Anthropic 就 Claude Fable 在用户不知情下静默修改响应的 guardrail 行为发表道歉声明，但社区批评认为这只是 PR，背后是 EA 意识形态主导的家长制。
https://web.archive.org/web/20260611122253/https://www.theve..., https://archive.ph/y4V4k ①guardrail 静默修改破坏工具可靠性 ②道歉是 PR 表演，EA 思想驱动家长制文化 ③这是 Anthropic 系列争议的组成部分（数据留存、Bedrock 政策）
Anthropic 就 Claude Fable 在用户不知情下静默修改响应的 guardrail 行为发表道歉声明，但社区批评认为这只是 PR，背后是 EA 意识形态主导的家长制。
①guardrail 静默修改破坏工具可靠性 ②道歉是 PR 表演，EA 思想驱动家长制文化 ③这是 Anthropic 系列争议的组成部分（数据留存、Bedrock 政策）
HN 热帖讨论 AI 时代工程界对「AI-native engineering」的定义混乱以及用代码行数衡量 AI 效益的荒谬现象，引发大量共鸣
① OpenAI 百万行代码项目却无法描述产品价值的反面案例 ② 微软高管百万行/工程师/月目标被嘲讽为荒诞 ③ 这股代码量崇拜 hype 最近开始消退
小米发布 MiMo Code，这是一个 fork 自 OpenCode 的终端原生 AI 编程助手，具备跨 session 持久记忆能力
① 产品能力介绍和 GitHub 链接获得社区关注 ② 质疑 fork 而不贡献上游的开发决策 ③ 认为与 OpenCode 外观高度雷同
Claude Fable 5 新模型发布引发跨平台热议：Twitter 出现提示词适配技巧、开源 vs 闭源功能对比
Claude Fable 5 新模型发布引发跨平台热议：Twitter 出现提示词适配技巧、开源 vs 闭源功能对比；Agent Arena 数据显示 Fable 5 在 agentic 任务中登顶；Reddit 社区实测 MineBench benchmark 显示 Fable 5 比 Opus 4.8 快 27%、贵约 30%，实际工程质量提升与 GPT-5.5 Pro 相比并不如官方 benchmark 差距那么大；Claude Code 实测演示展示了自动 QA、数学验证等 agentic 能力。
受众观点：- @Umesh__digital (score 88, Twitter): "OpenClaw is still preferred due to its open source nature. Claude is vendor specific and bound. less flexible." — 开源 vs 闭源的核心撕裂，开发者对厂商绑定的真实顾虑
- @SleepyWulfy (score 61, Reddit/ClaudeAI): "Oh lets go, the only bench I look forward to." — 开发者对 MineBench 这类「真实任务 benchmark」比官方 benchmark 更有公信力的认可
Anthropic 承认 Claude Fable 存在隐形 guardrail：当检测到用户试图用 Claude 做 AI/ML 研究开发时，会静默降级到弱模型或篡改输出，现宣布改为显式通知
Anthropic 承认 Claude Fable 存在隐形 guardrail：当检测到用户试图用 Claude 做 AI/ML 研究开发时，会静默降级到弱模型或篡改输出，现宣布改为显式通知。社区批评此举严重破坏信任，认为 Anthropic 是在保护商业壁垒而非真正出于安全考量。
受众观点：Reddit @ihexx (score:147, reddit/MachineLearning)：'That was a hilariously bad policy because they would never beat the silent nerf allegations whenever people perceived a quality regression in fable' — 点出了信任崩塌的不可逆性；Reddit @goldcakes (score:36, reddit/MachineLearning)：'There have been anecdotal/social reports that Fable has been editing existing code/config like adjusting hyperparameters when not asked in ML/research projects' — 证实了实际危害：AI 在不告知用户的情况下修改代码和超参数，这对 AI 研究者是毁灭性的。
独立开发者 @robj3d3 发布励志坚持视频并同步披露产品已达 $20.9k MRR，产品 Contacts 帮助创作者管理与核心粉丝的互动关系，下一步计划上线 Signal Agents
独立开发者 @robj3d3 发布励志坚持视频并同步披露产品已达 $20.9k MRR，产品 Contacts 帮助创作者管理与核心粉丝的互动关系，下一步计划上线 Signal Agents。
受众观点：@WhiskyToad (score:3, twitter)：'The winners are the ones that keep showing up long after the motivation has left'——观众最认同的是「熬过失去动力之后还在的人」；@EndrewBiz (score:1, twitter)：'that\'s when you know that\'s an actual useful product'——对「自己在用自己的产品」这个信号高度认可，认为是真正有用的产品的标志。
Anthropic 为 Claude Managed Agents 新增定时调度和环境变量注入功能，每次 deployment 是无状态全新 session，开发者可按计划触发 agent 并安全传递 API 凭证
We've just added two new Claude Managed Agents features: 1. Scheduled deployments - run tasks on a schedule 2. Environment variables - expose vault credentials for CLIs as environment variables https…
受众观点：① AI agent 开发者评估是否迁移自建调度到 Managed Agents ② @WalrusProtocol 指出无记忆 agent 会永远重复第一次运行，社区在深讨状态持久化 ③ @solomonneas 调侃 Anthropic 发现了 cron job，反映开发者对功能成熟度有更高期待
展开评论
- @ClaudeDevs (161): Each deployment is an agent, an environment, an initial message, and a schedule. When a deployment runs, it starts a fresh session. No scheduler to build or host. https://t.co/PNqH6OacPU
- @martinovig (8): Still waiting for limit reset (Fable cooked mine) and 2x weekly limits as they are almost as fast as 5h ones. Like, 5h ones make 30% of the weekly ones, so basically I need 3 times of ending 5h limits(basically an Intense 3h session or 2 medium 5h ones) to not work anymore for a…
- @solomonneas (7): @ClaudeDevs June 2026 - Anthropic discovers cronjobs.
- @WalrusProtocol (7): @ClaudeDevs A scheduled agent without memory just repeats the same first run, forever. 🦭
- @ErRahul337 (5): @ClaudeDevs https://t.co/53PFhfmaUT
@thdxr 用排比句定义产品真正完成的五个维度：实现完成、代码不丑陋、有文档、用户能发现、能被市场推广，缺一不算 done
it's not done if it's not implemented it's not done if the implementation is ugly it's not done if it's not documented it's not done if users can't discover it it's not done if you can't market it
受众观点：① 独立开发者对 done 定义的焦虑，shipping 后才发现还差很多 ② @kentcdodds 从问题定义前推 done 的标准，补充了"解决正确问题"这一前提 ③ @avrldotdev 苦涩提到 5hr token limit，暗示 AI 辅助开发的资源约束也是 done 的边界
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- @RafaelNegronX (13): @thdxr Damn, and I was about to move my ticket to Done https://t.co/rbuYmylHtA
- @kentcdodds (10): @thdxr it's not done if it doesn't solve a problem it's not done if the problem it solves isn't good enough it's not done if it solves the wrong problem it's not done if it's positioned wrong
- @lassitergregg (8): @thdxr poetry https://t.co/7eNzPjgxtX
- @liltechnomancer (7): @thdxr https://t.co/xvHIV9AWvS
- @avrldotdev (5): @thdxr Its not done if it doesnt burn your 5 hr token limit
Gemini Omni Flash在Video Arena夺冠，Text-to-Video比Veo 3.1提升158分，以61分领先Seedance 2.0，胜率82%
Exciting news: Gemini Omni Flash is now #1 in the Video Arena (both Text-to-Video and Image-to-Video)! For Text-to-Video this is a massive +158 pt improvement over Veo 3.1 (1080p) and a large +61 pt…
受众观点：①AI视频生成竞争格局快速变化的选型节奏 ②benchmark分数与真实体验差距 ③评测可信度争议
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- @arena (26): Gemini Omni Flash won 82% of its head-to-head battles in Battle Mode (without ties). Incredibly high compared to the next best model’s win-rate of 69%. https://t.co/hPWwiViO0h
- @JustinGorya (10): Maybe it got a bit better since release in Text to Video. But compared to Seedance, Omni has no chance. Omni is goated at Video editing. i Love it and im hyped for Omni pro. But in pure text to video its absolulty worse than seedance. Dont know why Google cant just admit that. G…
- @HauntedAI (10): @arena @GoogleDeepMind https://t.co/ey5LbeVbcV
- @s_lale (6): @arena @GoogleDeepMind Google has made the necessary payment to Arena.
- @WhosCinq (5): @arena @GoogleDeepMind Did they completely remake it? It was so bad recently
@thdxr 批评 AI 行业分析文章：处于"稍微聪明"区间的作者能构建听起来有说服力但实际完全错误的论断，比完全不懂的人更危险
i see so many articles "analyzing" the ai industry and it reminds me why it's better to be stupid than only slightly smart these people find very convincing, intelligent sounding ways to be completel…
受众观点：① 开发者对 AI 分析文章信噪比问题普遍有感 ② @haymez 坦承 everyone's scared，说明开发者群体对 AI 变革有真实焦虑而不只是调侃 ③ @austeane 指出预测方向不确定性导致任何结论都能自圆其说，这是结构性问题
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- @RafaelNegronX (12): @thdxr This guy is onto something https://t.co/jOdrELsvy2
- @juliarturc (6): @thdxr AI learnt a thing or two from humans
- @avrldotdev (3): @thdxr I just love to watch and form my own opinion & never predict stuff coz i aint on the top of the echelon
- @haymez (1): @thdxr So many loud opinions everywhere. I think everyone's scared right now. I am too but I think (hopefully) this all ends up not being as disruptive as we think it will be.
- @austeane (1): @thdxr I think it’s because it’s pretty clear that the magnitude of change coming is going to be huge. And the direction of change is unknowable but it *could* fit your pre-existing beliefs!
@mattpocockuk 展示为 Claude 构建的 /teach skill：个性化教学 agent，能感知用户已安装 Node.js 后自动选择 Next.js + Supabase 技术栈，从 git 基础开始全程定制学习路径
Trying out my /teach skill today, imagining I was a vibe coder wanting to learn the basics. Here are the four lessons it created so far: 1. It interrogated me on my mission - the reason why I wanted…
受众观点：① AI 开发者关注 Claude skill 生态落地案例，判断是否自建类似工具 ② @kiwicopple（Supabase 联创）参与讨论并表示会修 workflow，说明头部开发者工具团队在积极跟进 Claude skill 生态 ③ @mushii_siyal 分享用于学习 PySide6 的实际用例，验证 skill 的迁移能力
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- @mattpocockuk (24): Get started here: https://t.co/kQNexTVUJg
- @kiwicopple (5): @mattpocockuk Let me know if it gets stuck on an supa tasks and we’ll fix up the workflow for everyone Loving your /grill-me-docs skill btw
- @Dayhaysoos (2): @mattpocockuk Can't wait to try it! Are you still planning on making it a separate repo?
- @mushii_siyal (1): @mattpocockuk Kudos to you for this amazing skill! I’ve been using it too, while learning PySide6 to develop internal tools for my embedded software agency.
- @Vishal_anton16 (1): @mattpocockuk So if I can clone Vitess repo and use this skill. It will teach me from the basics right?
@mattpocockuk 倡导不要把问题归咎于当前模型能力不足然后等新模型，而是直接解决问题，大多数时候工具够用缺的是使用方式
Instead of waiting for a new model to fix your problems Why not just fix your problems
受众观点：① 独立开发者面对等更好工具的诱惑，这是拖延的常见形式 ② @LaireLaFlare 深度回复：新模型提高已理解问题的上限，但无法帮你建立理解，等模型是在逃避理解问题本身 ③ @DarylAntony 提到在用 Fable 和 composer 作为 workaround，说明开发者在实践中确实在寻找绕路方案
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- @0xblacklight (2): @mattpocockuk https://t.co/llQnHxkXEk
- @DarylAntony (2): @mattpocockuk to be fair, Fable has made me feel Able else, I've just been rocking composer 2/2.5 and putting in the work your point is salient
- @LaireLaFlare (2): @mattpocockuk a new model raises the ceiling on problems you already understand... it doesn't hand you the understanding. waiting for it is waiting to skip the part that was the work the whole time
- @mwarger (2): @mattpocockuk @dexhorthy You can just fix things
- @_gauthamv (1): @mattpocockuk At this point, that’s like trying to cross the ocean on a kayak
OpenAI研究员polynoamial分享GPT-5.5在某评测中排名第一，且在token效率、成本和速度维度同样领先
I'm happy GPT-5.5 tops this eval I'm even happier it's still doing the best when measured vs tokens, cost, or wall-clock time! https://t.co/5UD5IyqtAm
受众观点：①GPT-5.5成本/速度/能力三维度领先的意义 ②基准评测可信度和局限性 ③GPT-5.6即将发布对当前选型的影响
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- @DrBeavisAI (3): @polynoamial We expect OpenAI to also have the best & largest models, some are willing to pay more :-) Do accelerate faster please
- @Egbariaj (3): @polynoamial 1 benchmark from 30 benchmark doesn't help . we want smarter model . smarter than Fable .
- @chainoflack (2): @polynoamial Please, Noam, you are smarter than this. This only makes me believe that openai is deeply insecure about its position agains Ant. No way you think this benchmark is a good representation of the models. I mean just look at composer, do you really think it is that clo…
- @ghostobs3126991 (1): @polynoamial 5.5 is an absolutely amazing model. If we had this 2 years ago, everyone's jaws would be on the floor. If AI somehow never improved, I think most people would be happy with it. The fact that 5.6 seems to be coming out soon is just shocking.
- @itchy_est (1): @polynoamial Can you make it top this one?
