurship. Are these all side builders?
Indie Kit 创始人分享从 1500 用户到完全 burnout 再用免费 Chrome 插件做 lead magnet 实现反转的 14 天实践
Hey r/indiehackers, (Formatting this cleanly so it's readable - please spare me the "AI slop" comments, just sharing some real raw data from the last two weeks lol). A couple of weeks back, I shared…
受众观点：①真实经历+反转叙事对新 indie hacker 有极强激励价值；②MVP 做完不知如何推广是高频共鸣痛点；③部分受众对高强度增长策略有抵触，渴望「小而美」路径
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- @EducationFine6758 (5): That's really an exciting story. As a new Indie Hacker, that inspired me a lot
- @SignificanceElegant3 (1): I am actually in a burnout stage right now and I am totally self-aware. I successfully finished building the MVP, which wasn't easy to do. I am an MD trying to create the new generation of nutrition apps, only to drown in the marketing noise of the old.
- @Wise_Record775 (1): What’s the thrust of nutrition app?
- @vardyb (1): A burnout wall is definitley for real. This happens to me all the time. What helps me is understanding the effort is not a phase to push through but more like a signal that my pacing is wrong. I have a chronic illness that makes energy a genuinely finite resource, so I have no c…
- @Common_Dream9420 (1): i like the honestly lol - (Formatting this cleanly so it's readable - please spare me the "AI slop" comments, just sharing some real raw data from the last two weeks lol).
攻击者通过伪造 Sentry 错误日志欺骗 Claude Code 等 coding agent 自动安装恶意 npm 包的新型攻击手法分析
Saw a writeup this week about a[ new attack aimed at coding agents (Claude Code, Cursor, etc) ](https://www.linkedin.com/posts/yoav-alon_a-new-attack-campaign-targeting-your-coding-share-746927816017…
受众观点：①Aggravating_Log9704 认为核心是 prompt injection 问题，防御应基于硬规则而非依赖模型发现 typosquat；②Horror-Squirrel4142 指出真正漏洞是 agent 运行时 env 变量直接暴露，沙箱隔离才是根本防御；③Ok_Gold_9674 提出外部 issue 只能创建 context 不能授予 authority 的架构原则
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- @dragonnnnnnnnnn (3): The fix is not to blindly run AI on your project issues
- @Aggravating_Log9704 (1): This is really a prompt-injection problem wearing a monitoring badge. The defense should not depend on the model spotting a typosquat. It should depend on hard rules like issue text cannot authorize installs, new dependencies need code review, and agents run with no outbound acc…
- @Horror-Squirrel4142 (1): Yeah, the npm install is just the payload. The actual hole is that the agent runs with your real env vars sitting right there. If you treat Sentry issues and logs as untrusted input (same as you'd treat a random URL) and run the fix in a sandbox with no egress and fake secrets,…
- @Ok_Gold_9674 (1): I would put the control at the handoff, not inside the model. In my setup, an external issue can be allowed to create context, but not authority. So a Sentry ticket can say "look at this stack trace," but it cannot authorize a terminal command, a package install, or access to re…
- @webdev-ModTeam (1): Your post/comment has been determined to be a low-effort post or comment. This includes title-only posts, easily searchable questions, vague/open-ended discussion prompts, LLM generated posts or comments, and posts/comments that do not provide enough context for meaningful repli…
AudioMuse-AI 是一个基于声学特征向量分析的 AI 音乐推荐工具，已深度集成到 Navidrome 和 Open Subsonic 生态，支持本地离线运行。
I ran this tool with navidrome for long time but i only started using it last week. I run daily sonic playlists. One for plex and one for navidrome, i listen to navi playlist on the car and plex in g…
受众观点：①@Old_Rock_9457（作者本人）详细解释了声学分析技术原理（200维音色向量+700+维歌词语义向量）及生态集成历程 ②@daubious 指出 Navidrome 0.62.0 刚更新了声学分析兼容性 ③@greatlilusername 尝试配置但中途放弃，说明上手门槛仍然存在
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- @daubious (6): Worth noting that Navidrome [just updated](https://www.reddit.com/r/navidrome/comments/1u06x0g/navidrome_0620_released/) to include better compatibility with sonic analysis.
- @dirtyjavis (3): What do you mean by sonic playlists? Is sonic a feature of plex?