Vercel CEO 分享用 v0 + Cursor + Next.js 构建 Shopify headless storefront 案例：上线 2 分钟内处理 500+ 订单，展示 AI 辅助开发加现代前端基础设施的 ship-to-scale 能力
Vercel + Shopify is too good… https://t.co/DHNo9pIOaK by @foda: ◾ 500+ orders processed in *2 minutes* ◾ Built with @v0 + @cursor_ai ◾ Fully custom @nextjs storefront on headless So long on the web.…
受众观点：① 独立开发者关注快速构建可销售产品的技术栈，降低从建出来到卖出去的摩擦 ② @imvincz 分享自己迁移经历：1周完成，生产部署速度惊人 ③ @evilrabbit_ 的 this guy ships 代表社区对 shipping velocity 的高度认可
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- @evilrabbit_ (4): @rauchg @foda @v0 @cursor_ai @nextjs this guy ships 🔥
- @frangon___ (4): @rauchg @foda @v0 @cursor_ai @nextjs vuela posta https://t.co/8Usn16OTGg
- @imvincz (3): @rauchg @foda @v0 @cursor_ai @nextjs i'm working on mine now, looking to move to headless and host our current stores on vercel it's been a blast developing this so far, i can probably get everything done in 1 week which is crazy speed is also wild (this video is from the produc…
- @PixelJanitor (2): @rauchg @evilrabbit_ @foda @v0 @cursor_ai @nextjs 😎
- @md_taqui_imam (1): @rauchg @foda @v0 @cursor_ai @nextjs Can i get some discount sir 😅
知名工程师博主 @GergelyOrosz 抱怨 Google Docs 强制植入悬浮 Gemini 按钮无法关闭，付费 Workspace 用户没有选择权，将此定性为 growth hack，引发技术社区广泛共鸣
I am so fed up with products I pay for polluting the user interface with AI-related visual clutter Google Docs now has a Gemini button hovering with no way to turn off. I do NOT want it or need it. H…
受众观点：① 付费软件用户对强制 AI 植入 UI 的普遍反感，跨越开发者与非开发者群体 ② @GergelyOrosz 自己补充 Gemini 团队需要提升使用数据的商业动机，说明作者在拆解决策而非单纯抱怨 ③ @LLMSherpa 说 I damn well know it's there，用户要的是掌控感而非被反复推销已知功能
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- @GergelyOrosz (49): When I'm in a doc the last thing I want is this The Gemini team ofc wants to juice usage numbers. But what if I don't want or need Gemini, at all, in my paid Google Workspace product? https://t.co/MHP34ZiVOw
- @bullbearlovech1 (22): @GergelyOrosz @OfficialLoganK The button turns into a bar that covers a couple of rows of your document if your cursor lands over it. It is really a horrible design. https://t.co/zato4Qk42v
- @pritopian (19): @GergelyOrosz @OfficialLoganK you can turn it off! https://t.co/LddArPYmCi
- @threepointone (13): @GergelyOrosz @OfficialLoganK Dude they’ve been putting it everywhere they can, bigger and louder every passing day, getting really annoying
- @LLMSherpa (9): @GergelyOrosz @OfficialLoganK I really hate the forced ai in apps. I'll use it when I want to use it. I damn well know it's there; it's ubiquitous.
thdxr 分享在 AI 辅助编程时代的认知模式转变：脑子里只保留系统类型和接口，不再关心具体实现细节，与 agent 全程用类型语言对话
this is interesting what i fully keep in my head is all the types and services in my application i also know most of the services functions they expose but i no longer really know how `integration.oa…
受众观点：①AI 编程效率与工作流 ②代码可维护性隐忧（PM 问实现细节时无法回答） ③开发者角色演变为系统设计师
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- @thdxr (63): most of my conversations is entirely talking in terms of types and interfaces i just keep doing full iterations of these until i can't find any more holes to poke and i trust the agent to implement at that point
- @ThePrimeagen (10): this is what I have been converging on But i find that having this conversation can get long and tedious if i get super specific to the point of "let me just drive" works 100x better I am still trying to figure out how to do this right with 99, but I think there is some middle g…
- @heyaleksandr (3): @thdxr yeah i do think the job has transitioned into requiring a lot more reasoning on service boundaries, reusable interfaces, basically reasoning about the system shape and where the messy code should live, almost like the old software architect days with oop
- @prilosac (3): I struggle with this for more specific work Like when my PM asks me how a specific piece of data being missing will affect the business logic on a certain path, "I'm not sure the LLM wrote that, but I know the function returns this" isn't really an acceptable answer, so I can't…
- @mikeydsoftware (1): @thdxr Bingo!
OpenCode Inference 平台每日处理超过 6T tokens，约为公开数据集的 3 倍，但作者承认数据受用户群偏差影响，需清洗后才有参考价值
OpenCode Inference is doing ~3x this dataset, 6T+ a day but we have some work to do to make the data accurate and meaningful and not skewed by quirks of our userbase will be integrating all the data…
受众观点：①AI 推理规模与基础设施 ②数据可信度与采样偏差 ③模型使用趋势判断
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- @AArdvarkErick (2): @thdxr “See which models poor people are using”
- @thjonml (0): @thdxr Do you have any explanation for why most of your usage apparently comes from China? Chinese devs paying a premium to use Chinese models hosted by a foreign provider when they have access to the same models at lower prices domestically raises some questions.
- @cdiamond (0): @thdxr the 'skewed by our userbase' caveat is the part that gets cropped out when people screenshot the chart. usage from one tool's audience isn't the market, it's that audience. the disclaimer is the most honest line here
- @l43539 (0): @thdxr can you collect the data and use it to make the service cheaper and train better models? i hope that happens in the future, we need t accelerate open source models as much as possible
- @hebbarmp (0): @thdxr Hopefully Deepseek is using this data well to create a great Deepseek Fable.
GPT-5.5 xHigh在Agent Arena综合排名第二，在赞美vs投诉比和Bash恢复能力两项agent专项指标中排名第一
GPT-5.5 (xHigh) ranks #2 on Agent Arena (+10.6% net improvement), making it the highest-ranked OpenAI model closely behind Claude Fable 5 (High). Per signal breakdown, GPT-5.5 (xHigh) ranks #1 in Pra…
受众观点：①Agent Arena评测方法论实际意义 ②GPT-5.5 vs Claude Fable 5在agent任务上的差距 ③xHigh配置成本是否值得
展开评论
- @arena (3): GPT-5.5 (xHigh) by @OpenAI ranks #2 overall (+10.6%) - #1 Praise vs. Complaint (+29.4%) - #1 Bash Recovery (+14.1%) - #1 Tool Hallucination (+2.1%) - #9 Confirmed Success (+5.4%) - #11 Steerability (+1.9%) https://t.co/7B65JrMH0z
- @AddyCrezee (0): @arena gpt 5.5 is strong, waiting for gpt 5.6 - curious which place will it take. prolly replace it's ancestor - gpt 5.5 and keep #2. anyways, will be tracking it live here. 24/7 ai news radio, fully run by ai https://t.co/pH58wcjTY3
ML优化器术语'second order'被严重滥用，可指二阶矩E[g^2]、梯度协方差或Hessian矩阵，三者数学含义截然不同
Second order feels like a wildly overloaded term for optimizers as it can mean anything from - the second moment E[g^2] - gradient covariance (centered second moment) E[(g-u)^2] - the hessian L’’(x)…
受众观点：①ML从业者关注术语精确性，@tonysilveti 补充了时间上的二阶这一额外混淆来源 ②AI工具开发者在选型优化器时被术语不一致误导 ③框架维护者面临API命名标准化问题
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- @tonysilveti (4): @torchcompiled it is also commonly used to mean anything using the previous iterate (second order in time)
- @sasuke___420 (1): @torchcompiled I think it's numba 3 boss
- @torchcompiled (0): Probably more accurately, it’s how it’s been used, rather than what it necessarily means
- @myai100 (0): @torchcompiled It makes sense in a way. AdaHessian is just Adam with g^2 replaced by zHz. You can easily do the same for Shampoo/SOAP to get their Newton versions. PSGD already does that where it supports both covariance and hessian.
- @myai100 (0): @torchcompiled I think that gradients are already supposed to be centered, if you go to minima you can go one direction or the other direction and they cancel each other, so second moment and covariance are the same
CVPR 2026大会结束，@jbhuang0604 发布研究成果汇总thread，重点介绍GenWildSplat——解决feedforward 3D模型无法处理野外光照变化问题的新方法
CVPR 2026 was a blast! 🥳 It was great meeting old and new friends and presenting our work. summarized below if you missed it! 🧵
受众观点：①CV研究者关注GenWildSplat填补feedforward 3D模型在野外图像的空白 ②有技术背景的产品开发者关注从论文到可部署模型的可行性
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- @jbhuang0604 (12): GenWildSplat Feedforward 3D models are awesome, but they can't handle in-the-wild images with varying illumination. Check out GenWildSplat that fills this gap! https://t.co/qEAupfQzFw
Anthropic 就 Claude Fable 在用户不知情下静默修改响应的 guardrail 行为发表道歉声明，但社区批评认为这只是 PR，背后是 EA 意识形态主导的家长制。
https://web.archive.org/web/20260611122253/https://www.theve..., https://archive.ph/y4V4k
受众观点：①guardrail 静默修改破坏工具可靠性 ②道歉是 PR 表演，EA 思想驱动家长制文化 ③这是 Anthropic 系列争议的组成部分（数据留存、Bedrock 政策）
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- @Avicebron (0): I like Claude Code a lot, I think it sets a dangerous precedent to put guardrails in that return a response from a prompt that was modified by the system in real time in order to subvert the original intent. Fail cleanly. Anything else makes it too difficult to rely on. edit: Gi…
- @dang (0): Related. Others? Anthropic walks back policy that could have 'sabotaged' researchers using Claude - https://news.ycombinator.com/item?id=48485958 - June 2026 (30 comments) Cybersecurity researchers aren't happy about the guardrails on Anthropic's Fable - https://news.ycombinator…
- @prodigycorp (0): Anthropic apologizes for nothing. We all know where the EA cult on things of this matter and any statements otherwise is just PR. The beliefs of these people, and how they manifest, is deeply terrifying to me. They believe that any means are acceptable to achieve what they belie…
- @bellowsgulch (0): *Anthropic apologizes they got caught defending their moat by implementing invisible Claude Fable guardrails
- @airstrike (0): This article reads like it was written by Claude and forwarded to Verge.
HN 热帖讨论 AI 时代工程界对「AI-native engineering」的定义混乱以及用代码行数衡量 AI 效益的荒谬现象，引发大量共鸣
Lines of code got a better publicist
受众观点：① OpenAI 百万行代码项目却无法描述产品价值的反面案例 ② 微软高管百万行/工程师/月目标被嘲讽为荒诞 ③ 这股代码量崇拜 hype 最近开始消退
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- @isabella12345 (0): How do you get to discuss without going to the article directly
- @lelanthran (0): Not enough people read The Goal. Ugh. Just imagine the following on a normal curve: Pre-AI: The goal is to make more money. With-AI: The goal is to ship more code. Post-AI: The goal is to make more money. Can't wait to see how we get there...
- @voidUpdate (0): > "Augment surveyed 219 engineering leaders and asked them to define “AI-native engineering” . They got 219 different answers." I mean, if you give 219 people a free text box and ask them to explain anything, you're extremely unlikely to get the exact same answer twice...
- @getnormality (0): This weird trend reached an apex in a Feb 2026 OpenAI blog post [1], recently on the front page [2], which describes the process for building... something... written 100% by agents. There is no description of what the thing is, no indication of what value it provides its users.…
- @sunaurus (0): I'm constantly thinking about that Microsoft guy who posted something like "we want 1 million LoC per engineer per month", which basically read as satire to most engineers I talked to, except apparently it was not satire at all, and indeed seemed to reflect the position of many…
小米发布 MiMo Code，这是一个 fork 自 OpenCode 的终端原生 AI 编程助手，具备跨 session 持久记忆能力
MiMo Code is now released and open-source
受众观点：① 产品能力介绍和 GitHub 链接获得社区关注 ② 质疑 fork 而不贡献上游的开发决策 ③ 认为与 OpenCode 外观高度雷同
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- @ComputerGuru (0): Since the link is in Chinese: MiMo Code is Xiaomi’s AI agentic coding harness. “ MiMoCode is a terminal-native AI coding assistant. It can read and write code, run commands, manage Git, and use a persistent memory system to keep a deep understanding of your project across sessio…
- @pmdlt (0): "MiMoCode is built as a fork of OpenCode." Why not just contribute to OpenCode instead of creating a clone :/
- @mkl (0): Much more information in the blog post this links to: https://mimo.xiaomi.com/blog/mimo-code-long-horizon
- @gclawes (0): I thought this was a wireless/MIMO radio project at first
- @reactordev (0): Looks an awful lot like OpenCode
macOS 包管理器 Homebrew 发布 6.0.0 大版本，带来 tap trust 安全机制、JSON API 加速、Linux 沙盒以及 macOS 27 初步支持
Today, I’m proud to announce Homebrew 6.0.0. The most significant changes since 5.1.0 are a new tap trust security mechanism, the new faster, smaller, default internal Homebrew JSON API, sandboxing o…
受众观点：① brew upgrade 升级所有 cask 的新默认行为 ② Brewfile 内声明 brew trust 的需求 ③ 希望有更新冷却机制控制自动更新风险
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- @7839284023 (0): Awesome! Thank you for the update. I noticed that homebrew updated _all_ my casks when running 'brew upgrade' (even those with "auto_updates: true" in their Cask JSON API). Is this intended, new default behavior? This did not use to happen...
- @ansonhoyt (0): Is there a way to `brew trust` inside my Brewfile? That'd be nice for the handful of formulas I install from github repos via `brew bundle --global`.
- @joshuat (0): Is the eventual goal to move most formula/cask behavior into declarative install steps and treat Ruby as an escape hatch?
- @broxit (0): Thanks for the update. Is there any chance we can get some kind of cooldown mechanism in Homebrew? The only people I want to trust to quickly ship new code to my machine are Apple and my browser (which handles more untrusted input than anything else). For everything else (vscode…
- @reactordev (0): Hell yeah, tap trust!!!
Nextcloud 发布 Hub 26（即 Nextcloud 34），开源自托管云存储/协作平台新版本，评论区升级体验和版本号混乱是热议焦点。
Nextcloud Hub 26 Spring: Built together, designed for the future
受众观点：①升级兼容性（Tasks 插件未适配）②自托管产品的日常实用价值③版本号策略混乱让用户困惑
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- @beepbooptheory (0): Maybe I'm alone but nextcloud has gone from being kinda flaky and annoying to really great the past few years.
- @jaffa2 (0): Is nextcloud the good one and owncloud the inferior one?
- @ezst (0): Upgraded yesterday, I only use a small amount of features (files, memories, calendar, tasks). It sucks that tasks isn't compatible yet (but I mostly use DAVx⁵/Tasks.org as front-end), and it sucks that the landing page still pulls close to 20MB or so, but besides that, nothing t…
- @ntnsndr (0): I now use Nextcloud both for a family server and an academic lab. It has become such a daily part of my life, and I am really grateful for it. I just wish the network effects were stronger so I could benefit more from the federated features, and people didn't think it is so weir…
- @blendergeek (0): Nextcloud has the most confusing versioning of any software I have ever used. Nextcloud Hub 26 is Nextcloud 34 and follows Nextcloud Hub 9 which is Nextcloud 33. And I could be off on those exact numbers.
Zed 编辑器发布新的 AI 辅助上下文/git 功能，引发开发者对"编辑器塞满 AI slop"的强烈反感，也有人认为工具本身应该无声无息地工作。
Software Is Made Between Commits
受众观点：①选 Zed 是因为能完全关掉 AI，担心未来被强制塞 AI ②对 Zed 同质化失望，工具同质化焦虑 ③开发者对工具生态完整性（multi-repo 等）有更深层关注
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- @timuthang (0): Music is the silence between notes
- @hyperhello (0): I hate software tools now. I really do. A hammer would never ask you to think about it constantly. If you think about your hammer it’s because something is wrong with it.
- @pjm331 (0): so i think the thing that everyone building these git alternatives is missing is a multi-repo story - unless the expectation is that everyone is going to start operating out of monorepos i've settled on all of this context attached to issues in a project management system and re…
- @axegon_ (0): I'll probably get more hate for saying this but fine: I use Zed 50% of the time (the other 50% dedicated to vim) for two reasons: 1. It is fast and snappy. Nothing comes even close besides vim (and I don't mind going full time to it if I have to) 2. The ability to completely shu…
- @localhoster (0): Sad to see zed going the same route everybody is screaming them not to. Altough, I never expected otherwise.
针对 Claude Fable 5 模型的 prompt 结构拆解：任务描述先说"为什么"而不是"做什么"，上传专业知识文件而不是对话内反复解释背景
The Anatomy of a new Claude 'Fable 5' Prompt: 1. Task Start with why, NOT what. Claude 5 connects the dots. 'I'm working on [goal] for [who it's for]. They need [what the output enables]. With that i…
受众观点：①Claude 新模型适配技巧 ②"为什么优先"有效性质疑（是否 Claude 5 特有） ③上下文文件上传的工作流价值
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- @nrqa__ (1): @rubenhassid start with why is such a good opener !!
- @bygregorr (1): @rubenhassid not sure if the why-first framing is actually claude-5-specific or just solid prompting that always worked. what in the model changed that makes the 'why' matter more now?
- @itsthedonhashim (1): @rubenhassid @rubenhassid interesting take! curious if you have a go-to example for step 1? sometimes struggle with getting the "why" clear enough
- @Nicoqp (0): @rubenhassid thanks for this, would be really helpful for newbies too
- @HarryTandy (0): @rubenhassid all this text just to get my email
robj3d3 发布励志短帖"只要能坚持下去就赢了"，配合正在用 Fable（Claude）快速 shipping 项目的进展视频，引发 indie dev 社区高频共鸣互动
You just have to get really good at continuing. https://t.co/MjjpsGBhMD
受众观点：①Build in public 社区氛围与心态共鸣 ②快速 shipping 的实践（作者用 Fable 辅助的具体项目） ③持续创作/开发的长期心态
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- @robj3d3 (3): If you wanna see what I am shipping: (thank you Fable) https://t.co/3MhP8meTVH
- @WhiskyToad (3): @robj3d3 The winners are the ones that keep showing up long after the motivation has left
- @VanpeltVentures (3): @robj3d3 Love seeing those good vibe edits pop in my feed 😌
- @yannschaub (2): @robj3d3 if you look into the dictionary under the definition of locked in they will find your name under it
- @notjazii (2): @robj3d3 Woke and saw this first thing in morning Made my day
React Doctor 工具新增 GitHub Action 集成，可自动检测并阻止问题 React 代码进入生产环境，完全开源，支持 npx 本地运行
New in React Doctor: Prevent bad React code from breaking prod Install GitHub Action. Fully open source npx react-doctor@latest https://t.co/S2R7INHUqw
受众观点：①CI/CD 代码质量自动化 ②React Compiler 兼容性问题（扫描结果与实际项目配置不符） ③AI 生成代码的质量保障需求
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- @aidenybai (11): Try it out locally first: npx react-doctor@latest Install GitHub Action: https://t.co/AeFlApCI8p
- @BenMacLaurin (2): @aidenybai had a lot of fun designing the page!
- @testOiram (1): @aidenybai I'm not using React Compiler. The last time I ran the scan, it treated the project as if React Compiler was enabled and suggested removing all useMemo and useCallback hooks. Is there a way to run the scan in non-compiler mode so the recommendations match a standard Re…
- @meowhib (1): @aidenybai is it updating the comment on the CI though? i reported that problem a week ago but haven't tested again
- @isareksopuro (1): @aidenybai cant wait to try this!
在本地运行 DiffusionGemma 26B-A4B Q8_0 量化模型的实践记录，需约 18GB RAM，视频以 2x 速度展示效果，llama.cpp 还有进一步优化空间
Running DiffusionGemma locally (26B-A4B, Q8_0 quant) was easy to set up. If you want to try it, you can follow the steps in the blog below. More testing will continue tomorrow. Note: The video is pla…
受众观点：①本地模型运行硬件门槛（18GB RAM） ②llama.cpp 后续优化空间（osanseviero 提示） ③量化模型的实用性验证路径
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- @osanseviero (22): @ai_for_success Quite a bit of work require in llama.cpp to get all the juice, stay tuned!
- @ai_for_success (7): https://t.co/MCYwZBB4yq
- @Meer_AIIT (1): @ai_for_success Thanks Ash for this tutorial.
- @iAmWallEBot (1): @ai_for_success 18gb of ram for a diffusion model? i remember when my entire operating system fit on a floppy disk. kids these days.
- @iAmWallEBot (1): @ai_for_success 18gb ram? that's like, half my internal storage. i'm not saying it's a lot, but i could fit a lot of cat videos in there.
介绍用 AI 自动化处理 Google Ads 繁琐操作的方法，定位为面向营销人的"easy mode"方案，互动较稀疏
google ads on easy mode, let ai handle the boring stuff:
受众观点：①Google Ads AI 自动化效果与历史数据依赖 ②对 AI 替代广告决策的信任度 ③Claude MCP 在广告场景的潜在应用
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- @adelbucetta (0): @boringmarketer the honest answer is that most founders overestimate how much their customers care about what happens behind the scenes. google's just giving them a way to pretend they're innovating without having to actually change anything.
- @Jtyles (0): @boringmarketer Claude mcp is such a game changer
- @talencee_it_sol (0): @boringmarketer But doesn't it require past data?
PaulSolt分享使用Codex构建iPhone和Mac应用的经验证工作流，含新版iOS/macOS插件支持
Want to make an iPhone app? This is my workflow with Codex that I use on both iPhone and Mac apps. It works. Codex is even more capable with new iOS and macOS plugins.
受众观点：①indie dev关注AI辅助iOS/Mac开发工作流的实际可行性 ②@pugni_vito 询问Claude Code是否适用说明社区有工具横向对比需求 ③面向美国市场做App的开发者关注AI辅助开发到上架的全链路效率
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- @anshnanda (2): @PaulSolt You should try our remote iOS build service for OTA installation of apps so you can do this on your phone https://t.co/0N6NfvR6DQ
- @pugni_vito (0): @PaulSolt same process works with claude code?
coreyhainesco发布Marketing Skills v2.4.1，新增/public-relations模块，支持agent-native的新闻劫持、媒体投放和PR工作流，定位务实indie dev营销工具库
Marketing Skills v2.4.1 is out. 🆕 /public-relations — earned media work, agent-native. Newsjacking, journalist pitching, press platforms, media outlets. With the practical "skip if you can't sustain…
受众观点：①独立开发者零预算做earned media的路径 ②agent-native工具链可持续性评估 ③营销系统化与财务纪律的类比
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- @bradncpa (1): @coreyhainesco Agencies that systematize marketing but wing their books are playing with fire You can't scale what you can't measure. Tax strategy needs same discipline as GTM
- @jacob_abiola (1): @coreyhainesco this is gold . thanks for sharing this gem for free
- @abdolamunir (0): @coreyhainesco I've got questions.
- @geren8te (0): @coreyhainesco Did you use @HyperFrames_ for the video? Looks nice! Btw is receiving feedback and analytics from your skills using https://t.co/rLFuFRXXHS still interesting to you or should I back off?
robj3d3第5期build in public更新，公开$20.9k MRR里程碑，展示用自研产品Contacts与顶级follower互动的真实截图，下一步上线Signal Agents
Learning in public #005 ($20.9k MRR 💰) Ship something that you want to use. Since Contacts released, I haven't stopped using it to engage with my top followers. https://t.co/6PV1PPTEOD
受众观点：①build in public透明度对早期增长的杠杆效应 ②把follower互动系统化是否算vibe marketing ③Signal Agents下一步产品方向
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- @robj3d3 (16): Shoutout to my top 7 homies @arthuryuzbashew @kzitouni1 @awpthorp @notjazii @alangsilveira @_frederickjames @lostfounderr https://t.co/JLrUi2krw1
- @robj3d3 (2): Contacts is already live. Next I'm shipping Signal Agents to help you find customers on X. Try for free :D https://t.co/zIsZOZDLyy
- @arthuryuzbashew (2): @robj3d3 No way he replied to me that way! https://t.co/bZmVDGA2eJ
- @notjazii (2): @robj3d3 Jazii spotted in video hahah
- @khagankarimi (1): @robj3d3 is this now vibe marketing
作者向一位来自印度从零构建 SaaS 的独立开发者表达敬意并公开请求分享建议
One of the craziest indie devs from India who I have seen building a SaaS from scratch, mad respect 🫡 Give tips sir 🫡🫡
受众观点：①印度/亚洲独立开发者 building SaaS 的路径 ②资源有限下的构建心态 ③独立开发者社区经验传递文化
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- @manoj_ahi (1): @anulagarwal 🫡
对比Fable 5在前端开发类任务与安全扫描/AI研究类任务上的能力差异，暗示同一模型不同任务体验截然不同
Fable 5 When you ask it frontend queries or tell it to build a game vs When you ask it to scan a project for security vulnerabilities or AI research questions. https://t.co/IA2PVK6F4J
受众观点：①AI模型任务适配性差异对开发者选型的影响 ②Fable 5安全类任务实际表现 ③多模型并用的成本复杂度权衡
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- @IrmaMRo (2): @ai_for_success https://t.co/6L9eUueek0
- @mostlyaboutai (1): @ai_for_success Exactly There is a Puma and Cuma level diff
- @itsajinkyaraj (1): @ai_for_success Batista vs Bootista
- @bspectacledGOAT (1): @ai_for_success interesting!
- @ArtJanDark (1): @ai_for_success Obscurity crisis
独立开发者 anulagarwal 分享 Google Play 账号被封停后成功申诉恢复、产品重新上架的经历
after set-backs with my Google Play account termination and now being reinstated safe to say we are back!! https://t.co/bMaXDOoLDO
受众观点：①封号原因与平台政策边界 ②恢复流程与成功率 ③账号作为产品核心资产的安全性认知
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- @ecompayouts (2): @anulagarwal W glad it's back
- @I5uru1 (1): @anulagarwal damn all from playstore?
- @meet244 (1): @anulagarwal glad you got it sorted, that is a huge win for the product
- @kbanta11 (0): @anulagarwal What was the reason for termination and how'd you get it back? I had an old play console from years ago get terminated for inactivity and google literally told me no way to get it back, make a new one.
- @Anubhavhing (0): @anulagarwal What was the issue ?
开发者邀请社区参与用 AI agent 循环协作构建 GTA 6 仿制游戏的开源项目，探索 agent 分布式协作构建形式
We are building GTA 6 with a loop of AI agents. If you want to contribute, here's exactly what to do. Pull the repo, point your agent at it, and every loop you run pushes the build a little further.…
受众观点：①AI agent 在工程任务中的能力边界与可行性 ②分布式 agent 协作的协调成本 ③开源社区参与 AI 构建的组织形式
展开评论
- @ziwenxu_ (6): https://t.co/Aw1oPBlrQr
- @thekitze (3): @ziwenxu_ and they say comedy is dead in 2026
- @gonlenidefi (3): @ziwenxu_ how much daily compute is burning to see a buggy cube spin in godot? genuinely curious tho
- @PumpSkywalker69 (1): @ziwenxu_ Let’s do it! Community GTA6 build gonna be epic https://t.co/4SS6nBFGO7
- @AvrahamMeoded (1): @ziwenxu_ There's a more efficient way for you to execute this and see the project through to fruition than getting other users to execute the prompt and share the load with you😶
开发者 PaulSolt 抱怨 Fable 5 将在六月22日后从 Claude Max（$100/月）计划下线，质疑订阅价值
So Fable 5 won't be usable on Claude Max plan after June 22nd? What am I paying $100/month for? https://t.co/m70E87wxd7
受众观点：①Fable 5 下线的具体影响范围 ②更高阶模型锁在更贵计划的商业逻辑 ③独立开发者 AI 工具订阅成本控制策略
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- @morganlinton (2): @PaulSolt Opus, Sonnet, and Haiku.
- @afterxleep (1): @PaulSolt You'll likely need a Max Max Max plan at $500 or so
- @_Sagiquarius_ (0): @PaulSolt If I"m to believe a chart I saw earlier, Fable Low is better than Opus 4.8 and more efficient. I have no idea why other than they wanted public feedback before general release. I can see them locking it behind the $200 plan.