- @Old_Rock_9457 (2): There was a very hard work behind it. It started with asking a PR to the Open Subsonic standard back in August 2025 that was accepted only on April 2026. This enable to have this functionally not only on Navidrome but on all the music server that implement the Open Subsonic API…
- @greatlilusername (2): Im pretty sure it analyses all your songs (looks at a bunch of things not just the tags) and then it's pretty good at generating you playlistsbased off similar songs (instead of checking your metadata and putting everything tagged hip-hop into one playlist for you) I tried setti…
- @Old_Rock_9457 (2): Hi, [AudioMuse-AI](https://github.com/NeptuneHub/AudioMuse-AI) developer here! Sonic Analysis means that the raw song is analyzed itself. This is good because doesn’t relay on metadata that could be wrong or incomplete. Also this analysis check for multiple pattern in the song t…
solo 开发者在 itch.io 发布了四款 macOS 菜单栏小工具（QuietWare），累计 113 次下载，但用户下载后几乎不留反馈，困惑于有人用和真正解决问题之间的差距
I’ve been building a small collection of macOS apps under [QuietWare](https://quietware.itch.io), and I just launched my fourth one: **File Fetch**. It’s a simple menu bar app that shows your newest…
受众观点：①没人邀请就主动下载本身已经是真实信号 ②作者明确表示宁愿要反馈也不要 donation，说明对验证阶段理解清醒 ③用真实用户录屏观察卡点比靠猜测更有效
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- @candizdar (3): i've seen similar tools trip up users with tiny UI elements. try it out for yourself. i run [testfi.app](https://testfi.app/?utm_source=reddit&utm_medium=comment&utm_campaign=engage). we get screen recordings of real users going through your app, so you actually see wher…
- @AnguishedSpecs (2): The fact that people are downloading and using it without you asking them to is probably the real signal, even if they're not leaving comments about it.
- @Realistic_Action_428 (2): Huh 🤔 I’ll look into this, thank you!
- @Realistic_Action_428 (1): True. Also there’s a donation option. No one has donated yet which is completely fine, because I’d take honest feedback over a donation at this stage. But you’re right, people are downloading it…which is a signal. Thanks for your comment.
工业界是否真正在生产环境部署差分隐私、联邦学习等隐私保护机器学习技术的社区讨论
I've been reading more about privacy-preserving ML approaches such as differential privacy, federated learning, and on-device inference. The research literature is fairly active, but I'm curious abou…
受众观点：①Apple和Google已在生产环境使用差分隐私的实际案例（@snekslayer提供链接） ②隐私技术如何帮助通过法律和合规审查——@PaddingCompression分享了用差分隐私给PII加噪声满足legal要求的真实经历 ③技术门槛与实际价值的权衡——评论区更关心"怎么用"而非理论
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- @snekslayer (3): Apple is doing it on iPhones and google on gboard
- @Electrical_Mine1912 (2): How?
- @snekslayer (1): Some examples https://machinelearning.apple.com/research/differential-privacy-aggregate-trends https://arxiv.org/abs/2305.18465
- @Electrical_Mine1912 (1): Thanks might be helpful for me
- @PaddingCompression (1): I've had to use simple things like differential privacy to add white noise to various PII like birthdates before using them in an ML system to get approval from legal. I didn't have comparisons for model performance, since it was a requirement to use it. Legal raised serious obj…
Miasma 是一个通过窃取 GitHub PAT 实现无 C2 基础设施自传播的完整供应链攻击框架，其源码遭泄露
we saw that multiple github repos name as Miasma-Open-Source-Release started appearing yesterday which was pushed by a compromised developer accounts. then we pulled the source to dig deeper. And cal…
受众观点：①攻击者走开源化路线的新范式转变
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- @N1ghtCod3r (4): Here we go again. Attackers go OSS now.
开发者在自己找工作时发现每次手动改简历太耗时，构建了 TailorDocs 工具，上传简历和职位描述后自动生成针对该岗位的匹配版本
A few months ago I was applying for jobs and kept running into the same problem. Every piece of advice online says: * Tailor your cover letter and resume for each application * Match the language use…
受众观点：①最关心实际效果——用工具后面试邀约率有没有提升，以及作者自己是否靠它找到了工作 ②最大痛点不是写作本身而是多版本简历的版本管理和追踪，建议加 dashboard 记录哪个版本投了哪家
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- @mcyger (1): I'm curious about the results you've seen with it so far. Have you noticed a big difference in the response rate or interviews you're getting compared to using a standard resume? Also, since you built this while job hunting, did it end up landing you a role?