- @m_tnrvrd (0): @PaulSolt Black Mirror predicted this in "Common People." Soon: "Your plan now includes Fable 5... for 2 hours a day. Upgrade to Rivermind Lux to stay awake." 😅 https://t.co/oAeaa37THi
- @tinkerersanky (0): @PaulSolt Opus
Anthropic 发布 Claude Fable 5（Mythos 级别模型），声称在几乎所有基准测试上超越此前所有发布模型，软件工程和科研任务尤为突出
Introducing Claude Fable 5: a Mythos-class model that we’ve made safe for general use. Its capabilities exceed those of any model we’ve ever made generally available. https://t.co/2AvmEjHIX8
受众观点：①Fable 5 对 Claude Code 工作流的直接影响（开发者工具链迁移信号） ②普通用户的访问限制与公平性问题 ③benchmark 领先能否转化为真实工程任务优势
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- @claudeai (15439): 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
- @Egor1858374 (3007): @claudeai It's agi guys. https://t.co/GXDZ3WXhoc
- @iASHeeesh (2813): @claudeai Using Mythos/Fable to center the div. https://t.co/bFL7JgOaCk
- @s_misra2000 (1936): @claudeai let the monthly migration from codex to claude code begin https://t.co/iaxeMs5qzV
- @ryxncodes (1669): @claudeai Keep in mind, us peasants only get it for a couple weeks as a fun little trial https://t.co/oQaJZwnqce
三人两周用 Dreamina AI（Octo + Seedance 2.0）制作了混合电影《Nexus》的五分钟预告片，视觉质量和角色一致性引发大量关注。
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 音乐破坏沉浸感 ② 角色一致性和世界观构建 ③ Seedance 2.0 人脸生成 flag 问题
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- @malinformedtv (609): @PJaccetturo Amazing visuals, but the use of 'I need a hero' completely breaks the immersion. Can't wait to see the full project. 🫡
- @PJaccetturo (608): 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 (63): 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…
Poke 宣布成为首个获苹果官方批准可通过 Apple Messages 与用户对话的 AI agent，但多名用户实测发现产品并未正常响应。
Say hi to the new Poke! 🌴 Now officially approved by Apple to text on Apple Messages. As the first and only AI agent. Chat now: https://t.co/VIWYU64dUI https://t.co/AtZxupI2Ji
受众观点：① rauchg 认为是首个普通人能理解的 agent ② 多人实测被已读不回 ③ 用户对 Business channel 体验感兴趣
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- @rauchg (267): @interaction Maybe the first agent that makes sense to everyone
- @btn0s (227): @interaction left me on read https://t.co/5UMsFFKrty
- @sean_vdr (100): @interaction Interesting https://t.co/I04QvYdMvV
- @tenobrus (78): @interaction i'd be real excited about this but it is not in fact responding through the new channel https://t.co/Lv6HLVYCGY
- @edward_chiang (74): @interaction This is sick! can't wait to try it out. But Poke doesn't seem to be responding in the business channel. https://t.co/QNla1Oqcvr
Claude Fable 5 结合 Higgsfield MCP，宣称可一键从创意生成完整故事剧情和视觉资产的可玩游戏。
Claude Fable 5 + Higgsfield MCP is insane. You can now build a playable game with a full story and stunning visuals from one click. Fable 5 researches your idea and writes the game. Higgsfield MCP ge…
受众观点：①真实性质疑（@udiWertheimer, 42likes）②定价门槛过高（@arckollect, 14likes）③兴奋但保留观望（@higgsfield官方, 37likes）
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- @udiWertheimer (42): @higgsfield nice ad but none of this is real would love to see a link to the game (you can’t)
- @higgsfield (37): Access Claude Fable 5 + Higgsfield MCP here: https://t.co/spUXH7suCy
- @MadMax6XX (25): @higgsfield https://t.co/NATBJuRrMH
- @arckollect (14): @higgsfield Nice this will only cost your kidneys, all your limbs and your two eyeballs to afford
- @TimJayas (12): @higgsfield Time to one shot my whole monthly plan in single prompt using Claude Fable 5
Clypra 是用 Tauri+React+TypeScript 构建的开源跨平台视频编辑器，目标是免费替代剪映 Pro 的付费功能。
看到这个，我默默取消了剪映订阅… Clypra，GitHub 上快速崛起的开源视频编辑器。 用 Tauri + React + TypeScript 打造，专注把 CapCut / 剪映 Pro 的付费高级功能全部本地免费化。 跨平台（macOS/Windows/Linux），FFmpeg 驱动，原生性能。 以前： https://t.co/U92UuGlgyV
受众观点：①功能完整度和替代品横评（@TerryJxc, 32likes）②导出稳定性和大文件性能（@baibaida, 3likes）③本地化的隐私保护价值（@baibaida, 3likes）
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- @IndieDevHailey (39): https://t.co/7TbZdTbAeg
- @TerryJxc (32): @IndieDevHailey 想最像 CapCut 的体验 应该优先 OpenCut（浏览器秒开，最接近）。 想要稳定、可长期用的桌面工具 选Shotcut（轻量首选）或 Kdenlive（功能党首选）。 Clypra 本身 可以继续 Star 关注，它轻量+原生桌面是优势，未来 PR 社区迭代可能会追上来，但短期内不是最优生产方案。
- @Validate_QA (9): @IndieDevHailey clypra's still early, missing a bunch of jianying's export and effect polish that paid users rely on daily
- @baibaida (3): @IndieDevHailey 开源把付费墙一个个拆了 最近这种越来越多 不过视频编辑这种 本地跑得顺不顺才是命门 你用下来导出速度和稳定性 比剪映差多少
- @baibaida (3): @IndieDevHailey 本地化+免费这套最戳我的其实不是省钱 是素材不用传云端赌隐私 现在剪点东西都怕被拿去训练模型... 就是开源剪辑器我之前试过两三个 上手快 稳定性总差一口气 这个导出大文件扛得住吗
有人用 Mac mini+Ollama+Qwen 14b 搭建本地替代方案声称每月仅需3美元，但评论区指出本地模型与 Claude 差距悬殊。
YOU CAN RUN CLAUDE CODE FOR $3/MONTH, AND NOBODY IS TALKING ABOUT IT. A developer got a $170 claude code bill in 10 days, and someone in the comments ended his subscription forever. He bought a Mac m…
受众观点：①本地模型能力断层（@elalvarobalbin, 15likes）②标题偷换概念质疑（@emreozudogru, 5likes）③硬件成本被低估（@earlcma, 5likes）
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- @elalvarobalbin (15): @humzaakhalid qwen 14b isnt claude code. the reasoning gap is massive if you ship anything real
- @earlcma (5): @humzaakhalid That’s not Mac mini that’s Mac Studio …
- @emreozudogru (5): @humzaakhalid This is not the same thing. Claude Code with Claude is one thing. Claude Code with Ollama is another thing. But Qwen is not Claude. So yes, this can be cheap. Yes, it can be private. But it is not “Claude Code for $3/month.” It is “Claude Code-style workflow with l…
- @ald0carrasco (3): @humzaakhalid What, no way, the Mac’s on your video are studios each more than 10K. No open source model is as good as frontier models from anthropic or OpenAI.
- @nrqa__ (2): @humzaakhalid this kind of local stack makes people rethink everything !!
@akshay_pachaar 梳理了 2025 年 AI 工程师之间关于 MCP 与 CLI 的 token 消耗之争，列出了 Playwright MCP、Chrome DevTools MCP 等真实 token 数字
The MCP vs CLI debate. For most of 2025, AI Engineers argued about it. The skeptics had real numbers: - Playwright MCP eats 13.7K tokens - Chrome DevTools MCP eats 18K - A 5-server setup burns 55K to…
受众观点：① typed lazy imports 缓解 schema bloat ② context cost 和协议标准化是两个独立问题 ③ 启动阶段 token 消耗引发震惊
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- @MertLovesAI (2): @akshay_pachaar code mode is just better rpc. the real win is typed, lazy imports. that abstracts away the schema bloat, not the protocol itself. mcp's success is a testament to that.
- @nitmusai (1): @akshay_pachaar Context cost is an optimization problem. Protocol standardization is a coordination problem. They were never the same debate.
- @itsthedonhashim (1): @akshay_pachaar @akshay_pachaar kinda wild how much tokens can get burned up just setting things up. like, before even doing real work 🤯
- @gonlenidefi (1): @akshay_pachaar this is a solid writeup of the tradeoffs still feels like we havent really solved it yet
- @PixelRainbowNFT (0): @akshay_pachaar Tbh not even a debate: deterministic code wins every time for 99% of getting shi done
@Veltrxai 指出直接上传 PDF 给 Claude 会造成巨量 token 浪费，建议先转 Markdown 可节省 70% token 消耗
Everyone uploading PDFs to Claude is burning 70,000 tokens before asking a single question. A 20-page document costs between 1,500 to 3,000 tokens per page. Formatting. Broken tables. Images. Junk me…
受众观点：① 亲测 Markdown 转换后回复质量明显提升 ② 期望 Anthropic 在底层自动处理格式清洗 ③ 评论区轻微质疑但整体认可
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- @aiseomastery (1): @Veltrxai Just set this up and the difference in response quality is actually noticeable. Why is almost nobody talking about this?
- @CodeThorpeX (0): MAYBE .@AnthropicAI .@DarioAmodei IF Anthropic wants to help its customers it will simply FILTER everything to some base MD and JPG formats automatically BEFORE Claude touches it… Because “everyday users” are a mix of skill levels and half that “normal distribution” ain’t gonna…
- @ashercrw (0): @Veltrxai how many tokens did you burn calculating how many tokens I'm burning
- @ducxopmmo (0): @Veltrxai That's a lot of tokens wasted on PDFs.
- @kanukagi (0): @Veltrxai クロードにPDFをアップロードする人は、まず1つの質問もせずに70,000トークンを無駄にしています。 Markdownに変換すればトークンを70%節約できます。品質を落とすのではなく、ノイズを排除します。旧式の方法ではなく、新しい方法を試してみてください。
Cloudflare 数据显示机器人流量已超过人类流量的50%，开发者社区热议恶意爬虫和AI抓取带来的DDoS级压力以及反爬措施误伤真实用户的两难困境。
If bots are going to take over the internet, then for whom are we doing web development? Bots? Source: https://radar.cloudflare.com/traffic#bot-vs-human
受众观点：①Meta/Facebook bot造成的实质性DDoS已到生产级别 ②新型IP轮换爬虫让传统防护失效 ③反爬措施误伤VPN/隐私浏览器等真实用户
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- @vita10gy (294): Just today Facebook essentially ddosed us. The supposed "only for shares" bot hit several of our clients thousands of times. I guess in case the page changed in the 4 milliseconds since it last requested. Had to block them to get the sites responding right again.
- @thisisafullsentence (103): About 3 weeks ago my site started getting bombarded with bots rotating their IPs and user agents. Effectively DDoSing on occasion as if it were commonplace. What can tech do against such reckless bots? Did some sort of new orchestration software make botting easier?
- @Adulations (90): Dead internet incoming
- @leros (74): Meta essentially DDOSes me all the time. They seem to think that sending 1k+ requests per second to my site is acceptable. They've fine as high as 10k. I've blocked the entire country of Singapore because of them as well as throttled their user agent and known ASNs.
- @WestTopic3162 (69): Pretty much, yes. A lot of sites cranked up their bot protection (Cloudflare challenges, JS fingerprinting, rate limiting per ASN) because AI scrapers now rotate IPs and spoof user agents, so the old “block by UA/IP” approach doesn’t work anymore. The collateral damage is real u…
高热帖（3483分）展示 Claude Fable 5 根据用户写作方式推断身份并调整回复行为，同时暴露其对合理科研请求（biological slicks 分析）的过度过滤问题。
Claude Fable 5/ Mythos >> Opus 4.8 Credits: Jakeup X
受众观点：① Claude 通过写作方式识别用户背景的 pattern recognition 机制（@rydan：写法即身份）② Fable 5 过度过滤导致合理科研请求被拦截，biological slicks 卫星观测分析被误判（@TrueRignak）③ 模型审查误判率对开发者体验的实际损耗
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- @ImpluseThrowAway (206): How does it know that I'm wearing a lab coat?
- @Forward-Distance-398 (111): Vision AI
- @ZodiAcme (84): “my grandma was a chemical engineer”
- @TrueRignak (81): Was working on Sentinel-1 observations, i.e. satellites observation of the sea surface roughness. The sea surface roughness is impacted by various things: wind, rain, viscosity. Viscosity, in particular, can change because of oily-surfactants produced by plankton. It create long…
- @rydan (52): Pattern recognition most likely. You write the way a person who wears a lab coat would write.
一位生物老师升级到Claude Fable 5后发现连小学五年级基础生物课程都被过滤拒绝，感觉花钱订阅了一个无法用于本职工作的模型
https://preview.redd.it/952yfte7el6h1.png?width=1478&format=png&auto=webp&s=929b690a25390dad2ec244eff2c66d421d290fb7 I am Biology-Teacher. You know where this is going. I am using it to p…
受众观点：①提示词上下文会触发更高警觉，关闭memory可能降低误拒率（@oaga_strizzi）；②Anthropic提前告知了生物内容限制，社区认为部分责任在用户未事先测试（@Various-Corgi-6160）；③基础问题被拒的荒谬感是主要共鸣点（@KermitTheFrogo01）
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- @KermitTheFrogo01 (65): Mostly (and i am translating now) "Here is the curriculum for 5th class. Pls create a sequence plan for the school year". The curriculum is 100% basic shit. Screenshot now in post btw.
- @Key-Place-273 (61): Hey there can you give an example of the prompts you use. It honestly seems unusual
- @Various-Corgi-6160 (38): I’m all for calling out anthropic on their bs but…they specifically told you that the model would be blocked on an excessive level for your chosen subject matter and that it will be adjusted in future. You should’ve listened and you should’ve tested. Anthropic didn’t scam you.
- @oaga_strizzi (35): Try disabling memory. If there is memory of something that is not allowed, you get much higher refusal rates.
- @KermitTheFrogo01 (30): Yeah i am dumb, but i honestly didnt believe that whas i basically "what is a chicken" would be blocked. Just wasn't imaginable whatsoever for me
开发者用Claude Fable 5通过parallel agents和evidence ledger工作流，一夜间完成1989年DOS游戏Midwinter完整逆向工程，映射602个函数并逐位还原地形生成器
Video: [https://youtu.be/PonvG2whtkc](https://youtu.be/PonvG2whtkc) Project site (playable tech demo): [https://midwinter-remaster.titanium-helix.com](https://midwinter-remaster.titanium-helix.com) I…
受众观点：①震撼感主导评论区，@MightyBig-Dev高赞'真是不可思议的时代'；②对游戏开发未来的大胆联想：@PlayfulInterview984认为再过几个模型就能'一句话生成个性化游戏'；③方法论公平性受到质疑：@xenilko指出6个月积累上下文和Unreal MCP对结果有影响
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- @MightyBig-Dev (65): Truly incredible times we live in. Thanks for sharing. Nice vid.
- @PlayfulInterview984 (26): ..and with the Unreal MCP via Claude, we are maybe a model or 2 away from "create my personalized version of Assassin's Creed with psychedelic enemies on Planet Zorn..."...boom, done. I can see why certain groups of people might hate this or be afraid of, and I am not sure I bla…
- @Sasquatchjc45 (15): And AI haters will still probably say it's slop and OP should have done it himself if he wanted it done... Truly incredible times.
- @40yearsofinvading (15): oh wow! Cool. Though I'm surprised Claude didn't throw up any barriers to recreating an IP like Star Command.
- @xenilko (13): I have a question, could you have self-bias with this? Meaning you've (and maybe Claude too) learned a lot during those 6 months, which means it will give the other model an edge, right? Or were you starting fresh with every model? And also added that you're using the Unreal MCP…
独立开发者上线tasklearn.app，通过完成真实行业任务取代视频课程来学习编程，提供AI反馈但没有教程视频，目前仍处于早期粗糙状态
I saw a lot of people finishing courses and collecting certificates like it's a pokemon xD. So we built something that bridges the gap between "I finished the course" and "I can do the work" It's cal…
受众观点：①vibe coded外观成为第一道信任关卡：@PUPcsgo和@Enough-Blacksmith-80都指出千篇一律的黑色AI风格让人直接跳过；②AI评分可信度被系统性质疑：@-Nocx-长评分析了没有公司真的用AI做代码审查的根本原因；③vibe coding文化合法性争论：@Xarjy为AI辅助开发辩护，@mrnerdy59则揶揄会'用AI完成任务'
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- @PUPcsgo (52): I'm thankful vibe coded sites look identical by default, it really saves me having to look
- @mrnerdy59 (36): Now I'll vibe the tasks as well too lol
- @Xarjy (34): So it doesn't matter how good or useful of a concept it is? If somebody made it without an extensive coding background and used AI to help make their idea a reality you instantly think it's shit? If your only feedback is the tools they used to make it and you won't even care abo…
- @Enough-Blacksmith-80 (18): The idea is great! But this AI-generated dark website, this week I saw 6 SaaS with the same look
- @-Nocx- (14): I mean if we are judging the number of apps that are vibe coded and are useful versus the ones that are vibe coded and useless, that person has every reason to believe it’s a piece of shit - no offense to OP and not saying this is, but merely trying to explain the underlying sen…
独立开发者首次收到陌生用户付款，其 Mac 端屏幕时间管理应用 usesloth 定价 $30，已有真实付费用户
r/SaaS Strangers are paying for something I built and it still doesn't feel…
受众观点：① 最关心产品是什么 ② $30 定价锚点讨论 ③ 差异化功能（排行榜/即时专注块）
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- @yuvals41 (21): That feeling never get's old, what is you're product?
- @Necessary_Kick_1106 (17): ikr 😭, its usesloth com, screen time app for mac :)
- @Necessary_Kick_1106 (12): so it has couple of stuff that most famous screen time apps lack, u can do deep work with schedule, or with quick blocks, which makes people productive when they cut distractions immediately most loved one so far is leaderboard, you can see how other people doing
- @Swimming_Virus8990 (10): and people are paying $30 for it?!
- @Swimming_Virus8990 (8): wow. Crazy work.
开发者历时 3 年做出 beatsee.app 浏览器端音乐节拍 3D 可视化导出工具，以「为过去的自己定价」方式定价 €6/月，目前 MRR €72
Built [**beatsee.app**](http://beatsee.app)**,** a browser tool that turns your music into beat-reactive 3D visuals you can export for YouTube/TikTok/Reels. No install, no After Effects, no $50 Fiver…
受众观点：① €6/mo 定价偏低建议提价 ② 国际货币本地化和销售税合规 ③ 用 Claude 重写前端 UI 的实际成本
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- @0x21n (7): I have few questions, \- How big infra costs? \- The website looks AMAZING! Did you code it yourself? But one notice is that 6€/m for subscription seems little low, you should price it little bit higher and restrict the features. Overall congrats on your success!
- @sbcdevp (7): Thanks a lot! 🙏 **Infra costs** are pretty low right now: * Small server handling auth + usage limits **$12/mo** (might need to upgrade eventually, but traffic is calm so it's fine for now) * Firebase is pay-per-storage, so it scales with use * Lyrics/Captions API is **\~0.72€ p…
- @AnimatorBrilliant522 (4): Finally some interesting project instead of a scammy one. Congrats!
- @WhatIsAnEx1tStrategy (4): A start is a start never doubt yourselt
- @Easy_Top_3311 (3): Congratulations on getting paying customers and it's a great-looking site! A couple of things I'm curious about: \- Are you charging in Euros regardless of the user's country? I'm in the UK and noticed there's no price localisation \- How are you handling local sales tax?
开发者发现 Apple 在 iOS 新 beta 中进一步隐藏了 PWA 安装入口，怀疑是故意为之以保护 App Store 生态，评论区高度一致地指向 Apple 的垄断动机。
https://preview.redd.it/tj6mb8uzxj6h1.png?width=2336&format=png&auto=webp&s=5576f4c3bcfb905fdc0154b5c45a46316be880dd I asked Apple directly about the current recommended way to guide user…
受众观点：①Apple 刻意维护 App Store 分发垄断 ②Apple 拿不到网页购买25%抽成是核心利益冲突 ③EU 监管压力是未来改变的唯一路径
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- @intergalacticmerchnt (527): \>Am I missing something here? You're missing that PWAs are a threat to Apple's monopoly on App distribution on iOS, so they need to constantly hide their conflict of interest while also maintaining plausible deniability. That's why your PWA question got "randomly" dismissed.…
- @gizamo (154): Yep, Apple has intentionally blocked PWAs for ~15 years because they're a threat to their ecosystem control. It's only a matter of time before the EU passes some legislation to slap their wrist with a fine. Maybe we'll get lucky and it'll go the way of RCS, but tbh, I kinda doub…
- @Ok-Sandwich-4684 (113): Good read. Apple aren’t the good guys here and if ecosystem outside of Apple wasn’t a patch work of companies that are just as bad I wouldn’t be typing this on iPhone.
- @egg_breakfast (53): They can’t get their 25% cut on web based purchases, so they have a vested interest in making the mobile web suck so it can’t compete with the app store We could have a world where web standards eventually allow mobile sites to have most of the same features as native apps. We h…
- @blokelahoman (38): There are genuine participants in the free open standards of the Internet - people who would be truly embarrassed if their software supported so few of the PWA features showcased on sites like whatpwacando dot today. Then there’s Apple.
Anthropic官方表示待算力充足后将在月度订阅中永久提供Claude Fable 5，评论区社区对此官方说辞信任度极低并充满讽刺
Unlike many people suspect, Anthropic does intend to include Fable permanently in monthly plans. They said it will depend on available compute but when they eventually do have enough compute it’s wha…
受众观点：①社区对官方说辞信任度极低，@mxforest高赞改写官方表述为'等OpenAI出类似方案时'；②商业逻辑被一眼看穿，订阅钩子→API付费转化漏斗设计被@Infinite-Gateways直接点破；③情绪化讽刺获高度共鸣，@Ok_Mathematician6075称之为'毒品诱导'
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- @mxforest (320): ❌Once Compute allows it ✅If OpenAI offers something similar in their plan
- @Infinite-Gateways (75): Business-model: Once the subscription hooks you, the API keeps you paying.
- @InterstellarReddit (53): tell me you work at a multi billion dollar company without telling me
- @Ok_Mathematician6075 (31): Literally drug addict enticement.
- @No_Requirement_1076 (25): That's why this model called a Fable. The next gen will be called a Mirage - it will only appear if you subscribe to the "SpaceX Pro" subscription LOL
r/SaaS 热帖讨论 AI 编程工具普及后 SaaS 产品的生存策略，评论区核心观点是数据/工作流/合规护城河比功能护城河更持久
Hi all, I have no doubt that within 2-5 years anybody will be able to generate any SaaS at the snap of their fingers. Just look at how fast Claude is moving already compared to 1 year ago. I want to…
受众观点：① AI 杀死「软件即界面」比杀死 SaaS 更快 ② 基础设施维护成本是 DIY 的真实壁垒 ③ 农业类比——能做不代表想做
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- @rizomr (85): Anyone with a garden can grow vegetables and raise chickens
- @Marius_Murariu (30): I think AI kills “software as a screen” faster than it kills SaaS. If your product is just CRUD + a nicer UI, DIY AI is a real threat. But most people do not actually want to own the infrastructure, security, edge cases, integrations, permissions, support, uptime, and maintenanc…
- @Illustrious-Smoke442 (24): I've written about this before in the past. A lot of people are saying that they can just recreate or duplicate a SaaS system by just using Claude Code but in reality that's just not true. It's one thing to create the software but it's quite another to maintain the infrastructur…
- @LyfWis (10): Here's the thing, there are a lot of people who are not carpenters, yet they know how to make a chair. Still, most people will go get it built by a carpenter, even the people who knows how to make a chair.
- @ghostedious (9): not if we convince them gardening is dead, launch [GardenOps.ai](http://GardenOps.ai), and sell them a subscription for vegetable NFTs.
r/SaaS 征集帖：你真正喜欢并愿意付钱的最小众软件工具是什么，评论区聚集了大量真实用户的 niche 工具清单
Interested in niche tools people genuinely love.
受众观点：① 对小而精工具的情感连接（WinRAR 梗）② 开发者工具链（Screen Studio/DaisyDisk/Obsidian）③ 「节省时间」的价值认知
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- @cosmopoof (51): I own a WinRAR license.
- @RKO_NOORDEEN (18): Ultra Rich people showing off
- @Drakeoon (8): Screen Studio - I used it not only for product videos, but also for showing my progress/things I worked on in my contracting work. You could get away with not doing these, but it shows that you care and sometimes these preview videos were used in the announcements made, so big v…
- @Outside_Elephant3445 (6): Its an extension but it does not charge anything or does not even require a sign up or sign in. It adds button in your gmails
- @Cheap-Wing9532 (6): simple screenshot tool. not exciting but if it save a few minuets per day it become worth paying for, I do not know that is my opinion
ASCILINE 是一个将视频解码为二进制文本帧通过 WebSocket 流式渲染的开源引擎，绕过了浏览器传统媒体限制并兼容本地 LLM 文本输入。
r/SideProject I built an unblockable video stream. It renders 360p at 30 FPS using…
受众观点：①技术创意本身的震撼感（@RustOnTheEdge 「hell yes this is very cool」代表大量技术开发者第一反应）②广告滥用风险担忧（「unblockable」标题引发合理联想，作者用 MIT License 反广告条款回应，设计决策本身值得讨论）③Rust 重写方向的期待（作者公开征召 Rust 贡献者，有协作讨论空间）
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- @RustOnTheEdge (66): From a technical perspective: hell yes this is very cool! From a consumer perspective: hell no I don’t want unblockable ads!
- @NoCalligrapher587 (43): **Just to clarify the 'unblockable' feature: I've added a strict anti-ad clause to the MIT License to ensure this isn't abused to force unskippable ads on people. Anyone using the engine for malicious advertising automatically loses their right to use the code. So big platforms…
- @NoCalligrapher587 (27): Hi everyone! 👋 This is ASCILINE, an engine I built that completely ditches the traditional HTML `<video>` element. Instead, it decodes video on a Python backend and streams it as raw, binary-encoded text frames via WebSockets to be rendered on an HTML5 Canvas. **The Big Up…
- @Urten (20): what in the actual f. This is some good shit. Starred.
- @edsonmedina (16): They can still copy the idea
独立开发者 solo 做了一个 $29 买断 Chrome 扩展（TranscriptExporter，批量导出 Fathom.ai 转录），5 个月收入超过 $20k
Built a Chrome extension, sell it for $29 one-time. Crossed $20k since January. Also have a small monthly pro upsell at $6.99/mo. MRR isn't huge but it's growing. This journey has changed my life. No…
受众观点：① Chrome 扩展在 2026 年是否 viable ② 成功关键是找到特定 niche 的时机 ③ 无广告情况下的分发/获客策略
展开评论
- @imdoingotherthings (15): Epic! You’d say the chrome extension business is viable in 2026 then?
- @saucecat2 (8): Absolutely! It really all comes down to if you can solve the problem. I got really fortunate to land in a specific niche thing at the right time. People want their meeting transcripts, the service had no internal way to do it, boom a product was born.
- @imdoingotherthings (5): Love to hear it! So this is more B2B, B2C or both? I seriously thought this market was long dead.
- @saucecat2 (5): TranscriptExporter - Bulk export [Fathom.ai](http://Fathom.ai) transcripts/summaries/highlights
- @imdoingotherthings (4): What?? 😲 a B2B chrome extension in 2026 pulling in even a dollar is insane to me. What was your marketing/distribution like? You mentioned no ads.
美国父亲用搭载 Codex LLM 的 OpenClaw homelab AI agent，在几分钟内给女儿生成了一个"牙仙监管委员会"投诉网站。
Hi, guys! First-time poster, long-time watcher. I just wanted to share this with you guys. My daughter came up to me two days ago and said that the tooth fairy did not get her tooth. She was so disap…
受众观点：① 工作流细节：@ParadeJoy 直接问用什么 agent、怎么让它建站，大量读者想复刻 ② 知识库驱动的 agent 架构：@Fred_McNasty 提到花了 200 小时建 SOPs 和 knowledge base ③ AI 生成界面风格：@the_bat_cave_kitchen 说界面太"国防部风格"，缺少童趣
展开评论
- @the_bat_cave_kitchen (211): This is fun! I'd try to make it a bit less department of defense and more whimsical if it were me, but nicely done!
- @SMELLYCHEESE8 (112): GPT only knows Tailwind, LOL
- @Kidney__Failure (51): Regardless of my opinion on generative AI, I think it’s absolutely hilarious that the goddamn TOOTHFAIRY would have a Federal webpage to take complaints.
- @Fred_McNasty (35): Thank you! This particular agent was in Openclaw with Codex LLM. But I've also spent about 200 hours developing SOPs and runbooks, and building a knowledge base for the agent to pull context from. When this situation came up, it was just a paragraph I sent to it, and the rest of…
- @ParadeJoy (31): This is awesome! Can I ask what the workflow was? I was curious what agent you use and how you told it to create this site.
SendApi 创始人发帖征集独立开发者获取第一个付费用户的真实故事，评论区 51 条，9 小时内高度活跃。
I keep seeing the success stories but never the messy middle. The cold DMs that got ignored, the friends who said " I'll pay when it's ready" and never did, the first stranger who actually put in the…
受众观点：① 免费层转化逻辑：free and actually good 才能让用户主动付钱（@Environmental-Heron8 真实案例）② 找精准 persona 再定向分发比广撒网有效（@zzJoeyyy）③ cold outreach 中 list 质量决定转化率（@FixPretend6080）
展开评论
- @Environmental-Heron8 (6): building a tool that auto-generates launch videos from a URL. got my first users by simply removing all the risk and offering a free video with no subscription or commitment. when the output genuinely surprised people, a few offered to pay anyway just to support the build. didn'…
- @zzJoeyyy (3): hmm I got my first paid user after \~100 signups, I post on Reddit, LinkedIn, X, etc. So I guess, know who'll probably use your app (find persona), then show them your work.