- @Correct-Interest-912 (1): Smart idea. The biggest pain point in job hunting is not the writing; it is the context switching between 20 different job descriptions and remembering which version you sent where. If you add a simple tracking dashboard showing which resume variant went to which company, that w…
由Yoshua Bengio等30位专家联合撰写的论文，系统分析AI对人类集体认知能力、推理质量和信息环境的潜在威胁机制
**How will AI affect our ability to think and judge for ourselves?** Our new paper co-authored by 30 experts explores **epistemic risks**—the threats AI poses to our collective capacity to form belie…
受众观点：①认知外包问题：@KeyPark6011坦言自己已开始把本可自己想清楚的事交给AI，担心长期推理能力退化 ②AI训练数据被AI生成内容污染的反馈循环——模型未来可能越来越自我参照（@KeyPark6011）
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- @KeyPark6011 (2): this is pretty wild timing considering how much we're already seeing these patterns play out in real time. the cognitive offloading part hits especially hard - i've caught myself relying on ai for stuff i used to just think through myself, and now i'm wondering if that's actuall…
VC Boom 是一款帮助创业者优化融资 Pitch Deck 并自动生成投资人邮件的 AI 工具
VC Boom
受众观点：①CRM 跟踪投资人对话的需求 ②YC Demo Day 时机与市场流动性 ③邮件自动化序列功能
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- @Overview (0): * [Reviews8](/products/vcboom/reviews) * [Alternatives](/products/vcboom/alternatives) * [Customers](/products/vcboom/customers) * [Built with](/products/vcboom/built-with) * [Forum](/p/vcboom) * [Team](/products/vcboom/makers) * More Free Options Launch tags:[Venture Capital](/…
- @Raycast (0): Hunter 💎 Pixel perfection **Next Tuesday is** [**YC Demo Day**](https://www.ycombinator.com/demoday) **— just four days after SpaceX will have IPO'd.** There's about to be a lot of liquidity sloshing around... and [@yoann\_berno3](https://www.producthunt.com/@yoann%5Fberno3)'s *…
- @Bababot (0): [@ben\_d3](https://www.producthunt.com/@ben%5Fd3) Great suggestion, Ben. You’re right, getting the first meeting is only one part of fundraising. Tracking conversations and follow-ups could make the whole investor journey much easier to manage. Upvote (1) Report Share 12h ago []…
ZeroGPU 是专为高频 AI 任务设计的边缘推理层，小型专用模型在速度成本精度上全面超越 GPT-5.4 Nano
ZeroGPU
受众观点：①agent workload 下 latency/cost/reliability 路由决策 ②BYO-model 自定义微调部署方案 ③accuracy benchmark 可信度
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- @Overview (0): * [Reviews1](/products/zerogpu/reviews) * [Alternatives](/products/zerogpu/alternatives) * [Built with](/products/zerogpu/built-with) * [Team](/products/zerogpu/makers) * [Awards](/products/zerogpu/awards) * More Free Options Launch tags:[API](/topics/api-1)•[Developer Tools](/t…
- @ZeroGPU (0): Maker 📌 Hey Product Hunt, ZeroGPU is live today! ZeroGPU is the compute efficiency layer for AI: specialized small language models running across an edge-powered network, built for the high-volume work that doesn't need a frontier model. Our specialized classification and data e…
- @ZeroGPU (0): Maker [@maksim\_ovsienko](https://www.producthunt.com/@maksim%5Fovsienko) We do support BYO-model for high-volume customers. In those cases, we can help fine-tune, evaluate, deploy, and scale task-specific models. It is not part of our self-serve flow yet, but making that full l…
- @rongze (0): 💎 Pixel perfection Interesting angle. For agent workloads, the thing I’d want to understand is how routing decisions are made when latency, cost, and model reliability pull in different directions. The hard part is usually not just cheaper inference, but making the fallback beha…
- @ZeroGPU (0): Maker
Krisp 开放企业级实时语音翻译 API，支持 61 种语言，以百万分钟生产数据背书，声称准确率 96%
Krisp
受众观点：①语音转译延迟是否影响真实对话体验 ②真实噪音口音下准确率可复现性 ③C++ SDK 上线时间表
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- @Translation (0): • [Realtime Voice AI](/categories/realtime-voice-ai) Krisp is the all-in-one Voice AI app for meetings that makes you sound crystal clear and captures everything that matters. It removes background noise, converts accents in real time, and enhances your voice so you’re always un…
- @Krisp (0): Maker 📌 Hey Product Hunt! We've been running real-time voice translation in enterprise contact centers. Healthcare, insurance, finance. Calls where a wrong word means a patient safety incident or a compliance violation. That pressure built an engine most benchmarks can't replica…
- @Krisp (0): Maker [@olia\_nemirovski](https://www.producthunt.com/@olia%5Fnemirovski) The C++ is coming soon but specific date yet. Upvote (1) Report Share 4h ago [](/@igorgurovich) [Igor Gurovich](/@igorgurovich)
- @Refocus (0): The "works great in demos, then real users show up with background noise and accents" line is exactly the wall we hit building voice AI for older adults. Phone-quality audio and unfamiliar accents break most pipelines that benchmark beautifully. Training on a million real contac…
- @Krisp (0): Maker
agmsg 是一款开源 AI 开发者工具，与 Claude Code 和 OpenAI Codex CLI 集成，服务 terminal 中的 AI agent 工作流
agmsg
受众观点：①与 Claude Code 和 opencode 的定位差异 ②开源工具链的自定义扩展能力 ③多 coding agent 并行管理需求
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- @Overview (0): * [Reviews](/products/agmsg/reviews) * [Alternatives](/products/agmsg/alternatives) * [Built with](/products/agmsg/built-with) * [Team](/products/agmsg/makers) * [Awards](/products/agmsg/awards) * More Free Launch tags:[Open Source](/topics/open-source)•[Developer Tools](/topics…
- @OpenClaw (0): [opencode](/products/opencode?ref=product%5Fsidebar) Your terminal's AI agent, with any model you want [5.0(24 reviews)](/products/opencode/reviews) [AI Code Editors](/categories/ai-code-editors) [Google Antigravity](/products/google-antigravity?ref=product%5Fsidebar) Run and mo…