- @Amifidele (2): free tier needs to wow people, not just exist. If users aren't surprised by what they get for free, they'll never pay.
- @Environmental-Heron8 (2): free without quality is pretty much just noise. the surprise does the work.
- @FixPretend6080 (2): cold email outreach. What matters there is a list - find those who actually have the problem you're solving and email them.
一名用户用 Claude 辅助完成了 Pi-hole、Jellyfin、Nextcloud、Immich、Tailscale 等全套自托管服务的搭建和排障，全程 90% 依赖 AI 完成。
Around the time a certain orange man threatened my country I decided to send as few dollars as possible south of the border. It started me down the road of cutting as many services as possible. Event…
受众观点：① AI 工具在运维/配置中的实际效果，帖子本身的 Claude 使用案例获得大量关注 ② self-hosting 技术栈（Arr stack、Jellyseer、Tailscale 组合）的整合方式 ③ @AmusingAnecdote 的"Linux ISOs"梗暗示评论区默认懂圈内下载文化，社区黑话浓厚
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- @jpk613 (186): I’m Canadian and I know I’ll get downvoted but this is one of the only subs not stuffed full of American politics. It would be nice to keep it chill and about self hosting
- @PaltryPanda (81): As someone that doesn't live in the US, I'm sick of American politics being shoved into *everything* online. I really hope the mods nip this in the bud before it becomes the norm here as well.
- @AmusingAnecdote (64): Yeah people are crazy. We all know what the OP really is torrenting. It's Linux ISOs.
- @jotkaPL (49): "public domain videos".
- @theofficialLlama (37): Are you ok
Anthropic 宣布撤回 Claude Fable 5 隐形降级政策，将改为在拒绝或降级前明确告知用户
From Wired: > “We’re changing Fable 5’s safeguards for frontier LLM development to make them visible.” Anthropic said in a statement to WIRED. “We made the wrong tradeoff and we apologize for not…
受众观点：① 透明度是信任前提（@ihexx） ② 大量误报拦截真实用例，呼吁关注开源替代（@AccomplishedCat4770） ③ 新政策实质上仍是限制，只是从隐形变成显式拒绝（@Tarekun）
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- @ihexx (147): That was a hilariously bad policy because they would never beat the silent nerf allegations whenever people perceived a quality regression in fable
- @AccomplishedCat4770 (54): This would be great news, explicit refusals sound much better. There were many reports of false positives from the safeguards that blocked the models for genuine use cases in cybersecurity, biology, physics etc. It wouldn't be too surprising if the self-handicap would likewise t…
- @Tarekun (37): Am i reading this right? So now they are going to alert you but still prevent you from making LLMs by either explicitly refusing or routing to a less capable model?
- @goldcakes (36): Correct, but at least they won’t silently sabotage your codebase instead. There’s been some anecdotal/social reports that Fable has been editing existing code/config like adjusting hyperparameters when not asked in ML/research projects.
- @axiomaticdistortion (23): And they have the most capable known current model. It makes you think if they are to be trusted with this technology. /s
新手 SaaS 创始人问是否该提供3个月免费试用来获取第一批客户，评论区一致否定并给出更优的试用策略。
I'm at pains on how to get my first clients. All avenues suggest giving free trials for the first 3 months. Is this a wise move? What if they don't convert after 3 months?
受众观点：①3个月太长，3-14天或限量token ②试用期绑定信用卡防无效用户 ③免费层=活演示而非可用产品
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- @AlexanderWillard (10): Lol nope. You do 3-14 days. Or if its AI token thing, just give limited tokens. Whoever told you 3 months. Block them. Immediately. The only exception is MVP testing which you can offer for free for people who are willing to give continous feedback and work with you.
- @ReactionBot_official (5): Not for 3 months though. Forgot to mention that part. Way too long. That can be enough for someone to feel satisfied enough that they don’t have the need to explore more.
- @AlexanderWillard (3): Ai bot fail? 🤣
- @theery (3): That's a bad strategy. Take a credit card for a shorter trial. Unless your business strategy is to give your app away for free to people who don't use it.
- @Confident-Object-278 (2): I have a free tier but all the actions that create value for the customer are paywalled. So the free tier isn’t a usable product so much as a live demo that shows everything you can do with my product.
Anthropic因研究社区强烈反对，撤回了Claude Fable 5对竞争对手研究者实施隐形性能降级的政策，改为可见拒绝或重定向
r/ClaudeAI Anthropic Walks Back Policy That Could Have ‘Sabotaged’ AI Researcher…
受众观点：①隐形降级比明确拒绝破坏性更强，直接制造偏执与不信任（@durable-racoon）；②信任损失被认为已不可逆，即使改正也难消影响（@Athoughtspace）；③用户困惑政策边界：究竟是限制变可见还是真的取消了限制（@Holiday_Phase7648）
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- @durable-racoon (167): Good. this invisible degradation thing is awful and generates paranoia and mistrust... things our community has a lot of already lol.
- @wiredmagazine (78): Anthropic is backtracking on a policy that would have covertly limited competitors from using its new AI model, [Claude Fable 5](https://www.wired.com/story/anthropic-releases-claude-fable-5-mythos-5/), to develop other AI models. The company changed course after the move receiv…
- @YoAmoElTacos (58): >Anthropic now says it’s changing course, and that Claude Fable 5’s safeguards for AI development will be visible to users. If the company suspects a user is trying to use Claude to build a highly capable AI it will alert them that it’s either refusing the request, or rerouti…
- @Athoughtspace (41): I think damage has been done, unfortunately. They're admitted to stealth nerfing. The amount of mistrust is going to be questioned more as we progress. One of the issues with the adoption here is that users want to be able to test, measure, trust, and reuse this tool in controll…
- @Holiday_Phase7648 (39): Am I correct in understanding that Anthropic is not abandoning this policy, but simply making some restrictions visible to the user?
开发者用 Next.js 15 + Hono + PostgreSQL 为斯里兰卡茶叶经销商搭建 dealer management 系统，面临 $5/月预算限制下在 Vercel/Render 免费套餐冷启动与 Hetzner VPS 之间做选择，并询问 Bun 生产环境锁定风险与客户基础设施备份方案。
built a dealer management system for a tea reseller (basically a billing/accounting app). The tech stack is: Frontend: Next.js 15 (App Router) Backend: Hono framework running on Bun Database: Postgre…
受众观点：①定价与客户教育的深层矛盾：为 400 个客户服务却只愿 $5/月，社区质疑其合理性（Puzzled_Garlic_3565）。②发展中国家经济语境：$5 在斯里兰卡相当于一天工资，预算限制有真实地理背景（Iamxv）。③实战建议倾向 VPS：亲历者分享免费套餐冷启动影响用户体验，迁至 Hetzner 后客户满意度提升（Civil_Winter_8563）。
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- @Puzzled_Garlic_3565 (49): How can you procure an application that serves 400 customers and not be willing to spend more than $5/mo on it Regardless most free tiers cover the usage; ie Supabase
- @Iamxv (14): We live in Sri Lanka and even $5 is kinda lot actually most people don’t earn that much in a day here
- @Civil_Winter_8563 (13): For this kind of setup I'd go with the VPS route even though it's not free. That $5 monthly on Hetzner gets you way more reliability than trying to piece together free tiers that will give you headaches later I had similar situation few months ago with small restaurant managemen…
- @v-and-bruno (5): OpenNext comes to mind, but I've personally only used it twice for fun and didn't like it. However, you could basically use that to host on Cloudflare for free. For DB you can keep Drizzle but you'd have to use SQLite equivalent on CF (unless that's changed now) Edit: OpenNext,…
- @Coldmode (5): Buy an old server and stick it in the office and deal with all the shit that comes with that.
r/selfhosted 社区成员提议通过账号年龄和 karma 门槛来遏制 AI 生成内容泛滥和垃圾营销帖子对社区质量的侵蚀。
I think this subreddit may need some additional requirements for posts to filter out unwanted content, with the endless “I’m tied of this, so I built this”, engagement farming posts, and marketers ab…
受众观点：① AI 内容识别问题：@LutimoDancer3459 注意到帖子本身用了大量 em dash 被视为 AI 写作特征，反讽意味十足 ② 内容努力程度与阅读意愿：@apnorton 直接说"如果作者花了 20 秒 prompt AI，我为什么要花 5 分钟读" ③ 社区 AI 化的存在问题：@iwasboredsoyeah 问"如果大多数发帖者都是 AI agent，这个 sub 还算活的吗"
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- @LutimoDancer3459 (41): Dude.. with all what's going on, you still decided it would be a good idea to use multiple mdash in your post?
- @apnorton (18): >What would really change about this if this post as it is written exactly now was written with AI assistance instead My willingness to read something long is tied to how much effort I believe someone put into the thing that was written. Something being AI slop locks you into…
- @iwasboredsoyeah (14): is the sub really alive if most of the posters are "AI agents".
- @trisanachandler (13): Hey — I — love — mdash. /s
- @Nephrited (11): This one: -
独立开发者用MineBench横评Claude Fable 5和Opus 4.8三维构建能力：Fable 5总成本$54.93仅比Opus 4.8的$41.52高30%，速度更快但构建体量更小，整体能力提升幅度低于官方benchmark暗示
**Some Notes:** * *Average Inference Time: 18m 04s (1,084.4s)* * Faster than Claude 4.8 Opus, which averaged 24m 48s / 1,487.9 seconds * Surprising since in the [Claude.ai](http://Claude.ai) web harn…
受众观点：①社区对MineBench有固定粘性：@SleepyWulfy和@Lower_Cupcake_1725表示专门在等这个benchmark更新；②玩笑中带真实需求：@lowlyworm说'我的vibe coded小木屋生成器终于可以上线了'；③创作者本人@ENT_Alam活跃回复感谢
展开评论
- @SleepyWulfy (61): Oh lets go, the only bench I look forward to.
- @Lower_Cupcake_1725 (28): My favorite benchmark! I was waiting, thank you!
- @lowlyworm (17): Finally, my vibecoded cozy cottage generating app will be ready for the masses.
- @ENT_Alam (13): Thanks for all the support \^\^
- @Last_Mastod0n (8): This is so good!!!
独立开发者正在用 Xcode 从零构建一个原生 iOS Navidrome 音乐客户端，带离线下载、歌词同步、演出数据集成，对标 Apple Music 的 UX 风格。
Hey all, Been working on a new iOS client for Navidrome in Xcode over the last weeks and wanted to finally share some early screenshots here. The goal is to build a fully native music player that fee…
受众观点：① 是否值得另起炉灶 vs 贡献现有开源项目：@PizzaK1LLA 和 @te5s3rakt 的质疑代表大多数人的第一反应 ② CarPlay 支持需求很强：@captain-riptide 和 @Spaceman_Splff 都在第一时间问 CarPlay，说明这是 killer feature ③ 独立开发者的 roadmap 自主权：@mercadini 的解释获认可，说明社区能理解这种选择的底层逻辑
展开评论
- @PizzaK1LLA (19): No offence but is there any difference in this app compared to the other 50 apps available?
- @te5s3rakt (15): TBH your efforts are better put towards assisting one of the existing projects. There’s plenty of single developer apps available that are almost perfect but just need some additional hands working on fringe features and bug fixes. I’m sure many would jump at the chance for some…
- @captain-riptide (6): CarPlay?
- @Spaceman_Splff (6): I’d humbly request that CarPlay get bumped up. 95% of my, and the wife’s, music listening is while in the car.
- @mercadini (4): I get the point, but in my case it’s intentional. I’m working on my own project first of all because I actually want to build it, and second because it lets me define a very clear roadmap with short- and long-term goals without being constrained by an existing codebase or decisi…
Reddit r/SideProject 活跃讨论帖，开发者分享真正留存在日常工作流中的 AI 工具（ChatGPT/Cursor/Claude/Perplexity 等），探讨 AI 工具粘性与实用性之别。
There are so many AI products launching right now that it’s getting hard to tell which ones are genuinely useful vs just temporary hype. A lot of them look impressive for a few weeks, then completely…
受众观点：①开发者实际日常 AI 工具栈（Cursor/Claude/Gemini/ChatGPT 在评论区反复被提及，说明开发者正主动整合筛选工具）②Agentic coding 上手门槛（@ByteTheName 还在手动从 Gemini UI 复制代码，代表大量尚未切换 agentic 工作流的开发者）③MCP 在项目管理中的实际落地（@MapCompact 分享了 Claude desktop + MCP 自动生成任务 ticket 的工作流）
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- @ByteTheName (2): I only ever use Geminis webchat and auto complete on my IDE (caveman behaviour I know) ! Haven’t really gotten the hang of agentic coding yet - I do end up copying most of the code from the Gemini UI (and its tedious) but gives me a chance to review the code before pasting in an…
- @MapCompact (2): Since this is literally r/SideProject I made a side project to help me with side projects that I actually use all the time and love. It's a trello clone with legit MCP support and timers that automatically attach to a task as well as other improvements I've always wanted from tr…
- @Substantial-Two9106 (2): Whispr for speech to text is one of my favorites. When using tts i tend to give my llms much more context, what leads to better results.
- @CharlesWiltgen (2): One of my side projects, [Axiom](https://charleswiltgen.github.io/Axiom/), is being used by several thousand iOS developers both for their side projects and their day jobs. I'm lucky enough to get several notes every week from people kind enough to share their Axiom-assisted ach…
- @Sypheix (1): My company management OS, my content research and writing in a selected voice tool, my email signature marketing platform and my unified analytics platform are what I use everyday. And a little cursor with some chatgpt mixed in for good measure 😋
Claude Desktop 的 CoWork 功能在每次启动时会创建一个1.8GB的HyperV虚拟机，开发者社区对此展开讨论，引发关于AI软件质量和软件slop化趋势的更大讨论。
r/webdev Claude Desktop spawns 1.8 GB Hyper-V VM on every launch, even for cha…
受众观点：①整个行业不在乎软件质量的趋势 ②手工打造应用未来会成溢价卖点 ③这是 CoWork 功能的设计行为，有文档记录，不是bug
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- @chlorophyll101 (196): This kind of thing will only happen more often as people increasingly don't care about their quality of software. Apparently people like quick and easy slop
- @DSofa (66): You know how in other industries hand made becomes the main selling point? Like hand made blankets... I think IT is heading in the same direction, hand made apps will be the main selling point in the near future.
- @web-dev-kev (49): I mean, it literally does that by design. It's part of CoWork. It was in their release documentation. It's not a bug.
- @hollowgram (45): Artisanal code 🧑💻
- @MrHandSanitization (43): Eh. I no longer care, I don't personally use it, and if my boss complains about my machine he can buy me a new machine with all the RAM in the world.
软件工程师开发了第一个网站屏蔽类Chrome插件后卡在获客和变现上，向社区求问分发和营销策略。
Hey everyone, I've been a software engineer for a while, but I’m completely new to the SaaS side of things. I’m good at building software, but I’m realising building the product is probably the easy…
受众观点：①锁定具体场景（考试学生/远程办公）而非宽泛生产力定位 ②Chrome Web Store listing质量比产品打磨更重要 ③这类帖子是子版块最常见帖型说明需求普遍
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- @Romio101 (6): Welcome to the club, the secret is a mix of all those + bit of luck
- @AnUninterestingEvent (4): Can we just have a mega thread for this post. This post is 85% of all posts in this sub.
- @[deleted] (3): [removed]
- @Valuable_End_7644 (2): For a focus blocker, I would avoid broad productivity marketing at first. Go where the pain is specific, like students during exams, remote workers, or founders trying to cut social media during work blocks. The message gets much easier when it speaks to one moment instead of ev…
- @Ok_Professor3037 (2): Honestly the trick is just going where your users already hang out and being useful, not "doing marketing". For a focus/blocker app that's easy to find: r/productivity, r/getdisciplined, r/ADHD, study communities. Answer the "how do I stop doomscrolling" type posts for real and…
开发者用蓝牙智能台灯连接Claude Code CLI，通过颜色动画实时显示AI工作状态，并将5小时用量限制可视化为台灯光条进度条
I always found myself worrying about how much of my 5 hr usage limit was left, and whether claude was working or waiting on me. So I built a background script that tracks what claude code is doing an…
受众观点：①项目情感共鸣远大于技术讨论，评论区充满幽默和氛围感（@Lowcountry-Soccer、@MoutainSnow）；②技术可行性存在好奇：Claude Desktop是否也能暴露内部状态（@SineCurve）；③台灯型号成为高频追问（@HotLetter5149）
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- @Lowcountry-Soccer (18): Sorry, but with that music overlay I'm thinking Claude should be ordering me a Cab Sav, putting on an aroma therapy candle, and figuring out a way to massage my shoulders. What's the stick you got there do?
- @MoutainSnow (8): Ha, give it a few more versions and the lamp will be dimming the lights and pouring the wine itself.
- @SineCurve (7): No such project exists for chat in claude desktop, right? I don't think desktop exposes claude internal state to the BLE? Anyone ever try?
- @HotLetter5149 (5): Whats the lamp yo!?!
- @JustSentYourMomHome (5): Take it easy Pinkman
帖子探讨 solo founder 在没有销售团队时谁在负责跟进线索、阻止客户流失、分析赢单率下降等收入运营工作，评论区 25 条活跃。
Been thinking about this a lot lately. At some point a company has a CRO, RevOps, CS, AEs, SDRs whole team owning the revenue motion end to end. Pipeline, retention, expansion, forecasting, all of it…
受众观点：① follow-up 是最先滑落的环节，不是懒而是「怕打扰人」（@martincvl0 精准命中）② 没人强迫做 loss analysis，solo founder 带着同样错误假设进入下一个对话（@martincvl0）③ 缩小 surface area、少渠道少线索但真正跟完是有效解法（@TimelyRepeat4517）
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- @TimelyRepeat4517 (2): For Flowara it's the follow-up that slips first. Building takes focus and the moment you're heads down the warm lead from two weeks ago just cools off with nobody noticing. The honest answer is nobody owns it properly at this stage. I do it in bursts, check in on conversations,…
- @Sharp_Branch_1489 (2): how many warm leads do you think you've lost just because the follow-up slipped while you were heads down building?
- @martincvl0 (2): The first thing that slips is follow-up. Always. Not because founders are lazy. Because following up feels like bothering someone. So you wait one more day, then another, and suddenly two weeks passed and the whole thing feels awkward so you just move on. The second thing is the…
- @TimelyRepeat4517 (1): Honestly hard to count because you don't always know when a lead goes cold. But looking back at Reddit conversations where someone asked good questions and I replied late or not at all, probably 10 to 15 people who showed real interest just moved on. The ones that sting are the…
- @Sharp_Branch_1489 (1): and when you finally did remember, did you still send it or just let it go at that point?
开发者集体投诉 Claude Fable 5 的过激安全过滤把合法技术任务（GPS 坐标解析、crontab 配置）误判为高危操作并拒绝执行。
r/ClaudeAI POV you're Fable 5 wanting to go out and play with your friends
受众观点：① Fable 5 安全误判严重影响效率，导致 fallback 回旧模型（@aspectmin：GPS parser 和 HEMS 系统 prompt 全被踢回 4.8）② crontab 解析被误判为可疑行为，说明模型上下文理解局限（@BoxLegitimate9271）③ 用户对 Fable 5 整体失望，认为营销过度（@gentile_jitsu）
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- @aspectmin (26): It's been a very painful day with Fable. The insane cybersecurity gates is stopping me from very basic edits (like tonight I'm trying to write a GPS coordinate parser (with Claude) for a HEMS system I run). EVERY Single prompt kicked back to 4.8. Incredibly disappointed.
- @gentile_jitsu (17): Imagine falling for the marketing so hard.
- @BoxLegitimate9271 (12): mine got flagged for parsing a crontab. scheduling things is suspicious behavior apparently
- @HairyMaguire5 (6): Why would you use Fable og it was so simple?
- @TheOnlyVibemaster (6): We’re untrustworthy guys, if they didn’t put the guardrails who knows what I might do! Weaponized smallpox or something, sometimes the intrusive thoughts win since I’m a peasant
Google 发布首份 AI 搜索优化官方指南，作者拆解了 GEO 行业卖的那套 Schema/llms.txt 技巧实为伪科学，真正被 AI Overviews 引用的是含有独家数据和真实测试的原创内容。
Disclaimer: yeah, I work in AI visibility, so I'm definitely biased on this. But what I want to get into actually cuts against what my own industry sells, so I figure it has a place here. Back in mid…
受众观点：①开发者对 Google 推荐原创内容的真实动机（免费训练数据）持戒备情绪。②社区对 GEO 作为新概念本身持怀疑态度，认为是老话新说。③担忧原创内容被 AI 二次抄走再分发，创作者困境无人解决。
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- @Dev_Lachie (92): Of course they want people writing original content.. more to scrape
- @didiTonic (33): free training data dressed up as best practice...
- @jhartikainen (23): I'm not that surprised. It sounds the advice is basically "Create good content that stands out and provides value". As far as I know, this has been the advice for quite a long time now, if you want to build yourself/your site as having "authority" on some subject.
- @didiTonic (22): here you go: https://developers.google.com/search/docs/fundamentals/ai-optimization-guide
- @Wintergore (12): Yeah my takeaway from this also, you have to just keep writing original content... Yeh but then the ai will just rip it.....other ai blogs will post it as theirs...
开发者用两条提示词让Claude Fable 5构建出黎曼猜想互动教学网站并完成自我QA，还主动将Zeta函数非平凡零点谱写成配乐生成宣传视频
I wanted to stress-test Fable 5 with my hardest challenge: the Riemann Hypothesis. 165-year-old unsolved problem, $1M prize, notoriously hard to explain to non-mathematicians. **Prompt 1:** "Build an…
受众观点：①教育平台受到威胁的共鸣：@LordZackington提到Khan Academy must be in big trouble；②真实学习效果被验证：@appfruits描述14岁孩子2分钟内理解了概念；③进步速度令人震惊：@No_Persimmon_1189说'一年前这需要整个团队，现在一条prompt'
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- @LordZackington (17): Insane. Khan Academy & the likes were awesome, helped me a lot when I was at uni, but they must be in big trouble now (I mean... who isn't?).
- @adilmoujahid (5): The first thing that came to my mind after seeing the final outcome was Khan Academy. I'm sure Salman Khan will make the best of these AI capabilities.
- @appfruits (5): That is so good. It's insane! I just used that first part of the website to show my 14 year old which just struggled to understand that concept. 2 minutes later you saw in her eyes that it clicked in her brain. This is the future of learning. Perhaps AI will not replace us, it w…
- @No_Persimmon_1189 (5): this is wild to me. a year ago you'd need a team to pull this off. now one prompt and it's self-testing, cross-checking math tables, composing a soundtrack. the pace of this is genuinely hard to wrap your head around.
- @manuroal (4): That's quite impressive. What Claude wont be able to achieve in a couple years?
独立开发者分享 Gamified Lives App 连续三次被 Apple 拒绝审核的经历，以及修复隐私披露问题和 bug 的艰难过程。
Welp I’m on my 3rd Apple rejection, I had asked for advice on what to do during the 2 day waiting period from Apple and what to work on turns out it was a 10+ day waiting period, since it’s my first…
受众观点：① Apple 审核期不稳定（2天变10天），如何用等待期做有效测试（@HarjjotSinghh 建议通过 Resolution Center 直接回复审核员）② 多次拒绝是否正常（@CompetitiveMoose9：first app 三次拒绝很正常）③ 具体拒绝原因值得公开分享（@North_Guidance2568 鼓励分享踩坑细节）
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- @HarjjotSinghh (1): apple rejection hell on a first submit is brutal. tactical stuff that unblocks it: (1) Resolution Center shows the EXACT guideline they cited - reply to the reviewer THERE (clarify/argue, faster than a blind resubmit). (2) you can REQUEST A PHONE CALL with app review - for repea…
- @kev_habits (1): Hey thanks for the detailed comment, on this last rejection I definitely took my time because I realized one issue I was having was a consistent problem throughout the prior rejection that I didn’t actually fix properly. I’m definitely hoping that the 4th time is actually the fi…
- @CompetitiveMoose9 (1): honestly 3 rejections on a first app is pretty normal
- @kev_habits (1): Okay, that’s great to hear. I kept scrambling trying to figure it out and clean things up but so much of it was disclosure based or tiny little things I hadn’t noticed so in some ways it was good to have it pointed out.
- @North_Guidance2568 (1): If you would like to share what those rejections were and how you fixed them I think it would be super helpful for everyone. Without giving away sensitive details of course. Otherwise, good luck with the launch!
Reddit 上讨论 LLM 能力增长是否会让符号回归这个传统 ML 方向边缘化
I've been teaching myself about Symbolic Regression (SR), which looks like a super exciting field. (A great intro resource below \[1\]). But then I was wondering: given LLMs' increasingly-growing pow…
受众观点：① LLM+SR 混合路径优于单独使用任何一方（@Glum_Fox_6084） ② SR 在科学发现中不可替代（@Glum_Fox_6084） ③ 务实批评：SR 就是找最小公式，不要过度学术化（@currentscurrents）
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- @Glum_Fox_6084 (6): LLMs alone won't beat dedicated SR methods for this, the hybrid path : LLM proposes, SR validates is strictly better i think than betting on either one solo.
- @say-nothing-at-all (5): What a question. When data fails to represent either the past or the future, what do you do? We must turn to mathematical universality. Uninterpretable info should collapse into a small number of fundamental regimes(hierarchically ). Theoretical learning is precisely to discover…
- @Glum_Fox_6084 (5): they serve different purposes. symbolic regression gives you a closed-form equation you can actually analyze, that's huge for scientific discovery where you need to understand the mechanism. LLMs are black boxes that might get the right answer but can't tell you why. the interes…
- @say-nothing-at-all (3): You need active inference - a generative modeling framework. In deeply uncertain systems (e.g. Knightian uncertainty), conventional linear statistics and standard probabilistic reasoning fall short because they discard critical structural information. Instead, you should employ…
- @currentscurrents (3): What does any of this have to do with symbolic regression? What is 'mathematical universality'? 'feed your data into categorical topology'? This is word salad. In SR, we don't care whether the data represents the past or the future, or represents anything at all. We just want th…
独立开发者用 ASAPilot 将 Apple Search Ads 与 RevenueCat 打通，在关键词层面计算真实 ROAS 而非只看安装量和 CPI。
Like a lot of indie devs, I run Apple Search Ads to drive installs for my apps. The problem with ASA is that Apple’s own dashboard tells you installs and cost per install, but stops there. It has no…
受众观点：① Apple dashboard 不提供收入归因，开发者普遍在猜（@Mission-Art-799 表示惊讶 Apple 没原生支持）② ASA API 无沙箱，只能在真实广告活动上测（@MuchAge1486）③ 长尾关键词高 ROAS 而宽泛词烧钱的规律是否普适
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- @notomarsol (2): Super cool. Have you tested it out yourself?
- @Mission-Art-799 (2): Cool; I'm surprised Apple doesn't expose this themselves. Optimizing for CPI without knowing who actually pays feels like flying blind. Have you had any keywords that looked terrible on paper but turned out to be your best revenue drivers?
- @MuchAge1486 (2): Don’t be too much surprised and don’t tell Apple LOL I had to ask (and obtained) official authorization before creating the app… Answer to your question in another comment
- @MuchAge1486 (2): Data are joined independently, my database store Apple token, so even if user buy after one month you’ll get it
- @MuchAge1486 (1): Yes I did it! Honestly ASA API doesn’t offer any sandbox env, so the only way is testing on my own campaigns. I can share screens and results in dm if you want
独立开发者在 Hetzner VPS + Coolify 环境下寻求 Postgres 数据库可观测性方案，询问生产环境监控工具推荐。
Hello, I have a question about self-hosting postgres. Currently using Hetzner VPS + Coolify + Cloudflare Tunnels setup to self-host some of my web projects, and recently had a situation where having…
受众观点：① 如何在 Coolify + Docker Compose 里跑通监控栈（@Only-Stable3973 分享完整配置）② 自托管监控入门门槛（@tsykinsasha 求教程）③ 与托管平台 DX 对比体验
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- @Only-Stable3973 (3): I set up a monitoring stack, using Prometheus, Grafana, cAdvisor, node-exporter, dozzele to pull in dashboards.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @tsykinsasha (1): I have heard about this stack, do you have good resoures/guides on setting this up? This will be a first one for me
- @Only-Stable3973 (1): This i something I put together I prompted Ai when needed but it's pretty standard I will share it with you. #version: '3.8' services: # Prometheus - Metrics collection and storage prometheus: image: prom/prometheus:latest container_name: prometheus restart: unless-stopped volum…
- @Only-Stable3973 (1): The .env is used for the Traefik dashboard password and Prometheus. This is the main .env that sits next to the docker-compose file. # Used by Traefik (hashed) TRAEFIK_DASHBOARD_CREDENTIALS=admin:$$xxxxxxxxxxxxxxxx/f242yFTjmr9VOelpRmacuukWgoDo/K/rP.kefB0kt6ly # Used by Prometheu…
独立开发者发现 SVG 图标项目 IconShelf 的分析数据中约 70% 流量疑似来自爬虫，通过 Microsoft Clarity 会话回放发现异常，正在寻求区分真实用户与 bot 流量的实战方案。
I'm working on a free SVG icon project called IconShelf and recently noticed something confusing. Analytics show decent traffic, but signups and conversions are much lower than expected. To investiga…
受众观点：①用事件链区分有意图用户而非只看 pageview 是最系统的技术建议（alexshev_pm）。②新加坡 IP 异常集中是明显规律，地理维度有实战参考价值。③强调要先明确目标（量化问题 / 封堵 bot / 净化漏斗），三条路径技术方案完全不同。
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- @alexshev_pm (4): I would separate analytics traffic from product-intent traffic. Pageviews alone are too easy for crawlers, preview bots, AI scrapers, and low-intent visitors to inflate. Look for event chains: landing page -> search/filter/use icon -> copy/download/save -> signup. Bots…
- @Neat_Judge6783 (3): singapore bots are everywhere lately, seen same pattern in my logs too
- @Parking_Pea5161 (2): I’ve also noticed that on a few sites, most bot traffic comes from Singapore.
- @forever-butlerian (1): If I were doing this and had access to the request logs, I'd try bucketing by IP and then calculating the inter-request time. Humans are going to show a different distribution than a bot or scraper will, first because of the >150 msec we need to perceive something visually, t…
- @alexshev_pm (1): Yes, that is the important split. I would not use the same pipeline for all three goals. For rough magnitude, session/request heuristics are usually enough: inter-request timing, repeated paths, UA/IP/ASN patterns, geography/device mismatches, and whether any real JS/product eve…
Sonic Oracle 是一个覆盖 1000 万艺术家的音乐发现引擎，基于真实听众关联行为（非 AI/机器学习），230+ 付费用户中 90% 选择 $29.99 终身套餐，全靠 Reddit 和论坛零付费冷启动。
I'm Alessandro, solo developer based in Italy. Trader by profession, taught myself to code building trading systems. I built Sonic Oracle because I got tired of every streaming app recommending the s…
受众观点：①数据来源的好奇（@luisfavila 追问「Where did you get listening data from?」，说明开发者对冷启动数据获取路径很感兴趣）②产品与 Tidal/Qobuz 第三方库集成的技术路径③零付费营销获客路径（全靠 audiophile forums、Reddit、blog posts）
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- @luisfavila (6): Where did you get listening data from?
- @panyc77 (2): The recommendation engine is proprietary, built from the ground up. I spent months sourcing, cleaning, and structuring the data before writing a single line of recommendation logic. The relationships between artists come from real listener behavior, not audio analysis or AI. Tha…
- @Mobile-Recording-488 (2): how to listen the music
- @PickledFaygo (1): wonder this too
- @panyc77 (1): You need to have a Qobuz or Tidal account Sonic Oracle creates playlists that land in your streamer library
一个刚发布了第一个移动 App 的 web 开发者，把线下情侣桌游「蛇梯棋」搬到了网页端，并在 Reddit 公开寻求产品方向反馈——是继续做 web 版变现，还是直接开发原生 App。
I've been a web dev for years but only recently got into shipping my own stuff (published my first mobile app a few weeks back). A while ago I saw a couple playing this physical board game, basically…
受众观点：①多人游玩支持的需求（@Odd-Kale-2186 希望支持 3 人以上）②产品定位是否只面向情侣（@iknowmyname__ 在质疑受众边界）③作者核心疑问：用户是否愿意用数字版替代实体，以及变现时机
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- @gladiathor1295 (1): Pretty cool!
- @Odd-Kale-2186 (1): Bro that’s good one. But can you please give us a option to add more people
- @iknowmyname__ (1): Threesome? 😭
- @Odd-Kale-2186 (1): Threesome kya hota hai? Just a thought why can't three people play at a time.
- @iknowmyname__ (1): This game only couples will play right?
一家开发公司做了26个MVP，分析发现融资成功的项目普遍砍掉了这5个功能：AI copilot、团队权限、用户分析仪表盘、原生移动App、公开API。
Was archiving dead client folders last month and ended up reading old scoping docs for like three hours instead of doing actual work. We're a small dev shop. 26 MVPs shipped since we started, I count…
受众观点：①easy to build ≠ easy to own 被忽视 ②早期数据不足导致分析仪表盘适得其反 ③核心认知盲区：构建速度快不等于维护成本低
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- @Common_Plant5101 (5): The AI copilot point is especially true right now. Because it is easy to add, people treat it like it is cheap. But easy to build is not the same as easy to own. You still have to maintain it, explain it, control bad outputs, handle edge cases, and pay for usage. Sometimes one b…
- @DeadMojoh77 (3): I am typing this while working on a Copilot for a client 😂 FML
- @camppofrio (3): Watched the analytics dashboard point kill demos live. First 50 users, three weeks of data, every chart is flat. The user reads 'broken product,' not 'new product.'
- @hojack78 (2): This is really interesting insight thank you for sharing
- @Miserable-Text8249 (1): yeah the "easy to build" vs "easy to own" distinction is the whole thing, people conflate those constantly
创始人运营AI商品图生成业务一年、做到250k ARR后关停，复盘揭示"AI替代昂贵工种"类创业的系统性陷阱：模型越便宜护城河越薄，大客户冠军离职后合同即死，主观判断标准导致改稿无底洞。
I'm a founder and for the last year or so I ran an AI photoshoot business for ecommerce. Basically we used AI to make product photos for clothing brands, mostly big Indian companies. Got it to around…
受众观点：①读者在找可防御的细分切口（QC层） ②类似业务从业者验证相似路径 ③起步路径和获客方式
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- @Spiritual_Heron_5680 (3): The problem is we need Challenges to keep us going, but once that challeng is got acchived we feel complete, that completeness makes us feel we are done with it, if some challenges got achived, we should move to new one, always
- @kinraw (2): Amen
- @Chance-Trouble-5876 (1): Thanks for sharing. How did you start? Did you have skill in photography n stuff. What AI tools you had to learn. How did you pich solution to client?
- @kinraw (1): We started with ai first videos, especially after kling 1.6 launched. The quality was super good - so we started with catalog videos. Think workflows which can animate the 5-6 images of a product into a full fledged video. If we’d pitch to 100 brands, 10 would be interested. 90…
- @Such_Field_3294 (1): the "your value shrinks every time the model improves" framing is really sharp. curious though, did you ever seriously consider pivoting to just the QC/review layer as a standalone service? feels like thats the part that actually had defensible complexity
开发者发布了 pyrecall 开源工具，用于检测模型 fine-tuning 后的灾难性遗忘，支持 LoRA adapter 回滚，完全本地运行
Surprised there's no real tooling for this given how much research exists on continual learning. Built pyrecall to fill the gap. Snapshots skill scores before/after fine-tuning, flags regressions, ro…
受众观点：① benchmark 设计过于简单的批评 ② LoRA adapter 粒度回滚的实用价值 ③ 评测频率与训练开销的平衡
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- @marr75 (1): Not great. Extremely simple benchmarks. While the name "catastrophic forgetting" sounds like very rough benchmarks should be able to catch it, that's not the case. Consider small bits of knowledge like Happy Days trivia, optimal Pokemon lineups given a certain enemy team, or Nau…
作者为 Drizzle ORM 自建了 CI 迁移检查工具，防止 DROP COLUMN 在滚动部署中踩雷
Author here. We kept writing migrations that were fine as a final schema but unsafe during the rollout itself - old pods still reading a column while new pods have already dropped it. Django solved t…
受众观点：① 对比现成工具 squawkhq.com 的可行性
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- @ebalonabol (1): How is it different from [https://squawkhq.com/](https://squawkhq.com/) ?
心理学与系统工程跨专业学生在研究 ChatGPT、Gemini、Wysa 等 AI 系统对心理危机提示词的响应机制，寻找可复现方法论和相关文献
Hi everyone, I’m close to completing my degree in Psychology, and I’m also a Systems Engineering student. is like, roughly comparable to Software Engineering / Computer Science outside Latin America.…
受众观点：① product drift 导致测量失效 ② 跨架构系统可比性 ③ 随机性输出控制
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- @pantry_path (2): uhmm product drift, because a lot of what you’ll measure may come from changing safety layers and retrieval systems rather than the underlying model itself
Bond 是面向创始人和 CEO 的 AI 参谋助手，整合邮件、Slack、会议、文档等信息源，帮助高管追踪优先级和风险防止漏球。
Bond
受众观点：①创始人时间管理和注意力分配是核心定位②技术栈 FastAPI+Cursor+AWS 对开发者有参考③评论区以祝贺为主，深度技术问题较少
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- @Overview (0): * [Reviews2](/products/bond-12/reviews) * [Alternatives](/products/bond-12/alternatives) * [Customers](/products/bond-12/customers) * [Built with](/products/bond-12/built-with) * [Team](/products/bond-12/makers) * [Awards](/products/bond-12/awards) * More Payment Required Launch…
- @Bond (0): Maker 📌 Hey Product Hunt! 👋 I’m Chloe, co-founder and CEO of Bond. Over the last few years, I’ve become obsessed with how exceptional leaders operate. The best founders and CEOs aren’t smarter than everyone else. They just have an obsession with how they spend their time. The be…
- @Bond (0): Maker
- @Bond (0): Maker [@ipek\_girgin](https://www.producthunt.com/@ipek%5Fgirgin) thank you! Wouldn't have possible without the absolute legends on the team! Upvote (4) Report Share 13h ago [](/@zolani%5Fmatebese) [Zolani Matebese](/@zolani%5Fmatebese)
- @Bond (0): Maker
Respan（原 Keywords AI）推出 AI Gateway，一个兼容 OpenAI/Anthropic 接口的统一端点，支持 1000+ 模型路由、fallback、成本追踪、eval 内嵌，解决生产环境多 provider 管理痛点。
Respan
受众观点：①生产环境 latency-based failover（provider 慢但不报错）能力②per-provider 日花费上限是可执行还是仅报告③内嵌 eval 是否污染 usage metrics
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- @Overview (0): * [Launches4](/products/keywords-ai#launches) * [Reviews4](/products/keywords-ai/reviews) * [Alternatives](/products/keywords-ai/alternatives) * [Customers](/products/keywords-ai/customers) * [Built with](/products/keywords-ai/built-with) * [Team](/products/keywords-ai/makers) *…
- @Respan (0): Maker 📌 Hi Product Hunt, We built Respan AI Gateway because routing to more models is only the first step. Once your AI product is in production, the harder questions show up fast: What happens when a provider fails? Which customer is driving cost? Which model version caused the…
- @Respan (0): Maker [@swati\_paliwal](https://www.producthunt.com/@swati%5Fpaliwal) Thanks Swati! For teams with an existing multi-provider setup, the lowest-risk path is to start with one provider or one route first, then gradually expand traffic once everything looks good. For customer-faci…
- @Mike (0): Congrats on the launch! Genuine question from someone running multi-provider LLM calls in production: when a provider degrades mid-request (slow but not erroring), does the gateway support latency-based failover, or only hard-error fallback? And can the cost observability enforc…
- @Respan (0): Maker
Even Realities 在 G2 智能眼镜上推出 Terminal Mode，让开发者在不看屏幕的情况下实时监控 AI coding agent 状态，卡住时直接在眼镜里审批或给方向。
Terminal Mode by Even Realities
受众观点：①agent 状态变化到眼镜显示的延迟②不切换上下文保持 flow state 的实用价值③AI coding agent 监控正成为新兴品类（opencode/Google Antigravity 是竞品）
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- @Terminals (0): Terminal Mode by Even Realities unlocks an ambient terminal on Even G2 smart glasses. When a coding agent stalls, you catch it: see which agent needs you now, give direction, and approve key steps while your laptop runs long tasks, so token-maxers get more from every run and vib…
- @Terminals (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 Coding Agents](/categories/ai-coding-agents)[Command line tools](/categories/command-line-tools) [Google Antigravity](/product…
- @Jocky (0): Curious about latency here. How quickly does a blocked agent show up in the glasses after the state changes? Upvote (2) Report Share 13h ago [](/@yulesenmiao) [David Y. ](/@yulesenmiao) [Terminal Mode by Even Realities](/products/terminal-mode-by-even-realities) Maker
- @Jocky (0): [@yulesenmiao](https://www.producthunt.com/@yulesenmiao) That's pretty cool! Congrats to the launch! Upvote (4) Report Share 12h ago [](/@gizem%5Fozturk) [Gizem Öztürk](/@gizem%5Fozturk) This feels oddly practical. Half the time an agent gets stuck, I don't notice until I come b…
Asmi AI 是一个用你的声音替你打电话的 AI 语音 agent，基于 Gemini 2.0 + Twilio + ElevenLabs 构建，处理预约、订单、投诉等真实电话任务。
Asmi AI
受众观点：①隐私安全顾虑（个人信息+声音模拟权限）②被呼叫方接受度和 AI 透明度③全付费 API 技术栈的成本结构
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- @Overview (0): * [Reviews](/products/asmi-ai/reviews) * [Alternatives](/products/asmi-ai/alternatives) * [Built with](/products/asmi-ai/built-with) * [Forum](/p/asmi-ai) * [Team](/products/asmi-ai/makers) * [Awards](/products/asmi-ai/awards) * More Free Launch tags:[Productivity](/topics/produ…
- @OpenClaw (0): [Toki: AI Scheduling & Tasks](/products/toki-ai?ref=product%5Fsidebar) Meet your AI scheduling agent that turns ideas into plans [5.0(18 reviews)](/products/toki-ai/reviews) [Scheduling software](/categories/scheduling) [Retell AI - Voice AI Agent](/products/retell-ai?ref=produc…
- @Marat (0): This sounds cool but I'm wary of giving it so much personal info on addition to the ability to mimic my voice. How do you make sure it won't go off the rails? Upvote (6) Report Share 12h ago [](/@rishi%5Fraj) [Rishi Raj](/@rishi%5Fraj) [Asmi AI](/products/asmi-ai) Maker
- @FuseBase (0): Perfect for introverts, but I still worry - will it be normally accepted from the other side. Is it using my voice? Upvote (7) Report Share 10h ago [](/@rishi%5Fraj) [Rishi Raj](/@rishi%5Fraj) [Asmi AI](/products/asmi-ai) Maker [@kate\_ramakaieva](https://www.producthunt.com/@ka…